diff --git a/404.html b/404.html
index 41df5750..cdeee299 100644
--- a/404.html
+++ b/404.html
@@ -338,9 +338,9 @@ <h1>Page not found</h1>
   "creativeWorkStatus": "active",
   "url": "https://carpentries.github.io/workbench-template-md/404.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/404.html",
-  "dateCreated": "2023-09-07",
-  "dateModified": "2023-09-07",
-  "datePublished": "2023-09-07"
+  "dateCreated": "2023-09-11",
+  "dateModified": "2023-09-11",
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 059d6966..3b8c6fde 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -373,9 +373,9 @@ <h1>Contributor Code of Conduct</h1>
   "creativeWorkStatus": "active",
   "url": "https://carpentries.github.io/workbench-template-md/CODE_OF_CONDUCT.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/CODE_OF_CONDUCT.html",
-  "dateCreated": "2023-09-07",
+  "dateCreated": "2023-09-11",
   "dateModified": "2022-08-05",
-  "datePublished": "2023-09-07"
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index da54aff4..d10c3d60 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -425,9 +425,9 @@ <h1>Licenses</h1>
   "creativeWorkStatus": "active",
   "url": "https://carpentries.github.io/workbench-template-md/LICENSE.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/LICENSE.html",
-  "dateCreated": "2023-09-07",
+  "dateCreated": "2023-09-11",
   "dateModified": "2022-04-22",
-  "datePublished": "2023-09-07"
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 7e204540..f786bca9 100644
--- a/aio.html
+++ b/aio.html
@@ -1714,7 +1714,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
 any links that you are not going to use. 
  --><!--  ----------------------------------------- --><!--            Link references                 --><!--  ----------------------------------------- --><!-- CDS --><!-- --><!-- VizieR --><!-- VizieR File submission --><!-- VizieR FTP --><!-- VizieR mirrors --><!-- VizieR Readme--><!-- VizieR example Gaia DR3 and other examples--><!-- --><!-- Journals --><!-- --><!-- --><!-- --><!-- --><!-- --><!-- Data centres --><!-- --><!-- Others --><!-- --><!-- Papers --><!-- --><!-- EOSC --></section></section><section id="aio-section_submission_per_journals"><p>Content from <a href="section_submission_per_journals.html">Submission routes and journals</a></p>
 <hr>
-<p> Last updated on 2023-09-06 | 
+<p> Last updated on 2023-09-11 | 
         
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/section_submission_per_journals.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -1776,9 +1776,9 @@ <h3 class="card-title">Objectives</h3>
 <p>List of journals included:</p>
 <ul>
 <li>The Astrophysical Journal: ApJ</li>
-<li>The Astronomical Journal: AJ</li>
 <li>The Astrophysical Journal Supplement Series: ApJS</li>
 <li>The Astrophysical Journal Letters: ApJL</li>
+<li>The Astronomical Journal: AJ</li>
 </ul>
 <!-- To select ApJ and not ApJL .... => 
 SELECT count(bibcode) FROM METAcat
@@ -1797,7 +1797,7 @@ <h3 class="card-title">Objectives</h3>
 <li><a href="https://journals.aas.org/" class="external-link">AAS homepage</a></li>
 <li><a href="https://journals.aas.org/data-guide/" class="external-link">Data Guide</a></li>
 </ul>
-<!--  ----------------------------------------- --><!-- 		A&A				--><!--  ----------------------------------------- --></section><section id="astronomy-astrophysics-journal-aa"><h2 class="section-heading">Astronomy &amp; Astrophysics Journal (A&amp;A)<a class="anchor" aria-label="anchor" href="#astronomy-astrophysics-journal-aa"></a>
+<!--  ----------------------------------------- --><!-- 		A&A				--><!--  ----------------------------------------- --></section><section id="astronomy-astrophysics-journals-aa"><h2 class="section-heading">Astronomy &amp; Astrophysics Journals (A&amp;A)<a class="anchor" aria-label="anchor" href="#astronomy-astrophysics-journals-aa"></a>
 </h2>
 <hr class="half-width">
 <p>Before publication, A&amp;A editors and CDS decide which data to
@@ -1859,7 +1859,7 @@ <h3 class="card-title">Objectives</h3>
 <li>Baltic Astronomy: BaltA (0.23%)</li>
 <li>Nature: Natur (0.10%) <!-- 25-->
 </li>
-<li>The Planetary Science Journal: Sci (0.08%)</li>
+<li>Planetary Science Journal: Sci (0.08%)</li>
 <li>Research notes of the AAS: RNAAS (0.008%) <!-- 2 catalogues -->
 </li>
 </ul>
@@ -1995,7 +1995,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
 <p>To face an increasing volume and according to the CDS mission, VizieR
 selects the articles to be processed.</p>
 <ul>
-<li>Main journals origin : AAS (ApJ, AJ, ApJS, ApJL), A&amp;A,
+<li>Main journals origin : AAS (ApJ, ApJS, ApJL, AJ), A&amp;A,
 MNRAS</li>
 <li>Authors asking for VizieR publication</li>
 <li>Scientific criteria such as the origin of the measurements
@@ -2384,7 +2384,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>R1) No: filenames should be in lowercase.</p>
 <p>R2) No: filename too long. This filename will be shortened afterwards
@@ -2468,7 +2468,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
 any links that you are not going to use. 
  --><!--  ----------------------------------------- --><!--            Link references                 --><!--  ----------------------------------------- --><!-- CDS --><!-- --><!-- VizieR --><!-- VizieR File submission --><!-- VizieR FTP --><!-- VizieR mirrors --><!-- VizieR Readme--><!-- VizieR example Gaia DR3 and other examples--><!-- --><!-- Journals --><!-- --><!-- --><!-- --><!-- --><!-- --><!-- Data centres --><!-- --><!-- Others --><!-- --><!-- Papers --><!-- --><!-- EOSC --></section></section><section id="aio-section_submit_data"><p>Content from <a href="section_submit_data.html">Submitting astronomical data</a></p>
 <hr>
-<p> Last updated on 2023-09-06 | 
+<p> Last updated on 2023-09-11 | 
         
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/section_submit_data.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -2515,7 +2515,22 @@ <h3 class="card-title">Objectives</h3>
 “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>
 </h2>
 <hr class="half-width">
-<!--  ----------------------------------------- --><!-- 		Submitting 			--><!--  ----------------------------------------- --><!-- Source: https://cdsarc.cds.unistra.fr/vizier.submit/publication-notes.html#section4 --><!-- Source: https://vizier.cds.unistra.fr/vizier/submit.htx // Section 4 --></section><section id="where-to-deposit-the-data"><h2 class="section-heading">Where to deposit the data?<a class="anchor" aria-label="anchor" href="#where-to-deposit-the-data"></a>
+<p>If your article does not contain any tables, you can skip the
+following!</p>
+<!--
+| Journal		| Submitting to VizieR | When | Table format | Associated data |
+| ----			| :--: | -- | -- | --- | 
+| ApJ, ApJS, ApJL, AJ	|  No (harvested by VizieR) 	| | | |
+| A&A, A&AS		|  Yes	| | | |
+| MNRAS 		|  Yes	| | | |
+| Other journal 	|  Yes	| | | |
+-->
+<!--  ----------------------------------------- -->
+<!-- 		Submitting 			-->
+<!--  ----------------------------------------- -->
+<!-- Source: https://cdsarc.cds.unistra.fr/vizier.submit/publication-notes.html#section4 -->
+<!-- Source: https://vizier.cds.unistra.fr/vizier/submit.htx // Section 4 -->
+</section><section id="where-to-deposit-the-data"><h2 class="section-heading">Where to deposit the data?<a class="anchor" aria-label="anchor" href="#where-to-deposit-the-data"></a>
 </h2>
 <hr class="half-width">
 <p>Two routes are possible to submit your data to VizieR:</p>
@@ -2681,7 +2696,7 @@ <h4 class="accordion-header" id="headingSolution1">
   A. ‘Title of the paper’, ‘Authors’, ‘Reference’
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <ul>
 <li>
@@ -2704,7 +2719,7 @@ <h4 class="accordion-header" id="headingSolution2">
   B. ‘Abstract’ and ‘Description’
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <ul>
 <li>
@@ -2735,7 +2750,7 @@ <h4 class="accordion-header" id="headingSolution3">
   C. ‘Byte-by-byte Description of file’
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>This section describes the structure of each data files (files with
 the .dat extension). This description is made in a tabular form, each
@@ -3131,7 +3146,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
 any links that you are not going to use. 
  --><!--  ----------------------------------------- --><!--            Link references                 --><!--  ----------------------------------------- --><!-- CDS --><!-- --><!-- VizieR --><!-- VizieR File submission --><!-- VizieR FTP --><!-- VizieR mirrors --><!-- VizieR Readme--><!-- VizieR example Gaia DR3 and other examples--><!-- --><!-- Journals --><!-- --><!-- --><!-- --><!-- --><!-- --><!-- Data centres --><!-- --><!-- Others --><!-- --><!-- Papers --><!-- --><!-- EOSC --></section></section><section id="aio-section_data_curation"><p>Content from <a href="section_data_curation.html">Data curation at CDS</a></p>
 <hr>
-<p> Last updated on 2023-09-07 | 
+<p> Last updated on 2023-09-11 | 
         
