diff --git a/404.html b/404.html
index 0def659..92391a6 100644
--- a/404.html
+++ b/404.html
@@ -27,7 +27,7 @@
             <span class="visually-hidden">This lesson is in the pre-alpha phase, which means that it is in early development, but has not yet been taught.</span>
           </abbr>
         </span>
-        
+
       </div>
     </div>
     <div class="selector-container">
@@ -56,7 +56,7 @@
             </li>
           </ul></li>
       </div>
-      
+
       <div class="dropdown" id="instructor-dropdown">
         <button class="btn btn-secondary dropdown-toggle bordered-button" type="button" id="dropdownMenu1" data-bs-toggle="dropdown" aria-expanded="false">
           <i aria-hidden="true" class="icon" data-feather="eye"></i> Learner View <i data-feather="chevron-down"></i>
@@ -180,7 +180,7 @@ <h2 class="accordion-header" id="flush-headingNine">
                 </div><!--/div.accordion-flush-->
               </div><!--div.sidenav-view-selector -->
             </div><!--/div.col -->
-      
+
             <hr></div><!--/div.mobile-row -->
 
           <div class="accordion accordion-flush" id="accordionFlush11">
@@ -200,7 +200,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
         <a href="https://carpentries.github.io/workbench-template-md/index.html" class="external-link">Summary and Setup</a>
     </div>
 <!--/div.accordion-header-->
-        
+
   </div>
 <!--/div.accordion-item-->
 </div>
@@ -211,7 +211,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
         <a href="https://carpentries.github.io/workbench-template-md/introduction.html" class="external-link">1. Using Markdown</a>
     </div>
 <!--/div.accordion-header-->
-        
+
   </div>
 <!--/div.accordion-item-->
 </div>
@@ -244,10 +244,10 @@ <h2 class="accordion-header" id="flush-headingTwelve">
               </div>
             </div>
             <hr class="half-width resources"><a href="https://carpentries.github.io/workbench-template-md/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">
-            
+
             </div>
           </div><!-- /div.accordion -->
         </div><!-- /div.sidebar-inner -->
@@ -260,8 +260,8 @@ <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 id="our-apologies"><h2 class="section-heading">Our apologies!<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>
+<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
@@ -275,9 +275,9 @@ <h1>Page not found</h1>
 </li>
 </ol><p>If you came here from a link in this lesson, please contact the
 lesson maintainers using the links at the foot of this page.</p>
-<!-- 
+<!--
 Place links that you need to refer to multiple times across pages here. Delete
-any links that you are not going to use. 
+any links that you are not going to use.
  -->
 </section></div>
     </main></div>
@@ -287,18 +287,18 @@ <h1>Page not found</h1>
       		<footer class="row footer mx-md-3"><hr><div class="col-md-6">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/README.md" class="external-link">Edit on GitHub</a>
-        
+
 	
         | <a href="https://github.com/carpentries/workbench-template-md/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/carpentries/workbench-template-md/" class="external-link">Source</a></p>
 				<p><a href="https://github.com/carpentries/workbench-template-md/blob/main/CITATION.cff" class="external-link">Cite</a> | <a href="mailto:team@carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
-        
+
         <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>
 			</div>
@@ -322,8 +322,8 @@ <h1>Page not found</h1>
   "url": "https://carpentries.github.io/workbench-template-md/404.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/404.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-07-02",
-  "datePublished": "2024-07-02"
+  "dateModified": "2024-07-09",
+  "datePublished": "2024-07-09"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 10cf8bd..6350c9f 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -27,7 +27,7 @@
             <span class="visually-hidden">This lesson is in the pre-alpha phase, which means that it is in early development, but has not yet been taught.</span>
           </abbr>
         </span>
-        
+
       </div>
     </div>
     <div class="selector-container">
@@ -56,7 +56,7 @@
             </li>
           </ul></li>
       </div>
-      
+
       <div class="dropdown" id="instructor-dropdown">
         <button class="btn btn-secondary dropdown-toggle bordered-button" type="button" id="dropdownMenu1" data-bs-toggle="dropdown" aria-expanded="false">
           <i aria-hidden="true" class="icon" data-feather="eye"></i> Learner View <i data-feather="chevron-down"></i>
@@ -180,7 +180,7 @@ <h2 class="accordion-header" id="flush-headingNine">
                 </div><!--/div.accordion-flush-->
               </div><!--div.sidenav-view-selector -->
             </div><!--/div.col -->
-      
+
             <hr></div><!--/div.mobile-row -->
 
           <div class="accordion accordion-flush" id="accordionFlush11">
@@ -199,7 +199,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
     <div class="accordion-header" id="flush-heading1">
         <a href="index.html">Summary and Setup</a>
     </div><!--/div.accordion-header-->
-        
+
   </div><!--/div.accordion-item-->
 </div><!--/div.accordion-flush-->
 
@@ -208,7 +208,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
     <div class="accordion-header" id="flush-heading2">
         <a href="introduction.html">1. Using Markdown</a>
     </div><!--/div.accordion-header-->
-        
+
   </div><!--/div.accordion-item-->
 </div><!--/div.accordion-flush-->
 
@@ -240,10 +240,10 @@ <h2 class="accordion-header" id="flush-headingTwelve">
               </div>
             </div>
             <hr class="half-width 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">
-            
+
             </div>
           </div><!-- /div.accordion -->
         </div><!-- /div.sidebar-inner -->
@@ -271,11 +271,11 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Contributor Code of Conduct</h1>
         <p>Last updated on 2022-08-05 |
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/CODE_OF_CONDUCT.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
-        
-        
-        
+
+
+
         <div class="text-end">
           <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>
@@ -288,9 +288,9 @@ <h1>Contributor Code of Conduct</h1>
 <p>Instances of abusive, harassing, or otherwise unacceptable behavior
 may be reported by following our <a href="https://docs.carpentries.org/topic_folders/policies/incident-reporting.html" class="external-link">reporting
 guidelines</a>.</p>
-<!-- 
+<!--
 Place links that you need to refer to multiple times across pages here. Delete
-any links that you are not going to use. 
+any links that you are not going to use.
  -->
 
 
@@ -318,18 +318,18 @@ <h1>Contributor Code of Conduct</h1>
       		<footer class="row footer mx-md-3"><hr><div class="col-md-6">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/CODE_OF_CONDUCT.md" class="external-link">Edit on GitHub</a>
-        
+
 	
         | <a href="https://github.com/carpentries/workbench-template-md/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/carpentries/workbench-template-md/" class="external-link">Source</a></p>
 				<p><a href="https://github.com/carpentries/workbench-template-md/blob/main/CITATION.cff" class="external-link">Cite</a> | <a href="mailto:team@carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
-        
+
         <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>
 			</div>
@@ -354,7 +354,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://carpentries.github.io/workbench-template-md/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-06-25",
   "dateModified": "2022-08-05",
-  "datePublished": "2024-07-02"
+  "datePublished": "2024-07-09"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index f12c85c..4382f9a 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -27,7 +27,7 @@
             <span class="visually-hidden">This lesson is in the pre-alpha phase, which means that it is in early development, but has not yet been taught.</span>
           </abbr>
         </span>
-        
+
       </div>
     </div>
     <div class="selector-container">
@@ -56,7 +56,7 @@
             </li>
           </ul></li>
       </div>
-      
+
       <div class="dropdown" id="instructor-dropdown">
         <button class="btn btn-secondary dropdown-toggle bordered-button" type="button" id="dropdownMenu1" data-bs-toggle="dropdown" aria-expanded="false">
           <i aria-hidden="true" class="icon" data-feather="eye"></i> Learner View <i data-feather="chevron-down"></i>
@@ -180,7 +180,7 @@ <h2 class="accordion-header" id="flush-headingNine">
                 </div><!--/div.accordion-flush-->
               </div><!--div.sidenav-view-selector -->
             </div><!--/div.col -->
-      
+
             <hr></div><!--/div.mobile-row -->
 
           <div class="accordion accordion-flush" id="accordionFlush11">
@@ -199,7 +199,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
     <div class="accordion-header" id="flush-heading1">
         <a href="index.html">Summary and Setup</a>
     </div><!--/div.accordion-header-->
-        
+
   </div><!--/div.accordion-item-->
 </div><!--/div.accordion-flush-->
 
@@ -208,7 +208,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
     <div class="accordion-header" id="flush-heading2">
         <a href="introduction.html">1. Using Markdown</a>
     </div><!--/div.accordion-header-->
-        
+
   </div><!--/div.accordion-item-->
 </div><!--/div.accordion-flush-->
 
@@ -240,10 +240,10 @@ <h2 class="accordion-header" id="flush-headingTwelve">
               </div>
             </div>
             <hr class="half-width 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">
-            
+
             </div>
           </div><!-- /div.accordion -->
         </div><!-- /div.sidebar-inner -->
@@ -271,19 +271,19 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Licenses</h1>
         <p>Last updated on 2023-04-07 |
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/LICENSE.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
-        
-        
-        
+
+
+
         <div class="text-end">
           <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 id="instructional-material"><h2 class="section-heading">Instructional Material<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>
+<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
@@ -316,8 +316,8 @@ <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 id="software"><h2 class="section-heading">Software<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>
+<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>
@@ -337,14 +337,14 @@ <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 id="trademark"><h2 class="section-heading">Trademark<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>
+<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>
-<!-- 
+<!--
 Place links that you need to refer to multiple times across pages here. Delete
-any links that you are not going to use. 
+any links that you are not going to use.
  -->
 </section></div> <!-- / div.lesson-content -->
     </main><!-- / main#main-content.main-content --><nav class="bottom-pagination mx-md-4" aria-label="Previous and Next Chapter"><div class="d-block d-sm-block d-md-none">
@@ -369,18 +369,18 @@ <h1>Licenses</h1>
       		<footer class="row footer mx-md-3"><hr><div class="col-md-6">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/LICENSE.md" class="external-link">Edit on GitHub</a>
-        
+
 	
