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index 950e4a5..84ce424 100644
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diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 9d51296..6df6ff2 100644
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diff --git a/LICENSE.html b/LICENSE.html
index 2fc33d0..d5c62a7 100644
--- a/LICENSE.html
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index 61b7dc7..e71957c 100644
--- a/aio.html
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-<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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-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
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 <p>Those data can then be combined with different datasets, and
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@@ -762,7 +762,7 @@ <h4 class="accordion-header" id="headingSolution3"> To be Interoperable </h4>
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 <p>The ultimate goal of FAIR is to optimise the reuse of data. To
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@@ -976,7 +976,7 @@ <h3 class="callout-title">Quiz: Why are these astronomical designations improper
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 <p>I1) Insufficient precision in RA and DEC causes confusion. In this
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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>
@@ -1325,7 +1325,7 @@ <h3 class="callout-title">Quiz: How to make this table FAIR?</h3>
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 <p>The quality of the measurement is indicated using a superscript.
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 <p>This section describes the structure of each data files (files with
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diff --git a/images.html b/images.html
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index 20acac9..b98c0f1 100644
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diff --git a/instructor/404.html b/instructor/404.html
index 9604511..05a2f27 100644
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diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 1b3e3c9..a8b99a2 100644
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diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index e11022d..e4246a0 100644
--- a/instructor/LICENSE.html
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   "dateCreated": "2023-11-06",
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diff --git a/instructor/aio.html b/instructor/aio.html
index 1eb1cba..a537f2f 100644
--- a/instructor/aio.html
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@@ -702,7 +702,7 @@ <h3 class="callout-title">The FAIR Guiding Principles in more depth</h3>
 <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>
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 <div class="accordion-body">
 <p>The first step before reusing the data is to be able to find them.
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@@ -722,7 +722,7 @@ <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" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
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 <p>Once the data can be found, the user needs to know how to access
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@@ -748,7 +748,7 @@ <h4 class="accordion-header" id="headingSolution2"> To be Accessible </h4>
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 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
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 <p>Those data can then be combined with different datasets, and
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@@ -766,7 +766,7 @@ <h4 class="accordion-header" id="headingSolution3"> To be Interoperable </h4>
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-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
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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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 <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
@@ -993,7 +993,7 @@ <h3 class="callout-title">Quiz: Why are these astronomical designations improper
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+<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
 <div class="accordion-body">
 <p>Look for these objects in <a href="https://simbad.cds.unistra.fr/simbad/" class="external-link">Simbad</a>.</p>
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@@ -1006,7 +1006,7 @@ <h4 class="accordion-header" id="headingHint1"> Give me a hint </h4>
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-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
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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>
@@ -1033,7 +1033,7 @@ <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">
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 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <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>
@@ -1296,7 +1296,7 @@ <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" 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>Modified version from Table 2 from Chen et al. 2022:</p>
 <p>Show that using LaTeX markups or footnotes in tables affect their
@@ -1355,7 +1355,7 @@ <h3 class="callout-title">Quiz: How to make this table FAIR?</h3>
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+<div id="collapseHint2" class="accordion-collapse collapse" data-bs-parent="#accordionHint2" aria-labelledby="headingHint2">
 <div class="accordion-body">
 <p>The quality of the measurement is indicated using a superscript.
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+<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
 <div class="accordion-body">
 <table class="table">
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+<div id="collapseInstructor3" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor3" aria-labelledby="headingInstructor3">
 <div class="accordion-body">
 <p>Table 3 from Chen et al. 2022:</p>
 <p>Give some examples of ambiguous facility/ telescope/instrument names
@@ -1596,7 +1596,7 @@ <h3 class="callout-title">Quiz: Can you guess the names of these facilities?</h3
 <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" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
+<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
 <div class="accordion-body">
 <table class="table">
 <colgroup>
@@ -2811,7 +2811,7 @@ <h4 class="accordion-header" id="headingSolution1">
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   </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">
 <ul>
 <li>
@@ -2834,7 +2834,7 @@ <h4 class="accordion-header" id="headingSolution2">
   B. ‘Abstract’ and ‘Description’
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
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 <ul>
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@@ -2865,7 +2865,7 @@ <h4 class="accordion-header" id="headingSolution3">
   C. ‘Byte-by-byte Description of file’
   </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>This section describes the structure of each data files (files with
