diff --git a/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/abstract_hypercube_visualizer.py b/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/abstract_hypercube_visualizer.py
index b9be5632c3b2391dfad98b8c889f5f762922db28..a7cb1b9800f8527d6eae597d70f377a1fe63c01f 100644
--- a/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/abstract_hypercube_visualizer.py
+++ b/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/abstract_hypercube_visualizer.py
@@ -33,7 +33,7 @@ class AbstractHypercubeVisualizer(object):
         if exact_starting_year is not None:
             assert first_starting_year is None
             assert last_starting_year is None
-            self.first_starting_year, self.first_starting_year = exact_starting_year, exact_starting_year
+            self.first_starting_year, self.last_starting_year = exact_starting_year, exact_starting_year
         else:
             default_first_starting_year, *_, default_last_starting_year = self.all_potential_starting_years
             self.first_starting_year = first_starting_year if first_starting_year is not None else default_first_starting_year
@@ -46,6 +46,7 @@ class AbstractHypercubeVisualizer(object):
 
         if self.verbose:
             print('Hypercube with parameters:')
+            print('First starting year: {}, Last starting year: {}'.format(self.first_starting_year, self.last_starting_year))
             print('Starting years:', self.starting_years)
             print('Trend test class:', get_display_name_from_object_type(self.trend_test_class))
 
@@ -61,7 +62,8 @@ class AbstractHypercubeVisualizer(object):
 
     @cached_property
     def starting_years(self):
-        starting_years = [year for year in self.all_potential_starting_years if self.first_starting_year <= year <= self.last_starting_year]
+        starting_years = [year for year in self.all_potential_starting_years
+                          if self.first_starting_year <= year <= self.last_starting_year]
         if self.nb_data_for_fast_mode is not None:
             starting_years = starting_years[:self.nb_data_for_fast_mode]
         return starting_years
diff --git a/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/altitude_hypercube_visualizer.py b/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/altitude_hypercube_visualizer.py
index 000032616d6fe865fcd82ceb823f7ca7215fba0a..8508305c86a6d8d05b49e2b8ad0e73506630fc16 100644
--- a/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/altitude_hypercube_visualizer.py
+++ b/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/altitude_hypercube_visualizer.py
@@ -84,7 +84,8 @@ class AltitudeHypercubeVisualizer(AbstractHypercubeVisualizer):
             if xlabel != 'starting years':
                 labels.remove('starting years')
             common_txt = 'averaged on {}'.format(' & '.join(labels))
-            common_txt += ' with any starting year <= {}'.format(str(self.last_starting_year))
+            common_txt += ' with any starting year between {} and {}'.format(self.first_starting_year,
+                                                                             self.last_starting_year)
             return common_txt
 
     def visualize_trend_test_evolution(self, reduction_function, xlabel, xlabel_values, axes=None, marker='o',
@@ -223,8 +224,7 @@ class AltitudeHypercubeVisualizer(AbstractHypercubeVisualizer):
 
     def load_axes_for_trend_test_repartition(self, nb_rows):
         nb_trend_type = len(self.display_trend_type_to_style)
-        fig, axes = plt.subplots(nb_rows, nb_trend_type, figsize=self.study_visualizer.figsize,
-                                 constrained_layout=True)
+        fig, axes = plt.subplots(nb_rows, nb_trend_type, figsize=self.study_visualizer.figsize)
         return axes
 
     @property
diff --git a/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/main_hypercube_visualization.py b/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/main_hypercube_visualization.py
index 8fabfd1c31d4909b605c5090b5cf53796cb49e49..38badb9b5d56704075dc72d374e8c4fdbc8be8af 100644
--- a/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/main_hypercube_visualization.py
+++ b/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/main_hypercube_visualization.py
@@ -116,10 +116,10 @@ def fast_altitude_without_trend_type_hypercube_extended():
                                                 altitudes=altitudes)]
                 altitude_to_visualizer = OrderedDict(zip(altitudes, visualizers))
                 visualizer = QuantityHypercubeWithoutTrendExtended(altitude_to_visualizer,
-                                                                             save_to_file=save_to_file,
-                                                                             trend_test_class=trend_test_class,
-                                                                             nb_data_reduced_for_speed=nb_data_reduced_for_speed,
-                                                                             last_starting_year=last_starting_year)
+                                                                   save_to_file=save_to_file,
+                                                                   trend_test_class=trend_test_class,
+                                                                   nb_data_reduced_for_speed=nb_data_reduced_for_speed,
+                                                                   last_starting_year=last_starting_year)
                 visualizer.vsualize_year_trend_by_regions_and_altitudes()
 
