diff --git a/experiment/meteo_france_data/scm_models_data/abstract_study.py b/experiment/meteo_france_data/scm_models_data/abstract_study.py
index 23f39bc536e37e814b1c063399e0e1ecf24b0c35..e773ac0f7bfaf80bb8c4331b12604c644b5331cb 100644
--- a/experiment/meteo_france_data/scm_models_data/abstract_study.py
+++ b/experiment/meteo_france_data/scm_models_data/abstract_study.py
@@ -296,7 +296,8 @@ class AbstractStudy(object):
         return AbstractSpatialCoordinates.from_df(df)
 
     @classmethod
-    def visualize_study(cls, ax=None, massif_name_to_value: Union[None, Dict[str, float]] = None, show=True, fill=True,
+    def visualize_study(cls, ax=None, massif_name_to_value: Union[None, Dict[str, float]] = None,
+                        show=True, fill=True,
                         replace_blue_by_white=True,
                         label=None, add_text=False, cmap=None, add_colorbar=False, vmax=100, vmin=0,
                         default_color_for_missing_massif='gainsboro',
diff --git a/experiment/meteo_france_data/scm_models_data/visualization/study_visualization/main_study_visualizer.py b/experiment/meteo_france_data/scm_models_data/visualization/study_visualization/main_study_visualizer.py
index 0e32a1e64b61a6f962fe07c9b7292d204025be2a..bc8a70583a36fab8274021a2c5450be36cc63781 100644
--- a/experiment/meteo_france_data/scm_models_data/visualization/study_visualization/main_study_visualizer.py
+++ b/experiment/meteo_france_data/scm_models_data/visualization/study_visualization/main_study_visualizer.py
@@ -36,7 +36,7 @@ SCM_STUDY_CLASS_TO_ABBREVIATION = {
     CrocusSwe3Days: 'SWE3',
     CrocusSnowLoadEurocode: 'GSL from annual maximum of HS and {}'.format(eurocode_snow_density),
     CrocusDepth: 'SD',
-    CrocusSnowLoadTotal: 'max GSL',
+    CrocusSnowLoadTotal: 'GSL',
     CrocusSnowLoad3Days: 'GSL3',
     CrocusSnowDensityAtMaxofSwe: '{} when the max of GSL \nis reached'.format(snow_density_str),
     CrocusDifferenceSnowLoadRescaledAndEurocodeToSeeSynchronization: 'max GSL rescaled - GSL from max HS \nboth with {}'.format(eurocode_snow_density),
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 484d0a5ac9376457670d3faa580367e0fa67ad91..132f14bb012af6f50debe5c1a2f1b3cb04771a3a 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
@@ -625,7 +625,9 @@ class StudyVisualizer(VisualizationParameters):
         self.plot_name = plot_name
         self.show_or_save_to_file()
 
-    def visualize_max_graphs_poster(self, massif_name, altitude, snow_abbreviation, color, label=None, last_plot=True, ax=None, linestyle=None, tight_pad=None):
+    def visualize_max_graphs_poster(self, massif_name, altitude, snow_abbreviation, color,
+                                    label=None, last_plot=True, ax=None, linestyle=None,
+                                    tight_pad=None, dpi=None):
         massif_names = self.study.study_massif_names
         # Display the graph of the max on top
         if ax is None:
@@ -645,7 +647,9 @@ class StudyVisualizer(VisualizationParameters):
         if last_plot:
             ax.legend()
 
-            self.show_or_save_to_file(add_classic_title=False, no_title=True, tight_layout=True, tight_pad=tight_pad)
+            self.show_or_save_to_file(add_classic_title=False, no_title=True,
+                                      tight_layout=True, tight_pad=tight_pad,
+                                      dpi=dpi)
             ax.clear()
 
     @staticmethod
@@ -812,7 +816,8 @@ class StudyVisualizer(VisualizationParameters):
         ax.get_yaxis().set_visible(False)
         ax.set_aspect('equal')
 
-    def show_or_save_to_file(self, add_classic_title=True, no_title=False, tight_layout=False, tight_pad=None):
+    def show_or_save_to_file(self, add_classic_title=True, no_title=False, tight_layout=False, tight_pad=None,
+                             dpi=None):
         if tight_layout:
             if tight_pad is not None:
                 plt.tight_layout(**tight_pad)
@@ -836,15 +841,18 @@ class StudyVisualizer(VisualizationParameters):
             if not self.only_one_graph:
                 filename += "{}".format('_'.join(self.plot_name.split())) + '_'
             filename += specific_title
-            self.savefig_in_results(filename)
+            self.savefig_in_results(filename, dpi=dpi)
 