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@@ -3984,8 +3984,8 @@ <h3 class="callout-title">Key Points</h3>
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   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/aio.html",
   "dateCreated": "2023-11-06",
-  "dateModified": "2024-08-27",
-  "datePublished": "2024-08-27"
+  "dateModified": "2024-09-03",
+  "datePublished": "2024-09-03"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index a3ec683..3942bae 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -636,8 +636,8 @@ <h3 id="section_eosc-figure-7">Figure 7</h3>
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   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/images.html",
   "dateCreated": "2023-11-06",
-  "dateModified": "2024-08-27",
-  "datePublished": "2024-08-27"
+  "dateModified": "2024-09-03",
+  "datePublished": "2024-09-03"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 584637f..16d0a2a 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -612,8 +612,8 @@ <h3 class="callout-title">Checklist</h3>
   "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": "2024-08-27",
-  "datePublished": "2024-08-27"
+  "dateModified": "2024-09-03",
+  "datePublished": "2024-09-03"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 0d354d6..4968045 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": "2024-08-27",
-  "datePublished": "2024-08-27"
+  "dateModified": "2024-09-03",
+  "datePublished": "2024-09-03"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 0d96905..86c9a7c 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": "2024-08-27",
-  "datePublished": "2024-08-27"
+  "dateModified": "2024-09-03",
+  "datePublished": "2024-09-03"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index aa1ade5..3ea0ab8 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": "2024-08-27",
-  "datePublished": "2024-08-27"
+  "dateModified": "2024-09-03",
+  "datePublished": "2024-09-03"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 794d617..ea38d29 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -433,7 +433,7 @@ <h1>Reference</h1>
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/reference.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2023-08-30",
-  "datePublished": "2024-08-27"
+  "datePublished": "2024-09-03"
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   </script><script>
diff --git a/instructor/section1_intro.html b/instructor/section1_intro.html
index 99814ab..b7b828e 100644
--- a/instructor/section1_intro.html
+++ b/instructor/section1_intro.html
@@ -607,7 +607,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2023-11-06",
   "dateModified": "2023-09-14",
-  "datePublished": "2024-08-27"
+  "datePublished": "2024-09-03"
 }
 
   </script><script>
diff --git a/instructor/section_data_curation.html b/instructor/section_data_curation.html
index ee6db35..43572d4 100644
--- a/instructor/section_data_curation.html
+++ b/instructor/section_data_curation.html
@@ -740,7 +740,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2023-11-06",
   "dateModified": "2023-11-06",
-  "datePublished": "2024-08-27"
+  "datePublished": "2024-09-03"
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   </script><script>
diff --git a/instructor/section_eosc.html b/instructor/section_eosc.html
index a5d15d9..d433d4c 100644
--- a/instructor/section_eosc.html
+++ b/instructor/section_eosc.html
@@ -660,7 +660,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/section_eosc.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2023-09-07",
-  "datePublished": "2024-08-27"
+  "datePublished": "2024-09-03"
 }
 
   </script><script>
diff --git a/instructor/section_fair_astro.html b/instructor/section_fair_astro.html
index bbf126d..43176b9 100644
--- a/instructor/section_fair_astro.html
+++ b/instructor/section_fair_astro.html
@@ -434,7 +434,7 @@ <h3 class="callout-title">The FAIR Guiding Principles in more depth</h3>
 <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" 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>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
@@ -454,7 +454,7 @@ <h4 class="accordion-header" id="headingSolution1"> To be Findable </h4>
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 </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>Once the data can be found, the user needs to know how to access
 them. That could include authentification and authorisation. The
@@ -478,7 +478,7 @@ <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" 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>Those data can then be combined with different datasets, and
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@@ -496,7 +496,7 @@ <h4 class="accordion-header" id="headingSolution3"> To be Interoperable </h4>
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-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
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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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 </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>Modified version of Table 1 from Chen et al. 2022:</p>
 <p>Show some examples of improper astronomical designations in
@@ -701,7 +701,7 @@ <h3 class="callout-title">Quiz: Why are these astronomical designations improper
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   <h4 class="accordion-header" id="headingHint1"> Give me a hint </h4>
 </button>
-<div id="collapseHint1" class="accordion-collapse collapse" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
 <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>
@@ -714,7 +714,7 @@ <h4 class="accordion-header" id="headingHint1"> Give me a hint </h4>
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   <h4 class="accordion-header" id="headingSolution5"> Why is it improper? </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <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>
@@ -741,7 +741,7 @@ <h4 class="accordion-header" id="headingSolution5"> Why is it improper? </h4>
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   <h4 class="accordion-header" id="headingSolution6"> Recommended usage </h4>
 </button>
-<div id="collapseSolution6" class="accordion-collapse collapse" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
+<div id="collapseSolution6" class="accordion-collapse collapse" data-bs-parent="#accordionSolution6" aria-labelledby="headingSolution6">
 <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>
@@ -954,7 +954,7 @@ <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" 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>Modified version from Table 2 from Chen et al. 2022:</p>
 <p>Show that using LaTeX markups or footnotes in tables affect their
@@ -992,7 +992,7 @@ <h3 class="callout-title">Quiz: How to make this table FAIR?</h3>
 <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" aria-labelledby="headingHint2" data-bs-parent="#accordionHint2">
+<div id="collapseHint2" class="accordion-collapse collapse" data-bs-parent="#accordionHint2" aria-labelledby="headingHint2">
 <div class="accordion-body">
 <p>The quality of the measurement is indicated using a superscript.
