diff --git a/404.html b/404.html
index 2920f3e..901ba40 100644
--- a/404.html
+++ b/404.html
@@ -434,8 +434,8 @@ <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": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index f8142d4..d8ea0e7 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -360,7 +360,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Contributor Code of Conduct</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <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>
 
@@ -443,8 +443,8 @@ <h1>Contributor Code of Conduct</h1>
   "url": "https://carpentries.github.io/workbench-template-md/CODE_OF_CONDUCT.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 65f78ef..366e568 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -360,7 +360,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Licenses</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <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>
 
@@ -496,8 +496,8 @@ <h1>Licenses</h1>
   "url": "https://carpentries.github.io/workbench-template-md/LICENSE.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/LICENSE.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index a606d5c..cc93207 100644
--- a/aio.html
+++ b/aio.html
@@ -430,7 +430,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         
 <section id="aio-introduction"><p>Content from <a href="introduction.html">What is Reproducible Research?</a></p>
 <hr>
-<p>Last updated on 2024-08-13 |
+<p>Last updated on 2024-08-20 |
 
         <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">
@@ -493,15 +493,15 @@ <h3 class="tab-header" id="nav-tab-heading-1-4">
 </button>
 </div>
 </nav><div id="nav-tabContent-1" class="tab-content">
-<div id="nav-tabpanel-1-1" class="tab-pane show active" aria-labelledby="nav-tab-1-1" role="tabpanel">
+<div id="nav-tabpanel-1-1" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-1">
 <p>A result is reproducible when the same analysis steps performed on
 the same dataset consistently produces the same answer.</p>
 </div>
-<div id="nav-tabpanel-1-2" class="tab-pane" aria-labelledby="nav-tab-1-2" role="tabpanel">
+<div id="nav-tabpanel-1-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-2">
 <p>A result is replicable when the same analysis performed on different
 datasets produces qualitatively similar answers.</p>
 </div>
-<div id="nav-tabpanel-1-3" class="tab-pane" aria-labelledby="nav-tab-1-3" role="tabpanel">
+<div id="nav-tabpanel-1-3" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-3">
 <p>A result is robust when the same dataset is subjected to different
 analysis workflows to answer the same research question (for example one
 pipeline written in R and another written in Python) and a qualitatively
@@ -509,7 +509,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-4">
 work is not dependent on the specificities of the programming language
 chosen to perform the analysis.</p>
 </div>
-<div id="nav-tabpanel-1-4" class="tab-pane" aria-labelledby="nav-tab-1-4" role="tabpanel">
+<div id="nav-tabpanel-1-4" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-4">
 <p>Combining replicable and robust findings allow us to form
 generalisable results. Note that running an analysis on a different
 software implementation and with a different dataset does not provide
@@ -561,7 +561,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
  -->
 </section></section><section id="aio-whydoesRRmatter"><p>Content from <a href="whydoesRRmatter.html">Why does Reproducibility matter?</a></p>
 <hr>
-<p>Last updated on 2024-08-13 |
+<p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/whydoesRRmatter.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -807,7 +807,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 </div>
 </section></section><section id="aio-introofRRthings"><p>Content from <a href="introofRRthings.html">Introducing 7 Steps towards Reproducible Research</a></p>
 <hr>
-<p>Last updated on 2024-08-13 |
+<p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/introofRRthings.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -826,7 +826,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 Reuse</p></li>
 </ol></section><section id="aio-step1Folders"><p>Content from <a href="step1Folders.html">Step 1 - Planning to be organised</a></p>
 <hr>
-<p>Last updated on 2024-08-13 |
+<p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step1Folders.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -1202,7 +1202,7 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
  -->
 </div></section><section id="aio-step2TidyFiles"><p>Content from <a href="step2TidyFiles.html">Step 2 - Keeping your files Tidy and Organised</a></p>
 <hr>
-<p>Last updated on 2024-08-13 |
+<p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step2TidyFiles.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -1496,7 +1496,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>There are a number of suggested changes:</p>
 <p>Dates in the same format</p>
@@ -1530,7 +1530,7 @@ <h3 class="callout-title">Challenge<em> (continued)</em><a class="anchor" aria-l
 <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>Here’s an example survey:</p>
 <figure><img src="fig/ExampleSurvey.png" alt="First part of survey" class="figure mx-auto d-block"></figure><figure><img src="fig/ExampleSurvey2.png" alt="Second part of survey" class="figure mx-auto d-block"></figure>
@@ -1681,7 +1681,7 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
 </div>
 </div></section><section id="aio-step3MethodStats"><p>Content from <a href="step3MethodStats.html">Step 3 - Methodology and Protocols</a></p>
 <hr>
-<p>Last updated on 2024-08-13 |
+<p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step3MethodStats.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -1919,7 +1919,7 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
  -->
 </div></section><section id="aio-step4Doco"><p>Content from <a href="step4Doco.html">Step 4 - Documentation and writing it down</a></p>
 <hr>
-<p>Last updated on 2024-08-13 |
+<p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step4Doco.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -2568,7 +2568,7 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
 </div>
 </div></section><section id="aio-step5Testing"><p>Content from <a href="step5Testing.html">Step 5 - Testing and Controls</a></p>
 <hr>
-<p>Last updated on 2024-08-13 |
