diff --git a/episodes/images/data_curation_examples/example_3_names.png b/episodes/images/data_curation_examples/example_3_names.png
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index cba65048..00000000
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diff --git a/episodes/images/data_curation_examples/example_3_names_after.png b/episodes/images/data_curation_examples/example_3_names_after.png
index 0e37ad0e..5a069ac3 100644
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diff --git a/episodes/images/data_curation_examples/example_3_names_before.png b/episodes/images/data_curation_examples/example_3_names_before.png
index 7325dd6a..4aa9f89f 100644
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diff --git a/episodes/section_data_curation.md b/episodes/section_data_curation.md
index 963de340..5b833eda 100644
--- a/episodes/section_data_curation.md
+++ b/episodes/section_data_curation.md
@@ -133,7 +133,7 @@ Here is an example of truncated SDSS names... Impossible to retrieve except by c
 
 <!-- Link to VizieR: J/ApJ/833/20  // https://vizier.cds.unistra.fr/viz-bin/VizieR?-source=J/ApJ/833/20 // table 1 -->
 
-So the SimbadName has been added after the process for SIMBAD where misprints on coordinates have been detected (identified by the column *f_Name* set to *o* below, for example for *Name = SDSS J1137+2553*). 
+So the SimbadName has been added after the process for SIMBAD where misprints on coordinates have been detected (identified by the column *f_Name* set to *o* below for *Name = SDSS J1137+2553*, and highlighted in both figures Before/After). 
 For this object with coordinates pointing to nothing, the right ones have been found thanks to the bibcode given in the table.
 
 ![Figure: After -- Example of names recognized by SIMBAD added to the original table submitted to VizieR (screenshot)](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"}
diff --git a/episodes/section_submit_data.md b/episodes/section_submit_data.md
index e4845ada..33e33b24 100644
--- a/episodes/section_submit_data.md
+++ b/episodes/section_submit_data.md
@@ -44,12 +44,14 @@ If your article does not contain any tables, you can skip the following!
 
 
 <!--
+
 | 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	| | | |
+
 -->
 
 
diff --git a/learners/setup.md b/learners/setup.md
index 6b732ab7..d113eb4d 100644
--- a/learners/setup.md
+++ b/learners/setup.md
@@ -70,11 +70,11 @@ No prior knowledge is required.
 <!-- -------- -->
 ## Version
 
-Training version: 0.4.0
+Training version: 0.5.0
 
 Publication date: 10 July 2023
  
-Last modified: 6 September 2023
+Last modified: 11 September 2023