diff --git a/404.html b/404.html
index 96b3602..e80b9b8 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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index e5e1b5a..7a3740c 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 23839ce..588e53b 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index f098ac4..541e09d 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 2024-07-30 |
+<p>Last updated on 2024-08-06 |
 
         <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 2024-07-30 |
+<p>Last updated on 2024-08-06 |
 
         <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 2024-07-30 |
+<p>Last updated on 2024-08-06 |
 
         <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 2024-07-30 |
+<p>Last updated on 2024-08-06 |
 
         <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">
@@ -995,7 +995,7 @@ <h3 class="callout-title">Consider these two examples:<a class="anchor" aria-lab
 <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>Now consider this folder - is it clear what the order is? Do you feel
 you could track this better?</p>
@@ -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" 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>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" aria-labelledby="nav-tab-1-2" role="tabpanel">
+<div id="nav-tabpanel-1-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-2">
 <p>Your next move can be:</p>
 <p>Ensure 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 2024-07-30 |
+<p>Last updated on 2024-08-06 |
 
         <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">
@@ -1598,12 +1598,12 @@ <h3 class="tab-header" id="nav-tab-heading-1-2">
 </button>
 </div>
 </nav><div id="nav-tabContent-1" class="tab-content">
-<div id="nav-tabpanel-1-1" class="tab-pane show active" aria-labelledby="nav-tab-1-1" role="tabpanel">
+<div id="nav-tabpanel-1-1" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-1">
 <p>A great place to start is:</p>
 <p>Decide how to handle missing data</p>
 <p>Use YYYY-MM-DD for dates</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>You can start to work in a data science language such as R or Python.
 <a href="https://software-carpentry.org/lessons/" class="external-link">The Carpentries</a>
@@ -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 2024-07-30 |
+<p>Last updated on 2024-08-06 |
 
         <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 2024-07-30 |
+<p>Last updated on 2024-08-06 |
 
         <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">
@@ -2348,7 +2348,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" 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>A common way is to name your files with a number at the front, so
 1_rawdata.csv, 2_cleandata.csv, 3_analysisdata.csv etc.</p>
@@ -2404,7 +2404,7 @@ <h4 id="you-are-contacted-about-a-paper-you-published-2-years-ago-as-a-similar-p
 <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>Thankfully, we can now do this! We can refer to our notes with our
 detailed methods, analysis pipelines and have links to where our data is
@@ -2448,7 +2448,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-3">
 </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>Open a document and start a diary. You can write at the end of the
 day what you did, any results, anything you got stuck on, and any notes
@@ -2457,7 +2457,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-3">
 anywhere, external hard drive etc).</p>
 <p>That’s it. That’s a good start.</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>Time to <strong><em>get detailed</em></strong>. Add some of the
 information from <a href="step4Doco.html#expanding-into-details">Expanding into
 details</a></p>
@@ -2466,7 +2466,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-3">
 <p>You can find a list of <a href="https://en.wikipedia.org/wiki/List_of_electronic_laboratory_notebook_software_packages" class="external-link">eLabnotebooks
 here</a>.</p>
 </div>
-<div id="nav-tabpanel-1-3" class="tab-pane" aria-labelledby="nav-tab-1-3" role="tabpanel">
+<div id="nav-tabpanel-1-3" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-3">
 <p>Your next move can be:</p>
 <p>Set up Standard Operating Procedures and maintained Data Management
 Plans for your projects.</p>
@@ -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 2024-07-30 |
+<p>Last updated on 2024-08-06 |
 
         <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">
@@ -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 2024-07-30 |
+<p>Last updated on 2024-08-06 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step6Automate.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -3375,7 +3375,7 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
  -->
 </div></section><section id="aio-step7PublishPIDReuse"><p>Content from <a href="step7PublishPIDReuse.html">Step 7 - Publishing, Persistent Identifiers and Preparing for Reuse</a></p>
 <hr>
-<p>Last updated on 2024-07-30 |
+<p>Last updated on 2024-08-06 |
 
         <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" 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>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" 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>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" aria-labelledby="nav-tab-1-3" role="tabpanel">
+<div id="nav-tabpanel-1-3" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-3">
 <p>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" aria-labelledby="nav-tab-1-4" role="tabpanel">
+<div id="nav-tabpanel-1-4" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-4">
 <p>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
@@ -3734,7 +3734,7 @@ <h3 class="callout-title">What if a collaborative relationship sours?<a class="a
 <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>This may affect you</p>
 <p>However, we’ve already taken steps to protect ourselves and safeguard
@@ -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" aria-labelledby="nav-tab-2-1" role="tabpanel">
+<div id="nav-tabpanel-2-1" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-2-1">
 <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" aria-labelledby="nav-tab-2-2" role="tabpanel">
+<div id="nav-tabpanel-2-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-2-2">
 <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 2024-07-30 |
+<p>Last updated on 2024-08-06 |
 
