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 53f2031b1d5db9ba392cad927b53d9bc2ca818f2..00ccb21bed31f65bf5dcb8f2417956f2ddfdfd6f 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
@@ -85,6 +85,7 @@ class AbstractAdamontStudy(AbstractStudy):
         year_to_annual_maxima = OrderedDict()
         for dataset, real_scenario in zip(self.datasets, self.adamont_real_scenarios):
             annual_maxima = np.array(dataset.variables[self.variable_class.indicator_name_for_maxima])
+            annual_maxima = self.variable_class.transform_annual_maxima(annual_maxima)
             assert annual_maxima.shape[1] == len(self.column_mask)
             annual_maxima = annual_maxima[:, self.column_mask]
             year_min, year_max = get_year_min_and_year_max_from_scenario(real_scenario, self.gcm_rcm_couple)
diff --git a/extreme_data/meteo_france_data/adamont_data/adamont/adamont_crocus.py b/extreme_data/meteo_france_data/adamont_data/adamont/adamont_crocus.py
new file mode 100644
index 0000000000000000000000000000000000000000..32da20bddc33356bab8d0c932c8105ba49e699d6
--- /dev/null
+++ b/extreme_data/meteo_france_data/adamont_data/adamont/adamont_crocus.py
@@ -0,0 +1,28 @@
+from extreme_data.meteo_france_data.adamont_data.abstract_adamont_study import AbstractAdamontStudy
+from extreme_data.meteo_france_data.adamont_data.adamont.adamont_variables import CrocusSweSimulationVariable, \
+    CrocusTotalSnowLoadVariable
+from extreme_data.meteo_france_data.adamont_data.adamont_scenario import AdamontScenario
+from extreme_data.meteo_france_data.scm_models_data.crocus.crocus_variables import CrocusVariable
+from extreme_data.meteo_france_data.scm_models_data.utils import Season, FrenchRegion
+
+
+class AdamontSwe(AbstractAdamontStudy):
+
+    def __init__(self, *args, **kwargs):
+        super().__init__(CrocusSweSimulationVariable, *args, **kwargs)
+
+
+class AdamontSnowLoad(AbstractAdamontStudy):
+
+    def __init__(self, *args, **kwargs):
+        super().__init__(CrocusTotalSnowLoadVariable, *args, **kwargs)
+
+    def load_annual_maxima(self, dataset):
+        return CrocusVariable.snow_load_multiplication_factor * super().load_annual_maxima(dataset)
+
+
+if __name__ == '__main__':
+    for study_class in [AdamontSwe, AdamontSnowLoad]:
+        study = study_class(altitude=1800, adamont_version=2, gcm_rcm_couple=('HadGEM2-ES', 'RACMO22E'),
+                                scenario=AdamontScenario.rcp85_extended)
+        print(study.year_to_annual_maxima[2000])
\ No newline at end of file
diff --git a/extreme_data/meteo_france_data/adamont_data/adamont/adamont_snowfall.py b/extreme_data/meteo_france_data/adamont_data/adamont/adamont_safran.py
similarity index 57%
rename from extreme_data/meteo_france_data/adamont_data/adamont/adamont_snowfall.py
rename to extreme_data/meteo_france_data/adamont_data/adamont/adamont_safran.py
index 822136ea6d190e518eafe47c8f6fcde4a27571d2..87ece7924c7b93880fd78303e728ceb61ea0194f 100644
--- a/extreme_data/meteo_france_data/adamont_data/adamont/adamont_snowfall.py
+++ b/extreme_data/meteo_france_data/adamont_data/adamont/adamont_safran.py
@@ -7,15 +7,8 @@ from extreme_data.meteo_france_data.scm_models_data.utils import Season, FrenchR
 
 class AdamontSnowfall(AbstractAdamontStudy):
 
-    def __init__(self, altitude: int = 1800,
-                 year_min=None, year_max=None,
-                 multiprocessing=True, season=Season.annual,
-                 french_region=FrenchRegion.alps,
-                 scenario=AdamontScenario.histo, gcm_rcm_couple=('CNRM-CM5', 'ALADIN53'),
-                 adamont_version=2):
-        super().__init__(SafranSnowfallSimulationVariable, altitude,
-                         year_min, year_max,
-                         multiprocessing, season, french_region, scenario, gcm_rcm_couple, adamont_version)
+    def __init__(self, *args, **kwargs):
+        super().__init__(SafranSnowfallSimulationVariable, *args, **kwargs)
 
 
 if __name__ == '__main__':
diff --git a/extreme_data/meteo_france_data/adamont_data/adamont/adamont_variables.py b/extreme_data/meteo_france_data/adamont_data/adamont/adamont_variables.py
index 816094750b06a4ddb8ffd23fca14f8f0edeeb2cc..ab6a061c1ffb2248349548d9d74674e7c25c2e50 100644
--- a/extreme_data/meteo_france_data/adamont_data/adamont/adamont_variables.py
+++ b/extreme_data/meteo_france_data/adamont_data/adamont/adamont_variables.py
@@ -1,6 +1,8 @@
 import numpy as np
 
 from extreme_data.meteo_france_data.scm_models_data.abstract_variable import AbstractVariable
+from extreme_data.meteo_france_data.scm_models_data.crocus.crocus_variables import AbstractSnowLoadVariable, \
+    TotalSnowLoadVariable, CrocusTotalSweVariable
 from extreme_data.meteo_france_data.scm_models_data.safran.safran_variable import SafranSnowfallVariable
 from root_utils import classproperty
 
