diff --git a/404.html b/404.html
index a03e8e1..7f26927 100644
--- a/404.html
+++ b/404.html
@@ -346,8 +346,8 @@ <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": "2023-11-06",
-  "dateModified": "2024-02-27",
-  "datePublished": "2024-02-27"
+  "dateModified": "2024-03-05",
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 5231960..3d24a39 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -366,7 +366,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://carpentries.github.io/workbench-template-md/CODE_OF_CONDUCT.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2022-08-05",
-  "datePublished": "2024-02-27"
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 9e3e89e..e0155ca 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -418,7 +418,7 @@ <h1>Licenses</h1>
   "identifier": "https://carpentries.github.io/workbench-template-md/LICENSE.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2022-04-22",
-  "datePublished": "2024-02-27"
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 2ef1352..1131d4e 100644
--- a/aio.html
+++ b/aio.html
@@ -369,8 +369,9 @@ <h3 class="card-title">Objectives</h3>
 catalogues have not yet been incorporated into the VizieR database. The
 full list of catalogues is available from there: <a href="https://cdsarc.cds.unistra.fr/viz-bin/cat?" class="external-link">Catalogue collection
 page</a>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_catalogue_collection_july2023.png" alt="Screenshot: VizieR Catalogue collection page, example for 'mission:gaia', from July 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR Catalogue collection page - example
-when selecting Gaia mission catalogues (screenshot)</figcaption></figure><p>VizieR and more generally speaking the CDS are quite involved in the
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_catalogue_collection_july2023.png" alt="Screenshot: VizieR Catalogue collection page, example for 'mission:gaia', from July 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR Catalogue collection page -
+example when selecting Gaia mission catalogues (screenshot)</div>
+</figure><p>VizieR and more generally speaking the CDS are quite involved in the
 data preservation aspect, as evidenced by the <a href="https://www.coretrustseal.org/about/history/data-seal-of-approval-synopsis-2008-2018/" class="external-link">DSA</a>
 and <a href="https://www.coretrustseal.org/" class="external-link">CTS</a> certifications
 awarded over the last years. More details on the topic can be found at
@@ -449,8 +450,9 @@ <h3 class="card-title">Objectives</h3>
 </li>
 <li>VizieR tables with astronomical objects can be processed in <a href="https://simbad.cds.unistra.fr/simbad/" class="external-link">SIMBAD</a>.</li>
 </ul>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_tools_and_vo__logos.svg" alt="Figure: VizieR and the interoperability with the CDS services. The full list of services is described just above." class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogues accessible through CDS
-services</figcaption></figure><!--  ----------------------------------------- --><!--    Why distribute your data through Vizier --><!--  ----------------------------------------- --><!-- Source: Written notes from Gilles --></section><section id="why-distribute-your-data-through-vizier"><h2 class="section-heading">Why distribute your data through VizieR?<a class="anchor" aria-label="anchor" href="#why-distribute-your-data-through-vizier"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_tools_and_vo__logos.svg" alt="Figure: VizieR and the interoperability with the CDS services. The full list of services is described just above." class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogues accessible through CDS
+services</div>
+</figure><!--  ----------------------------------------- --><!--    Why distribute your data through Vizier --><!--  ----------------------------------------- --><!-- Source: Written notes from Gilles --></section><section id="why-distribute-your-data-through-vizier"><h2 class="section-heading">Why distribute your data through VizieR?<a class="anchor" aria-label="anchor" href="#why-distribute-your-data-through-vizier"></a>
 </h2>
 <hr class="half-width">
 <p>In addition to the interoperability with the VO tools mentioned
@@ -603,8 +605,9 @@ <h3 class="card-title">Objectives</h3>
 their usability.</p>
 <p>In this chapter, we will review the best practices for data
 publication in the astronomical field.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step0.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: beginning of the journey - step data published in a refereed paper" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, beginning
-of the journey - step 1 “peer reviewed datasets”</figcaption></figure><!--  ----------------------------------------- --><!-- 		Introduction 			--><!--  ----------------------------------------- --></section><section id="what-are-the-fair-principles"><h2 class="section-heading">What are the FAIR principles?<a class="anchor" aria-label="anchor" href="#what-are-the-fair-principles"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step0.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: beginning of the journey - step data published in a refereed paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC,
+beginning of the journey - step 1 “peer reviewed datasets”</div>
+</figure><!--  ----------------------------------------- --><!-- 		Introduction 			--><!--  ----------------------------------------- --></section><section id="what-are-the-fair-principles"><h2 class="section-heading">What are the FAIR principles?<a class="anchor" aria-label="anchor" href="#what-are-the-fair-principles"></a>
 </h2>
 <hr class="half-width">
 <p>Formalized by Wilkinson et al. in 2016 (DOI: <a href="https://ui.adsabs.harvard.edu/link_gateway/2016NatSD...360018W/doi:10.1038/sdata.2016.18" class="external-link">10.1038/sdata.2016.18</a>),
@@ -637,7 +640,7 @@ <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
@@ -657,7 +660,7 @@ <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
@@ -683,7 +686,7 @@ <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,
@@ -701,7 +704,7 @@ <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
@@ -761,12 +764,12 @@ <h4 class="accordion-header" id="headingSolution4">To be Reusable</h4>
 <li><a href="#doi">Digital object identifiers - DOI</a></li>
 <li><a href="#data_content_keywords">Data content keywords</a></li>
 </ul>
-<div id="keep-calm-and-carry-on" class="callout callout">
+<div id="callout1" class="callout">
 <div class="callout-square">
 <i class="callout-icon" data-feather="bell"></i>
 </div>
-<div id="keep-calm-and-carry-on" class="callout-inner">
-<h3 class="callout-title">Keep calm and carry on<a class="anchor" aria-label="anchor" href="#keep-calm-and-carry-on"></a>
+<div class="section level3 callout-title callout-inner">
+<h3 class="callout-title" id="keep-calm-and-carry-on">Keep calm and carry on<a class="anchor" aria-label="anchor" href="#keep-calm-and-carry-on"></a>
 </h3>
 <div class="callout-content">
 <p>A lot of items will be covered in this section. We are aware that you
@@ -813,8 +816,9 @@ <h4 id="examples">Examples<a class="anchor" aria-label="anchor" href="#examples"
 for the adopted solution in your Table, as shown in <a href="https://vizier.cds.unistra.fr/viz-bin/VizieR-3?-source=J/ApJS/261/19/table8" target="_blank" class="external-link">Table 8 from VizieR catalogue J/ApJS/261/19</a>
 </pre>
 </big><p></p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main//episodes/images/vizier_adopted_value_example.png" alt="Small extract of Table 8 from VizieR catalogue J/ApJS/261/19, displaying 4 columns for the effective temperature: TeffR, TeffS, TeffP and Teff, the latter one corresponding to their adopted temperature" class="figure mx-auto d-block"><figcaption>Figure: Extract of Table 8 from VizieR catalogue
-J/ApJS/261/19</figcaption></figure>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main//episodes/images/vizier_adopted_value_example.png" alt="Small extract of Table 8 from VizieR catalogue J/ApJS/261/19, displaying 4 columns for the effective temperature: TeffR, TeffS, TeffP and Teff, the latter one corresponding to their adopted temperature" class="figure mx-auto d-block"><div class="figcaption">Figure: Extract of Table 8 from VizieR catalogue
+J/ApJS/261/19</div>
+</figure>
 </div>
 </div>
 </section><section id="section-1"><h2 class="section-heading">
@@ -917,7 +921,7 @@ <h3 class="callout-title">Quiz: Why are these astronomical designations
 <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>
@@ -930,7 +934,7 @@ <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>
@@ -957,7 +961,7 @@ <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>
@@ -1267,7 +1271,7 @@ <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
@@ -1281,7 +1285,7 @@ <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">
@@ -1497,7 +1501,7 @@ <h3 class="callout-title">Quiz: Can you guess the names of these
 <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>
@@ -2061,14 +2065,16 @@ <h3 class="card-title">Objectives</h3>
 about how to prepare the data for their inclusion in VizieR.</p>
 <p>A full description of the standard conventions used for the
 documentation of the catalogues is available from <a href="https://vizier.cds.unistra.fr/vizier/doc/catstd.htx" class="external-link">there</a>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step1.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: second step of the journey - step preparation of the data, right after - step data published in a refereed paper" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, step 2
-“preparation of the data”</figcaption></figure><!--  ----------------------------------------- --><!-- 		Tables	 			--><!--  ----------------------------------------- --><!-- Source: https://cdsarc.cds.unistra.fr/vizier.submit/publication-notes.html#section2 --></section><section id="tables"><h2 class="section-heading">Tables<a class="anchor" aria-label="anchor" href="#tables"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step1.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: second step of the journey - step preparation of the data, right after - step data published in a refereed paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC, step
+2 “preparation of the data”</div>
+</figure><!--  ----------------------------------------- --><!-- 		Tables	 			--><!--  ----------------------------------------- --><!-- Source: https://cdsarc.cds.unistra.fr/vizier.submit/publication-notes.html#section2 --></section><section id="tables"><h2 class="section-heading">Tables<a class="anchor" aria-label="anchor" href="#tables"></a>
 </h2>
 <hr class="half-width">
 <p>Tables are the main data types accepted. An <a href="https://vizier.cds.unistra.fr/viz-bin/VizieR?-source=I/355/gaiadr3" class="external-link">example
 of ingested table</a> is shown below.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_table_example.png" alt="Screenshot: Example of a VizieR table ingested. The figure shows the first 20 rows for the table 'I/355/gaiadr3'." class="figure mx-auto d-block"><figcaption>Figure: Example of a VizieR table ingested: catalogue
-Gaia DR3 - ref I/355/gaiadr3 (screenshot)</figcaption></figure><!--  ----------------------------------------- --><p>The following formats are welcome:</p>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_table_example.png" alt="Screenshot: Example of a VizieR table ingested. The figure shows the first 20 rows for the table 'I/355/gaiadr3'." class="figure mx-auto d-block"><div class="figcaption">Figure: Example of a VizieR table ingested:
+catalogue Gaia DR3 - ref I/355/gaiadr3 (screenshot)</div>
+</figure><!--  ----------------------------------------- --><p>The following formats are welcome:</p>
 <div id="accepted-format" class="callout prereq">
 <div class="callout-square">
 <i class="callout-icon" data-feather="check"></i>
@@ -2194,8 +2200,9 @@ <h3 class="callout-title">Checklist<a class="anchor" aria-label="anchor" href="#
 </h2>
 <hr class="half-width">
 <p>In addition to the Tables, other data type are associated.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_saada_example_spectra.png" alt="Screenshot: Example of spectra ingested and available through the Saada VizieR page, associated with the catalogue 'J/A+A/589/A36'. " class="figure mx-auto d-block"><figcaption>Figure: Example of VizieR associated data from the
-Saada/VizieR page: spectra (screenshot)</figcaption></figure><p>Reusable file formats for associated data:</p>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_saada_example_spectra.png" alt="Screenshot: Example of spectra ingested and available through the Saada VizieR page, associated with the catalogue 'J/A+A/589/A36'. " class="figure mx-auto d-block"><div class="figcaption">Figure: Example of VizieR associated data from
+the Saada/VizieR page: spectra (screenshot)</div>
+</figure><p>Reusable file formats for associated data:</p>
 <div id="accepted-format-1" class="callout prereq">
 <div class="callout-square">
 <i class="callout-icon" data-feather="check"></i>
@@ -2485,8 +2492,9 @@ <h3 class="card-title">Objectives</h3>
 happens after the acceptance / publication phase.</p>
 <p>Not everybody needs to send their data to CDS! We invite you to read
 carefully the next sections to understand your next steps.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step2.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: third step of the journey - step submission of the data, right after - step data published in a refereed paper, step preparation of the data" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, step 3
-“submission of the data”</figcaption></figure><!--  ----------------------------------------- --><!-- 		Who need to submit? 		--><!--  ----------------------------------------- --></section><section id="who-need-to-submit-their-data"><h2 class="section-heading">Who need to submit their data?<a class="anchor" aria-label="anchor" href="#who-need-to-submit-their-data"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step2.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: third step of the journey - step submission of the data, right after - step data published in a refereed paper, step preparation of the data" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC, step
+3 “submission of the data”</div>
+</figure><!--  ----------------------------------------- --><!-- 		Who need to submit? 		--><!--  ----------------------------------------- --></section><section id="who-need-to-submit-their-data"><h2 class="section-heading">Who need to submit their data?<a class="anchor" aria-label="anchor" href="#who-need-to-submit-their-data"></a>
 </h2>
 <hr class="half-width">
 <p>If your article does not contain any tables, you can skip the
@@ -2666,8 +2674,9 @@ <h3 id="how-to-generate-the-readme-file">How to generate the ReadMe file?<a clas
 </ul>
 </li>
 </ul>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_cdspyreadme.png" alt="Screenshot: ReadMe Generator Python library Github page, from July 2023" class="figure mx-auto d-block"><figcaption>Figure: ReadMe Generator Python library Github page
-(screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_cdspyreadme.png" alt="Screenshot: ReadMe Generator Python library Github page, from July 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: ReadMe Generator Python library Github
+page (screenshot)</div>
+</figure><hr>
 <!--  ----------------------------------------- -->
 </div>
 <div class="section level3">
@@ -2702,7 +2711,7 @@ <h3 class="callout-title">The ReadMe file in more depth<a class="anchor" aria-la
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1">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>
@@ -2723,7 +2732,7 @@ <h4 class="accordion-header" id="headingSolution1">A. ‘Title of the paper’,
 <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">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>
@@ -2752,7 +2761,7 @@ <h4 class="accordion-header" id="headingSolution2">B. ‘Abstract’ and ‘Desc
 <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">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
@@ -2861,8 +2870,9 @@ <h3 id="upload-tables">Upload tables<a class="anchor" aria-label="anchor" href="
 <p><strong>Note:</strong> Check that all the tables are uploaded at this
 stage. Adding tables later implies to remove all tables and
 <em>ReadMe</em>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step1_tables.png" alt="Screenshot: VizieR Catalogue upload page, start uploading Tables after initiating a session, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step Tables
-(screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step1_tables.png" alt="Screenshot: VizieR Catalogue upload page, start uploading Tables after initiating a session, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step
+Tables (screenshot)</div>
+</figure><hr>
 </div>
 <div class="section level3">
 <h3 id="fill-the-readme">Fill the ReadMe<a class="anchor" aria-label="anchor" href="#fill-the-readme"></a>
@@ -2892,8 +2902,9 @@ <h3 id="fill-the-readme">Fill the ReadMe<a class="anchor" aria-label="anchor" hr
 <p><strong>Note - 2:</strong> Check that all the tables are uploaded at
 this stage. Adding tables later implies to remove all tables and
 <em>ReadMe</em>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step2_readme.png" alt="Screenshot: VizieR Catalogue upload page, fill the ReadMe file after initiating a session and uploading your tables, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step Readme
-(screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step2_readme.png" alt="Screenshot: VizieR Catalogue upload page, fill the ReadMe file after initiating a session and uploading your tables, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step
+Readme (screenshot)</div>
+</figure><hr>
 </div>
 <div class="section level3">
 <h3 id="upload-fits-spectra-time-series">Upload FITS Spectra / Time series<a class="anchor" aria-label="anchor" href="#upload-fits-spectra-time-series"></a>
@@ -2930,8 +2941,9 @@ <h3 id="upload-fits-spectra-time-series">Upload FITS Spectra / Time series<a cla
 </ul>
 <p>For each upload, a report is available. <strong>It is recommended to
 verify the mapping by clicking on the report header.</strong></p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step3_fits_spectra.png" alt="Screenshot: VizieR Catalogue upload page, upload associated data: FITS Spectra and Time Series after initiating a session, uploading your tables and filling the ReadMe file, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step FITS
-Spectra(screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step3_fits_spectra.png" alt="Screenshot: VizieR Catalogue upload page, upload associated data: FITS Spectra and Time Series after initiating a session, uploading your tables and filling the ReadMe file, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step FITS
+Spectra(screenshot)</div>
+</figure><hr>
 </div>
 <div class="section level3">
 <h3 id="upload-fits-images">Upload FITS images<a class="anchor" aria-label="anchor" href="#upload-fits-images"></a>
@@ -2941,8 +2953,9 @@ <h3 id="upload-fits-images">Upload FITS images<a class="anchor" aria-label="anch
 <p>More information on the accepted formats can be found in the Chapter
 <a href="section_prepare_data.html" target="_blank">“Preparing your
 data”</a>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step4_fits_images.png" alt="Screenshot: VizieR Catalogue upload page, upload associated data: FITS Images after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra and Time Series, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step FITS
-images (Screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step4_fits_images.png" alt="Screenshot: VizieR Catalogue upload page, upload associated data: FITS Images after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra and Time Series, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step FITS
+images (Screenshot)</div>
+</figure><hr>
 </div>
 <div class="section level3">
 <h3 id="terminate">Terminate<a class="anchor" aria-label="anchor" href="#terminate"></a>
@@ -2965,8 +2978,9 @@ <h3 id="terminate">Terminate<a class="anchor" aria-label="anchor" href="#termina
 be used if additional information is needed.</p>
 <p><strong>Note:</strong> If a modification to a recently uploaded is
 needed, please contact the VizieR staff: <a href="mailto:cds-cats@unistra.fr">cds-cats(at)unistra.fr</a>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step5_validate.png" alt="Screenshot: VizieR Catalogue upload page, validate your submission after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra / Time Series and FITS images, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step Validate
-(Screenshot)</figcaption></figure><!--  ----------------------------------------- --><!-- 		Step-by-step: FTP		--><!--  ----------------------------------------- --><!-- https://cdsarc.cds.unistra.fr/vizier.submit/help.html -->
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step5_validate.png" alt="Screenshot: VizieR Catalogue upload page, validate your submission after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra / Time Series and FITS images, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step
+Validate (Screenshot)</div>
+</figure><!--  ----------------------------------------- --><!-- 		Step-by-step: FTP		--><!--  ----------------------------------------- --><!-- https://cdsarc.cds.unistra.fr/vizier.submit/help.html -->
 </div>
 </section><section id="data-submission-option-2-file-transfer-protocol"><h2 class="section-heading">Data submission (option 2): File Transfer Protocol<a class="anchor" aria-label="anchor" href="#data-submission-option-2-file-transfer-protocol"></a>
 </h2>
@@ -3191,20 +3205,21 @@ <h3 class="card-title">Objectives</h3>
 relevant information such as metadata and links to other catalogues.
 This can lead to interactions with the authors, but we are trying to
 minimize the level of interaction.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step3.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, step 4
-“curation &amp; verification”</figcaption></figure><!--  ----------------------------------------- --><!-- 		Verifications 			--><!--  ----------------------------------------- --></section><section id="behind-the-scenes-verifications"><h2 class="section-heading">Behind the scenes: verifications<a class="anchor" aria-label="anchor" href="#behind-the-scenes-verifications"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step3.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC, step
+4 “curation &amp; verification”</div>
+</figure><!--  ----------------------------------------- --><!-- 		Verifications 			--><!--  ----------------------------------------- --></section><section id="behind-the-scenes-verifications"><h2 class="section-heading">Behind the scenes: verifications<a class="anchor" aria-label="anchor" href="#behind-the-scenes-verifications"></a>
 </h2>
 <hr class="half-width">
 <p>In addition to the semi-automated verifications already done by the
 programs during the different steps of the ingestion, more in-depth
 verifications are done by the CDS team focusing on the reliability and
 the quality of the catalogues.</p>
-<div id="important-points-to-check" class="callout callout">
+<div id="callout1" class="callout">
 <div class="callout-square">
 <i class="callout-icon" data-feather="bell"></i>
 </div>
-<div id="important-points-to-check" class="callout-inner">
-<h3 class="callout-title">Important points to check<a class="anchor" aria-label="anchor" href="#important-points-to-check"></a>
+<div class="section level3 callout-title callout-inner">
+<h3 class="callout-title" id="important-points-to-check">Important points to check<a class="anchor" aria-label="anchor" href="#important-points-to-check"></a>
 </h3>
 <div class="callout-content">
 <p>In the following, we present some corrections applied to real
@@ -3238,12 +3253,14 @@ <h3 class="callout-title">Units corrected<a class="anchor" aria-label="anchor" h
 <p>In the example below the original unit for a cylindrical volume of a
 region (column <em>Size</em> from the figure below) was wrongly set to
 <em>cm<sup>-3</sup></em>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_1_units_before.png" alt="Screenshot -- Table with wrong units as displayed in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Units as written in original paper
-(screenshot)</figcaption></figure><p>Our team picked it up and wrote to the author and made the
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_1_units_before.png" alt="Screenshot -- Table with wrong units as displayed in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Units as written in original
+paper (screenshot)</div>
+</figure><p>Our team picked it up and wrote to the author and made the
 description and unit correction (field <em>V</em> from the figure
 below).</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_1_units_after.png" alt="Screenshot -- VizieR table with units corrected" class="figure mx-auto d-block"><figcaption>Figure: After – Units corrected in VizieR table
-(screenshot)</figcaption></figure>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_1_units_after.png" alt="Screenshot -- VizieR table with units corrected" class="figure mx-auto d-block"><div class="figcaption">Figure: After – Units corrected in VizieR table
+(screenshot)</div>
+</figure>
 </div>
 </div>
 </div>
@@ -3266,15 +3283,17 @@ <h3 class="callout-title">Coordinates corrected<a class="anchor" aria-label="anc
 <!-- Link to paper: https://iopscience.iop.org/article/10.3847/0004-637X/822/2/59#apj522819t1 // Table 1-->
 <p>Here is an example of coordinates with discrepancies when the
 declination is at 0 degree.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_before.png" alt="Screenshot -- Table with wrong coordinates as made available in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Coordinates as written in original
-paper (screenshot). The following columns are displayed: Seq (catalog
-index number); BGPS source identifier; Hour, Minute and Second of Right
-Ascension (J2000); Sign, Degree, Arcminute, Arcsecond of the Declination
-(J2000).</figcaption></figure><!-- Link to Readme: J/ApJ/822/59 // https://cdsarc.cds.unistra.fr/viz-bin/ReadMe/J/ApJ/822/59?format=html&tex=true // clumps--><p>Once the error detected by our team (missing minus sign for some
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_before.png" alt="Screenshot -- Table with wrong coordinates as made available in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Coordinates as written in
+original paper (screenshot). The following columns are displayed: Seq
+(catalog index number); BGPS source identifier; Hour, Minute and Second
+of Right Ascension (J2000); Sign, Degree, Arcminute, Arcsecond of the
+Declination (J2000).</div>
+</figure><!-- Link to Readme: J/ApJ/822/59 // https://cdsarc.cds.unistra.fr/viz-bin/ReadMe/J/ApJ/822/59?format=html&tex=true // clumps--><p>Once the error detected by our team (missing minus sign for some
 Declinations), the positions were then updated, two years after the data
 ingestion in VizieR.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_after.png" alt="Screenshot -- VizieR table with coordinates corrected" class="figure mx-auto d-block"><figcaption>Figure: After – Coordinates corrected in VizieR table
-(screenshot)</figcaption></figure>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_after.png" alt="Screenshot -- VizieR table with coordinates corrected" class="figure mx-auto d-block"><div class="figcaption">Figure: After – Coordinates corrected in VizieR
+table (screenshot)</div>
+</figure>
 </div>
 </div>
 </div>
@@ -3292,13 +3311,15 @@ <h3 class="callout-title">Coordinates added<a class="anchor" aria-label="anchor"
 <!-- Link to paper: https://iopscience.iop.org/article/10.3847/1538-4357/ac0fda#apjac0fdat3 // Table 3-->
 <p>In the following example, we can see that no coordinate was provided
 in the original table.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_added_before.png" alt="Screenshot -- Table without coordinates as available in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Columns as written in original table
-(screenshot)</figcaption></figure><!-- Link to Readme: J/ApJ/919/121  // https://vizier.cds.unistra.fr/viz-bin/VizieR-3?-source=J/ApJ/919/121/table3&-out.max=50&-out.form=HTML%20Table&-oc.form=sexa // table 3 --><p>Using SIMBAD or otherwise the HASH PN databases (when no SIMBAD
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_added_before.png" alt="Screenshot -- Table without coordinates as available in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Columns as written in original
+table (screenshot)</div>
+</figure><!-- Link to Readme: J/ApJ/919/121  // https://vizier.cds.unistra.fr/viz-bin/VizieR-3?-source=J/ApJ/919/121/table3&-out.max=50&-out.form=HTML%20Table&-oc.form=sexa // table 3 --><p>Using SIMBAD or otherwise the HASH PN databases (when no SIMBAD
 corresponding match has been found – SimbadName empty), we were able to
 complement this table with positions.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_added_after.png" alt="Screenshot -- Table with SimbadName and coordinates informations added to the original columns" class="figure mx-auto d-block"><figcaption>Figure: After – Coordinates added in VizieR table
-(screenshot). The 4 columns in color are computed by VizieR, and not
-part of the original data.</figcaption></figure>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_added_after.png" alt="Screenshot -- Table with SimbadName and coordinates informations added to the original columns" class="figure mx-auto d-block"><div class="figcaption">Figure: After – Coordinates added in VizieR
+table (screenshot). The 4 columns in color are computed by VizieR, and
+not part of the original data.</div>
+</figure>
 </div>
 </div>
 </div>
@@ -3322,20 +3343,23 @@ <h3 class="callout-title">SIMBAD names added + misprint on names
 <!-- Link to paper: https://iopscience.iop.org/article/10.3847/0004-637X/833/1/20#apjaa431et1  -->
 <p>Here is an example of truncated SDSS names… Impossible to retrieve
 except by coordinates that we luckily have in this case.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_3_names_before.png" alt="Screenshot -- Table with truncated names as identifiers in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Table as written in the original
-paper. The following columns are displayed: Type, Name, f_Name; Hour,
-Minute and Second of Right Ascension (J2000); Sign, Degree, Arcminute,
-Arcsecond of the Declination (J2000); Teff, log(g), l_[Fe/H], [Fe/H],
-l_[C/Fe], [C/Fe], l_[C/Fe]c, [C/Fe]c, l_A(C), A(C), l_[Ba/Fe], [Ba/Fe],
-f_[Ba/Fe], l_[Eu/Fe], [Eu/Fe], f_[Eu/Fe]; Class, Bin, f_Bin, Out,
-Ref.</figcaption></figure><!-- Link to VizieR: J/ApJ/833/20  // https://vizier.cds.unistra.fr/viz-bin/VizieR?-source=J/ApJ/833/20 // table 1 --><p>So the SimbadName has been added after the process for SIMBAD where
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_3_names_before.png" alt="Screenshot -- Table with truncated names as identifiers in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Table as written in the
+original paper. The following columns are displayed: Type, Name, f_Name;
+Hour, Minute and Second of Right Ascension (J2000); Sign, Degree,
+Arcminute, Arcsecond of the Declination (J2000); Teff, log(g), l_[Fe/H],
+[Fe/H], l_[C/Fe], [C/Fe], l_[C/Fe]c, [C/Fe]c, l_A(C), A(C), l_[Ba/Fe],
+[Ba/Fe], f_[Ba/Fe], l_[Eu/Fe], [Eu/Fe], f_[Eu/Fe]; Class, Bin, f_Bin,
+Out, Ref.</div>
+</figure><!-- Link to VizieR: J/ApJ/833/20  // https://vizier.cds.unistra.fr/viz-bin/VizieR?-source=J/ApJ/833/20 // table 1 --><p>So the SimbadName has been added after the process for SIMBAD where
 misprints on coordinates have been detected (identified by the column
 <em>f_Name</em> set to <em>o</em> below for <em>Name = SDSS
 J1137+2553</em>, and highlighted in both figures Before/After). For this
 object with coordinates pointing to nothing, the right ones have been
 found thanks to the bibcode given in the table.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_3_names_after.png" alt="Screenshot -- VizieR table with SIMBAD-names added and misprint on names (in the declinaison) corrected" class="figure mx-auto d-block"><figcaption>Figure: After – Example of names recognized by SIMBAD
-added to the original table submitted to VizieR (screenshot)</figcaption></figure>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_3_names_after.png" alt="Screenshot -- VizieR table with SIMBAD-names added and misprint on names (in the declinaison) corrected" class="figure mx-auto d-block"><div class="figcaption">Figure: After – Example of names recognized by
+SIMBAD added to the original table submitted to VizieR
+(screenshot)</div>
+</figure>
 </div>
 </div>
 </div>
@@ -3356,8 +3380,9 @@ <h3 class="callout-title">Min-max values added<a class="anchor" aria-label="anch
 </h3>
 <div class="callout-content">
 <!-- Link to VizieR: J/A+A/569/A17 // https://cdsarc.cds.unistra.fr/viz-bin/ReadMe/J/A+A/569/A17?format=html&tex=true -->
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_4_minmax.png" alt="Screenshot -- VizieR ReadMe file with minimum and maximum values added to the numerical fields" class="figure mx-auto d-block"><figcaption>Figure: Example of minimum and maximum values (in
-brackets) added to a ReadMe file (screenshot)</figcaption></figure>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_4_minmax.png" alt="Screenshot -- VizieR ReadMe file with minimum and maximum values added to the numerical fields" class="figure mx-auto d-block"><div class="figcaption">Figure: Example of minimum and maximum values
+(in brackets) added to a ReadMe file (screenshot)</div>
+</figure>
 </div>
 </div>
 </div>
@@ -3385,13 +3410,16 @@ <h3 class="callout-title">Link between tables added<a class="anchor" aria-label=
 <p>In the example below, the column <em>Nz</em> (Number of high-z
 galaxies in a given cluster) has been added to the original Table 1 to
 create a link with the relics-z table.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_5_link_table_1.png" alt="Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data" class="figure mx-auto d-block"><figcaption>Figure: Example of column added to the original set –
-Table 1 – , adding more visibility to the data (screenshot)</figcaption></figure><p>By clicking on the value “14” from the column <em>Nz</em> for the
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_5_link_table_1.png" alt="Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data" class="figure mx-auto d-block"><div class="figcaption">Figure: Example of column added to the original
+set – Table 1 – , adding more visibility to the data (screenshot)</div>
+</figure><p>By clicking on the value “14” from the column <em>Nz</em> for the
 cluster “plckg004-19”, one will get automatically the corresponding rows
 from the relics-z table, without any extra filtering, as illustrated
 below.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_5_link_table_2.png" alt="Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data, and a quicker access to the corresponding results" class="figure mx-auto d-block"><figcaption>Figure: Example of column added to the original set –
-relics-z table – , adding more visibility to the data (screenshot)</figcaption></figure>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_5_link_table_2.png" alt="Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data, and a quicker access to the corresponding results" class="figure mx-auto d-block"><div class="figcaption">Figure: Example of column added to the original
+set – relics-z table – , adding more visibility to the data
+(screenshot)</div>
+</figure>
 </div>
 </div>
 </div>
@@ -3421,20 +3449,23 @@ <h3 class="callout-title">Cross-identification between tables<a class="anchor" a
 <p>However, it is not obvious that Bel10018 (SimbadName: [BFO2002] UMi
 10018) mentionned in <em>Table A</em> corresponds to COS 347 in
 <em>Table B</em>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table1.png" alt="Screenshot -- Table A as displayed in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Extract of Table A from paper
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table1.png" alt="Screenshot -- Table A as displayed in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Extract of Table A from paper
 (screenshot). The following columns are displayed: Name of stellar
 system, Star name, RA (J2000), DEC (J2000), Bmag, Vmag, Rmag, CoFe,
-e_CoFe, NiFe, e_NiFe.</figcaption></figure><figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table2_before.png" alt="Screenshot -- Table B as displayed in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – extract of Table B from paper
+e_CoFe, NiFe, e_NiFe.</div>
+</figure><figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table2_before.png" alt="Screenshot -- Table B as displayed in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – extract of Table B from paper
 (screenshot). The following columns are displayed: Name of the stellar
 system, Star name, Reference for HRS abundances, Cr-HRS, e_Cr-HRS,
-Co-HRS.</figcaption></figure><!-- Link to Vizier: J/ApJS/237/18 // https://cdsarc.cds.unistra.fr/viz-bin/cat/J/ApJS/237/18 --><p>As there are no common identifier or coordinates repeated in the
+Co-HRS.</div>
+</figure><!-- Link to Vizier: J/ApJS/237/18 // https://cdsarc.cds.unistra.fr/viz-bin/cat/J/ApJS/237/18 --><p>As there are no common identifier or coordinates repeated in the
 second table, the only alternative would have been to go through the
 list of references cited (3rd column of <em>Table B</em>) to get the
 coordinates and identify the object one by one. Therefore, the CDS team
 contacted the author to get the names and positions for <em>Table B</em>
 and create a better link between the two tables as displayed below.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table2_after.png" alt="Screenshot -- Table B updated as available on VizieR" class="figure mx-auto d-block"><figcaption>Figure: After – extract of Table B as available in
-VizieR (screenshot)</figcaption></figure>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table2_after.png" alt="Screenshot -- Table B updated as available on VizieR" class="figure mx-auto d-block"><div class="figcaption">Figure: After – extract of Table B as available
+in VizieR (screenshot)</div>
+</figure>
 </div>
 </div>
 </div>
@@ -3455,8 +3486,9 @@ <h3 class="callout-title">Tables updated<a class="anchor" aria-label="anchor" hr
 <div class="callout-content">
 <p>In the example below, one table from the original catalogue was
 updated, to reflect the changes published in an erratum.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_7_errata.png" alt="Screenshot -- Table from catalogue updated to be consistent with erratum publication" class="figure mx-auto d-block"><figcaption>Figure: Example of a table updated following erratum
-publication (screenshot)</figcaption></figure>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_7_errata.png" alt="Screenshot -- Table from catalogue updated to be consistent with erratum publication" class="figure mx-auto d-block"><div class="figcaption">Figure: Example of a table updated following
+erratum publication (screenshot)</div>
+</figure>
 </div>
 </div>
 </div>
@@ -3470,8 +3502,9 @@ <h3 class="callout-title">Tables updated<a class="anchor" aria-label="anchor" hr
 CDS</a> and other participating <a href="https://vizier.cfa.harvard.edu/vizier/mirrors.gml" class="external-link">data
 centers</a> (e.g. at <a href="https://vizier.cfa.harvard.edu/" class="external-link">CfA/Harvard (USA)</a> or <a href="http://vizier.nao.ac.jp/" class="external-link">NOAJ/ADAC (Japan)</a>), as well as all
 VO compatible services.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step4.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, step 4
-“curation &amp; verification”</figcaption></figure><!--  ----------------------------------------- --><!--            Summary                         --><!--  ----------------------------------------- --></section><section id="summary-what-happens-to-your-data-at-cds"><h2 class="section-heading">Summary: What happens to your data at CDS?<a class="anchor" aria-label="anchor" href="#summary-what-happens-to-your-data-at-cds"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step4.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC, step
+4 “curation &amp; verification”</div>
+</figure><!--  ----------------------------------------- --><!--            Summary                         --><!--  ----------------------------------------- --></section><section id="summary-what-happens-to-your-data-at-cds"><h2 class="section-heading">Summary: What happens to your data at CDS?<a class="anchor" aria-label="anchor" href="#summary-what-happens-to-your-data-at-cds"></a>
 </h2>
 <hr class="half-width">
 <div id="keypoints1" class="callout keypoints">
@@ -3563,8 +3596,9 @@ <h3 class="card-title">Objectives</h3>
 <p>Once your data have been successfully ingested into VizieR, they
 begin their journey into the Virtual Observatory, as illustrated in the
 figure below.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/full.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: last step of the journey - step integration into the IVOA, EUDAT and finally EOSC, right after - step data published in a refereed paper, step preparation of the data, step submission of the data, steps curation and verification of the data" class="figure mx-auto d-block"><figcaption>Figure: Full data journey from a publication to EOSC,