+<p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step5Testing.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -2682,7 +2682,7 @@ <h3 class="callout-title">Where did the pizza go wrong?<a class="anchor" aria-la
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p><strong><em>Questions could include:</em></strong></p>
 <p>Was it burnt? Or did the cheese not melt?</p>
@@ -2712,7 +2712,7 @@ <h3 class="callout-title">Where did the pizza go wrong?<em>
 <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><strong><em>Tests could include:</em></strong></p>
 <p>Was the oven on 190 degrees celsius, for 20 minutes?</p>
@@ -2991,12 +2991,12 @@ <h3 class="tab-header" id="nav-tab-heading-1-2">
 </button>
 </div>
 </nav><div id="nav-tabContent-1" class="tab-content">
-<div id="nav-tabpanel-1-1" class="tab-pane show active" aria-labelledby="nav-tab-1-1" role="tabpanel">
+<div id="nav-tabpanel-1-1" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-1">
 <p>A great place to start is:</p>
 <p>Save your analysis pipeline and store it safely in your organised
 folders.</p>
 </div>
-<div id="nav-tabpanel-1-2" class="tab-pane" aria-labelledby="nav-tab-1-2" role="tabpanel">
+<div id="nav-tabpanel-1-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-2">
 <p>Your next move can be:</p>
 <p>Ensure your data is well described (As per Step 2).</p>
 <p>Check that it is clear which of your datasets pair with your Analysis
@@ -3123,7 +3123,7 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
  -->
 </div></section><section id="aio-step6Automate"><p>Content from <a href="step6Automate.html">Step 6 - Automation</a></p>
 <hr>
-<p>Last updated on 2024-08-13 |
+<p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step6Automate.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -3375,7 +3375,7 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
  -->
 </div></section><section id="aio-step7PublishPIDReuse"><p>Content from <a href="step7PublishPIDReuse.html">Step 7 - Publishing, Persistent Identifiers and Preparing for Reuse</a></p>
 <hr>
-<p>Last updated on 2024-08-13 |
+<p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step7PublishPIDReuse.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -3898,7 +3898,7 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
  -->
 </div></section><section id="aio-wrapup"><p>Content from <a href="wrapup.html">Wrapping up</a></p>
 <hr>
-<p>Last updated on 2024-08-13 |
+<p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/wrapup.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -3995,8 +3995,8 @@ <h3 class="callout-title">Challenge<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": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/culture.html b/culture.html
index f41e208..7aba53a 100644
--- a/culture.html
+++ b/culture.html
@@ -360,7 +360,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>How does culture play a part?</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/instructors/culture.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -700,8 +700,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://carpentries.github.io/workbench-template-md/culture.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/culture.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/customforyourorg.html b/customforyourorg.html
index 9d241e3..6d55b3e 100644
--- a/customforyourorg.html
+++ b/customforyourorg.html
@@ -360,7 +360,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Customise this page for your organisation</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/instructors/customforyourorg.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -551,8 +551,8 @@ <h4 id="optional-step---provide-workshop-details">7. Optional step - Provide wor
   "url": "https://carpentries.github.io/workbench-template-md/customforyourorg.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/customforyourorg.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index a035b13..19ff712 100644
--- a/images.html
+++ b/images.html
@@ -511,8 +511,8 @@ <h3 id="step7PublishPIDReuse-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": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 74a226f..b721ddf 100644
--- a/index.html
+++ b/index.html
@@ -473,8 +473,8 @@ <h3 id="terminology">Terminology<a class="anchor" aria-label="anchor" href="#ter
   "url": "https://carpentries.github.io/workbench-template-md/index.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/index.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 5a05e4b..c624385 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -607,8 +607,8 @@ <h3 id="contributing-to-these-lessons">Contributing to these lessons<a class="an
   "url": "https://carpentries.github.io/workbench-template-md/instructor-notes.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor-notes.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 67dece1..999c6e2 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -434,8 +434,8 @@ <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": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index ae0be39..de76965 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -360,7 +360,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Contributor Code of Conduct</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <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>
 
@@ -445,8 +445,8 @@ <h1>Contributor Code of Conduct</h1>
   "url": "https://carpentries.github.io/workbench-template-md/instructor/CODE_OF_CONDUCT.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 84a2be0..38f8469 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -360,7 +360,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Licenses</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <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>
 
@@ -498,8 +498,8 @@ <h1>Licenses</h1>
   "url": "https://carpentries.github.io/workbench-template-md/instructor/LICENSE.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/LICENSE.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index e81802d..ed7dccc 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -436,7 +436,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         
 <section id="aio-introduction"><p>Content from <a href="introduction.html">What is Reproducible Research?</a></p>
 <hr>
-<p>Last updated on 2024-08-13 |
+<p>Last updated on 2024-08-20 |
 
         <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> 10 minutes</p>