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@@ -1006,7 +1006,7 @@ <h4 class="accordion-header" id="headingHint2"> Why is it improper? </h4>
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   <h4 class="accordion-header" id="headingSolution7"> Recommended usage </h4>
 </button>
-<div id="collapseSolution7" class="accordion-collapse collapse" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
 <div class="accordion-body">
 <table class="table"><thead><tr class="header"><th>Object</th>
 <th align="center">Redshift</th>
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 </button>
-<div id="collapseInstructor3" class="accordion-collapse collapse" aria-labelledby="headingInstructor3" data-bs-parent="#accordionInstructor3">
+<div id="collapseInstructor3" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor3" aria-labelledby="headingInstructor3">
 <div class="accordion-body">
 <p>Table 3 from Chen et al. 2022:</p>
 <p>Give some examples of ambiguous facility/ telescope/instrument names
@@ -1188,7 +1188,7 @@ <h3 class="callout-title">Quiz: Can you guess the names of these facilities?</h3
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution8" aria-expanded="false" aria-controls="collapseSolution8">
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+<div id="collapseSolution8" class="accordion-collapse collapse" data-bs-parent="#accordionSolution8" aria-labelledby="headingSolution8">
 <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>
@@ -1372,7 +1372,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/instructor/section_prepare_data.html b/instructor/section_prepare_data.html
index f8bde20..5897d85 100644
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@@ -767,7 +767,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2023-11-06",
   "dateModified": "2023-09-11",
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diff --git a/instructor/section_submission_per_journal.html b/instructor/section_submission_per_journal.html
index dbaceb7..1beda2b 100644
--- a/instructor/section_submission_per_journal.html
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@@ -645,7 +645,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2023-11-06",
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diff --git a/instructor/section_submit_data.html b/instructor/section_submit_data.html
index a564447..63822ce 100644
--- a/instructor/section_submit_data.html
+++ b/instructor/section_submit_data.html
@@ -564,7 +564,7 @@ <h4 class="accordion-header" id="headingSolution1">
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   </h4>
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-<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">
 <ul><li>
 <strong>Title of the paper</strong>: Title as written in paper</li>
@@ -585,7 +585,7 @@ <h4 class="accordion-header" id="headingSolution2">
   B. ‘Abstract’ and ‘Description’
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 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
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 <div class="accordion-body">
 <ul><li>
 <strong>Abstract</strong>: Describes the <em>scientific results</em>
@@ -610,7 +610,7 @@ <h4 class="accordion-header" id="headingSolution3">
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   </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>This section describes the structure of each data files (files with
 the .dat extension). This description is made in a tabular form, each
@@ -1013,7 +1013,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/key-points.html b/key-points.html
index efc22a9..e3ff421 100644
--- a/key-points.html
+++ b/key-points.html
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   "dateCreated": "2023-11-06",
-  "dateModified": "2024-08-27",
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diff --git a/pkgdown.yml b/pkgdown.yml
index 0e2231e..8b3f366 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,4 +2,4 @@ pandoc: 3.1.11
 pkgdown: 2.1.0
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-08-27T01:18Z
+last_built: 2024-09-03T01:18Z
diff --git a/profiles.html b/profiles.html
index 1ade366..e29125d 100644
--- a/profiles.html
+++ b/profiles.html
@@ -376,8 +376,8 @@ <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": "2023-11-06",
-  "dateModified": "2024-08-27",
-  "datePublished": "2024-08-27"
+  "dateModified": "2024-09-03",
+  "datePublished": "2024-09-03"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index 6a758e5..4e8980e 100644
--- a/reference.html
+++ b/reference.html
@@ -431,7 +431,7 @@ <h1>Reference</h1>
   "identifier": "https://carpentries.github.io/workbench-template-md/reference.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2023-08-30",
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 }
 
   </script><script>
diff --git a/section1_intro.html b/section1_intro.html
index 3d37172..7bc76ba 100644
--- a/section1_intro.html
+++ b/section1_intro.html
@@ -605,7 +605,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries.github.io/workbench-template-md/section1_intro.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2023-09-14",
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 }
 
   </script><script>
diff --git a/section_data_curation.html b/section_data_curation.html
index d32781f..ed2bea2 100644
--- a/section_data_curation.html
+++ b/section_data_curation.html
@@ -738,7 +738,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries.github.io/workbench-template-md/section_data_curation.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2023-11-06",
-  "datePublished": "2024-08-27"
+  "datePublished": "2024-09-03"
 }
 
   </script><script>
diff --git a/section_eosc.html b/section_eosc.html
index 34394b3..3f3a2a4 100644
--- a/section_eosc.html
+++ b/section_eosc.html
@@ -645,7 +645,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries.github.io/workbench-template-md/section_eosc.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2023-09-07",