-step 5 “integration into the IVOA, EUDAT and finally EOSC”</figcaption></figure><p>Work within the <a href="https://projectescape.eu/" class="external-link">ESCAPE
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/full.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: last step of the journey - step integration into the IVOA, EUDAT and finally EOSC, right after - step data published in a refereed paper, step preparation of the data, step submission of the data, steps curation and verification of the data" class="figure mx-auto d-block"><div class="figcaption">Figure: Full data journey from a publication to
+EOSC, step 5 “integration into the IVOA, EUDAT and finally EOSC”</div>
+</figure><p>Work within the <a href="https://projectescape.eu/" class="external-link">ESCAPE
 project</a> and the <a href="https://eoscfuture.eu/" class="external-link">EOSC Future
 project</a> has been aimed at connecting the existing astronomy data
 publishing systems to the <a href="https://eosc.eu/" class="external-link">European Open
@@ -3606,8 +3640,9 @@ <h3 class="card-title">Objectives</h3>
 materials and tutorials on how to use its features. The Portal also
 offers information for potential service providers on how to onboard
 their services to the EOSC Portal Catalogue &amp; Marketplace.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/eosc_portal__main_page.png" alt="Screenshot: EOSC Portal homepage, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: EOSC Portal homepage (screenshot from
-September 2023)</figcaption></figure><!--  ----------------------------------------- --><!--            Case study 	                --><!--  ----------------------------------------- --></section><section id="case-study-gaia-dr3"><h2 class="section-heading">Case Study: Gaia DR3<a class="anchor" aria-label="anchor" href="#case-study-gaia-dr3"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/eosc_portal__main_page.png" alt="Screenshot: EOSC Portal homepage, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: EOSC Portal homepage (screenshot from
+September 2023)</div>
+</figure><!--  ----------------------------------------- --><!--            Case study 	                --><!--  ----------------------------------------- --></section><section id="case-study-gaia-dr3"><h2 class="section-heading">Case Study: Gaia DR3<a class="anchor" aria-label="anchor" href="#case-study-gaia-dr3"></a>
 </h2>
 <hr class="half-width">
 <p>In the following, we will show how to find your data in EOSC, using
@@ -3619,12 +3654,14 @@ <h3 id="step-1-search">Step 1: Search<a class="anchor" aria-label="anchor" href=
 <p>The first step is to type the name of your catalogue, dataset, paper,
 DOI in the Search bar on <a href="https://eosc-portal.eu/" class="external-link">EOSC
 portal</a>, as illustrated in the figure below.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step1_search.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' using homepage, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal –
-search from homepage (screenshot from September 2023)</figcaption></figure><p>You can also <a href="https://marketplace.eosc-portal.eu/" class="external-link">browse
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step1_search.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' using homepage, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– search from homepage (screenshot from September 2023)</div>
+</figure><p>You can also <a href="https://marketplace.eosc-portal.eu/" class="external-link">browse
 directly the Marketplace</a>, from the same website. You will get the
 same results in the end.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step1_search_browse_marketplace.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' using 'Browse Marketplace' page, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal –
-Browse Marketplace tab (screenshot from September 2023)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step1_search_browse_marketplace.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' using 'Browse Marketplace' page, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– Browse Marketplace tab (screenshot from September 2023)</div>
+</figure><hr>
 <hr>
 </div>
 <div class="section level3">
@@ -3636,8 +3673,9 @@ <h3 id="step-2-scan-list-of-records">Step 2: Scan list of records<a class="ancho
 data at the top (eg. Catalogs, Publications, Data, Software …).</p>
 <p>In our example (Gaia DR3), we can see that the search is done on
 multiple fields: Title, Author names, abstract.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step2_all_records.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal – all
-records (screenshot from September 2023)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step2_all_records.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– all records (screenshot from September 2023)</div>
+</figure><hr>
 <!-- --------------------- -->
 </div>
 <div class="section level3">
@@ -3648,8 +3686,10 @@ <h3 id="advanced-search">Advanced search<a class="anchor" aria-label="anchor" hr
 the ‘Show Advanced Search’ button below the main Search bar.</p>
 <p>The search can be narrowed by ‘author’, ‘exact phrase’, ‘in title’,
 ‘none of’, as illustrated in the Figure below.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step2_all_records_advanced_filtering.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records and filtering using the 'advanced search' option, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal – all
-records, with extra filtering (screenshot from September 2023)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step2_all_records_advanced_filtering.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records and filtering using the 'advanced search' option, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– all records, with extra filtering (screenshot from September
+2023)</div>
+</figure><hr>
 <hr>
 </div>
 <div class="section level3">
@@ -3665,8 +3705,9 @@ <h3 id="step-3-select-an-entry">Step 3: Select an entry<a class="anchor" aria-la
 select one of the two data sources available: <a href="https://doi.org/http://doi.org/10.26093/cds/vizier.1355" class="external-link">B2FIND</a>
 or <a href="https://doi.org/10.26093/cds/vizier.1355" class="external-link">Strasbourg
 Astronomical Data Center</a>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step3_result.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3', from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal –
-result (screenshot from September 2023)</figcaption></figure><!--  ----------------------------------------- --><!--            Example				--><!--  ----------------------------------------- -->
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step3_result.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3', from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– result (screenshot from September 2023)</div>
+</figure><!--  ----------------------------------------- --><!--            Example				--><!--  ----------------------------------------- -->
 </div>
 </section><section id="examples-try-it-yourself"><h2 class="section-heading">Examples: try it yourself<a class="anchor" aria-label="anchor" href="#examples-try-it-yourself"></a>
 </h2>
@@ -3838,8 +3879,8 @@ <h3 class="callout-title">Key Points<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": "2023-11-06",
-  "dateModified": "2024-02-27",
-  "datePublished": "2024-02-27"
+  "dateModified": "2024-03-05",
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index 01bd296..f08b1b4 100644
--- a/images.html
+++ b/images.html
@@ -313,179 +313,220 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 <hr class="half-width">
 <h3 id="section1_intro-figure-1">Figure 1</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: VizieR Catalogue collection page, example for 'mission:gaia', from July 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_catalogue_collection_july2023.png" alt="Screenshot: VizieR Catalogue collection page, example for 'mission:gaia', from July 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR Catalogue collection page - example
-when selecting Gaia mission catalogues (screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_catalogue_collection_july2023.png" alt="Screenshot: VizieR Catalogue collection page, example for 'mission:gaia', from July 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR Catalogue collection page -
+example when selecting Gaia mission catalogues (screenshot)</div>
+</figure><hr>
 <h3 id="section1_intro-figure-2">Figure 2</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Figure: VizieR and the interoperability with the CDS services. The full list of services is described just above.’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_tools_and_vo__logos.svg" alt="Figure: VizieR and the interoperability with the CDS services. The full list of services is described just above." class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogues accessible through CDS
-services</figcaption></figure><hr></section><section id="section_fair_astro"><h2 class="section-heading"><a href="section_fair_astro.html">FAIR principles for astronomical data</a></h2>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_tools_and_vo__logos.svg" alt="Figure: VizieR and the interoperability with the CDS services. The full list of services is described just above." class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogues accessible through CDS
+services</div>
+</figure><hr></section><section id="section_fair_astro"><h2 class="section-heading"><a href="section_fair_astro.html">FAIR principles for astronomical data</a></h2>
 <hr class="half-width">
 <h3 id="section_fair_astro-figure-1">Figure 1</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Figure -- Summary data journey from a publication to VizieR and then EOSC: beginning of the journey - step data published in a refereed paper’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step0.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: beginning of the journey - step data published in a refereed paper" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, beginning
-of the journey - step 1 “peer reviewed datasets”</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step0.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: beginning of the journey - step data published in a refereed paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC,
+beginning of the journey - step 1 “peer reviewed datasets”</div>
+</figure><hr>
 <h3 id="section_fair_astro-figure-2">Figure 2</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Findable Accessible Interoperable Reusable principles cartoon from 'Open Science Training Handbook'’</p>
 <p><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/fair_principles.png" alt="Findable Accessible Interoperable Reusable principles cartoon from 'Open Science Training Handbook'" class="figure"><em>Credit: Open Science Training Handbook, CC0 1.0 Universal, <a href="https://doi.org/10.5281/zenodo.1212496" class="external-link uri">https://doi.org/10.5281/zenodo.1212496</a></em></p>
 <hr>
 <h3 id="section_fair_astro-figure-3">Figure 3</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Small extract of Table 8 from VizieR catalogue J/ApJS/261/19, displaying 4 columns for the effective temperature: TeffR, TeffS, TeffP and Teff, the latter one corresponding to their adopted temperature’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main//episodes/images/vizier_adopted_value_example.png" alt="Small extract of Table 8 from VizieR catalogue J/ApJS/261/19, displaying 4 columns for the effective temperature: TeffR, TeffS, TeffP and Teff, the latter one corresponding to their adopted temperature" class="figure mx-auto d-block"><figcaption>Figure: Extract of Table 8 from VizieR catalogue
-J/ApJS/261/19</figcaption></figure><hr></section><section id="section_submission_per_journal"><h2 class="section-heading"><a href="section_submission_per_journal.html">Submission routes and journals</a></h2>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main//episodes/images/vizier_adopted_value_example.png" alt="Small extract of Table 8 from VizieR catalogue J/ApJS/261/19, displaying 4 columns for the effective temperature: TeffR, TeffS, TeffP and Teff, the latter one corresponding to their adopted temperature" class="figure mx-auto d-block"><div class="figcaption">Figure: Extract of Table 8 from VizieR catalogue
+J/ApJS/261/19</div>
+</figure><hr></section><section id="section_submission_per_journal"><h2 class="section-heading"><a href="section_submission_per_journal.html">Submission routes and journals</a></h2>
 <hr class="half-width"></section><section id="section_prepare_data"><h2 class="section-heading"><a href="section_prepare_data.html">Preparing your data</a></h2>
 <hr class="half-width">
 <h3 id="section_prepare_data-figure-1">Figure 1</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Figure -- Summary data journey from a publication to VizieR and then EOSC: second step of the journey - step preparation of the data, right after - step data published in a refereed paper’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step1.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: second step of the journey - step preparation of the data, right after - step data published in a refereed paper" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, step 2
-“preparation of the data”</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step1.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: second step of the journey - step preparation of the data, right after - step data published in a refereed paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC, step
+2 “preparation of the data”</div>
+</figure><hr>
 <h3 id="section_prepare_data-figure-2">Figure 2</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: Example of a VizieR table ingested. The figure shows the first 20 rows for the table 'I/355/gaiadr3'.’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_table_example.png" alt="Screenshot: Example of a VizieR table ingested. The figure shows the first 20 rows for the table 'I/355/gaiadr3'." class="figure mx-auto d-block"><figcaption>Figure: Example of a VizieR table ingested: catalogue
-Gaia DR3 - ref I/355/gaiadr3 (screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_table_example.png" alt="Screenshot: Example of a VizieR table ingested. The figure shows the first 20 rows for the table 'I/355/gaiadr3'." class="figure mx-auto d-block"><div class="figcaption">Figure: Example of a VizieR table ingested:
+catalogue Gaia DR3 - ref I/355/gaiadr3 (screenshot)</div>
+</figure><hr>
 <h3 id="section_prepare_data-figure-3">Figure 3</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: Example of spectra ingested and available through the Saada VizieR page, associated with the catalogue 'J/A+A/589/A36'. ’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_saada_example_spectra.png" alt="Screenshot: Example of spectra ingested and available through the Saada VizieR page, associated with the catalogue 'J/A+A/589/A36'. " class="figure mx-auto d-block"><figcaption>Figure: Example of VizieR associated data from the
-Saada/VizieR page: spectra (screenshot)</figcaption></figure><hr></section><section id="section_submit_data"><h2 class="section-heading"><a href="section_submit_data.html">Submitting astronomical data</a></h2>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_saada_example_spectra.png" alt="Screenshot: Example of spectra ingested and available through the Saada VizieR page, associated with the catalogue 'J/A+A/589/A36'. " class="figure mx-auto d-block"><div class="figcaption">Figure: Example of VizieR associated data from
+the Saada/VizieR page: spectra (screenshot)</div>
+</figure><hr></section><section id="section_submit_data"><h2 class="section-heading"><a href="section_submit_data.html">Submitting astronomical data</a></h2>
 <hr class="half-width">
 <h3 id="section_submit_data-figure-1">Figure 1</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Figure -- Summary data journey from a publication to VizieR and then EOSC: third step of the journey - step submission of the data, right after - step data published in a refereed paper, step preparation of the data’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step2.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: third step of the journey - step submission of the data, right after - step data published in a refereed paper, step preparation of the data" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, step 3
-“submission of the data”</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step2.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: third step of the journey - step submission of the data, right after - step data published in a refereed paper, step preparation of the data" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC, step
+3 “submission of the data”</div>
+</figure><hr>
 <h3 id="section_submit_data-figure-2">Figure 2</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: ReadMe Generator Python library Github page, from July 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_cdspyreadme.png" alt="Screenshot: ReadMe Generator Python library Github page, from July 2023" class="figure mx-auto d-block"><figcaption>Figure: ReadMe Generator Python library Github page
-(screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_cdspyreadme.png" alt="Screenshot: ReadMe Generator Python library Github page, from July 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: ReadMe Generator Python library Github
+page (screenshot)</div>
+</figure><hr>
 <h3 id="section_submit_data-figure-3">Figure 3</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: VizieR Catalogue upload page, start uploading Tables after initiating a session, from June 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step1_tables.png" alt="Screenshot: VizieR Catalogue upload page, start uploading Tables after initiating a session, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step Tables
-(screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step1_tables.png" alt="Screenshot: VizieR Catalogue upload page, start uploading Tables after initiating a session, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step
+Tables (screenshot)</div>
+</figure><hr>
 <h3 id="section_submit_data-figure-4">Figure 4</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: VizieR Catalogue upload page, fill the ReadMe file after initiating a session and uploading your tables, from June 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step2_readme.png" alt="Screenshot: VizieR Catalogue upload page, fill the ReadMe file after initiating a session and uploading your tables, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step Readme
-(screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step2_readme.png" alt="Screenshot: VizieR Catalogue upload page, fill the ReadMe file after initiating a session and uploading your tables, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step
+Readme (screenshot)</div>
+</figure><hr>
 <h3 id="section_submit_data-figure-5">Figure 5</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: VizieR Catalogue upload page, upload associated data: FITS Spectra and Time Series after initiating a session, uploading your tables and filling the ReadMe file, from June 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step3_fits_spectra.png" alt="Screenshot: VizieR Catalogue upload page, upload associated data: FITS Spectra and Time Series after initiating a session, uploading your tables and filling the ReadMe file, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step FITS
-Spectra(screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step3_fits_spectra.png" alt="Screenshot: VizieR Catalogue upload page, upload associated data: FITS Spectra and Time Series after initiating a session, uploading your tables and filling the ReadMe file, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step FITS
+Spectra(screenshot)</div>
+</figure><hr>
 <h3 id="section_submit_data-figure-6">Figure 6</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: VizieR Catalogue upload page, upload associated data: FITS Images after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra and Time Series, from June 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step4_fits_images.png" alt="Screenshot: VizieR Catalogue upload page, upload associated data: FITS Images after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra and Time Series, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step FITS
-images (Screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step4_fits_images.png" alt="Screenshot: VizieR Catalogue upload page, upload associated data: FITS Images after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra and Time Series, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step FITS
+images (Screenshot)</div>
+</figure><hr>
 <h3 id="section_submit_data-figure-7">Figure 7</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: VizieR Catalogue upload page, validate your submission after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra / Time Series and FITS images, from June 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step5_validate.png" alt="Screenshot: VizieR Catalogue upload page, validate your submission after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra / Time Series and FITS images, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step Validate
-(Screenshot)</figcaption></figure><hr></section><section id="section_data_curation"><h2 class="section-heading"><a href="section_data_curation.html">Data curation at CDS</a></h2>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step5_validate.png" alt="Screenshot: VizieR Catalogue upload page, validate your submission after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra / Time Series and FITS images, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step
+Validate (Screenshot)</div>
+</figure><hr></section><section id="section_data_curation"><h2 class="section-heading"><a href="section_data_curation.html">Data curation at CDS</a></h2>
 <hr class="half-width">
 <h3 id="section_data_curation-figure-1">Figure 1</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step3.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, step 4
-“curation &amp; verification”</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step3.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC, step
+4 “curation &amp; verification”</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-2">Figure 2</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- Table with wrong units as displayed in paper’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_1_units_before.png" alt="Screenshot -- Table with wrong units as displayed in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Units as written in original paper
-(screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_1_units_before.png" alt="Screenshot -- Table with wrong units as displayed in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Units as written in original
+paper (screenshot)</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-3">Figure 3</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- VizieR table with units corrected’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_1_units_after.png" alt="Screenshot -- VizieR table with units corrected" class="figure mx-auto d-block"><figcaption>Figure: After – Units corrected in VizieR table
-(screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_1_units_after.png" alt="Screenshot -- VizieR table with units corrected" class="figure mx-auto d-block"><div class="figcaption">Figure: After – Units corrected in VizieR table
+(screenshot)</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-4">Figure 4</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- Table with wrong coordinates as made available in paper’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_before.png" alt="Screenshot -- Table with wrong coordinates as made available in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Coordinates as written in original
-paper (screenshot). The following columns are displayed: Seq (catalog
-index number); BGPS source identifier; Hour, Minute and Second of Right
-Ascension (J2000); Sign, Degree, Arcminute, Arcsecond of the Declination
-(J2000).</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_before.png" alt="Screenshot -- Table with wrong coordinates as made available in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Coordinates as written in
+original paper (screenshot). The following columns are displayed: Seq
+(catalog index number); BGPS source identifier; Hour, Minute and Second
+of Right Ascension (J2000); Sign, Degree, Arcminute, Arcsecond of the
+Declination (J2000).</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-5">Figure 5</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- VizieR table with coordinates corrected’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_after.png" alt="Screenshot -- VizieR table with coordinates corrected" class="figure mx-auto d-block"><figcaption>Figure: After – Coordinates corrected in VizieR table
-(screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_after.png" alt="Screenshot -- VizieR table with coordinates corrected" class="figure mx-auto d-block"><div class="figcaption">Figure: After – Coordinates corrected in VizieR
+table (screenshot)</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-6">Figure 6</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- Table without coordinates as available in paper’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_added_before.png" alt="Screenshot -- Table without coordinates as available in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Columns as written in original table
-(screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_added_before.png" alt="Screenshot -- Table without coordinates as available in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Columns as written in original
+table (screenshot)</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-7">Figure 7</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- Table with SimbadName and coordinates informations added to the original columns’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_added_after.png" alt="Screenshot -- Table with SimbadName and coordinates informations added to the original columns" class="figure mx-auto d-block"><figcaption>Figure: After – Coordinates added in VizieR table
-(screenshot). The 4 columns in color are computed by VizieR, and not
-part of the original data.</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_added_after.png" alt="Screenshot -- Table with SimbadName and coordinates informations added to the original columns" class="figure mx-auto d-block"><div class="figcaption">Figure: After – Coordinates added in VizieR
+table (screenshot). The 4 columns in color are computed by VizieR, and
+not part of the original data.</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-8">Figure 8</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- Table with truncated names as identifiers in paper’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_3_names_before.png" alt="Screenshot -- Table with truncated names as identifiers in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Table as written in the original
-paper. The following columns are displayed: Type, Name, f_Name; Hour,
-Minute and Second of Right Ascension (J2000); Sign, Degree, Arcminute,
-Arcsecond of the Declination (J2000); Teff, log(g), l_[Fe/H], [Fe/H],
-l_[C/Fe], [C/Fe], l_[C/Fe]c, [C/Fe]c, l_A(C), A(C), l_[Ba/Fe], [Ba/Fe],
-f_[Ba/Fe], l_[Eu/Fe], [Eu/Fe], f_[Eu/Fe]; Class, Bin, f_Bin, Out,
-Ref.</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_3_names_before.png" alt="Screenshot -- Table with truncated names as identifiers in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Table as written in the
+original paper. The following columns are displayed: Type, Name, f_Name;
+Hour, Minute and Second of Right Ascension (J2000); Sign, Degree,
+Arcminute, Arcsecond of the Declination (J2000); Teff, log(g), l_[Fe/H],
+[Fe/H], l_[C/Fe], [C/Fe], l_[C/Fe]c, [C/Fe]c, l_A(C), A(C), l_[Ba/Fe],
+[Ba/Fe], f_[Ba/Fe], l_[Eu/Fe], [Eu/Fe], f_[Eu/Fe]; Class, Bin, f_Bin,
+Out, Ref.</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-9">Figure 9</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- VizieR table with SIMBAD-names added and misprint on names (in the declinaison) corrected’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_3_names_after.png" alt="Screenshot -- VizieR table with SIMBAD-names added and misprint on names (in the declinaison) corrected" class="figure mx-auto d-block"><figcaption>Figure: After – Example of names recognized by SIMBAD
-added to the original table submitted to VizieR (screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_3_names_after.png" alt="Screenshot -- VizieR table with SIMBAD-names added and misprint on names (in the declinaison) corrected" class="figure mx-auto d-block"><div class="figcaption">Figure: After – Example of names recognized by
+SIMBAD added to the original table submitted to VizieR
+(screenshot)</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-10">Figure 10</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- VizieR ReadMe file with minimum and maximum values added to the numerical fields’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_4_minmax.png" alt="Screenshot -- VizieR ReadMe file with minimum and maximum values added to the numerical fields" class="figure mx-auto d-block"><figcaption>Figure: Example of minimum and maximum values (in
-brackets) added to a ReadMe file (screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_4_minmax.png" alt="Screenshot -- VizieR ReadMe file with minimum and maximum values added to the numerical fields" class="figure mx-auto d-block"><div class="figcaption">Figure: Example of minimum and maximum values
+(in brackets) added to a ReadMe file (screenshot)</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-11">Figure 11</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_5_link_table_1.png" alt="Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data" class="figure mx-auto d-block"><figcaption>Figure: Example of column added to the original set –
-Table 1 – , adding more visibility to the data (screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_5_link_table_1.png" alt="Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data" class="figure mx-auto d-block"><div class="figcaption">Figure: Example of column added to the original
+set – Table 1 – , adding more visibility to the data (screenshot)</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-12">Figure 12</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data, and a quicker access to the corresponding results’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_5_link_table_2.png" alt="Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data, and a quicker access to the corresponding results" class="figure mx-auto d-block"><figcaption>Figure: Example of column added to the original set –
-relics-z table – , adding more visibility to the data (screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_5_link_table_2.png" alt="Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data, and a quicker access to the corresponding results" class="figure mx-auto d-block"><div class="figcaption">Figure: Example of column added to the original
+set – relics-z table – , adding more visibility to the data
+(screenshot)</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-13">Figure 13</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- Table A as displayed in paper’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table1.png" alt="Screenshot -- Table A as displayed in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Extract of Table A from paper
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table1.png" alt="Screenshot -- Table A as displayed in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Extract of Table A from paper
 (screenshot). The following columns are displayed: Name of stellar
 system, Star name, RA (J2000), DEC (J2000), Bmag, Vmag, Rmag, CoFe,
-e_CoFe, NiFe, e_NiFe.</figcaption></figure><hr>
+e_CoFe, NiFe, e_NiFe.</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-14">Figure 14</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- Table B as displayed in paper’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table2_before.png" alt="Screenshot -- Table B as displayed in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – extract of Table B from paper
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table2_before.png" alt="Screenshot -- Table B as displayed in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – extract of Table B from paper
 (screenshot). The following columns are displayed: Name of the stellar
 system, Star name, Reference for HRS abundances, Cr-HRS, e_Cr-HRS,
-Co-HRS.</figcaption></figure><hr>
+Co-HRS.</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-15">Figure 15</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- Table B updated as available on VizieR’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table2_after.png" alt="Screenshot -- Table B updated as available on VizieR" class="figure mx-auto d-block"><figcaption>Figure: After – extract of Table B as available in
-VizieR (screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table2_after.png" alt="Screenshot -- Table B updated as available on VizieR" class="figure mx-auto d-block"><div class="figcaption">Figure: After – extract of Table B as available
+in VizieR (screenshot)</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-16">Figure 16</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- Table from catalogue updated to be consistent with erratum publication’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_7_errata.png" alt="Screenshot -- Table from catalogue updated to be consistent with erratum publication" class="figure mx-auto d-block"><figcaption>Figure: Example of a table updated following erratum
-publication (screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_7_errata.png" alt="Screenshot -- Table from catalogue updated to be consistent with erratum publication" class="figure mx-auto d-block"><div class="figcaption">Figure: Example of a table updated following
+erratum publication (screenshot)</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-17">Figure 17</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step4.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, step 4
-“curation &amp; verification”</figcaption></figure><hr></section><section id="section_eosc"><h2 class="section-heading"><a href="section_eosc.html">Journey of your data in the VO and EOSC</a></h2>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step4.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC, step
+4 “curation &amp; verification”</div>
+</figure><hr></section><section id="section_eosc"><h2 class="section-heading"><a href="section_eosc.html">Journey of your data in the VO and EOSC</a></h2>
 <hr class="half-width">
 <h3 id="section_eosc-figure-1">Figure 1</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Figure -- Summary data journey from a publication to VizieR and then EOSC: last step of the journey - step integration into the IVOA, EUDAT and finally EOSC, right after - step data published in a refereed paper, step preparation of the data, step submission of the data, steps curation and verification of the data’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/full.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: last step of the journey - step integration into the IVOA, EUDAT and finally EOSC, right after - step data published in a refereed paper, step preparation of the data, step submission of the data, steps curation and verification of the data" class="figure mx-auto d-block"><figcaption>Figure: Full data journey from a publication to EOSC,
-step 5 “integration into the IVOA, EUDAT and finally EOSC”</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/full.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: last step of the journey - step integration into the IVOA, EUDAT and finally EOSC, right after - step data published in a refereed paper, step preparation of the data, step submission of the data, steps curation and verification of the data" class="figure mx-auto d-block"><div class="figcaption">Figure: Full data journey from a publication to
+EOSC, step 5 “integration into the IVOA, EUDAT and finally EOSC”</div>
+</figure><hr>
 <h3 id="section_eosc-figure-2">Figure 2</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: EOSC Portal homepage, from September 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/eosc_portal__main_page.png" alt="Screenshot: EOSC Portal homepage, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: EOSC Portal homepage (screenshot from
-September 2023)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/eosc_portal__main_page.png" alt="Screenshot: EOSC Portal homepage, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: EOSC Portal homepage (screenshot from
+September 2023)</div>
+</figure><hr>
 <h3 id="section_eosc-figure-3">Figure 3</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: EOSC Portal search for 'Gaia DR3' using homepage, from September 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step1_search.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' using homepage, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal –
-search from homepage (screenshot from September 2023)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step1_search.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' using homepage, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– search from homepage (screenshot from September 2023)</div>
+</figure><hr>
 <h3 id="section_eosc-figure-4">Figure 4</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: EOSC Portal search for 'Gaia DR3' using 'Browse Marketplace' page, from September 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step1_search_browse_marketplace.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' using 'Browse Marketplace' page, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal –
-Browse Marketplace tab (screenshot from September 2023)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step1_search_browse_marketplace.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' using 'Browse Marketplace' page, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– Browse Marketplace tab (screenshot from September 2023)</div>
+</figure><hr>
 <h3 id="section_eosc-figure-5">Figure 5</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records, from September 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step2_all_records.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal – all
-records (screenshot from September 2023)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step2_all_records.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– all records (screenshot from September 2023)</div>
+</figure><hr>
 <h3 id="section_eosc-figure-6">Figure 6</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records and filtering using the 'advanced search' option, from September 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step2_all_records_advanced_filtering.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records and filtering using the 'advanced search' option, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal – all
-records, with extra filtering (screenshot from September 2023)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step2_all_records_advanced_filtering.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records and filtering using the 'advanced search' option, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– all records, with extra filtering (screenshot from September
+2023)</div>
+</figure><hr>
 <h3 id="section_eosc-figure-7">Figure 7</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: EOSC Portal search for 'Gaia DR3', from September 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step3_result.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3', from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal –
-result (screenshot from September 2023)</figcaption></figure><hr></section>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step3_result.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3', from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– result (screenshot from September 2023)</div>
+</figure><hr></section>
 </div>
     </main>
 </div>
@@ -533,8 +574,8 @@ <h3 id="section_eosc-figure-7">Figure 7</h3>
   "url": "https://carpentries.github.io/workbench-template-md/images.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/images.html",
   "dateCreated": "2023-11-06",
-  "dateModified": "2024-02-27",
-  "datePublished": "2024-02-27"
+  "dateModified": "2024-03-05",
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 88a6396..3f35e1e 100644
--- a/index.html
+++ b/index.html
@@ -338,10 +338,11 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 The data then propagate to be finally available through <a href="https://eosc-portal.eu/" class="external-link">EOSC Portal</a>, which is an online
 interface for the EOSC project where people can access research outputs
 (publications, data, software) but also submit their own data.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/full.svg" alt="Summary Data journey from a publication to VizieR and then EOSC, full path" class="figure mx-auto d-block"><figcaption>Figure: Full data journey from a publication to EOSC.