         <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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/culture.html b/culture.html
index 696c30f..d1ff27f 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/customforyourorg.html b/customforyourorg.html
index 73a1113..b899117 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index 2597c5a..892ff8a 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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 6cf6603..79cfc00 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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index ff3560f..395f449 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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index d766b20..7cd0baa 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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index c677840..7ed0254 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index d4e047a..a5e88c2 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 60b5f58..7bfda73 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 2024-07-30 |
+<p>Last updated on 2024-08-06 |
 
         <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 2024-07-30 |
+<p>Last updated on 2024-08-06 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/whydoesRRmatter.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time: <i aria-hidden="true" data-feather="clock"></i> 20 minutes</p>
@@ -873,7 +873,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
 </div>
 </section></section><section id="aio-introofRRthings"><p>Content from <a href="introofRRthings.html">Introducing 7 Steps towards Reproducible Research</a></p>
 <hr>
-<p>Last updated on 2024-07-30 |
+<p>Last updated on 2024-08-06 |
 
         <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 2024-07-30 |
+<p>Last updated on 2024-08-06 |
 
         <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>
@@ -912,7 +912,7 @@ <h3 id="data-management-plan">Data Management Plan<a class="anchor" aria-label="
 <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>Does your institute have a Data Management policy, procedure or page
 that can be linked for your attendees?</p>
@@ -982,7 +982,7 @@ <h4 id="raw-data">Raw data<a class="anchor" aria-label="anchor" href="#raw-data"
 <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 talk about what research data storage options
 you have at your institute. Discuss backing up your data.</p>
@@ -1092,7 +1092,7 @@ <h3 class="callout-title">Consider these two examples:<a class="anchor" aria-lab
 <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>Now consider this folder - is it clear what the order is? Do you feel
 you could track this better?</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" 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>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" aria-labelledby="nav-tab-1-2" role="tabpanel">
+<div id="nav-tabpanel-1-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-2">
 <p>Your next move can be:</p>
 <p>Ensure 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 2024-07-30 |
+<p>Last updated on 2024-08-06 |
 
         <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>
@@ -1715,12 +1715,12 @@ <h3 class="tab-header" id="nav-tab-heading-1-2">
 </button>
 </div>
 </nav><div id="nav-tabContent-1" class="tab-content">
-<div id="nav-tabpanel-1-1" class="tab-pane show active" aria-labelledby="nav-tab-1-1" role="tabpanel">
+<div id="nav-tabpanel-1-1" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-1">
 <p>A great place to start is:</p>
 <p>Decide how to handle missing data</p>
 <p>Use YYYY-MM-DD for dates</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>You can start to work in a data science language such as R or Python.
 <a href="https://software-carpentry.org/lessons/" class="external-link">The Carpentries</a>
@@ -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 2024-07-30 |
+<p>Last updated on 2024-08-06 |
 
         <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>
@@ -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 2024-07-30 |
+<p>Last updated on 2024-08-06 |
 