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/section_data_curation.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <div class="text-end">
@@ -3280,18 +3295,25 @@ <h3 class="callout-title">SIMBAD names added + misprint on names
 corrected<a class="anchor" aria-label="anchor" href="#simbad-names-added-misprint-on-names-corrected"></a>
 </h3>
 <div class="callout-content">
-<!-- Link to VizieR: J/ApJ/833/20  // https://vizier.cds.unistra.fr/viz-bin/VizieR?-source=J/ApJ/833/20 // table 1 -->
 <p>To retrieve coordinates and easy the cross identification between
 SIMBAD and VizieR, a proper identification is needed.</p>
+<!-- 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. 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 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.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: Example of names recognized by SIMBAD added
-to the original table submitted to VizieR (screenshot)</figcaption></figure>
+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
+misprints on coordinates have been detected (identified by the column
+<em>f_Name</em> set to <em>o</em> below, for example for <em>Name = SDSS
+J1137+2553</em>). 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>
 </div>
 </div>
@@ -3798,9 +3820,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "creativeWorkStatus": "active",
   "url": "https://carpentries.github.io/workbench-template-md/aio.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/aio.html",
-  "dateCreated": "2023-09-07",
-  "dateModified": "2023-09-07",
-  "datePublished": "2023-09-07"
+  "dateCreated": "2023-09-11",
+  "dateModified": "2023-09-11",
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index cc685d76..76df4cb0 100644
--- a/images.html
+++ b/images.html
@@ -416,42 +416,51 @@ <h3 id="section_data_curation-figure-7">Figure 7</h3>
 (screenshot). The 4 columns in color are computed by VizieR, and not
 part of the original data.</figcaption></figure><hr>
 <h3 id="section_data_curation-figure-8">Figure 8</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.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: Example of names recognized by SIMBAD added
-to the original table submitted to VizieR (screenshot)</figcaption></figure><hr>
+<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>
 <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>
+<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>
-<h3 id="section_data_curation-figure-10">Figure 10</h3>
+<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>
-<h3 id="section_data_curation-figure-11">Figure 11</h3>
+<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>
-<h3 id="section_data_curation-figure-12">Figure 12</h3>
+<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
 (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>
-<h3 id="section_data_curation-figure-13">Figure 13</h3>
+<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
 (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>
-<h3 id="section_data_curation-figure-14">Figure 14</h3>
+<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>
-<h3 id="section_data_curation-figure-15">Figure 15</h3>
+<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>
-<h3 id="section_data_curation-figure-16">Figure 16</h3>
+<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>
@@ -531,9 +540,9 @@ <h3 id="section_eosc-figure-7">Figure 7</h3>
   "creativeWorkStatus": "active",
   "url": "https://carpentries.github.io/workbench-template-md/images.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/images.html",
-  "dateCreated": "2023-09-07",
-  "dateModified": "2023-09-07",
-  "datePublished": "2023-09-07"
+  "dateCreated": "2023-09-11",
+  "dateModified": "2023-09-11",
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 46cc4ae8..35028564 100644
--- a/index.html
+++ b/index.html
@@ -369,27 +369,27 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 <h3 class="callout-title">Checklist<a class="anchor" aria-label="anchor" href="#checklist1"></a>
 </h3>
 <div class="callout-content">
-<ul><li>Outline the benefits of using VizieR. <strong>(Chapter
+<ul><li>Outline the benefits of using VizieR <strong>(Chapter
 1)</strong>
 </li>
 <li>Cite the Findable, Accessible, Interoperable and Reusable (FAIR)
 principles <strong>(Chapter 2)</strong>
 </li>
-<li>Describe the different submission routes per journal.
+<li>Describe the different submission routes per journal
 <strong>(Chapter 3)</strong>
 <!-- - Define the type of data accepted in VizieR  -->
 </li>
 <li>Prepare your data, integrating the FAIR principles <strong>(Chapter
 4)</strong><br></li>
 <li>Submit your data in the existing and new Open Science systems,
-keeping in mind the Virtual Observatory (VO) standards. <strong>(Chapter
+keeping in mind the Virtual Observatory (VO) standards <strong>(Chapter
 5)</strong>
 </li>
 <li>Summarize all the steps happening behind the curtains once your data
 are submitted, and before their full integration into the VO
 <strong>(Chapter 6)</strong>
 </li>
-<li>Naviguate through the EOSC portal. <strong>(Chapter 7)</strong>
+<li>Naviguate through the EOSC portal <strong>(Chapter 7)</strong>
 </li>
 </ul></div>
 </div>
@@ -410,7 +410,7 @@ <h3 class="callout-title">Checklist<a class="anchor" aria-label="anchor" href="#
 <!-- -------- -->
 </section><section id="version"><h2 class="section-heading">Version<a class="anchor" aria-label="anchor" href="#version"></a>
 </h2>
-<hr class="half-width"><p>Training version: 0.3.0</p>
+<hr class="half-width"><p>Training version: 0.4.0</p>
 <p>Publication date: 10 July 2023</p>
 <p>Last modified: 6 September 2023</p>
 <!-- -------- -->
@@ -488,9 +488,9 @@ <h3 class="callout-title">Checklist<a class="anchor" aria-label="anchor" href="#
   "creativeWorkStatus": "active",
   "url": "https://carpentries.github.io/workbench-template-md/index.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/index.html",
-  "dateCreated": "2023-09-07",
-  "dateModified": "2023-09-07",
-  "datePublished": "2023-09-07"
+  "dateCreated": "2023-09-11",
+  "dateModified": "2023-09-11",
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 6fafbd66..8f4bca39 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -397,9 +397,9 @@ <h1>Instructor Notes</h1>
   "creativeWorkStatus": "active",
   "url": "https://carpentries.github.io/workbench-template-md/instructor-notes.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor-notes.html",
-  "dateCreated": "2023-09-07",
-  "dateModified": "2023-09-07",
-  "datePublished": "2023-09-07"
+  "dateCreated": "2023-09-11",
+  "dateModified": "2023-09-11",
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 28126b2d..e5254d01 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -338,9 +338,9 @@ <h1>Page not found</h1>
   "creativeWorkStatus": "active",
   "url": "https://carpentries.github.io/workbench-template-md/instructor/404.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/404.html",
-  "dateCreated": "2023-09-07",
-  "dateModified": "2023-09-07",
-  "datePublished": "2023-09-07"
+  "dateCreated": "2023-09-11",
+  "dateModified": "2023-09-11",
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index c5f88bfe..53503be6 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -374,9 +374,9 @@ <h1>Contributor Code of Conduct</h1>
   "creativeWorkStatus": "active",
   "url": "https://carpentries.github.io/workbench-template-md/instructor/CODE_OF_CONDUCT.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/CODE_OF_CONDUCT.html",
-  "dateCreated": "2023-09-07",
+  "dateCreated": "2023-09-11",
   "dateModified": "2022-08-05",
-  "datePublished": "2023-09-07"
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 0dfbce8d..0d967078 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -426,9 +426,9 @@ <h1>Licenses</h1>
   "creativeWorkStatus": "active",
   "url": "https://carpentries.github.io/workbench-template-md/instructor/LICENSE.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/LICENSE.html",
-  "dateCreated": "2023-09-07",
+  "dateCreated": "2023-09-11",
   "dateModified": "2022-04-22",
-  "datePublished": "2023-09-07"
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 415fdddd..aa3a3e9a 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -1762,7 +1762,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
 any links that you are not going to use. 
  --><!--  ----------------------------------------- --><!--            Link references                 --><!--  ----------------------------------------- --><!-- CDS --><!-- --><!-- VizieR --><!-- VizieR File submission --><!-- VizieR FTP --><!-- VizieR mirrors --><!-- VizieR Readme--><!-- VizieR example Gaia DR3 and other examples--><!-- --><!-- Journals --><!-- --><!-- --><!-- --><!-- --><!-- --><!-- Data centres --><!-- --><!-- Others --><!-- --><!-- Papers --><!-- --><!-- EOSC --></section></section><section id="aio-section_submission_per_journals"><p>Content from <a href="section_submission_per_journals.html">Submission routes and journals</a></p>
 <hr>
-<p> Last updated on 2023-09-06 | 
+<p> Last updated on 2023-09-11 | 
         