         | <a href="https://github.com/carpentries/workbench-template-md/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/carpentries/workbench-template-md/" class="external-link">Source</a></p>
 				<p><a href="https://github.com/carpentries/workbench-template-md/blob/main/CITATION.cff" class="external-link">Cite</a> | <a href="mailto:team@carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
-        
+
         <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>
 			</div>
@@ -405,7 +405,7 @@ <h1>Licenses</h1>
   "identifier": "https://carpentries.github.io/workbench-template-md/LICENSE.html",
   "dateCreated": "2024-06-25",
   "dateModified": "2023-04-07",
-  "datePublished": "2024-07-02"
+  "datePublished": "2024-07-09"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index aab5de5..fcf3ab4 100644
--- a/aio.html
+++ b/aio.html
@@ -43,7 +43,7 @@
             <span class="visually-hidden">This lesson is in the pre-alpha phase, which means that it is in early development, but has not yet been taught.</span>
           </abbr>
         </span>
-        
+
       </div>
     </div>
     <div class="selector-container">
@@ -74,7 +74,7 @@
           </ul>
 </li>
       </div>
-      
+
       <div class="dropdown" id="instructor-dropdown">
         <button class="btn btn-secondary dropdown-toggle bordered-button" type="button" id="dropdownMenu1" data-bs-toggle="dropdown" aria-expanded="false">
           <i aria-hidden="true" class="icon" data-feather="eye"></i> Learner View <i data-feather="chevron-down"></i>
@@ -212,7 +212,7 @@ <h2 class="accordion-header" id="flush-headingNine">
 <!--div.sidenav-view-selector -->
             </div>
 <!--/div.col -->
-      
+
             <hr>
 </div>
 <!--/div.mobile-row -->
@@ -234,7 +234,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
         <a href="index.html">Summary and Setup</a>
     </div>
 <!--/div.accordion-header-->
-        
+
   </div>
 <!--/div.accordion-item-->
 </div>
@@ -246,7 +246,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
         <a href="introduction.html">1. Using Markdown</a>
     </div>
 <!--/div.accordion-header-->
-        
+
   </div>
 <!--/div.accordion-item-->
 </div>
@@ -284,11 +284,11 @@ <h2 class="accordion-header" id="flush-headingTwelve">
             </div>
             <hr class="half-width 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">
-            
+
             </div>
           </div>
 <!-- /div.accordion -->
@@ -309,7 +309,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 <section id="aio-introduction"><p>Content from <a href="introduction.html">Using Markdown</a></p>
 <hr>
 <p>Last updated on 2023-07-24 |
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/introduction.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
           <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>
@@ -342,7 +342,8 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section id="introduction"><h2 class="section-heading">Introduction<a class="anchor" aria-label="anchor" href="#introduction"></a>
+<section><h2 class="section-heading" id="introduction">Introduction<a class="anchor" aria-label="anchor" href="#introduction"></a>
+<a class="anchor" aria-label="anchor" href="#introduction"></a>
 </h2>
 <hr class="half-width">
 <p>This is a lesson created via The Carpentries Workbench. It is written
@@ -387,7 +388,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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"> Output </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">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -415,7 +416,7 @@ <h3 class="callout-title">Challenge 2: how do you nest solutions within challeng
 <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>You can add a line with at least three colons and a
 <code>solution</code> tag.</p>
@@ -423,7 +424,8 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </div>
 </div>
 </div>
-</section><section id="figures"><h2 class="section-heading">Figures<a class="anchor" aria-label="anchor" href="#figures"></a>
+</section><section><h2 class="section-heading" id="figures">Figures<a class="anchor" aria-label="anchor" href="#figures"></a>
+<a class="anchor" aria-label="anchor" href="#figures"></a>
 </h2>
 <hr class="half-width">
 <p>You can use standard markdown for static figures with the following
@@ -446,7 +448,8 @@ <h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#ca
 </div>
 </div>
 </div>
-</section><section id="math"><h2 class="section-heading">Math<a class="anchor" aria-label="anchor" href="#math"></a>
+</section><section><h2 class="section-heading" id="math">Math<a class="anchor" aria-label="anchor" href="#math"></a>
+<a class="anchor" aria-label="anchor" href="#math"></a>
 </h2>
 <hr class="half-width">
 <p>One of our episodes contains <span class="math inline">\(\LaTeX\)</span> equations when describing how to
@@ -475,9 +478,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 </div>
 </div>
 </div>
-<!-- 
+<!--
 Place links that you need to refer to multiple times across pages here. Delete
-any links that you are not going to use. 
+any links that you are not going to use.
  -->
 </section></section>
 </div>
@@ -491,18 +494,18 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 <div class="col-md-6">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/README.md" class="external-link">Edit on GitHub</a>
-        
+
 	
         | <a href="https://github.com/carpentries/workbench-template-md/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/carpentries/workbench-template-md/" class="external-link">Source</a></p>
 				<p><a href="https://github.com/carpentries/workbench-template-md/blob/main/CITATION.cff" class="external-link">Cite</a> | <a href="mailto:team@carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
-        
+
         <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>
 			</div>
@@ -527,8 +530,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://carpentries.github.io/workbench-template-md/aio.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/aio.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-07-02",
-  "datePublished": "2024-07-02"
+  "dateModified": "2024-07-09",
+  "datePublished": "2024-07-09"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index 5be4750..388a6ad 100644
--- a/images.html
+++ b/images.html
@@ -43,7 +43,7 @@
             <span class="visually-hidden">This lesson is in the pre-alpha phase, which means that it is in early development, but has not yet been taught.</span>
           </abbr>
         </span>
-        
+
       </div>
     </div>
     <div class="selector-container">
@@ -74,7 +74,7 @@
           </ul>
 </li>
       </div>
-      
+
       <div class="dropdown" id="instructor-dropdown">
         <button class="btn btn-secondary dropdown-toggle bordered-button" type="button" id="dropdownMenu1" data-bs-toggle="dropdown" aria-expanded="false">
           <i aria-hidden="true" class="icon" data-feather="eye"></i> Learner View <i data-feather="chevron-down"></i>
@@ -212,7 +212,7 @@ <h2 class="accordion-header" id="flush-headingNine">
 <!--div.sidenav-view-selector -->
             </div>
 <!--/div.col -->
-      
+
             <hr>
 </div>
 <!--/div.mobile-row -->
@@ -234,7 +234,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
         <a href="index.html">Summary and Setup</a>
     </div>
 <!--/div.accordion-header-->
-        
+
   </div>
 <!--/div.accordion-item-->
 </div>
@@ -246,7 +246,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
         <a href="introduction.html">1. Using Markdown</a>
     </div>
 <!--/div.accordion-header-->
-        
+
   </div>
 <!--/div.accordion-item-->
 </div>
@@ -284,11 +284,11 @@ <h2 class="accordion-header" id="flush-headingTwelve">
             </div>
             <hr class="half-width 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">
-            
+
             </div>
           </div>
 <!-- /div.accordion -->
@@ -323,18 +323,18 @@ <h3 id="introduction-figure-1">Figure 1</h3>
 <div class="col-md-6">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/README.md" class="external-link">Edit on GitHub</a>
-        
+
 	
         | <a href="https://github.com/carpentries/workbench-template-md/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/carpentries/workbench-template-md/" class="external-link">Source</a></p>
 				<p><a href="https://github.com/carpentries/workbench-template-md/blob/main/CITATION.cff" class="external-link">Cite</a> | <a href="mailto:team@carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
-        
+
         <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>
 			</div>
@@ -359,8 +359,8 @@ <h3 id="introduction-figure-1">Figure 1</h3>
   "url": "https://carpentries.github.io/workbench-template-md/images.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/images.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-07-02",
-  "datePublished": "2024-07-02"
+  "dateModified": "2024-07-09",
+  "datePublished": "2024-07-09"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 7c94e33..32f2fc7 100644
--- a/index.html
+++ b/index.html
@@ -27,7 +27,7 @@
             <span class="visually-hidden">This lesson is in the pre-alpha phase, which means that it is in early development, but has not yet been taught.</span>
           </abbr>
         </span>
-        
+
       </div>
     </div>
     <div class="selector-container">
@@ -56,7 +56,7 @@
             </li>
           </ul></li>
       </div>
-      
+
       <div class="dropdown" id="instructor-dropdown">
         <button class="btn btn-secondary dropdown-toggle bordered-button" type="button" id="dropdownMenu1" data-bs-toggle="dropdown" aria-expanded="false">
           <i aria-hidden="true" class="icon" data-feather="eye"></i> Learner View <i data-feather="chevron-down"></i>
@@ -180,7 +180,7 @@ <h2 class="accordion-header" id="flush-headingNine">
                 </div><!--/div.accordion-flush-->
               </div><!--div.sidenav-view-selector -->
             </div><!--/div.col -->
-      
+
             <hr></div><!--/div.mobile-row -->
 
           <div class="accordion accordion-flush" id="accordionFlush11">
@@ -204,14 +204,14 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
         </span>
       </button>
     </div><!--/div.accordion-header-->
-        
+
     <div id="flush-collapsecurrent" class="accordion-collapse collapse show" aria-labelledby="flush-headingcurrent" data-bs-parent="#accordionFlushcurrent">
       <div class="accordion-body">
         <ul><li><a href="#data-sets">Data Sets</a></li>
 <li><a href="#software-setup">Software Setup</a></li>
         </ul></div><!--/div.accordion-body-->
     </div><!--/div.accordion-collapse-->
-        
+
   </div><!--/div.accordion-item-->
 </div><!--/div.accordion-flush-->
 
@@ -220,7 +220,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
     <div class="accordion-header" id="flush-heading2">
         <a href="introduction.html">1. Using Markdown</a>
     </div><!--/div.accordion-header-->
-        
+
   </div><!--/div.accordion-item-->
 </div><!--/div.accordion-flush-->
 
@@ -252,10 +252,10 @@ <h2 class="accordion-header" id="flush-headingTwelve">
               </div>
             </div>
             <hr class="half-width 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">
-            
+
             </div>
           </div><!-- /div.accordion -->
         </div><!-- /div.sidebar-inner -->
@@ -277,24 +277,24 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 
 <p>This is a new lesson built with <a href="https://carpentries.github.io/sandpaper-docs" class="external-link">The Carpentries
 Workbench</a>.</p>
-<!-- 
+<!--
 Place links that you need to refer to multiple times across pages here. Delete
-any links that you are not going to use. 
+any links that you are not going to use.
  -->
 
