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index 6a2d53d..6f41bb8 100644
--- a/404.html
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diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 32e5664..c699982 100644
--- a/CODE_OF_CONDUCT.html
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diff --git a/LICENSE.html b/LICENSE.html
index 5129a2e..85e302d 100644
--- a/LICENSE.html
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   "dateCreated": "2023-11-06",
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diff --git a/aio.html b/aio.html
index 8fe5251..be6c20b 100644
--- a/aio.html
+++ b/aio.html
@@ -708,7 +708,7 @@ <h3 class="callout-title">The FAIR Guiding Principles in more depth<a class="anc
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 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
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 <p>The first step before reusing the data is to be able to find them.
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 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
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 <p>Once the data can be found, the user needs to know how to access
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@@ -754,7 +754,7 @@ <h4 class="accordion-header" id="headingSolution2"> To be Accessible </h4>
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-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
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 <p>Those data can then be combined with different datasets, and
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@@ -772,7 +772,7 @@ <h4 class="accordion-header" id="headingSolution3"> To be Interoperable </h4>
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 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
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 <p>The ultimate goal of FAIR is to optimise the reuse of data. To
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@@ -991,7 +991,7 @@ <h3 class="callout-title">Quiz: Why are these astronomical designations improper
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 <div class="accordion-body">
 <p>Look for these objects in <a href="https://simbad.cds.unistra.fr/simbad/" class="external-link">Simbad</a>.</p>
 <p>Can you find them?</p>
@@ -1004,7 +1004,7 @@ <h4 class="accordion-header" id="headingHint1"> Give me a hint </h4>
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 <div class="accordion-body">
 <p>I1) Insufficient precision in RA and DEC causes confusion. In this
 case, it could correspond to many objects and different surveys.</p>
@@ -1031,7 +1031,7 @@ <h4 class="accordion-header" id="headingSolution5"> Why is it improper? </h4>
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 </button>
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 <p>R1) LAMOST J221750.59+210437.1 and SDSS J221746.82+210424.1 are
 potential matches for this incomplete name</p>
@@ -1348,7 +1348,7 @@ <h3 class="callout-title">Quiz: How to make this table FAIR?<a class="anchor" ar
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 <div class="accordion-body">
 <p>The quality of the measurement is indicated using a superscript.
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 <table class="table">
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 <div class="accordion-body">
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   </h4>
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 <ul>
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@@ -2870,7 +2870,7 @@ <h4 class="accordion-header" id="headingSolution3">
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   </h4>
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-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
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 <p>This section describes the structure of each data files (files with
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@@ -4004,8 +4004,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
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diff --git a/images.html b/images.html
index 2029ad5..63f5659 100644
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index 1845c02..9bd7c68 100644
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index 96d0163..87c39af 100644
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index 321d96b..b7f3ff8 100644
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diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 6a4c39e..546b64e 100644
--- a/instructor/CODE_OF_CONDUCT.html
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   "dateCreated": "2023-11-06",
   "dateModified": "2022-08-05",
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diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 0dba4ad..c82ea4e 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -477,7 +477,7 @@ <h1>Licenses</h1>
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   "dateCreated": "2023-11-06",
   "dateModified": "2022-04-22",
-  "datePublished": "2024-07-23"
+  "datePublished": "2024-07-30"
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   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 524055c..294f3a6 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -712,7 +712,7 @@ <h3 class="callout-title">The FAIR Guiding Principles in more depth<a class="anc
 <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"> To be Findable </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>The first step before reusing the data is to be able to find them.
