diff --git a/404.html b/404.html
index c4a0ba1..96b3602 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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index e71b658..e5e1b5a 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index b690d1b..23839ce 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index c270caf..f098ac4 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 2024-07-23 |
+<p>Last updated on 2024-07-30 |
 
         <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">
@@ -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 2024-07-23 |
+<p>Last updated on 2024-07-30 |
 
         <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 2024-07-23 |
+<p>Last updated on 2024-07-30 |
 
         <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 2024-07-23 |
+<p>Last updated on 2024-07-30 |
 
         <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">
@@ -1086,7 +1086,7 @@ <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" role="tabpanel" aria-labelledby="nav-tab-1-1">
+<div id="nav-tabpanel-1-1" class="tab-pane show active" aria-labelledby="nav-tab-1-1" role="tabpanel">
 <p>A great place to start is:</p>
 <p>Download a folder template and start using it!</p>
 <p>Another idea is to put a copy of your raw data somewhere secure and
@@ -1094,7 +1094,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-2">
 <p>Come up with a plan on how you are going to name your files.</p>
 <p>Check your folders are being backed up.</p>
 </div>
-<div id="nav-tabpanel-1-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-2">
+<div id="nav-tabpanel-1-2" class="tab-pane" aria-labelledby="nav-tab-1-2" role="tabpanel">
 <p>Your next move can be:</p>
 <p>Ensure all your projects are well organised. This could extend to
 projects across your research group.</p>
@@ -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 2024-07-23 |
+<p>Last updated on 2024-07-30 |
 
         <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">
@@ -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 2024-07-23 |
+<p>Last updated on 2024-07-30 |
 
         <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 2024-07-23 |
+<p>Last updated on 2024-07-30 |
 
         <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 2024-07-23 |
+<p>Last updated on 2024-07-30 |
 
         <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" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p><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" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p><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" role="tabpanel" aria-labelledby="nav-tab-1-1">
+<div id="nav-tabpanel-1-1" class="tab-pane show active" aria-labelledby="nav-tab-1-1" role="tabpanel">
 <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" role="tabpanel" aria-labelledby="nav-tab-1-2">
+<div id="nav-tabpanel-1-2" class="tab-pane" aria-labelledby="nav-tab-1-2" role="tabpanel">
 <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 2024-07-23 |
+<p>Last updated on 2024-07-30 |
 
         <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">
@@ -3307,11 +3307,11 @@ <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>Automate a single thing.</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>Keep automating! It may be worth talking to your organisation’s
 technical team to find out what licences are available or tools they
@@ -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 2024-07-23 |
+<p>Last updated on 2024-07-30 |
 