 
       <section id="setup"><p>FIXME: Setup instructions live in this document. Please specify the
 tools and the data sets the Learner needs to have installed.</p>
-<section id="data-sets"><h2 class="section-heading">Data Sets<a class="anchor" aria-label="anchor" href="#data-sets"></a>
-</h2>
+<section><h2 class="section-heading" id="data-sets">Data Sets<a class="anchor" aria-label="anchor" href="#data-sets"></a>
+<a class="anchor" aria-label="anchor" href="#data-sets"></a></h2>
 <hr class="half-width"><!--
 FIXME: place any data you want learners to use in `episodes/data` and then use
        a relative link ( [data zip file](data/lesson-data.zip) ) to provide a
        link to it, replacing the example.com link.
 --><p>Download the <a href="https://example.com/FIXME" class="external-link">data zip file</a>
 and unzip it to your Desktop</p>
-</section><section id="software-setup"><h2 class="section-heading">Software Setup<a class="anchor" aria-label="anchor" href="#software-setup"></a>
-</h2>
+</section><section><h2 class="section-heading" id="software-setup">Software Setup<a class="anchor" aria-label="anchor" href="#software-setup"></a>
+<a class="anchor" aria-label="anchor" href="#software-setup"></a></h2>
 <hr class="half-width"><div id="details" class="callout discussion">
 <div class="callout-square">
 <i class="callout-icon" data-feather="message-circle"></i>
@@ -356,9 +356,9 @@ <h3 class="accordion-header" id="headingSpoiler3">
 </div>
 </div>
 </div>
-<!-- 
+<!--
 Place links that you need to refer to multiple times across pages here. Delete
-any links that you are not going to use. 
+any links that you are not going to use.
  -->
 </section></section></main><nav class="bottom-pagination mx-md-4" aria-label="Next Chapter"><!-- content for small screens --><div class="d-block d-sm-block d-md-none">
         <a class="chapter-link float-end" href="introduction.html">Next<i aria-hidden="true" class="small-arrow" data-feather="arrow-right"></i></a>
@@ -374,18 +374,18 @@ <h3 class="accordion-header" id="headingSpoiler3">
       		<footer class="row footer mx-md-3"><hr><div class="col-md-6">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/index.md" class="external-link">Edit on GitHub</a>
-        
+
 	
         | <a href="https://github.com/carpentries/workbench-template-md/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/carpentries/workbench-template-md/" class="external-link">Source</a></p>
 				<p><a href="https://github.com/carpentries/workbench-template-md/blob/main/CITATION.cff" class="external-link">Cite</a> | <a href="mailto:team@carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
-        
+
         <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>
 			</div>
@@ -409,8 +409,8 @@ <h3 class="accordion-header" id="headingSpoiler3">
   "url": "https://carpentries.github.io/workbench-template-md/index.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/index.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-07-02",
-  "datePublished": "2024-07-02"
+  "dateModified": "2024-07-09",
+  "datePublished": "2024-07-09"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 668455d..469f298 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -43,7 +43,7 @@
             <span class="visually-hidden">This lesson is in the pre-alpha phase, which means that it is in early development, but has not yet been taught.</span>
           </abbr>
         </span>
-        
+
       </div>
     </div>
     <div class="selector-container">
@@ -74,7 +74,7 @@
           </ul>
 </li>
       </div>
-      
+
       <div class="dropdown" id="instructor-dropdown">
         <button class="btn btn-secondary dropdown-toggle bordered-button" type="button" id="dropdownMenu1" data-bs-toggle="dropdown" aria-expanded="false">
           <i aria-hidden="true" class="icon" data-feather="eye"></i> Learner View <i data-feather="chevron-down"></i>
@@ -212,7 +212,7 @@ <h2 class="accordion-header" id="flush-headingNine">
 <!--div.sidenav-view-selector -->
             </div>
 <!--/div.col -->
-      
+
             <hr>
 </div>
 <!--/div.mobile-row -->
@@ -234,7 +234,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
         <a href="index.html">Summary and Setup</a>
     </div>
 <!--/div.accordion-header-->
-        
+
   </div>
 <!--/div.accordion-item-->
 </div>
@@ -246,7 +246,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
         <a href="introduction.html">1. Using Markdown</a>
     </div>
 <!--/div.accordion-header-->
-        
+
   </div>
 <!--/div.accordion-item-->
 </div>
@@ -284,11 +284,11 @@ <h2 class="accordion-header" id="flush-headingTwelve">
             </div>
             <hr class="half-width 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">
-            
+
             </div>
           </div>
 <!-- /div.accordion -->
@@ -308,9 +308,9 @@ <h1>Instructor Notes</h1>
         
 
 <p>This is a placeholder file. Please add content here.</p>
-<!-- 
+<!--
 Place links that you need to refer to multiple times across pages here. Delete
-any links that you are not going to use. 
+any links that you are not going to use.
  -->
 
 
@@ -326,18 +326,18 @@ <h1>Instructor Notes</h1>
 <div class="col-md-6">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/README.md" class="external-link">Edit on GitHub</a>
-        
+
 	
         | <a href="https://github.com/carpentries/workbench-template-md/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/carpentries/workbench-template-md/" class="external-link">Source</a></p>
 				<p><a href="https://github.com/carpentries/workbench-template-md/blob/main/CITATION.cff" class="external-link">Cite</a> | <a href="mailto:team@carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
-        
+
         <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>
 			</div>
@@ -362,8 +362,8 @@ <h1>Instructor Notes</h1>
   "url": "https://carpentries.github.io/workbench-template-md/instructor-notes.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor-notes.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-07-02",
-  "datePublished": "2024-07-02"
+  "dateModified": "2024-07-09",
+  "datePublished": "2024-07-09"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 63ac49f..fa785e4 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -27,7 +27,7 @@
             <span class="visually-hidden">This lesson is in the pre-alpha phase, which means that it is in early development, but has not yet been taught.</span>
           </abbr>
         </span>
-        
+
       </div>
     </div>
     <div class="selector-container">
@@ -56,7 +56,7 @@
             </li>
           </ul></li>
       </div>
-      
+
       <div class="dropdown" id="instructor-dropdown">
         <button class="btn btn-secondary dropdown-toggle bordered-button" type="button" id="dropdownMenu1" data-bs-toggle="dropdown" aria-expanded="false">
           <i aria-hidden="true" class="icon" data-feather="eye"></i> Instructor View <i data-feather="chevron-down"></i>
@@ -180,7 +180,7 @@ <h2 class="accordion-header" id="flush-headingNine">
                 </div><!--/div.accordion-flush-->
               </div><!--div.sidenav-view-selector -->
             </div><!--/div.col -->
-      
+
             <hr></div><!--/div.mobile-row -->
 
           <div class="accordion accordion-flush" id="accordionFlush11">
@@ -200,7 +200,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
         <a href="https://carpentries.github.io/workbench-template-md/index.html" class="external-link">Summary and Setup</a>
     </div>
 <!--/div.accordion-header-->
-        
+
   </div>
 <!--/div.accordion-item-->
 </div>
@@ -211,7 +211,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
         <a href="https://carpentries.github.io/workbench-template-md/introduction.html" class="external-link">1. Using Markdown</a>
     </div>
 <!--/div.accordion-header-->
-        
+
   </div>
 <!--/div.accordion-item-->
 </div>
@@ -244,10 +244,10 @@ <h2 class="accordion-header" id="flush-headingTwelve">
               </div>
             </div>
             <hr class="half-width resources"><a href="https://carpentries.github.io/workbench-template-md/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">
-            
+
             </div>
           </div><!-- /div.accordion -->
         </div><!-- /div.sidebar-inner -->
@@ -260,8 +260,8 @@ <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 id="our-apologies"><h2 class="section-heading">Our apologies!<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>
+<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
@@ -275,9 +275,9 @@ <h1>Page not found</h1>
 </li>
 </ol><p>If you came here from a link in this lesson, please contact the
 lesson maintainers using the links at the foot of this page.</p>
-<!-- 
+<!--
 Place links that you need to refer to multiple times across pages here. Delete
-any links that you are not going to use. 
+any links that you are not going to use.
  -->
 </section></div>
     </main></div>
@@ -287,18 +287,18 @@ <h1>Page not found</h1>
       		<footer class="row footer mx-md-3"><hr><div class="col-md-6">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/README.md" class="external-link">Edit on GitHub</a>
-        
+
 	
         | <a href="https://github.com/carpentries/workbench-template-md/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/carpentries/workbench-template-md/" class="external-link">Source</a></p>
 				<p><a href="https://github.com/carpentries/workbench-template-md/blob/main/CITATION.cff" class="external-link">Cite</a> | <a href="mailto:team@carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
-        
+
         <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>
 			</div>
@@ -322,8 +322,8 @@ <h1>Page not found</h1>
   "url": "https://carpentries.github.io/workbench-template-md/instructor/404.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/404.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-07-02",
-  "datePublished": "2024-07-02"
+  "dateModified": "2024-07-09",
+  "datePublished": "2024-07-09"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index b5d6f49..3f7810a 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -27,7 +27,7 @@
             <span class="visually-hidden">This lesson is in the pre-alpha phase, which means that it is in early development, but has not yet been taught.</span>
           </abbr>
         </span>
-        
+
       </div>
     </div>
     <div class="selector-container">
@@ -56,7 +56,7 @@
             </li>
           </ul></li>
       </div>
-      
+
       <div class="dropdown" id="instructor-dropdown">
         <button class="btn btn-secondary dropdown-toggle bordered-button" type="button" id="dropdownMenu1" data-bs-toggle="dropdown" aria-expanded="false">
           <i aria-hidden="true" class="icon" data-feather="eye"></i> Instructor View <i data-feather="chevron-down"></i>
@@ -180,7 +180,7 @@ <h2 class="accordion-header" id="flush-headingNine">
                 </div><!--/div.accordion-flush-->
               </div><!--div.sidenav-view-selector -->
             </div><!--/div.col -->
-      
+
             <hr></div><!--/div.mobile-row -->
 
           <div class="accordion accordion-flush" id="accordionFlush11">
@@ -199,7 +199,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
     <div class="accordion-header" id="flush-heading1">
         <a href="index.html">Summary and Schedule</a>
     </div><!--/div.accordion-header-->
-        
+
   </div><!--/div.accordion-item-->
 </div><!--/div.accordion-flush-->
 
@@ -208,7 +208,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
     <div class="accordion-header" id="flush-heading2">
         <a href="introduction.html">1. Using Markdown</a>
     </div><!--/div.accordion-header-->
-        
+
   </div><!--/div.accordion-item-->
 </div><!--/div.accordion-flush-->
 