-In this course, we will focus on the publication of data via the CDS
-VizieR service (left lightouse). But the process is similar for other
-data centers (smaller lighthouses on the right).</figcaption></figure></section><section id="target-audience"><h2 class="section-heading">Target audience<a class="anchor" aria-label="anchor" href="#target-audience"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/full.svg" alt="Summary Data journey from a publication to VizieR and then EOSC, full path" class="figure mx-auto d-block"><div class="figcaption">Figure: Full data journey from a publication to
+EOSC. In this course, we will focus on the publication of data via the
+CDS VizieR service (left lightouse). But the process is similar for
+other data centers (smaller lighthouses on the right).</div>
+</figure></section><section id="target-audience"><h2 class="section-heading">Target audience<a class="anchor" aria-label="anchor" href="#target-audience"></a>
 </h2>
 <hr class="half-width"><!-- Astronomers who want to publish their data (table, images, spectra, …), and make them available to the community, following the FAIR principles. --><p>This training is aimed at researchers in astronomy who want to:</p>
 <ul><li>Make their published data (tables, images, spectra, …)
@@ -489,8 +490,8 @@ <h3 class="callout-title">Checklist<a class="anchor" aria-label="anchor" href="#
   "url": "https://carpentries.github.io/workbench-template-md/index.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/index.html",
   "dateCreated": "2023-11-06",
-  "dateModified": "2024-02-27",
-  "datePublished": "2024-02-27"
+  "dateModified": "2024-03-05",
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 7f55314..87661af 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -390,8 +390,8 @@ <h1>Instructor Notes</h1>
   "url": "https://carpentries.github.io/workbench-template-md/instructor-notes.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor-notes.html",
   "dateCreated": "2023-11-06",
-  "dateModified": "2024-02-27",
-  "datePublished": "2024-02-27"
+  "dateModified": "2024-03-05",
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 130aea4..c9428c2 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -346,8 +346,8 @@ <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": "2023-11-06",
-  "dateModified": "2024-02-27",
-  "datePublished": "2024-02-27"
+  "dateModified": "2024-03-05",
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index c49180c..6efffb3 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -368,7 +368,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2022-08-05",
-  "datePublished": "2024-02-27"
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 48bd2c3..ae37f74 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -420,7 +420,7 @@ <h1>Licenses</h1>
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/LICENSE.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2022-04-22",
-  "datePublished": "2024-02-27"
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index e6ca801..271fb04 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -372,8 +372,9 @@ <h3 class="card-title">Objectives</h3>
 catalogues have not yet been incorporated into the VizieR database. The
 full list of catalogues is available from there: <a href="https://cdsarc.cds.unistra.fr/viz-bin/cat?" class="external-link">Catalogue collection
 page</a>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_catalogue_collection_july2023.png" alt="Screenshot: VizieR Catalogue collection page, example for 'mission:gaia', from July 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR Catalogue collection page - example
-when selecting Gaia mission catalogues (screenshot)</figcaption></figure><p>VizieR and more generally speaking the CDS are quite involved in the
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_catalogue_collection_july2023.png" alt="Screenshot: VizieR Catalogue collection page, example for 'mission:gaia', from July 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR Catalogue collection page -
+example when selecting Gaia mission catalogues (screenshot)</div>
+</figure><p>VizieR and more generally speaking the CDS are quite involved in the
 data preservation aspect, as evidenced by the <a href="https://www.coretrustseal.org/about/history/data-seal-of-approval-synopsis-2008-2018/" class="external-link">DSA</a>
 and <a href="https://www.coretrustseal.org/" class="external-link">CTS</a> certifications
 awarded over the last years. More details on the topic can be found at
@@ -452,8 +453,9 @@ <h3 class="card-title">Objectives</h3>
 </li>
 <li>VizieR tables with astronomical objects can be processed in <a href="https://simbad.cds.unistra.fr/simbad/" class="external-link">SIMBAD</a>.</li>
 </ul>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_tools_and_vo__logos.svg" alt="Figure: VizieR and the interoperability with the CDS services. The full list of services is described just above." class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogues accessible through CDS
-services</figcaption></figure><!--  ----------------------------------------- --><!--    Why distribute your data through Vizier --><!--  ----------------------------------------- --><!-- Source: Written notes from Gilles --></section><section id="why-distribute-your-data-through-vizier"><h2 class="section-heading">Why distribute your data through VizieR?<a class="anchor" aria-label="anchor" href="#why-distribute-your-data-through-vizier"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_tools_and_vo__logos.svg" alt="Figure: VizieR and the interoperability with the CDS services. The full list of services is described just above." class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogues accessible through CDS
+services</div>
+</figure><!--  ----------------------------------------- --><!--    Why distribute your data through Vizier --><!--  ----------------------------------------- --><!-- Source: Written notes from Gilles --></section><section id="why-distribute-your-data-through-vizier"><h2 class="section-heading">Why distribute your data through VizieR?<a class="anchor" aria-label="anchor" href="#why-distribute-your-data-through-vizier"></a>
 </h2>
 <hr class="half-width">
 <p>In addition to the interoperability with the VO tools mentioned
@@ -607,8 +609,9 @@ <h3 class="card-title">Objectives</h3>
 their usability.</p>
 <p>In this chapter, we will review the best practices for data
 publication in the astronomical field.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step0.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: beginning of the journey - step data published in a refereed paper" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, beginning
-of the journey - step 1 “peer reviewed datasets”</figcaption></figure><!--  ----------------------------------------- --><!-- 		Introduction 			--><!--  ----------------------------------------- --></section><section id="what-are-the-fair-principles"><h2 class="section-heading">What are the FAIR principles?<a class="anchor" aria-label="anchor" href="#what-are-the-fair-principles"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step0.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: beginning of the journey - step data published in a refereed paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC,
+beginning of the journey - step 1 “peer reviewed datasets”</div>
+</figure><!--  ----------------------------------------- --><!-- 		Introduction 			--><!--  ----------------------------------------- --></section><section id="what-are-the-fair-principles"><h2 class="section-heading">What are the FAIR principles?<a class="anchor" aria-label="anchor" href="#what-are-the-fair-principles"></a>
 </h2>
 <hr class="half-width">
 <p>Formalized by Wilkinson et al. in 2016 (DOI: <a href="https://ui.adsabs.harvard.edu/link_gateway/2016NatSD...360018W/doi:10.1038/sdata.2016.18" class="external-link">10.1038/sdata.2016.18</a>),
@@ -641,7 +644,7 @@ <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
@@ -661,7 +664,7 @@ <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
@@ -687,7 +690,7 @@ <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,
@@ -705,7 +708,7 @@ <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
@@ -765,12 +768,12 @@ <h4 class="accordion-header" id="headingSolution4">To be Reusable</h4>
 <li><a href="#doi">Digital object identifiers - DOI</a></li>
 <li><a href="#data_content_keywords">Data content keywords</a></li>
 </ul>
-<div id="keep-calm-and-carry-on" class="callout callout">
+<div id="callout1" class="callout">
 <div class="callout-square">
 <i class="callout-icon" data-feather="bell"></i>
 </div>
-<div id="keep-calm-and-carry-on" class="callout-inner">
-<h3 class="callout-title">Keep calm and carry on<a class="anchor" aria-label="anchor" href="#keep-calm-and-carry-on"></a>
+<div class="section level3 callout-title callout-inner">
+<h3 class="callout-title" id="keep-calm-and-carry-on">Keep calm and carry on<a class="anchor" aria-label="anchor" href="#keep-calm-and-carry-on"></a>
 </h3>
 <div class="callout-content">
 <p>A lot of items will be covered in this section. We are aware that you
@@ -817,8 +820,9 @@ <h4 id="examples">Examples<a class="anchor" aria-label="anchor" href="#examples"
 for the adopted solution in your Table, as shown in <a href="https://vizier.cds.unistra.fr/viz-bin/VizieR-3?-source=J/ApJS/261/19/table8" target="_blank" class="external-link">Table 8 from VizieR catalogue J/ApJS/261/19</a>
 </pre>
 </big><p></p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main//episodes/images/vizier_adopted_value_example.png" alt="Small extract of Table 8 from VizieR catalogue J/ApJS/261/19, displaying 4 columns for the effective temperature: TeffR, TeffS, TeffP and Teff, the latter one corresponding to their adopted temperature" class="figure mx-auto d-block"><figcaption>Figure: Extract of Table 8 from VizieR catalogue
-J/ApJS/261/19</figcaption></figure>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main//episodes/images/vizier_adopted_value_example.png" alt="Small extract of Table 8 from VizieR catalogue J/ApJS/261/19, displaying 4 columns for the effective temperature: TeffR, TeffS, TeffP and Teff, the latter one corresponding to their adopted temperature" class="figure mx-auto d-block"><div class="figcaption">Figure: Extract of Table 8 from VizieR catalogue
+J/ApJS/261/19</div>
+</figure>
 </div>
 </div>
 </section><section id="section-1"><h2 class="section-heading">
@@ -900,7 +904,7 @@ <h4 id="quiz">Quiz<a class="anchor" aria-label="anchor" href="#quiz"></a>
   <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
@@ -935,7 +939,7 @@ <h3 class="callout-title">Quiz: Why are these astronomical designations
 <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>
@@ -948,7 +952,7 @@ <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>
@@ -975,7 +979,7 @@ <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>
@@ -1239,7 +1243,7 @@ <h4 id="quiz-1">Quiz<a class="anchor" aria-label="anchor" href="#quiz-1"></a>
   <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
@@ -1299,7 +1303,7 @@ <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
@@ -1313,7 +1317,7 @@ <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">
@@ -1513,7 +1517,7 @@ <h4 id="quiz-2">Quiz<a class="anchor" aria-label="anchor" href="#quiz-2"></a>
   <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
@@ -1543,7 +1547,7 @@ <h3 class="callout-title">Quiz: Can you guess the names of these
 <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>
@@ -2109,14 +2113,16 @@ <h3 class="card-title">Objectives</h3>
 about how to prepare the data for their inclusion in VizieR.</p>
 <p>A full description of the standard conventions used for the
 documentation of the catalogues is available from <a href="https://vizier.cds.unistra.fr/vizier/doc/catstd.htx" class="external-link">there</a>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step1.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: second step of the journey - step preparation of the data, right after - step data published in a refereed paper" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, step 2
-“preparation of the data”</figcaption></figure><!--  ----------------------------------------- --><!-- 		Tables	 			--><!--  ----------------------------------------- --><!-- Source: https://cdsarc.cds.unistra.fr/vizier.submit/publication-notes.html#section2 --></section><section id="tables"><h2 class="section-heading">Tables<a class="anchor" aria-label="anchor" href="#tables"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step1.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: second step of the journey - step preparation of the data, right after - step data published in a refereed paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC, step
+2 “preparation of the data”</div>
+</figure><!--  ----------------------------------------- --><!-- 		Tables	 			--><!--  ----------------------------------------- --><!-- Source: https://cdsarc.cds.unistra.fr/vizier.submit/publication-notes.html#section2 --></section><section id="tables"><h2 class="section-heading">Tables<a class="anchor" aria-label="anchor" href="#tables"></a>
 </h2>
 <hr class="half-width">
 <p>Tables are the main data types accepted. An <a href="https://vizier.cds.unistra.fr/viz-bin/VizieR?-source=I/355/gaiadr3" class="external-link">example
 of ingested table</a> is shown below.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_table_example.png" alt="Screenshot: Example of a VizieR table ingested. The figure shows the first 20 rows for the table 'I/355/gaiadr3'." class="figure mx-auto d-block"><figcaption>Figure: Example of a VizieR table ingested: catalogue
-Gaia DR3 - ref I/355/gaiadr3 (screenshot)</figcaption></figure><!--  ----------------------------------------- --><p>The following formats are welcome:</p>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_table_example.png" alt="Screenshot: Example of a VizieR table ingested. The figure shows the first 20 rows for the table 'I/355/gaiadr3'." class="figure mx-auto d-block"><div class="figcaption">Figure: Example of a VizieR table ingested:
+catalogue Gaia DR3 - ref I/355/gaiadr3 (screenshot)</div>
+</figure><!--  ----------------------------------------- --><p>The following formats are welcome:</p>
 <div id="accepted-format" class="callout prereq">
 <div class="callout-square">
 <i class="callout-icon" data-feather="check"></i>
@@ -2242,8 +2248,9 @@ <h3 class="callout-title">Checklist<a class="anchor" aria-label="anchor" href="#
 </h2>
 <hr class="half-width">
 <p>In addition to the Tables, other data type are associated.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_saada_example_spectra.png" alt="Screenshot: Example of spectra ingested and available through the Saada VizieR page, associated with the catalogue 'J/A+A/589/A36'. " class="figure mx-auto d-block"><figcaption>Figure: Example of VizieR associated data from the
-Saada/VizieR page: spectra (screenshot)</figcaption></figure><p>Reusable file formats for associated data:</p>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_saada_example_spectra.png" alt="Screenshot: Example of spectra ingested and available through the Saada VizieR page, associated with the catalogue 'J/A+A/589/A36'. " class="figure mx-auto d-block"><div class="figcaption">Figure: Example of VizieR associated data from
+the Saada/VizieR page: spectra (screenshot)</div>
+</figure><p>Reusable file formats for associated data:</p>
 <div id="accepted-format-1" class="callout prereq">
 <div class="callout-square">
 <i class="callout-icon" data-feather="check"></i>
@@ -2546,8 +2553,9 @@ <h3 class="card-title">Objectives</h3>
 happens after the acceptance / publication phase.</p>
 <p>Not everybody needs to send their data to CDS! We invite you to read
 carefully the next sections to understand your next steps.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step2.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: third step of the journey - step submission of the data, right after - step data published in a refereed paper, step preparation of the data" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, step 3
-“submission of the data”</figcaption></figure><!--  ----------------------------------------- --><!-- 		Who need to submit? 		--><!--  ----------------------------------------- --></section><section id="who-need-to-submit-their-data"><h2 class="section-heading">Who need to submit their data?<a class="anchor" aria-label="anchor" href="#who-need-to-submit-their-data"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step2.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: third step of the journey - step submission of the data, right after - step data published in a refereed paper, step preparation of the data" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC, step
+3 “submission of the data”</div>
+</figure><!--  ----------------------------------------- --><!-- 		Who need to submit? 		--><!--  ----------------------------------------- --></section><section id="who-need-to-submit-their-data"><h2 class="section-heading">Who need to submit their data?<a class="anchor" aria-label="anchor" href="#who-need-to-submit-their-data"></a>
 </h2>
 <hr class="half-width">
 <p>If your article does not contain any tables, you can skip the
@@ -2727,8 +2735,9 @@ <h3 id="how-to-generate-the-readme-file">How to generate the ReadMe file?<a clas
 </ul>
 </li>
 </ul>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_cdspyreadme.png" alt="Screenshot: ReadMe Generator Python library Github page, from July 2023" class="figure mx-auto d-block"><figcaption>Figure: ReadMe Generator Python library Github page
-(screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_cdspyreadme.png" alt="Screenshot: ReadMe Generator Python library Github page, from July 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: ReadMe Generator Python library Github
+page (screenshot)</div>
+</figure><hr>
 <!--  ----------------------------------------- -->
 </div>
 <div class="section level3">
@@ -2763,7 +2772,7 @@ <h3 class="callout-title">The ReadMe file in more depth<a class="anchor" aria-la
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1">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>
@@ -2784,7 +2793,7 @@ <h4 class="accordion-header" id="headingSolution1">A. ‘Title of the paper’,
 <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">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>
@@ -2813,7 +2822,7 @@ <h4 class="accordion-header" id="headingSolution2">B. ‘Abstract’ and ‘Desc
 <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">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
@@ -2922,8 +2931,9 @@ <h3 id="upload-tables">Upload tables<a class="anchor" aria-label="anchor" href="
 <p><strong>Note:</strong> Check that all the tables are uploaded at this
 stage. Adding tables later implies to remove all tables and
 <em>ReadMe</em>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step1_tables.png" alt="Screenshot: VizieR Catalogue upload page, start uploading Tables after initiating a session, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step Tables
-(screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step1_tables.png" alt="Screenshot: VizieR Catalogue upload page, start uploading Tables after initiating a session, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step
+Tables (screenshot)</div>
+</figure><hr>
 </div>
 <div class="section level3">
 <h3 id="fill-the-readme">Fill the ReadMe<a class="anchor" aria-label="anchor" href="#fill-the-readme"></a>
@@ -2953,8 +2963,9 @@ <h3 id="fill-the-readme">Fill the ReadMe<a class="anchor" aria-label="anchor" hr
 <p><strong>Note - 2:</strong> Check that all the tables are uploaded at
 this stage. Adding tables later implies to remove all tables and
 <em>ReadMe</em>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step2_readme.png" alt="Screenshot: VizieR Catalogue upload page, fill the ReadMe file after initiating a session and uploading your tables, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step Readme
-(screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step2_readme.png" alt="Screenshot: VizieR Catalogue upload page, fill the ReadMe file after initiating a session and uploading your tables, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step
+Readme (screenshot)</div>
+</figure><hr>
 </div>
 <div class="section level3">
 <h3 id="upload-fits-spectra-time-series">Upload FITS Spectra / Time series<a class="anchor" aria-label="anchor" href="#upload-fits-spectra-time-series"></a>
@@ -2991,8 +3002,9 @@ <h3 id="upload-fits-spectra-time-series">Upload FITS Spectra / Time series<a cla
 </ul>
 <p>For each upload, a report is available. <strong>It is recommended to
 verify the mapping by clicking on the report header.</strong></p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step3_fits_spectra.png" alt="Screenshot: VizieR Catalogue upload page, upload associated data: FITS Spectra and Time Series after initiating a session, uploading your tables and filling the ReadMe file, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step FITS
-Spectra(screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step3_fits_spectra.png" alt="Screenshot: VizieR Catalogue upload page, upload associated data: FITS Spectra and Time Series after initiating a session, uploading your tables and filling the ReadMe file, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step FITS
+Spectra(screenshot)</div>
+</figure><hr>
 </div>
 <div class="section level3">
 <h3 id="upload-fits-images">Upload FITS images<a class="anchor" aria-label="anchor" href="#upload-fits-images"></a>
@@ -3002,8 +3014,9 @@ <h3 id="upload-fits-images">Upload FITS images<a class="anchor" aria-label="anch
 <p>More information on the accepted formats can be found in the Chapter
 <a href="section_prepare_data.html" target="_blank">“Preparing your
 data”</a>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step4_fits_images.png" alt="Screenshot: VizieR Catalogue upload page, upload associated data: FITS Images after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra and Time Series, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step FITS
-images (Screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step4_fits_images.png" alt="Screenshot: VizieR Catalogue upload page, upload associated data: FITS Images after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra and Time Series, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step FITS
+images (Screenshot)</div>
+</figure><hr>
 </div>
 <div class="section level3">
 <h3 id="terminate">Terminate<a class="anchor" aria-label="anchor" href="#terminate"></a>
@@ -3026,8 +3039,9 @@ <h3 id="terminate">Terminate<a class="anchor" aria-label="anchor" href="#termina
 be used if additional information is needed.</p>
 <p><strong>Note:</strong> If a modification to a recently uploaded is
 needed, please contact the VizieR staff: <a href="mailto:cds-cats@unistra.fr">cds-cats(at)unistra.fr</a>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step5_validate.png" alt="Screenshot: VizieR Catalogue upload page, validate your submission after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra / Time Series and FITS images, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step Validate
-(Screenshot)</figcaption></figure><!--  ----------------------------------------- --><!-- 		Step-by-step: FTP		--><!--  ----------------------------------------- --><!-- https://cdsarc.cds.unistra.fr/vizier.submit/help.html -->
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step5_validate.png" alt="Screenshot: VizieR Catalogue upload page, validate your submission after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra / Time Series and FITS images, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step
+Validate (Screenshot)</div>
+</figure><!--  ----------------------------------------- --><!-- 		Step-by-step: FTP		--><!--  ----------------------------------------- --><!-- https://cdsarc.cds.unistra.fr/vizier.submit/help.html -->
 </div>
 </section><section id="data-submission-option-2-file-transfer-protocol"><h2 class="section-heading">Data submission (option 2): File Transfer Protocol<a class="anchor" aria-label="anchor" href="#data-submission-option-2-file-transfer-protocol"></a>
 </h2>
@@ -3253,20 +3267,21 @@ <h3 class="card-title">Objectives</h3>
 relevant information such as metadata and links to other catalogues.