         <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>
@@ -2064,7 +2064,7 @@ <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 is a massive lesson - you may want to put a break in the middle
 or just before this one.</p>
@@ -2131,7 +2131,7 @@ <h3 class="callout-title">Challenge<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>You could do this as a verbal activity or a written one.</p>
 <p>Ask people to pick someone they interact with regularly (supervisor,
@@ -2147,7 +2147,7 @@ <h3 class="accordion-header" id="headingInstructor2">  <div class="note-square">
 <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>Talk about that this scenario does happen. There could be a medical
 emergency such as a stroke or heart attack. They could have won the
@@ -2185,7 +2185,7 @@ <h1 id="how-to-start-documenting">How to start documenting<a class="anchor" aria
 <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 the options for documentation platforms or elabnotebooks here
 from your institute.</p>
@@ -2289,7 +2289,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor5" aria-expanded="false" aria-controls="collapseInstructor5">
   <h3 class="accordion-header" id="headingInstructor5">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor5" class="accordion-collapse collapse" aria-labelledby="headingInstructor5" data-bs-parent="#accordionInstructor5">
+<div id="collapseInstructor5" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor5" aria-labelledby="headingInstructor5">
 <div class="accordion-body">
 <p>If you’re in a classroom, get them to then stick them on the
 wall.</p>
@@ -2311,7 +2311,7 @@ <h3 class="accordion-header" id="headingInstructor5">  <div class="note-square">
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor6" aria-expanded="false" aria-controls="collapseInstructor6">
   <h3 class="accordion-header" id="headingInstructor6">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor6" class="accordion-collapse collapse" aria-labelledby="headingInstructor6" data-bs-parent="#accordionInstructor6">
+<div id="collapseInstructor6" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor6" aria-labelledby="headingInstructor6">
 <div class="accordion-body">
 <p>You can pull a recipe from online to critique.</p>
 <p>You can ask participants to put their hand up if they had:</p>
@@ -2426,7 +2426,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor7" aria-expanded="false" aria-controls="collapseInstructor7">
   <h3 class="accordion-header" id="headingInstructor7">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor7" class="accordion-collapse collapse" aria-labelledby="headingInstructor7" data-bs-parent="#accordionInstructor7">
+<div id="collapseInstructor7" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor7" aria-labelledby="headingInstructor7">
 <div class="accordion-body">
 <p>You can ask for people to suggest different formats</p>
 </div>
@@ -2587,7 +2587,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" 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>A common way is to name your files with a number at the front, so
 1_rawdata.csv, 2_cleandata.csv, 3_analysisdata.csv etc.</p>
@@ -2596,7 +2596,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor8" aria-expanded="false" aria-controls="collapseInstructor8">
   <h3 class="accordion-header" id="headingInstructor8">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor8" class="accordion-collapse collapse" aria-labelledby="headingInstructor8" data-bs-parent="#accordionInstructor8">
+<div id="collapseInstructor8" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor8" aria-labelledby="headingInstructor8">
 <div class="accordion-body">
 <p>A good opportunity to share ideas or brainstorm together different
 solutions.</p>
@@ -2618,7 +2618,7 @@ <h3 class="accordion-header" id="headingInstructor8">  <div class="note-square">
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor9" aria-expanded="false" aria-controls="collapseInstructor9">
   <h3 class="accordion-header" id="headingInstructor9">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor9" class="accordion-collapse collapse" aria-labelledby="headingInstructor9" data-bs-parent="#accordionInstructor9">
+<div id="collapseInstructor9" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor9" aria-labelledby="headingInstructor9">
 <div class="accordion-body">
 <p>Good place to include any Carpentry or data science introduction
 resources - If you have none, feel free to borrow something from here:
@@ -2668,7 +2668,7 @@ <h4 id="you-are-contacted-about-a-paper-you-published-2-years-ago-as-a-similar-p
 <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>Thankfully, we can now do this! We can refer to our notes with our
 detailed methods, analysis pipelines and have links to where our data is
@@ -2697,7 +2697,7 @@ <h2 id="what-is-your-next-step">What is your next step?<a class="anchor" aria-la
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor10" aria-expanded="false" aria-controls="collapseInstructor10">
   <h3 class="accordion-header" id="headingInstructor10">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor10" class="accordion-collapse collapse" aria-labelledby="headingInstructor10" data-bs-parent="#accordionInstructor10">
+<div id="collapseInstructor10" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor10" aria-labelledby="headingInstructor10">
 <div class="accordion-body">
 <p>The following tabs are a good place to link your SoP templates, Data
 management plan system/templates, talk about research storage solutions
@@ -2725,7 +2725,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-3">
 </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>Open a document and start a diary. You can write at the end of the
 day what you did, any results, anything you got stuck on, and any notes
@@ -2734,7 +2734,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-3">
 anywhere, external hard drive etc).</p>
 <p>That’s it. That’s a good start.</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>Time to <strong><em>get detailed</em></strong>. Add some of the
 information from <a href="step4Doco.html#expanding-into-details">Expanding into
 details</a></p>
@@ -2743,7 +2743,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-3">
 <p>You can find a list of <a href="https://en.wikipedia.org/wiki/List_of_electronic_laboratory_notebook_software_packages" class="external-link">eLabnotebooks
 here</a>.</p>
 </div>
-<div id="nav-tabpanel-1-3" class="tab-pane" aria-labelledby="nav-tab-1-3" role="tabpanel">
+<div id="nav-tabpanel-1-3" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-3">
 <p>Your next move can be:</p>
 <p>Set up Standard Operating Procedures and maintained Data Management
 Plans for your projects.</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 2024-07-30 |
+<p>Last updated on 2024-08-06 |
 
         <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>
@@ -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 2024-07-30 |
+<p>Last updated on 2024-08-06 |
 
         <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>
@@ -3622,7 +3622,7 @@ <h3 class="callout-title">Idea - Take data and automate
 <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 is a good opportunity to ask researchers what they wish they
 could automate. If you have a research support IT team, local research
@@ -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 2024-07-30 |
+<p>Last updated on 2024-08-06 |
 