@@ -240,10 +240,10 @@ <h2 class="accordion-header" id="flush-headingTwelve">
               </div>
             </div>
             <hr class="half-width 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">
-            
+
             </div>
           </div><!-- /div.accordion -->
         </div><!-- /div.sidebar-inner -->
@@ -271,13 +271,13 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Contributor Code of Conduct</h1>
         <p>Last updated on 2022-08-05 |
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/CODE_OF_CONDUCT.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
-        
-        
-        
-        
-        
+
+
+
+
+
         <div class="text-end">
           <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>
@@ -290,9 +290,9 @@ <h1>Contributor Code of Conduct</h1>
 <p>Instances of abusive, harassing, or otherwise unacceptable behavior
 may be reported by following our <a href="https://docs.carpentries.org/topic_folders/policies/incident-reporting.html" class="external-link">reporting
 guidelines</a>.</p>
-<!-- 
+<!--
 Place links that you need to refer to multiple times across pages here. Delete
-any links that you are not going to use. 
+any links that you are not going to use.
  -->
 
 
@@ -320,18 +320,18 @@ <h1>Contributor Code of Conduct</h1>
       		<footer class="row footer mx-md-3"><hr><div class="col-md-6">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/CODE_OF_CONDUCT.md" class="external-link">Edit on GitHub</a>
-        
+
 	
         | <a href="https://github.com/carpentries/workbench-template-md/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/carpentries/workbench-template-md/" class="external-link">Source</a></p>
 				<p><a href="https://github.com/carpentries/workbench-template-md/blob/main/CITATION.cff" class="external-link">Cite</a> | <a href="mailto:team@carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
-        
+
         <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>
 			</div>
@@ -356,7 +356,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-06-25",
   "dateModified": "2022-08-05",
-  "datePublished": "2024-07-02"
+  "datePublished": "2024-07-09"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 9f69ce6..588c577 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -27,7 +27,7 @@
             <span class="visually-hidden">This lesson is in the pre-alpha phase, which means that it is in early development, but has not yet been taught.</span>
           </abbr>
         </span>
-        
+
       </div>
     </div>
     <div class="selector-container">
@@ -56,7 +56,7 @@
             </li>
           </ul></li>
       </div>
-      
+
       <div class="dropdown" id="instructor-dropdown">
         <button class="btn btn-secondary dropdown-toggle bordered-button" type="button" id="dropdownMenu1" data-bs-toggle="dropdown" aria-expanded="false">
           <i aria-hidden="true" class="icon" data-feather="eye"></i> Instructor View <i data-feather="chevron-down"></i>
@@ -180,7 +180,7 @@ <h2 class="accordion-header" id="flush-headingNine">
                 </div><!--/div.accordion-flush-->
               </div><!--div.sidenav-view-selector -->
             </div><!--/div.col -->
-      
+
             <hr></div><!--/div.mobile-row -->
 
           <div class="accordion accordion-flush" id="accordionFlush11">
@@ -199,7 +199,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
     <div class="accordion-header" id="flush-heading1">
         <a href="index.html">Summary and Schedule</a>
     </div><!--/div.accordion-header-->
-        
+
   </div><!--/div.accordion-item-->
 </div><!--/div.accordion-flush-->
 
@@ -208,7 +208,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
     <div class="accordion-header" id="flush-heading2">
         <a href="introduction.html">1. Using Markdown</a>
     </div><!--/div.accordion-header-->
-        
+
   </div><!--/div.accordion-item-->
 </div><!--/div.accordion-flush-->
 
@@ -240,10 +240,10 @@ <h2 class="accordion-header" id="flush-headingTwelve">
               </div>
             </div>
             <hr class="half-width 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">
-            
+
             </div>
           </div><!-- /div.accordion -->
         </div><!-- /div.sidebar-inner -->
@@ -271,21 +271,21 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Licenses</h1>
         <p>Last updated on 2023-04-07 |
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/LICENSE.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
-        
-        
-        
-        
-        
+
+
+
+
+
         <div class="text-end">
           <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 id="instructional-material"><h2 class="section-heading">Instructional Material<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>
+<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
@@ -318,8 +318,8 @@ <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 id="software"><h2 class="section-heading">Software<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>
+<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>
@@ -339,14 +339,14 @@ <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 id="trademark"><h2 class="section-heading">Trademark<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>
+<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>
-<!-- 
+<!--
 Place links that you need to refer to multiple times across pages here. Delete
-any links that you are not going to use. 
+any links that you are not going to use.
  -->
 </section></div> <!-- / div.lesson-content -->
     </main><!-- / main#main-content.main-content --><nav class="bottom-pagination mx-md-4" aria-label="Previous and Next Chapter"><div class="d-block d-sm-block d-md-none">
@@ -371,18 +371,18 @@ <h1>Licenses</h1>
       		<footer class="row footer mx-md-3"><hr><div class="col-md-6">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/LICENSE.md" class="external-link">Edit on GitHub</a>
-        
+
 	
         | <a href="https://github.com/carpentries/workbench-template-md/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/carpentries/workbench-template-md/" class="external-link">Source</a></p>
 				<p><a href="https://github.com/carpentries/workbench-template-md/blob/main/CITATION.cff" class="external-link">Cite</a> | <a href="mailto:team@carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
-        
+
         <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>
 			</div>
@@ -407,7 +407,7 @@ <h1>Licenses</h1>
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/LICENSE.html",
   "dateCreated": "2024-06-25",
   "dateModified": "2023-04-07",
-  "datePublished": "2024-07-02"
+  "datePublished": "2024-07-09"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index a43c1d9..e8e3ed1 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -43,7 +43,7 @@
             <span class="visually-hidden">This lesson is in the pre-alpha phase, which means that it is in early development, but has not yet been taught.</span>
           </abbr>
         </span>
-        
+
       </div>
     </div>
     <div class="selector-container">
@@ -74,7 +74,7 @@
           </ul>
 </li>
       </div>
-      
+
       <div class="dropdown" id="instructor-dropdown">
         <button class="btn btn-secondary dropdown-toggle bordered-button" type="button" id="dropdownMenu1" data-bs-toggle="dropdown" aria-expanded="false">
           <i aria-hidden="true" class="icon" data-feather="eye"></i> Instructor View <i data-feather="chevron-down"></i>
@@ -213,7 +213,7 @@ <h2 class="accordion-header" id="flush-headingNine">
 <!--div.sidenav-view-selector -->
             </div>
 <!--/div.col -->
-      
+
             <hr>
 </div>
 <!--/div.mobile-row -->
@@ -235,7 +235,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
         <a href="index.html">Summary and Schedule</a>
     </div>
 <!--/div.accordion-header-->
-        
+
   </div>
 <!--/div.accordion-item-->
 </div>
@@ -247,7 +247,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
         <a href="introduction.html">1. Using Markdown</a>
     </div>
 <!--/div.accordion-header-->
-        
+
   </div>
 <!--/div.accordion-item-->
 </div>
@@ -286,11 +286,11 @@ <h2 class="accordion-header" id="flush-headingTwelve">
             </div>
             <hr class="half-width 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">
-            
+
             </div>
           </div>
 <!-- /div.accordion -->
@@ -311,7 +311,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 <section id="aio-introduction"><p>Content from <a href="introduction.html">Using Markdown</a></p>
 <hr>
 <p>Last updated on 2023-07-24 |
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/introduction.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 12 minutes</p>
 <div class="text-end">
@@ -345,7 +345,8 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section id="introduction"><h2 class="section-heading">Introduction<a class="anchor" aria-label="anchor" href="#introduction"></a>
+<section><h2 class="section-heading" id="introduction">Introduction<a class="anchor" aria-label="anchor" href="#introduction"></a>
+<a class="anchor" aria-label="anchor" href="#introduction"></a>
 </h2>
 <hr class="half-width">
 <p>This is a lesson created via The Carpentries Workbench. It is written
@@ -372,7 +373,7 @@ <h3 class="card-title">Objectives</h3>
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor1" aria-expanded="false" aria-controls="collapseInstructor1">
   <h3 class="accordion-header" id="headingInstructor1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <div class="accordion-body">
 <p>Inline instructor notes can help inform instructors of timing
 challenges associated with the lessons. They appear in the “Instructor
@@ -404,7 +405,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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"> Output </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">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -432,7 +433,7 @@ <h3 class="callout-title">Challenge 2: how do you nest solutions within challeng
 <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>You can add a line with at least three colons and a
 <code>solution</code> tag.</p>
@@ -440,7 +441,8 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </div>
 </div>
 </div>
-</section><section id="figures"><h2 class="section-heading">Figures<a class="anchor" aria-label="anchor" href="#figures"></a>
+</section><section><h2 class="section-heading" id="figures">Figures<a class="anchor" aria-label="anchor" href="#figures"></a>
+<a class="anchor" aria-label="anchor" href="#figures"></a>
 </h2>
 <hr class="half-width">
 <p>You can use standard markdown for static figures with the following
@@ -463,7 +465,8 @@ <h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#ca
 </div>
 </div>
 </div>
-</section><section id="math"><h2 class="section-heading">Math<a class="anchor" aria-label="anchor" href="#math"></a>
+</section><section><h2 class="section-heading" id="math">Math<a class="anchor" aria-label="anchor" href="#math"></a>
+<a class="anchor" aria-label="anchor" href="#math"></a>
 </h2>
 <hr class="half-width">
 <p>One of our episodes contains <span class="math inline">\(\LaTeX\)</span> equations when describing how to
@@ -492,9 +495,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 </div>
 </div>
 </div>
-<!-- 
+<!--
 Place links that you need to refer to multiple times across pages here. Delete
-any links that you are not going to use. 
+any links that you are not going to use.
  -->
 </section></section>
 </div>
@@ -508,18 +511,18 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 <div class="col-md-6">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/README.md" class="external-link">Edit on GitHub</a>
-        
+
 	