 This can lead to interactions with the authors, but we are trying to
 minimize the level of interaction.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step3.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, step 4
-“curation &amp; verification”</figcaption></figure><!--  ----------------------------------------- --><!-- 		Verifications 			--><!--  ----------------------------------------- --></section><section id="behind-the-scenes-verifications"><h2 class="section-heading">Behind the scenes: verifications<a class="anchor" aria-label="anchor" href="#behind-the-scenes-verifications"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step3.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC, step
+4 “curation &amp; verification”</div>
+</figure><!--  ----------------------------------------- --><!-- 		Verifications 			--><!--  ----------------------------------------- --></section><section id="behind-the-scenes-verifications"><h2 class="section-heading">Behind the scenes: verifications<a class="anchor" aria-label="anchor" href="#behind-the-scenes-verifications"></a>
 </h2>
 <hr class="half-width">
 <p>In addition to the semi-automated verifications already done by the
 programs during the different steps of the ingestion, more in-depth
 verifications are done by the CDS team focusing on the reliability and
 the quality of the catalogues.</p>
-<div id="important-points-to-check" class="callout callout">
+<div id="callout1" class="callout">
 <div class="callout-square">
 <i class="callout-icon" data-feather="bell"></i>
 </div>
-<div id="important-points-to-check" class="callout-inner">
-<h3 class="callout-title">Important points to check<a class="anchor" aria-label="anchor" href="#important-points-to-check"></a>
+<div class="section level3 callout-title callout-inner">
+<h3 class="callout-title" id="important-points-to-check">Important points to check<a class="anchor" aria-label="anchor" href="#important-points-to-check"></a>
 </h3>
 <div class="callout-content">
 <p>In the following, we present some corrections applied to real
@@ -3300,12 +3315,14 @@ <h3 class="callout-title">Units corrected<a class="anchor" aria-label="anchor" h
 <p>In the example below the original unit for a cylindrical volume of a
 region (column <em>Size</em> from the figure below) was wrongly set to
 <em>cm<sup>-3</sup></em>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_1_units_before.png" alt="Screenshot -- Table with wrong units as displayed in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Units as written in original paper
-(screenshot)</figcaption></figure><p>Our team picked it up and wrote to the author and made the
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_1_units_before.png" alt="Screenshot -- Table with wrong units as displayed in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Units as written in original
+paper (screenshot)</div>
+</figure><p>Our team picked it up and wrote to the author and made the
 description and unit correction (field <em>V</em> from the figure
 below).</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_1_units_after.png" alt="Screenshot -- VizieR table with units corrected" class="figure mx-auto d-block"><figcaption>Figure: After – Units corrected in VizieR table
-(screenshot)</figcaption></figure>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_1_units_after.png" alt="Screenshot -- VizieR table with units corrected" class="figure mx-auto d-block"><div class="figcaption">Figure: After – Units corrected in VizieR table
+(screenshot)</div>
+</figure>
 </div>
 </div>
 </div>
@@ -3328,15 +3345,17 @@ <h3 class="callout-title">Coordinates corrected<a class="anchor" aria-label="anc
 <!-- Link to paper: https://iopscience.iop.org/article/10.3847/0004-637X/822/2/59#apj522819t1 // Table 1-->
 <p>Here is an example of coordinates with discrepancies when the
 declination is at 0 degree.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_before.png" alt="Screenshot -- Table with wrong coordinates as made available in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Coordinates as written in original
-paper (screenshot). The following columns are displayed: Seq (catalog
-index number); BGPS source identifier; Hour, Minute and Second of Right
-Ascension (J2000); Sign, Degree, Arcminute, Arcsecond of the Declination
-(J2000).</figcaption></figure><!-- Link to Readme: J/ApJ/822/59 // https://cdsarc.cds.unistra.fr/viz-bin/ReadMe/J/ApJ/822/59?format=html&tex=true // clumps--><p>Once the error detected by our team (missing minus sign for some
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_before.png" alt="Screenshot -- Table with wrong coordinates as made available in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Coordinates as written in
+original paper (screenshot). The following columns are displayed: Seq
+(catalog index number); BGPS source identifier; Hour, Minute and Second
+of Right Ascension (J2000); Sign, Degree, Arcminute, Arcsecond of the
+Declination (J2000).</div>
+</figure><!-- Link to Readme: J/ApJ/822/59 // https://cdsarc.cds.unistra.fr/viz-bin/ReadMe/J/ApJ/822/59?format=html&tex=true // clumps--><p>Once the error detected by our team (missing minus sign for some
 Declinations), the positions were then updated, two years after the data
 ingestion in VizieR.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_after.png" alt="Screenshot -- VizieR table with coordinates corrected" class="figure mx-auto d-block"><figcaption>Figure: After – Coordinates corrected in VizieR table
-(screenshot)</figcaption></figure>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_after.png" alt="Screenshot -- VizieR table with coordinates corrected" class="figure mx-auto d-block"><div class="figcaption">Figure: After – Coordinates corrected in VizieR
+table (screenshot)</div>
+</figure>
 </div>
 </div>
 </div>
@@ -3354,13 +3373,15 @@ <h3 class="callout-title">Coordinates added<a class="anchor" aria-label="anchor"
 <!-- Link to paper: https://iopscience.iop.org/article/10.3847/1538-4357/ac0fda#apjac0fdat3 // Table 3-->
 <p>In the following example, we can see that no coordinate was provided
 in the original table.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_added_before.png" alt="Screenshot -- Table without coordinates as available in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Columns as written in original table
-(screenshot)</figcaption></figure><!-- Link to Readme: J/ApJ/919/121  // https://vizier.cds.unistra.fr/viz-bin/VizieR-3?-source=J/ApJ/919/121/table3&-out.max=50&-out.form=HTML%20Table&-oc.form=sexa // table 3 --><p>Using SIMBAD or otherwise the HASH PN databases (when no SIMBAD
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_added_before.png" alt="Screenshot -- Table without coordinates as available in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Columns as written in original
+table (screenshot)</div>
+</figure><!-- Link to Readme: J/ApJ/919/121  // https://vizier.cds.unistra.fr/viz-bin/VizieR-3?-source=J/ApJ/919/121/table3&-out.max=50&-out.form=HTML%20Table&-oc.form=sexa // table 3 --><p>Using SIMBAD or otherwise the HASH PN databases (when no SIMBAD
 corresponding match has been found – SimbadName empty), we were able to
 complement this table with positions.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_added_after.png" alt="Screenshot -- Table with SimbadName and coordinates informations added to the original columns" class="figure mx-auto d-block"><figcaption>Figure: After – Coordinates added in VizieR table
-(screenshot). The 4 columns in color are computed by VizieR, and not
-part of the original data.</figcaption></figure>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_added_after.png" alt="Screenshot -- Table with SimbadName and coordinates informations added to the original columns" class="figure mx-auto d-block"><div class="figcaption">Figure: After – Coordinates added in VizieR
+table (screenshot). The 4 columns in color are computed by VizieR, and
+not part of the original data.</div>
+</figure>
 </div>
 </div>
 </div>
@@ -3384,20 +3405,23 @@ <h3 class="callout-title">SIMBAD names added + misprint on names
 <!-- Link to paper: https://iopscience.iop.org/article/10.3847/0004-637X/833/1/20#apjaa431et1  -->
 <p>Here is an example of truncated SDSS names… Impossible to retrieve
 except by coordinates that we luckily have in this case.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_3_names_before.png" alt="Screenshot -- Table with truncated names as identifiers in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Table as written in the original
-paper. The following columns are displayed: Type, Name, f_Name; Hour,
-Minute and Second of Right Ascension (J2000); Sign, Degree, Arcminute,
-Arcsecond of the Declination (J2000); Teff, log(g), l_[Fe/H], [Fe/H],
-l_[C/Fe], [C/Fe], l_[C/Fe]c, [C/Fe]c, l_A(C), A(C), l_[Ba/Fe], [Ba/Fe],
-f_[Ba/Fe], l_[Eu/Fe], [Eu/Fe], f_[Eu/Fe]; Class, Bin, f_Bin, Out,
-Ref.</figcaption></figure><!-- Link to VizieR: J/ApJ/833/20  // https://vizier.cds.unistra.fr/viz-bin/VizieR?-source=J/ApJ/833/20 // table 1 --><p>So the SimbadName has been added after the process for SIMBAD where
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_3_names_before.png" alt="Screenshot -- Table with truncated names as identifiers in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Table as written in the
+original paper. The following columns are displayed: Type, Name, f_Name;
+Hour, Minute and Second of Right Ascension (J2000); Sign, Degree,
+Arcminute, Arcsecond of the Declination (J2000); Teff, log(g), l_[Fe/H],
+[Fe/H], l_[C/Fe], [C/Fe], l_[C/Fe]c, [C/Fe]c, l_A(C), A(C), l_[Ba/Fe],
+[Ba/Fe], f_[Ba/Fe], l_[Eu/Fe], [Eu/Fe], f_[Eu/Fe]; Class, Bin, f_Bin,
+Out, Ref.</div>
+</figure><!-- Link to VizieR: J/ApJ/833/20  // https://vizier.cds.unistra.fr/viz-bin/VizieR?-source=J/ApJ/833/20 // table 1 --><p>So the SimbadName has been added after the process for SIMBAD where
 misprints on coordinates have been detected (identified by the column
 <em>f_Name</em> set to <em>o</em> below for <em>Name = SDSS
 J1137+2553</em>, and highlighted in both figures Before/After). For this
 object with coordinates pointing to nothing, the right ones have been
 found thanks to the bibcode given in the table.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_3_names_after.png" alt="Screenshot -- VizieR table with SIMBAD-names added and misprint on names (in the declinaison) corrected" class="figure mx-auto d-block"><figcaption>Figure: After – Example of names recognized by SIMBAD
-added to the original table submitted to VizieR (screenshot)</figcaption></figure>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_3_names_after.png" alt="Screenshot -- VizieR table with SIMBAD-names added and misprint on names (in the declinaison) corrected" class="figure mx-auto d-block"><div class="figcaption">Figure: After – Example of names recognized by
+SIMBAD added to the original table submitted to VizieR
+(screenshot)</div>
+</figure>
 </div>
 </div>
 </div>
@@ -3418,8 +3442,9 @@ <h3 class="callout-title">Min-max values added<a class="anchor" aria-label="anch
 </h3>
 <div class="callout-content">
 <!-- Link to VizieR: J/A+A/569/A17 // https://cdsarc.cds.unistra.fr/viz-bin/ReadMe/J/A+A/569/A17?format=html&tex=true -->
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_4_minmax.png" alt="Screenshot -- VizieR ReadMe file with minimum and maximum values added to the numerical fields" class="figure mx-auto d-block"><figcaption>Figure: Example of minimum and maximum values (in
-brackets) added to a ReadMe file (screenshot)</figcaption></figure>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_4_minmax.png" alt="Screenshot -- VizieR ReadMe file with minimum and maximum values added to the numerical fields" class="figure mx-auto d-block"><div class="figcaption">Figure: Example of minimum and maximum values
+(in brackets) added to a ReadMe file (screenshot)</div>
+</figure>
 </div>
 </div>
 </div>
@@ -3447,13 +3472,16 @@ <h3 class="callout-title">Link between tables added<a class="anchor" aria-label=
 <p>In the example below, the column <em>Nz</em> (Number of high-z
 galaxies in a given cluster) has been added to the original Table 1 to
 create a link with the relics-z table.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_5_link_table_1.png" alt="Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data" class="figure mx-auto d-block"><figcaption>Figure: Example of column added to the original set –
-Table 1 – , adding more visibility to the data (screenshot)</figcaption></figure><p>By clicking on the value “14” from the column <em>Nz</em> for the
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_5_link_table_1.png" alt="Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data" class="figure mx-auto d-block"><div class="figcaption">Figure: Example of column added to the original
+set – Table 1 – , adding more visibility to the data (screenshot)</div>
+</figure><p>By clicking on the value “14” from the column <em>Nz</em> for the
 cluster “plckg004-19”, one will get automatically the corresponding rows
 from the relics-z table, without any extra filtering, as illustrated
 below.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_5_link_table_2.png" alt="Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data, and a quicker access to the corresponding results" class="figure mx-auto d-block"><figcaption>Figure: Example of column added to the original set –
-relics-z table – , adding more visibility to the data (screenshot)</figcaption></figure>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_5_link_table_2.png" alt="Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data, and a quicker access to the corresponding results" class="figure mx-auto d-block"><div class="figcaption">Figure: Example of column added to the original
+set – relics-z table – , adding more visibility to the data
+(screenshot)</div>
+</figure>
 </div>
 </div>
 </div>
@@ -3483,20 +3511,23 @@ <h3 class="callout-title">Cross-identification between tables<a class="anchor" a
 <p>However, it is not obvious that Bel10018 (SimbadName: [BFO2002] UMi
 10018) mentionned in <em>Table A</em> corresponds to COS 347 in
 <em>Table B</em>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table1.png" alt="Screenshot -- Table A as displayed in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Extract of Table A from paper
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table1.png" alt="Screenshot -- Table A as displayed in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Extract of Table A from paper
 (screenshot). The following columns are displayed: Name of stellar
 system, Star name, RA (J2000), DEC (J2000), Bmag, Vmag, Rmag, CoFe,
-e_CoFe, NiFe, e_NiFe.</figcaption></figure><figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table2_before.png" alt="Screenshot -- Table B as displayed in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – extract of Table B from paper
+e_CoFe, NiFe, e_NiFe.</div>
+</figure><figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table2_before.png" alt="Screenshot -- Table B as displayed in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – extract of Table B from paper
 (screenshot). The following columns are displayed: Name of the stellar
 system, Star name, Reference for HRS abundances, Cr-HRS, e_Cr-HRS,
-Co-HRS.</figcaption></figure><!-- Link to Vizier: J/ApJS/237/18 // https://cdsarc.cds.unistra.fr/viz-bin/cat/J/ApJS/237/18 --><p>As there are no common identifier or coordinates repeated in the
+Co-HRS.</div>
+</figure><!-- Link to Vizier: J/ApJS/237/18 // https://cdsarc.cds.unistra.fr/viz-bin/cat/J/ApJS/237/18 --><p>As there are no common identifier or coordinates repeated in the
 second table, the only alternative would have been to go through the
 list of references cited (3rd column of <em>Table B</em>) to get the
 coordinates and identify the object one by one. Therefore, the CDS team
 contacted the author to get the names and positions for <em>Table B</em>
 and create a better link between the two tables as displayed below.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table2_after.png" alt="Screenshot -- Table B updated as available on VizieR" class="figure mx-auto d-block"><figcaption>Figure: After – extract of Table B as available in
-VizieR (screenshot)</figcaption></figure>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table2_after.png" alt="Screenshot -- Table B updated as available on VizieR" class="figure mx-auto d-block"><div class="figcaption">Figure: After – extract of Table B as available
+in VizieR (screenshot)</div>
+</figure>
 </div>
 </div>
 </div>
@@ -3517,8 +3548,9 @@ <h3 class="callout-title">Tables updated<a class="anchor" aria-label="anchor" hr
 <div class="callout-content">
 <p>In the example below, one table from the original catalogue was
 updated, to reflect the changes published in an erratum.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_7_errata.png" alt="Screenshot -- Table from catalogue updated to be consistent with erratum publication" class="figure mx-auto d-block"><figcaption>Figure: Example of a table updated following erratum
-publication (screenshot)</figcaption></figure>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_7_errata.png" alt="Screenshot -- Table from catalogue updated to be consistent with erratum publication" class="figure mx-auto d-block"><div class="figcaption">Figure: Example of a table updated following
+erratum publication (screenshot)</div>
+</figure>
 </div>
 </div>
 </div>
@@ -3532,8 +3564,9 @@ <h3 class="callout-title">Tables updated<a class="anchor" aria-label="anchor" hr
 CDS</a> and other participating <a href="https://vizier.cfa.harvard.edu/vizier/mirrors.gml" class="external-link">data
 centers</a> (e.g. at <a href="https://vizier.cfa.harvard.edu/" class="external-link">CfA/Harvard (USA)</a> or <a href="http://vizier.nao.ac.jp/" class="external-link">NOAJ/ADAC (Japan)</a>), as well as all
 VO compatible services.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step4.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, step 4
-“curation &amp; verification”</figcaption></figure><!--  ----------------------------------------- --><!--            Summary                         --><!--  ----------------------------------------- --></section><section id="summary-what-happens-to-your-data-at-cds"><h2 class="section-heading">Summary: What happens to your data at CDS?<a class="anchor" aria-label="anchor" href="#summary-what-happens-to-your-data-at-cds"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step4.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC, step
+4 “curation &amp; verification”</div>
+</figure><!--  ----------------------------------------- --><!--            Summary                         --><!--  ----------------------------------------- --></section><section id="summary-what-happens-to-your-data-at-cds"><h2 class="section-heading">Summary: What happens to your data at CDS?<a class="anchor" aria-label="anchor" href="#summary-what-happens-to-your-data-at-cds"></a>
 </h2>
 <hr class="half-width">
 <div id="keypoints1" class="callout keypoints">
@@ -3626,8 +3659,9 @@ <h3 class="card-title">Objectives</h3>
 <p>Once your data have been successfully ingested into VizieR, they
 begin their journey into the Virtual Observatory, as illustrated in the
 figure below.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/full.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: last step of the journey - step integration into the IVOA, EUDAT and finally EOSC, right after - step data published in a refereed paper, step preparation of the data, step submission of the data, steps curation and verification of the data" class="figure mx-auto d-block"><figcaption>Figure: Full data journey from a publication to EOSC,
-step 5 “integration into the IVOA, EUDAT and finally EOSC”</figcaption></figure><p>Work within the <a href="https://projectescape.eu/" class="external-link">ESCAPE
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/full.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: last step of the journey - step integration into the IVOA, EUDAT and finally EOSC, right after - step data published in a refereed paper, step preparation of the data, step submission of the data, steps curation and verification of the data" class="figure mx-auto d-block"><div class="figcaption">Figure: Full data journey from a publication to
+EOSC, step 5 “integration into the IVOA, EUDAT and finally EOSC”</div>
+</figure><p>Work within the <a href="https://projectescape.eu/" class="external-link">ESCAPE
 project</a> and the <a href="https://eoscfuture.eu/" class="external-link">EOSC Future
 project</a> has been aimed at connecting the existing astronomy data
 publishing systems to the <a href="https://eosc.eu/" class="external-link">European Open
@@ -3669,8 +3703,9 @@ <h3 class="card-title">Objectives</h3>
 materials and tutorials on how to use its features. The Portal also
 offers information for potential service providers on how to onboard
 their services to the EOSC Portal Catalogue &amp; Marketplace.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/eosc_portal__main_page.png" alt="Screenshot: EOSC Portal homepage, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: EOSC Portal homepage (screenshot from
-September 2023)</figcaption></figure><!--  ----------------------------------------- --><!--            Case study 	                --><!--  ----------------------------------------- --></section><section id="case-study-gaia-dr3"><h2 class="section-heading">Case Study: Gaia DR3<a class="anchor" aria-label="anchor" href="#case-study-gaia-dr3"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/eosc_portal__main_page.png" alt="Screenshot: EOSC Portal homepage, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: EOSC Portal homepage (screenshot from
+September 2023)</div>
+</figure><!--  ----------------------------------------- --><!--            Case study 	                --><!--  ----------------------------------------- --></section><section id="case-study-gaia-dr3"><h2 class="section-heading">Case Study: Gaia DR3<a class="anchor" aria-label="anchor" href="#case-study-gaia-dr3"></a>
 </h2>
 <hr class="half-width">
 <p>In the following, we will show how to find your data in EOSC, using
@@ -3682,12 +3717,14 @@ <h3 id="step-1-search">Step 1: Search<a class="anchor" aria-label="anchor" href=
 <p>The first step is to type the name of your catalogue, dataset, paper,
 DOI in the Search bar on <a href="https://eosc-portal.eu/" class="external-link">EOSC
 portal</a>, as illustrated in the figure below.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step1_search.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' using homepage, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal –
-search from homepage (screenshot from September 2023)</figcaption></figure><p>You can also <a href="https://marketplace.eosc-portal.eu/" class="external-link">browse
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step1_search.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' using homepage, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– search from homepage (screenshot from September 2023)</div>
+</figure><p>You can also <a href="https://marketplace.eosc-portal.eu/" class="external-link">browse
 directly the Marketplace</a>, from the same website. You will get the
 same results in the end.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step1_search_browse_marketplace.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' using 'Browse Marketplace' page, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal –
-Browse Marketplace tab (screenshot from September 2023)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step1_search_browse_marketplace.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' using 'Browse Marketplace' page, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– Browse Marketplace tab (screenshot from September 2023)</div>
+</figure><hr>
 <hr>
 </div>
 <div class="section level3">
@@ -3699,8 +3736,9 @@ <h3 id="step-2-scan-list-of-records">Step 2: Scan list of records<a class="ancho
 data at the top (eg. Catalogs, Publications, Data, Software …).</p>
 <p>In our example (Gaia DR3), we can see that the search is done on
 multiple fields: Title, Author names, abstract.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step2_all_records.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal – all
-records (screenshot from September 2023)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step2_all_records.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– all records (screenshot from September 2023)</div>
+</figure><hr>
 <!-- --------------------- -->
 </div>
 <div class="section level3">
@@ -3711,8 +3749,10 @@ <h3 id="advanced-search">Advanced search<a class="anchor" aria-label="anchor" hr
 the ‘Show Advanced Search’ button below the main Search bar.</p>
 <p>The search can be narrowed by ‘author’, ‘exact phrase’, ‘in title’,
 ‘none of’, as illustrated in the Figure below.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step2_all_records_advanced_filtering.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records and filtering using the 'advanced search' option, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal – all
-records, with extra filtering (screenshot from September 2023)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step2_all_records_advanced_filtering.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records and filtering using the 'advanced search' option, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– all records, with extra filtering (screenshot from September
+2023)</div>
+</figure><hr>
 <hr>
 </div>
 <div class="section level3">
@@ -3728,8 +3768,9 @@ <h3 id="step-3-select-an-entry">Step 3: Select an entry<a class="anchor" aria-la
 select one of the two data sources available: <a href="https://doi.org/http://doi.org/10.26093/cds/vizier.1355" class="external-link">B2FIND</a>
 or <a href="https://doi.org/10.26093/cds/vizier.1355" class="external-link">Strasbourg
 Astronomical Data Center</a>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step3_result.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3', from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal –
-result (screenshot from September 2023)</figcaption></figure><!--  ----------------------------------------- --><!--            Example				--><!--  ----------------------------------------- -->
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step3_result.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3', from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– result (screenshot from September 2023)</div>
+</figure><!--  ----------------------------------------- --><!--            Example				--><!--  ----------------------------------------- -->
 </div>
 </section><section id="examples-try-it-yourself"><h2 class="section-heading">Examples: try it yourself<a class="anchor" aria-label="anchor" href="#examples-try-it-yourself"></a>
 </h2>
@@ -3915,8 +3956,8 @@ <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": "2024-02-27",
-  "datePublished": "2024-02-27"
+  "dateModified": "2024-03-05",
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index fac7889..35c91c9 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -315,179 +315,220 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 <hr class="half-width">
 <h3 id="section1_intro-figure-1">Figure 1</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: VizieR Catalogue collection page, example for 'mission:gaia', from July 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_catalogue_collection_july2023.png" alt="Screenshot: VizieR Catalogue collection page, example for 'mission:gaia', from July 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR Catalogue collection page - example
-when selecting Gaia mission catalogues (screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_catalogue_collection_july2023.png" alt="Screenshot: VizieR Catalogue collection page, example for 'mission:gaia', from July 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR Catalogue collection page -
+example when selecting Gaia mission catalogues (screenshot)</div>
+</figure><hr>
 <h3 id="section1_intro-figure-2">Figure 2</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Figure: VizieR and the interoperability with the CDS services. The full list of services is described just above.’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_tools_and_vo__logos.svg" alt="Figure: VizieR and the interoperability with the CDS services. The full list of services is described just above." class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogues accessible through CDS
-services</figcaption></figure><hr></section><section id="section_fair_astro"><h2 class="section-heading"><a href="section_fair_astro.html">FAIR principles for astronomical data</a></h2>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_tools_and_vo__logos.svg" alt="Figure: VizieR and the interoperability with the CDS services. The full list of services is described just above." class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogues accessible through CDS
+services</div>
+</figure><hr></section><section id="section_fair_astro"><h2 class="section-heading"><a href="section_fair_astro.html">FAIR principles for astronomical data</a></h2>
 <hr class="half-width">
 <h3 id="section_fair_astro-figure-1">Figure 1</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Figure -- Summary data journey from a publication to VizieR and then EOSC: beginning of the journey - step data published in a refereed paper’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step0.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: beginning of the journey - step data published in a refereed paper" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, beginning
-of the journey - step 1 “peer reviewed datasets”</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step0.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: beginning of the journey - step data published in a refereed paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC,
+beginning of the journey - step 1 “peer reviewed datasets”</div>
+</figure><hr>
 <h3 id="section_fair_astro-figure-2">Figure 2</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Findable Accessible Interoperable Reusable principles cartoon from 'Open Science Training Handbook'’</p>
 <p><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/fair_principles.png" alt="Findable Accessible Interoperable Reusable principles cartoon from 'Open Science Training Handbook'" class="figure"><em>Credit: Open Science Training Handbook, CC0 1.0 Universal, <a href="https://doi.org/10.5281/zenodo.1212496" class="external-link uri">https://doi.org/10.5281/zenodo.1212496</a></em></p>
 <hr>
 <h3 id="section_fair_astro-figure-3">Figure 3</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Small extract of Table 8 from VizieR catalogue J/ApJS/261/19, displaying 4 columns for the effective temperature: TeffR, TeffS, TeffP and Teff, the latter one corresponding to their adopted temperature’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main//episodes/images/vizier_adopted_value_example.png" alt="Small extract of Table 8 from VizieR catalogue J/ApJS/261/19, displaying 4 columns for the effective temperature: TeffR, TeffS, TeffP and Teff, the latter one corresponding to their adopted temperature" class="figure mx-auto d-block"><figcaption>Figure: Extract of Table 8 from VizieR catalogue
-J/ApJS/261/19</figcaption></figure><hr></section><section id="section_submission_per_journal"><h2 class="section-heading"><a href="section_submission_per_journal.html">Submission routes and journals</a></h2>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main//episodes/images/vizier_adopted_value_example.png" alt="Small extract of Table 8 from VizieR catalogue J/ApJS/261/19, displaying 4 columns for the effective temperature: TeffR, TeffS, TeffP and Teff, the latter one corresponding to their adopted temperature" class="figure mx-auto d-block"><div class="figcaption">Figure: Extract of Table 8 from VizieR catalogue
+J/ApJS/261/19</div>
+</figure><hr></section><section id="section_submission_per_journal"><h2 class="section-heading"><a href="section_submission_per_journal.html">Submission routes and journals</a></h2>
 <hr class="half-width"></section><section id="section_prepare_data"><h2 class="section-heading"><a href="section_prepare_data.html">Preparing your data</a></h2>
 <hr class="half-width">
 <h3 id="section_prepare_data-figure-1">Figure 1</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Figure -- Summary data journey from a publication to VizieR and then EOSC: second step of the journey - step preparation of the data, right after - step data published in a refereed paper’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step1.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: second step of the journey - step preparation of the data, right after - step data published in a refereed paper" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, step 2
-“preparation of the data”</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step1.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: second step of the journey - step preparation of the data, right after - step data published in a refereed paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC, step
+2 “preparation of the data”</div>
+</figure><hr>
 <h3 id="section_prepare_data-figure-2">Figure 2</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: Example of a VizieR table ingested. The figure shows the first 20 rows for the table 'I/355/gaiadr3'.’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_table_example.png" alt="Screenshot: Example of a VizieR table ingested. The figure shows the first 20 rows for the table 'I/355/gaiadr3'." class="figure mx-auto d-block"><figcaption>Figure: Example of a VizieR table ingested: catalogue