@@ -15,10 +17,16 @@ class AbstractAdamontVariable(AbstractVariable):
     def indicator_name_for_maxima(cls):
         raise NotImplementedError
 
+    @classmethod
+    def transform_annual_maxima(cls, annual_maxima):
+        return annual_maxima
+
 class SafranSnowfallSimulationVariable(AbstractAdamontVariable):
     UNIT = SafranSnowfallVariable.UNIT
     NAME = SafranSnowfallVariable.NAME
 
+    # For adamont v1
+
     @property
     def daily_time_serie_array(self) -> np.ndarray:
         return self.variable_array
@@ -27,6 +35,8 @@ class SafranSnowfallSimulationVariable(AbstractAdamontVariable):
     def keyword(cls):
         return 'SNOW'
 
+    # For adamont v2
+
     @classmethod
     def variable_name_for_folder_and_nc_file(cls):
         return 'Snow'
@@ -35,3 +45,28 @@ class SafranSnowfallSimulationVariable(AbstractAdamontVariable):
     def indicator_name_for_maxima(cls):
         return 'max-1day-snowf'
 
+
+class CrocusSweSimulationVariable(AbstractAdamontVariable):
+    UNIT = CrocusTotalSweVariable.UNIT
+    NAME = CrocusTotalSweVariable.NAME
+
+    # For adamont v2
+
+    @classmethod
+    def variable_name_for_folder_and_nc_file(cls):
+        return cls.indicator_name_for_maxima.replace('-', '_').capitalize()
+
+    @classproperty
+    def indicator_name_for_maxima(cls):
+        return 'swe-max-winter-11-04-NN'
+
+
+class CrocusTotalSnowLoadVariable(CrocusSweSimulationVariable):
+    NAME = TotalSnowLoadVariable.NAME
+    UNIT = TotalSnowLoadVariable.UNIT
+
+    @classmethod
+    def transform_annual_maxima(cls, annual_maxima):
+        return AbstractSnowLoadVariable.transform_swe_into_snow_load(annual_maxima)
+
+
diff --git a/extreme_data/meteo_france_data/adamont_data/utils/download_adamont.py b/extreme_data/meteo_france_data/adamont_data/utils/download_adamont_v1.py
similarity index 100%
rename from extreme_data/meteo_france_data/adamont_data/utils/download_adamont.py
rename to extreme_data/meteo_france_data/adamont_data/utils/download_adamont_v1.py
diff --git a/extreme_data/meteo_france_data/scm_models_data/crocus/crocus.py b/extreme_data/meteo_france_data/scm_models_data/crocus/crocus.py
index ff0473ca1ff0f28ee91c65550b7e81e96a2bd0ab..104dbf30250a92087d863dac9f66b44c7f4fbd09 100644
--- a/extreme_data/meteo_france_data/scm_models_data/crocus/crocus.py
+++ b/extreme_data/meteo_france_data/scm_models_data/crocus/crocus.py
@@ -134,7 +134,7 @@ class CrocusDaysWithSnowOnGround(Crocus):
 
 
 if __name__ == '__main__':
-    for study in [CrocusSwe3Days(altitude=900, orientation=90.0)]:
+    for study in [CrocusSnowLoadTotal(altitude=900, orientation=90.0)]:
         d = study.year_to_dataset_ordered_dict[1959]
         print(d)
         print(study.reanalysis_path)
diff --git a/extreme_data/meteo_france_data/scm_models_data/crocus/crocus_variables.py b/extreme_data/meteo_france_data/scm_models_data/crocus/crocus_variables.py
index 77896b70591f34f3c2f03e63956094f15446ef3d..ab426a9f6e6798df5c6689ecc60889717419e92b 100644
--- a/extreme_data/meteo_france_data/scm_models_data/crocus/crocus_variables.py
+++ b/extreme_data/meteo_france_data/scm_models_data/crocus/crocus_variables.py
@@ -57,8 +57,11 @@ class AbstractSnowLoadVariable(CrocusVariable):
 