@@ -500,15 +500,15 @@ <h3 class="tab-header" id="nav-tab-heading-1-4">
 </button>
 </div>
 </nav><div id="nav-tabContent-1" class="tab-content">
-<div id="nav-tabpanel-1-1" class="tab-pane show active" aria-labelledby="nav-tab-1-1" role="tabpanel">
+<div id="nav-tabpanel-1-1" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-1">
 <p>A result is reproducible when the same analysis steps performed on
 the same dataset consistently produces the same answer.</p>
 </div>
-<div id="nav-tabpanel-1-2" class="tab-pane" aria-labelledby="nav-tab-1-2" role="tabpanel">
+<div id="nav-tabpanel-1-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-2">
 <p>A result is replicable when the same analysis performed on different
 datasets produces qualitatively similar answers.</p>
 </div>
-<div id="nav-tabpanel-1-3" class="tab-pane" aria-labelledby="nav-tab-1-3" role="tabpanel">
+<div id="nav-tabpanel-1-3" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-3">
 <p>A result is robust when the same dataset is subjected to different
 analysis workflows to answer the same research question (for example one
 pipeline written in R and another written in Python) and a qualitatively
@@ -516,7 +516,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-4">
 work is not dependent on the specificities of the programming language
 chosen to perform the analysis.</p>
 </div>
-<div id="nav-tabpanel-1-4" class="tab-pane" aria-labelledby="nav-tab-1-4" role="tabpanel">
+<div id="nav-tabpanel-1-4" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-4">
 <p>Combining replicable and robust findings allow us to form
 generalisable results. Note that running an analysis on a different
 software implementation and with a different dataset does not provide
@@ -568,7 +568,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
  -->
 </section></section><section id="aio-whydoesRRmatter"><p>Content from <a href="whydoesRRmatter.html">Why does Reproducibility matter?</a></p>
 <hr>
-<p>Last updated on 2024-08-13 |
+<p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/whydoesRRmatter.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> 20 minutes</p>
@@ -873,7 +873,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 </div>
 </section></section><section id="aio-introofRRthings"><p>Content from <a href="introofRRthings.html">Introducing 7 Steps towards Reproducible Research</a></p>
 <hr>
-<p>Last updated on 2024-08-13 |
+<p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/introofRRthings.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> 2 minutes</p>
@@ -893,7 +893,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 Reuse</p></li>
 </ol></section><section id="aio-step1Folders"><p>Content from <a href="step1Folders.html">Step 1 - Planning to be organised</a></p>
 <hr>
-<p>Last updated on 2024-08-13 |
+<p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step1Folders.Rmd" 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> 20 minutes</p>
@@ -1299,7 +1299,7 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
  -->
 </div></section><section id="aio-step2TidyFiles"><p>Content from <a href="step2TidyFiles.html">Step 2 - Keeping your files Tidy and Organised</a></p>
 <hr>
-<p>Last updated on 2024-08-13 |
+<p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step2TidyFiles.Rmd" 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> 11 minutes</p>
@@ -1494,7 +1494,7 @@ <h3 class="callout-title">Special Characters:<a class="anchor" aria-label="ancho
 <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>Point out the resources segment here at the bottom of the page. There
 is a really good tutorial in the Data Carpentry for Ecology page that
@@ -1613,7 +1613,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>There are a number of suggested changes:</p>
 <p>Dates in the same format</p>
@@ -1647,7 +1647,7 @@ <h3 class="callout-title">Challenge<em> (continued)</em><a class="anchor" aria-l
 <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>Here’s an example survey:</p>
 <figure><img src="../fig/ExampleSurvey.png" alt="First part of survey" class="figure mx-auto d-block"></figure><figure><img src="../fig/ExampleSurvey2.png" alt="Second part of survey" class="figure mx-auto d-block"></figure>
@@ -1798,7 +1798,7 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
 </div>
 </div></section><section id="aio-step3MethodStats"><p>Content from <a href="step3MethodStats.html">Step 3 - Methodology and Protocols</a></p>
 <hr>
-<p>Last updated on 2024-08-13 |
+<p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step3MethodStats.Rmd" 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> 15 minutes</p>
@@ -1896,7 +1896,7 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
 <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" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
 <div class="accordion-body">
 <p>This really did come up time and time again when talking to
 researchers on how they established trust in a paper. This lesson is a
@@ -2052,7 +2052,7 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
  -->
 </div></section><section id="aio-step4Doco"><p>Content from <a href="step4Doco.html">Step 4 - Documentation and writing it down</a></p>
 <hr>
-<p>Last updated on 2024-08-13 |
+<p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step4Doco.Rmd" 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> 51 minutes</p>
@@ -2845,7 +2845,7 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
 </div>
 </div></section><section id="aio-step5Testing"><p>Content from <a href="step5Testing.html">Step 5 - Testing and Controls</a></p>
 <hr>
-<p>Last updated on 2024-08-13 |
+<p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step5Testing.Rmd" 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> 20 minutes</p>
@@ -2944,7 +2944,7 @@ <h3 class="callout-title">Microsoft Excel changing Gene names<a class="anchor" a
 <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>Can do this next challenge in the class, either pen and paper, on the
 board or in the chat.</p>
@@ -2972,7 +2972,7 @@ <h3 class="callout-title">Where did the pizza go wrong?<a class="anchor" aria-la
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p><strong><em>Questions could include:</em></strong></p>
 <p>Was it burnt? Or did the cheese not melt?</p>
@@ -3002,7 +3002,7 @@ <h3 class="callout-title">Where did the pizza go wrong?<em>
 <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><strong><em>Tests could include:</em></strong></p>