-Gaia DR3 - ref I/355/gaiadr3 (screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_table_example.png" alt="Screenshot: Example of a VizieR table ingested. The figure shows the first 20 rows for the table 'I/355/gaiadr3'." class="figure mx-auto d-block"><div class="figcaption">Figure: Example of a VizieR table ingested:
+catalogue Gaia DR3 - ref I/355/gaiadr3 (screenshot)</div>
+</figure><hr>
 <h3 id="section_prepare_data-figure-3">Figure 3</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: Example of spectra ingested and available through the Saada VizieR page, associated with the catalogue 'J/A+A/589/A36'. ’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_saada_example_spectra.png" alt="Screenshot: Example of spectra ingested and available through the Saada VizieR page, associated with the catalogue 'J/A+A/589/A36'. " class="figure mx-auto d-block"><figcaption>Figure: Example of VizieR associated data from the
-Saada/VizieR page: spectra (screenshot)</figcaption></figure><hr></section><section id="section_submit_data"><h2 class="section-heading"><a href="section_submit_data.html">Submitting astronomical data</a></h2>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_saada_example_spectra.png" alt="Screenshot: Example of spectra ingested and available through the Saada VizieR page, associated with the catalogue 'J/A+A/589/A36'. " class="figure mx-auto d-block"><div class="figcaption">Figure: Example of VizieR associated data from
+the Saada/VizieR page: spectra (screenshot)</div>
+</figure><hr></section><section id="section_submit_data"><h2 class="section-heading"><a href="section_submit_data.html">Submitting astronomical data</a></h2>
 <hr class="half-width">
 <h3 id="section_submit_data-figure-1">Figure 1</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Figure -- Summary data journey from a publication to VizieR and then EOSC: third step of the journey - step submission of the data, right after - step data published in a refereed paper, step preparation of the data’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step2.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: third step of the journey - step submission of the data, right after - step data published in a refereed paper, step preparation of the data" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, step 3
-“submission of the data”</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step2.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: third step of the journey - step submission of the data, right after - step data published in a refereed paper, step preparation of the data" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC, step
+3 “submission of the data”</div>
+</figure><hr>
 <h3 id="section_submit_data-figure-2">Figure 2</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: ReadMe Generator Python library Github page, from July 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_cdspyreadme.png" alt="Screenshot: ReadMe Generator Python library Github page, from July 2023" class="figure mx-auto d-block"><figcaption>Figure: ReadMe Generator Python library Github page
-(screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_cdspyreadme.png" alt="Screenshot: ReadMe Generator Python library Github page, from July 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: ReadMe Generator Python library Github
+page (screenshot)</div>
+</figure><hr>
 <h3 id="section_submit_data-figure-3">Figure 3</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: VizieR Catalogue upload page, start uploading Tables after initiating a session, from June 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step1_tables.png" alt="Screenshot: VizieR Catalogue upload page, start uploading Tables after initiating a session, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step Tables
-(screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step1_tables.png" alt="Screenshot: VizieR Catalogue upload page, start uploading Tables after initiating a session, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step
+Tables (screenshot)</div>
+</figure><hr>
 <h3 id="section_submit_data-figure-4">Figure 4</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: VizieR Catalogue upload page, fill the ReadMe file after initiating a session and uploading your tables, from June 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step2_readme.png" alt="Screenshot: VizieR Catalogue upload page, fill the ReadMe file after initiating a session and uploading your tables, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step Readme
-(screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step2_readme.png" alt="Screenshot: VizieR Catalogue upload page, fill the ReadMe file after initiating a session and uploading your tables, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step
+Readme (screenshot)</div>
+</figure><hr>
 <h3 id="section_submit_data-figure-5">Figure 5</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: VizieR Catalogue upload page, upload associated data: FITS Spectra and Time Series after initiating a session, uploading your tables and filling the ReadMe file, from June 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step3_fits_spectra.png" alt="Screenshot: VizieR Catalogue upload page, upload associated data: FITS Spectra and Time Series after initiating a session, uploading your tables and filling the ReadMe file, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step FITS
-Spectra(screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step3_fits_spectra.png" alt="Screenshot: VizieR Catalogue upload page, upload associated data: FITS Spectra and Time Series after initiating a session, uploading your tables and filling the ReadMe file, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step FITS
+Spectra(screenshot)</div>
+</figure><hr>
 <h3 id="section_submit_data-figure-6">Figure 6</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: VizieR Catalogue upload page, upload associated data: FITS Images after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra and Time Series, from June 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step4_fits_images.png" alt="Screenshot: VizieR Catalogue upload page, upload associated data: FITS Images after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra and Time Series, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step FITS
-images (Screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step4_fits_images.png" alt="Screenshot: VizieR Catalogue upload page, upload associated data: FITS Images after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra and Time Series, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step FITS
+images (Screenshot)</div>
+</figure><hr>
 <h3 id="section_submit_data-figure-7">Figure 7</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: VizieR Catalogue upload page, validate your submission after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra / Time Series and FITS images, from June 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step5_validate.png" alt="Screenshot: VizieR Catalogue upload page, validate your submission after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra / Time Series and FITS images, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step Validate
-(Screenshot)</figcaption></figure><hr></section><section id="section_data_curation"><h2 class="section-heading"><a href="section_data_curation.html">Data curation at CDS</a></h2>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step5_validate.png" alt="Screenshot: VizieR Catalogue upload page, validate your submission after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra / Time Series and FITS images, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step
+Validate (Screenshot)</div>
+</figure><hr></section><section id="section_data_curation"><h2 class="section-heading"><a href="section_data_curation.html">Data curation at CDS</a></h2>
 <hr class="half-width">
 <h3 id="section_data_curation-figure-1">Figure 1</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step3.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, step 4
-“curation &amp; verification”</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step3.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC, step
+4 “curation &amp; verification”</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-2">Figure 2</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- Table with wrong units as displayed in paper’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_1_units_before.png" alt="Screenshot -- Table with wrong units as displayed in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Units as written in original paper
-(screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_1_units_before.png" alt="Screenshot -- Table with wrong units as displayed in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Units as written in original
+paper (screenshot)</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-3">Figure 3</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- VizieR table with units corrected’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_1_units_after.png" alt="Screenshot -- VizieR table with units corrected" class="figure mx-auto d-block"><figcaption>Figure: After – Units corrected in VizieR table
-(screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_1_units_after.png" alt="Screenshot -- VizieR table with units corrected" class="figure mx-auto d-block"><div class="figcaption">Figure: After – Units corrected in VizieR table
+(screenshot)</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-4">Figure 4</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- Table with wrong coordinates as made available in paper’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_before.png" alt="Screenshot -- Table with wrong coordinates as made available in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Coordinates as written in original
-paper (screenshot). The following columns are displayed: Seq (catalog
-index number); BGPS source identifier; Hour, Minute and Second of Right
-Ascension (J2000); Sign, Degree, Arcminute, Arcsecond of the Declination
-(J2000).</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_before.png" alt="Screenshot -- Table with wrong coordinates as made available in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Coordinates as written in
+original paper (screenshot). The following columns are displayed: Seq
+(catalog index number); BGPS source identifier; Hour, Minute and Second
+of Right Ascension (J2000); Sign, Degree, Arcminute, Arcsecond of the
+Declination (J2000).</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-5">Figure 5</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- VizieR table with coordinates corrected’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_after.png" alt="Screenshot -- VizieR table with coordinates corrected" class="figure mx-auto d-block"><figcaption>Figure: After – Coordinates corrected in VizieR table
-(screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_after.png" alt="Screenshot -- VizieR table with coordinates corrected" class="figure mx-auto d-block"><div class="figcaption">Figure: After – Coordinates corrected in VizieR
+table (screenshot)</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-6">Figure 6</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- Table without coordinates as available in paper’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_added_before.png" alt="Screenshot -- Table without coordinates as available in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Columns as written in original table
-(screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_added_before.png" alt="Screenshot -- Table without coordinates as available in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Columns as written in original
+table (screenshot)</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-7">Figure 7</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- Table with SimbadName and coordinates informations added to the original columns’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_added_after.png" alt="Screenshot -- Table with SimbadName and coordinates informations added to the original columns" class="figure mx-auto d-block"><figcaption>Figure: After – Coordinates added in VizieR table
-(screenshot). The 4 columns in color are computed by VizieR, and not
-part of the original data.</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_added_after.png" alt="Screenshot -- Table with SimbadName and coordinates informations added to the original columns" class="figure mx-auto d-block"><div class="figcaption">Figure: After – Coordinates added in VizieR
+table (screenshot). The 4 columns in color are computed by VizieR, and
+not part of the original data.</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-8">Figure 8</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- Table with truncated names as identifiers in paper’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_3_names_before.png" alt="Screenshot -- Table with truncated names as identifiers in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Table as written in the original
-paper. The following columns are displayed: Type, Name, f_Name; Hour,
-Minute and Second of Right Ascension (J2000); Sign, Degree, Arcminute,
-Arcsecond of the Declination (J2000); Teff, log(g), l_[Fe/H], [Fe/H],
-l_[C/Fe], [C/Fe], l_[C/Fe]c, [C/Fe]c, l_A(C), A(C), l_[Ba/Fe], [Ba/Fe],
-f_[Ba/Fe], l_[Eu/Fe], [Eu/Fe], f_[Eu/Fe]; Class, Bin, f_Bin, Out,
-Ref.</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_3_names_before.png" alt="Screenshot -- Table with truncated names as identifiers in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Table as written in the
+original paper. The following columns are displayed: Type, Name, f_Name;
+Hour, Minute and Second of Right Ascension (J2000); Sign, Degree,
+Arcminute, Arcsecond of the Declination (J2000); Teff, log(g), l_[Fe/H],
+[Fe/H], l_[C/Fe], [C/Fe], l_[C/Fe]c, [C/Fe]c, l_A(C), A(C), l_[Ba/Fe],
+[Ba/Fe], f_[Ba/Fe], l_[Eu/Fe], [Eu/Fe], f_[Eu/Fe]; Class, Bin, f_Bin,
+Out, Ref.</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-9">Figure 9</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- VizieR table with SIMBAD-names added and misprint on names (in the declinaison) corrected’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_3_names_after.png" alt="Screenshot -- VizieR table with SIMBAD-names added and misprint on names (in the declinaison) corrected" class="figure mx-auto d-block"><figcaption>Figure: After – Example of names recognized by SIMBAD
-added to the original table submitted to VizieR (screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_3_names_after.png" alt="Screenshot -- VizieR table with SIMBAD-names added and misprint on names (in the declinaison) corrected" class="figure mx-auto d-block"><div class="figcaption">Figure: After – Example of names recognized by
+SIMBAD added to the original table submitted to VizieR
+(screenshot)</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-10">Figure 10</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- VizieR ReadMe file with minimum and maximum values added to the numerical fields’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_4_minmax.png" alt="Screenshot -- VizieR ReadMe file with minimum and maximum values added to the numerical fields" class="figure mx-auto d-block"><figcaption>Figure: Example of minimum and maximum values (in
-brackets) added to a ReadMe file (screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_4_minmax.png" alt="Screenshot -- VizieR ReadMe file with minimum and maximum values added to the numerical fields" class="figure mx-auto d-block"><div class="figcaption">Figure: Example of minimum and maximum values
+(in brackets) added to a ReadMe file (screenshot)</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-11">Figure 11</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_5_link_table_1.png" alt="Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data" class="figure mx-auto d-block"><figcaption>Figure: Example of column added to the original set –
-Table 1 – , adding more visibility to the data (screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_5_link_table_1.png" alt="Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data" class="figure mx-auto d-block"><div class="figcaption">Figure: Example of column added to the original
+set – Table 1 – , adding more visibility to the data (screenshot)</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-12">Figure 12</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data, and a quicker access to the corresponding results’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_5_link_table_2.png" alt="Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data, and a quicker access to the corresponding results" class="figure mx-auto d-block"><figcaption>Figure: Example of column added to the original set –
-relics-z table – , adding more visibility to the data (screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_5_link_table_2.png" alt="Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data, and a quicker access to the corresponding results" class="figure mx-auto d-block"><div class="figcaption">Figure: Example of column added to the original
+set – relics-z table – , adding more visibility to the data
+(screenshot)</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-13">Figure 13</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- Table A as displayed in paper’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table1.png" alt="Screenshot -- Table A as displayed in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Extract of Table A from paper
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table1.png" alt="Screenshot -- Table A as displayed in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Extract of Table A from paper
 (screenshot). The following columns are displayed: Name of stellar
 system, Star name, RA (J2000), DEC (J2000), Bmag, Vmag, Rmag, CoFe,
-e_CoFe, NiFe, e_NiFe.</figcaption></figure><hr>
+e_CoFe, NiFe, e_NiFe.</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-14">Figure 14</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- Table B as displayed in paper’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table2_before.png" alt="Screenshot -- Table B as displayed in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – extract of Table B from paper
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table2_before.png" alt="Screenshot -- Table B as displayed in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – extract of Table B from paper
 (screenshot). The following columns are displayed: Name of the stellar
 system, Star name, Reference for HRS abundances, Cr-HRS, e_Cr-HRS,
-Co-HRS.</figcaption></figure><hr>
+Co-HRS.</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-15">Figure 15</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- Table B updated as available on VizieR’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table2_after.png" alt="Screenshot -- Table B updated as available on VizieR" class="figure mx-auto d-block"><figcaption>Figure: After – extract of Table B as available in
-VizieR (screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table2_after.png" alt="Screenshot -- Table B updated as available on VizieR" class="figure mx-auto d-block"><div class="figcaption">Figure: After – extract of Table B as available
+in VizieR (screenshot)</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-16">Figure 16</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot -- Table from catalogue updated to be consistent with erratum publication’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_7_errata.png" alt="Screenshot -- Table from catalogue updated to be consistent with erratum publication" class="figure mx-auto d-block"><figcaption>Figure: Example of a table updated following erratum
-publication (screenshot)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_7_errata.png" alt="Screenshot -- Table from catalogue updated to be consistent with erratum publication" class="figure mx-auto d-block"><div class="figcaption">Figure: Example of a table updated following
+erratum publication (screenshot)</div>
+</figure><hr>
 <h3 id="section_data_curation-figure-17">Figure 17</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step4.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, step 4
-“curation &amp; verification”</figcaption></figure><hr></section><section id="section_eosc"><h2 class="section-heading"><a href="section_eosc.html">Journey of your data in the VO and EOSC</a></h2>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step4.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC, step
+4 “curation &amp; verification”</div>
+</figure><hr></section><section id="section_eosc"><h2 class="section-heading"><a href="section_eosc.html">Journey of your data in the VO and EOSC</a></h2>
 <hr class="half-width">
 <h3 id="section_eosc-figure-1">Figure 1</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Figure -- Summary data journey from a publication to VizieR and then EOSC: last step of the journey - step integration into the IVOA, EUDAT and finally EOSC, right after - step data published in a refereed paper, step preparation of the data, step submission of the data, steps curation and verification of the data’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/full.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: last step of the journey - step integration into the IVOA, EUDAT and finally EOSC, right after - step data published in a refereed paper, step preparation of the data, step submission of the data, steps curation and verification of the data" class="figure mx-auto d-block"><figcaption>Figure: Full data journey from a publication to EOSC,
-step 5 “integration into the IVOA, EUDAT and finally EOSC”</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/full.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: last step of the journey - step integration into the IVOA, EUDAT and finally EOSC, right after - step data published in a refereed paper, step preparation of the data, step submission of the data, steps curation and verification of the data" class="figure mx-auto d-block"><div class="figcaption">Figure: Full data journey from a publication to
+EOSC, step 5 “integration into the IVOA, EUDAT and finally EOSC”</div>
+</figure><hr>
 <h3 id="section_eosc-figure-2">Figure 2</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: EOSC Portal homepage, from September 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/eosc_portal__main_page.png" alt="Screenshot: EOSC Portal homepage, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: EOSC Portal homepage (screenshot from
-September 2023)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/eosc_portal__main_page.png" alt="Screenshot: EOSC Portal homepage, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: EOSC Portal homepage (screenshot from
+September 2023)</div>
+</figure><hr>
 <h3 id="section_eosc-figure-3">Figure 3</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: EOSC Portal search for 'Gaia DR3' using homepage, from September 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step1_search.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' using homepage, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal –
-search from homepage (screenshot from September 2023)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step1_search.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' using homepage, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– search from homepage (screenshot from September 2023)</div>
+</figure><hr>
 <h3 id="section_eosc-figure-4">Figure 4</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: EOSC Portal search for 'Gaia DR3' using 'Browse Marketplace' page, from September 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step1_search_browse_marketplace.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' using 'Browse Marketplace' page, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal –
-Browse Marketplace tab (screenshot from September 2023)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step1_search_browse_marketplace.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' using 'Browse Marketplace' page, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– Browse Marketplace tab (screenshot from September 2023)</div>
+</figure><hr>
 <h3 id="section_eosc-figure-5">Figure 5</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records, from September 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step2_all_records.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal – all
-records (screenshot from September 2023)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step2_all_records.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– all records (screenshot from September 2023)</div>
+</figure><hr>
 <h3 id="section_eosc-figure-6">Figure 6</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records and filtering using the 'advanced search' option, from September 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step2_all_records_advanced_filtering.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records and filtering using the 'advanced search' option, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal – all
-records, with extra filtering (screenshot from September 2023)</figcaption></figure><hr>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step2_all_records_advanced_filtering.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records and filtering using the 'advanced search' option, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– all records, with extra filtering (screenshot from September
+2023)</div>
+</figure><hr>
 <h3 id="section_eosc-figure-7">Figure 7</h3>
 <p aria-hidden="true">Image 1 of 1: ‘Screenshot: EOSC Portal search for 'Gaia DR3', from September 2023’</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step3_result.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3', from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal –
-result (screenshot from September 2023)</figcaption></figure><hr></section>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step3_result.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3', from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– result (screenshot from September 2023)</div>
+</figure><hr></section>
 </div>
     </main>
 </div>
@@ -535,8 +576,8 @@ <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": "2024-02-27",
-  "datePublished": "2024-02-27"
+  "dateModified": "2024-03-05",
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 30c2aa2..4fd8979 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -413,10 +413,11 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 The data then propagate to be finally available through <a href="https://eosc-portal.eu/" class="external-link">EOSC Portal</a>, which is an online
 interface for the EOSC project where people can access research outputs
 (publications, data, software) but also submit their own data.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/full.svg" alt="Summary Data journey from a publication to VizieR and then EOSC, full path" class="figure mx-auto d-block"><figcaption>Figure: Full data journey from a publication to EOSC.
-In this course, we will focus on the publication of data via the CDS
-VizieR service (left lightouse). But the process is similar for other
-data centers (smaller lighthouses on the right).</figcaption></figure></section><section id="target-audience"><h2 class="section-heading">Target audience<a class="anchor" aria-label="anchor" href="#target-audience"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/full.svg" alt="Summary Data journey from a publication to VizieR and then EOSC, full path" class="figure mx-auto d-block"><div class="figcaption">Figure: Full data journey from a publication to
+EOSC. In this course, we will focus on the publication of data via the
+CDS VizieR service (left lightouse). But the process is similar for
+other data centers (smaller lighthouses on the right).</div>
+</figure></section><section id="target-audience"><h2 class="section-heading">Target audience<a class="anchor" aria-label="anchor" href="#target-audience"></a>
 </h2>
 <hr class="half-width"><!-- Astronomers who want to publish their data (table, images, spectra, …), and make them available to the community, following the FAIR principles. --><p>This training is aimed at researchers in astronomy who want to:</p>
 <ul><li>Make their published data (tables, images, spectra, …)
@@ -564,8 +565,8 @@ <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": "2024-02-27",
-  "datePublished": "2024-02-27"
+  "dateModified": "2024-03-05",
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 5dad6c1..205bd5a 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -434,8 +434,8 @@ <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": "2024-02-27",
-  "datePublished": "2024-02-27"
+  "dateModified": "2024-03-05",
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index 6e43eec..3248ea1 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -491,8 +491,8 @@ <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": "2024-02-27",
-  "datePublished": "2024-02-27"
+  "dateModified": "2024-03-05",
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index 65d1184..9ca4238 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -319,8 +319,8 @@ <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": "2024-02-27",
-  "datePublished": "2024-02-27"
+  "dateModified": "2024-03-05",
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index e04e2a7..60d090c 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -377,7 +377,7 @@ <h1>Reference</h1>
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/reference.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2023-08-30",
-  "datePublished": "2024-02-27"
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/instructor/section1_intro.html b/instructor/section1_intro.html
index de3cfcc..ac55a91 100644
--- a/instructor/section1_intro.html
+++ b/instructor/section1_intro.html
@@ -338,8 +338,9 @@ <h3 class="card-title">Objectives</h3>
 catalogues have not yet been incorporated into the VizieR database. The
 full list of catalogues is available from there: <a href="https://cdsarc.cds.unistra.fr/viz-bin/cat?" class="external-link">Catalogue collection
 page</a>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_catalogue_collection_july2023.png" alt="Screenshot: VizieR Catalogue collection page, example for 'mission:gaia', from July 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR Catalogue collection page - example
-when selecting Gaia mission catalogues (screenshot)</figcaption></figure><p>VizieR and more generally speaking the CDS are quite involved in the
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_catalogue_collection_july2023.png" alt="Screenshot: VizieR Catalogue collection page, example for 'mission:gaia', from July 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR Catalogue collection page -
+example when selecting Gaia mission catalogues (screenshot)</div>
+</figure><p>VizieR and more generally speaking the CDS are quite involved in the
 data preservation aspect, as evidenced by the <a href="https://www.coretrustseal.org/about/history/data-seal-of-approval-synopsis-2008-2018/" class="external-link">DSA</a>
 and <a href="https://www.coretrustseal.org/" class="external-link">CTS</a> certifications
 awarded over the last years. More details on the topic can be found at
@@ -409,8 +410,9 @@ <h3 class="card-title">Objectives</h3>
 package</a>
 </li>
 <li>VizieR tables with astronomical objects can be processed in <a href="https://simbad.cds.unistra.fr/simbad/" class="external-link">SIMBAD</a>.</li>
-</ul><figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_tools_and_vo__logos.svg" alt="Figure: VizieR and the interoperability with the CDS services. The full list of services is described just above." class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogues accessible through CDS
-services</figcaption></figure><!--  ----------------------------------------- --><!--    Why distribute your data through Vizier --><!--  ----------------------------------------- --><!-- Source: Written notes from Gilles --></section><section id="why-distribute-your-data-through-vizier"><h2 class="section-heading">Why distribute your data through VizieR?<a class="anchor" aria-label="anchor" href="#why-distribute-your-data-through-vizier"></a>
+</ul><figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_tools_and_vo__logos.svg" alt="Figure: VizieR and the interoperability with the CDS services. The full list of services is described just above." class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogues accessible through CDS
+services</div>
+</figure><!--  ----------------------------------------- --><!--    Why distribute your data through Vizier --><!--  ----------------------------------------- --><!-- Source: Written notes from Gilles --></section><section id="why-distribute-your-data-through-vizier"><h2 class="section-heading">Why distribute your data through VizieR?<a class="anchor" aria-label="anchor" href="#why-distribute-your-data-through-vizier"></a>
 </h2>
 <hr class="half-width"><p>In addition to the interoperability with the VO tools mentioned
 above, distributing your data through VizieR means <strong>adding
@@ -555,7 +557,7 @@ <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": "2024-02-27"
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/instructor/section_data_curation.html b/instructor/section_data_curation.html
index 69961df..d4b9185 100644
--- a/instructor/section_data_curation.html
+++ b/instructor/section_data_curation.html
@@ -322,20 +322,20 @@ <h3 class="card-title">Objectives</h3>
 relevant information such as metadata and links to other catalogues.