         | <a href="https://github.com/carpentries/workbench-template-md/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/carpentries/workbench-template-md/" class="external-link">Source</a></p>
 				<p><a href="https://github.com/carpentries/workbench-template-md/blob/main/CITATION.cff" class="external-link">Cite</a> | <a href="mailto:team@carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
-        
+
         <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>
 			</div>
@@ -544,8 +547,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://carpentries.github.io/workbench-template-md/instructor/aio.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/aio.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-07-02",
-  "datePublished": "2024-07-02"
+  "dateModified": "2024-07-09",
+  "datePublished": "2024-07-09"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index 9c7567a..8cb6cc0 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -43,7 +43,7 @@
             <span class="visually-hidden">This lesson is in the pre-alpha phase, which means that it is in early development, but has not yet been taught.</span>
           </abbr>
         </span>
-        
+
       </div>
     </div>
     <div class="selector-container">
@@ -74,7 +74,7 @@
           </ul>
 </li>
       </div>
-      
+
       <div class="dropdown" id="instructor-dropdown">
         <button class="btn btn-secondary dropdown-toggle bordered-button" type="button" id="dropdownMenu1" data-bs-toggle="dropdown" aria-expanded="false">
           <i aria-hidden="true" class="icon" data-feather="eye"></i> Instructor View <i data-feather="chevron-down"></i>
@@ -213,7 +213,7 @@ <h2 class="accordion-header" id="flush-headingNine">
 <!--div.sidenav-view-selector -->
             </div>
 <!--/div.col -->
-      
+
             <hr>
 </div>
 <!--/div.mobile-row -->
@@ -235,7 +235,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
         <a href="index.html">Summary and Schedule</a>
     </div>
 <!--/div.accordion-header-->
-        
+
   </div>
 <!--/div.accordion-item-->
 </div>
@@ -247,7 +247,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
         <a href="introduction.html">1. Using Markdown</a>
     </div>
 <!--/div.accordion-header-->
-        
+
   </div>
 <!--/div.accordion-item-->
 </div>
@@ -286,11 +286,11 @@ <h2 class="accordion-header" id="flush-headingTwelve">
             </div>
             <hr class="half-width 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">
-            
+
             </div>
           </div>
 <!-- /div.accordion -->
@@ -325,18 +325,18 @@ <h3 id="introduction-figure-1">Figure 1</h3>
 <div class="col-md-6">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/README.md" class="external-link">Edit on GitHub</a>
-        
+
 	
         | <a href="https://github.com/carpentries/workbench-template-md/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/carpentries/workbench-template-md/" class="external-link">Source</a></p>
 				<p><a href="https://github.com/carpentries/workbench-template-md/blob/main/CITATION.cff" class="external-link">Cite</a> | <a href="mailto:team@carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
-        
+
         <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>
 			</div>
@@ -361,8 +361,8 @@ <h3 id="introduction-figure-1">Figure 1</h3>
   "url": "https://carpentries.github.io/workbench-template-md/instructor/images.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/images.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-07-02",
-  "datePublished": "2024-07-02"
+  "dateModified": "2024-07-09",
+  "datePublished": "2024-07-09"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 695308d..1d27e29 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -27,7 +27,7 @@
             <span class="visually-hidden">This lesson is in the pre-alpha phase, which means that it is in early development, but has not yet been taught.</span>
           </abbr>
         </span>
-        
+
       </div>
     </div>
     <div class="selector-container">
@@ -56,7 +56,7 @@
             </li>
           </ul></li>
       </div>
-      
+
       <div class="dropdown" id="instructor-dropdown">
         <button class="btn btn-secondary dropdown-toggle bordered-button" type="button" id="dropdownMenu1" data-bs-toggle="dropdown" aria-expanded="false">
           <i aria-hidden="true" class="icon" data-feather="eye"></i> Instructor View <i data-feather="chevron-down"></i>
@@ -180,7 +180,7 @@ <h2 class="accordion-header" id="flush-headingNine">
                 </div><!--/div.accordion-flush-->
               </div><!--div.sidenav-view-selector -->
             </div><!--/div.col -->
-      
+
             <hr></div><!--/div.mobile-row -->
 
           <div class="accordion accordion-flush" id="accordionFlush11">
@@ -203,7 +203,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
         </span>
       
     </div><!--/div.accordion-header-->
-        
+
   </div><!--/div.accordion-item-->
 </div><!--/div.accordion-flush-->
 
@@ -212,7 +212,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
     <div class="accordion-header" id="flush-heading2">
         <a href="introduction.html">1. Using Markdown</a>
     </div><!--/div.accordion-header-->
-        
+
   </div><!--/div.accordion-item-->
 </div><!--/div.accordion-flush-->
 
@@ -244,10 +244,10 @@ <h2 class="accordion-header" id="flush-headingTwelve">
               </div>
             </div>
             <hr class="half-width 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">
-            
+
             </div>
           </div><!-- /div.accordion -->
         </div><!-- /div.sidebar-inner -->
@@ -269,9 +269,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 
 <p>This is a new lesson built with <a href="https://carpentries.github.io/sandpaper-docs" class="external-link">The Carpentries
 Workbench</a>.</p>
-<!-- 
+<!--
 Place links that you need to refer to multiple times across pages here. Delete
-any links that you are not going to use. 
+any links that you are not going to use.
  -->
 
 
@@ -293,24 +293,24 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 </td>
 <td>
 </td>
-</tr><!-- 
+</tr><!--
 Place links that you need to refer to multiple times across pages here. Delete
-any links that you are not going to use. 
+any links that you are not going to use.
  --></tbody></table><p>
       The actual schedule may vary slightly depending on the topics and exercises chosen by the instructor.
       </p>
       </section><section id="setup"><p>FIXME: Setup instructions live in this document. Please specify the
 tools and the data sets the Learner needs to have installed.</p>
-<section id="data-sets"><h2 class="section-heading">Data Sets<a class="anchor" aria-label="anchor" href="#data-sets"></a>
-</h2>
+<section><h2 class="section-heading" id="data-sets">Data Sets<a class="anchor" aria-label="anchor" href="#data-sets"></a>
+<a class="anchor" aria-label="anchor" href="#data-sets"></a></h2>
 <hr class="half-width"><!--
 FIXME: place any data you want learners to use in `episodes/data` and then use
        a relative link ( [data zip file](data/lesson-data.zip) ) to provide a
        link to it, replacing the example.com link.
 --><p>Download the <a href="https://example.com/FIXME" class="external-link">data zip file</a>
 and unzip it to your Desktop</p>
-</section><section id="software-setup"><h2 class="section-heading">Software Setup<a class="anchor" aria-label="anchor" href="#software-setup"></a>
-</h2>
+</section><section><h2 class="section-heading" id="software-setup">Software Setup<a class="anchor" aria-label="anchor" href="#software-setup"></a>
+<a class="anchor" aria-label="anchor" href="#software-setup"></a></h2>
 <hr class="half-width"><div id="details" class="callout discussion">
 <div class="callout-square">
 <i class="callout-icon" data-feather="message-circle"></i>
@@ -372,9 +372,9 @@ <h3 class="accordion-header" id="headingSpoiler3">
 </div>
 </div>
 </div>
-<!-- 
+<!--
 Place links that you need to refer to multiple times across pages here. Delete
-any links that you are not going to use. 
+any links that you are not going to use.
  -->
 </section></section></main><nav class="bottom-pagination mx-md-4" aria-label="Next Chapter"><!-- content for small screens --><div class="d-block d-sm-block d-md-none">
         <a class="chapter-link float-end" href="../instructor/introduction.html">Next<i aria-hidden="true" class="small-arrow" data-feather="arrow-right"></i></a>
@@ -390,18 +390,18 @@ <h3 class="accordion-header" id="headingSpoiler3">
       		<footer class="row footer mx-md-3"><hr><div class="col-md-6">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/index.md" class="external-link">Edit on GitHub</a>
-        
+
 	
         | <a href="https://github.com/carpentries/workbench-template-md/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/carpentries/workbench-template-md/" class="external-link">Source</a></p>
 				<p><a href="https://github.com/carpentries/workbench-template-md/blob/main/CITATION.cff" class="external-link">Cite</a> | <a href="mailto:team@carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
-        
+
         <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>
 			</div>
@@ -425,8 +425,8 @@ <h3 class="accordion-header" id="headingSpoiler3">
   "url": "https://carpentries.github.io/workbench-template-md/instructor/index.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/index.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-07-02",
-  "datePublished": "2024-07-02"
+  "dateModified": "2024-07-09",
+  "datePublished": "2024-07-09"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index f9b6342..880f7dc 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -43,7 +43,7 @@
             <span class="visually-hidden">This lesson is in the pre-alpha phase, which means that it is in early development, but has not yet been taught.</span>
           </abbr>
         </span>
-        
+
       </div>
     </div>
     <div class="selector-container">
@@ -74,7 +74,7 @@
           </ul>
 </li>
       </div>
-      
+
       <div class="dropdown" id="instructor-dropdown">
         <button class="btn btn-secondary dropdown-toggle bordered-button" type="button" id="dropdownMenu1" data-bs-toggle="dropdown" aria-expanded="false">
           <i aria-hidden="true" class="icon" data-feather="eye"></i> Instructor View <i data-feather="chevron-down"></i>
@@ -213,7 +213,7 @@ <h2 class="accordion-header" id="flush-headingNine">
 <!--div.sidenav-view-selector -->
             </div>
 <!--/div.col -->
-      
+
             <hr>
 </div>
 <!--/div.mobile-row -->
@@ -235,7 +235,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
         <a href="index.html">Summary and Schedule</a>
     </div>
 <!--/div.accordion-header-->
-        
+
   </div>
 <!--/div.accordion-item-->
 </div>
@@ -247,7 +247,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
         <a href="introduction.html">1. Using Markdown</a>
     </div>
 <!--/div.accordion-header-->
-        
+
   </div>
 <!--/div.accordion-item-->
 </div>
@@ -286,11 +286,11 @@ <h2 class="accordion-header" id="flush-headingTwelve">
             </div>
             <hr class="half-width 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">
-            
+
             </div>
           </div>
 <!-- /div.accordion -->
@@ -310,9 +310,9 @@ <h1>Instructor Notes</h1>
         
 
 <p>This is a placeholder file. Please add content here.</p>
-<!-- 
+<!--
 Place links that you need to refer to multiple times across pages here. Delete
-any links that you are not going to use. 
+any links that you are not going to use.
  -->
 
 
@@ -337,18 +337,18 @@ <h3 id="introduction-headingInstructor1">
 <div class="col-md-6">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/README.md" class="external-link">Edit on GitHub</a>
-        
+
 	
         | <a href="https://github.com/carpentries/workbench-template-md/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/carpentries/workbench-template-md/" class="external-link">Source</a></p>
 				<p><a href="https://github.com/carpentries/workbench-template-md/blob/main/CITATION.cff" class="external-link">Cite</a> | <a href="mailto:team@carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
-        
+
         <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>
 			</div>
@@ -373,8 +373,8 @@ <h3 id="introduction-headingInstructor1">
   "url": "https://carpentries.github.io/workbench-template-md/instructor/instructor-notes.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/instructor-notes.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-07-02",
-  "datePublished": "2024-07-02"
+  "dateModified": "2024-07-09",
+  "datePublished": "2024-07-09"
 }
 