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@@ -732,7 +732,7 @@ <h4 class="accordion-header" id="headingSolution1"> To be Findable </h4>
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   <h4 class="accordion-header" id="headingSolution2"> To be Accessible </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>Once the data can be found, the user needs to know how to access
 them. That could include authentification and authorisation. The
@@ -758,7 +758,7 @@ <h4 class="accordion-header" id="headingSolution2"> To be Accessible </h4>
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   <h4 class="accordion-header" id="headingSolution3"> To be Interoperable </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>Those data can then be combined with different datasets, and
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@@ -776,7 +776,7 @@ <h4 class="accordion-header" id="headingSolution3"> To be Interoperable </h4>
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   <h4 class="accordion-header" id="headingSolution4"> To be Reusable </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
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 <div class="accordion-body">
 <p>The ultimate goal of FAIR is to optimise the reuse of data. To
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@@ -974,7 +974,7 @@ <h4 id="quiz">Quiz<a class="anchor" aria-label="anchor" href="#quiz"></a>
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-<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
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 <div class="accordion-body">
 <p>Modified version of Table 1 from Chen et al. 2022:</p>
 <p>Show some examples of improper astronomical designations in
@@ -1008,7 +1008,7 @@ <h3 class="callout-title">Quiz: Why are these astronomical designations improper
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 </button>
-<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
 <div class="accordion-body">
 <p>Look for these objects in <a href="https://simbad.cds.unistra.fr/simbad/" class="external-link">Simbad</a>.</p>
 <p>Can you find them?</p>
@@ -1021,7 +1021,7 @@ <h4 class="accordion-header" id="headingHint1"> Give me a hint </h4>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Why is it improper? </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <p>I1) Insufficient precision in RA and DEC causes confusion. In this
 case, it could correspond to many objects and different surveys.</p>
@@ -1048,7 +1048,7 @@ <h4 class="accordion-header" id="headingSolution5"> Why is it improper? </h4>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Recommended usage </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <p>R1) LAMOST J221750.59+210437.1 and SDSS J221746.82+210424.1 are
 potential matches for this incomplete name</p>
@@ -1318,7 +1318,7 @@ <h4 id="quiz-1">Quiz<a class="anchor" aria-label="anchor" href="#quiz-1"></a>
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 </button>
-<div id="collapseInstructor2" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor2" aria-labelledby="headingInstructor2">
+<div id="collapseInstructor2" class="accordion-collapse collapse" aria-labelledby="headingInstructor2" data-bs-parent="#accordionInstructor2">
 <div class="accordion-body">
 <p>Modified version from Table 2 from Chen et al. 2022:</p>
 <p>Show that using LaTeX markups or footnotes in tables affect their
@@ -1378,7 +1378,7 @@ <h3 class="callout-title">Quiz: How to make this table FAIR?<a class="anchor" ar
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint2" aria-expanded="false" aria-controls="collapseHint2">
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-<div id="collapseHint2" class="accordion-collapse collapse" data-bs-parent="#accordionHint2" aria-labelledby="headingHint2">
+<div id="collapseHint2" class="accordion-collapse collapse" aria-labelledby="headingHint2" data-bs-parent="#accordionHint2">
 <div class="accordion-body">
 <p>The quality of the measurement is indicated using a superscript.