 This can lead to interactions with the authors, but we are trying to
 minimize the level of interaction.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step3.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, step 4
-“curation &amp; verification”</figcaption></figure><!--  ----------------------------------------- --><!-- 		Verifications 			--><!--  ----------------------------------------- --></section><section id="behind-the-scenes-verifications"><h2 class="section-heading">Behind the scenes: verifications<a class="anchor" aria-label="anchor" href="#behind-the-scenes-verifications"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step3.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC, step
+4 “curation &amp; verification”</div>
+</figure><!--  ----------------------------------------- --><!-- 		Verifications 			--><!--  ----------------------------------------- --></section><section id="behind-the-scenes-verifications"><h2 class="section-heading">Behind the scenes: verifications<a class="anchor" aria-label="anchor" href="#behind-the-scenes-verifications"></a>
 </h2>
 <hr class="half-width"><p>In addition to the semi-automated verifications already done by the
 programs during the different steps of the ingestion, more in-depth
 verifications are done by the CDS team focusing on the reliability and
 the quality of the catalogues.</p>
-<div id="important-points-to-check" class="callout callout">
+<div id="callout1" class="callout">
 <div class="callout-square">
 <i class="callout-icon" data-feather="bell"></i>
 </div>
-<div id="important-points-to-check" class="callout-inner">
-<h3 class="callout-title">Important points to check<a class="anchor" aria-label="anchor" href="#important-points-to-check"></a>
-</h3>
+<div class="section level3 callout-title callout-inner">
+<h3 class="callout-title" id="important-points-to-check">Important points to check<a class="anchor" aria-label="anchor" href="#important-points-to-check"></a></h3>
 <div class="callout-content">
 <p>In the following, we present some corrections applied to real
 datasets.</p>
@@ -365,12 +365,14 @@ <h3 class="callout-title">Units corrected<a class="anchor" aria-label="anchor" h
 <p>In the example below the original unit for a cylindrical volume of a
 region (column <em>Size</em> from the figure below) was wrongly set to
 <em>cm<sup>-3</sup></em>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_1_units_before.png" alt="Screenshot -- Table with wrong units as displayed in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Units as written in original paper
-(screenshot)</figcaption></figure><p>Our team picked it up and wrote to the author and made the
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_1_units_before.png" alt="Screenshot -- Table with wrong units as displayed in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Units as written in original
+paper (screenshot)</div>
+</figure><p>Our team picked it up and wrote to the author and made the
 description and unit correction (field <em>V</em> from the figure
 below).</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_1_units_after.png" alt="Screenshot -- VizieR table with units corrected" class="figure mx-auto d-block"><figcaption>Figure: After – Units corrected in VizieR table
-(screenshot)</figcaption></figure></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_1_units_after.png" alt="Screenshot -- VizieR table with units corrected" class="figure mx-auto d-block"><div class="figcaption">Figure: After – Units corrected in VizieR table
+(screenshot)</div>
+</figure></div>
 </div>
 </div>
 <!--  ----------------------------------------- -->
@@ -391,15 +393,17 @@ <h3 class="callout-title">Coordinates corrected<a class="anchor" aria-label="anc
 <!-- Link to paper: https://iopscience.iop.org/article/10.3847/0004-637X/822/2/59#apj522819t1 // Table 1-->
 <p>Here is an example of coordinates with discrepancies when the
 declination is at 0 degree.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_before.png" alt="Screenshot -- Table with wrong coordinates as made available in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Coordinates as written in original
-paper (screenshot). The following columns are displayed: Seq (catalog
-index number); BGPS source identifier; Hour, Minute and Second of Right
-Ascension (J2000); Sign, Degree, Arcminute, Arcsecond of the Declination
-(J2000).</figcaption></figure><!-- Link to Readme: J/ApJ/822/59 // https://cdsarc.cds.unistra.fr/viz-bin/ReadMe/J/ApJ/822/59?format=html&tex=true // clumps--><p>Once the error detected by our team (missing minus sign for some
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_before.png" alt="Screenshot -- Table with wrong coordinates as made available in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Coordinates as written in
+original paper (screenshot). The following columns are displayed: Seq
+(catalog index number); BGPS source identifier; Hour, Minute and Second
+of Right Ascension (J2000); Sign, Degree, Arcminute, Arcsecond of the
+Declination (J2000).</div>
+</figure><!-- Link to Readme: J/ApJ/822/59 // https://cdsarc.cds.unistra.fr/viz-bin/ReadMe/J/ApJ/822/59?format=html&tex=true // clumps--><p>Once the error detected by our team (missing minus sign for some
 Declinations), the positions were then updated, two years after the data
 ingestion in VizieR.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_after.png" alt="Screenshot -- VizieR table with coordinates corrected" class="figure mx-auto d-block"><figcaption>Figure: After – Coordinates corrected in VizieR table
-(screenshot)</figcaption></figure></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_after.png" alt="Screenshot -- VizieR table with coordinates corrected" class="figure mx-auto d-block"><div class="figcaption">Figure: After – Coordinates corrected in VizieR
+table (screenshot)</div>
+</figure></div>
 </div>
 </div>
 <p>When there are none, positions can be added from other catalogues or
@@ -416,13 +420,15 @@ <h3 class="callout-title">Coordinates added<a class="anchor" aria-label="anchor"
 <!-- Link to paper: https://iopscience.iop.org/article/10.3847/1538-4357/ac0fda#apjac0fdat3 // Table 3-->
 <p>In the following example, we can see that no coordinate was provided
 in the original table.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_added_before.png" alt="Screenshot -- Table without coordinates as available in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Columns as written in original table
-(screenshot)</figcaption></figure><!-- Link to Readme: J/ApJ/919/121  // https://vizier.cds.unistra.fr/viz-bin/VizieR-3?-source=J/ApJ/919/121/table3&-out.max=50&-out.form=HTML%20Table&-oc.form=sexa // table 3 --><p>Using SIMBAD or otherwise the HASH PN databases (when no SIMBAD
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_added_before.png" alt="Screenshot -- Table without coordinates as available in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Columns as written in original
+table (screenshot)</div>
+</figure><!-- Link to Readme: J/ApJ/919/121  // https://vizier.cds.unistra.fr/viz-bin/VizieR-3?-source=J/ApJ/919/121/table3&-out.max=50&-out.form=HTML%20Table&-oc.form=sexa // table 3 --><p>Using SIMBAD or otherwise the HASH PN databases (when no SIMBAD
 corresponding match has been found – SimbadName empty), we were able to
 complement this table with positions.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_added_after.png" alt="Screenshot -- Table with SimbadName and coordinates informations added to the original columns" class="figure mx-auto d-block"><figcaption>Figure: After – Coordinates added in VizieR table
-(screenshot). The 4 columns in color are computed by VizieR, and not
-part of the original data.</figcaption></figure></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_added_after.png" alt="Screenshot -- Table with SimbadName and coordinates informations added to the original columns" class="figure mx-auto d-block"><div class="figcaption">Figure: After – Coordinates added in VizieR
+table (screenshot). The 4 columns in color are computed by VizieR, and
+not part of the original data.</div>
+</figure></div>
 </div>
 </div>
 <!--  ----------------------------------------- -->
@@ -444,20 +450,23 @@ <h3 class="callout-title">SIMBAD names added + misprint on names
 <!-- Link to paper: https://iopscience.iop.org/article/10.3847/0004-637X/833/1/20#apjaa431et1  -->
 <p>Here is an example of truncated SDSS names… Impossible to retrieve
 except by coordinates that we luckily have in this case.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_3_names_before.png" alt="Screenshot -- Table with truncated names as identifiers in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Table as written in the original
-paper. The following columns are displayed: Type, Name, f_Name; Hour,
-Minute and Second of Right Ascension (J2000); Sign, Degree, Arcminute,
-Arcsecond of the Declination (J2000); Teff, log(g), l_[Fe/H], [Fe/H],
-l_[C/Fe], [C/Fe], l_[C/Fe]c, [C/Fe]c, l_A(C), A(C), l_[Ba/Fe], [Ba/Fe],
-f_[Ba/Fe], l_[Eu/Fe], [Eu/Fe], f_[Eu/Fe]; Class, Bin, f_Bin, Out,
-Ref.</figcaption></figure><!-- Link to VizieR: J/ApJ/833/20  // https://vizier.cds.unistra.fr/viz-bin/VizieR?-source=J/ApJ/833/20 // table 1 --><p>So the SimbadName has been added after the process for SIMBAD where
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_3_names_before.png" alt="Screenshot -- Table with truncated names as identifiers in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Table as written in the
+original paper. The following columns are displayed: Type, Name, f_Name;
+Hour, Minute and Second of Right Ascension (J2000); Sign, Degree,
+Arcminute, Arcsecond of the Declination (J2000); Teff, log(g), l_[Fe/H],
+[Fe/H], l_[C/Fe], [C/Fe], l_[C/Fe]c, [C/Fe]c, l_A(C), A(C), l_[Ba/Fe],
+[Ba/Fe], f_[Ba/Fe], l_[Eu/Fe], [Eu/Fe], f_[Eu/Fe]; Class, Bin, f_Bin,
+Out, Ref.</div>
+</figure><!-- Link to VizieR: J/ApJ/833/20  // https://vizier.cds.unistra.fr/viz-bin/VizieR?-source=J/ApJ/833/20 // table 1 --><p>So the SimbadName has been added after the process for SIMBAD where
 misprints on coordinates have been detected (identified by the column
 <em>f_Name</em> set to <em>o</em> below for <em>Name = SDSS
 J1137+2553</em>, and highlighted in both figures Before/After). For this
 object with coordinates pointing to nothing, the right ones have been
 found thanks to the bibcode given in the table.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_3_names_after.png" alt="Screenshot -- VizieR table with SIMBAD-names added and misprint on names (in the declinaison) corrected" class="figure mx-auto d-block"><figcaption>Figure: After – Example of names recognized by SIMBAD
-added to the original table submitted to VizieR (screenshot)</figcaption></figure></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_3_names_after.png" alt="Screenshot -- VizieR table with SIMBAD-names added and misprint on names (in the declinaison) corrected" class="figure mx-auto d-block"><div class="figcaption">Figure: After – Example of names recognized by
+SIMBAD added to the original table submitted to VizieR
+(screenshot)</div>
+</figure></div>
 </div>
 </div>
 <!--  ----------------------------------------- -->
@@ -476,8 +485,9 @@ <h3 class="callout-title">Min-max values added<a class="anchor" aria-label="anch
 </h3>
 <div class="callout-content">
 <!-- Link to VizieR: J/A+A/569/A17 // https://cdsarc.cds.unistra.fr/viz-bin/ReadMe/J/A+A/569/A17?format=html&tex=true -->
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_4_minmax.png" alt="Screenshot -- VizieR ReadMe file with minimum and maximum values added to the numerical fields" class="figure mx-auto d-block"><figcaption>Figure: Example of minimum and maximum values (in
-brackets) added to a ReadMe file (screenshot)</figcaption></figure></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_4_minmax.png" alt="Screenshot -- VizieR ReadMe file with minimum and maximum values added to the numerical fields" class="figure mx-auto d-block"><div class="figcaption">Figure: Example of minimum and maximum values
+(in brackets) added to a ReadMe file (screenshot)</div>
+</figure></div>
 </div>
 </div>
 <!--  ----------------------------------------- -->
@@ -503,13 +513,16 @@ <h3 class="callout-title">Link between tables added<a class="anchor" aria-label=
 <p>In the example below, the column <em>Nz</em> (Number of high-z
 galaxies in a given cluster) has been added to the original Table 1 to
 create a link with the relics-z table.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_5_link_table_1.png" alt="Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data" class="figure mx-auto d-block"><figcaption>Figure: Example of column added to the original set –
-Table 1 – , adding more visibility to the data (screenshot)</figcaption></figure><p>By clicking on the value “14” from the column <em>Nz</em> for the
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_5_link_table_1.png" alt="Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data" class="figure mx-auto d-block"><div class="figcaption">Figure: Example of column added to the original
+set – Table 1 – , adding more visibility to the data (screenshot)</div>
+</figure><p>By clicking on the value “14” from the column <em>Nz</em> for the
 cluster “plckg004-19”, one will get automatically the corresponding rows
 from the relics-z table, without any extra filtering, as illustrated
 below.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_5_link_table_2.png" alt="Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data, and a quicker access to the corresponding results" class="figure mx-auto d-block"><figcaption>Figure: Example of column added to the original set –
-relics-z table – , adding more visibility to the data (screenshot)</figcaption></figure></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_5_link_table_2.png" alt="Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data, and a quicker access to the corresponding results" class="figure mx-auto d-block"><div class="figcaption">Figure: Example of column added to the original
+set – relics-z table – , adding more visibility to the data
+(screenshot)</div>
+</figure></div>
 </div>
 </div>
 <!--  ----------------------------------------- -->
@@ -535,20 +548,23 @@ <h3 class="callout-title">Cross-identification between tables<a class="anchor" a
 </ul><p>However, it is not obvious that Bel10018 (SimbadName: [BFO2002] UMi
 10018) mentionned in <em>Table A</em> corresponds to COS 347 in
 <em>Table B</em>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table1.png" alt="Screenshot -- Table A as displayed in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Extract of Table A from paper
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table1.png" alt="Screenshot -- Table A as displayed in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Extract of Table A from paper
 (screenshot). The following columns are displayed: Name of stellar
 system, Star name, RA (J2000), DEC (J2000), Bmag, Vmag, Rmag, CoFe,
-e_CoFe, NiFe, e_NiFe.</figcaption></figure><figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table2_before.png" alt="Screenshot -- Table B as displayed in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – extract of Table B from paper
+e_CoFe, NiFe, e_NiFe.</div>
+</figure><figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table2_before.png" alt="Screenshot -- Table B as displayed in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – extract of Table B from paper
 (screenshot). The following columns are displayed: Name of the stellar
 system, Star name, Reference for HRS abundances, Cr-HRS, e_Cr-HRS,
-Co-HRS.</figcaption></figure><!-- Link to Vizier: J/ApJS/237/18 // https://cdsarc.cds.unistra.fr/viz-bin/cat/J/ApJS/237/18 --><p>As there are no common identifier or coordinates repeated in the
+Co-HRS.</div>
+</figure><!-- Link to Vizier: J/ApJS/237/18 // https://cdsarc.cds.unistra.fr/viz-bin/cat/J/ApJS/237/18 --><p>As there are no common identifier or coordinates repeated in the
 second table, the only alternative would have been to go through the
 list of references cited (3rd column of <em>Table B</em>) to get the
 coordinates and identify the object one by one. Therefore, the CDS team
 contacted the author to get the names and positions for <em>Table B</em>
 and create a better link between the two tables as displayed below.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table2_after.png" alt="Screenshot -- Table B updated as available on VizieR" class="figure mx-auto d-block"><figcaption>Figure: After – extract of Table B as available in
-VizieR (screenshot)</figcaption></figure></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table2_after.png" alt="Screenshot -- Table B updated as available on VizieR" class="figure mx-auto d-block"><div class="figcaption">Figure: After – extract of Table B as available
+in VizieR (screenshot)</div>
+</figure></div>
 </div>
 </div>
 <!--  ----------------------------------------- -->
@@ -567,8 +583,9 @@ <h3 class="callout-title">Tables updated<a class="anchor" aria-label="anchor" hr
 <div class="callout-content">
 <p>In the example below, one table from the original catalogue was
 updated, to reflect the changes published in an erratum.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_7_errata.png" alt="Screenshot -- Table from catalogue updated to be consistent with erratum publication" class="figure mx-auto d-block"><figcaption>Figure: Example of a table updated following erratum
-publication (screenshot)</figcaption></figure></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_7_errata.png" alt="Screenshot -- Table from catalogue updated to be consistent with erratum publication" class="figure mx-auto d-block"><div class="figcaption">Figure: Example of a table updated following
+erratum publication (screenshot)</div>
+</figure></div>
 </div>
 </div>
 <!--  ----------------------------------------- -->
@@ -580,8 +597,9 @@ <h3 class="callout-title">Tables updated<a class="anchor" aria-label="anchor" hr
 CDS</a> and other participating <a href="https://vizier.cfa.harvard.edu/vizier/mirrors.gml" class="external-link">data
 centers</a> (e.g. at <a href="https://vizier.cfa.harvard.edu/" class="external-link">CfA/Harvard (USA)</a> or <a href="http://vizier.nao.ac.jp/" class="external-link">NOAJ/ADAC (Japan)</a>), as well as all
 VO compatible services.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step4.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, step 4
-“curation &amp; verification”</figcaption></figure><!--  ----------------------------------------- --><!--            Summary                         --><!--  ----------------------------------------- --></section><section id="summary-what-happens-to-your-data-at-cds"><h2 class="section-heading">Summary: What happens to your data at CDS?<a class="anchor" aria-label="anchor" href="#summary-what-happens-to-your-data-at-cds"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step4.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC, step
+4 “curation &amp; verification”</div>
+</figure><!--  ----------------------------------------- --><!--            Summary                         --><!--  ----------------------------------------- --></section><section id="summary-what-happens-to-your-data-at-cds"><h2 class="section-heading">Summary: What happens to your data at CDS?<a class="anchor" aria-label="anchor" href="#summary-what-happens-to-your-data-at-cds"></a>
 </h2>
 <hr class="half-width"><div id="keypoints1" class="callout keypoints">
 <div class="callout-square">
@@ -681,7 +699,7 @@ <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": "2024-02-27"
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/instructor/section_eosc.html b/instructor/section_eosc.html
index e0b65a4..362b091 100644
--- a/instructor/section_eosc.html
+++ b/instructor/section_eosc.html
@@ -326,8 +326,9 @@ <h3 class="card-title">Objectives</h3>
 <p>Once your data have been successfully ingested into VizieR, they
 begin their journey into the Virtual Observatory, as illustrated in the
 figure below.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/full.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: last step of the journey - step integration into the IVOA, EUDAT and finally EOSC, right after - step data published in a refereed paper, step preparation of the data, step submission of the data, steps curation and verification of the data" class="figure mx-auto d-block"><figcaption>Figure: Full data journey from a publication to EOSC,
-step 5 “integration into the IVOA, EUDAT and finally EOSC”</figcaption></figure><p>Work within the <a href="https://projectescape.eu/" class="external-link">ESCAPE
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/full.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: last step of the journey - step integration into the IVOA, EUDAT and finally EOSC, right after - step data published in a refereed paper, step preparation of the data, step submission of the data, steps curation and verification of the data" class="figure mx-auto d-block"><div class="figcaption">Figure: Full data journey from a publication to
+EOSC, step 5 “integration into the IVOA, EUDAT and finally EOSC”</div>
+</figure><p>Work within the <a href="https://projectescape.eu/" class="external-link">ESCAPE
 project</a> and the <a href="https://eoscfuture.eu/" class="external-link">EOSC Future
 project</a> has been aimed at connecting the existing astronomy data
 publishing systems to the <a href="https://eosc.eu/" class="external-link">European Open
@@ -367,8 +368,9 @@ <h3 class="card-title">Objectives</h3>
 materials and tutorials on how to use its features. The Portal also
 offers information for potential service providers on how to onboard
 their services to the EOSC Portal Catalogue &amp; Marketplace.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/eosc_portal__main_page.png" alt="Screenshot: EOSC Portal homepage, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: EOSC Portal homepage (screenshot from
-September 2023)</figcaption></figure><!--  ----------------------------------------- --><!--            Case study 	                --><!--  ----------------------------------------- --></section><section id="case-study-gaia-dr3"><h2 class="section-heading">Case Study: Gaia DR3<a class="anchor" aria-label="anchor" href="#case-study-gaia-dr3"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/eosc_portal__main_page.png" alt="Screenshot: EOSC Portal homepage, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: EOSC Portal homepage (screenshot from
+September 2023)</div>
+</figure><!--  ----------------------------------------- --><!--            Case study 	                --><!--  ----------------------------------------- --></section><section id="case-study-gaia-dr3"><h2 class="section-heading">Case Study: Gaia DR3<a class="anchor" aria-label="anchor" href="#case-study-gaia-dr3"></a>
 </h2>
 <hr class="half-width"><p>In the following, we will show how to find your data in EOSC, using
 Gaia DR3 (VizieR DOI: <a href="https://doi.org/10.26093/cds/vizier.1355" class="external-link">10.26093/cds/vizier.1355</a>)
@@ -378,12 +380,14 @@ <h3 id="step-1-search">Step 1: Search<a class="anchor" aria-label="anchor" href=
 <p>The first step is to type the name of your catalogue, dataset, paper,
 DOI in the Search bar on <a href="https://eosc-portal.eu/" class="external-link">EOSC
 portal</a>, as illustrated in the figure below.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step1_search.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' using homepage, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal –
-search from homepage (screenshot from September 2023)</figcaption></figure><p>You can also <a href="https://marketplace.eosc-portal.eu/" class="external-link">browse
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step1_search.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' using homepage, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– search from homepage (screenshot from September 2023)</div>
+</figure><p>You can also <a href="https://marketplace.eosc-portal.eu/" class="external-link">browse
 directly the Marketplace</a>, from the same website. You will get the
 same results in the end.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step1_search_browse_marketplace.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' using 'Browse Marketplace' page, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal –
-Browse Marketplace tab (screenshot from September 2023)</figcaption></figure><hr><hr></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step1_search_browse_marketplace.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' using 'Browse Marketplace' page, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– Browse Marketplace tab (screenshot from September 2023)</div>
+</figure><hr><hr></div>
 <div class="section level3">
 <h3 id="step-2-scan-list-of-records">Step 2: Scan list of records<a class="anchor" aria-label="anchor" href="#step-2-scan-list-of-records"></a></h3>
 <p>A full list of search results appear (<a href="https://search.marketplace.eosc-portal.eu/search/all?q=Gaia%20DR3" class="external-link">link
@@ -392,8 +396,9 @@ <h3 id="step-2-scan-list-of-records">Step 2: Scan list of records<a class="ancho
 data at the top (eg. Catalogs, Publications, Data, Software …).</p>
 <p>In our example (Gaia DR3), we can see that the search is done on
 multiple fields: Title, Author names, abstract.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step2_all_records.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal – all
-records (screenshot from September 2023)</figcaption></figure><hr><!-- --------------------- --></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step2_all_records.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– all records (screenshot from September 2023)</div>
+</figure><hr><!-- --------------------- --></div>
 <div class="section level3">
 <h3 id="advanced-search">Advanced search<a class="anchor" aria-label="anchor" href="#advanced-search"></a></h3>
 <p>In addition to the filters available on the left side of the <a href="https://search.marketplace.eosc-portal.eu/search/all?q=*" class="external-link">EOSC
@@ -401,8 +406,10 @@ <h3 id="advanced-search">Advanced search<a class="anchor" aria-label="anchor" hr
 the ‘Show Advanced Search’ button below the main Search bar.</p>
 <p>The search can be narrowed by ‘author’, ‘exact phrase’, ‘in title’,
 ‘none of’, as illustrated in the Figure below.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step2_all_records_advanced_filtering.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records and filtering using the 'advanced search' option, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal – all
-records, with extra filtering (screenshot from September 2023)</figcaption></figure><hr><hr></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step2_all_records_advanced_filtering.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records and filtering using the 'advanced search' option, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– all records, with extra filtering (screenshot from September
+2023)</div>
+</figure><hr><hr></div>
 <div class="section level3">
 <h3 id="step-3-select-an-entry">Step 3: Select an entry<a class="anchor" aria-label="anchor" href="#step-3-select-an-entry"></a></h3>
 <p>Once you found the relevant entry, you can click on it (<a href="https://explore.eosc-portal.eu/search/dataset?pid=10.26093/cds/vizier.1355&amp;return_path=search%2Fall&amp;search_params=q%3DGaia%2520DR3" class="external-link">link
@@ -415,8 +422,9 @@ <h3 id="step-3-select-an-entry">Step 3: Select an entry<a class="anchor" aria-la
 select one of the two data sources available: <a href="https://doi.org/http://doi.org/10.26093/cds/vizier.1355" class="external-link">B2FIND</a>
 or <a href="https://doi.org/10.26093/cds/vizier.1355" class="external-link">Strasbourg
 Astronomical Data Center</a>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step3_result.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3', from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal –
-result (screenshot from September 2023)</figcaption></figure><!--  ----------------------------------------- --><!--            Example				--><!--  ----------------------------------------- --></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step3_result.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3', from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– result (screenshot from September 2023)</div>
+</figure><!--  ----------------------------------------- --><!--            Example				--><!--  ----------------------------------------- --></div>
 </section><section id="examples-try-it-yourself"><h2 class="section-heading">Examples: try it yourself<a class="anchor" aria-label="anchor" href="#examples-try-it-yourself"></a>
 </h2>
 <hr class="half-width"><div id="accordionInstructor1" class="accordion instructor-note accordion-flush">
@@ -605,7 +613,7 @@ <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": "2024-02-27"
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/instructor/section_fair_astro.html b/instructor/section_fair_astro.html
index be406f5..8db5916 100644
--- a/instructor/section_fair_astro.html
+++ b/instructor/section_fair_astro.html
@@ -346,8 +346,9 @@ <h3 class="card-title">Objectives</h3>
 their usability.</p>
 <p>In this chapter, we will review the best practices for data
 publication in the astronomical field.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step0.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: beginning of the journey - step data published in a refereed paper" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, beginning
-of the journey - step 1 “peer reviewed datasets”</figcaption></figure><!--  ----------------------------------------- --><!-- 		Introduction 			--><!--  ----------------------------------------- --></section><section id="what-are-the-fair-principles"><h2 class="section-heading">What are the FAIR principles?<a class="anchor" aria-label="anchor" href="#what-are-the-fair-principles"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step0.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: beginning of the journey - step data published in a refereed paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC,
+beginning of the journey - step 1 “peer reviewed datasets”</div>
+</figure><!--  ----------------------------------------- --><!-- 		Introduction 			--><!--  ----------------------------------------- --></section><section id="what-are-the-fair-principles"><h2 class="section-heading">What are the FAIR principles?<a class="anchor" aria-label="anchor" href="#what-are-the-fair-principles"></a>
 </h2>
 <hr class="half-width"><p>Formalized by Wilkinson et al. in 2016 (DOI: <a href="https://ui.adsabs.harvard.edu/link_gateway/2016NatSD...360018W/doi:10.1038/sdata.2016.18" class="external-link">10.1038/sdata.2016.18</a>),
 the FAIR Guiding Principles have emerged over the last few years. The
@@ -379,7 +380,7 @@ <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
@@ -399,7 +400,7 @@ <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
@@ -423,7 +424,7 @@ <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,
@@ -441,7 +442,7 @@ <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
@@ -496,13 +497,12 @@ <h4 class="accordion-header" id="headingSolution4">To be Reusable</h4>
 <li><a href="#software_credits">Software credits</a></li>
 <li><a href="#doi">Digital object identifiers - DOI</a></li>
 <li><a href="#data_content_keywords">Data content keywords</a></li>
-</ul><div id="keep-calm-and-carry-on" class="callout callout">
+</ul><div id="callout1" class="callout">
 <div class="callout-square">
 <i class="callout-icon" data-feather="bell"></i>
 </div>
-<div id="keep-calm-and-carry-on" class="callout-inner">
-<h3 class="callout-title">Keep calm and carry on<a class="anchor" aria-label="anchor" href="#keep-calm-and-carry-on"></a>
-</h3>
+<div class="section level3 callout-title callout-inner">
+<h3 class="callout-title" id="keep-calm-and-carry-on">Keep calm and carry on<a class="anchor" aria-label="anchor" href="#keep-calm-and-carry-on"></a></h3>
 <div class="callout-content">
 <p>A lot of items will be covered in this section. We are aware that you
 could be a bit overwhelmed.</p>
@@ -543,8 +543,9 @@ <h4 id="examples">Examples<a class="anchor" aria-label="anchor" href="#examples"
 for the adopted solution in your Table, as shown in <a href="https://vizier.cds.unistra.fr/viz-bin/VizieR-3?-source=J/ApJS/261/19/table8" target="_blank" class="external-link">Table 8 from VizieR catalogue J/ApJS/261/19</a>
 </pre>
 </big><p></p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main//episodes/images/vizier_adopted_value_example.png" alt="Small extract of Table 8 from VizieR catalogue J/ApJS/261/19, displaying 4 columns for the effective temperature: TeffR, TeffS, TeffP and Teff, the latter one corresponding to their adopted temperature" class="figure mx-auto d-block"><figcaption>Figure: Extract of Table 8 from VizieR catalogue
-J/ApJS/261/19</figcaption></figure></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main//episodes/images/vizier_adopted_value_example.png" alt="Small extract of Table 8 from VizieR catalogue J/ApJS/261/19, displaying 4 columns for the effective temperature: TeffR, TeffS, TeffP and Teff, the latter one corresponding to their adopted temperature" class="figure mx-auto d-block"><div class="figcaption">Figure: Extract of Table 8 from VizieR catalogue
+J/ApJS/261/19</div>
+</figure></div>
 </div>
 </section><section id="section-1"><h2 class="section-heading">
 <!--  ----------------------------------------- --><a class="anchor" aria-label="anchor" href="#section-1"></a>
@@ -619,7 +620,7 @@ <h4 id="quiz">Quiz<a class="anchor" aria-label="anchor" href="#quiz"></a></h4>
   <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
@@ -654,7 +655,7 @@ <h3 class="callout-title">Quiz: Why are these astronomical designations
 <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>
@@ -667,7 +668,7 @@ <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>
@@ -694,7 +695,7 @@ <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>
@@ -922,7 +923,7 @@ <h4 id="quiz-1">Quiz<a class="anchor" aria-label="anchor" href="#quiz-1"></a></h
   <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
@@ -961,7 +962,7 @@ <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
@@ -975,7 +976,7 @@ <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>
@@ -1138,7 +1139,7 @@ <h4 id="quiz-2">Quiz<a class="anchor" aria-label="anchor" href="#quiz-2"></a></h
   <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
@@ -1168,7 +1169,7 @@ <h3 class="callout-title">Quiz: Can you guess the names of these
 <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>
@@ -1361,7 +1362,7 @@ <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": "2024-02-27"
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/instructor/section_prepare_data.html b/instructor/section_prepare_data.html
index bf9693d..681fd76 100644
--- a/instructor/section_prepare_data.html
+++ b/instructor/section_prepare_data.html
@@ -332,13 +332,15 @@ <h3 class="card-title">Objectives</h3>
 about how to prepare the data for their inclusion in VizieR.</p>
 <p>A full description of the standard conventions used for the
 documentation of the catalogues is available from <a href="https://vizier.cds.unistra.fr/vizier/doc/catstd.htx" class="external-link">there</a>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step1.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: second step of the journey - step preparation of the data, right after - step data published in a refereed paper" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, step 2