 <p>Was the oven on 190 degrees celsius, for 20 minutes?</p>
@@ -3086,7 +3086,7 @@ <h3 class="callout-title">Discussion<a class="anchor" aria-label="anchor" href="
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor2" aria-expanded="false" aria-controls="collapseInstructor2">
   <h3 class="accordion-header" id="headingInstructor2">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor2" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor2" aria-labelledby="headingInstructor2">
+<div id="collapseInstructor2" class="accordion-collapse collapse" aria-labelledby="headingInstructor2" data-bs-parent="#accordionInstructor2">
 <div class="accordion-body">
 <p>May be a natural space to ask people what types of data they are
 working with, where is it coming from?</p>
@@ -3131,7 +3131,7 @@ <h3 id="tracking-your-analysis-history">Tracking your Analysis history<a class="
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor3" aria-expanded="false" aria-controls="collapseInstructor3">
   <h3 class="accordion-header" id="headingInstructor3">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor3" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor3" aria-labelledby="headingInstructor3">
+<div id="collapseInstructor3" class="accordion-collapse collapse" aria-labelledby="headingInstructor3" data-bs-parent="#accordionInstructor3">
 <div class="accordion-body">
 <p>A good time for suggestions on where to learn R and Python. You’ve
 probably already included it elsewhere, just remind people at this
@@ -3180,7 +3180,7 @@ <h3 class="callout-title">Testimonial<a class="anchor" aria-label="anchor" href=
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor4" aria-expanded="false" aria-controls="collapseInstructor4">
   <h3 class="accordion-header" id="headingInstructor4">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor4" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor4" aria-labelledby="headingInstructor4">
+<div id="collapseInstructor4" class="accordion-collapse collapse" aria-labelledby="headingInstructor4" data-bs-parent="#accordionInstructor4">
 <div class="accordion-body">
 <p>Include links from your institute about where to publish analysis
 pipelines - your institute may have a preferred place, or your Office of
@@ -3319,12 +3319,12 @@ <h3 class="tab-header" id="nav-tab-heading-1-2">
 </button>
 </div>
 </nav><div id="nav-tabContent-1" class="tab-content">
-<div id="nav-tabpanel-1-1" class="tab-pane show active" aria-labelledby="nav-tab-1-1" role="tabpanel">
+<div id="nav-tabpanel-1-1" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-1">
 <p>A great place to start is:</p>
 <p>Save your analysis pipeline and store it safely in your organised
 folders.</p>
 </div>
-<div id="nav-tabpanel-1-2" class="tab-pane" aria-labelledby="nav-tab-1-2" role="tabpanel">
+<div id="nav-tabpanel-1-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-2">
 <p>Your next move can be:</p>
 <p>Ensure your data is well described (As per Step 2).</p>
 <p>Check that it is clear which of your datasets pair with your Analysis
@@ -3451,7 +3451,7 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
  -->
 </div></section><section id="aio-step6Automate"><p>Content from <a href="step6Automate.html">Step 6 - Automation</a></p>
 <hr>
-<p>Last updated on 2024-08-13 |
+<p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step6Automate.Rmd" 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> 10 minutes</p>
@@ -3717,7 +3717,7 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
  -->
 </div></section><section id="aio-step7PublishPIDReuse"><p>Content from <a href="step7PublishPIDReuse.html">Step 7 - Publishing, Persistent Identifiers and Preparing for Reuse</a></p>
 <hr>
-<p>Last updated on 2024-08-13 |
+<p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step7PublishPIDReuse.Rmd" 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> 21 minutes</p>
@@ -4316,7 +4316,7 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
  -->
 </div></section><section id="aio-wrapup"><p>Content from <a href="wrapup.html">Wrapping up</a></p>
 <hr>
-<p>Last updated on 2024-08-13 |
+<p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/wrapup.Rmd" 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> 10 minutes</p>
@@ -4328,7 +4328,7 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
 <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>If you have spare time, you may want to share the ‘culture’ page
 that’s in the instructor menu. Consider your audience - this may be less
@@ -4347,7 +4347,7 @@ <h3 class="accordion-header" id="headingInstructor1">  <div class="note-square">
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor2" aria-expanded="false" aria-controls="collapseInstructor2">
   <h3 class="accordion-header" id="headingInstructor2">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor2" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor2" aria-labelledby="headingInstructor2">
+<div id="collapseInstructor2" class="accordion-collapse collapse" aria-labelledby="headingInstructor2" data-bs-parent="#accordionInstructor2">
 <div class="accordion-body">
 <p>A place to share what is happening at your own institutes, and where
 attendees can get support.</p>
@@ -4443,8 +4443,8 @@ <h3 class="callout-title">Challenge<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": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/instructor/culture.html b/instructor/culture.html
index 6e1ac09..e3ac3e5 100644
--- a/instructor/culture.html
+++ b/instructor/culture.html
@@ -360,7 +360,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>How does culture play a part?</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/instructors/culture.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -766,8 +766,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://carpentries.github.io/workbench-template-md/instructor/culture.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/culture.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/instructor/customforyourorg.html b/instructor/customforyourorg.html
index 3cc17de..a1b1cb8 100644
--- a/instructor/customforyourorg.html
+++ b/instructor/customforyourorg.html
@@ -360,7 +360,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Customise this page for your organisation</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/instructors/customforyourorg.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -553,8 +553,8 @@ <h4 id="optional-step---provide-workshop-details">7. Optional step - Provide wor