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/section_submission_per_journals.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time <i aria-hidden="true" data-feather="clock"></i> 3 minutes </p>
@@ -1825,9 +1825,9 @@ <h3 class="card-title">Objectives</h3>
 <p>List of journals included:</p>
 <ul>
 <li>The Astrophysical Journal: ApJ</li>
-<li>The Astronomical Journal: AJ</li>
 <li>The Astrophysical Journal Supplement Series: ApJS</li>
 <li>The Astrophysical Journal Letters: ApJL</li>
+<li>The Astronomical Journal: AJ</li>
 </ul>
 <!-- To select ApJ and not ApJL .... => 
 SELECT count(bibcode) FROM METAcat
@@ -1846,7 +1846,7 @@ <h3 class="card-title">Objectives</h3>
 <li><a href="https://journals.aas.org/" class="external-link">AAS homepage</a></li>
 <li><a href="https://journals.aas.org/data-guide/" class="external-link">Data Guide</a></li>
 </ul>
-<!--  ----------------------------------------- --><!-- 		A&A				--><!--  ----------------------------------------- --></section><section id="astronomy-astrophysics-journal-aa"><h2 class="section-heading">Astronomy &amp; Astrophysics Journal (A&amp;A)<a class="anchor" aria-label="anchor" href="#astronomy-astrophysics-journal-aa"></a>
+<!--  ----------------------------------------- --><!-- 		A&A				--><!--  ----------------------------------------- --></section><section id="astronomy-astrophysics-journals-aa"><h2 class="section-heading">Astronomy &amp; Astrophysics Journals (A&amp;A)<a class="anchor" aria-label="anchor" href="#astronomy-astrophysics-journals-aa"></a>
 </h2>
 <hr class="half-width">
 <p>Before publication, A&amp;A editors and CDS decide which data to
@@ -1908,7 +1908,7 @@ <h3 class="card-title">Objectives</h3>
 <li>Baltic Astronomy: BaltA (0.23%)</li>
 <li>Nature: Natur (0.10%) <!-- 25-->
 </li>
-<li>The Planetary Science Journal: Sci (0.08%)</li>
+<li>Planetary Science Journal: Sci (0.08%)</li>
 <li>Research notes of the AAS: RNAAS (0.008%) <!-- 2 catalogues -->
 </li>
 </ul>
@@ -2044,7 +2044,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
 <p>To face an increasing volume and according to the CDS mission, VizieR
 selects the articles to be processed.</p>
 <ul>
-<li>Main journals origin : AAS (ApJ, AJ, ApJS, ApJL), A&amp;A,
+<li>Main journals origin : AAS (ApJ, ApJS, ApJL, AJ), A&amp;A,
 MNRAS</li>
 <li>Authors asking for VizieR publication</li>
 <li>Scientific criteria such as the origin of the measurements
@@ -2416,7 +2416,7 @@ <h3 class="accordion-header" id="headingInstructor1">
   Instructor Note
   </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <div class="accordion-body">
 <p>Show some good and bad examples of filenames.</p>
 </div>
@@ -2448,7 +2448,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>R1) No: filenames should be in lowercase.</p>
 <p>R2) No: filename too long. This filename will be shortened afterwards
@@ -2532,7 +2532,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
 any links that you are not going to use. 
  --><!--  ----------------------------------------- --><!--            Link references                 --><!--  ----------------------------------------- --><!-- CDS --><!-- --><!-- VizieR --><!-- VizieR File submission --><!-- VizieR FTP --><!-- VizieR mirrors --><!-- VizieR Readme--><!-- VizieR example Gaia DR3 and other examples--><!-- --><!-- Journals --><!-- --><!-- --><!-- --><!-- --><!-- --><!-- Data centres --><!-- --><!-- Others --><!-- --><!-- Papers --><!-- --><!-- EOSC --></section></section><section id="aio-section_submit_data"><p>Content from <a href="section_submit_data.html">Submitting astronomical data</a></p>
 <hr>
-<p> Last updated on 2023-09-06 | 
+<p> Last updated on 2023-09-11 | 
         