-“preparation of the data”</figcaption></figure><!--  ----------------------------------------- --><!-- 		Tables	 			--><!--  ----------------------------------------- --><!-- Source: https://cdsarc.cds.unistra.fr/vizier.submit/publication-notes.html#section2 --></section><section id="tables"><h2 class="section-heading">Tables<a class="anchor" aria-label="anchor" href="#tables"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step1.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: second step of the journey - step preparation of the data, right after - step data published in a refereed paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC, step
+2 “preparation of the data”</div>
+</figure><!--  ----------------------------------------- --><!-- 		Tables	 			--><!--  ----------------------------------------- --><!-- Source: https://cdsarc.cds.unistra.fr/vizier.submit/publication-notes.html#section2 --></section><section id="tables"><h2 class="section-heading">Tables<a class="anchor" aria-label="anchor" href="#tables"></a>
 </h2>
 <hr class="half-width"><p>Tables are the main data types accepted. An <a href="https://vizier.cds.unistra.fr/viz-bin/VizieR?-source=I/355/gaiadr3" class="external-link">example
 of ingested table</a> is shown below.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_table_example.png" alt="Screenshot: Example of a VizieR table ingested. The figure shows the first 20 rows for the table 'I/355/gaiadr3'." class="figure mx-auto d-block"><figcaption>Figure: Example of a VizieR table ingested: catalogue
-Gaia DR3 - ref I/355/gaiadr3 (screenshot)</figcaption></figure><!--  ----------------------------------------- --><p>The following formats are welcome:</p>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_table_example.png" alt="Screenshot: Example of a VizieR table ingested. The figure shows the first 20 rows for the table 'I/355/gaiadr3'." class="figure mx-auto d-block"><div class="figcaption">Figure: Example of a VizieR table ingested:
+catalogue Gaia DR3 - ref I/355/gaiadr3 (screenshot)</div>
+</figure><!--  ----------------------------------------- --><p>The following formats are welcome:</p>
 <div id="accepted-format" class="callout prereq">
 <div class="callout-square">
 <i class="callout-icon" data-feather="check"></i>
@@ -443,8 +445,9 @@ <h3 class="callout-title">Checklist<a class="anchor" aria-label="anchor" href="#
 </section><section id="associated-data-images-spectra-time-series-cube"><h2 class="section-heading">Associated data: images, spectra, time series, cube<a class="anchor" aria-label="anchor" href="#associated-data-images-spectra-time-series-cube"></a>
 </h2>
 <hr class="half-width"><p>In addition to the Tables, other data type are associated.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_saada_example_spectra.png" alt="Screenshot: Example of spectra ingested and available through the Saada VizieR page, associated with the catalogue 'J/A+A/589/A36'. " class="figure mx-auto d-block"><figcaption>Figure: Example of VizieR associated data from the
-Saada/VizieR page: spectra (screenshot)</figcaption></figure><p>Reusable file formats for associated data:</p>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_saada_example_spectra.png" alt="Screenshot: Example of spectra ingested and available through the Saada VizieR page, associated with the catalogue 'J/A+A/589/A36'. " class="figure mx-auto d-block"><div class="figcaption">Figure: Example of VizieR associated data from
+the Saada/VizieR page: spectra (screenshot)</div>
+</figure><p>Reusable file formats for associated data:</p>
 <div id="accepted-format-1" class="callout prereq">
 <div class="callout-square">
 <i class="callout-icon" data-feather="check"></i>
@@ -722,7 +725,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/section_prepare_data.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2023-09-11",
-  "datePublished": "2024-02-27"
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/instructor/section_submission_per_journal.html b/instructor/section_submission_per_journal.html
index a635d96..59ddb15 100644
--- a/instructor/section_submission_per_journal.html
+++ b/instructor/section_submission_per_journal.html
@@ -597,7 +597,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/section_submission_per_journal.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2023-11-02",
-  "datePublished": "2024-02-27"
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/instructor/section_submit_data.html b/instructor/section_submit_data.html
index 0438342..840b01b 100644
--- a/instructor/section_submit_data.html
+++ b/instructor/section_submit_data.html
@@ -324,8 +324,9 @@ <h3 class="card-title">Objectives</h3>
 happens after the acceptance / publication phase.</p>
 <p>Not everybody needs to send their data to CDS! We invite you to read
 carefully the next sections to understand your next steps.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step2.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: third step of the journey - step submission of the data, right after - step data published in a refereed paper, step preparation of the data" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, step 3
-“submission of the data”</figcaption></figure><!--  ----------------------------------------- --><!-- 		Who need to submit? 		--><!--  ----------------------------------------- --></section><section id="who-need-to-submit-their-data"><h2 class="section-heading">Who need to submit their data?<a class="anchor" aria-label="anchor" href="#who-need-to-submit-their-data"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step2.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: third step of the journey - step submission of the data, right after - step data published in a refereed paper, step preparation of the data" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC, step
+3 “submission of the data”</div>
+</figure><!--  ----------------------------------------- --><!-- 		Who need to submit? 		--><!--  ----------------------------------------- --></section><section id="who-need-to-submit-their-data"><h2 class="section-heading">Who need to submit their data?<a class="anchor" aria-label="anchor" href="#who-need-to-submit-their-data"></a>
 </h2>
 <hr class="half-width"><p>If your article does not contain any tables, you can skip the
 following!</p>
@@ -476,8 +477,9 @@ <h3 id="how-to-generate-the-readme-file">How to generate the ReadMe file?<a clas
 <li>The whole <em>ReadMe</em> can then be tested with the command line
 tool <a href="https://cdsarc.cds.unistra.fr/doc/anafile.htx" class="external-link">anafile</a>.</li>
 </ul></li>
-</ul><figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_cdspyreadme.png" alt="Screenshot: ReadMe Generator Python library Github page, from July 2023" class="figure mx-auto d-block"><figcaption>Figure: ReadMe Generator Python library Github page
-(screenshot)</figcaption></figure><hr><!--  ----------------------------------------- --></div>
+</ul><figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_cdspyreadme.png" alt="Screenshot: ReadMe Generator Python library Github page, from July 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: ReadMe Generator Python library Github
+page (screenshot)</div>
+</figure><hr><!--  ----------------------------------------- --></div>
 <div class="section level3">
 <h3 id="how-to-fill-the-readme-file">How to fill the ReadMe file<a class="anchor" aria-label="anchor" href="#how-to-fill-the-readme-file"></a></h3>
 <p>The <a href="https://vizier.cds.unistra.fr/vizier/catstd/catstd-3.1.htx" class="external-link">Standards
@@ -509,7 +511,7 @@ <h3 class="callout-title">The ReadMe file in more depth<a class="anchor" aria-la
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1">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>
 <strong>Title of the paper</strong>: Title as written in paper</li>
@@ -528,7 +530,7 @@ <h4 class="accordion-header" id="headingSolution1">A. ‘Title of the paper’,
 <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">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>
 <strong>Abstract</strong>: Describes the <em>scientific results</em>
@@ -551,7 +553,7 @@ <h4 class="accordion-header" id="headingSolution2">B. ‘Abstract’ and ‘Desc
 <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">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
@@ -649,8 +651,9 @@ <h3 id="upload-tables">Upload tables<a class="anchor" aria-label="anchor" href="
 </ul><p><strong>Note:</strong> Check that all the tables are uploaded at this
 stage. Adding tables later implies to remove all tables and
 <em>ReadMe</em>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step1_tables.png" alt="Screenshot: VizieR Catalogue upload page, start uploading Tables after initiating a session, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step Tables
-(screenshot)</figcaption></figure><hr></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step1_tables.png" alt="Screenshot: VizieR Catalogue upload page, start uploading Tables after initiating a session, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step
+Tables (screenshot)</div>
+</figure><hr></div>
 <div class="section level3">
 <h3 id="fill-the-readme">Fill the ReadMe<a class="anchor" aria-label="anchor" href="#fill-the-readme"></a></h3>
 <p>Once the tables uploaded, the next step is to fill the
@@ -674,8 +677,9 @@ <h3 id="fill-the-readme">Fill the ReadMe<a class="anchor" aria-label="anchor" hr
 <p><strong>Note - 2:</strong> Check that all the tables are uploaded at
 this stage. Adding tables later implies to remove all tables and
 <em>ReadMe</em>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step2_readme.png" alt="Screenshot: VizieR Catalogue upload page, fill the ReadMe file after initiating a session and uploading your tables, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step Readme
-(screenshot)</figcaption></figure><hr></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step2_readme.png" alt="Screenshot: VizieR Catalogue upload page, fill the ReadMe file after initiating a session and uploading your tables, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step
+Readme (screenshot)</div>
+</figure><hr></div>
 <div class="section level3">
 <h3 id="upload-fits-spectra-time-series">Upload FITS Spectra / Time series<a class="anchor" aria-label="anchor" href="#upload-fits-spectra-time-series"></a></h3>
 <p>Once the tables and the <em>ReadMe</em> are uploaded, you can upload
@@ -704,8 +708,9 @@ <h3 id="upload-fits-spectra-time-series">Upload FITS Spectra / Time series<a cla
 </ul></li>
 </ul><p>For each upload, a report is available. <strong>It is recommended to
 verify the mapping by clicking on the report header.</strong></p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step3_fits_spectra.png" alt="Screenshot: VizieR Catalogue upload page, upload associated data: FITS Spectra and Time Series after initiating a session, uploading your tables and filling the ReadMe file, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step FITS
-Spectra(screenshot)</figcaption></figure><hr></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step3_fits_spectra.png" alt="Screenshot: VizieR Catalogue upload page, upload associated data: FITS Spectra and Time Series after initiating a session, uploading your tables and filling the ReadMe file, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step FITS
+Spectra(screenshot)</div>
+</figure><hr></div>
 <div class="section level3">
 <h3 id="upload-fits-images">Upload FITS images<a class="anchor" aria-label="anchor" href="#upload-fits-images"></a></h3>
 <p>FITS images can also be uploaded in a similar way as the FITS Spectra
@@ -713,8 +718,9 @@ <h3 id="upload-fits-images">Upload FITS images<a class="anchor" aria-label="anch
 <p>More information on the accepted formats can be found in the Chapter
 <a href="section_prepare_data.html" target="_blank">“Preparing your
 data”</a>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step4_fits_images.png" alt="Screenshot: VizieR Catalogue upload page, upload associated data: FITS Images after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra and Time Series, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step FITS
-images (Screenshot)</figcaption></figure><hr></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step4_fits_images.png" alt="Screenshot: VizieR Catalogue upload page, upload associated data: FITS Images after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra and Time Series, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step FITS
+images (Screenshot)</div>
+</figure><hr></div>
 <div class="section level3">
 <h3 id="terminate">Terminate<a class="anchor" aria-label="anchor" href="#terminate"></a></h3>
 <p><strong>This is the last step of your catalogue
@@ -733,8 +739,9 @@ <h3 id="terminate">Terminate<a class="anchor" aria-label="anchor" href="#termina
 be used if additional information is needed.</p>
 <p><strong>Note:</strong> If a modification to a recently uploaded is
 needed, please contact the VizieR staff: <a href="mailto:cds-cats@unistra.fr">cds-cats(at)unistra.fr</a>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step5_validate.png" alt="Screenshot: VizieR Catalogue upload page, validate your submission after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra / Time Series and FITS images, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step Validate
-(Screenshot)</figcaption></figure><!--  ----------------------------------------- --><!-- 		Step-by-step: FTP		--><!--  ----------------------------------------- --><!-- https://cdsarc.cds.unistra.fr/vizier.submit/help.html --></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step5_validate.png" alt="Screenshot: VizieR Catalogue upload page, validate your submission after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra / Time Series and FITS images, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step
+Validate (Screenshot)</div>
+</figure><!--  ----------------------------------------- --><!-- 		Step-by-step: FTP		--><!--  ----------------------------------------- --><!-- https://cdsarc.cds.unistra.fr/vizier.submit/help.html --></div>
 </section><section id="data-submission-option-2-file-transfer-protocol"><h2 class="section-heading">Data submission (option 2): File Transfer Protocol<a class="anchor" aria-label="anchor" href="#data-submission-option-2-file-transfer-protocol"></a>
 </h2>
 <hr class="half-width"><p>An other option is to submit your data through File Transfer
@@ -954,7 +961,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/section_submit_data.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2023-10-31",
-  "datePublished": "2024-02-27"
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index d55d08a..094efd9 100644
--- a/key-points.html
+++ b/key-points.html
@@ -489,8 +489,8 @@ <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": "2023-11-06",
-  "dateModified": "2024-02-27",
-  "datePublished": "2024-02-27"
+  "dateModified": "2024-03-05",
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index e66e7c1..af78fe3 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -1,6 +1,6 @@
-pandoc: 2.19.2
+pandoc: 3.1.11
 pkgdown: 2.0.7
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-02-27T01:04Z
+last_built: 2024-03-05T01:03Z
 
diff --git a/profiles.html b/profiles.html
index b4fe958..0939dc0 100644
--- a/profiles.html
+++ b/profiles.html
@@ -319,8 +319,8 @@ <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": "2024-02-27",
-  "datePublished": "2024-02-27"
+  "dateModified": "2024-03-05",
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index e730cb2..6541302 100644
--- a/reference.html
+++ b/reference.html
@@ -375,7 +375,7 @@ <h1>Reference</h1>
   "identifier": "https://carpentries.github.io/workbench-template-md/reference.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2023-08-30",
-  "datePublished": "2024-02-27"
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/section1_intro.html b/section1_intro.html
index 98bd0f6..88cf12b 100644
--- a/section1_intro.html
+++ b/section1_intro.html
@@ -336,8 +336,9 @@ <h3 class="card-title">Objectives</h3>
 catalogues have not yet been incorporated into the VizieR database. The
 full list of catalogues is available from there: <a href="https://cdsarc.cds.unistra.fr/viz-bin/cat?" class="external-link">Catalogue collection
 page</a>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_catalogue_collection_july2023.png" alt="Screenshot: VizieR Catalogue collection page, example for 'mission:gaia', from July 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR Catalogue collection page - example
-when selecting Gaia mission catalogues (screenshot)</figcaption></figure><p>VizieR and more generally speaking the CDS are quite involved in the
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_catalogue_collection_july2023.png" alt="Screenshot: VizieR Catalogue collection page, example for 'mission:gaia', from July 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR Catalogue collection page -
+example when selecting Gaia mission catalogues (screenshot)</div>
+</figure><p>VizieR and more generally speaking the CDS are quite involved in the
 data preservation aspect, as evidenced by the <a href="https://www.coretrustseal.org/about/history/data-seal-of-approval-synopsis-2008-2018/" class="external-link">DSA</a>
 and <a href="https://www.coretrustseal.org/" class="external-link">CTS</a> certifications
 awarded over the last years. More details on the topic can be found at
@@ -407,8 +408,9 @@ <h3 class="card-title">Objectives</h3>
 package</a>
 </li>
 <li>VizieR tables with astronomical objects can be processed in <a href="https://simbad.cds.unistra.fr/simbad/" class="external-link">SIMBAD</a>.</li>
-</ul><figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_tools_and_vo__logos.svg" alt="Figure: VizieR and the interoperability with the CDS services. The full list of services is described just above." class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogues accessible through CDS
-services</figcaption></figure><!--  ----------------------------------------- --><!--    Why distribute your data through Vizier --><!--  ----------------------------------------- --><!-- Source: Written notes from Gilles --></section><section id="why-distribute-your-data-through-vizier"><h2 class="section-heading">Why distribute your data through VizieR?<a class="anchor" aria-label="anchor" href="#why-distribute-your-data-through-vizier"></a>
+</ul><figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_tools_and_vo__logos.svg" alt="Figure: VizieR and the interoperability with the CDS services. The full list of services is described just above." class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogues accessible through CDS
+services</div>
+</figure><!--  ----------------------------------------- --><!--    Why distribute your data through Vizier --><!--  ----------------------------------------- --><!-- Source: Written notes from Gilles --></section><section id="why-distribute-your-data-through-vizier"><h2 class="section-heading">Why distribute your data through VizieR?<a class="anchor" aria-label="anchor" href="#why-distribute-your-data-through-vizier"></a>
 </h2>
 <hr class="half-width"><p>In addition to the interoperability with the VO tools mentioned
 above, distributing your data through VizieR means <strong>adding
@@ -553,7 +555,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries.github.io/workbench-template-md/section1_intro.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2023-09-14",
-  "datePublished": "2024-02-27"
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/section_data_curation.html b/section_data_curation.html
index 1492d00..1266381 100644
--- a/section_data_curation.html
+++ b/section_data_curation.html
@@ -320,20 +320,20 @@ <h3 class="card-title">Objectives</h3>
 relevant information such as metadata and links to other catalogues.
 This can lead to interactions with the authors, but we are trying to
 minimize the level of interaction.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step3.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, step 4
-“curation &amp; verification”</figcaption></figure><!--  ----------------------------------------- --><!-- 		Verifications 			--><!--  ----------------------------------------- --></section><section id="behind-the-scenes-verifications"><h2 class="section-heading">Behind the scenes: verifications<a class="anchor" aria-label="anchor" href="#behind-the-scenes-verifications"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step3.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC, step
+4 “curation &amp; verification”</div>
+</figure><!--  ----------------------------------------- --><!-- 		Verifications 			--><!--  ----------------------------------------- --></section><section id="behind-the-scenes-verifications"><h2 class="section-heading">Behind the scenes: verifications<a class="anchor" aria-label="anchor" href="#behind-the-scenes-verifications"></a>
 </h2>
 <hr class="half-width"><p>In addition to the semi-automated verifications already done by the
 programs during the different steps of the ingestion, more in-depth
 verifications are done by the CDS team focusing on the reliability and
 the quality of the catalogues.</p>
-<div id="important-points-to-check" class="callout callout">
+<div id="callout1" class="callout">
 <div class="callout-square">
 <i class="callout-icon" data-feather="bell"></i>
 </div>
-<div id="important-points-to-check" class="callout-inner">
-<h3 class="callout-title">Important points to check<a class="anchor" aria-label="anchor" href="#important-points-to-check"></a>
-</h3>
+<div class="section level3 callout-title callout-inner">
+<h3 class="callout-title" id="important-points-to-check">Important points to check<a class="anchor" aria-label="anchor" href="#important-points-to-check"></a></h3>
 <div class="callout-content">
 <p>In the following, we present some corrections applied to real
 datasets.</p>
@@ -363,12 +363,14 @@ <h3 class="callout-title">Units corrected<a class="anchor" aria-label="anchor" h
 <p>In the example below the original unit for a cylindrical volume of a
 region (column <em>Size</em> from the figure below) was wrongly set to
 <em>cm<sup>-3</sup></em>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_1_units_before.png" alt="Screenshot -- Table with wrong units as displayed in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Units as written in original paper
-(screenshot)</figcaption></figure><p>Our team picked it up and wrote to the author and made the
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_1_units_before.png" alt="Screenshot -- Table with wrong units as displayed in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Units as written in original
+paper (screenshot)</div>
+</figure><p>Our team picked it up and wrote to the author and made the
 description and unit correction (field <em>V</em> from the figure
 below).</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_1_units_after.png" alt="Screenshot -- VizieR table with units corrected" class="figure mx-auto d-block"><figcaption>Figure: After – Units corrected in VizieR table
-(screenshot)</figcaption></figure></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_1_units_after.png" alt="Screenshot -- VizieR table with units corrected" class="figure mx-auto d-block"><div class="figcaption">Figure: After – Units corrected in VizieR table
+(screenshot)</div>
+</figure></div>
 </div>
 </div>
 <!--  ----------------------------------------- -->
@@ -389,15 +391,17 @@ <h3 class="callout-title">Coordinates corrected<a class="anchor" aria-label="anc
 <!-- Link to paper: https://iopscience.iop.org/article/10.3847/0004-637X/822/2/59#apj522819t1 // Table 1-->
 <p>Here is an example of coordinates with discrepancies when the
 declination is at 0 degree.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_before.png" alt="Screenshot -- Table with wrong coordinates as made available in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Coordinates as written in original
-paper (screenshot). The following columns are displayed: Seq (catalog
-index number); BGPS source identifier; Hour, Minute and Second of Right
-Ascension (J2000); Sign, Degree, Arcminute, Arcsecond of the Declination
-(J2000).</figcaption></figure><!-- Link to Readme: J/ApJ/822/59 // https://cdsarc.cds.unistra.fr/viz-bin/ReadMe/J/ApJ/822/59?format=html&tex=true // clumps--><p>Once the error detected by our team (missing minus sign for some
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_before.png" alt="Screenshot -- Table with wrong coordinates as made available in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Coordinates as written in
+original paper (screenshot). The following columns are displayed: Seq
+(catalog index number); BGPS source identifier; Hour, Minute and Second
+of Right Ascension (J2000); Sign, Degree, Arcminute, Arcsecond of the
+Declination (J2000).</div>
+</figure><!-- Link to Readme: J/ApJ/822/59 // https://cdsarc.cds.unistra.fr/viz-bin/ReadMe/J/ApJ/822/59?format=html&tex=true // clumps--><p>Once the error detected by our team (missing minus sign for some
 Declinations), the positions were then updated, two years after the data
 ingestion in VizieR.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_after.png" alt="Screenshot -- VizieR table with coordinates corrected" class="figure mx-auto d-block"><figcaption>Figure: After – Coordinates corrected in VizieR table
-(screenshot)</figcaption></figure></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_after.png" alt="Screenshot -- VizieR table with coordinates corrected" class="figure mx-auto d-block"><div class="figcaption">Figure: After – Coordinates corrected in VizieR
+table (screenshot)</div>
+</figure></div>
 </div>
 </div>
 <p>When there are none, positions can be added from other catalogues or
@@ -414,13 +418,15 @@ <h3 class="callout-title">Coordinates added<a class="anchor" aria-label="anchor"
 <!-- Link to paper: https://iopscience.iop.org/article/10.3847/1538-4357/ac0fda#apjac0fdat3 // Table 3-->
 <p>In the following example, we can see that no coordinate was provided
 in the original table.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_added_before.png" alt="Screenshot -- Table without coordinates as available in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Columns as written in original table
-(screenshot)</figcaption></figure><!-- Link to Readme: J/ApJ/919/121  // https://vizier.cds.unistra.fr/viz-bin/VizieR-3?-source=J/ApJ/919/121/table3&-out.max=50&-out.form=HTML%20Table&-oc.form=sexa // table 3 --><p>Using SIMBAD or otherwise the HASH PN databases (when no SIMBAD
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_added_before.png" alt="Screenshot -- Table without coordinates as available in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Columns as written in original
+table (screenshot)</div>
+</figure><!-- Link to Readme: J/ApJ/919/121  // https://vizier.cds.unistra.fr/viz-bin/VizieR-3?-source=J/ApJ/919/121/table3&-out.max=50&-out.form=HTML%20Table&-oc.form=sexa // table 3 --><p>Using SIMBAD or otherwise the HASH PN databases (when no SIMBAD
 corresponding match has been found – SimbadName empty), we were able to
 complement this table with positions.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_added_after.png" alt="Screenshot -- Table with SimbadName and coordinates informations added to the original columns" class="figure mx-auto d-block"><figcaption>Figure: After – Coordinates added in VizieR table
-(screenshot). The 4 columns in color are computed by VizieR, and not
-part of the original data.</figcaption></figure></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_2_coordinates_added_after.png" alt="Screenshot -- Table with SimbadName and coordinates informations added to the original columns" class="figure mx-auto d-block"><div class="figcaption">Figure: After – Coordinates added in VizieR
+table (screenshot). The 4 columns in color are computed by VizieR, and
+not part of the original data.</div>
+</figure></div>
 </div>
 </div>
 <!--  ----------------------------------------- -->
@@ -442,20 +448,23 @@ <h3 class="callout-title">SIMBAD names added + misprint on names
 <!-- Link to paper: https://iopscience.iop.org/article/10.3847/0004-637X/833/1/20#apjaa431et1  -->
 <p>Here is an example of truncated SDSS names… Impossible to retrieve
 except by coordinates that we luckily have in this case.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_3_names_before.png" alt="Screenshot -- Table with truncated names as identifiers in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Table as written in the original
-paper. The following columns are displayed: Type, Name, f_Name; Hour,
-Minute and Second of Right Ascension (J2000); Sign, Degree, Arcminute,
-Arcsecond of the Declination (J2000); Teff, log(g), l_[Fe/H], [Fe/H],
-l_[C/Fe], [C/Fe], l_[C/Fe]c, [C/Fe]c, l_A(C), A(C), l_[Ba/Fe], [Ba/Fe],
-f_[Ba/Fe], l_[Eu/Fe], [Eu/Fe], f_[Eu/Fe]; Class, Bin, f_Bin, Out,
-Ref.</figcaption></figure><!-- Link to VizieR: J/ApJ/833/20  // https://vizier.cds.unistra.fr/viz-bin/VizieR?-source=J/ApJ/833/20 // table 1 --><p>So the SimbadName has been added after the process for SIMBAD where
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_3_names_before.png" alt="Screenshot -- Table with truncated names as identifiers in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Table as written in the
+original paper. The following columns are displayed: Type, Name, f_Name;
+Hour, Minute and Second of Right Ascension (J2000); Sign, Degree,
+Arcminute, Arcsecond of the Declination (J2000); Teff, log(g), l_[Fe/H],
+[Fe/H], l_[C/Fe], [C/Fe], l_[C/Fe]c, [C/Fe]c, l_A(C), A(C), l_[Ba/Fe],
+[Ba/Fe], f_[Ba/Fe], l_[Eu/Fe], [Eu/Fe], f_[Eu/Fe]; Class, Bin, f_Bin,
+Out, Ref.</div>
+</figure><!-- Link to VizieR: J/ApJ/833/20  // https://vizier.cds.unistra.fr/viz-bin/VizieR?-source=J/ApJ/833/20 // table 1 --><p>So the SimbadName has been added after the process for SIMBAD where
 misprints on coordinates have been detected (identified by the column
 <em>f_Name</em> set to <em>o</em> below for <em>Name = SDSS
 J1137+2553</em>, and highlighted in both figures Before/After). For this
 object with coordinates pointing to nothing, the right ones have been
 found thanks to the bibcode given in the table.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_3_names_after.png" alt="Screenshot -- VizieR table with SIMBAD-names added and misprint on names (in the declinaison) corrected" class="figure mx-auto d-block"><figcaption>Figure: After – Example of names recognized by SIMBAD
-added to the original table submitted to VizieR (screenshot)</figcaption></figure></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_3_names_after.png" alt="Screenshot -- VizieR table with SIMBAD-names added and misprint on names (in the declinaison) corrected" class="figure mx-auto d-block"><div class="figcaption">Figure: After – Example of names recognized by
+SIMBAD added to the original table submitted to VizieR
+(screenshot)</div>
+</figure></div>
 </div>
 </div>
 <!--  ----------------------------------------- -->
@@ -474,8 +483,9 @@ <h3 class="callout-title">Min-max values added<a class="anchor" aria-label="anch
 </h3>
 <div class="callout-content">
 <!-- Link to VizieR: J/A+A/569/A17 // https://cdsarc.cds.unistra.fr/viz-bin/ReadMe/J/A+A/569/A17?format=html&tex=true -->
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_4_minmax.png" alt="Screenshot -- VizieR ReadMe file with minimum and maximum values added to the numerical fields" class="figure mx-auto d-block"><figcaption>Figure: Example of minimum and maximum values (in
-brackets) added to a ReadMe file (screenshot)</figcaption></figure></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_4_minmax.png" alt="Screenshot -- VizieR ReadMe file with minimum and maximum values added to the numerical fields" class="figure mx-auto d-block"><div class="figcaption">Figure: Example of minimum and maximum values
+(in brackets) added to a ReadMe file (screenshot)</div>
+</figure></div>
 </div>
 </div>
 <!--  ----------------------------------------- -->
@@ -501,13 +511,16 @@ <h3 class="callout-title">Link between tables added<a class="anchor" aria-label=
 <p>In the example below, the column <em>Nz</em> (Number of high-z
 galaxies in a given cluster) has been added to the original Table 1 to
 create a link with the relics-z table.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_5_link_table_1.png" alt="Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data" class="figure mx-auto d-block"><figcaption>Figure: Example of column added to the original set –
-Table 1 – , adding more visibility to the data (screenshot)</figcaption></figure><p>By clicking on the value “14” from the column <em>Nz</em> for the
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_5_link_table_1.png" alt="Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data" class="figure mx-auto d-block"><div class="figcaption">Figure: Example of column added to the original
+set – Table 1 – , adding more visibility to the data (screenshot)</div>
+</figure><p>By clicking on the value “14” from the column <em>Nz</em> for the
 cluster “plckg004-19”, one will get automatically the corresponding rows
 from the relics-z table, without any extra filtering, as illustrated
 below.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_5_link_table_2.png" alt="Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data, and a quicker access to the corresponding results" class="figure mx-auto d-block"><figcaption>Figure: Example of column added to the original set –
-relics-z table – , adding more visibility to the data (screenshot)</figcaption></figure></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_5_link_table_2.png" alt="Screenshot -- Link between columns added by the CDS team enabling a better reusability of the original data, and a quicker access to the corresponding results" class="figure mx-auto d-block"><div class="figcaption">Figure: Example of column added to the original
+set – relics-z table – , adding more visibility to the data
+(screenshot)</div>
+</figure></div>
 </div>
 </div>
 <!--  ----------------------------------------- -->
@@ -533,20 +546,23 @@ <h3 class="callout-title">Cross-identification between tables<a class="anchor" a
 </ul><p>However, it is not obvious that Bel10018 (SimbadName: [BFO2002] UMi
 10018) mentionned in <em>Table A</em> corresponds to COS 347 in
 <em>Table B</em>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table1.png" alt="Screenshot -- Table A as displayed in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – Extract of Table A from paper
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table1.png" alt="Screenshot -- Table A as displayed in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – Extract of Table A from paper
 (screenshot). The following columns are displayed: Name of stellar
 system, Star name, RA (J2000), DEC (J2000), Bmag, Vmag, Rmag, CoFe,
-e_CoFe, NiFe, e_NiFe.</figcaption></figure><figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table2_before.png" alt="Screenshot -- Table B as displayed in paper" class="figure mx-auto d-block"><figcaption>Figure: Before – extract of Table B from paper
+e_CoFe, NiFe, e_NiFe.</div>
+</figure><figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table2_before.png" alt="Screenshot -- Table B as displayed in paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Before – extract of Table B from paper
 (screenshot). The following columns are displayed: Name of the stellar