         <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">
@@ -3566,14 +3566,14 @@ <h3 class="tab-header" id="nav-tab-heading-1-5">
 </button>
 </div>
 </nav><div id="nav-tabContent-1" class="tab-content">
-<div id="nav-tabpanel-1-1" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-1">
+<div id="nav-tabpanel-1-1" class="tab-pane show active" aria-labelledby="nav-tab-1-1" role="tabpanel">
 <p>The data has sufficiently rich metadata and a unique and persistent
 identifier to be easily discovered by others. This includes assigning a
 persistent identifier (like a DOI or Handle), having rich metadata to
 describe the data and making sure it is findable through disciplinary
 local or international discovery portals.</p>
 </div>
-<div id="nav-tabpanel-1-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-2">
+<div id="nav-tabpanel-1-2" class="tab-pane" aria-labelledby="nav-tab-1-2" role="tabpanel">
 <p>The data is retrievable by humans and machines through a standardised
 communication protocol, with authentication and authorisation where
 necessary. The data does not necessarily have to be open. Data can be
@@ -3581,7 +3581,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-5">
 interests. When it’s not able to be open, there should be clarity and
 transparency around the conditions governing access and reuse.</p>
 </div>
-<div id="nav-tabpanel-1-3" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-3">
+<div id="nav-tabpanel-1-3" class="tab-pane" aria-labelledby="nav-tab-1-3" role="tabpanel">
 <p>The associated data and metadata uses a ‘formal, accessible, shared,
 and broadly applicable language for knowledge representation’. This
 involves using community accepted languages, formats and vocabularies in
@@ -3589,7 +3589,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-5">
 relationships to other data, metadata and information through
 identifiers.</p>
 </div>
-<div id="nav-tabpanel-1-4" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-4">
+<div id="nav-tabpanel-1-4" class="tab-pane" aria-labelledby="nav-tab-1-4" role="tabpanel">
 <p>The associated metadata provides rich and accurate information, and
 the data comes with a clear usage licence and detailed provenance
 information. Reusable data should maintain its initial richness. For
@@ -3796,12 +3796,12 @@ <h3 class="tab-header" id="nav-tab-heading-2-2">
 </button>
 </div>
 </nav><div id="nav-tabContent-2" class="tab-content">
-<div id="nav-tabpanel-2-1" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-2-1">
+<div id="nav-tabpanel-2-1" class="tab-pane show active" aria-labelledby="nav-tab-2-1" role="tabpanel">
 <p>A great place to start is:</p>
 <p>Get yourself an ORCID id. This allows people to find and reach you
 easily. You can even include it in your email signature.</p>
 </div>
-<div id="nav-tabpanel-2-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-2-2">
+<div id="nav-tabpanel-2-2" class="tab-pane" aria-labelledby="nav-tab-2-2" role="tabpanel">
 <p>Your next move can be:</p>
 <p>Prepare your data, analysis pipelines/protocols and materials for
 FAIR or open publication. Make sure you’ve got your IP and licence
@@ -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 2024-07-23 |
+<p>Last updated on 2024-07-30 |
 
         <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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/culture.html b/culture.html
index be93d4b..696c30f 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/customforyourorg.html b/customforyourorg.html
index 9ae4dc3..73a1113 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index 47dd550..2597c5a 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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index c34ce0f..6cf6603 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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index bc7f69a..ff3560f 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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 819c987..d766b20 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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 105ccad..c677840 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 485b7de..d4e047a 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 4030b5a..60b5f58 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 2024-07-23 |
+<p>Last updated on 2024-07-30 |
 
         <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>
@@ -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 2024-07-23 |
+<p>Last updated on 2024-07-30 |
 
         <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>
@@ -672,7 +672,7 @@ <h3 class="callout-title">The Reproducibility Project: Cancer Biology<a class="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" 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>In my own experience (as <span class="citation">@amandamiotto</span>
 ) for a project where I had to contact researchers regarding moving
@@ -693,7 +693,7 @@ <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" aria-labelledby="headingInstructor2" data-bs-parent="#accordionInstructor2">
+<div id="collapseInstructor2" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor2" aria-labelledby="headingInstructor2">
 <div class="accordion-body">
 <p>This is a good time to stop and ask people about their own knowledge
 and experiences. It gives you an opportunity to understand how much
@@ -838,7 +838,7 @@ <h3 id="referenced-in-text">Referenced in text<a class="anchor" aria-label="anch
 <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" aria-labelledby="headingInstructor3" data-bs-parent="#accordionInstructor3">
+<div id="collapseInstructor3" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor3" aria-labelledby="headingInstructor3">
 <div class="accordion-body">
 <p>The Nature paper has some excellent graphics that you may like
 reference in your internal training, however due to copyright, we have
@@ -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 2024-07-23 |
+<p>Last updated on 2024-07-30 |
 
         <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 2024-07-23 |
+<p>Last updated on 2024-07-30 |
 
         <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>
@@ -1183,7 +1183,7 @@ <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" role="tabpanel" aria-labelledby="nav-tab-1-1">
+<div id="nav-tabpanel-1-1" class="tab-pane show active" aria-labelledby="nav-tab-1-1" role="tabpanel">
 <p>A great place to start is:</p>
 <p>Download a folder template and start using it!</p>
 <p>Another idea is to put a copy of your raw data somewhere secure and
@@ -1191,7 +1191,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-2">
 <p>Come up with a plan on how you are going to name your files.</p>
 <p>Check your folders are being backed up.</p>
 </div>
-<div id="nav-tabpanel-1-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-2">
+<div id="nav-tabpanel-1-2" class="tab-pane" aria-labelledby="nav-tab-1-2" role="tabpanel">
 <p>Your next move can be:</p>
 <p>Ensure all your projects are well organised. This could extend to
 projects across your research group.</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 2024-07-23 |
+<p>Last updated on 2024-07-30 |
 