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/section_submit_data.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time <i aria-hidden="true" data-feather="clock"></i> 10 minutes </p>
@@ -2580,7 +2580,22 @@ <h3 class="card-title">Objectives</h3>
 “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>
 </h2>
 <hr class="half-width">
-<!--  ----------------------------------------- --><!-- 		Submitting 			--><!--  ----------------------------------------- --><!-- Source: https://cdsarc.cds.unistra.fr/vizier.submit/publication-notes.html#section4 --><!-- Source: https://vizier.cds.unistra.fr/vizier/submit.htx // Section 4 --></section><section id="where-to-deposit-the-data"><h2 class="section-heading">Where to deposit the data?<a class="anchor" aria-label="anchor" href="#where-to-deposit-the-data"></a>
+<p>If your article does not contain any tables, you can skip the
+following!</p>
+<!--
+| Journal		| Submitting to VizieR | When | Table format | Associated data |
+| ----			| :--: | -- | -- | --- | 
+| ApJ, ApJS, ApJL, AJ	|  No (harvested by VizieR) 	| | | |
+| A&A, A&AS		|  Yes	| | | |
+| MNRAS 		|  Yes	| | | |
+| Other journal 	|  Yes	| | | |
+-->
+<!--  ----------------------------------------- -->
+<!-- 		Submitting 			-->
+<!--  ----------------------------------------- -->
+<!-- Source: https://cdsarc.cds.unistra.fr/vizier.submit/publication-notes.html#section4 -->
+<!-- Source: https://vizier.cds.unistra.fr/vizier/submit.htx // Section 4 -->
+</section><section id="where-to-deposit-the-data"><h2 class="section-heading">Where to deposit the data?<a class="anchor" aria-label="anchor" href="#where-to-deposit-the-data"></a>
 </h2>
 <hr class="half-width">
 <p>Two routes are possible to submit your data to VizieR:</p>
@@ -2746,7 +2761,7 @@ <h4 class="accordion-header" id="headingSolution1">
   A. ‘Title of the paper’, ‘Authors’, ‘Reference’
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <ul>
 <li>
@@ -2769,7 +2784,7 @@ <h4 class="accordion-header" id="headingSolution2">
   B. ‘Abstract’ and ‘Description’
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <ul>
 <li>
@@ -2800,7 +2815,7 @@ <h4 class="accordion-header" id="headingSolution3">
   C. ‘Byte-by-byte Description of file’
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>This section describes the structure of each data files (files with
 the .dat extension). This description is made in a tabular form, each
@@ -3196,7 +3211,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
 any links that you are not going to use. 
  --><!--  ----------------------------------------- --><!--            Link references                 --><!--  ----------------------------------------- --><!-- CDS --><!-- --><!-- VizieR --><!-- VizieR File submission --><!-- VizieR FTP --><!-- VizieR mirrors --><!-- VizieR Readme--><!-- VizieR example Gaia DR3 and other examples--><!-- --><!-- Journals --><!-- --><!-- --><!-- --><!-- --><!-- --><!-- Data centres --><!-- --><!-- Others --><!-- --><!-- Papers --><!-- --><!-- EOSC --></section></section><section id="aio-section_data_curation"><p>Content from <a href="section_data_curation.html">Data curation at CDS</a></p>
 <hr>
-<p> Last updated on 2023-09-07 | 
+<p> Last updated on 2023-09-11 | 
         
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/section_data_curation.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
 <p>Estimated time <i aria-hidden="true" data-feather="clock"></i> 5 minutes </p>
@@ -3346,18 +3361,25 @@ <h3 class="callout-title">SIMBAD names added + misprint on names
 corrected<a class="anchor" aria-label="anchor" href="#simbad-names-added-misprint-on-names-corrected"></a>
 </h3>
 <div class="callout-content">
-<!-- Link to VizieR: J/ApJ/833/20  // https://vizier.cds.unistra.fr/viz-bin/VizieR?-source=J/ApJ/833/20 // table 1 -->
 <p>To retrieve coordinates and easy the cross identification between
 SIMBAD and VizieR, a proper identification is needed.</p>
+<!-- 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. 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 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.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: Example of names recognized by SIMBAD added
-to the original table submitted to VizieR (screenshot)</figcaption></figure>
+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
+misprints on coordinates have been detected (identified by the column
+<em>f_Name</em> set to <em>o</em> below, for example for <em>Name = SDSS
+J1137+2553</em>). 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>
 </div>
 </div>
@@ -3881,9 +3903,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "creativeWorkStatus": "active",
   "url": "https://carpentries.github.io/workbench-template-md/instructor/aio.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/aio.html",
-  "dateCreated": "2023-09-07",
-  "dateModified": "2023-09-07",
-  "datePublished": "2023-09-07"
+  "dateCreated": "2023-09-11",
+  "dateModified": "2023-09-11",
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index f00f6f42..d88395b6 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -414,42 +414,51 @@ <h3 id="section_data_curation-figure-7">Figure 7</h3>
 (screenshot). The 4 columns in color are computed by VizieR, and not
 part of the original data.</figcaption></figure><hr>
 <h3 id="section_data_curation-figure-8">Figure 8</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.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: Example of names recognized by SIMBAD added
-to the original table submitted to VizieR (screenshot)</figcaption></figure><hr>
+<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>
 <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>
+<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>
-<h3 id="section_data_curation-figure-10">Figure 10</h3>
+<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>
-<h3 id="section_data_curation-figure-11">Figure 11</h3>
+<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>
-<h3 id="section_data_curation-figure-12">Figure 12</h3>
+<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
 (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>
-<h3 id="section_data_curation-figure-13">Figure 13</h3>
+<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
 (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>
-<h3 id="section_data_curation-figure-14">Figure 14</h3>
+<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>
-<h3 id="section_data_curation-figure-15">Figure 15</h3>
+<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>
-<h3 id="section_data_curation-figure-16">Figure 16</h3>
+<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>
@@ -529,9 +538,9 @@ <h3 id="section_eosc-figure-7">Figure 7</h3>
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   "url": "https://carpentries.github.io/workbench-template-md/instructor/images.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/images.html",
-  "dateCreated": "2023-09-07",
-  "dateModified": "2023-09-07",
-  "datePublished": "2023-09-07"
+  "dateCreated": "2023-09-11",
+  "dateModified": "2023-09-11",
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index 884a27c8..0b273610 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -444,27 +444,27 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 <h3 class="callout-title">Checklist<a class="anchor" aria-label="anchor" href="#checklist1"></a>
 </h3>
 <div class="callout-content">
-<ul><li>Outline the benefits of using VizieR. <strong>(Chapter
+<ul><li>Outline the benefits of using VizieR <strong>(Chapter
 1)</strong>
 </li>
 <li>Cite the Findable, Accessible, Interoperable and Reusable (FAIR)
 principles <strong>(Chapter 2)</strong>
 </li>
-<li>Describe the different submission routes per journal.
+<li>Describe the different submission routes per journal
 <strong>(Chapter 3)</strong>
 <!-- - Define the type of data accepted in VizieR  -->
 </li>
 <li>Prepare your data, integrating the FAIR principles <strong>(Chapter
 4)</strong><br></li>
 <li>Submit your data in the existing and new Open Science systems,
-keeping in mind the Virtual Observatory (VO) standards. <strong>(Chapter
+keeping in mind the Virtual Observatory (VO) standards <strong>(Chapter
 5)</strong>
 </li>
 <li>Summarize all the steps happening behind the curtains once your data
 are submitted, and before their full integration into the VO
 <strong>(Chapter 6)</strong>
 </li>
-<li>Naviguate through the EOSC portal. <strong>(Chapter 7)</strong>
+<li>Naviguate through the EOSC portal <strong>(Chapter 7)</strong>
 </li>
 </ul></div>
 </div>
@@ -485,7 +485,7 @@ <h3 class="callout-title">Checklist<a class="anchor" aria-label="anchor" href="#
 <!-- -------- -->
 </section><section id="version"><h2 class="section-heading">Version<a class="anchor" aria-label="anchor" href="#version"></a>
 </h2>
-<hr class="half-width"><p>Training version: 0.3.0</p>
+<hr class="half-width"><p>Training version: 0.4.0</p>
 <p>Publication date: 10 July 2023</p>
 <p>Last modified: 6 September 2023</p>
 <!-- -------- -->
@@ -563,9 +563,9 @@ <h3 class="callout-title">Checklist<a class="anchor" aria-label="anchor" href="#
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   "url": "https://carpentries.github.io/workbench-template-md/instructor/index.html",
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-  "dateCreated": "2023-09-07",
-  "dateModified": "2023-09-07",
-  "datePublished": "2023-09-07"
+  "dateCreated": "2023-09-11",
+  "dateModified": "2023-09-11",
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 69fcfee9..45f0d1c7 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -437,9 +437,9 @@ <h3 id="section_eosc-headingInstructor1">
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   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/instructor-notes.html",
-  "dateCreated": "2023-09-07",
-  "dateModified": "2023-09-07",
-  "datePublished": "2023-09-07"
+  "dateCreated": "2023-09-11",
+  "dateModified": "2023-09-11",
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index aa196236..cd38da92 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -367,7 +367,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 <p>To face an increasing volume and according to the CDS mission, VizieR
 selects the articles to be processed.</p>
 <ul>
-<li>Main journals origin : AAS (ApJ, AJ, ApJS, ApJL), A&amp;A,
+<li>Main journals origin : AAS (ApJ, ApJS, ApJL, AJ), A&amp;A,
 MNRAS</li>
 <li>Authors asking for VizieR publication</li>
 <li>Scientific criteria such as the origin of the measurements
@@ -494,9 +494,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
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   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/key-points.html",
-  "dateCreated": "2023-09-07",
-  "dateModified": "2023-09-07",
-  "datePublished": "2023-09-07"
+  "dateCreated": "2023-09-11",
+  "dateModified": "2023-09-11",
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index 85ff9ce3..b5ec4f39 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -326,9 +326,9 @@ <h1>Learner Profiles</h1>
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   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/profiles.html",
-  "dateCreated": "2023-09-07",
-  "dateModified": "2023-09-07",
-  "datePublished": "2023-09-07"
+  "dateCreated": "2023-09-11",
+  "dateModified": "2023-09-11",
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 82616b8d..6a2c633c 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -383,9 +383,9 @@ <h1>Reference</h1>
   "creativeWorkStatus": "active",
   "url": "https://carpentries.github.io/workbench-template-md/instructor/reference.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/reference.html",
-  "dateCreated": "2023-09-07",
+  "dateCreated": "2023-09-11",
   "dateModified": "2023-08-30",
-  "datePublished": "2023-09-07"
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/instructor/section1_intro.html b/instructor/section1_intro.html
index 09d5b642..49b735f5 100644
--- a/instructor/section1_intro.html
+++ b/instructor/section1_intro.html
@@ -560,9 +560,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/section1_intro.html",
-  "dateCreated": "2023-09-07",
+  "dateCreated": "2023-09-11",
   "dateModified": "2023-09-06",
-  "datePublished": "2023-09-07"
+  "datePublished": "2023-09-11"
 }
 