   "url": "https://carpentries.github.io/workbench-template-md/instructor/customforyourorg.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/customforyourorg.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index d40a02e..054c552 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -517,8 +517,8 @@ <h3 id="step7PublishPIDReuse-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": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index c29ca56..be0ed52 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -369,7 +369,7 @@ <h3 id="objectives">Objectives<a class="anchor" aria-label="anchor" href="#objec
 <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>You can use this for your advert when advertising your workshop.</p>
 </div>
@@ -586,8 +586,8 @@ <h3 id="terminology">Terminology<a class="anchor" aria-label="anchor" href="#ter
   "url": "https://carpentries.github.io/workbench-template-md/instructor/index.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/index.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 994cea6..b834b9b 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -873,8 +873,8 @@ <h3 id="wrapup-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": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/instructor/introduction.html b/instructor/introduction.html
index 706adf9..c594915 100644
--- a/instructor/introduction.html
+++ b/instructor/introduction.html
@@ -372,7 +372,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>What is Reproducible Research?</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <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>
 
@@ -437,15 +437,15 @@ <h3 class="tab-header" id="nav-tab-heading-1-4">
 </button>
 </div>
 </nav><div id="nav-tabContent-1" class="tab-content">
-<div id="nav-tabpanel-1-1" class="tab-pane show active" aria-labelledby="nav-tab-1-1" role="tabpanel">
+<div id="nav-tabpanel-1-1" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-1">
 <p>A result is reproducible when the same analysis steps performed on
 the same dataset consistently produces the same answer.</p>
 </div>
-<div id="nav-tabpanel-1-2" class="tab-pane" aria-labelledby="nav-tab-1-2" role="tabpanel">
+<div id="nav-tabpanel-1-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-2">
 <p>A result is replicable when the same analysis performed on different
 datasets produces qualitatively similar answers.</p>
 </div>
-<div id="nav-tabpanel-1-3" class="tab-pane" aria-labelledby="nav-tab-1-3" role="tabpanel">
+<div id="nav-tabpanel-1-3" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-3">
 <p>A result is robust when the same dataset is subjected to different
 analysis workflows to answer the same research question (for example one
 pipeline written in R and another written in Python) and a qualitatively
@@ -453,7 +453,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-4">
 work is not dependent on the specificities of the programming language
 chosen to perform the analysis.</p>
 </div>
-<div id="nav-tabpanel-1-4" class="tab-pane" aria-labelledby="nav-tab-1-4" role="tabpanel">
+<div id="nav-tabpanel-1-4" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-4">
 <p>Combining replicable and robust findings allow us to form
 generalisable results. Note that running an analysis on a different
 software implementation and with a different dataset does not provide
@@ -559,8 +559,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://carpentries.github.io/workbench-template-md/instructor/introduction.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/introduction.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/instructor/introofRRthings.html b/instructor/introofRRthings.html
index 8615ae7..a0f0738 100644
--- a/instructor/introofRRthings.html
+++ b/instructor/introofRRthings.html
@@ -364,7 +364,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Introducing 7 Steps towards Reproducible Research</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/introofRRthings.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -449,8 +449,8 @@ <h1>Introducing 7 Steps towards Reproducible Research</h1>
   "url": "https://carpentries.github.io/workbench-template-md/instructor/introofRRthings.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/introofRRthings.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 593d59e..39bd81e 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -505,8 +505,8 @@ <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": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index e251a66..5c1e4e9 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -412,8 +412,8 @@ <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": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index a06209f..7ee3edc 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -360,7 +360,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Reference</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <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>
 
@@ -438,8 +438,8 @@ <h1>Reference</h1>
   "url": "https://carpentries.github.io/workbench-template-md/instructor/reference.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/reference.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/instructor/step1Folders.html b/instructor/step1Folders.html
index c2a9235..cd73def 100644
--- a/instructor/step1Folders.html
+++ b/instructor/step1Folders.html
@@ -364,7 +364,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Step 1 - Planning to be organised</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step1Folders.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -796,8 +796,8 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
   "url": "https://carpentries.github.io/workbench-template-md/instructor/step1Folders.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/step1Folders.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/instructor/step2TidyFiles.html b/instructor/step2TidyFiles.html
index db62c3a..28251f8 100644
--- a/instructor/step2TidyFiles.html
+++ b/instructor/step2TidyFiles.html
@@ -364,7 +364,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Step 2 - Keeping your files Tidy and Organised</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step2TidyFiles.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -539,7 +539,7 @@ <h3 class="callout-title">Special Characters:<a class="anchor" aria-label="ancho