         <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>
@@ -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 2024-07-23 |
+<p>Last updated on 2024-07-30 |
 
         <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 2024-07-23 |
+<p>Last updated on 2024-07-30 |
 
         <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 2024-07-23 |
+<p>Last updated on 2024-07-30 |
 
         <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" 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>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" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p><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" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p><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" aria-labelledby="headingInstructor2" data-bs-parent="#accordionInstructor2">
+<div id="collapseInstructor2" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor2" aria-labelledby="headingInstructor2">
 <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" aria-labelledby="headingInstructor3" data-bs-parent="#accordionInstructor3">
+<div id="collapseInstructor3" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor3" aria-labelledby="headingInstructor3">
 <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" aria-labelledby="headingInstructor4" data-bs-parent="#accordionInstructor4">
+<div id="collapseInstructor4" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor4" aria-labelledby="headingInstructor4">
 <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" role="tabpanel" aria-labelledby="nav-tab-1-1">
+<div id="nav-tabpanel-1-1" class="tab-pane show active" aria-labelledby="nav-tab-1-1" role="tabpanel">
 <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" role="tabpanel" aria-labelledby="nav-tab-1-2">
+<div id="nav-tabpanel-1-2" class="tab-pane" aria-labelledby="nav-tab-1-2" role="tabpanel">
 <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 2024-07-23 |
+<p>Last updated on 2024-07-30 |
 
         <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>
@@ -3649,11 +3649,11 @@ <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>Automate a single thing.</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>Keep automating! It may be worth talking to your organisation’s
 technical team to find out what licences are available or tools they
@@ -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 2024-07-23 |
+<p>Last updated on 2024-07-30 |
 
         <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>
@@ -3973,14 +3973,14 @@ <h3 class="tab-header" id="nav-tab-heading-1-5">
 </button>
 </div>
 </nav><div id="nav-tabContent-1" class="tab-content">
-<div id="nav-tabpanel-1-1" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-1">
+<div id="nav-tabpanel-1-1" class="tab-pane show active" aria-labelledby="nav-tab-1-1" role="tabpanel">
 <p>The data has sufficiently rich metadata and a unique and persistent
 identifier to be easily discovered by others. This includes assigning a
 persistent identifier (like a DOI or Handle), having rich metadata to
 describe the data and making sure it is findable through disciplinary
 local or international discovery portals.</p>
 </div>
-<div id="nav-tabpanel-1-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-2">
+<div id="nav-tabpanel-1-2" class="tab-pane" aria-labelledby="nav-tab-1-2" role="tabpanel">
 <p>The data is retrievable by humans and machines through a standardised
 communication protocol, with authentication and authorisation where
 necessary. The data does not necessarily have to be open. Data can be
@@ -3988,7 +3988,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-5">
 interests. When it’s not able to be open, there should be clarity and
 transparency around the conditions governing access and reuse.</p>
 </div>
-<div id="nav-tabpanel-1-3" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-3">
+<div id="nav-tabpanel-1-3" class="tab-pane" aria-labelledby="nav-tab-1-3" role="tabpanel">
 <p>The associated data and metadata uses a ‘formal, accessible, shared,
 and broadly applicable language for knowledge representation’. This
 involves using community accepted languages, formats and vocabularies in
@@ -3996,7 +3996,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-5">
 relationships to other data, metadata and information through
 identifiers.</p>
 </div>
-<div id="nav-tabpanel-1-4" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-4">
+<div id="nav-tabpanel-1-4" class="tab-pane" aria-labelledby="nav-tab-1-4" role="tabpanel">
 <p>The associated metadata provides rich and accurate information, and
 the data comes with a clear usage licence and detailed provenance
 information. Reusable data should maintain its initial richness. For
@@ -4214,12 +4214,12 @@ <h3 class="tab-header" id="nav-tab-heading-2-2">
 </button>
 </div>
 </nav><div id="nav-tabContent-2" class="tab-content">
-<div id="nav-tabpanel-2-1" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-2-1">
+<div id="nav-tabpanel-2-1" class="tab-pane show active" aria-labelledby="nav-tab-2-1" role="tabpanel">
 <p>A great place to start is:</p>
 <p>Get yourself an ORCID id. This allows people to find and reach you
 easily. You can even include it in your email signature.</p>
 </div>
-<div id="nav-tabpanel-2-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-2-2">
+<div id="nav-tabpanel-2-2" class="tab-pane" aria-labelledby="nav-tab-2-2" role="tabpanel">
 <p>Your next move can be:</p>
 <p>Prepare your data, analysis pipelines/protocols and materials for
 FAIR or open publication. Make sure you’ve got your IP and licence
@@ -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 2024-07-23 |
+<p>Last updated on 2024-07-30 |
 