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diff --git a/instructor/section_data_curation.html b/instructor/section_data_curation.html
index e92eac63..6b9365a5 100644
--- a/instructor/section_data_curation.html
+++ b/instructor/section_data_curation.html
@@ -280,7 +280,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Data curation at CDS</h1>
-        <p> Last updated on 2023-09-07 | 
+        <p> Last updated on 2023-09-11 | 
         
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/section_data_curation.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -428,18 +428,25 @@ <h3 class="callout-title">SIMBAD names added + misprint on names
 corrected<a class="anchor" aria-label="anchor" href="#simbad-names-added-misprint-on-names-corrected"></a>
 </h3>
 <div class="callout-content">
-<!-- Link to VizieR: J/ApJ/833/20  // https://vizier.cds.unistra.fr/viz-bin/VizieR?-source=J/ApJ/833/20 // table 1 -->
 <p>To retrieve coordinates and easy the cross identification between
 SIMBAD and VizieR, a proper identification is needed.</p>
+<!-- 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. 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 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.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: Example of names recognized by SIMBAD added
-to the original table submitted to VizieR (screenshot)</figcaption></figure></div>
+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
+misprints on coordinates have been detected (identified by the column
+<em>f_Name</em> set to <em>o</em> below, for example for <em>Name = SDSS
+J1137+2553</em>). 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>
 </div>
 </div>
 <!--  ----------------------------------------- -->
@@ -662,9 +669,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/section_data_curation.html",
-  "dateCreated": "2023-09-07",
-  "dateModified": "2023-09-07",
-  "datePublished": "2023-09-07"
+  "dateCreated": "2023-09-11",
+  "dateModified": "2023-09-11",
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/instructor/section_eosc.html b/instructor/section_eosc.html
index a38dce54..180b3380 100644
--- a/instructor/section_eosc.html
+++ b/instructor/section_eosc.html
@@ -617,9 +617,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/section_eosc.html",
-  "dateCreated": "2023-09-07",
+  "dateCreated": "2023-09-11",
   "dateModified": "2023-09-07",
-  "datePublished": "2023-09-07"
+  "datePublished": "2023-09-11"
 }
 
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diff --git a/instructor/section_fair_astro.html b/instructor/section_fair_astro.html
index 56a97993..6eeb4fae 100644
--- a/instructor/section_fair_astro.html
+++ b/instructor/section_fair_astro.html
@@ -1391,9 +1391,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/section_fair_astro.html",
-  "dateCreated": "2023-09-07",
+  "dateCreated": "2023-09-11",
   "dateModified": "2023-09-06",
-  "datePublished": "2023-09-07"
+  "datePublished": "2023-09-11"
 }
 
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diff --git a/instructor/section_prepare_data.html b/instructor/section_prepare_data.html
index 4c2ba010..de0a0fc3 100644
--- a/instructor/section_prepare_data.html
+++ b/instructor/section_prepare_data.html
@@ -564,7 +564,7 @@ <h3 class="accordion-header" id="headingInstructor1">
   Instructor Note
   </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
 <div class="accordion-body">
 <p>Show some good and bad examples of filenames.</p>
 </div>
@@ -596,7 +596,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>R1) No: filenames should be in lowercase.</p>
 <p>R2) No: filename too long. This filename will be shortened afterwards
@@ -729,9 +729,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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-  "dateCreated": "2023-09-07",
+  "dateCreated": "2023-09-11",
   "dateModified": "2023-09-06",
-  "datePublished": "2023-09-07"
+  "datePublished": "2023-09-11"
 }
 
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diff --git a/instructor/section_submission_per_journals.html b/instructor/section_submission_per_journals.html
index fcc51477..d74c399a 100644
--- a/instructor/section_submission_per_journals.html
+++ b/instructor/section_submission_per_journals.html
@@ -176,7 +176,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
       <div class="accordion-body">
         <ul><li><a href="#overview">Overview</a></li>
 <li><a href="#american-astronomical-society-journals-aas">American Astronomical Society Journals (AAS)</a></li>
-<li><a href="#astronomy-astrophysics-journal-aa">Astronomy &amp; Astrophysics Journal (A&amp;A)</a></li>
+<li><a href="#astronomy-astrophysics-journals-aa">Astronomy &amp; Astrophysics Journals (A&amp;A)</a></li>
 <li><a href="#monthly-notices-of-the-royal-astronomical-society-mnras">Monthly Notices of the Royal Astronomical Society (MNRAS)</a></li>
 <li><a href="#other-journals">Other journals</a></li>
 <li><a href="#large-datasets-surveys">Large datasets / surveys</a></li>
@@ -282,7 +282,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Submission routes and journals</h1>
-        <p> Last updated on 2023-09-06 | 
+        <p> Last updated on 2023-09-11 | 
         