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 }
 
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diff --git a/section_fair_astro.html b/section_fair_astro.html
index 0ef7480..24695ff 100644
--- a/section_fair_astro.html
+++ b/section_fair_astro.html
@@ -432,7 +432,7 @@ <h3 class="callout-title">The FAIR Guiding Principles in more depth</h3>
 <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" 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>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
@@ -452,7 +452,7 @@ <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" 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>Once the data can be found, the user needs to know how to access
 them. That could include authentification and authorisation. The
@@ -476,7 +476,7 @@ <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" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
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 <div class="accordion-body">
 <p>Those data can then be combined with different datasets, and
 interoperate with other applications or workflows for analysis, storage,
@@ -494,7 +494,7 @@ <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" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <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
@@ -686,7 +686,7 @@ <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" aria-labelledby="headingHint1" data-bs-parent="#accordionHint1">
+<div id="collapseHint1" class="accordion-collapse collapse" data-bs-parent="#accordionHint1" aria-labelledby="headingHint1">
 <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>
@@ -699,7 +699,7 @@ <h4 class="accordion-header" id="headingHint1"> Give me a hint </h4>
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   <h4 class="accordion-header" id="headingSolution5"> Why is it improper? </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
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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>
@@ -726,7 +726,7 @@ <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" aria-labelledby="headingSolution6" data-bs-parent="#accordionSolution6">
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 <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>
@@ -964,7 +964,7 @@ <h3 class="callout-title">Quiz: How to make this table FAIR?</h3>
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   <h4 class="accordion-header" id="headingHint2"> Why is it improper? </h4>
 </button>
-<div id="collapseHint2" class="accordion-collapse collapse" aria-labelledby="headingHint2" data-bs-parent="#accordionHint2">
+<div id="collapseHint2" class="accordion-collapse collapse" data-bs-parent="#accordionHint2" aria-labelledby="headingHint2">
 <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
@@ -978,7 +978,7 @@ <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" aria-labelledby="headingSolution7" data-bs-parent="#accordionSolution7">
+<div id="collapseSolution7" class="accordion-collapse collapse" data-bs-parent="#accordionSolution7" aria-labelledby="headingSolution7">
 <div class="accordion-body">
 <table class="table"><thead><tr class="header"><th>Object</th>
 <th align="center">Redshift</th>
@@ -1147,7 +1147,7 @@ <h3 class="callout-title">Quiz: Can you guess the names of these facilities?</h3
 <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" aria-labelledby="headingSolution8" data-bs-parent="#accordionSolution8">
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 <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>
@@ -1331,7 +1331,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2023-11-06",
   "dateModified": "2023-11-06",
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diff --git a/section_prepare_data.html b/section_prepare_data.html
index 7f067b7..acb6ae8 100644
--- a/section_prepare_data.html
+++ b/section_prepare_data.html
@@ -754,7 +754,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2023-11-06",
   "dateModified": "2023-09-11",
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diff --git a/section_submission_per_journal.html b/section_submission_per_journal.html
index d16644a..8364be3 100644
--- a/section_submission_per_journal.html
+++ b/section_submission_per_journal.html
@@ -643,7 +643,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://carpentries.github.io/workbench-template-md/section_submission_per_journal.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2023-11-02",
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diff --git a/section_submit_data.html b/section_submit_data.html
index d977bd0..86ec39a 100644
--- a/section_submit_data.html
+++ b/section_submit_data.html
@@ -562,7 +562,7 @@ <h4 class="accordion-header" id="headingSolution1">
   A. ‘Title of the paper’, ‘Authors’, ‘Reference’
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
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 <div class="accordion-body">
 <ul><li>
 <strong>Title of the paper</strong>: Title as written in paper</li>
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   B. ‘Abstract’ and ‘Description’
   </h4>
 </button>
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 <div class="accordion-body">
 <ul><li>
 <strong>Abstract</strong>: Describes the <em>scientific results</em>
@@ -608,7 +608,7 @@ <h4 class="accordion-header" id="headingSolution3">
   C. ‘Byte-by-byte Description of file’
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
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 <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
@@ -1011,7 +1011,7 @@ <h3 class="callout-title">Key Points</h3>
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   "dateCreated": "2023-11-06",
   "dateModified": "2023-10-31",
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