diff --git a/modelling/do_plots.py b/modelling/do_plots.py
index e3d47f7b637ad82a5c39784a42306c74832dd5d4..51e710f0de7ad19328b87abb3b4706d334de2fd8 100644
--- a/modelling/do_plots.py
+++ b/modelling/do_plots.py
@@ -5,7 +5,7 @@ import math
 
 
 promod_label = 'ProMod3'
-modeller_label = 'Modeller'
+modeller_label = 'MODELLER'
 
 promod_data_file = 'promod_scores.json'
 modeller_data_file = 'modeller_scores.json'
@@ -55,7 +55,7 @@ n_probity, bins_probity, patches_probity = plt.hist(probity_diffs, 50,
                                                     edgecolor='k')
 plt.axvline(x=0.0,  linewidth=2, color='k', linestyle='--')
 
-plt.xlabel(r'$\Delta$ score (ProMod3 - Modeller)',fontsize='x-large')
+plt.xlabel(r'$\Delta$ score (ProMod3 - MODELLER)',fontsize='x-large')
 plt.ylabel('N',fontsize='x-large')
 plt.legend(frameon=False)
 
diff --git a/modelling/promod3_vs_modeller_histplot.png b/modelling/promod3_vs_modeller_histplot.png
index ac5f991cc0be2f0298d17ea94501064539252f0d..252f63db6caa2bb61986bb9bfe9c98587632c9c2 100644
Binary files a/modelling/promod3_vs_modeller_histplot.png and b/modelling/promod3_vs_modeller_histplot.png differ
diff --git a/modelling/promod3_vs_modeller_molprobity_scores.png b/modelling/promod3_vs_modeller_molprobity_scores.png
index a2ec373b2349a2f18043e416e5006c4acf57e2a4..b0c7ee92def2efd1a578d7012e5b9892889b4fa1 100644
Binary files a/modelling/promod3_vs_modeller_molprobity_scores.png and b/modelling/promod3_vs_modeller_molprobity_scores.png differ