 Providing this information using an extra column will make the table
@@ -1392,7 +1392,7 @@ <h4 class="accordion-header" id="headingHint2"> Why is it improper? </h4>
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+<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
 <div class="accordion-body">
 <table class="table">
 <thead><tr class="header">
@@ -1595,7 +1595,7 @@ <h4 id="quiz-2">Quiz<a class="anchor" aria-label="anchor" href="#quiz-2"></a>
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor3" aria-expanded="false" aria-controls="collapseInstructor3">
   <h3 class="accordion-header" id="headingInstructor3">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor3" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor3" aria-labelledby="headingInstructor3">
+<div id="collapseInstructor3" class="accordion-collapse collapse" aria-labelledby="headingInstructor3" data-bs-parent="#accordionInstructor3">
 <div class="accordion-body">
 <p>Table 3 from Chen et al. 2022:</p>
 <p>Give some examples of ambiguous facility/ telescope/instrument names
@@ -1624,7 +1624,7 @@ <h3 class="callout-title">Quiz: Can you guess the names of these facilities?<a c
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution8" aria-expanded="false" aria-controls="collapseSolution8">
   <h4 class="accordion-header" id="headingSolution8"> List of solutions </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
 <div class="accordion-body">
 <table class="table">
 <colgroup>
@@ -2487,7 +2487,7 @@ <h3 class="callout-title">List of important keywords to be included:<a class="an
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor1" aria-expanded="false" aria-controls="collapseInstructor1">
   <h3 class="accordion-header" id="headingInstructor1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <div class="accordion-body">
 <p>Show some good and bad examples of filenames.</p>
 </div>
@@ -2517,7 +2517,7 @@ <h3 class="callout-title">Quiz: Are these filenames correct or not?<a class="anc
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>R1) No: filenames should be in lowercase.</p>
 <p>R2) No: filename too long. This filename will be shortened afterwards
@@ -2873,7 +2873,7 @@ <h4 class="accordion-header" id="headingSolution1">
   A. ‘Title of the paper’, ‘Authors’, ‘Reference’
   </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">
 <ul>
 <li>
@@ -2896,7 +2896,7 @@ <h4 class="accordion-header" id="headingSolution2">
   B. ‘Abstract’ and ‘Description’
   </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">
 <ul>
 <li>
@@ -2927,7 +2927,7 @@ <h4 class="accordion-header" id="headingSolution3">
   C. ‘Byte-by-byte Description of file’
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>This section describes the structure of each data files (files with
 the .dat extension). This description is made in a tabular form, each
@@ -4076,8 +4076,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://carpentries.github.io/workbench-template-md/instructor/aio.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/aio.html",
   "dateCreated": "2023-11-06",
-  "dateModified": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index ce48b62..7136e2e 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -636,8 +636,8 @@ <h3 id="section_eosc-figure-7">Figure 7</h3>
   "url": "https://carpentries.github.io/workbench-template-md/instructor/images.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/images.html",
   "dateCreated": "2023-11-06",
-  "dateModified": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 3e6bc47..6c053fe 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -622,8 +622,8 @@ <h3 class="callout-title">Checklist<a class="anchor" aria-label="anchor" href="#
   "url": "https://carpentries.github.io/workbench-template-md/instructor/index.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/index.html",
   "dateCreated": "2023-11-06",
-  "dateModified": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 39d863d..67d32f1 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -494,8 +494,8 @@ <h3 id="section_eosc-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": "2023-11-06",
-  "dateModified": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 8b2cd73..c127844 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -551,8 +551,8 @@ <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": "2023-11-06",
-  "dateModified": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index 956ccd6..63cbacb 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -376,8 +376,8 @@ <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": "2023-11-06",
-  "dateModified": "2024-07-23",
-  "datePublished": "2024-07-23"
+  "dateModified": "2024-07-30",
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 264f8dc..98768f8 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -434,7 +434,7 @@ <h1>Reference</h1>
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/reference.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2023-08-30",
-  "datePublished": "2024-07-23"
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/section1_intro.html b/instructor/section1_intro.html
index b8f256d..c1181bf 100644
--- a/instructor/section1_intro.html
+++ b/instructor/section1_intro.html
@@ -614,7 +614,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/section1_intro.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2023-09-14",
-  "datePublished": "2024-07-23"
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/section_data_curation.html b/instructor/section_data_curation.html
index a00490e..19bda69 100644
--- a/instructor/section_data_curation.html
+++ b/instructor/section_data_curation.html
@@ -756,7 +756,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/section_data_curation.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2023-11-06",
-  "datePublished": "2024-07-23"
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/section_eosc.html b/instructor/section_eosc.html
index 90a0ec3..33e19b6 100644
--- a/instructor/section_eosc.html
+++ b/instructor/section_eosc.html
@@ -669,7 +669,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/section_eosc.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2023-09-07",
-  "datePublished": "2024-07-23"
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/section_fair_astro.html b/instructor/section_fair_astro.html
index 3ba2b1e..4f06314 100644
--- a/instructor/section_fair_astro.html
+++ b/instructor/section_fair_astro.html
@@ -437,7 +437,7 @@ <h3 class="callout-title">The FAIR Guiding Principles in more depth<a class="anc
 <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"> To be Findable </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>The first step before reusing the data is to be able to find them.