         <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>
@@ -3731,7 +3731,7 @@ <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>Opportunity to ask people for ideas on what needs to be done, either
 on whiteboard or in chat.</p>
@@ -3759,7 +3759,7 @@ <h3 class="callout-title">Resources<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>Does your institute have a ‘Once your project is done’ checklist?</p>
 <p>May be worth checking with your library or research office.</p>
@@ -3819,7 +3819,7 @@ <h5 id="minting-doi">Minting DOI<a class="anchor" aria-label="anchor" href="#min
 <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>Include information around who mints DOIs at your organisation.</p>
 </div>
@@ -3891,7 +3891,7 @@ <h1 id="open-vs-fair-vs-cant-share">Open vs FAIR vs Can’t share<a class="ancho
 <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>Does your institute have a policy, statement, procedure or resources
 on open access or publishing data and materials openly?</p>
@@ -3915,7 +3915,7 @@ <h3 class="accordion-header" id="headingInstructor4">  <div class="note-square">
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor5" aria-expanded="false" aria-controls="collapseInstructor5">
   <h3 class="accordion-header" id="headingInstructor5">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor5" class="accordion-collapse collapse" aria-labelledby="headingInstructor5" data-bs-parent="#accordionInstructor5">
+<div id="collapseInstructor5" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor5" aria-labelledby="headingInstructor5">
 <div class="accordion-body">
 <p>Link to your organisation’s IP/Copyright person.</p>
 </div>
@@ -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" 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>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" 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>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" aria-labelledby="nav-tab-1-3" role="tabpanel">
+<div id="nav-tabpanel-1-3" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-3">
 <p>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" aria-labelledby="nav-tab-1-4" role="tabpanel">
+<div id="nav-tabpanel-1-4" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-4">
 <p>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
@@ -4039,7 +4039,7 @@ <h1 id="licensing">Licensing<a class="anchor" aria-label="anchor" href="#licensi
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor6" aria-expanded="false" aria-controls="collapseInstructor6">
   <h3 class="accordion-header" id="headingInstructor6">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor6" class="accordion-collapse collapse" aria-labelledby="headingInstructor6" data-bs-parent="#accordionInstructor6">
+<div id="collapseInstructor6" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor6" aria-labelledby="headingInstructor6">
 <div class="accordion-body">
 <p>Link to your organisation’s commercialisation team.</p>
 </div>
@@ -4152,7 +4152,7 @@ <h3 class="callout-title">What if a collaborative relationship sours?<a class="a
 <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>This may affect you</p>
 <p>However, we’ve already taken steps to protect ourselves and safeguard
@@ -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" aria-labelledby="nav-tab-2-1" role="tabpanel">
+<div id="nav-tabpanel-2-1" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-2-1">
 <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" aria-labelledby="nav-tab-2-2" role="tabpanel">
+<div id="nav-tabpanel-2-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-2-2">
 <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 2024-07-30 |
+<p>Last updated on 2024-08-06 |
 
         <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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/culture.html b/instructor/culture.html
index b501d19..aac8e26 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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" 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 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" 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>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" 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>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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/customforyourorg.html b/instructor/customforyourorg.html
index aaf8747..400c4d7 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index 1bc0916..48c47d1 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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 9a0ef90..e8f6447 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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 3feed3d..83a8fce 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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/introduction.html b/instructor/introduction.html
index 94cbb4d..9284b60 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/introofRRthings.html b/instructor/introofRRthings.html
index b810ebb..874ff8e 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 1976859..abe65dc 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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index 76f6f1d..dc1a820 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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 5993643..a7a3271 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/step1Folders.html b/instructor/step1Folders.html
index b649994..2f39ac2 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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>
 
@@ -389,7 +389,7 @@ <h3 id="data-management-plan">Data Management Plan<a class="anchor" aria-label="
 <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>Does your institute have a Data Management policy, procedure or page
 that can be linked for your attendees?</p>
@@ -453,7 +453,7 @@ <h4 id="raw-data">Raw data<a class="anchor" aria-label="anchor" href="#raw-data"
 <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 talk about what research data storage options
 you have at your institute. Discuss backing up your data.</p>
@@ -548,7 +548,7 @@ <h3 class="callout-title">Consider these two examples:<a class="anchor" aria-lab
 <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>Now consider this folder - is it clear what the order is? Do you feel
 you could track this better?</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" 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>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" aria-labelledby="nav-tab-1-2" role="tabpanel">
+<div id="nav-tabpanel-1-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-2">
 <p>Your next move can be:</p>
 <p>Ensure 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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/step2TidyFiles.html b/instructor/step2TidyFiles.html
index b8a5c3e..b30b7e8 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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>
 