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/section_submission_per_journals.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -346,9 +346,9 @@ <h3 class="card-title">Objectives</h3>
 spectra/images can also be added.</p>
 <p>List of journals included:</p>
 <ul><li>The Astrophysical Journal: ApJ</li>
-<li>The Astronomical Journal: AJ</li>
 <li>The Astrophysical Journal Supplement Series: ApJS</li>
 <li>The Astrophysical Journal Letters: ApJL</li>
+<li>The Astronomical Journal: AJ</li>
 </ul><!-- To select ApJ and not ApJL .... => 
 SELECT count(bibcode) FROM METAcat
 WHERE catid>1
@@ -363,7 +363,7 @@ <h3 class="card-title">Objectives</h3>
 <p><em>Reference</em> (from the AAS webpage):</p>
 <ul><li><a href="https://journals.aas.org/" class="external-link">AAS homepage</a></li>
 <li><a href="https://journals.aas.org/data-guide/" class="external-link">Data Guide</a></li>
-</ul><!--  ----------------------------------------- --><!-- 		A&A				--><!--  ----------------------------------------- --></section><section id="astronomy-astrophysics-journal-aa"><h2 class="section-heading">Astronomy &amp; Astrophysics Journal (A&amp;A)<a class="anchor" aria-label="anchor" href="#astronomy-astrophysics-journal-aa"></a>
+</ul><!--  ----------------------------------------- --><!-- 		A&A				--><!--  ----------------------------------------- --></section><section id="astronomy-astrophysics-journals-aa"><h2 class="section-heading">Astronomy &amp; Astrophysics Journals (A&amp;A)<a class="anchor" aria-label="anchor" href="#astronomy-astrophysics-journals-aa"></a>
 </h2>
 <hr class="half-width"><p>Before publication, A&amp;A editors and CDS decide which data to
 ingest in VizieR. The authors then need to submit the requested data to
@@ -413,7 +413,7 @@ <h3 class="card-title">Objectives</h3>
 <li>Baltic Astronomy: BaltA (0.23%)</li>
 <li>Nature: Natur (0.10%) <!-- 25-->
 </li>
-<li>The Planetary Science Journal: Sci (0.08%)</li>
+<li>Planetary Science Journal: Sci (0.08%)</li>
 <li>Research notes of the AAS: RNAAS (0.008%) <!-- 2 catalogues -->
 </li>
 </ul><!-- 
@@ -513,7 +513,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
 <li>Initiated by the CDS</li>
 </ul><p>To face an increasing volume and according to the CDS mission, VizieR
 selects the articles to be processed.</p>
-<ul><li>Main journals origin : AAS (ApJ, AJ, ApJS, ApJL), A&amp;A,
+<ul><li>Main journals origin : AAS (ApJ, ApJS, ApJL, AJ), A&amp;A,
 MNRAS</li>
 <li>Authors asking for VizieR publication</li>
 <li>Scientific criteria such as the origin of the measurements
@@ -604,9 +604,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "creativeWorkStatus": "active",
   "url": "https://carpentries.github.io/workbench-template-md/instructor/section_submission_per_journals.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/section_submission_per_journals.html",
-  "dateCreated": "2023-09-07",
-  "dateModified": "2023-09-06",
-  "datePublished": "2023-09-07"
+  "dateCreated": "2023-09-11",
+  "dateModified": "2023-09-11",
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/instructor/section_submit_data.html b/instructor/section_submit_data.html
index 0d09120c..9b84e846 100644
--- a/instructor/section_submit_data.html
+++ b/instructor/section_submit_data.html
@@ -282,7 +282,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Submitting astronomical data</h1>
-        <p> Last updated on 2023-09-06 | 
+        <p> Last updated on 2023-09-11 | 
         
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/section_submit_data.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -334,7 +334,22 @@ <h3 class="card-title">Objectives</h3>
 <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>
 </h2>
-<hr class="half-width"><!--  ----------------------------------------- --><!-- 		Submitting 			--><!--  ----------------------------------------- --><!-- Source: https://cdsarc.cds.unistra.fr/vizier.submit/publication-notes.html#section4 --><!-- Source: https://vizier.cds.unistra.fr/vizier/submit.htx // Section 4 --></section><section id="where-to-deposit-the-data"><h2 class="section-heading">Where to deposit the data?<a class="anchor" aria-label="anchor" href="#where-to-deposit-the-data"></a>
+<hr class="half-width"><p>If your article does not contain any tables, you can skip the
+following!</p>
+<!--
+| Journal		| Submitting to VizieR | When | Table format | Associated data |
+| ----			| :--: | -- | -- | --- | 
+| ApJ, ApJS, ApJL, AJ	|  No (harvested by VizieR) 	| | | |
+| A&A, A&AS		|  Yes	| | | |
+| MNRAS 		|  Yes	| | | |
+| Other journal 	|  Yes	| | | |
+-->
+<!--  ----------------------------------------- -->
+<!-- 		Submitting 			-->
+<!--  ----------------------------------------- -->
+<!-- Source: https://cdsarc.cds.unistra.fr/vizier.submit/publication-notes.html#section4 -->
+<!-- Source: https://vizier.cds.unistra.fr/vizier/submit.htx // Section 4 -->
+</section><section id="where-to-deposit-the-data"><h2 class="section-heading">Where to deposit the data?<a class="anchor" aria-label="anchor" href="#where-to-deposit-the-data"></a>
 </h2>
 <hr class="half-width"><p>Two routes are possible to submit your data to VizieR:</p>
 <ul><li>Option 1: If not too bulky, use the submission <a href="https://cdsarc.cds.unistra.fr/vizier.submit/index.html" class="external-link"><strong>online
@@ -477,7 +492,7 @@ <h4 class="accordion-header" id="headingSolution1">
   A. ‘Title of the paper’, ‘Authors’, ‘Reference’
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <ul><li>
 <strong>Title of the paper</strong>: Title as written in paper</li>
@@ -498,7 +513,7 @@ <h4 class="accordion-header" id="headingSolution2">
   B. ‘Abstract’ and ‘Description’
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <ul><li>
 <strong>Abstract</strong>: Describes the <em>scientific results</em>
@@ -523,7 +538,7 @@ <h4 class="accordion-header" id="headingSolution3">
   C. ‘Byte-by-byte Description of file’
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>This section describes the structure of each data files (files with
 the .dat extension). This description is made in a tabular form, each
@@ -925,9 +940,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "creativeWorkStatus": "active",
   "url": "https://carpentries.github.io/workbench-template-md/instructor/section_submit_data.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/instructor/section_submit_data.html",
-  "dateCreated": "2023-09-07",
-  "dateModified": "2023-09-06",
-  "datePublished": "2023-09-07"
+  "dateCreated": "2023-09-11",
+  "dateModified": "2023-09-11",
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index c0f2a50a..6fff52a2 100644
--- a/key-points.html
+++ b/key-points.html
@@ -369,7 +369,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
 <p>To face an increasing volume and according to the CDS mission, VizieR
 selects the articles to be processed.</p>
 <ul>
-<li>Main journals origin : AAS (ApJ, AJ, ApJS, ApJL), A&amp;A,
+<li>Main journals origin : AAS (ApJ, ApJS, ApJL, AJ), A&amp;A,
 MNRAS</li>
 <li>Authors asking for VizieR publication</li>
 <li>Scientific criteria such as the origin of the measurements
@@ -496,9 +496,9 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "creativeWorkStatus": "active",
   "url": "https://carpentries.github.io/workbench-template-md/key-points.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/key-points.html",
-  "dateCreated": "2023-09-07",
-  "dateModified": "2023-09-07",
-  "datePublished": "2023-09-07"
+  "dateCreated": "2023-09-11",
+  "dateModified": "2023-09-11",
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/md5sum.txt b/md5sum.txt
index 32cfdf2e..4ae1a2fb 100644
--- a/md5sum.txt
+++ b/md5sum.txt
@@ -6,12 +6,12 @@
 "links.md" "f7e4e0b37897a30f29e86a73083248cb" "site/built/links.md" "2023-09-07"
 "episodes/section1_intro.md" "c8cad1c02774eab6abfbeb18bda718ba" "site/built/section1_intro.md" "2023-09-06"
 "episodes/section_fair_astro.md" "2d39daa3db39cb20a4b90d5911cd580a" "site/built/section_fair_astro.md" "2023-09-06"
-"episodes/section_submission_per_journals.md" "d6221140fc8212129531486bef2ca5ec" "site/built/section_submission_per_journals.md" "2023-09-06"
+"episodes/section_submission_per_journals.md" "12ca548ab6c605e6f2b25d32669197a1" "site/built/section_submission_per_journals.md" "2023-09-11"
 "episodes/section_prepare_data.md" "b7f94f8f64eb16a7c34f84cc2dffa90c" "site/built/section_prepare_data.md" "2023-09-06"
-"episodes/section_submit_data.md" "d2878ce99da9eabba0e161913548ef67" "site/built/section_submit_data.md" "2023-09-06"
-"episodes/section_data_curation.md" "f238898b834973b21a85b16e49af37eb" "site/built/section_data_curation.md" "2023-09-07"
+"episodes/section_submit_data.md" "fb0fce7dc779264150c52e581e535573" "site/built/section_submit_data.md" "2023-09-11"
+"episodes/section_data_curation.md" "0d4a5e91e4c998579b512c9f280d49ef" "site/built/section_data_curation.md" "2023-09-11"
 "episodes/section_eosc.md" "602f27426f3498b4beeb9b8b0ee4a4b1" "site/built/section_eosc.md" "2023-09-07"
 "instructors/instructor-notes.md" "60b93493cf1da06dfd63255d73854461" "site/built/instructor-notes.md" "2022-04-22"
-"learners/setup.md" "32b0d8d3e460d9892e2e38ac4a34b48f" "site/built/setup.md" "2023-09-06"
+"learners/setup.md" "fdb019a5f874e360626cf7e22533f316" "site/built/setup.md" "2023-09-11"
 "learners/reference.md" "bfa491f8cf0002c2efaeb527354f5b14" "site/built/reference.md" "2023-08-30"
 "profiles/learner-profiles.md" "60b93493cf1da06dfd63255d73854461" "site/built/learner-profiles.md" "2022-04-22"
diff --git a/pkgdown.yml b/pkgdown.yml
index 7127c500..04d5835f 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,5 +2,5 @@ pandoc: 2.19.2
 pkgdown: 2.0.7
 pkgdown_sha: ~
 articles: {}
-last_built: 2023-09-07T10:10Z
+last_built: 2023-09-11T08:28Z
 