 The metadata and data should be easy to find for <strong>both humans and
@@ -457,7 +457,7 @@ <h4 class="accordion-header" id="headingSolution1"> To be Findable </h4>
 <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"> To be Accessible </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>Once the data can be found, the user needs to know how to access
 them. That could include authentification and authorisation. The
@@ -481,7 +481,7 @@ <h4 class="accordion-header" id="headingSolution2"> To be Accessible </h4>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> To be Interoperable </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <p>Those data can then be combined with different datasets, and
 interoperate with other applications or workflows for analysis, storage,
@@ -499,7 +499,7 @@ <h4 class="accordion-header" id="headingSolution3"> To be Interoperable </h4>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> To be Reusable </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
 <div class="accordion-body">
 <p>The ultimate goal of FAIR is to optimise the reuse of data. To
 achieve this, metadata and data should be well-described, including a
@@ -677,7 +677,7 @@ <h4 id="quiz">Quiz<a class="anchor" aria-label="anchor" href="#quiz"></a></h4>
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor1" aria-expanded="false" aria-controls="collapseInstructor1">
   <h3 class="accordion-header" id="headingInstructor1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <div class="accordion-body">
 <p>Modified version of Table 1 from Chen et al. 2022:</p>
 <p>Show some examples of improper astronomical designations in
@@ -711,7 +711,7 @@ <h3 class="callout-title">Quiz: Why are these astronomical designations improper
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint1" aria-expanded="false" aria-controls="collapseHint1">
   <h4 class="accordion-header" id="headingHint1"> Give me a hint </h4>
 </button>
-<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
 <div class="accordion-body">
 <p>Look for these objects in <a href="https://simbad.cds.unistra.fr/simbad/" class="external-link">Simbad</a>.</p>
 <p>Can you find them?</p>
@@ -724,7 +724,7 @@ <h4 class="accordion-header" id="headingHint1"> Give me a hint </h4>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Why is it improper? </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
 <div class="accordion-body">
 <p>I1) Insufficient precision in RA and DEC causes confusion. In this
 case, it could correspond to many objects and different surveys.</p>
@@ -751,7 +751,7 @@ <h4 class="accordion-header" id="headingSolution5"> Why is it improper? </h4>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution6" aria-expanded="false" aria-controls="collapseSolution6">
   <h4 class="accordion-header" id="headingSolution6"> Recommended usage </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
 <div class="accordion-body">
 <p>R1) LAMOST J221750.59+210437.1 and SDSS J221746.82+210424.1 are
 potential matches for this incomplete name</p>
@@ -978,7 +978,7 @@ <h4 id="quiz-1">Quiz<a class="anchor" aria-label="anchor" href="#quiz-1"></a></h
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor2" aria-expanded="false" aria-controls="collapseInstructor2">
   <h3 class="accordion-header" id="headingInstructor2">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor2" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor2" aria-labelledby="headingInstructor2">
+<div id="collapseInstructor2" class="accordion-collapse collapse" aria-labelledby="headingInstructor2" data-bs-parent="#accordionInstructor2">
 <div class="accordion-body">
 <p>Modified version from Table 2 from Chen et al. 2022:</p>
 <p>Show that using LaTeX markups or footnotes in tables affect their
@@ -1017,7 +1017,7 @@ <h3 class="callout-title">Quiz: How to make this table FAIR?<a class="anchor" ar
 <button class="accordion-button hint-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseHint2" aria-expanded="false" aria-controls="collapseHint2">
   <h4 class="accordion-header" id="headingHint2"> Why is it improper? </h4>
 </button>
-<div id="collapseHint2" class="accordion-collapse collapse" data-bs-parent="#accordionHint2" aria-labelledby="headingHint2">
+<div id="collapseHint2" class="accordion-collapse collapse" aria-labelledby="headingHint2" data-bs-parent="#accordionHint2">
 <div class="accordion-body">
 <p>The quality of the measurement is indicated using a superscript.
