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 91f579f567ac0153d396203f04dbfb9f0c398bcf..8c1c41ae44eea0aff6a9c99abd78a40f44264702 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
@@ -94,12 +94,7 @@ class AltitudeHypercubeVisualizer(AbstractHypercubeVisualizer):
 
     def visualize_trend_test_evolution(self, reduction_function, xlabel, xlabel_values, axes=None, marker='o',
                                        subtitle='', isin_parameters=None,
-                                       show_or_save_to_file=True,
                                        plot_title=None):
-        if axes is None:
-            axes = self.load_trend_test_evolution_axes(self.nb_rows)
-        else:
-            assert len(axes) == self.nb_rows
 
         # Plot in one graph several graph that correspond to the same trend_type
         trend_type_to_series = self.trend_type_to_series(reduction_function, isin_parameters)
@@ -171,9 +166,6 @@ class AltitudeHypercubeVisualizer(AbstractHypercubeVisualizer):
         # specific_title += 'all trend {}, all significative trends: {} (+:{}  -{})'.format(*percents)
         plt.suptitle(specific_title)
 
-        if show_or_save_to_file:
-            self.show_or_save_to_file(specific_title=specific_title)
-
         return specific_title
 
     def load_trend_test_evolution_axes(self, nb_rows):
@@ -191,11 +183,7 @@ class AltitudeHypercubeVisualizer(AbstractHypercubeVisualizer):
         return axes
 
     def visualize_trend_test_repartition(self, reduction_function, axes=None, subtitle='', isin_parameters=None,
-                                         show_or_save_to_file=True, plot_title=None):
-        if axes is None:
-            axes = self.load_axes_for_trend_test_repartition(self.nb_rows)
-        else:
-            assert len(axes) == self.nb_rows
+                                         plot_title=None):
 
         for i, axes_row in enumerate(axes):
             trend_type_to_serie = {k: v[i].replace(0.0, np.nan) for k, v in
@@ -226,8 +214,6 @@ class AltitudeHypercubeVisualizer(AbstractHypercubeVisualizer):
         title += '\n ' + self.get_title_plot('massifs')
         plt.suptitle(title)
 
-        if show_or_save_to_file:
-            self.show_or_save_to_file(specific_title=title)
         return title
 
     def load_axes_for_trend_test_repartition(self, nb_rows):
@@ -251,6 +237,12 @@ class AltitudeHypercubeVisualizer(AbstractHypercubeVisualizer):
     def visualize_year_trend_test(self, axes=None, marker='o', add_detailed_plots=False, plot_title=None,
                                   isin_parameters=None,
                                   show_or_save_to_file=True):
+        if axes is None:
+            axes = self.load_trend_test_evolution_axes(self.nb_rows)
+        else:
+            assert len(axes) == self.nb_rows
+
+        last_result = ''
         for subtitle, reduction_function in self.subtitle_to_reduction_function(self.year_reduction,
                                                                                 add_detailed_plot=add_detailed_plots).items():
             last_result = self.visualize_trend_test_evolution(reduction_function=reduction_function,
@@ -259,9 +251,10 @@ class AltitudeHypercubeVisualizer(AbstractHypercubeVisualizer):
                                                               marker=marker,
                                                               subtitle=subtitle,
                                                               isin_parameters=isin_parameters,
-                                                              show_or_save_to_file=show_or_save_to_file,
                                                               plot_title=plot_title
                                                               )
+        if show_or_save_to_file:
+            self.show_or_save_to_file(specific_title=last_result)
         return last_result
 
     @staticmethod
@@ -274,26 +267,41 @@ class AltitudeHypercubeVisualizer(AbstractHypercubeVisualizer):
     def visualize_altitude_trend_test(self, axes=None, marker='o', add_detailed_plots=False, plot_title=None,
                                       isin_parameters=None,
                                       show_or_save_to_file=True):
+        if axes is None:
+            axes = self.load_trend_test_evolution_axes(self.nb_rows)
+        else:
+            assert len(axes) == self.nb_rows
+
+        last_title = ''
         for subtitle, reduction_function in self.subtitle_to_reduction_function(self.index_reduction,
                                                                                 level=self.altitude_index_level,
                                                                                 add_detailed_plot=add_detailed_plots).items():
-            last_result = self.visualize_trend_test_evolution(reduction_function=reduction_function,
-                                                              xlabel=ALTITUDES_XLABEL,
-                                                              xlabel_values=self.altitudes, axes=axes, marker=marker,
-                                                              subtitle=subtitle, isin_parameters=isin_parameters,
-                                                              show_or_save_to_file=show_or_save_to_file,
-                                                              plot_title=plot_title)
-        return last_result
+            last_title = self.visualize_trend_test_evolution(reduction_function=reduction_function,
+                                                             xlabel=ALTITUDES_XLABEL,
+                                                             xlabel_values=self.altitudes, axes=axes, marker=marker,
+                                                             subtitle=subtitle, isin_parameters=isin_parameters,
+                                                             plot_title=plot_title)
+        if show_or_save_to_file:
+            self.show_or_save_to_file(specific_title=last_title)
+        return last_title
 