         <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>
@@ -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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/culture.html b/instructor/culture.html
index 1cdeb5c..b501d19 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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>
 
@@ -379,7 +379,7 @@ <h1>How does culture play a part?</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" 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>This may or may not be as relevant to your students - but it may lead
 to discussions at your own level, across research support staff or
@@ -411,7 +411,7 @@ <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> Do all disciplines fit with Reproducible Research </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>When <span class="citation">@amandamiotto</span> was interviewing
 HASS researchers, especially in the space of interpretive findings
@@ -462,7 +462,7 @@ <h3 id="as-a-organisation">As a Organisation<a class="anchor" aria-label="anchor
 <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>This is a good time to highlight movement in your groups or
 organisations that encourage RR.</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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/customforyourorg.html b/instructor/customforyourorg.html
index 651a358..aaf8747 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index fcc59d4..1bc0916 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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index fcb365a..9a0ef90 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 86eb60e..3feed3d 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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/introduction.html b/instructor/introduction.html
index 9edae70..94cbb4d 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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>
 
@@ -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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/introofRRthings.html b/instructor/introofRRthings.html
index 2dc2c50..b810ebb 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index cf64c50..1976859 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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index 62eafd9..76f6f1d 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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index f2b98f7..5993643 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/step1Folders.html b/instructor/step1Folders.html
index fe0f6c1..b649994 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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>
 
@@ -631,7 +631,7 @@ <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" role="tabpanel" aria-labelledby="nav-tab-1-1">
+<div id="nav-tabpanel-1-1" class="tab-pane show active" aria-labelledby="nav-tab-1-1" role="tabpanel">
 <p>A great place to start is:</p>
 <p>Download a folder template and start using it!</p>
 <p>Another idea is to put a copy of your raw data somewhere secure and
@@ -639,7 +639,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-2">
 <p>Come up with a plan on how you are going to name your files.</p>
 <p>Check your folders are being backed up.</p>
 </div>
-<div id="nav-tabpanel-1-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-2">
+<div id="nav-tabpanel-1-2" class="tab-pane" aria-labelledby="nav-tab-1-2" role="tabpanel">
 <p>Your next move can be:</p>
 <p>Ensure all your projects are well organised. This could extend to
 projects across your research group.</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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/step2TidyFiles.html b/instructor/step2TidyFiles.html
index 355126e..b8a5c3e 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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>
 