   </script><script>
diff --git a/instructor/introduction.html b/instructor/introduction.html
index 910a187..f7add51 100644
--- a/instructor/introduction.html
+++ b/instructor/introduction.html
@@ -27,7 +27,7 @@
             <span class="visually-hidden">This lesson is in the pre-alpha phase, which means that it is in early development, but has not yet been taught.</span>
           </abbr>
         </span>
-        
+
       </div>
     </div>
     <div class="selector-container">
@@ -56,7 +56,7 @@
             </li>
           </ul></li>
       </div>
-      
+
       <div class="dropdown" id="instructor-dropdown">
         <button class="btn btn-secondary dropdown-toggle bordered-button" type="button" id="dropdownMenu1" data-bs-toggle="dropdown" aria-expanded="false">
           <i aria-hidden="true" class="icon" data-feather="eye"></i> Instructor View <i data-feather="chevron-down"></i>
@@ -180,7 +180,7 @@ <h2 class="accordion-header" id="flush-headingNine">
                 </div><!--/div.accordion-flush-->
               </div><!--div.sidenav-view-selector -->
             </div><!--/div.col -->
-      
+
             <hr></div><!--/div.mobile-row -->
 
           <div class="accordion accordion-flush" id="accordionFlush11">
@@ -199,7 +199,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
     <div class="accordion-header" id="flush-heading1">
         <a href="index.html">Summary and Schedule</a>
     </div><!--/div.accordion-header-->
-        
+
   </div><!--/div.accordion-item-->
 </div><!--/div.accordion-flush-->
 
@@ -213,7 +213,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
         </span>
       </button>
     </div><!--/div.accordion-header-->
-        
+
     <div id="flush-collapsecurrent" class="accordion-collapse collapse show" aria-labelledby="flush-headingcurrent" data-bs-parent="#accordionFlushcurrent">
       <div class="accordion-body">
         <ul><li><a href="#introduction">Introduction</a></li>
@@ -221,7 +221,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
 <li><a href="#math">Math</a></li>
         </ul></div><!--/div.accordion-body-->
     </div><!--/div.accordion-collapse-->
-        
+
   </div><!--/div.accordion-item-->
 </div><!--/div.accordion-flush-->
 
@@ -253,10 +253,10 @@ <h2 class="accordion-header" id="flush-headingTwelve">
               </div>
             </div>
             <hr class="half-width 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">
-            
+
             </div>
           </div><!-- /div.accordion -->
         </div><!-- /div.sidebar-inner -->
@@ -284,13 +284,13 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Using Markdown</h1>
         <p>Last updated on 2023-07-24 |
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/introduction.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
-        
-        
-        
+
+
+
         <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 12 minutes</p>
-        
+
         <div class="text-end">
           <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>
@@ -321,8 +321,8 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section id="introduction"><h2 class="section-heading">Introduction<a class="anchor" aria-label="anchor" href="#introduction"></a>
-</h2>
+<section><h2 class="section-heading" id="introduction">Introduction<a class="anchor" aria-label="anchor" href="#introduction"></a>
+<a class="anchor" aria-label="anchor" href="#introduction"></a></h2>
 <hr class="half-width"><p>This is a lesson created via The Carpentries Workbench. It is written
 in <a href="https://pandoc.org/MANUAL.txt" class="external-link">Pandoc-flavored Markdown</a>
 for static files and <a href="https://rmarkdown.rstudio.com/" class="external-link">R
@@ -345,7 +345,7 @@ <h3 class="card-title">Objectives</h3>
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor1" aria-expanded="false" aria-controls="collapseInstructor1">
   <h3 class="accordion-header" id="headingInstructor1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <div class="accordion-body">
 <p>Inline instructor notes can help inform instructors of timing
 challenges associated with the lessons. They appear in the “Instructor
@@ -377,7 +377,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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"> Output </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">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -405,7 +405,7 @@ <h3 class="callout-title">Challenge 2: how do you nest solutions within challeng
 <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>You can add a line with at least three colons and a
 <code>solution</code> tag.</p>
@@ -413,8 +413,8 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </div>
 </div>
 </div>
-</section><section id="figures"><h2 class="section-heading">Figures<a class="anchor" aria-label="anchor" href="#figures"></a>
-</h2>
+</section><section><h2 class="section-heading" id="figures">Figures<a class="anchor" aria-label="anchor" href="#figures"></a>
+<a class="anchor" aria-label="anchor" href="#figures"></a></h2>
 <hr class="half-width"><p>You can use standard markdown for static figures with the following
 syntax:</p>
 <p><code>![optional caption that appears below the figure](figure url){alt='alt text for accessibility purposes'}</code></p>
@@ -435,8 +435,8 @@ <h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#ca
 </div>
 </div>
 </div>
-</section><section id="math"><h2 class="section-heading">Math<a class="anchor" aria-label="anchor" href="#math"></a>
-</h2>
+</section><section><h2 class="section-heading" id="math">Math<a class="anchor" aria-label="anchor" href="#math"></a>
+<a class="anchor" aria-label="anchor" href="#math"></a></h2>
 <hr class="half-width"><p>One of our episodes contains <span class="math inline">\(\LaTeX\)</span> equations when describing how to
 create dynamic reports with {knitr}, so we now use mathjax to describe
 this:</p>
@@ -461,9 +461,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 </ul></div>
 </div>
 </div>
-<!-- 
+<!--
 Place links that you need to refer to multiple times across pages here. Delete
-any links that you are not going to use. 
+any links that you are not going to use.
  -->
 </section></div> <!-- / div.lesson-content -->
     </main><!-- / main#main-content.main-content --><nav class="bottom-pagination mx-md-4" aria-label="Previous and Next Chapter"><div class="d-block d-sm-block d-md-none">
@@ -488,18 +488,18 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
       		<footer class="row footer mx-md-3"><hr><div class="col-md-6">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/introduction.md" class="external-link">Edit on GitHub</a>
-        
+
 	
         | <a href="https://github.com/carpentries/workbench-template-md/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/carpentries/workbench-template-md/" class="external-link">Source</a></p>
 				<p><a href="https://github.com/carpentries/workbench-template-md/blob/main/CITATION.cff" class="external-link">Cite</a> | <a href="mailto:team@carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
-        
+
         <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>
 			</div>
@@ -524,7 +524,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/introduction.html",
   "dateCreated": "2024-06-25",
   "dateModified": "2023-07-24",
-  "datePublished": "2024-07-02"
+  "datePublished": "2024-07-09"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 5c93c5c..a11fb61 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -43,7 +43,7 @@
             <span class="visually-hidden">This lesson is in the pre-alpha phase, which means that it is in early development, but has not yet been taught.</span>
           </abbr>
         </span>
-        
+
       </div>
     </div>
     <div class="selector-container">
@@ -74,7 +74,7 @@
           </ul>
 </li>
       </div>
-      
+
       <div class="dropdown" id="instructor-dropdown">
         <button class="btn btn-secondary dropdown-toggle bordered-button" type="button" id="dropdownMenu1" data-bs-toggle="dropdown" aria-expanded="false">
           <i aria-hidden="true" class="icon" data-feather="eye"></i> Instructor View <i data-feather="chevron-down"></i>
@@ -213,7 +213,7 @@ <h2 class="accordion-header" id="flush-headingNine">
 <!--div.sidenav-view-selector -->
             </div>
 <!--/div.col -->
-      
+
             <hr>
 </div>
 <!--/div.mobile-row -->
@@ -235,7 +235,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
         <a href="index.html">Summary and Schedule</a>
     </div>
 <!--/div.accordion-header-->
-        
+
   </div>
 <!--/div.accordion-item-->
 </div>
@@ -247,7 +247,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
         <a href="introduction.html">1. Using Markdown</a>
     </div>
 <!--/div.accordion-header-->
-        
+
   </div>
 <!--/div.accordion-item-->
 </div>
@@ -286,11 +286,11 @@ <h2 class="accordion-header" id="flush-headingTwelve">
             </div>
             <hr class="half-width 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">
-            
+
             </div>
           </div>
 <!-- /div.accordion -->
@@ -331,18 +331,18 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 <div class="col-md-6">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/README.md" class="external-link">Edit on GitHub</a>
-        
+
 	
         | <a href="https://github.com/carpentries/workbench-template-md/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/carpentries/workbench-template-md/" class="external-link">Source</a></p>
 				<p><a href="https://github.com/carpentries/workbench-template-md/blob/main/CITATION.cff" class="external-link">Cite</a> | <a href="mailto:team@carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
-        
+
         <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>
 			</div>
@@ -367,8 +367,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://carpentries.github.io/workbench-template-md/instructor/key-points.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/key-points.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-07-02",
-  "datePublished": "2024-07-02"
+  "dateModified": "2024-07-09",
+  "datePublished": "2024-07-09"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index 1bb8a42..abedc51 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -27,7 +27,7 @@
             <span class="visually-hidden">This lesson is in the pre-alpha phase, which means that it is in early development, but has not yet been taught.</span>
           </abbr>
         </span>
-        
+
       </div>
     </div>
     <div class="selector-container">
@@ -56,7 +56,7 @@
             </li>
           </ul></li>
       </div>
-      
+
       <div class="dropdown" id="instructor-dropdown">
         <button class="btn btn-secondary dropdown-toggle bordered-button" type="button" id="dropdownMenu1" data-bs-toggle="dropdown" aria-expanded="false">
           <i aria-hidden="true" class="icon" data-feather="eye"></i> Instructor View <i data-feather="chevron-down"></i>
@@ -180,7 +180,7 @@ <h2 class="accordion-header" id="flush-headingNine">
                 </div><!--/div.accordion-flush-->
               </div><!--div.sidenav-view-selector -->
             </div><!--/div.col -->
-      
+
             <hr></div><!--/div.mobile-row -->
 
           <div class="accordion accordion-flush" id="accordionFlush11">
@@ -199,7 +199,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
     <div class="accordion-header" id="flush-heading1">
         <a href="index.html">Summary and Schedule</a>
     </div><!--/div.accordion-header-->
-        
+
   </div><!--/div.accordion-item-->
 </div><!--/div.accordion-flush-->
 
@@ -208,7 +208,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
     <div class="accordion-header" id="flush-heading2">
         <a href="introduction.html">1. Using Markdown</a>
     </div><!--/div.accordion-header-->
-        
+
   </div><!--/div.accordion-item-->
 </div><!--/div.accordion-flush-->
 
@@ -240,10 +240,10 @@ <h2 class="accordion-header" id="flush-headingTwelve">
               </div>
             </div>
             <hr class="half-width 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">
-            
+
             </div>
           </div><!-- /div.accordion -->
         </div><!-- /div.sidebar-inner -->
@@ -258,9 +258,9 @@ <h1>Learner Profiles</h1>
         
