diff --git a/Dockerfile b/Dockerfile
index 2fa6d904b34d42d1237cd0fec1ee3e3ded8c411d..ce379ffd4c59e0001504ced5722a859988f3b2de 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -275,31 +275,31 @@ WORKDIR $HOME
 RUN  cp -r tutorials test_tutorials
 
 WORKDIR $HOME/test_tutorials
-RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "ARISE.ipynb" 
-RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "atomic_features.ipynb" 
-RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "clustering_tutorial.ipynb" 
-RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "cmlkit.ipynb" 
-# RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "CO2_SGD.ipynb" 
-RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "compressed_sensing.ipynb" 
-RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "convolutional_nn.ipynb" 
-RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "decision_tree.ipynb" 
-RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "descriptor_role.ipynb" 
-# RUN jupyter nbconvert --ExecutePreprocessor.timeout=20000 --to notebook --execute "domain_of_applicability.ipynb" 
-# RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "dos_similarity_search.ipynb" 
-# RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "error_estimates.ipynb" 
-RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "exploratory_analysis.ipynb" 
-# RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "gap_si_surface.ipynb"
-# RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "grain_boundaries.ipynb" 
-# RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "kaggle_competition.ipynb" 
-RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "krr4mat.ipynb" 
-RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "nn_regression.ipynb" 
-RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "perovskites_tolerance_factor.ipynb" 
-RUN jupyter nbconvert --ExecutePreprocessor.timeout=5000 --to notebook --execute "query_nomad_archive.ipynb" 
-RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "sgd_alloys_oxygen_reduction_evolution.ipynb" 
-RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "sgd_propylene_oxidation_hte.ipynb" 
-# RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "soap_atomic_charges.ipynb" 
-RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "tcmi.ipynb" 
-RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "tetradymite_PRM2020.ipynb" 
+# RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "ARISE.ipynb" 
+# RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "atomic_features.ipynb" 
+# RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "clustering_tutorial.ipynb" 
+# RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "cmlkit.ipynb" 
+# # RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "CO2_SGD.ipynb" 
+# RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "compressed_sensing.ipynb" 
+# RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "convolutional_nn.ipynb" 
+# RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "decision_tree.ipynb" 
+# RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "descriptor_role.ipynb" 
+# # RUN jupyter nbconvert --ExecutePreprocessor.timeout=20000 --to notebook --execute "domain_of_applicability.ipynb" 
+# # RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "dos_similarity_search.ipynb" 
+# # RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "error_estimates.ipynb" 
+# RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "exploratory_analysis.ipynb" 
+# # RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "gap_si_surface.ipynb"
+# # RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "grain_boundaries.ipynb" 
+# # RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "kaggle_competition.ipynb" 
+# RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "krr4mat.ipynb" 
+# RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "nn_regression.ipynb" 
+# RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "perovskites_tolerance_factor.ipynb" 
+# RUN jupyter nbconvert --ExecutePreprocessor.timeout=5000 --to notebook --execute "query_nomad_archive.ipynb" 
+# RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "sgd_alloys_oxygen_reduction_evolution.ipynb" 
+# RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "sgd_propylene_oxidation_hte.ipynb" 
+# # RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "soap_atomic_charges.ipynb" 
+# RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "tcmi.ipynb" 
+# RUN jupyter nbconvert --ExecutePreprocessor.timeout=1000 --to notebook --execute "tetradymite_PRM2020.ipynb" 
 
 WORKDIR $HOME
 RUN rm -r test_tutorials    
diff --git a/tutorials/analytics-query-nomad-archive b/tutorials/analytics-query-nomad-archive
index 7cb6ed876f03c2c2b8eeccf415457c9771b6af1f..3025ba86967c21c4abed9894653ff4ddad0284c2 160000
--- a/tutorials/analytics-query-nomad-archive
+++ b/tutorials/analytics-query-nomad-archive
@@ -1 +1 @@
-Subproject commit 7cb6ed876f03c2c2b8eeccf415457c9771b6af1f
+Subproject commit 3025ba86967c21c4abed9894653ff4ddad0284c2