diff --git a/extreme_data/meteo_france_data/adamont_data/abstract_adamont_study.py b/extreme_data/meteo_france_data/adamont_data/abstract_adamont_study.py
index f9fe22353e5d294be1d123957eec3e88e4a0a199..95763959d615dfbbb23987625a5c6d5a096bd86f 100644
--- a/extreme_data/meteo_france_data/adamont_data/abstract_adamont_study.py
+++ b/extreme_data/meteo_france_data/adamont_data/abstract_adamont_study.py
@@ -90,10 +90,14 @@ class AbstractAdamontStudy(AbstractStudy):
             year_min, year_max = get_year_min_and_year_max_from_scenario(self.scenario, self.gcm_rcm_couple)
             years = list(range(year_min, year_max + 1))
             if self.scenario in adamont_scenarios_real:
-                time = dataset.variables['time']
+                time = np.array(dataset.variables['time'])
                 msg = 'len_years={} while len_time={},' \
                       'check year_min and year_max, ' \
                       'check in debug mode the time field of the daatset to see the starting date'.format(years, time)
+                # # Some print to check which year are in the data
+                # start = datetime(year=2005, month=8, day=1, hour=6, minute=0, second=0)
+                # dates = [start + timedelta(hours=int(h)) for h in time]
+                # print(["{}-{}".format(date.year-1, date.year) for date in dates])
                 assert len(years) == len(time), msg
             for year, maxima in zip(years, annual_maxima):
                 if self.year_min <= year <= self.year_max:
diff --git a/extreme_data/meteo_france_data/adamont_data/adamont_scenario.py b/extreme_data/meteo_france_data/adamont_data/adamont_scenario.py
index c53dc397ff52b9e51b0c02a3ad6b883436bca7fb..f9dbfe6e0662418049f32c3fc85831a9707dfe20 100644
--- a/extreme_data/meteo_france_data/adamont_data/adamont_scenario.py
+++ b/extreme_data/meteo_france_data/adamont_data/adamont_scenario.py
@@ -73,7 +73,7 @@ def get_gcm_rcm_couple_adamont_version_2(scenario):
                                 ('CNRM-CM5', 'CCLM4-8-17'), ('IPSL-CM5A-MR', 'WRF381P'), ('NorESM1-M', 'HIRHAM5'),
                                 ('IPSL-CM5A-MR', 'WRF331F'), ('HadGEM2-ES', 'RCA4')],
         AdamontScenario.rcp45:  [('NorESM1-M', 'REMO2015'), ('HadGEM2-ES', 'RegCM4-6')],
-        AdamontScenario.rcp85: [],
+        AdamontScenario.rcp85: [('HadGEM2-ES', 'RACMO22E')],
     }
     for couple_to_remove in scenario_to_list_to_remove[scenario]:
         s.remove(couple_to_remove)
diff --git a/projects/altitude_spatial_model/preliminary_analysis.py b/projects/altitude_spatial_model/preliminary_analysis.py
index a31dcba50fd153c180fe00699ef18d314e47b2bf..34838736e8ae535fd1ca536f176cb73b5a930505 100644
--- a/projects/altitude_spatial_model/preliminary_analysis.py
+++ b/projects/altitude_spatial_model/preliminary_analysis.py
@@ -45,7 +45,8 @@ class PointwiseGevStudyVisualizer(AltitudesStudies):
             for i in range(8):
                 for massif_name in massif_names[i::8]:
                     linear_coef, _, r2 = self._plot_gev_params_against_altitude_one_massif(ax, massif_name, param_name,
-                                                                                           elevation_as_xaxis, legend=legend)
+                                                                                           elevation_as_xaxis,
+                                                                                           legend=legend)
                     massif_name_to_linear_coef[massif_name] = 100 * linear_coef[0]
                     massif_name_to_r2_score[massif_name] = str(round(r2, 2))
             print(param_name, np.mean([c for c in massif_name_to_linear_coef.values()]))
@@ -135,7 +136,6 @@ class PointwiseGevStudyVisualizer(AltitudesStudies):
                 # labels = np.array(handles).reshape((3, 8)).transpose().flatten()
                 # ax.legend(handles, labels)
 