                 # visualizer = QuantityHypercubeWithoutTrend(altitude_to_visualizer,
@@ -131,13 +131,13 @@ def fast_altitude_without_trend_type_hypercube_extended():
 
 
 def fast_altitude_year_hypercube_extended():
-    save_to_file = False
+    save_to_file = True
     only_first_one = False
     nb_data_reduced_for_speed = True
     altitudes = [ALL_ALTITUDES[3], ALL_ALTITUDES[-7]]
-    for study_class in SCM_STUDIES[:2]:
-        for exact_starting_year in [1982]:
-            for trend_test_class in [GevLocationChangePointTest, GevScaleChangePointTest, GevShapeChangePointTest][:2]:
+    for study_class in SCM_STUDIES[:1]:
+        for exact_starting_year in [1980, 1981]:
+            for trend_test_class in [GevLocationChangePointTest, GevScaleChangePointTest, GevShapeChangePointTest][:1]:
                 visualizers = [
                     StudyVisualizer(study, temporal_non_stationarity=True, verbose=False, multiprocessing=True)
                     for study in study_iterator(study_class=study_class, only_first_one=only_first_one,
@@ -146,7 +146,7 @@ def fast_altitude_year_hypercube_extended():
                 visualizer = AltitudeHypercubeVisualizerExtended(altitude_to_visualizer, save_to_file=save_to_file,
                                                                  trend_test_class=trend_test_class,
                                                                  nb_data_reduced_for_speed=nb_data_reduced_for_speed,
-                                                                 last_starting_year=exact_starting_year)
+                                                                 exact_starting_year=exact_starting_year)
                 # visualizer.visualize_year_trend_test()
                 # visualizer.visualize_altitude_trend_test()
                 # visualizer.visualize_massif_trend_test_by_altitudes()
@@ -181,6 +181,31 @@ def full_altitude_year_hypercube():
                 visualizer.visualize_altitude_trend_test()
 
 
+def full_exact_altitude_year_hypercube():
+    save_to_file = True
+    only_first_one = False
+    nb_data_reduced_for_speed = False
+    altitudes = ALL_ALTITUDES[3:-6]
+    for study_class in SCM_STUDIES[:]:
+        for trend_test_class in [GevLocationChangePointTest, GevScaleChangePointTest,
+                                 GevShapeChangePointTest][:1]:
+            years = [1980, 1981, 1982][:]
+            for exact_starting_year in years:
+                visualizers = [
+                    StudyVisualizer(study, temporal_non_stationarity=True, verbose=False, multiprocessing=True)
+                    for study in study_iterator(study_class=study_class, only_first_one=only_first_one,
+                                                altitudes=altitudes)]
+                altitude_to_visualizer = OrderedDict(zip(altitudes, visualizers))
+                visualizer = Altitude_Hypercube_Year_Visualizer(altitude_to_visualizer,
+                                                                save_to_file=save_to_file,
+                                                                trend_test_class=trend_test_class,
+                                                                nb_data_reduced_for_speed=nb_data_reduced_for_speed,
+                                                                exact_starting_year=exact_starting_year)
+                visualizer.visualize_year_trend_test()
+                visualizer.visualize_massif_trend_test()
+                visualizer.visualize_altitude_trend_test()
+
+
 def full_altitude_year_hypercube_extended():
     save_to_file = True
     only_first_one = False
@@ -250,7 +275,7 @@ def fast_quantity_altitude_hypercube():
         quantity_altitude_tuples = list(product(study_classes_str, altitudes))
         quantity_altitude_to_visualizer = OrderedDict(zip(quantity_altitude_tuples, visualizers))
         visualizer = QuantityHypercubeWithoutTrend(quantity_altitude_to_visualizer, save_to_file=save_to_file,
-                                                         trend_test_class=trend_test_class, nb_data_reduced_for_speed=True)
+                                                   trend_test_class=trend_test_class, nb_data_reduced_for_speed=True)
         visualizer.visualize_year_trend_test()
         # visualizer.visualize_massif_trend_test()
         # visualizer.visualize_altitude_trend_test()
@@ -261,9 +286,11 @@ def main_run():
     # fast_altitude_year_hypercube()
 
     # fast_quantity_altitude_hypercube()
-    # fast_altitude_without_trend_type_hypercube_extended()
+    # fast_altitude_year_hypercube_extended()
+    full_exact_altitude_year_hypercube()
     # full_altitude_year_hypercube__without_trend_extended()
-    full_quantity_altitude_hypercube()
+    # fast_altitude_without_trend_type_hypercube_extended()
+    # full_quantity_altitude_hypercube()
 
     # fast_altitude_year_hypercube_extended()
     # full_altitude_year_hypercube_extended()