diff --git a/profiles.html b/profiles.html
index 9d73fd38..8051e36c 100644
--- a/profiles.html
+++ b/profiles.html
@@ -327,9 +327,9 @@ <h1>Learner Profiles</h1>
   "creativeWorkStatus": "active",
   "url": "https://carpentries.github.io/workbench-template-md/profiles.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/profiles.html",
-  "dateCreated": "2023-09-07",
-  "dateModified": "2023-09-07",
-  "datePublished": "2023-09-07"
+  "dateCreated": "2023-09-11",
+  "dateModified": "2023-09-11",
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index c26c5dcc..4cd12ed3 100644
--- a/reference.html
+++ b/reference.html
@@ -382,9 +382,9 @@ <h1>Reference</h1>
   "creativeWorkStatus": "active",
   "url": "https://carpentries.github.io/workbench-template-md/reference.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/reference.html",
-  "dateCreated": "2023-09-07",
+  "dateCreated": "2023-09-11",
   "dateModified": "2023-08-30",
-  "datePublished": "2023-09-07"
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/section1_intro.html b/section1_intro.html
index 66557c0f..8a7a8957 100644
--- a/section1_intro.html
+++ b/section1_intro.html
@@ -559,9 +559,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "creativeWorkStatus": "active",
   "url": "https://carpentries.github.io/workbench-template-md/section1_intro.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/section1_intro.html",
-  "dateCreated": "2023-09-07",
+  "dateCreated": "2023-09-11",
   "dateModified": "2023-09-06",
-  "datePublished": "2023-09-07"
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/section_data_curation.html b/section_data_curation.html
index 0e8d09b2..6870a12a 100644
--- a/section_data_curation.html
+++ b/section_data_curation.html
@@ -281,7 +281,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Data curation at CDS</h1>
-        <p> Last updated on 2023-09-07 | 
+        <p> Last updated on 2023-09-11 | 
         
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/section_data_curation.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -427,18 +427,25 @@ <h3 class="callout-title">SIMBAD names added + misprint on names
 corrected<a class="anchor" aria-label="anchor" href="#simbad-names-added-misprint-on-names-corrected"></a>
 </h3>
 <div class="callout-content">
-<!-- Link to VizieR: J/ApJ/833/20  // https://vizier.cds.unistra.fr/viz-bin/VizieR?-source=J/ApJ/833/20 // table 1 -->
 <p>To retrieve coordinates and easy the cross identification between
 SIMBAD and VizieR, a proper identification is needed.</p>
+<!-- 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. 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 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.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: Example of names recognized by SIMBAD added
-to the original table submitted to VizieR (screenshot)</figcaption></figure></div>
+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
+misprints on coordinates have been detected (identified by the column
+<em>f_Name</em> set to <em>o</em> below, for example for <em>Name = SDSS
+J1137+2553</em>). 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>
 </div>
 </div>
 <!--  ----------------------------------------- -->
@@ -661,9 +668,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "creativeWorkStatus": "active",
   "url": "https://carpentries.github.io/workbench-template-md/section_data_curation.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/section_data_curation.html",
-  "dateCreated": "2023-09-07",
-  "dateModified": "2023-09-07",
-  "datePublished": "2023-09-07"
+  "dateCreated": "2023-09-11",
+  "dateModified": "2023-09-11",
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/section_eosc.html b/section_eosc.html
index b1320fc1..46c57b13 100644
--- a/section_eosc.html
+++ b/section_eosc.html
@@ -600,9 +600,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "creativeWorkStatus": "active",
   "url": "https://carpentries.github.io/workbench-template-md/section_eosc.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/section_eosc.html",
-  "dateCreated": "2023-09-07",
+  "dateCreated": "2023-09-11",
   "dateModified": "2023-09-07",
-  "datePublished": "2023-09-07"
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/section_fair_astro.html b/section_fair_astro.html
index 3356a6a3..e1b2cc45 100644
--- a/section_fair_astro.html
+++ b/section_fair_astro.html
@@ -1342,9 +1342,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "creativeWorkStatus": "active",
   "url": "https://carpentries.github.io/workbench-template-md/section_fair_astro.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/section_fair_astro.html",
-  "dateCreated": "2023-09-07",
+  "dateCreated": "2023-09-11",
   "dateModified": "2023-09-06",
-  "datePublished": "2023-09-07"
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/section_prepare_data.html b/section_prepare_data.html
index e669cc7c..72dd204d 100644
--- a/section_prepare_data.html
+++ b/section_prepare_data.html
@@ -581,7 +581,7 @@ <h4 class="accordion-header" id="headingSolution1">
   Show me the solution
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>R1) No: filenames should be in lowercase.</p>
 <p>R2) No: filename too long. This filename will be shortened afterwards
@@ -714,9 +714,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "creativeWorkStatus": "active",
   "url": "https://carpentries.github.io/workbench-template-md/section_prepare_data.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/section_prepare_data.html",
-  "dateCreated": "2023-09-07",
+  "dateCreated": "2023-09-11",
   "dateModified": "2023-09-06",
-  "datePublished": "2023-09-07"
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/section_submission_per_journals.html b/section_submission_per_journals.html
index fa6e9c44..330fcda9 100644
--- a/section_submission_per_journals.html
+++ b/section_submission_per_journals.html
@@ -177,7 +177,7 @@ <h2 class="accordion-header chapters" id="flush-headingEleven">
       <div class="accordion-body">
         <ul><li><a href="#overview">Overview</a></li>
 <li><a href="#american-astronomical-society-journals-aas">American Astronomical Society Journals (AAS)</a></li>
-<li><a href="#astronomy-astrophysics-journal-aa">Astronomy &amp; Astrophysics Journal (A&amp;A)</a></li>
+<li><a href="#astronomy-astrophysics-journals-aa">Astronomy &amp; Astrophysics Journals (A&amp;A)</a></li>
 <li><a href="#monthly-notices-of-the-royal-astronomical-society-mnras">Monthly Notices of the Royal Astronomical Society (MNRAS)</a></li>
 <li><a href="#other-journals">Other journals</a></li>
 <li><a href="#large-datasets-surveys">Large datasets / surveys</a></li>
@@ -283,7 +283,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Submission routes and journals</h1>
-        <p> Last updated on 2023-09-06 | 
+        <p> Last updated on 2023-09-11 | 
         