-
                 plt.gcf().subplots_adjust(right=0.15)
                 ax.set_yticks([])
                 ax.set_ylabel('')
@@ -173,7 +173,8 @@ class PointwiseGevStudyVisualizer(AltitudesStudies):
                                 )
             plt.close()
 
-    def _plot_gev_params_against_altitude_one_massif(self, ax, massif_name, param_name, elevation_as_xaxis, legend=False):
+    def _plot_gev_params_against_altitude_one_massif(self, ax, massif_name, param_name, elevation_as_xaxis,
+                                                     legend=False):
         altitudes = []
         params = []
         # confidence_intervals = []
@@ -189,7 +190,8 @@ class PointwiseGevStudyVisualizer(AltitudesStudies):
                 params.append(param)
                 # confidence_intervals.append(gev_params.param_name_to_confidence_interval[param_name])
         massif_id = self.study.all_massif_names().index(massif_name)
-        plot_against_altitude(altitudes, ax, massif_id, massif_name, params, fill=False, elevation_as_xaxis=elevation_as_xaxis,
+        plot_against_altitude(altitudes, ax, massif_id, massif_name, params, fill=False,
+                              elevation_as_xaxis=elevation_as_xaxis,
                               legend=legend)
 
         return fit_linear_regression(altitudes, params)
@@ -313,6 +315,7 @@ class PointwiseGevStudyVisualizer(AltitudesStudies):
     #         a_list.append(a)
     #     return np.mean(np.array(a_list))
 
+
 def main_paper2():
     altitudes = list(chain.from_iterable(altitudes_for_groups))
 
@@ -328,12 +331,13 @@ def main_paper2():
 
 def main_paper3():
     altitudes = list(chain.from_iterable(altitudes_for_groups))
-    altitudes = [1200, 1500, 1800]
-    for scenario in rcp_scenarios[:2]:
+    # altitudes = [1200, 1500, 1800]
+    for scenario in rcp_scenarios[:]:
         for gcm_rcm_couple in get_gcm_rcm_couple_adamont_version_2(scenario):
             visualizer = PointwiseGevStudyVisualizer(AdamontSnowfall, altitudes=altitudes, scenario=scenario,
                                                      gcm_rcm_couple=gcm_rcm_couple)
             visualizer.plot_gev_params_against_altitude()
 
+
 if __name__ == '__main__':
     main_paper3()
diff --git a/test/test_extreme_data/test_meteo_france_data/test_adamont_study.py b/test/test_extreme_data/test_meteo_france_data/test_adamont_study.py
index 618c0bac2047a46a95a5ba17b7049feb3f7d0bd6..bd8c1f1be8fe5d4b7888c3cca997e9223441ae2b 100644
--- a/test/test_extreme_data/test_meteo_france_data/test_adamont_study.py
+++ b/test/test_extreme_data/test_meteo_france_data/test_adamont_study.py
@@ -41,7 +41,7 @@ class TestAdamontStudy(unittest.TestCase):
 
     def test_existing_gcm_rcm_couple_and_rcp(self):
         altitude = 1800
-        for scenario in rcp_scenarios[:2]:
+        for scenario in rcp_scenarios[:]:
             l = []
             for gcm_rcm_couple in get_gcm_rcm_couple_adamont_version_2(scenario):
                 adamont_study = AdamontSnowfall(altitude=altitude, adamont_version=2,
@@ -51,8 +51,6 @@ class TestAdamontStudy(unittest.TestCase):
                     _ = adamont_study.year_to_annual_maxima[2098]
                 except FileNotFoundError:
                     l.append(gcm_rcm_couple)
-            print(scenario, l)
-
 
         self.assertTrue(True)