     def visualize_massif_trend_test(self, axes=None, add_detailed_plots=False, plot_title=None,
                                     isin_parameters=None,
                                     show_or_save_to_file=True):
+
+        if axes is None:
+            axes = self.load_axes_for_trend_test_repartition(self.nb_rows)
+        else:
+            assert len(axes) == self.nb_rows
+
+        last_title = ''
         for subtitle, reduction_function in self.subtitle_to_reduction_function(self.index_reduction,
                                                                                 level=self.massif_index_level,
                                                                                 add_detailed_plot=add_detailed_plots).items():
-            last_result = self.visualize_trend_test_repartition(reduction_function, axes, subtitle=subtitle,
-                                                                isin_parameters=isin_parameters,
-                                                                plot_title=plot_title,
-                                                                show_or_save_to_file=show_or_save_to_file)
+            last_title = self.visualize_trend_test_repartition(reduction_function, axes, subtitle=subtitle,
+                                                               isin_parameters=isin_parameters,
+                                                               plot_title=plot_title)
+        if show_or_save_to_file:
+            self.show_or_save_to_file(specific_title=last_title)
 
-        return last_result
+        return last_title
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
index 16c7247c5b46cb7adc3619447bcf36fe3fb9d38c..c0382caf1e33b404c76efedd34bda4f89c9f8e7c 100644
--- 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
@@ -118,9 +118,6 @@ class AltitudeHypercubeVisualizerExtended(AltitudeHypercubeVisualizer):
                                     add_detailed_plot=add_detailed_plot)
 
 
-
-
-
 class AltitudeHypercubeVisualizerWithoutTrendExtended(AltitudeHypercubeVisualizerExtended,
                                                       AltitudeHypercubeVisualizerWithoutTrendType):
 
@@ -128,12 +125,12 @@ class AltitudeHypercubeVisualizerWithoutTrendExtended(AltitudeHypercubeVisualize
         return self.isin_slicing(df=super().df_loglikelihood(), isin_parameters=isin_parameters)
 
 
-
 # Extension
 
 class AltitudeHypercubeVisualizerBisExtended(AltitudeHypercubeVisualizerExtended, AltitudeHypercubeVisualizerBis):
     pass
 
+
 class AltitudeYearHypercubeVisualizerExtended(AltitudeHypercubeVisualizerExtended, Altitude_Hypercube_Year_Visualizer):
     pass
 
@@ -144,5 +141,6 @@ class QuantityHypercubeWithoutTrend(AltitudeHypercubeVisualizerWithoutTrendType,
     pass
 
 
-class QuantityHypercubeWithoutTrendExtended(AltitudeHypercubeVisualizerWithoutTrendExtended, QuantityHypercubeWithoutTrend):
+class QuantityHypercubeWithoutTrendExtended(AltitudeHypercubeVisualizerWithoutTrendExtended,
+                                            QuantityHypercubeWithoutTrend):
     pass
diff --git a/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/main_fast_hypercube.py b/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/main_fast_hypercube.py
index b91c497cb874a3d106cba1afe123f853d357a5e9..d93208c9b1e75385e0df22d4e5d3f4f15a360859 100644
--- a/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/main_fast_hypercube.py
+++ b/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/main_fast_hypercube.py
@@ -4,7 +4,7 @@ from experiment.meteo_france_data.scm_models_data.visualization.hypercube_visual
     AltitudeHypercubeVisualizer
 from experiment.meteo_france_data.scm_models_data.visualization.hypercube_visualization.altitude_hypercube_visualizer_extended import \
     AltitudeHypercubeVisualizerBisExtended, QuantityHypercubeWithoutTrendExtended, \
-    AltitudeHypercubeVisualizerWithoutTrendExtended
+    AltitudeHypercubeVisualizerWithoutTrendExtended, QuantityHypercubeWithoutTrend
 from experiment.meteo_france_data.scm_models_data.visualization.hypercube_visualization.quantity_altitude_visualizer import \
     QuantityAltitudeHypercubeVisualizer
 from experiment.meteo_france_data.scm_models_data.visualization.hypercube_visualization.utils_hypercube import \
@@ -42,8 +42,10 @@ def get_fast_quantity_visualizer(quantity_hypercube_class):
 