 system, Star name, Reference for HRS abundances, Cr-HRS, e_Cr-HRS,
-Co-HRS.</figcaption></figure><!-- Link to Vizier: J/ApJS/237/18 // https://cdsarc.cds.unistra.fr/viz-bin/cat/J/ApJS/237/18 --><p>As there are no common identifier or coordinates repeated in the
+Co-HRS.</div>
+</figure><!-- Link to Vizier: J/ApJS/237/18 // https://cdsarc.cds.unistra.fr/viz-bin/cat/J/ApJS/237/18 --><p>As there are no common identifier or coordinates repeated in the
 second table, the only alternative would have been to go through the
 list of references cited (3rd column of <em>Table B</em>) to get the
 coordinates and identify the object one by one. Therefore, the CDS team
 contacted the author to get the names and positions for <em>Table B</em>
 and create a better link between the two tables as displayed below.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table2_after.png" alt="Screenshot -- Table B updated as available on VizieR" class="figure mx-auto d-block"><figcaption>Figure: After – extract of Table B as available in
-VizieR (screenshot)</figcaption></figure></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_6_missing_key_table2_after.png" alt="Screenshot -- Table B updated as available on VizieR" class="figure mx-auto d-block"><div class="figcaption">Figure: After – extract of Table B as available
+in VizieR (screenshot)</div>
+</figure></div>
 </div>
 </div>
 <!--  ----------------------------------------- -->
@@ -565,8 +581,9 @@ <h3 class="callout-title">Tables updated<a class="anchor" aria-label="anchor" hr
 <div class="callout-content">
 <p>In the example below, one table from the original catalogue was
 updated, to reflect the changes published in an erratum.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_7_errata.png" alt="Screenshot -- Table from catalogue updated to be consistent with erratum publication" class="figure mx-auto d-block"><figcaption>Figure: Example of a table updated following erratum
-publication (screenshot)</figcaption></figure></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/data_curation_examples/example_7_errata.png" alt="Screenshot -- Table from catalogue updated to be consistent with erratum publication" class="figure mx-auto d-block"><div class="figcaption">Figure: Example of a table updated following
+erratum publication (screenshot)</div>
+</figure></div>
 </div>
 </div>
 <!--  ----------------------------------------- -->
@@ -578,8 +595,9 @@ <h3 class="callout-title">Tables updated<a class="anchor" aria-label="anchor" hr
 CDS</a> and other participating <a href="https://vizier.cfa.harvard.edu/vizier/mirrors.gml" class="external-link">data
 centers</a> (e.g. at <a href="https://vizier.cfa.harvard.edu/" class="external-link">CfA/Harvard (USA)</a> or <a href="http://vizier.nao.ac.jp/" class="external-link">NOAJ/ADAC (Japan)</a>), as well as all
 VO compatible services.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step4.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, step 4
-“curation &amp; verification”</figcaption></figure><!--  ----------------------------------------- --><!--            Summary                         --><!--  ----------------------------------------- --></section><section id="summary-what-happens-to-your-data-at-cds"><h2 class="section-heading">Summary: What happens to your data at CDS?<a class="anchor" aria-label="anchor" href="#summary-what-happens-to-your-data-at-cds"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step4.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: fourth step of the journey - step curation and verification of the data, right after - step data published in a refereed paper, step preparation of the data, step submission of the data" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC, step
+4 “curation &amp; verification”</div>
+</figure><!--  ----------------------------------------- --><!--            Summary                         --><!--  ----------------------------------------- --></section><section id="summary-what-happens-to-your-data-at-cds"><h2 class="section-heading">Summary: What happens to your data at CDS?<a class="anchor" aria-label="anchor" href="#summary-what-happens-to-your-data-at-cds"></a>
 </h2>
 <hr class="half-width"><div id="keypoints1" class="callout keypoints">
 <div class="callout-square">
@@ -679,7 +697,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries.github.io/workbench-template-md/section_data_curation.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2023-11-06",
-  "datePublished": "2024-02-27"
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/section_eosc.html b/section_eosc.html
index c1fd9d9..ce987c4 100644
--- a/section_eosc.html
+++ b/section_eosc.html
@@ -324,8 +324,9 @@ <h3 class="card-title">Objectives</h3>
 <p>Once your data have been successfully ingested into VizieR, they
 begin their journey into the Virtual Observatory, as illustrated in the
 figure below.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/full.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: last step of the journey - step integration into the IVOA, EUDAT and finally EOSC, right after - step data published in a refereed paper, step preparation of the data, step submission of the data, steps curation and verification of the data" class="figure mx-auto d-block"><figcaption>Figure: Full data journey from a publication to EOSC,
-step 5 “integration into the IVOA, EUDAT and finally EOSC”</figcaption></figure><p>Work within the <a href="https://projectescape.eu/" class="external-link">ESCAPE
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/full.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: last step of the journey - step integration into the IVOA, EUDAT and finally EOSC, right after - step data published in a refereed paper, step preparation of the data, step submission of the data, steps curation and verification of the data" class="figure mx-auto d-block"><div class="figcaption">Figure: Full data journey from a publication to
+EOSC, step 5 “integration into the IVOA, EUDAT and finally EOSC”</div>
+</figure><p>Work within the <a href="https://projectescape.eu/" class="external-link">ESCAPE
 project</a> and the <a href="https://eoscfuture.eu/" class="external-link">EOSC Future
 project</a> has been aimed at connecting the existing astronomy data
 publishing systems to the <a href="https://eosc.eu/" class="external-link">European Open
@@ -365,8 +366,9 @@ <h3 class="card-title">Objectives</h3>
 materials and tutorials on how to use its features. The Portal also
 offers information for potential service providers on how to onboard
 their services to the EOSC Portal Catalogue &amp; Marketplace.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/eosc_portal__main_page.png" alt="Screenshot: EOSC Portal homepage, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: EOSC Portal homepage (screenshot from
-September 2023)</figcaption></figure><!--  ----------------------------------------- --><!--            Case study 	                --><!--  ----------------------------------------- --></section><section id="case-study-gaia-dr3"><h2 class="section-heading">Case Study: Gaia DR3<a class="anchor" aria-label="anchor" href="#case-study-gaia-dr3"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/eosc_portal__main_page.png" alt="Screenshot: EOSC Portal homepage, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: EOSC Portal homepage (screenshot from
+September 2023)</div>
+</figure><!--  ----------------------------------------- --><!--            Case study 	                --><!--  ----------------------------------------- --></section><section id="case-study-gaia-dr3"><h2 class="section-heading">Case Study: Gaia DR3<a class="anchor" aria-label="anchor" href="#case-study-gaia-dr3"></a>
 </h2>
 <hr class="half-width"><p>In the following, we will show how to find your data in EOSC, using
 Gaia DR3 (VizieR DOI: <a href="https://doi.org/10.26093/cds/vizier.1355" class="external-link">10.26093/cds/vizier.1355</a>)
@@ -376,12 +378,14 @@ <h3 id="step-1-search">Step 1: Search<a class="anchor" aria-label="anchor" href=
 <p>The first step is to type the name of your catalogue, dataset, paper,
 DOI in the Search bar on <a href="https://eosc-portal.eu/" class="external-link">EOSC
 portal</a>, as illustrated in the figure below.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step1_search.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' using homepage, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal –
-search from homepage (screenshot from September 2023)</figcaption></figure><p>You can also <a href="https://marketplace.eosc-portal.eu/" class="external-link">browse
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step1_search.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' using homepage, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– search from homepage (screenshot from September 2023)</div>
+</figure><p>You can also <a href="https://marketplace.eosc-portal.eu/" class="external-link">browse
 directly the Marketplace</a>, from the same website. You will get the
 same results in the end.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step1_search_browse_marketplace.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' using 'Browse Marketplace' page, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal –
-Browse Marketplace tab (screenshot from September 2023)</figcaption></figure><hr><hr></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step1_search_browse_marketplace.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' using 'Browse Marketplace' page, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– Browse Marketplace tab (screenshot from September 2023)</div>
+</figure><hr><hr></div>
 <div class="section level3">
 <h3 id="step-2-scan-list-of-records">Step 2: Scan list of records<a class="anchor" aria-label="anchor" href="#step-2-scan-list-of-records"></a></h3>
 <p>A full list of search results appear (<a href="https://search.marketplace.eosc-portal.eu/search/all?q=Gaia%20DR3" class="external-link">link
@@ -390,8 +394,9 @@ <h3 id="step-2-scan-list-of-records">Step 2: Scan list of records<a class="ancho
 data at the top (eg. Catalogs, Publications, Data, Software …).</p>
 <p>In our example (Gaia DR3), we can see that the search is done on
 multiple fields: Title, Author names, abstract.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step2_all_records.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal – all
-records (screenshot from September 2023)</figcaption></figure><hr><!-- --------------------- --></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step2_all_records.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– all records (screenshot from September 2023)</div>
+</figure><hr><!-- --------------------- --></div>
 <div class="section level3">
 <h3 id="advanced-search">Advanced search<a class="anchor" aria-label="anchor" href="#advanced-search"></a></h3>
 <p>In addition to the filters available on the left side of the <a href="https://search.marketplace.eosc-portal.eu/search/all?q=*" class="external-link">EOSC
@@ -399,8 +404,10 @@ <h3 id="advanced-search">Advanced search<a class="anchor" aria-label="anchor" hr
 the ‘Show Advanced Search’ button below the main Search bar.</p>
 <p>The search can be narrowed by ‘author’, ‘exact phrase’, ‘in title’,
 ‘none of’, as illustrated in the Figure below.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step2_all_records_advanced_filtering.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records and filtering using the 'advanced search' option, from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal – all
-records, with extra filtering (screenshot from September 2023)</figcaption></figure><hr><hr></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step2_all_records_advanced_filtering.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3' -- scanning through all the records and filtering using the 'advanced search' option, from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– all records, with extra filtering (screenshot from September
+2023)</div>
+</figure><hr><hr></div>
 <div class="section level3">
 <h3 id="step-3-select-an-entry">Step 3: Select an entry<a class="anchor" aria-label="anchor" href="#step-3-select-an-entry"></a></h3>
 <p>Once you found the relevant entry, you can click on it (<a href="https://explore.eosc-portal.eu/search/dataset?pid=10.26093/cds/vizier.1355&amp;return_path=search%2Fall&amp;search_params=q%3DGaia%2520DR3" class="external-link">link
@@ -413,8 +420,9 @@ <h3 id="step-3-select-an-entry">Step 3: Select an entry<a class="anchor" aria-la
 select one of the two data sources available: <a href="https://doi.org/http://doi.org/10.26093/cds/vizier.1355" class="external-link">B2FIND</a>
 or <a href="https://doi.org/10.26093/cds/vizier.1355" class="external-link">Strasbourg
 Astronomical Data Center</a>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step3_result.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3', from September 2023" class="figure mx-auto d-block"><figcaption>Figure: Searching for ‘Gaia DR3’ on EOSC Portal –
-result (screenshot from September 2023)</figcaption></figure><!--  ----------------------------------------- --><!--            Example				--><!--  ----------------------------------------- --></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/eosc_portal_sept23/case_study__gaia_dr3__step3_result.png" alt="Screenshot: EOSC Portal search for 'Gaia DR3', from September 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: Searching for ‘Gaia DR3’ on EOSC Portal
+– result (screenshot from September 2023)</div>
+</figure><!--  ----------------------------------------- --><!--            Example				--><!--  ----------------------------------------- --></div>
 </section><section id="examples-try-it-yourself"><h2 class="section-heading">Examples: try it yourself<a class="anchor" aria-label="anchor" href="#examples-try-it-yourself"></a>
 </h2>
 <hr class="half-width"><div id="can-you-answer-the-following-questions" class="callout challenge">
@@ -589,7 +597,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries.github.io/workbench-template-md/section_eosc.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2023-09-07",
-  "datePublished": "2024-02-27"
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/section_fair_astro.html b/section_fair_astro.html
index e898e66..295ebb1 100644
--- a/section_fair_astro.html
+++ b/section_fair_astro.html
@@ -344,8 +344,9 @@ <h3 class="card-title">Objectives</h3>
 their usability.</p>
 <p>In this chapter, we will review the best practices for data
 publication in the astronomical field.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step0.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: beginning of the journey - step data published in a refereed paper" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, beginning
-of the journey - step 1 “peer reviewed datasets”</figcaption></figure><!--  ----------------------------------------- --><!-- 		Introduction 			--><!--  ----------------------------------------- --></section><section id="what-are-the-fair-principles"><h2 class="section-heading">What are the FAIR principles?<a class="anchor" aria-label="anchor" href="#what-are-the-fair-principles"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step0.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: beginning of the journey - step data published in a refereed paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC,
+beginning of the journey - step 1 “peer reviewed datasets”</div>
+</figure><!--  ----------------------------------------- --><!-- 		Introduction 			--><!--  ----------------------------------------- --></section><section id="what-are-the-fair-principles"><h2 class="section-heading">What are the FAIR principles?<a class="anchor" aria-label="anchor" href="#what-are-the-fair-principles"></a>
 </h2>
 <hr class="half-width"><p>Formalized by Wilkinson et al. in 2016 (DOI: <a href="https://ui.adsabs.harvard.edu/link_gateway/2016NatSD...360018W/doi:10.1038/sdata.2016.18" class="external-link">10.1038/sdata.2016.18</a>),
 the FAIR Guiding Principles have emerged over the last few years. The
@@ -377,7 +378,7 @@ <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
@@ -397,7 +398,7 @@ <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
@@ -421,7 +422,7 @@ <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,
@@ -439,7 +440,7 @@ <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
@@ -494,13 +495,12 @@ <h4 class="accordion-header" id="headingSolution4">To be Reusable</h4>
 <li><a href="#software_credits">Software credits</a></li>
 <li><a href="#doi">Digital object identifiers - DOI</a></li>
 <li><a href="#data_content_keywords">Data content keywords</a></li>
-</ul><div id="keep-calm-and-carry-on" class="callout callout">
+</ul><div id="callout1" class="callout">
 <div class="callout-square">
 <i class="callout-icon" data-feather="bell"></i>
 </div>
-<div id="keep-calm-and-carry-on" class="callout-inner">
-<h3 class="callout-title">Keep calm and carry on<a class="anchor" aria-label="anchor" href="#keep-calm-and-carry-on"></a>
-</h3>
+<div class="section level3 callout-title callout-inner">
+<h3 class="callout-title" id="keep-calm-and-carry-on">Keep calm and carry on<a class="anchor" aria-label="anchor" href="#keep-calm-and-carry-on"></a></h3>
 <div class="callout-content">
 <p>A lot of items will be covered in this section. We are aware that you
 could be a bit overwhelmed.</p>
@@ -541,8 +541,9 @@ <h4 id="examples">Examples<a class="anchor" aria-label="anchor" href="#examples"
 for the adopted solution in your Table, as shown in <a href="https://vizier.cds.unistra.fr/viz-bin/VizieR-3?-source=J/ApJS/261/19/table8" target="_blank" class="external-link">Table 8 from VizieR catalogue J/ApJS/261/19</a>
 </pre>
 </big><p></p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main//episodes/images/vizier_adopted_value_example.png" alt="Small extract of Table 8 from VizieR catalogue J/ApJS/261/19, displaying 4 columns for the effective temperature: TeffR, TeffS, TeffP and Teff, the latter one corresponding to their adopted temperature" class="figure mx-auto d-block"><figcaption>Figure: Extract of Table 8 from VizieR catalogue
-J/ApJS/261/19</figcaption></figure></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main//episodes/images/vizier_adopted_value_example.png" alt="Small extract of Table 8 from VizieR catalogue J/ApJS/261/19, displaying 4 columns for the effective temperature: TeffR, TeffS, TeffP and Teff, the latter one corresponding to their adopted temperature" class="figure mx-auto d-block"><div class="figcaption">Figure: Extract of Table 8 from VizieR catalogue
+J/ApJS/261/19</div>
+</figure></div>
 </div>
 </section><section id="section-1"><h2 class="section-heading">
 <!--  ----------------------------------------- --><a class="anchor" aria-label="anchor" href="#section-1"></a>
@@ -638,7 +639,7 @@ <h3 class="callout-title">Quiz: Why are these astronomical designations
 <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>
@@ -651,7 +652,7 @@ <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>
@@ -678,7 +679,7 @@ <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>
@@ -931,7 +932,7 @@ <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
@@ -945,7 +946,7 @@ <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>
@@ -1124,7 +1125,7 @@ <h3 class="callout-title">Quiz: Can you guess the names of these
 <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>
@@ -1317,7 +1318,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries.github.io/workbench-template-md/section_fair_astro.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2023-11-06",
-  "datePublished": "2024-02-27"
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/section_prepare_data.html b/section_prepare_data.html
index a386fe3..bba402a 100644
--- a/section_prepare_data.html
+++ b/section_prepare_data.html
@@ -330,13 +330,15 @@ <h3 class="card-title">Objectives</h3>
 about how to prepare the data for their inclusion in VizieR.</p>
 <p>A full description of the standard conventions used for the
 documentation of the catalogues is available from <a href="https://vizier.cds.unistra.fr/vizier/doc/catstd.htx" class="external-link">there</a>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step1.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: second step of the journey - step preparation of the data, right after - step data published in a refereed paper" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, step 2
-“preparation of the data”</figcaption></figure><!--  ----------------------------------------- --><!-- 		Tables	 			--><!--  ----------------------------------------- --><!-- Source: https://cdsarc.cds.unistra.fr/vizier.submit/publication-notes.html#section2 --></section><section id="tables"><h2 class="section-heading">Tables<a class="anchor" aria-label="anchor" href="#tables"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step1.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: second step of the journey - step preparation of the data, right after - step data published in a refereed paper" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC, step
+2 “preparation of the data”</div>
+</figure><!--  ----------------------------------------- --><!-- 		Tables	 			--><!--  ----------------------------------------- --><!-- Source: https://cdsarc.cds.unistra.fr/vizier.submit/publication-notes.html#section2 --></section><section id="tables"><h2 class="section-heading">Tables<a class="anchor" aria-label="anchor" href="#tables"></a>
 </h2>
 <hr class="half-width"><p>Tables are the main data types accepted. An <a href="https://vizier.cds.unistra.fr/viz-bin/VizieR?-source=I/355/gaiadr3" class="external-link">example
 of ingested table</a> is shown below.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_table_example.png" alt="Screenshot: Example of a VizieR table ingested. The figure shows the first 20 rows for the table 'I/355/gaiadr3'." class="figure mx-auto d-block"><figcaption>Figure: Example of a VizieR table ingested: catalogue
-Gaia DR3 - ref I/355/gaiadr3 (screenshot)</figcaption></figure><!--  ----------------------------------------- --><p>The following formats are welcome:</p>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_table_example.png" alt="Screenshot: Example of a VizieR table ingested. The figure shows the first 20 rows for the table 'I/355/gaiadr3'." class="figure mx-auto d-block"><div class="figcaption">Figure: Example of a VizieR table ingested:
+catalogue Gaia DR3 - ref I/355/gaiadr3 (screenshot)</div>
+</figure><!--  ----------------------------------------- --><p>The following formats are welcome:</p>
 <div id="accepted-format" class="callout prereq">
 <div class="callout-square">
 <i class="callout-icon" data-feather="check"></i>
@@ -441,8 +443,9 @@ <h3 class="callout-title">Checklist<a class="anchor" aria-label="anchor" href="#
 </section><section id="associated-data-images-spectra-time-series-cube"><h2 class="section-heading">Associated data: images, spectra, time series, cube<a class="anchor" aria-label="anchor" href="#associated-data-images-spectra-time-series-cube"></a>
 </h2>
 <hr class="half-width"><p>In addition to the Tables, other data type are associated.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_saada_example_spectra.png" alt="Screenshot: Example of spectra ingested and available through the Saada VizieR page, associated with the catalogue 'J/A+A/589/A36'. " class="figure mx-auto d-block"><figcaption>Figure: Example of VizieR associated data from the
-Saada/VizieR page: spectra (screenshot)</figcaption></figure><p>Reusable file formats for associated data:</p>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_saada_example_spectra.png" alt="Screenshot: Example of spectra ingested and available through the Saada VizieR page, associated with the catalogue 'J/A+A/589/A36'. " class="figure mx-auto d-block"><div class="figcaption">Figure: Example of VizieR associated data from
+the Saada/VizieR page: spectra (screenshot)</div>
+</figure><p>Reusable file formats for associated data:</p>
 <div id="accepted-format-1" class="callout prereq">
 <div class="callout-square">
 <i class="callout-icon" data-feather="check"></i>
@@ -708,7 +711,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries.github.io/workbench-template-md/section_prepare_data.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2023-09-11",
-  "datePublished": "2024-02-27"
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/section_submission_per_journal.html b/section_submission_per_journal.html
index a237e9c..755c252 100644
--- a/section_submission_per_journal.html
+++ b/section_submission_per_journal.html
@@ -595,7 +595,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries.github.io/workbench-template-md/section_submission_per_journal.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2023-11-02",
-  "datePublished": "2024-02-27"
+  "datePublished": "2024-03-05"
 }
 
   </script><script>
diff --git a/section_submit_data.html b/section_submit_data.html
index d76a893..c8cfbfa 100644
--- a/section_submit_data.html
+++ b/section_submit_data.html
@@ -322,8 +322,9 @@ <h3 class="card-title">Objectives</h3>
 happens after the acceptance / publication phase.</p>
 <p>Not everybody needs to send their data to CDS! We invite you to read
 carefully the next sections to understand your next steps.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step2.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: third step of the journey - step submission of the data, right after - step data published in a refereed paper, step preparation of the data" class="figure mx-auto d-block"><figcaption>Figure: Journey from a publication to EOSC, step 3
-“submission of the data”</figcaption></figure><!--  ----------------------------------------- --><!-- 		Who need to submit? 		--><!--  ----------------------------------------- --></section><section id="who-need-to-submit-their-data"><h2 class="section-heading">Who need to submit their data?<a class="anchor" aria-label="anchor" href="#who-need-to-submit-their-data"></a>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/lighthouse/step2.svg" alt="Figure -- Summary data journey from a publication to VizieR and then EOSC: third step of the journey - step submission of the data, right after - step data published in a refereed paper, step preparation of the data" class="figure mx-auto d-block"><div class="figcaption">Figure: Journey from a publication to EOSC, step
+3 “submission of the data”</div>
+</figure><!--  ----------------------------------------- --><!-- 		Who need to submit? 		--><!--  ----------------------------------------- --></section><section id="who-need-to-submit-their-data"><h2 class="section-heading">Who need to submit their data?<a class="anchor" aria-label="anchor" href="#who-need-to-submit-their-data"></a>
 </h2>
 <hr class="half-width"><p>If your article does not contain any tables, you can skip the
 following!</p>
@@ -474,8 +475,9 @@ <h3 id="how-to-generate-the-readme-file">How to generate the ReadMe file?<a clas
 <li>The whole <em>ReadMe</em> can then be tested with the command line
 tool <a href="https://cdsarc.cds.unistra.fr/doc/anafile.htx" class="external-link">anafile</a>.</li>
 </ul></li>
-</ul><figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_cdspyreadme.png" alt="Screenshot: ReadMe Generator Python library Github page, from July 2023" class="figure mx-auto d-block"><figcaption>Figure: ReadMe Generator Python library Github page
-(screenshot)</figcaption></figure><hr><!--  ----------------------------------------- --></div>
+</ul><figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_cdspyreadme.png" alt="Screenshot: ReadMe Generator Python library Github page, from July 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: ReadMe Generator Python library Github
+page (screenshot)</div>
+</figure><hr><!--  ----------------------------------------- --></div>
 <div class="section level3">
 <h3 id="how-to-fill-the-readme-file">How to fill the ReadMe file<a class="anchor" aria-label="anchor" href="#how-to-fill-the-readme-file"></a></h3>
 <p>The <a href="https://vizier.cds.unistra.fr/vizier/catstd/catstd-3.1.htx" class="external-link">Standards
@@ -507,7 +509,7 @@ <h3 class="callout-title">The ReadMe file in more depth<a class="anchor" aria-la
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1">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>
 <strong>Title of the paper</strong>: Title as written in paper</li>
@@ -526,7 +528,7 @@ <h4 class="accordion-header" id="headingSolution1">A. ‘Title of the paper’,
 <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">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>
 <strong>Abstract</strong>: Describes the <em>scientific results</em>
@@ -549,7 +551,7 @@ <h4 class="accordion-header" id="headingSolution2">B. ‘Abstract’ and ‘Desc
 <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">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
@@ -647,8 +649,9 @@ <h3 id="upload-tables">Upload tables<a class="anchor" aria-label="anchor" href="
 </ul><p><strong>Note:</strong> Check that all the tables are uploaded at this
 stage. Adding tables later implies to remove all tables and
 <em>ReadMe</em>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step1_tables.png" alt="Screenshot: VizieR Catalogue upload page, start uploading Tables after initiating a session, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step Tables
-(screenshot)</figcaption></figure><hr></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step1_tables.png" alt="Screenshot: VizieR Catalogue upload page, start uploading Tables after initiating a session, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step
+Tables (screenshot)</div>
+</figure><hr></div>
 <div class="section level3">
 <h3 id="fill-the-readme">Fill the ReadMe<a class="anchor" aria-label="anchor" href="#fill-the-readme"></a></h3>
 <p>Once the tables uploaded, the next step is to fill the
@@ -672,8 +675,9 @@ <h3 id="fill-the-readme">Fill the ReadMe<a class="anchor" aria-label="anchor" hr
 <p><strong>Note - 2:</strong> Check that all the tables are uploaded at
 this stage. Adding tables later implies to remove all tables and
 <em>ReadMe</em>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step2_readme.png" alt="Screenshot: VizieR Catalogue upload page, fill the ReadMe file after initiating a session and uploading your tables, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step Readme
-(screenshot)</figcaption></figure><hr></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step2_readme.png" alt="Screenshot: VizieR Catalogue upload page, fill the ReadMe file after initiating a session and uploading your tables, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step
+Readme (screenshot)</div>
+</figure><hr></div>
 <div class="section level3">
 <h3 id="upload-fits-spectra-time-series">Upload FITS Spectra / Time series<a class="anchor" aria-label="anchor" href="#upload-fits-spectra-time-series"></a></h3>
 <p>Once the tables and the <em>ReadMe</em> are uploaded, you can upload
@@ -702,8 +706,9 @@ <h3 id="upload-fits-spectra-time-series">Upload FITS Spectra / Time series<a cla
 </ul></li>
 </ul><p>For each upload, a report is available. <strong>It is recommended to
 verify the mapping by clicking on the report header.</strong></p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step3_fits_spectra.png" alt="Screenshot: VizieR Catalogue upload page, upload associated data: FITS Spectra and Time Series after initiating a session, uploading your tables and filling the ReadMe file, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step FITS
-Spectra(screenshot)</figcaption></figure><hr></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step3_fits_spectra.png" alt="Screenshot: VizieR Catalogue upload page, upload associated data: FITS Spectra and Time Series after initiating a session, uploading your tables and filling the ReadMe file, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step FITS
+Spectra(screenshot)</div>
+</figure><hr></div>
 <div class="section level3">
 <h3 id="upload-fits-images">Upload FITS images<a class="anchor" aria-label="anchor" href="#upload-fits-images"></a></h3>
 <p>FITS images can also be uploaded in a similar way as the FITS Spectra
@@ -711,8 +716,9 @@ <h3 id="upload-fits-images">Upload FITS images<a class="anchor" aria-label="anch
 <p>More information on the accepted formats can be found in the Chapter
 <a href="section_prepare_data.html" target="_blank">“Preparing your
 data”</a>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step4_fits_images.png" alt="Screenshot: VizieR Catalogue upload page, upload associated data: FITS Images after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra and Time Series, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step FITS
-images (Screenshot)</figcaption></figure><hr></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step4_fits_images.png" alt="Screenshot: VizieR Catalogue upload page, upload associated data: FITS Images after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra and Time Series, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step FITS
+images (Screenshot)</div>
+</figure><hr></div>
 <div class="section level3">
 <h3 id="terminate">Terminate<a class="anchor" aria-label="anchor" href="#terminate"></a></h3>
 <p><strong>This is the last step of your catalogue
@@ -731,8 +737,9 @@ <h3 id="terminate">Terminate<a class="anchor" aria-label="anchor" href="#termina
 be used if additional information is needed.</p>
 <p><strong>Note:</strong> If a modification to a recently uploaded is
 needed, please contact the VizieR staff: <a href="mailto:cds-cats@unistra.fr">cds-cats(at)unistra.fr</a>.</p>
-<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step5_validate.png" alt="Screenshot: VizieR Catalogue upload page, validate your submission after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra / Time Series and FITS images, from June 2023" class="figure mx-auto d-block"><figcaption>Figure: VizieR catalogue upload page - step Validate
-(Screenshot)</figcaption></figure><!--  ----------------------------------------- --><!-- 		Step-by-step: FTP		--><!--  ----------------------------------------- --><!-- https://cdsarc.cds.unistra.fr/vizier.submit/help.html --></div>
+<figure><img src="https://raw.githubusercontent.com/cds-astro/a-FAIR-journey-for-astronomical-data/main/episodes/images/vizier_submit_online_interface_july23/step5_validate.png" alt="Screenshot: VizieR Catalogue upload page, validate your submission after initiating a session, uploading your tables, filling the ReadMe file and uploading FITS Spectra / Time Series and FITS images, from June 2023" class="figure mx-auto d-block"><div class="figcaption">Figure: VizieR catalogue upload page - step
+Validate (Screenshot)</div>
+</figure><!--  ----------------------------------------- --><!-- 		Step-by-step: FTP		--><!--  ----------------------------------------- --><!-- https://cdsarc.cds.unistra.fr/vizier.submit/help.html --></div>
 </section><section id="data-submission-option-2-file-transfer-protocol"><h2 class="section-heading">Data submission (option 2): File Transfer Protocol<a class="anchor" aria-label="anchor" href="#data-submission-option-2-file-transfer-protocol"></a>
 </h2>
 <hr class="half-width"><p>An other option is to submit your data through File Transfer
@@ -952,7 +959,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries.github.io/workbench-template-md/section_submit_data.html",
   "dateCreated": "2023-11-06",
   "dateModified": "2023-10-31",
-  "datePublished": "2024-02-27"
+  "datePublished": "2024-03-05"
 }
 
   </script><script>