 <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>Point out the resources segment here at the bottom of the page. There
 is a really good tutorial in the Data Carpentry for Ecology page that
@@ -633,7 +633,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>There are a number of suggested changes:</p>
 <p>Dates in the same format</p>
@@ -667,7 +667,7 @@ <h3 class="callout-title">Challenge<em> (continued)</em><a class="anchor" aria-l
 <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>Here’s an example survey:</p>
 <figure><img src="../fig/ExampleSurvey.png" alt="First part of survey" class="figure mx-auto d-block"></figure><figure><img src="../fig/ExampleSurvey2.png" alt="Second part of survey" class="figure mx-auto d-block"></figure></div>
@@ -867,8 +867,8 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
   "url": "https://carpentries.github.io/workbench-template-md/instructor/step2TidyFiles.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/step2TidyFiles.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/instructor/step3MethodStats.html b/instructor/step3MethodStats.html
index b7d1727..7ca2d15 100644
--- a/instructor/step3MethodStats.html
+++ b/instructor/step3MethodStats.html
@@ -375,7 +375,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Step 3 - Methodology and Protocols</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step3MethodStats.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -469,7 +469,7 @@ <h1>Step 3 - Methodology and Protocols</h1>
 <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" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
 <div class="accordion-body">
 <p>This really did come up time and time again when talking to
 researchers on how they established trust in a paper. This lesson is a
@@ -667,8 +667,8 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
   "url": "https://carpentries.github.io/workbench-template-md/instructor/step3MethodStats.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/step3MethodStats.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/instructor/step4Doco.html b/instructor/step4Doco.html
index be30d2b..a9ca143 100644
--- a/instructor/step4Doco.html
+++ b/instructor/step4Doco.html
@@ -371,7 +371,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Step 4 - Documentation and writing it down</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step4Doco.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -1187,8 +1187,8 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
   "url": "https://carpentries.github.io/workbench-template-md/instructor/step4Doco.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/step4Doco.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/instructor/step5Testing.html b/instructor/step5Testing.html
index 8a0339c..95b2940 100644
--- a/instructor/step5Testing.html
+++ b/instructor/step5Testing.html
@@ -371,7 +371,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Step 5 - Testing and Controls</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step5Testing.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -471,7 +471,7 @@ <h3 class="callout-title">Microsoft Excel changing Gene names<a class="anchor" a
 <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>Can do this next challenge in the class, either pen and paper, on the
 board or in the chat.</p>
@@ -499,7 +499,7 @@ <h3 class="callout-title">Where did the pizza go wrong?<a class="anchor" aria-la
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p><strong><em>Questions could include:</em></strong></p>
 <p>Was it burnt? Or did the cheese not melt?</p>
@@ -529,7 +529,7 @@ <h3 class="callout-title">Where did the pizza go wrong?<em>
 <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><strong><em>Tests could include:</em></strong></p>
 <p>Was the oven on 190 degrees celsius, for 20 minutes?</p>
@@ -608,7 +608,7 @@ <h3 class="callout-title">Discussion<a class="anchor" aria-label="anchor" href="
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor2" aria-expanded="false" aria-controls="collapseInstructor2">
   <h3 class="accordion-header" id="headingInstructor2">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor2" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor2" aria-labelledby="headingInstructor2">
+<div id="collapseInstructor2" class="accordion-collapse collapse" aria-labelledby="headingInstructor2" data-bs-parent="#accordionInstructor2">
 <div class="accordion-body">
 <p>May be a natural space to ask people what types of data they are
 working with, where is it coming from?</p>
@@ -650,7 +650,7 @@ <h3 id="tracking-your-analysis-history">Tracking your Analysis history<a class="
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor3" aria-expanded="false" aria-controls="collapseInstructor3">
   <h3 class="accordion-header" id="headingInstructor3">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor3" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor3" aria-labelledby="headingInstructor3">
+<div id="collapseInstructor3" class="accordion-collapse collapse" aria-labelledby="headingInstructor3" data-bs-parent="#accordionInstructor3">
 <div class="accordion-body">
 <p>A good time for suggestions on where to learn R and Python. You’ve
 probably already included it elsewhere, just remind people at this
@@ -697,7 +697,7 @@ <h3 class="callout-title">Testimonial<a class="anchor" aria-label="anchor" href=
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor4" aria-expanded="false" aria-controls="collapseInstructor4">
   <h3 class="accordion-header" id="headingInstructor4">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor4" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor4" aria-labelledby="headingInstructor4">
+<div id="collapseInstructor4" class="accordion-collapse collapse" aria-labelledby="headingInstructor4" data-bs-parent="#accordionInstructor4">
 <div class="accordion-body">
 <p>Include links from your institute about where to publish analysis
 pipelines - your institute may have a preferred place, or your Office of
@@ -829,12 +829,12 @@ <h3 class="tab-header" id="nav-tab-heading-1-2">
 </button>
 </div>
 </nav><div id="nav-tabContent-1" class="tab-content">
-<div id="nav-tabpanel-1-1" class="tab-pane show active" aria-labelledby="nav-tab-1-1" role="tabpanel">
+<div id="nav-tabpanel-1-1" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-1">
 <p>A great place to start is:</p>