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/section_submission_per_journals.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -345,9 +345,9 @@ <h3 class="card-title">Objectives</h3>
 spectra/images can also be added.</p>
 <p>List of journals included:</p>
 <ul><li>The Astrophysical Journal: ApJ</li>
-<li>The Astronomical Journal: AJ</li>
 <li>The Astrophysical Journal Supplement Series: ApJS</li>
 <li>The Astrophysical Journal Letters: ApJL</li>
+<li>The Astronomical Journal: AJ</li>
 </ul><!-- To select ApJ and not ApJL .... => 
 SELECT count(bibcode) FROM METAcat
 WHERE catid>1
@@ -362,7 +362,7 @@ <h3 class="card-title">Objectives</h3>
 <p><em>Reference</em> (from the AAS webpage):</p>
 <ul><li><a href="https://journals.aas.org/" class="external-link">AAS homepage</a></li>
 <li><a href="https://journals.aas.org/data-guide/" class="external-link">Data Guide</a></li>
-</ul><!--  ----------------------------------------- --><!-- 		A&A				--><!--  ----------------------------------------- --></section><section id="astronomy-astrophysics-journal-aa"><h2 class="section-heading">Astronomy &amp; Astrophysics Journal (A&amp;A)<a class="anchor" aria-label="anchor" href="#astronomy-astrophysics-journal-aa"></a>
+</ul><!--  ----------------------------------------- --><!-- 		A&A				--><!--  ----------------------------------------- --></section><section id="astronomy-astrophysics-journals-aa"><h2 class="section-heading">Astronomy &amp; Astrophysics Journals (A&amp;A)<a class="anchor" aria-label="anchor" href="#astronomy-astrophysics-journals-aa"></a>
 </h2>
 <hr class="half-width"><p>Before publication, A&amp;A editors and CDS decide which data to
 ingest in VizieR. The authors then need to submit the requested data to
@@ -412,7 +412,7 @@ <h3 class="card-title">Objectives</h3>
 <li>Baltic Astronomy: BaltA (0.23%)</li>
 <li>Nature: Natur (0.10%) <!-- 25-->
 </li>
-<li>The Planetary Science Journal: Sci (0.08%)</li>
+<li>Planetary Science Journal: Sci (0.08%)</li>
 <li>Research notes of the AAS: RNAAS (0.008%) <!-- 2 catalogues -->
 </li>
 </ul><!-- 
@@ -512,7 +512,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
 <li>Initiated by the CDS</li>
 </ul><p>To face an increasing volume and according to the CDS mission, VizieR
 selects the articles to be processed.</p>
-<ul><li>Main journals origin : AAS (ApJ, AJ, ApJS, ApJL), A&amp;A,
+<ul><li>Main journals origin : AAS (ApJ, ApJS, ApJL, AJ), A&amp;A,
 MNRAS</li>
 <li>Authors asking for VizieR publication</li>
 <li>Scientific criteria such as the origin of the measurements
@@ -603,9 +603,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "creativeWorkStatus": "active",
   "url": "https://carpentries.github.io/workbench-template-md/section_submission_per_journals.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/section_submission_per_journals.html",
-  "dateCreated": "2023-09-07",
-  "dateModified": "2023-09-06",
-  "datePublished": "2023-09-07"
+  "dateCreated": "2023-09-11",
+  "dateModified": "2023-09-11",
+  "datePublished": "2023-09-11"
 }
 
   </script><script>
diff --git a/section_submit_data.html b/section_submit_data.html
index 5dc46a2e..4cc8f947 100644
--- a/section_submit_data.html
+++ b/section_submit_data.html
@@ -283,7 +283,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
       </div>
       <hr></nav><main id="main-content" class="main-content"><div class="container lesson-content">
         <h1>Submitting astronomical data</h1>
-        <p> Last updated on 2023-09-06 | 
+        <p> Last updated on 2023-09-11 | 
         
         <a href="https://github.com/carpentries/workbench-template-md/edit/main/episodes/section_submit_data.md" class="external-link">Edit this page <i aria-hidden="true" data-feather="edit"></i></a></p>
         
@@ -333,7 +333,22 @@ <h3 class="card-title">Objectives</h3>
 <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>
 </h2>
-<hr class="half-width"><!--  ----------------------------------------- --><!-- 		Submitting 			--><!--  ----------------------------------------- --><!-- Source: https://cdsarc.cds.unistra.fr/vizier.submit/publication-notes.html#section4 --><!-- Source: https://vizier.cds.unistra.fr/vizier/submit.htx // Section 4 --></section><section id="where-to-deposit-the-data"><h2 class="section-heading">Where to deposit the data?<a class="anchor" aria-label="anchor" href="#where-to-deposit-the-data"></a>
+<hr class="half-width"><p>If your article does not contain any tables, you can skip the
+following!</p>
+<!--
+| Journal		| Submitting to VizieR | When | Table format | Associated data |
+| ----			| :--: | -- | -- | --- | 
+| ApJ, ApJS, ApJL, AJ	|  No (harvested by VizieR) 	| | | |
+| A&A, A&AS		|  Yes	| | | |
+| MNRAS 		|  Yes	| | | |
+| Other journal 	|  Yes	| | | |
+-->
+<!--  ----------------------------------------- -->
+<!-- 		Submitting 			-->
+<!--  ----------------------------------------- -->
+<!-- Source: https://cdsarc.cds.unistra.fr/vizier.submit/publication-notes.html#section4 -->
+<!-- Source: https://vizier.cds.unistra.fr/vizier/submit.htx // Section 4 -->
+</section><section id="where-to-deposit-the-data"><h2 class="section-heading">Where to deposit the data?<a class="anchor" aria-label="anchor" href="#where-to-deposit-the-data"></a>
 </h2>
 <hr class="half-width"><p>Two routes are possible to submit your data to VizieR:</p>
 <ul><li>Option 1: If not too bulky, use the submission <a href="https://cdsarc.cds.unistra.fr/vizier.submit/index.html" class="external-link"><strong>online
@@ -476,7 +491,7 @@ <h4 class="accordion-header" id="headingSolution1">
   A. ‘Title of the paper’, ‘Authors’, ‘Reference’
   </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <ul><li>
 <strong>Title of the paper</strong>: Title as written in paper</li>
@@ -497,7 +512,7 @@ <h4 class="accordion-header" id="headingSolution2">
   B. ‘Abstract’ and ‘Description’
   </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <ul><li>
 <strong>Abstract</strong>: Describes the <em>scientific results</em>
@@ -522,7 +537,7 @@ <h4 class="accordion-header" id="headingSolution3">
   C. ‘Byte-by-byte Description of file’
   </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <p>This section describes the structure of each data files (files with
 the .dat extension). This description is made in a tabular form, each
@@ -924,9 +939,9 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "creativeWorkStatus": "active",
   "url": "https://carpentries.github.io/workbench-template-md/section_submit_data.html",
   "identifier": "https://carpentries.github.io/workbench-template-md/section_submit_data.html",
-  "dateCreated": "2023-09-07",
-  "dateModified": "2023-09-06",
-  "datePublished": "2023-09-07"
+  "dateCreated": "2023-09-11",
+  "dateModified": "2023-09-11",
+  "datePublished": "2023-09-11"
 }
 
   </script><script>