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 f90fcb9472d052578528374450a475ee69d189a7..420cc2d705274a3bf4613257d58e0e5fb13bc3c4 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
@@ -35,10 +35,10 @@ class AltitudeHypercubeVisualizer(AbstractHypercubeVisualizer):
         # Map each trend type to its serie with percentages
         # Define here all the trend type we might need in the results/displays
         trend_types_to_process = list(self.display_trend_types) + [AbstractUnivariateTest.SIGNIFICATIVE_ALL_TREND]
-        return {trend_type: self.trend_type_reduction(reduction_function, trend_type)
+        return {trend_type: self.trend_type_reduction_series(reduction_function, trend_type)
                 for trend_type in trend_types_to_process}
 
-    def trend_type_reduction(self, reduction_function, display_trend_type):
+    def trend_type_reduction_series(self, reduction_function, display_trend_type):
         # Reduce df_bool df to a serie s_trend_type_percentage
         s_trend_type_percentage = reduction_function(self.df_bool(display_trend_type))
         assert isinstance(s_trend_type_percentage, pd.Series)
diff --git a/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/altitude_hypercube_visualizer_extended.py b/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/altitude_hypercube_visualizer_extended.py
new file mode 100644
index 0000000000000000000000000000000000000000..14a1c0c35deda9bb77002650b30c6300ea7ff211
--- /dev/null
+++ b/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/altitude_hypercube_visualizer_extended.py
@@ -0,0 +1,18 @@
+from experiment.meteo_france_data.scm_models_data.visualization.hypercube_visualization.abstract_hypercube_visualizer import \
+    AbstractHypercubeVisualizer
+from experiment.meteo_france_data.scm_models_data.visualization.hypercube_visualization.altitude_hypercube_visualizer import \
+    AltitudeHypercubeVisualizer
+from experiment.meteo_france_data.scm_models_data.visualization.hypercube_visualization.altitude_year_hypercube_visualizer import \
+    Altitude_Hypercube_Year_Visualizer
+
+
+class AltitudeHypercubeVisualizerExtended(AltitudeHypercubeVisualizer):
+
+    def df_bool(self, display_trend_type):
+        df_bool = super().df_bool(display_trend_type)
+        print(df_bool)
+        return df_bool
+
+
+class AltitudeYearHypercubeVisualizerExtended(AltitudeHypercubeVisualizerExtended, Altitude_Hypercube_Year_Visualizer):
+    pass
\ No newline at end of file
diff --git a/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/altitude_year_hypercube_visualizer.py b/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/altitude_year_hypercube_visualizer.py
index fb0be5f27a56eeaa640364f809943db07cf31f46..ae0d689ddca3cb1c227d616a098a876f37a65515 100644
--- a/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/altitude_year_hypercube_visualizer.py
+++ b/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/altitude_year_hypercube_visualizer.py
@@ -26,8 +26,8 @@ class Altitude_Hypercube_Year_Visualizer(AltitudeHypercubeVisualizer):
         # Take the mean with respect to the level of interest
         return df.mean(level=level)
 
-    def trend_type_reduction(self, reduction_function, display_trend_type):
-        series = super().trend_type_reduction(reduction_function, display_trend_type)
+    def trend_type_reduction_series(self, reduction_function, display_trend_type):
+        series = super().trend_type_reduction_series(reduction_function, display_trend_type)
         # Create df argmax
         df_bool = self.df_bool(display_trend_type)
         df = df_bool.copy()
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 71e060ec548b0997a498b77b8dbe5fef94a45269..17dc97510ef9aa7f07c2fc18fb4affb47564f218 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
@@ -4,6 +4,8 @@ from itertools import product
 
 from experiment.meteo_france_data.scm_models_data.visualization.hypercube_visualization.altitude_hypercube_visualizer import \
     AltitudeHypercubeVisualizer
+from experiment.meteo_france_data.scm_models_data.visualization.hypercube_visualization.altitude_hypercube_visualizer_extended import \
+    AltitudeYearHypercubeVisualizerExtended
 from experiment.meteo_france_data.scm_models_data.visualization.hypercube_visualization.altitude_year_hypercube_visualizer import \
     Altitude_Hypercube_Year_Visualizer
 from experiment.meteo_france_data.scm_models_data.visualization.hypercube_visualization.quantity_altitude_visualizer import \
@@ -95,6 +97,27 @@ def fast_altitude_year_hypercube():
                 # visualizer.visualize_massif_trend_test()
 
 
+def fast_altitude_year_hypercube_extendede():
+    save_to_file = False
+    only_first_one = False
+    nb_data_reduced_for_speed = True
+    altitudes = [ALL_ALTITUDES[3], ALL_ALTITUDES[-7]]
+    for study_class in SCM_STUDIES[:1]:
+        for last_starting_year in [None, 1989, 1999][:1]:
+            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,
+                                                           altitudes=altitudes)]
+                altitude_to_visualizer = OrderedDict(zip(altitudes, visualizers))
+                visualizer = AltitudeYearHypercubeVisualizerExtended(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)
+                # visualizer.visualize_year_trend_test()
+                visualizer.visualize_altitude_trend_test()
+                # visualizer.visualize_massif_trend_test()
+
+
 def full_altitude_year_hypercube():
     save_to_file = True
     only_first_one = False
@@ -142,7 +165,8 @@ def fast_quantity_altitude_hypercube():
 
 def main_run():
     # fast_altitude_hypercube()
-    fast_altitude_year_hypercube()
+    # fast_altitude_year_hypercube()
+    fast_altitude_year_hypercube_extendede()
     # full_altitude_year_hypercube()
     # fast_quantity_altitude_hypercube()
     # full_quantity_altitude_hypercube()