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RECETOX · Feb 5, 2024 · d54b869 · d54b869
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diff --git a/tools/matchms/matchms_fingerprint_similarity.xml b/tools/matchms/matchms_fingerprint_similarity.xml
@@ -86,11 +86,11 @@ scores.to_json("$scores_out")
             Similarity between molecular fingerprints can serve as a proxy for structural similarity and can therefore be used to compare molecules.
 
         .. rubric:: **Footnotes**
-        .. [1] SQL join types explained on LearnSQL_.
+        .. [1] SQL join types explained on W3School_.
         .. [2] Fingerprint - the `daylight fingerprint`_ is used to compute chemical similarity.
                Fingerprints are derived from SMILES or InChI structure notations present in the spectrum metadata.
 
-        .. _LearnSQL: https://learnsql.com/blog/sql-joins-types-explained/
+        .. _W3School: https://www.w3schools.com/sql/sql_join.asp
         .. _daylight fingerprint: https://www.daylight.com/dayhtml/doc/theory/theory.finger.html
 
         @HELP_matchms@

diff --git a/tools/matchms/matchms_metadata_match.xml b/tools/matchms/matchms_metadata_match.xml
@@ -131,9 +131,9 @@ scores.to_json("$scores_out")
             The output will be __TRUE__ if the value is within the tolerance or an exact match and __FALSE__ otherwise.
 
         .. rubric:: **Footnotes**
-        .. [1] SQL join types explained on LearnSQL_.
+        .. [1] SQL join types explained on W3School_.
 
-        .. _LearnSQL: https://learnsql.com/blog/sql-joins-types-explained/
+        .. _W3School: https://www.w3schools.com/sql/sql_join.asp
 
         @HELP_matchms@
     </help>

diff --git a/tools/matchms/matchms_spectral_similarity.xml b/tools/matchms/matchms_spectral_similarity.xml
@@ -94,9 +94,9 @@ scores.to_json("$similarity_scores")
             For more details see this `galaxy training`_.
 
         .. rubric:: **Footnotes**
-        .. [1] SQL join types explained on LearnSQL_.
+        .. [1] SQL join types explained on W3School_.
 
-        .. _LearnSQL: https://learnsql.com/blog/sql-joins-types-explained/
+        .. _W3School: https://www.w3schools.com/sql/sql_join.asp
         .. _galaxy training: https://training.galaxyproject.org/training-material/topics/metabolomics/tutorials/gc_ms_with_xcms/tutorial.html
 
         @HELP_matchms@