@@ -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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/step3MethodStats.html b/instructor/step3MethodStats.html
index c22ee42..e6f073e 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/step4Doco.html b/instructor/step4Doco.html
index 95ba865..7a7b7cf 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/step5Testing.html b/instructor/step5Testing.html
index 02ddacd..a768a14 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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" 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>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" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p><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" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p><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="
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 </button>
-<div id="collapseInstructor2" class="accordion-collapse collapse" aria-labelledby="headingInstructor2" data-bs-parent="#accordionInstructor2">
+<div id="collapseInstructor2" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor2" aria-labelledby="headingInstructor2">
 <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="
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 </button>
-<div id="collapseInstructor3" class="accordion-collapse collapse" aria-labelledby="headingInstructor3" data-bs-parent="#accordionInstructor3">
+<div id="collapseInstructor3" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor3" aria-labelledby="headingInstructor3">
 <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=
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-<div id="collapseInstructor4" class="accordion-collapse collapse" aria-labelledby="headingInstructor4" data-bs-parent="#accordionInstructor4">
+<div id="collapseInstructor4" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor4" aria-labelledby="headingInstructor4">
 <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>
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-<div id="nav-tabpanel-1-1" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-1">
+<div id="nav-tabpanel-1-1" class="tab-pane show active" aria-labelledby="nav-tab-1-1" role="tabpanel">
 <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" role="tabpanel" aria-labelledby="nav-tab-1-2">
+<div id="nav-tabpanel-1-2" class="tab-pane" aria-labelledby="nav-tab-1-2" role="tabpanel">
 <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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-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
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diff --git a/instructor/step6Automate.html b/instructor/step6Automate.html
index 1351b6a..0c861a2 100644
--- a/instructor/step6Automate.html
+++ b/instructor/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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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>
 
@@ -561,11 +561,11 @@ <h3 class="tab-header" id="nav-tab-heading-1-2">
 </button>
 </div>
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-<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>Automate a single thing.</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>Keep automating! It may be worth talking to your organisation’s
 technical team to find out what licences are available or tools they
@@ -684,8 +684,8 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
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diff --git a/instructor/step7PublishPIDReuse.html b/instructor/step7PublishPIDReuse.html
index aa52f5b..a2a83e6 100644
--- a/instructor/step7PublishPIDReuse.html
+++ b/instructor/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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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>
 
@@ -619,14 +619,14 @@ <h3 class="tab-header" id="nav-tab-heading-1-5">
 </button>
 </div>
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-<div id="nav-tabpanel-1-1" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-1">
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 <p>The data has sufficiently rich metadata and a unique and persistent
 identifier to be easily discovered by others. This includes assigning a
 persistent identifier (like a DOI or Handle), having rich metadata to
 describe the data and making sure it is findable through disciplinary
 local or international discovery portals.</p>
 </div>
-<div id="nav-tabpanel-1-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-2">
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 <p>The data is retrievable by humans and machines through a standardised
 communication protocol, with authentication and authorisation where
 necessary. The data does not necessarily have to be open. Data can be
@@ -634,7 +634,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-5">
 interests. When it’s not able to be open, there should be clarity and
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 </div>
-<div id="nav-tabpanel-1-3" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-3">
+<div id="nav-tabpanel-1-3" class="tab-pane" aria-labelledby="nav-tab-1-3" role="tabpanel">
 <p>The associated data and metadata uses a ‘formal, accessible, shared,
 and broadly applicable language for knowledge representation’. This
 involves using community accepted languages, formats and vocabularies in
@@ -642,7 +642,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-5">
 relationships to other data, metadata and information through
 identifiers.</p>
 </div>
-<div id="nav-tabpanel-1-4" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-4">
+<div id="nav-tabpanel-1-4" class="tab-pane" aria-labelledby="nav-tab-1-4" role="tabpanel">
 <p>The associated metadata provides rich and accurate information, and
 the data comes with a clear usage licence and detailed provenance
 information. Reusable data should maintain its initial richness. For
@@ -850,12 +850,12 @@ <h3 class="tab-header" id="nav-tab-heading-2-2">
 </button>
 </div>
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-<div id="nav-tabpanel-2-1" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-2-1">
+<div id="nav-tabpanel-2-1" class="tab-pane show active" aria-labelledby="nav-tab-2-1" role="tabpanel">
 <p>A great place to start is:</p>
 <p>Get yourself an ORCID id. This allows people to find and reach you
 easily. You can even include it in your email signature.</p>
 </div>
-<div id="nav-tabpanel-2-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-2-2">
+<div id="nav-tabpanel-2-2" class="tab-pane" aria-labelledby="nav-tab-2-2" role="tabpanel">
 <p>Your next move can be:</p>
 <p>Prepare your data, analysis pipelines/protocols and materials for
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   "dateCreated": "2024-04-01",
-  "dateModified": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
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diff --git a/instructor/whydoesRRmatter.html b/instructor/whydoesRRmatter.html
index 10fc939..08b3f2a 100644
--- a/instructor/whydoesRRmatter.html
+++ b/instructor/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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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>
 