@@ -731,12 +731,12 @@ <h3 class="tab-header" id="nav-tab-heading-1-2">
 </button>
 </div>
 </nav><div id="nav-tabContent-1" class="tab-content">
-<div id="nav-tabpanel-1-1" class="tab-pane show active" aria-labelledby="nav-tab-1-1" role="tabpanel">
+<div id="nav-tabpanel-1-1" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-1">
 <p>A great place to start is:</p>
 <p>Decide how to handle missing data</p>
 <p>Use YYYY-MM-DD for dates</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>You can start to work in a data science language such as R or Python.
 <a href="https://software-carpentry.org/lessons/" class="external-link">The Carpentries</a>
@@ -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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/step3MethodStats.html b/instructor/step3MethodStats.html
index e6f073e..c1d4be0 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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>
 
@@ -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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/step4Doco.html b/instructor/step4Doco.html
index 7a7b7cf..73e9825 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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>
 
@@ -390,7 +390,7 @@ <h1>Step 4 - Documentation and writing it down</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 is a massive lesson - you may want to put a break in the middle
 or just before this one.</p>
@@ -453,7 +453,7 @@ <h3 class="callout-title">Challenge<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>You could do this as a verbal activity or a written one.</p>
 <p>Ask people to pick someone they interact with regularly (supervisor,
@@ -469,7 +469,7 @@ <h3 class="accordion-header" id="headingInstructor2">  <div class="note-square">
 <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>Talk about that this scenario does happen. There could be a medical
 emergency such as a stroke or heart attack. They could have won the
@@ -504,7 +504,7 @@ <h1 id="how-to-start-documenting">How to start documenting<a class="anchor" aria
 <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 the options for documentation platforms or elabnotebooks here
 from your institute.</p>
@@ -601,7 +601,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor5" aria-expanded="false" aria-controls="collapseInstructor5">
   <h3 class="accordion-header" id="headingInstructor5">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor5" class="accordion-collapse collapse" aria-labelledby="headingInstructor5" data-bs-parent="#accordionInstructor5">
+<div id="collapseInstructor5" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor5" aria-labelledby="headingInstructor5">
 <div class="accordion-body">
 <p>If you’re in a classroom, get them to then stick them on the
 wall.</p>
@@ -623,7 +623,7 @@ <h3 class="accordion-header" id="headingInstructor5">  <div class="note-square">
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor6" aria-expanded="false" aria-controls="collapseInstructor6">
   <h3 class="accordion-header" id="headingInstructor6">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor6" class="accordion-collapse collapse" aria-labelledby="headingInstructor6" data-bs-parent="#accordionInstructor6">
+<div id="collapseInstructor6" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor6" aria-labelledby="headingInstructor6">
 <div class="accordion-body">
 <p>You can pull a recipe from online to critique.</p>
 <p>You can ask participants to put their hand up if they had:</p>
@@ -731,7 +731,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor7" aria-expanded="false" aria-controls="collapseInstructor7">
   <h3 class="accordion-header" id="headingInstructor7">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor7" class="accordion-collapse collapse" aria-labelledby="headingInstructor7" data-bs-parent="#accordionInstructor7">
+<div id="collapseInstructor7" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor7" aria-labelledby="headingInstructor7">
 <div class="accordion-body">
 <p>You can ask for people to suggest different formats</p>
 </div>
@@ -881,7 +881,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" 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>A common way is to name your files with a number at the front, so
 1_rawdata.csv, 2_cleandata.csv, 3_analysisdata.csv etc.</p>
@@ -890,7 +890,7 @@ <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor8" aria-expanded="false" aria-controls="collapseInstructor8">
   <h3 class="accordion-header" id="headingInstructor8">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor8" class="accordion-collapse collapse" aria-labelledby="headingInstructor8" data-bs-parent="#accordionInstructor8">
+<div id="collapseInstructor8" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor8" aria-labelledby="headingInstructor8">
 <div class="accordion-body">
 <p>A good opportunity to share ideas or brainstorm together different
 solutions.</p>
@@ -912,7 +912,7 @@ <h3 class="accordion-header" id="headingInstructor8">  <div class="note-square">
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor9" aria-expanded="false" aria-controls="collapseInstructor9">
   <h3 class="accordion-header" id="headingInstructor9">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor9" class="accordion-collapse collapse" aria-labelledby="headingInstructor9" data-bs-parent="#accordionInstructor9">
+<div id="collapseInstructor9" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor9" aria-labelledby="headingInstructor9">
 <div class="accordion-body">
 <p>Good place to include any Carpentry or data science introduction
 resources - If you have none, feel free to borrow something from here:
@@ -958,7 +958,7 @@ <h4 id="you-are-contacted-about-a-paper-you-published-2-years-ago-as-a-similar-p
 <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>Thankfully, we can now do this! We can refer to our notes with our
 detailed methods, analysis pipelines and have links to where our data is
@@ -986,7 +986,7 @@ <h2 id="what-is-your-next-step">What is your next step?<a class="anchor" aria-la
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor10" aria-expanded="false" aria-controls="collapseInstructor10">
   <h3 class="accordion-header" id="headingInstructor10">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor10" class="accordion-collapse collapse" aria-labelledby="headingInstructor10" data-bs-parent="#accordionInstructor10">
+<div id="collapseInstructor10" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor10" aria-labelledby="headingInstructor10">
 <div class="accordion-body">
 <p>The following tabs are a good place to link your SoP templates, Data
 management plan system/templates, talk about research storage solutions
@@ -1014,7 +1014,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-3">
 </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>Open a document and start a diary. You can write at the end of the
 day what you did, any results, anything you got stuck on, and any notes
@@ -1023,7 +1023,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-3">
 anywhere, external hard drive etc).</p>
 <p>That’s it. That’s a good start.</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>Time to <strong><em>get detailed</em></strong>. Add some of the
 information from <a href="step4Doco.html#expanding-into-details">Expanding into
 details</a></p>
@@ -1032,7 +1032,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-3">
 <p>You can find a list of <a href="https://en.wikipedia.org/wiki/List_of_electronic_laboratory_notebook_software_packages" class="external-link">eLabnotebooks
 here</a>.</p>
 </div>
-<div id="nav-tabpanel-1-3" class="tab-pane" aria-labelledby="nav-tab-1-3" role="tabpanel">
+<div id="nav-tabpanel-1-3" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-3">
 <p>Your next move can be:</p>
 <p>Set up Standard Operating Procedures and maintained Data Management
 Plans for your projects.</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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/step5Testing.html b/instructor/step5Testing.html
index a768a14..dd8bbf1 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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>
 