 
 <p>This is a placeholder file. Please add content here.</p>
-<!-- 
+<!--
 Place links that you need to refer to multiple times across pages here. Delete
-any links that you are not going to use. 
+any links that you are not going to use.
  -->
 
 
@@ -272,18 +272,18 @@ <h1>Learner Profiles</h1>
       		<footer class="row footer mx-md-3"><hr><div class="col-md-6">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/README.md" class="external-link">Edit on GitHub</a>
-        
+
 	
         | <a href="https://github.com/carpentries/workbench-template-md/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/carpentries/workbench-template-md/" class="external-link">Source</a></p>
 				<p><a href="https://github.com/carpentries/workbench-template-md/blob/main/CITATION.cff" class="external-link">Cite</a> | <a href="mailto:team@carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
-        
+
         <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>
 			</div>
@@ -307,8 +307,8 @@ <h1>Learner Profiles</h1>
   "url": "https://carpentries.github.io/workbench-template-md/instructor/profiles.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/profiles.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-07-02",
-  "datePublished": "2024-07-02"
+  "dateModified": "2024-07-09",
+  "datePublished": "2024-07-09"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 3ab1dbe..ff8aa9a 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -27,7 +27,7 @@
             <span class="visually-hidden">This lesson is in the pre-alpha phase, which means that it is in early development, but has not yet been taught.</span>
           </abbr>
         </span>
-        
+
       </div>
     </div>
     <div class="selector-container">
@@ -56,7 +56,7 @@
             </li>
           </ul></li>
       </div>
-      
+
       <div class="dropdown" id="instructor-dropdown">
         <button class="btn btn-secondary dropdown-toggle bordered-button" type="button" id="dropdownMenu1" data-bs-toggle="dropdown" aria-expanded="false">
           <i aria-hidden="true" class="icon" data-feather="eye"></i> Instructor View <i data-feather="chevron-down"></i>
@@ -180,7 +180,7 @@ <h2 class="accordion-header" id="flush-headingNine">
                 </div><!--/div.accordion-flush-->
               </div><!--div.sidenav-view-selector -->
             </div><!--/div.col -->
-      
+
             <hr></div><!--/div.mobile-row -->
 
           <div class="accordion accordion-flush" id="accordionFlush11">
@@ -199,7 +199,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
     <div class="accordion-header" id="flush-heading1">
         <a href="index.html">Summary and Schedule</a>
     </div><!--/div.accordion-header-->
-        
+
   </div><!--/div.accordion-item-->
 </div><!--/div.accordion-flush-->
 
@@ -208,7 +208,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
     <div class="accordion-header" id="flush-heading2">
         <a href="introduction.html">1. Using Markdown</a>
     </div><!--/div.accordion-header-->
-        
+
   </div><!--/div.accordion-item-->
 </div><!--/div.accordion-flush-->
 
@@ -240,10 +240,10 @@ <h2 class="accordion-header" id="flush-headingTwelve">
               </div>
             </div>
             <hr class="half-width 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">
-            
+
             </div>
           </div><!-- /div.accordion -->
         </div><!-- /div.sidebar-inner -->
@@ -271,24 +271,24 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Reference</h1>
         <p>Last updated on 2023-03-16 |
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/learners/reference.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
-        
-        
-        
-        
-        
+
+
+
+
+
         <div class="text-end">
           <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 id="glossary"><h2 class="section-heading">Glossary<a class="anchor" aria-label="anchor" href="#glossary"></a>
-</h2>
+<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>
 <hr class="half-width"><p>This is a placeholder file. Please add content here.</p>
-<!-- 
+<!--
 Place links that you need to refer to multiple times across pages here. Delete
-any links that you are not going to use. 
+any links that you are not going to use.
  -->
 </section></div> <!-- / div.lesson-content -->
     </main><!-- / main#main-content.main-content --><nav class="bottom-pagination mx-md-4" aria-label="Previous and Next Chapter"><div class="d-block d-sm-block d-md-none">
@@ -313,18 +313,18 @@ <h1>Reference</h1>
       		<footer class="row footer mx-md-3"><hr><div class="col-md-6">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/learners/reference.md" class="external-link">Edit on GitHub</a>
-        
+
 	
         | <a href="https://github.com/carpentries/workbench-template-md/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/carpentries/workbench-template-md/" class="external-link">Source</a></p>
 				<p><a href="https://github.com/carpentries/workbench-template-md/blob/main/CITATION.cff" class="external-link">Cite</a> | <a href="mailto:team@carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
-        
+
         <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>
 			</div>
@@ -349,7 +349,7 @@ <h1>Reference</h1>
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/reference.html",
   "dateCreated": "2024-06-25",
   "dateModified": "2023-03-16",
-  "datePublished": "2024-07-02"
+  "datePublished": "2024-07-09"
 }
 
   </script><script>
diff --git a/introduction.html b/introduction.html
index 00445f1..0d44292 100644
--- a/introduction.html
+++ b/introduction.html
@@ -27,7 +27,7 @@
             <span class="visually-hidden">This lesson is in the pre-alpha phase, which means that it is in early development, but has not yet been taught.</span>
           </abbr>
         </span>
-        
+
       </div>
     </div>
     <div class="selector-container">
@@ -56,7 +56,7 @@
             </li>
           </ul></li>
       </div>
-      
+
       <div class="dropdown" id="instructor-dropdown">
         <button class="btn btn-secondary dropdown-toggle bordered-button" type="button" id="dropdownMenu1" data-bs-toggle="dropdown" aria-expanded="false">
           <i aria-hidden="true" class="icon" data-feather="eye"></i> Learner View <i data-feather="chevron-down"></i>
@@ -180,7 +180,7 @@ <h2 class="accordion-header" id="flush-headingNine">
                 </div><!--/div.accordion-flush-->
               </div><!--div.sidenav-view-selector -->
             </div><!--/div.col -->
-      
+
             <hr></div><!--/div.mobile-row -->
 
           <div class="accordion accordion-flush" id="accordionFlush11">
@@ -199,7 +199,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
     <div class="accordion-header" id="flush-heading1">
         <a href="index.html">Summary and Setup</a>
     </div><!--/div.accordion-header-->
-        
+
   </div><!--/div.accordion-item-->
 </div><!--/div.accordion-flush-->
 
@@ -213,7 +213,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
         </span>
       </button>
     </div><!--/div.accordion-header-->
-        
+
     <div id="flush-collapsecurrent" class="accordion-collapse collapse show" aria-labelledby="flush-headingcurrent" data-bs-parent="#accordionFlushcurrent">
       <div class="accordion-body">
         <ul><li><a href="#introduction">Introduction</a></li>
@@ -221,7 +221,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
 <li><a href="#math">Math</a></li>
         </ul></div><!--/div.accordion-body-->
     </div><!--/div.accordion-collapse-->
-        
+
   </div><!--/div.accordion-item-->
 </div><!--/div.accordion-flush-->
 
@@ -253,10 +253,10 @@ <h2 class="accordion-header" id="flush-headingTwelve">
               </div>
             </div>
             <hr class="half-width 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">
-            
+
             </div>
           </div><!-- /div.accordion -->
         </div><!-- /div.sidebar-inner -->
@@ -284,11 +284,11 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Using Markdown</h1>
         <p>Last updated on 2023-07-24 |
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/introduction.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
-        
-        
-        
+
+
+
         <div class="text-end">
           <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>
@@ -319,8 +319,8 @@ <h3 class="card-title">Objectives</h3>
 </div>
 </div>
 </div>
-<section id="introduction"><h2 class="section-heading">Introduction<a class="anchor" aria-label="anchor" href="#introduction"></a>
-</h2>
+<section><h2 class="section-heading" id="introduction">Introduction<a class="anchor" aria-label="anchor" href="#introduction"></a>
+<a class="anchor" aria-label="anchor" href="#introduction"></a></h2>
 <hr class="half-width"><p>This is a lesson created via The Carpentries Workbench. It is written
 in <a href="https://pandoc.org/MANUAL.txt" class="external-link">Pandoc-flavored Markdown</a>
 for static files and <a href="https://rmarkdown.rstudio.com/" class="external-link">R
@@ -361,7 +361,7 @@ <h3 class="code-label">R<i aria-hidden="true" data-feather="chevron-left"></i><i
 <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"> Output </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">
 <h3 class="code-label">OUTPUT<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -389,7 +389,7 @@ <h3 class="callout-title">Challenge 2: how do you nest solutions within challeng
 <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>You can add a line with at least three colons and a
 <code>solution</code> tag.</p>
@@ -397,8 +397,8 @@ <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </div>
 </div>
 </div>
-</section><section id="figures"><h2 class="section-heading">Figures<a class="anchor" aria-label="anchor" href="#figures"></a>
-</h2>
+</section><section><h2 class="section-heading" id="figures">Figures<a class="anchor" aria-label="anchor" href="#figures"></a>
+<a class="anchor" aria-label="anchor" href="#figures"></a></h2>
 <hr class="half-width"><p>You can use standard markdown for static figures with the following
 syntax:</p>
 <p><code>![optional caption that appears below the figure](figure url){alt='alt text for accessibility purposes'}</code></p>
@@ -419,8 +419,8 @@ <h3 class="callout-title">Callout<a class="anchor" aria-label="anchor" href="#ca
 </div>
 </div>
 </div>
-</section><section id="math"><h2 class="section-heading">Math<a class="anchor" aria-label="anchor" href="#math"></a>
-</h2>
+</section><section><h2 class="section-heading" id="math">Math<a class="anchor" aria-label="anchor" href="#math"></a>
+<a class="anchor" aria-label="anchor" href="#math"></a></h2>
 <hr class="half-width"><p>One of our episodes contains <span class="math inline">\(\LaTeX\)</span> equations when describing how to
 create dynamic reports with {knitr}, so we now use mathjax to describe
 this:</p>
@@ -445,9 +445,9 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 </ul></div>
 </div>
 </div>
-<!-- 
+<!--
 Place links that you need to refer to multiple times across pages here. Delete
-any links that you are not going to use. 
+any links that you are not going to use.
  -->
 </section></div> <!-- / div.lesson-content -->
     </main><!-- / main#main-content.main-content --><nav class="bottom-pagination mx-md-4" aria-label="Previous and Next Chapter"><div class="d-block d-sm-block d-md-none">
@@ -472,18 +472,18 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
       		<footer class="row footer mx-md-3"><hr><div class="col-md-6">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/introduction.md" class="external-link">Edit on GitHub</a>
-        
+
 	
