diff --git a/experiment/meteo_france_SCM_study/safran/safran_visualizer.py b/experiment/meteo_france_SCM_study/safran/safran_visualizer.py
index 49d5094121e6df6eea28f55d8c60865435045ded..ed9264a8715a53101be122dc150f62918cd56405 100644
--- a/experiment/meteo_france_SCM_study/safran/safran_visualizer.py
+++ b/experiment/meteo_france_SCM_study/safran/safran_visualizer.py
@@ -119,7 +119,9 @@ class StudyVisualizer(object):
 
         # Kde plot, and retrieve the data forming the line
         color_kde = 'b'
-        sns.kdeplot(all_massif_data, bw=1, ax=ax, color=color_kde, vertical=self.vertical_kde_plot).set(xlim=0)
+        sns.kdeplot(all_massif_data, ax=ax, color=color_kde, vertical=self.vertical_kde_plot)
+        ax.set(ylim=0)
+        ax.set(xlim=0)
         data_x, data_y = ax.lines[0].get_data()
 
         # Plot the mean and median points