@@ -1008,8 +1008,8 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
   "url": "https://carpentries.github.io/workbench-template-md/instructor/step5Testing.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/step5Testing.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/step6Automate.html b/instructor/step6Automate.html
index 0c861a2..5c4a0f1 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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>
 
@@ -535,7 +535,7 @@ <h3 class="callout-title">Idea - Take data and automate
 <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 is a good opportunity to ask researchers what they wish they
 could automate. If you have a research support IT team, local research
@@ -684,8 +684,8 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
   "url": "https://carpentries.github.io/workbench-template-md/instructor/step6Automate.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/step6Automate.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/step7PublishPIDReuse.html b/instructor/step7PublishPIDReuse.html
index a2a83e6..9efbbe6 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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>
 
@@ -385,7 +385,7 @@ <h1>Step 7 - Publishing, Persistent Identifiers and Preparing for Reuse</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>Opportunity to ask people for ideas on what needs to be done, either
 on whiteboard or in chat.</p>
@@ -413,7 +413,7 @@ <h3 class="callout-title">Resources<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>Does your institute have a ‘Once your project is done’ checklist?</p>
 <p>May be worth checking with your library or research office.</p>
@@ -471,7 +471,7 @@ <h5 id="minting-doi">Minting DOI<a class="anchor" aria-label="anchor" href="#min
 <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>Include information around who mints DOIs at your organisation.</p>
 </div>
@@ -538,7 +538,7 @@ <h1 id="open-vs-fair-vs-cant-share">Open vs FAIR vs Can’t share<a class="ancho
 <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>Does your institute have a policy, statement, procedure or resources
 on open access or publishing data and materials openly?</p>
@@ -562,7 +562,7 @@ <h3 class="accordion-header" id="headingInstructor4">  <div class="note-square">
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor5" aria-expanded="false" aria-controls="collapseInstructor5">
   <h3 class="accordion-header" id="headingInstructor5">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor5" class="accordion-collapse collapse" aria-labelledby="headingInstructor5" data-bs-parent="#accordionInstructor5">
+<div id="collapseInstructor5" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor5" aria-labelledby="headingInstructor5">
 <div class="accordion-body">
 <p>Link to your organisation’s IP/Copyright person.</p>
 </div>
@@ -619,14 +619,14 @@ <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" 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>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" 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>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
 transparency around the conditions governing access and reuse.</p>
 </div>
-<div id="nav-tabpanel-1-3" class="tab-pane" aria-labelledby="nav-tab-1-3" role="tabpanel">
+<div id="nav-tabpanel-1-3" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-3">
 <p>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" aria-labelledby="nav-tab-1-4" role="tabpanel">
+<div id="nav-tabpanel-1-4" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-4">
 <p>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
@@ -682,7 +682,7 @@ <h1 id="licensing">Licensing<a class="anchor" aria-label="anchor" href="#licensi
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor6" aria-expanded="false" aria-controls="collapseInstructor6">
   <h3 class="accordion-header" id="headingInstructor6">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor6" class="accordion-collapse collapse" aria-labelledby="headingInstructor6" data-bs-parent="#accordionInstructor6">
+<div id="collapseInstructor6" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor6" aria-labelledby="headingInstructor6">
 <div class="accordion-body">
 <p>Link to your organisation’s commercialisation team.</p>
 </div>
@@ -789,7 +789,7 @@ <h3 class="callout-title">What if a collaborative relationship sours?<a class="a
 <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>This may affect you</p>
 <p>However, we’ve already taken steps to protect ourselves and safeguard
@@ -850,12 +850,12 @@ <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" aria-labelledby="nav-tab-2-1" role="tabpanel">
+<div id="nav-tabpanel-2-1" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-2-1">
 <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" aria-labelledby="nav-tab-2-2" role="tabpanel">
+<div id="nav-tabpanel-2-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-2-2">
 <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
@@ -1003,8 +1003,8 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
   "url": "https://carpentries.github.io/workbench-template-md/instructor/step7PublishPIDReuse.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/step7PublishPIDReuse.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/whydoesRRmatter.html b/instructor/whydoesRRmatter.html
index 08b3f2a..069783f 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/whydoesRRmatter.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -716,8 +716,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://carpentries.github.io/workbench-template-md/instructor/whydoesRRmatter.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/whydoesRRmatter.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/instructor/wrapup.html b/instructor/wrapup.html
index 859ef33..d876962 100644
--- a/instructor/wrapup.html
+++ b/instructor/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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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>
 
