diff --git a/projects/altitude_spatial_model/altitudes_fit/main_altitudes_studies.py b/projects/altitude_spatial_model/altitudes_fit/main_altitudes_studies.py
index 6dd7f47dbcb1103ddba5c99dac79a8accd4fcfd8..5bc947e3580c62bbf2efdf66fd64c44f7314826f 100644
--- a/projects/altitude_spatial_model/altitudes_fit/main_altitudes_studies.py
+++ b/projects/altitude_spatial_model/altitudes_fit/main_altitudes_studies.py
@@ -32,7 +32,7 @@ def main():
         altitudes_list = altitudes_for_groups[1:2]
     elif fast:
         massif_names = ['Vanoise', 'Haute-Maurienne', 'Vercors'][:]
-        altitudes_list = altitudes_for_groups[2:3]
+        altitudes_list = altitudes_for_groups[3:]
     else:
         massif_names = None
         altitudes_list = altitudes_for_groups[:]
diff --git a/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/altitudes_studies_visualizer_for_non_stationary_models.py b/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/altitudes_studies_visualizer_for_non_stationary_models.py
index e174d78c25ca3aa4bf02da789816900c436bd36f..26b3c9709feb36dd24b66d80d0a34a220451a0de 100644
--- a/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/altitudes_studies_visualizer_for_non_stationary_models.py
+++ b/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/altitudes_studies_visualizer_for_non_stationary_models.py
@@ -139,11 +139,13 @@ class AltitudesStudiesVisualizerForNonStationaryModels(StudyVisualizer):
         massif_name_to_value = self.method_name_and_order_to_d(method_name, order)
         # Plot settings
         moment = ' '.join(method_name.split('_'))
-        moment = moment.replace('moment', '{} in 2019'.format(OneFoldFit.get_moment_str(order=order)))
+        str_for_last_year = ' in 2019'
+        moment = moment.replace('moment', '{}{}'.format(OneFoldFit.get_moment_str(order=order), str_for_last_year))
         plot_name = '{}{} '.format(OneFoldFit.folder_for_plots, moment)
 
         massif_name_to_text = self.massif_name_to_best_name
         if 'change' in method_name:
+            plot_name = plot_name.replace(str_for_last_year, '')
             plot_name += ' between {} and {}'.format(2019 - 50, 2019)
             if 'relative' not in method_name:
                 # Put the relative score as text on the plot for the change.
@@ -281,7 +283,6 @@ class AltitudesStudiesVisualizerForNonStationaryModels(StudyVisualizer):
                       altitude=self.altitude_group.reference_altitude,
                       add_colorbar=self.add_colorbar,
                       max_abs_change=max_abs_change,
-                      fit_method=self.fit_method,
                       xlabel=self.altitude_group.xlabel,
                       )