@@ -475,7 +475,7 @@ <h3 class="callout-title">The Reproducibility Project: Cancer Biology<a class="a
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 <p>In my own experience (as <span class="citation">@amandamiotto</span>
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 <p>This is a good time to stop and ask people about their own knowledge
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 <div class="accordion-body">
 <p>The Nature paper has some excellent graphics that you may like
 reference in your internal training, however due to copyright, we have
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diff --git a/instructor/wrapup.html b/instructor/wrapup.html
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       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Wrapping up</h1>
-        <p>Last updated on 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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>
 
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diff --git a/introduction.html b/introduction.html
index 988aacf..8a72552 100644
--- a/introduction.html
+++ b/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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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>
 
@@ -557,8 +557,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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diff --git a/introofRRthings.html b/introofRRthings.html
index ca2ce73..697f530 100644
--- a/introofRRthings.html
+++ b/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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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>
 
@@ -447,8 +447,8 @@ <h1>Introducing 7 Steps towards Reproducible Research</h1>
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   "identifier": "https://carpentries.github.io/workbench-template-md/introofRRthings.html",
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-  "dateModified": "2024-07-23",
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 }
 
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diff --git a/key-points.html b/key-points.html
index 9b152a3..746eca0 100644
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diff --git a/md5sum.txt b/md5sum.txt
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+"profiles/instructor-profiles.md" "6219e0420c33f3a76eb141f5986781e4" "site/built/instructor-profiles.md" "2024-07-30"
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diff --git a/pkgdown.yml b/pkgdown.yml
index 092d87e..2e501f4 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.0
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-07-23T00:40Z
+last_built: 2024-07-30T00:39Z
diff --git a/profiles.html b/profiles.html
index d4abe29..c0a878f 100644
--- a/profiles.html
+++ b/profiles.html
@@ -412,8 +412,8 @@ <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": "2024-04-01",
-  "dateModified": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index 9b24b10..a40b283 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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>
   "url": "https://carpentries.github.io/workbench-template-md/reference.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/reference.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/step1Folders.html b/step1Folders.html
index a4d2e66..14d77ec 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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>
 
@@ -600,7 +600,7 @@ <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" role="tabpanel" aria-labelledby="nav-tab-1-1">
+<div id="nav-tabpanel-1-1" class="tab-pane show active" aria-labelledby="nav-tab-1-1" role="tabpanel">
 <p>A great place to start is:</p>
 <p>Download a folder template and start using it!</p>
 <p>Another idea is to put a copy of your raw data somewhere secure and
@@ -608,7 +608,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-2">
 <p>Come up with a plan on how you are going to name your files.</p>
 <p>Check your folders are being backed up.</p>
 </div>
-<div id="nav-tabpanel-1-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-2">
+<div id="nav-tabpanel-1-2" class="tab-pane" aria-labelledby="nav-tab-1-2" role="tabpanel">
 <p>Your next move can be:</p>
 <p>Ensure all your projects are well organised. This could extend to
 projects across your research group.</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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/step2TidyFiles.html b/step2TidyFiles.html
index dde331c..9a00d95 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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>
 