 <p>Save your analysis pipeline and store it safely in your organised
 folders.</p>
 </div>
-<div id="nav-tabpanel-1-2" class="tab-pane" aria-labelledby="nav-tab-1-2" role="tabpanel">
+<div id="nav-tabpanel-1-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-2">
 <p>Your next move can be:</p>
 <p>Ensure your data is well described (As per Step 2).</p>
 <p>Check that it is clear which of your datasets pair with your Analysis
@@ -1008,8 +1008,8 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
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   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
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 }
 
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diff --git a/instructor/step6Automate.html b/instructor/step6Automate.html
index c3dacc4..66d987e 100644
--- a/instructor/step6Automate.html
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@@ -364,7 +364,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Step 6 - Automation</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step6Automate.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -684,8 +684,8 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
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   "dateCreated": "2024-04-01",
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-  "datePublished": "2024-08-13"
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diff --git a/instructor/step7PublishPIDReuse.html b/instructor/step7PublishPIDReuse.html
index 1e16e85..73e5b8e 100644
--- a/instructor/step7PublishPIDReuse.html
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@@ -364,7 +364,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Step 7 - Publishing, Persistent Identifiers and Preparing for Reuse</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step7PublishPIDReuse.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -1003,8 +1003,8 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
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diff --git a/instructor/whydoesRRmatter.html b/instructor/whydoesRRmatter.html
index 9462cd0..f5a4afa 100644
--- a/instructor/whydoesRRmatter.html
+++ b/instructor/whydoesRRmatter.html
@@ -374,7 +374,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Why does Reproducibility matter?</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/whydoesRRmatter.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -716,8 +716,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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diff --git a/instructor/wrapup.html b/instructor/wrapup.html
index 61e4d44..d0ad0c5 100644
--- a/instructor/wrapup.html
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       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Wrapping up</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/wrapup.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -391,7 +391,7 @@ <h1>Wrapping up</h1>
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 <div class="accordion-body">
 <p>If you have spare time, you may want to share the ‘culture’ page
 that’s in the instructor menu. Consider your audience - this may be less
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 <div class="accordion-body">
 <p>A place to share what is happening at your own institutes, and where
 attendees can get support.</p>
@@ -512,8 +512,8 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
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diff --git a/introduction.html b/introduction.html
index 687f348..f2f20c2 100644
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         <h1>What is Reproducible Research?</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <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>
 
@@ -435,15 +435,15 @@ <h3 class="tab-header" id="nav-tab-heading-1-4">
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 software implementation and with a different dataset does not provide
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index b805b76..99a2f26 100644
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         <h1>Introducing 7 Steps towards Reproducible Research</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/introofRRthings.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
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diff --git a/pkgdown.yml b/pkgdown.yml
index dd2a92c..2f12ad8 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
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-last_built: 2024-08-13T00:40Z
+last_built: 2024-08-20T00:40Z
diff --git a/profiles.html b/profiles.html
index 1a4aa22..9720f46 100644
--- a/profiles.html
+++ b/profiles.html
@@ -412,8 +412,8 @@ <h1>Learner Profiles</h1>
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   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index 110a773..eb67212 100644
--- a/reference.html
+++ b/reference.html
@@ -360,7 +360,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Reference</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <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>
 
@@ -436,8 +436,8 @@ <h1>Reference</h1>
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   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
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 }
 
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diff --git a/step1Folders.html b/step1Folders.html
index f2cc21b..3e0df5b 100644
--- a/step1Folders.html
+++ b/step1Folders.html
@@ -364,7 +364,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Step 1 - Planning to be organised</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step1Folders.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -765,8 +765,8 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
   "url": "https://carpentries.github.io/workbench-template-md/step1Folders.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/step1Folders.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/step2TidyFiles.html b/step2TidyFiles.html
index 1f2617a..b7ebcef 100644
--- a/step2TidyFiles.html
+++ b/step2TidyFiles.html
@@ -364,7 +364,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Step 2 - Keeping your files Tidy and Organised</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step2TidyFiles.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -612,7 +612,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>There are a number of suggested changes:</p>
 <p>Dates in the same format</p>