     @classmethod
-    def savefig_in_results(cls, filename):
+    def savefig_in_results(cls, filename, dpi=None):
         filepath = op.join(AbstractStudy.result_full_path, filename + '.png')
         dirname = op.dirname(filepath)
         if not op.exists(dirname):
             os.makedirs(dirname, exist_ok=True)
-        plt.savefig(filepath)
+        if dpi is not None:
+            plt.savefig(filepath, dpi=dpi)
+        else:
+            plt.savefig(filepath)
 
     def visualize_independent_margin_fits(self, threshold=None, axes=None, show=True):
         # Fit either a GEV or a GPD
diff --git a/experiment/paper_past_snow_loads/data/main_example_swe_total_plot.py b/experiment/paper_past_snow_loads/data/main_example_swe_total_plot.py
index 934ec76bbeab4f050de1f801a5b9ee382e960036..f31f388fd0703400c2702e1dfd1ccd5e169f1e2e 100644
--- a/experiment/paper_past_snow_loads/data/main_example_swe_total_plot.py
+++ b/experiment/paper_past_snow_loads/data/main_example_swe_total_plot.py
@@ -33,7 +33,8 @@ def max_graph_annual_maxima_poster():
             label = '{} massif at {}m'.format(massif_name, altitude)
             tight_pad = {'h_pad': 0.2}
             study_visualizer.visualize_max_graphs_poster(massif_name, altitude, snow_abbreviation, color, label,
-                                                         last_plot, ax, tight_pad=tight_pad)
+                                                         last_plot, ax, tight_pad=tight_pad,
+                                                         dpi=1000)
 
 
 if __name__ == '__main__':
diff --git a/experiment/paper_past_snow_loads/discussion_data_comparison_with_eurocode/main_comparison_with_eurocode.py b/experiment/paper_past_snow_loads/discussion_data_comparison_with_eurocode/main_comparison_with_eurocode.py
index 154b27b53d2cb2b296958240ba64803936df0cfb..623d750c7eb683d707cebac6c00b2f4a80e22baf 100644
--- a/experiment/paper_past_snow_loads/discussion_data_comparison_with_eurocode/main_comparison_with_eurocode.py
+++ b/experiment/paper_past_snow_loads/discussion_data_comparison_with_eurocode/main_comparison_with_eurocode.py
@@ -60,7 +60,8 @@ def max_graph_annual_maxima_comparison():
                     ax.set_ylim(ylim)
                     ax.set_xlim([1957, 2018])
                     ax.yaxis.set_ticks(yticks)
-                    study_visualizer.show_or_save_to_file(no_title=True, tight_layout=True, tight_pad=tight_pad)
+                    study_visualizer.show_or_save_to_file(no_title=True, tight_layout=True,
+                                                          tight_pad=tight_pad, dpi=1000)
                     ax.clear()
 
 
diff --git a/experiment/paper_past_snow_loads/result_trends_and_return_levels/main_result_trends_and_return_levels.py b/experiment/paper_past_snow_loads/result_trends_and_return_levels/main_result_trends_and_return_levels.py
index c2f4e0979f113e76384931803e8ce6da28799574..4e611d73ed45c711fb5c64daddabb44101470e0c 100644
--- a/experiment/paper_past_snow_loads/result_trends_and_return_levels/main_result_trends_and_return_levels.py
+++ b/experiment/paper_past_snow_loads/result_trends_and_return_levels/main_result_trends_and_return_levels.py
@@ -1,3 +1,5 @@
+from time import sleep
+
 import matplotlib as mpl
 import matplotlib.pyplot as plt
 
@@ -57,14 +59,17 @@ def major_result():
     uncertainty_methods = [ConfidenceIntervalMethodFromExtremes.my_bayes,
                            ConfidenceIntervalMethodFromExtremes.ci_mle][:]
     massif_names = None
-    non_stationary_uncertainty = [False, True][:]
     for study_class in paper_study_classes[:2]:
+        if study_class == CrocusSnowLoadEurocode:
+            non_stationary_uncertainty = [False]
+        else:
+            non_stationary_uncertainty = [False, True][:]
         intermediate_result(paper_altitudes, massif_names, non_stationary_uncertainty, uncertainty_methods, study_class)
 