         | <a href="https://github.com/carpentries/workbench-template-md/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/carpentries/workbench-template-md/" class="external-link">Source</a></p>
 				<p><a href="https://github.com/carpentries/workbench-template-md/blob/main/CITATION.cff" class="external-link">Cite</a> | <a href="mailto:team@carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
-        
+
         <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>
 			</div>
@@ -508,7 +508,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries.github.io/workbench-template-md/introduction.html",
   "dateCreated": "2024-06-25",
   "dateModified": "2023-07-24",
-  "datePublished": "2024-07-02"
+  "datePublished": "2024-07-09"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index 14319f2..6f5bea1 100644
--- a/key-points.html
+++ b/key-points.html
@@ -43,7 +43,7 @@
             <span class="visually-hidden">This lesson is in the pre-alpha phase, which means that it is in early development, but has not yet been taught.</span>
           </abbr>
         </span>
-        
+
       </div>
     </div>
     <div class="selector-container">
@@ -74,7 +74,7 @@
           </ul>
 </li>
       </div>
-      
+
       <div class="dropdown" id="instructor-dropdown">
         <button class="btn btn-secondary dropdown-toggle bordered-button" type="button" id="dropdownMenu1" data-bs-toggle="dropdown" aria-expanded="false">
           <i aria-hidden="true" class="icon" data-feather="eye"></i> Learner View <i data-feather="chevron-down"></i>
@@ -212,7 +212,7 @@ <h2 class="accordion-header" id="flush-headingNine">
 <!--div.sidenav-view-selector -->
             </div>
 <!--/div.col -->
-      
+
             <hr>
 </div>
 <!--/div.mobile-row -->
@@ -234,7 +234,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
         <a href="index.html">Summary and Setup</a>
     </div>
 <!--/div.accordion-header-->
-        
+
   </div>
 <!--/div.accordion-item-->
 </div>
@@ -246,7 +246,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
         <a href="introduction.html">1. Using Markdown</a>
     </div>
 <!--/div.accordion-header-->
-        
+
   </div>
 <!--/div.accordion-item-->
 </div>
@@ -284,11 +284,11 @@ <h2 class="accordion-header" id="flush-headingTwelve">
             </div>
             <hr class="half-width 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">
-            
+
             </div>
           </div>
 <!-- /div.accordion -->
@@ -329,18 +329,18 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 <div class="col-md-6">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/README.md" class="external-link">Edit on GitHub</a>
-        
+
 	
         | <a href="https://github.com/carpentries/workbench-template-md/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/carpentries/workbench-template-md/" class="external-link">Source</a></p>
 				<p><a href="https://github.com/carpentries/workbench-template-md/blob/main/CITATION.cff" class="external-link">Cite</a> | <a href="mailto:team@carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
-        
+
         <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>
 			</div>
@@ -365,8 +365,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://carpentries.github.io/workbench-template-md/key-points.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/key-points.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-07-02",
-  "datePublished": "2024-07-02"
+  "dateModified": "2024-07-09",
+  "datePublished": "2024-07-09"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index 2fb6ad0..7992f26 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -1,6 +1,5 @@
 pandoc: 3.1.11
-pkgdown: 2.0.9
+pkgdown: 2.1.0
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-07-02T00:19Z
-
+last_built: 2024-07-09T00:19Z
diff --git a/profiles.html b/profiles.html
index c65242c..dbd341c 100644
--- a/profiles.html
+++ b/profiles.html
@@ -27,7 +27,7 @@
             <span class="visually-hidden">This lesson is in the pre-alpha phase, which means that it is in early development, but has not yet been taught.</span>
           </abbr>
         </span>
-        
+
       </div>
     </div>
     <div class="selector-container">
@@ -56,7 +56,7 @@
             </li>
           </ul></li>
       </div>
-      
+
       <div class="dropdown" id="instructor-dropdown">
         <button class="btn btn-secondary dropdown-toggle bordered-button" type="button" id="dropdownMenu1" data-bs-toggle="dropdown" aria-expanded="false">
           <i aria-hidden="true" class="icon" data-feather="eye"></i> Learner View <i data-feather="chevron-down"></i>
@@ -180,7 +180,7 @@ <h2 class="accordion-header" id="flush-headingNine">
                 </div><!--/div.accordion-flush-->
               </div><!--div.sidenav-view-selector -->
             </div><!--/div.col -->
-      
+
             <hr></div><!--/div.mobile-row -->
 
           <div class="accordion accordion-flush" id="accordionFlush11">
@@ -199,7 +199,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
     <div class="accordion-header" id="flush-heading1">
         <a href="index.html">Summary and Setup</a>
     </div><!--/div.accordion-header-->
-        
+
   </div><!--/div.accordion-item-->
 </div><!--/div.accordion-flush-->
 
@@ -208,7 +208,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
     <div class="accordion-header" id="flush-heading2">
         <a href="introduction.html">1. Using Markdown</a>
     </div><!--/div.accordion-header-->
-        
+
   </div><!--/div.accordion-item-->
 </div><!--/div.accordion-flush-->
 
@@ -240,10 +240,10 @@ <h2 class="accordion-header" id="flush-headingTwelve">
               </div>
             </div>
             <hr class="half-width 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">
-            
+
             </div>
           </div><!-- /div.accordion -->
         </div><!-- /div.sidebar-inner -->
@@ -258,9 +258,9 @@ <h1>Learner Profiles</h1>
         
 
 <p>This is a placeholder file. Please add content here.</p>
-<!-- 
+<!--
 Place links that you need to refer to multiple times across pages here. Delete
-any links that you are not going to use. 
+any links that you are not going to use.
  -->
 
 
@@ -272,18 +272,18 @@ <h1>Learner Profiles</h1>
       		<footer class="row footer mx-md-3"><hr><div class="col-md-6">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/README.md" class="external-link">Edit on GitHub</a>
-        
+
 	
         | <a href="https://github.com/carpentries/workbench-template-md/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/carpentries/workbench-template-md/" class="external-link">Source</a></p>
 				<p><a href="https://github.com/carpentries/workbench-template-md/blob/main/CITATION.cff" class="external-link">Cite</a> | <a href="mailto:team@carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
-        
+
         <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>
 			</div>
@@ -307,8 +307,8 @@ <h1>Learner Profiles</h1>
   "url": "https://carpentries.github.io/workbench-template-md/profiles.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/profiles.html",
   "dateCreated": "2024-06-25",
-  "dateModified": "2024-07-02",
-  "datePublished": "2024-07-02"
+  "dateModified": "2024-07-09",
+  "datePublished": "2024-07-09"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index a470e2b..b9cf350 100644
--- a/reference.html
+++ b/reference.html
@@ -27,7 +27,7 @@
             <span class="visually-hidden">This lesson is in the pre-alpha phase, which means that it is in early development, but has not yet been taught.</span>
           </abbr>
         </span>
-        
+
       </div>
     </div>
     <div class="selector-container">
@@ -56,7 +56,7 @@
             </li>
           </ul></li>
       </div>
-      
+
       <div class="dropdown" id="instructor-dropdown">
         <button class="btn btn-secondary dropdown-toggle bordered-button" type="button" id="dropdownMenu1" data-bs-toggle="dropdown" aria-expanded="false">
           <i aria-hidden="true" class="icon" data-feather="eye"></i> Learner View <i data-feather="chevron-down"></i>
@@ -180,7 +180,7 @@ <h2 class="accordion-header" id="flush-headingNine">
                 </div><!--/div.accordion-flush-->
               </div><!--div.sidenav-view-selector -->
             </div><!--/div.col -->
-      
+
             <hr></div><!--/div.mobile-row -->
 
           <div class="accordion accordion-flush" id="accordionFlush11">
@@ -199,7 +199,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
     <div class="accordion-header" id="flush-heading1">
         <a href="index.html">Summary and Setup</a>
     </div><!--/div.accordion-header-->
-        
+
   </div><!--/div.accordion-item-->
 </div><!--/div.accordion-flush-->
 
@@ -208,7 +208,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
     <div class="accordion-header" id="flush-heading2">
         <a href="introduction.html">1. Using Markdown</a>
     </div><!--/div.accordion-header-->
-        
+
   </div><!--/div.accordion-item-->
 </div><!--/div.accordion-flush-->
 
@@ -240,10 +240,10 @@ <h2 class="accordion-header" id="flush-headingTwelve">
               </div>
             </div>
             <hr class="half-width 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">
-            
+
             </div>
           </div><!-- /div.accordion -->
         </div><!-- /div.sidebar-inner -->
@@ -271,22 +271,22 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Reference</h1>
         <p>Last updated on 2023-03-16 |
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/learners/reference.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
-        
-        
-        
+
+
+
         <div class="text-end">
           <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 id="glossary"><h2 class="section-heading">Glossary<a class="anchor" aria-label="anchor" href="#glossary"></a>
-</h2>
+<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>
 <hr class="half-width"><p>This is a placeholder file. Please add content here.</p>
-<!-- 
+<!--
 Place links that you need to refer to multiple times across pages here. Delete
-any links that you are not going to use. 
+any links that you are not going to use.
  -->
 </section></div> <!-- / div.lesson-content -->
     </main><!-- / main#main-content.main-content --><nav class="bottom-pagination mx-md-4" aria-label="Previous and Next Chapter"><div class="d-block d-sm-block d-md-none">
@@ -311,18 +311,18 @@ <h1>Reference</h1>
       		<footer class="row footer mx-md-3"><hr><div class="col-md-6">
         <p>This lesson is subject to the <a href="CODE_OF_CONDUCT.html">Code of Conduct</a></p>
         <p>
-        
+
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/learners/reference.md" class="external-link">Edit on GitHub</a>
-        
+
 	
         | <a href="https://github.com/carpentries/workbench-template-md/blob/main/CONTRIBUTING.md" class="external-link">Contributing</a>
         | <a href="https://github.com/carpentries/workbench-template-md/" class="external-link">Source</a></p>
 				<p><a href="https://github.com/carpentries/workbench-template-md/blob/main/CITATION.cff" class="external-link">Cite</a> | <a href="mailto:team@carpentries.org">Contact</a> | <a href="https://carpentries.org/about/" class="external-link">About</a></p>
 			</div>
 			<div class="col-md-6">
-        
+
         <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>
 			</div>
@@ -347,7 +347,7 @@ <h1>Reference</h1>
   "identifier": "https://carpentries.github.io/workbench-template-md/reference.html",
   "dateCreated": "2024-06-25",
   "dateModified": "2023-03-16",
-  "datePublished": "2024-07-02"
+  "datePublished": "2024-07-09"
 }
 
   </script><script>