 Providing this information using an extra column will make the table
@@ -1031,7 +1031,7 @@ <h4 class="accordion-header" id="headingHint2"> Why is it improper? </h4>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution7" aria-expanded="false" aria-controls="collapseSolution7">
   <h4 class="accordion-header" id="headingSolution7"> Recommended usage </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
 <div class="accordion-body">
 <table class="table"><thead><tr class="header"><th>Object</th>
 <th align="center">Redshift</th>
@@ -1193,7 +1193,7 @@ <h4 id="quiz-2">Quiz<a class="anchor" aria-label="anchor" href="#quiz-2"></a></h
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor3" aria-expanded="false" aria-controls="collapseInstructor3">
   <h3 class="accordion-header" id="headingInstructor3">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor3" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor3" aria-labelledby="headingInstructor3">
+<div id="collapseInstructor3" class="accordion-collapse collapse" aria-labelledby="headingInstructor3" data-bs-parent="#accordionInstructor3">
 <div class="accordion-body">
 <p>Table 3 from Chen et al. 2022:</p>
 <p>Give some examples of ambiguous facility/ telescope/instrument names
@@ -1222,7 +1222,7 @@ <h3 class="callout-title">Quiz: Can you guess the names of these facilities?<a c
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution8" aria-expanded="false" aria-controls="collapseSolution8">
   <h4 class="accordion-header" id="headingSolution8"> List of solutions </h4>
 </button>
-<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
 <div class="accordion-body">
 <table class="table"><colgroup><col width="39%"><col width="60%"></colgroup><thead><tr class="header"><th>Names as published</th>
 <th>Possible interpretation</th>
@@ -1415,7 +1415,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/section_fair_astro.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2023-11-06",
-  "datePublished": "2024-07-23"
+  "datePublished": "2024-07-30"
 }
 
   </script><script>
diff --git a/instructor/section_prepare_data.html b/instructor/section_prepare_data.html
index e2f8a1b..602be72 100644
--- a/instructor/section_prepare_data.html
+++ b/instructor/section_prepare_data.html
@@ -616,7 +616,7 @@ <h3 class="callout-title">List of important keywords to be included:<a class="an
 <button class="accordion-button instructor-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseInstructor1" aria-expanded="false" aria-controls="collapseInstructor1">
   <h3 class="accordion-header" id="headingInstructor1">  <div class="note-square"><i aria-hidden="true" class="callout-icon" data-feather="edit-2"></i></div> Instructor Note </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <div class="accordion-body">
 <p>Show some good and bad examples of filenames.</p>
 </div>
@@ -646,7 +646,7 @@ <h3 class="callout-title">Quiz: Are these filenames correct or not?<a class="anc
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>R1) No: filenames should be in lowercase.</p>
 <p>R2) No: filename too long. This filename will be shortened afterwards
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index cd74042..e97eda4 100644
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diff --git a/pkgdown.yml b/pkgdown.yml
index e51fb4b..b0c663a 100644
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@@ -2,4 +2,4 @@ pandoc: 3.1.11
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index a2f81ad..703d9a0 100644
--- a/profiles.html
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diff --git a/reference.html b/reference.html
index 1fb011a..51c1c1c 100644
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index 173fc42..0c80a88 100644
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index 3d9c441..7200986 100644
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diff --git a/section_eosc.html b/section_eosc.html
index 71bbbf3..dae67a9 100644
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diff --git a/section_fair_astro.html b/section_fair_astro.html
index f59e6ea..d77f1e8 100644
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 <p>The first step before reusing the data is to be able to find them.
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@@ -455,7 +455,7 @@ <h4 class="accordion-header" id="headingSolution1"> To be Findable </h4>
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 <p>Those data can then be combined with different datasets, and
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index d48bf17..f504f96 100644
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