 
 if __name__ == '__main__':
     # major_result()
-    intermediate_result(altitudes=[600, 900], massif_names=['Maurienne', 'Oisans'],
+    intermediate_result(altitudes=paper_altitudes, massif_names=['Maurienne'],
                         uncertainty_methods=[ConfidenceIntervalMethodFromExtremes.my_bayes,
                            ConfidenceIntervalMethodFromExtremes.ci_mle][:],
                         non_stationary_uncertainty=[False, True][:])
diff --git a/experiment/paper_past_snow_loads/result_trends_and_return_levels/plot_uncertainty_curves.py b/experiment/paper_past_snow_loads/result_trends_and_return_levels/plot_uncertainty_curves.py
index f1e759dfe45c0263d3e4c5a0dac7f8616261eb06..0e34087f8ab729561c3b4d9796849a5f282bc251 100644
--- a/experiment/paper_past_snow_loads/result_trends_and_return_levels/plot_uncertainty_curves.py
+++ b/experiment/paper_past_snow_loads/result_trends_and_return_levels/plot_uncertainty_curves.py
@@ -61,7 +61,7 @@ def plot_single_uncertainty_massif(altitude_to_visualizer: Dict[int, StudyVisual
         massif_names_str = massif_name
         model_names_str = 'NonStationarity={}'.format(non_stationary_context)
         visualizer.plot_name = model_names_str + '_' + massif_names_str
-        visualizer.show_or_save_to_file(no_title=True)
+        visualizer.show_or_save_to_file(no_title=True, dpi=1000)
         plt.close()
 
 
@@ -104,6 +104,8 @@ def plot_single_uncertainty_massif_and_non_stationary_context(ax, massif_name, n
 
     ax.legend(loc=2)
     # ax.set_ylim([-1, 16])
+    if massif_name == 'Maurienne':
+        ax.set_ylim([-1, 13])
     massif_name_str = massif_name.replace('_', ' ')
     eurocode_region_str = get_display_name_from_object_type(type(eurocode_region))
     is_non_stationary_model = non_stationary_context if isinstance(non_stationary_context,
diff --git a/experiment/paper_past_snow_loads/result_trends_and_return_levels/plot_uncertainty_histogram.py b/experiment/paper_past_snow_loads/result_trends_and_return_levels/plot_uncertainty_histogram.py
index 784b9afc611f48dc847b567f82583e747c135f7f..74b0cc004e3169a14d1e88a46dab4ce3d0366194 100644
--- a/experiment/paper_past_snow_loads/result_trends_and_return_levels/plot_uncertainty_histogram.py
+++ b/experiment/paper_past_snow_loads/result_trends_and_return_levels/plot_uncertainty_histogram.py
@@ -38,14 +38,14 @@ def plot_histogram(altitude_to_visualizer, non_stationary_context):
         width = 100
         plot_histogram_ci_method(visualizers, non_stationary_context, ci_method, ax, bincenters, width=width)
     ax.set_xticks(altitudes)
-    ax.legend()
+    ax.legend(loc='upper left')
     ax.set_ylabel('Massifs exceeding French standards (\%)')
     ax.set_xlabel('Altitude (m)')
     ax.set_ylim([0, 100])
     ax.set_yticks([10 * i for i in range(11)])
     visualizer.plot_name = 'Percentages of exceedance with non_stationary={}'.format(non_stationary_context)
     # visualizer.show = True
-    visualizer.show_or_save_to_file(no_title=True)
+    visualizer.show_or_save_to_file(no_title=True, dpi=1000)
     ax.clear()
 
 
diff --git a/experiment/paper_past_snow_loads/study_visualizer_for_non_stationary_trends.py b/experiment/paper_past_snow_loads/study_visualizer_for_non_stationary_trends.py
index 5b9f4339a01c242bf657436504f6c4d1eeff11ce..35ee348eba695472bf1f1c6a9aed4df622607287 100644
--- a/experiment/paper_past_snow_loads/study_visualizer_for_non_stationary_trends.py
+++ b/experiment/paper_past_snow_loads/study_visualizer_for_non_stationary_trends.py
@@ -132,7 +132,8 @@ class StudyVisualizerForNonStationaryTrends(StudyVisualizer):
         ax.set_xlabel('Altitude = {}m'.format(self.study.altitude), fontsize=12)
 
         self.plot_name = 'tdlr_trends'
-        self.show_or_save_to_file(add_classic_title=False, tight_layout=True, no_title=True)
+        self.show_or_save_to_file(add_classic_title=False, tight_layout=True, no_title=True,
+                                  dpi=1000)
         plt.close()
 
     @property