@@ -646,7 +646,7 @@ <h3 class="callout-title">Challenge<em> (continued)</em><a class="anchor" aria-l
 <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>Here’s an example survey:</p>
 <figure><img src="fig/ExampleSurvey.png" alt="First part of survey" class="figure mx-auto d-block"></figure><figure><img src="fig/ExampleSurvey2.png" alt="Second part of survey" class="figure mx-auto d-block"></figure></div>
@@ -846,8 +846,8 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
   "url": "https://carpentries.github.io/workbench-template-md/step2TidyFiles.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/step2TidyFiles.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/step3MethodStats.html b/step3MethodStats.html
index 58d526f..934d16c 100644
--- a/step3MethodStats.html
+++ b/step3MethodStats.html
@@ -375,7 +375,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Step 3 - Methodology and Protocols</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step3MethodStats.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -650,8 +650,8 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
   "url": "https://carpentries.github.io/workbench-template-md/step3MethodStats.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/step3MethodStats.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/step4Doco.html b/step4Doco.html
index 40a71ad..237dd37 100644
--- a/step4Doco.html
+++ b/step4Doco.html
@@ -371,7 +371,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Step 4 - Documentation and writing it down</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step4Doco.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -1045,8 +1045,8 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
   "url": "https://carpentries.github.io/workbench-template-md/step4Doco.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/step4Doco.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/step5Testing.html b/step5Testing.html
index 4aa7654..6784fc7 100644
--- a/step5Testing.html
+++ b/step5Testing.html
@@ -371,7 +371,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Step 5 - Testing and Controls</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step5Testing.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -485,7 +485,7 @@ <h3 class="callout-title">Where did the pizza go wrong?<a class="anchor" aria-la
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p><strong><em>Questions could include:</em></strong></p>
 <p>Was it burnt? Or did the cheese not melt?</p>
@@ -515,7 +515,7 @@ <h3 class="callout-title">Where did the pizza go wrong?<em>
 <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><strong><em>Tests could include:</em></strong></p>
 <p>Was the oven on 190 degrees celsius, for 20 minutes?</p>
@@ -777,12 +777,12 @@ <h3 class="tab-header" id="nav-tab-heading-1-2">
 </button>
 </div>
 </nav><div id="nav-tabContent-1" class="tab-content">
-<div id="nav-tabpanel-1-1" class="tab-pane show active" aria-labelledby="nav-tab-1-1" role="tabpanel">
+<div id="nav-tabpanel-1-1" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-1">
 <p>A great place to start is:</p>
 <p>Save your analysis pipeline and store it safely in your organised
 folders.</p>
 </div>
-<div id="nav-tabpanel-1-2" class="tab-pane" aria-labelledby="nav-tab-1-2" role="tabpanel">
+<div id="nav-tabpanel-1-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-2">
 <p>Your next move can be:</p>
 <p>Ensure your data is well described (As per Step 2).</p>
 <p>Check that it is clear which of your datasets pair with your Analysis
@@ -956,8 +956,8 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
   "url": "https://carpentries.github.io/workbench-template-md/step5Testing.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/step5Testing.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/step6Automate.html b/step6Automate.html
index 0787559..b8e482f 100644
--- a/step6Automate.html
+++ b/step6Automate.html
@@ -364,7 +364,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Step 6 - Automation</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step6Automate.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -669,8 +669,8 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
   "url": "https://carpentries.github.io/workbench-template-md/step6Automate.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/step6Automate.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/step7PublishPIDReuse.html b/step7PublishPIDReuse.html
index 6878bad..5257f81 100644
--- a/step7PublishPIDReuse.html
+++ b/step7PublishPIDReuse.html
@@ -364,7 +364,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Step 7 - Publishing, Persistent Identifiers and Preparing for Reuse</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step7PublishPIDReuse.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -928,8 +928,8 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
   "url": "https://carpentries.github.io/workbench-template-md/step7PublishPIDReuse.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/step7PublishPIDReuse.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/whydoesRRmatter.html b/whydoesRRmatter.html
index 227d865..ec7cc68 100644
--- a/whydoesRRmatter.html
+++ b/whydoesRRmatter.html
@@ -374,7 +374,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Why does Reproducibility matter?</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/whydoesRRmatter.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -659,8 +659,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://carpentries.github.io/workbench-template-md/whydoesRRmatter.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/whydoesRRmatter.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>
diff --git a/wrapup.html b/wrapup.html
index 847fd53..6adea84 100644
--- a/wrapup.html
+++ b/wrapup.html
@@ -372,7 +372,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Wrapping up</h1>
-        <p>Last updated on 2024-08-13 |
+        <p>Last updated on 2024-08-20 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/wrapup.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -482,8 +482,8 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
   "url": "https://carpentries.github.io/workbench-template-md/wrapup.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/wrapup.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-08-13",
-  "datePublished": "2024-08-13"
+  "dateModified": "2024-08-20",
+  "datePublished": "2024-08-20"
 }
 
   </script><script>