@@ -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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/step3MethodStats.html b/step3MethodStats.html
index 43486bf..d063588 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/step4Doco.html b/step4Doco.html
index 6e2e430..ac9abe2 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/step5Testing.html b/step5Testing.html
index 6d1ca7b..48ca5ca 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p><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" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p><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" role="tabpanel" aria-labelledby="nav-tab-1-1">
+<div id="nav-tabpanel-1-1" class="tab-pane show active" aria-labelledby="nav-tab-1-1" role="tabpanel">
 <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" role="tabpanel" aria-labelledby="nav-tab-1-2">
+<div id="nav-tabpanel-1-2" class="tab-pane" aria-labelledby="nav-tab-1-2" role="tabpanel">
 <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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/step6Automate.html b/step6Automate.html
index d0f38f8..a4c7a67 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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>
 
@@ -546,11 +546,11 @@ <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>Automate a single thing.</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>Keep automating! It may be worth talking to your organisation’s
 technical team to find out what licences are available or tools they
@@ -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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/step7PublishPIDReuse.html b/step7PublishPIDReuse.html
index 22f21e0..c36d45c 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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>
 
@@ -555,14 +555,14 @@ <h3 class="tab-header" id="nav-tab-heading-1-5">
 </button>
 </div>
 </nav><div id="nav-tabContent-1" class="tab-content">
-<div id="nav-tabpanel-1-1" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-1">
+<div id="nav-tabpanel-1-1" class="tab-pane show active" aria-labelledby="nav-tab-1-1" role="tabpanel">
 <p>The data has sufficiently rich metadata and a unique and persistent
 identifier to be easily discovered by others. This includes assigning a
 persistent identifier (like a DOI or Handle), having rich metadata to
 describe the data and making sure it is findable through disciplinary
 local or international discovery portals.</p>
 </div>
-<div id="nav-tabpanel-1-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-2">
+<div id="nav-tabpanel-1-2" class="tab-pane" aria-labelledby="nav-tab-1-2" role="tabpanel">
 <p>The data is retrievable by humans and machines through a standardised
 communication protocol, with authentication and authorisation where
 necessary. The data does not necessarily have to be open. Data can be
@@ -570,7 +570,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-5">
 interests. When it’s not able to be open, there should be clarity and
 transparency around the conditions governing access and reuse.</p>
 </div>
-<div id="nav-tabpanel-1-3" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-3">
+<div id="nav-tabpanel-1-3" class="tab-pane" aria-labelledby="nav-tab-1-3" role="tabpanel">
 <p>The associated data and metadata uses a ‘formal, accessible, shared,
 and broadly applicable language for knowledge representation’. This
 involves using community accepted languages, formats and vocabularies in
@@ -578,7 +578,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-5">
 relationships to other data, metadata and information through
 identifiers.</p>
 </div>
-<div id="nav-tabpanel-1-4" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-4">
+<div id="nav-tabpanel-1-4" class="tab-pane" aria-labelledby="nav-tab-1-4" role="tabpanel">
 <p>The associated metadata provides rich and accurate information, and
 the data comes with a clear usage licence and detailed provenance
 information. Reusable data should maintain its initial richness. For
@@ -775,12 +775,12 @@ <h3 class="tab-header" id="nav-tab-heading-2-2">
 </button>
 </div>
 </nav><div id="nav-tabContent-2" class="tab-content">
-<div id="nav-tabpanel-2-1" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-2-1">
+<div id="nav-tabpanel-2-1" class="tab-pane show active" aria-labelledby="nav-tab-2-1" role="tabpanel">
 <p>A great place to start is:</p>
 <p>Get yourself an ORCID id. This allows people to find and reach you
 easily. You can even include it in your email signature.</p>
 </div>
-<div id="nav-tabpanel-2-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-2-2">
+<div id="nav-tabpanel-2-2" class="tab-pane" aria-labelledby="nav-tab-2-2" role="tabpanel">
 <p>Your next move can be:</p>
 <p>Prepare your data, analysis pipelines/protocols and materials for
 FAIR or open publication. Make sure you’ve got your IP and licence
@@ -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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/whydoesRRmatter.html b/whydoesRRmatter.html
index 2fe5759..234de87 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/wrapup.html b/wrapup.html
index a278f37..bce60c7 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 2024-07-23 |
+        <p>Last updated on 2024-07-30 |
 
         <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": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>