 
 def main_mean_log_likelihood():
-    get_fast_quantity_visualizer(QuantityHypercubeWithoutTrendExtended).vsualize_year_trend_by_regions_and_altitudes(
-        add_detailed_plot=True)
+    # Simply the main graph
+    get_fast_quantity_visualizer(QuantityHypercubeWithoutTrend).visualize_year_trend_test(add_detailed_plots=True)
+    # get_fast_quantity_visualizer(QuantityHypercubeWithoutTrendExtended).vsualize_year_trend_by_regions_and_altitudes(
+    #     add_detailed_plot=True)
     # get_fast_altitude_visualizer(AltitudeHypercubeVisualizerWithoutTrendExtended).vsualize_year_trend_by_regions_and_altitudes()
 
 
diff --git a/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/main_full_hypercube.py b/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/main_full_hypercube.py
index 00684f7f6ba2fc0a2dd1495ac52552b1668bc95f..88160f9ef5e88558dfc5375129929eafe3900935 100644
--- a/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/main_full_hypercube.py
+++ b/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/main_full_hypercube.py
@@ -4,7 +4,7 @@ from experiment.meteo_france_data.scm_models_data.visualization.hypercube_visual
     AltitudeHypercubeVisualizer
 from experiment.meteo_france_data.scm_models_data.visualization.hypercube_visualization.altitude_hypercube_visualizer_extended import \
     AltitudeHypercubeVisualizerBisExtended, QuantityHypercubeWithoutTrendExtended, \
-    AltitudeHypercubeVisualizerWithoutTrendExtended
+    AltitudeHypercubeVisualizerWithoutTrendExtended, QuantityHypercubeWithoutTrend
 from experiment.meteo_france_data.scm_models_data.visualization.hypercube_visualization.quantity_altitude_visualizer import \
     QuantityAltitudeHypercubeVisualizer
 from experiment.meteo_france_data.scm_models_data.visualization.hypercube_visualization.utils_hypercube import \
@@ -24,9 +24,8 @@ def get_full_parameters():
     return altitudes, last_starting_year, nb_data_reduced_for_speed, only_first_one, save_to_file, trend_test_class
 
 
-def get_full_altitude_visualizer(altitude_hypercube_class, exact_starting_year=None):
+def get_full_altitude_visualizer(altitude_hypercube_class, study_classes, exact_starting_year=None):
     altitudes, last_starting_year, nb_data_reduced_for_speed, only_first_one, save_to_file, trend_test_class = get_full_parameters()
-    study_classes = SCM_STUDIES[:1]
     if exact_starting_year is not None:
         last_starting_year = None
     visualizer = load_altitude_visualizer(altitude_hypercube_class, altitudes, last_starting_year,
@@ -45,21 +44,28 @@ def get_full_quantity_visualizer(quantity_hypercube_class):
 
 
 def main_mean_log_likelihood():
-    get_full_quantity_visualizer(QuantityHypercubeWithoutTrendExtended).vsualize_year_trend_by_regions_and_altitudes(
-        add_detailed_plot=True)
+    # Main plot
+    get_full_quantity_visualizer(QuantityHypercubeWithoutTrend).visualize_year_trend_test(add_detailed_plots=True)
+    # Detailed plot
+    # get_full_quantity_visualizer(QuantityHypercubeWithoutTrendExtended).vsualize_year_trend_by_regions_and_altitudes(
+    #     add_detailed_plot=True)
+
+
     # get_full_altitude_visualizer(AltitudeHypercubeVisualizerWithoutTrendExtended).vsualize_year_trend_by_regions_and_altitudes()
 
 
 def main_percentage_trend():
-    visualizer = get_full_altitude_visualizer(AltitudeHypercubeVisualizerBisExtended, exact_starting_year=1981)
-    visualizer.vsualize_year_trend_by_regions_and_altitudes()
-    visualizer.visualize_massif_trend_test_by_altitudes()
-    visualizer.visualize_altitute_trend_test_by_regions()
+    for study_class in SCM_STUDIES:
+        study_classees = [study_class]
+        visualizer = get_full_altitude_visualizer(AltitudeHypercubeVisualizerBisExtended, exact_starting_year=1981,
+                                                  study_classes=study_classees)
+        visualizer.visualize_massif_trend_test_by_altitudes()
+        visualizer.visualize_altitute_trend_test_by_regions()
 
 
 def main_run():
-    # main_mean_log_likelihood()
-    main_percentage_trend()
+    main_mean_log_likelihood()
+    # main_percentage_trend()
 
 
 if __name__ == '__main__':