@@ -512,8 +512,8 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
   "url": "https://carpentries.github.io/workbench-template-md/instructor/wrapup.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/wrapup.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/introduction.html b/introduction.html
index 8a72552..206f392 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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="
   "url": "https://carpentries.github.io/workbench-template-md/introduction.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/introduction.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/introofRRthings.html b/introofRRthings.html
index 697f530..3a0cd4a 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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>
   "url": "https://carpentries.github.io/workbench-template-md/introofRRthings.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/introofRRthings.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index 746eca0..246cc06 100644
--- a/key-points.html
+++ b/key-points.html
@@ -499,8 +499,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://carpentries.github.io/workbench-template-md/key-points.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/key-points.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/md5sum.txt b/md5sum.txt
index 2223055..28f6e25 100644
--- a/md5sum.txt
+++ b/md5sum.txt
@@ -1,26 +1,26 @@
 "file" "checksum" "built" "date"
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-"episodes/introduction.md" "1dbcd49ba857c2bbf9fabcb3247cc749" "site/built/introduction.md" "2024-07-30"
-"episodes/whydoesRRmatter.md" "14726a7bdcb915119a6777be3e98ae42" "site/built/whydoesRRmatter.md" "2024-07-30"
-"episodes/introofRRthings.md" "faa781bb2c9bc6d354325badd8fb938d" "site/built/introofRRthings.md" "2024-07-30"
-"episodes/step1Folders.Rmd" "c9d28719ab38e977b09645ae32a57517" "site/built/step1Folders.md" "2024-07-30"
-"episodes/step2TidyFiles.Rmd" "63cac1c677185e0fc4aa4537fac00b70" "site/built/step2TidyFiles.md" "2024-07-30"
-"episodes/step3MethodStats.Rmd" "5f1ee4ad8e1b4d0a4c325a9fe1ca34d0" "site/built/step3MethodStats.md" "2024-07-30"
-"episodes/step4Doco.Rmd" "0eed7ee019ec16c07839b2a944b99b45" "site/built/step4Doco.md" "2024-07-30"
-"episodes/step5Testing.Rmd" "0ab56e0fa8223685cf5008ad86ef1171" "site/built/step5Testing.md" "2024-07-30"
-"episodes/step6Automate.Rmd" "6ab55f63f4d5e4dbc7ffd2d198c031c4" "site/built/step6Automate.md" "2024-07-30"
-"episodes/step7PublishPIDReuse.Rmd" "4bc571174efa3386f70bcf0dbb8b40da" "site/built/step7PublishPIDReuse.md" "2024-07-30"
-"episodes/wrapup.Rmd" "aa10f8cc1bc0234ad25c970e02d5e0e4" "site/built/wrapup.md" "2024-07-30"
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diff --git a/pkgdown.yml b/pkgdown.yml
index 2e501f4..092200e 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.0
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-07-30T00:39Z
+last_built: 2024-08-06T00:39Z
diff --git a/profiles.html b/profiles.html
index c0a878f..b854bf5 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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index a40b283..01773a7 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/step1Folders.html b/step1Folders.html
index 14d77ec..6ae4b17 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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>
 
@@ -517,7 +517,7 @@ <h3 class="callout-title">Consider these two examples:<a class="anchor" aria-lab
 <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>Now consider this folder - is it clear what the order is? Do you feel
 you could track this better?</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" 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>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" aria-labelledby="nav-tab-1-2" role="tabpanel">
+<div id="nav-tabpanel-1-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-2">
 <p>Your next move can be:</p>
 <p>Ensure 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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/step2TidyFiles.html b/step2TidyFiles.html
index 9a00d95..b6f920e 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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>
 
