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 0923fbe59d0865c87ac4f0422b5db8e4993960bf..7a35e9d0a787218d44db5745f25baf4f4ad3c450 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
@@ -151,8 +151,9 @@ class AltitudeHypercubeVisualizer(AbstractHypercubeVisualizer):
             else:
                 ax.set_title(plot_title)
                 ax.legend()
-                ax.set_xlabel(xlabel)
-                plt.setp(ax.get_yticklabels(), visible=False)
+            # Common things to all the graph
+            ax.set_xlabel(xlabel)
+            plt.setp(ax.get_yticklabels(), visible=False)
 
         specific_title = 'Evolution of {} trends wrt to the {} with {}'.format(subtitle, xlabel,
                                                                                self.trend_test_name)
@@ -279,7 +280,8 @@ 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):
+                                  show_or_save_to_file=True,
+                                  subtitle_specified=None):
         if axes is None:
             axes = self.load_trend_test_evolution_axes(self.nb_rows)
         else:
@@ -287,7 +289,8 @@ class AltitudeHypercubeVisualizer(AbstractHypercubeVisualizer):
 
         results = []
         for subtitle, reduction_function in self.subtitle_to_reduction_function(self.year_reduction,
-                                                                                add_detailed_plot=add_detailed_plots).items():
+                                                                                add_detailed_plot=add_detailed_plots,
+                                                                                subtitle=subtitle_specified).items():
             specific_title, best_year = self.visualize_trend_test_evolution(
                 reduction_function=reduction_function,
                 xlabel=STARTING_YEARS_XLABEL,
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 c0382caf1e33b404c76efedd34bda4f89c9f8e7c..3e1607a4e43bd4e7b68cbd527704213ef6858c6f 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
@@ -122,7 +122,9 @@ class AltitudeHypercubeVisualizerWithoutTrendExtended(AltitudeHypercubeVisualize
                                                       AltitudeHypercubeVisualizerWithoutTrendType):
 
     def df_loglikelihood(self, isin_parameters=None):
-        return self.isin_slicing(df=super().df_loglikelihood(), isin_parameters=isin_parameters)
+        df = super().df_loglikelihood()
+        df = self.isin_slicing(df=df, isin_parameters=isin_parameters)
+        return df
 
 
 # Extension
diff --git a/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/main_files/main_poster.py b/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/main_files/main_poster.py
index 47fff2ff7f36f617e2df2cb3c7e951ea7d1e3690..f8d5aba90c942ecd080c316cbc6ebc37376acdc4 100644
--- a/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/main_files/main_poster.py
+++ b/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/main_files/main_poster.py
@@ -1,23 +1,28 @@
 from experiment.meteo_france_data.scm_models_data.visualization.hypercube_visualization.altitude_hypercube_visualizer_extended import \
-    QuantityHypercubeWithoutTrend, AltitudeHypercubeVisualizerBisExtended
+    QuantityHypercubeWithoutTrend, AltitudeHypercubeVisualizerBisExtended, \
+    AltitudeHypercubeVisualizerWithoutTrendExtended
 from experiment.meteo_france_data.scm_models_data.visualization.hypercube_visualization.main_files.main_fast_hypercube_one_altitudes import \
-    get_fast_parameters, get_fast_quantity_visualizer
+    get_fast_parameters, get_fast_quantity_visualizer, get_fast_altitude_visualizer
 from experiment.meteo_france_data.scm_models_data.visualization.hypercube_visualization.main_files.main_full_hypercube import \
     get_full_quantity_visualizer, get_full_altitude_visualizer
 from experiment.meteo_france_data.scm_models_data.visualization.hypercube_visualization.utils_hypercube import \
     load_altitude_visualizer
 from experiment.meteo_france_data.scm_models_data.visualization.study_visualization.main_study_visualizer import \
-    SCM_STUDIES
+    SCM_STUDIES, altitude_massif_name_and_study_class_for_poster
+from utils import get_display_name_from_object_type
 
 POSTER_ALTITUDES = [900, 1800, 2700]
 
 
+
+
 def fast_poster():
     for altitude in POSTER_ALTITUDES[:1]:
         study_classes = SCM_STUDIES[:2]
         results = get_fast_quantity_visualizer(QuantityHypercubeWithoutTrend,
                                                altitude=altitude,
-                                               study_classes=study_classes).visualize_year_trend_test(add_detailed_plots=True)
+                                               study_classes=study_classes).visualize_year_trend_test(
+            add_detailed_plots=True)
         study_class_to_year = dict(zip(study_classes, [t[1] for t in results]))
         for study_class, exact_year in study_class_to_year.items():
             altitudes, last_starting_year, nb_data_reduced_for_speed, only_first_one, save_to_file, trend_test_class = get_fast_parameters(
@@ -36,12 +41,24 @@ def full_poster():
         study_classes = SCM_STUDIES[:]
         results = get_full_quantity_visualizer(QuantityHypercubeWithoutTrend,
                                                altitude=altitude,
-                                               study_classes=study_classes).visualize_year_trend_test(add_detailed_plots=True)
+                                               study_classes=study_classes).visualize_year_trend_test(
+            add_detailed_plots=True)
         study_class_to_year = dict(zip(study_classes, [t[1] for t in results]))
         for study_class, exact_year in study_class_to_year.items():
-            spatial_visualizer = get_full_altitude_visualizer(AltitudeHypercubeVisualizerBisExtended, [study_class], exact_starting_year=exact_year, altitude=altitude)
+            spatial_visualizer = get_full_altitude_visualizer(AltitudeHypercubeVisualizerBisExtended, [study_class],
+                                                              exact_starting_year=exact_year, altitude=altitude)
             spatial_visualizer.visualize_massif_trend_test_one_altitude()
 
+def example_for_the_starting_years():
+    for altitude, massif_name, study_class in altitude_massif_name_and_study_class_for_poster[:]:
+        visualizer = get_full_altitude_visualizer(AltitudeHypercubeVisualizerWithoutTrendExtended, altitude=altitude,
+                                                  study_classes=[study_class])
+        isin_parameters = [(False, [massif_name], visualizer.massif_index_level)]
+        visualizer.visualize_year_trend_test(isin_parameters=isin_parameters,
+                                             subtitle_specified=get_display_name_from_object_type(study_class))
+
+
 
 if __name__ == '__main__':
-    full_poster()
+    # full_poster()
+    example_for_the_starting_years()
diff --git a/experiment/meteo_france_data/scm_models_data/visualization/study_visualization/study_visualizer.py b/experiment/meteo_france_data/scm_models_data/visualization/study_visualization/study_visualizer.py
index fdf51de3b7b5c9d4d6f76a400d2a5a18d4971332..cce373b30cdd55ed5eb0492516f85acb1585caa0 100644
--- a/experiment/meteo_france_data/scm_models_data/visualization/study_visualization/study_visualizer.py
+++ b/experiment/meteo_france_data/scm_models_data/visualization/study_visualization/study_visualizer.py
@@ -595,7 +595,7 @@ class StudyVisualizer(VisualizationParameters):
         ax.xaxis.set_ticks(x[2::10])
         # self.visualize_massif_graphs(self.visualize_mean_and_max_graph,
         #                              specified_massif_ids=specified_massif_ids)
-        plot_name = 'Annual maxima of {} in {} at {}'.format(snow_abbreviation, massif_name, altitude)
+        plot_name = 'Annual maxima of {} in {} at {}m'.format(snow_abbreviation, massif_name, altitude)
         self.plot_name = plot_name
         self.show_or_save_to_file(add_classic_title=False)
         ax.clear()