@@ -710,12 +710,12 @@ <h3 class="tab-header" id="nav-tab-heading-1-2">
 </button>
 </div>
 </nav><div id="nav-tabContent-1" class="tab-content">
-<div id="nav-tabpanel-1-1" class="tab-pane show active" aria-labelledby="nav-tab-1-1" role="tabpanel">
+<div id="nav-tabpanel-1-1" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-1-1">
 <p>A great place to start is:</p>
 <p>Decide how to handle missing data</p>
 <p>Use YYYY-MM-DD for dates</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>You can start to work in a data science language such as R or Python.
 <a href="https://software-carpentry.org/lessons/" class="external-link">The Carpentries</a>
@@ -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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/step3MethodStats.html b/step3MethodStats.html
index d063588..a366dbc 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/step4Doco.html b/step4Doco.html
index ac9abe2..893b264 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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>
 
@@ -777,7 +777,7 @@ <h3 class="callout-title">Challenge<a class="anchor" aria-label="anchor" href="#
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" 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>A common way is to name your files with a number at the front, so
 1_rawdata.csv, 2_cleandata.csv, 3_analysisdata.csv etc.</p>
@@ -829,7 +829,7 @@ <h4 id="you-are-contacted-about-a-paper-you-published-2-years-ago-as-a-similar-p
 <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>Thankfully, we can now do this! We can refer to our notes with our
 detailed methods, analysis pipelines and have links to where our data is
@@ -872,7 +872,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-3">
 </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>Open a document and start a diary. You can write at the end of the
 day what you did, any results, anything you got stuck on, and any notes
@@ -881,7 +881,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-3">
 anywhere, external hard drive etc).</p>
 <p>That’s it. That’s a good start.</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>Time to <strong><em>get detailed</em></strong>. Add some of the
 information from <a href="step4Doco.html#expanding-into-details">Expanding into
 details</a></p>
@@ -890,7 +890,7 @@ <h3 class="tab-header" id="nav-tab-heading-1-3">
 <p>You can find a list of <a href="https://en.wikipedia.org/wiki/List_of_electronic_laboratory_notebook_software_packages" class="external-link">eLabnotebooks
 here</a>.</p>
 </div>
-<div id="nav-tabpanel-1-3" class="tab-pane" aria-labelledby="nav-tab-1-3" role="tabpanel">
+<div id="nav-tabpanel-1-3" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-3">
 <p>Your next move can be:</p>
 <p>Set up Standard Operating Procedures and maintained Data Management
 Plans for your projects.</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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/step5Testing.html b/step5Testing.html
index 48ca5ca..8a459d5 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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>
 
@@ -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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/step6Automate.html b/step6Automate.html
index a4c7a67..f8d1b88 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/step6Automate.Rmd" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 
@@ -669,8 +669,8 @@ <h4 id="we-build-business-continuity-by">We build business continuity by:<a clas
   "url": "https://carpentries.github.io/workbench-template-md/step6Automate.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/step6Automate.html",
   "dateCreated": "2024-04-01",
-  "dateModified": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/step7PublishPIDReuse.html b/step7PublishPIDReuse.html
index c36d45c..1a23757 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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" 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>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" 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>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" aria-labelledby="nav-tab-1-3" role="tabpanel">
+<div id="nav-tabpanel-1-3" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-3">
 <p>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" aria-labelledby="nav-tab-1-4" role="tabpanel">
+<div id="nav-tabpanel-1-4" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-1-4">
 <p>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
@@ -714,7 +714,7 @@ <h3 class="callout-title">What if a collaborative relationship sours?<a class="a
 <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>This may affect you</p>
 <p>However, we’ve already taken steps to protect ourselves and safeguard
@@ -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" aria-labelledby="nav-tab-2-1" role="tabpanel">
+<div id="nav-tabpanel-2-1" class="tab-pane show active" role="tabpanel" aria-labelledby="nav-tab-2-1">
 <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" aria-labelledby="nav-tab-2-2" role="tabpanel">
+<div id="nav-tabpanel-2-2" class="tab-pane" role="tabpanel" aria-labelledby="nav-tab-2-2">
 <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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/whydoesRRmatter.html b/whydoesRRmatter.html
index 234de87..a0e6f2a 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>
diff --git a/wrapup.html b/wrapup.html
index bce60c7..c474883 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 2024-07-30 |
+        <p>Last updated on 2024-08-06 |
 
         <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": "2024-07-30",
-  "datePublished": "2024-07-30"
+  "dateModified": "2024-08-06",
+  "datePublished": "2024-08-06"
 }
 
   </script><script>