     @property
     def daily_time_serie_array(self) -> np.ndarray:
-        snow_pressure = self.snow_load_multiplication_factor * super().daily_time_serie_array
-        return snow_pressure
+        return self.transform_swe_into_snow_load(super().daily_time_serie_array)
+
+    @classmethod
+    def transform_swe_into_snow_load(cls, swe):
+        return cls.snow_load_multiplication_factor * swe
 
 
 class RecentSnowLoadVariableOneDay(AbstractSnowLoadVariable, CrocusRecentSweVariableOneDay):
diff --git a/extreme_data/meteo_france_data/scm_models_data/visualization/main_study_visualizer.py b/extreme_data/meteo_france_data/scm_models_data/visualization/main_study_visualizer.py
index c6899e4dc6c313e50f4736b1c955ca08eef9f25e..7dbf4ba2bbbb91518a5d1de2fe68fd6f1deb852f 100644
--- a/extreme_data/meteo_france_data/scm_models_data/visualization/main_study_visualizer.py
+++ b/extreme_data/meteo_france_data/scm_models_data/visualization/main_study_visualizer.py
@@ -2,7 +2,7 @@ import time
 from collections import OrderedDict
 from typing import List
 
-from extreme_data.meteo_france_data.adamont_data.adamont.adamont_snowfall import AdamontSnowfall
+from extreme_data.meteo_france_data.adamont_data.adamont.adamont_safran import AdamontSnowfall
 from extreme_data.meteo_france_data.scm_models_data.abstract_study import AbstractStudy
 from extreme_data.meteo_france_data.scm_models_data.crocus.crocus import CrocusDepth, CrocusSweTotal, \
     ExtendedCrocusDepth, \
diff --git a/projects/past_extreme_snowfall/section_data_and_results/preliminary_analysis.py b/projects/past_extreme_snowfall/section_data_and_results/preliminary_analysis.py
index e3387eadfe3386efa83f928d53ef61b23a9358e0..ff04a43df66d4ffae21261a4cec76fe0d70034cc 100644
--- a/projects/past_extreme_snowfall/section_data_and_results/preliminary_analysis.py
+++ b/projects/past_extreme_snowfall/section_data_and_results/preliminary_analysis.py
@@ -5,7 +5,7 @@ from itertools import chain
 import numpy as np
 
 from extreme_data.meteo_france_data.adamont_data.abstract_adamont_study import AbstractAdamontStudy
-from extreme_data.meteo_france_data.adamont_data.adamont.adamont_snowfall import AdamontSnowfall
+from extreme_data.meteo_france_data.adamont_data.adamont.adamont_safran import AdamontSnowfall
 from extreme_data.meteo_france_data.adamont_data.adamont_gcm_rcm_couples import _gcm_rcm_couple_adamont_v2_to_full_name
 from extreme_data.meteo_france_data.adamont_data.adamont_scenario import get_gcm_rcm_couples, rcp_scenarios
 from extreme_data.meteo_france_data.scm_models_data.safran.safran import SafranSnowfall1Day
diff --git a/projects/projected_extreme_snowfall/checks/main_inquiry_weird_pattern.py b/projects/projected_extreme_snowfall/checks/main_inquiry_weird_pattern.py
index 4cc564ef46c3ca82ba775887b7d046f383ecd4b1..ab3ddc47b2a764bdb2a3aa05054d9b65ba1e731e 100644
--- a/projects/projected_extreme_snowfall/checks/main_inquiry_weird_pattern.py
+++ b/projects/projected_extreme_snowfall/checks/main_inquiry_weird_pattern.py
@@ -1,4 +1,4 @@
-from extreme_data.meteo_france_data.adamont_data.adamont.adamont_snowfall import AdamontSnowfall
+from extreme_data.meteo_france_data.adamont_data.adamont.adamont_safran import AdamontSnowfall
 from extreme_data.meteo_france_data.adamont_data.adamont_scenario import AdamontScenario
 from extreme_data.meteo_france_data.scm_models_data.altitudes_studies import AltitudesStudies
 
diff --git a/projects/projected_extreme_snowfall/evaluation/main_comparison_on_quantile_period.py b/projects/projected_extreme_snowfall/evaluation/main_comparison_on_quantile_period.py
index 042cc1dffd2e62d4d573d8583993936a9e153eb1..ff21e6353c9ca157b108a7bb1e6851d1d863ce18 100644
--- a/projects/projected_extreme_snowfall/evaluation/main_comparison_on_quantile_period.py
+++ b/projects/projected_extreme_snowfall/evaluation/main_comparison_on_quantile_period.py
@@ -2,7 +2,7 @@ import numpy as np
 import os.path as op
 import matplotlib
 
-from extreme_data.meteo_france_data.adamont_data.adamont.adamont_snowfall import AdamontSnowfall
+from extreme_data.meteo_france_data.adamont_data.adamont.adamont_safran import AdamontSnowfall
 from extreme_data.meteo_france_data.adamont_data.adamont_gcm_rcm_couples import \
     get_year_min_and_year_max_used_to_compute_quantile, gcm_rcm_couple_to_color
 from extreme_data.meteo_france_data.adamont_data.adamont_scenario import AdamontScenario, \
diff --git a/projects/projected_extreme_snowfall/main_elevation_temporal_for_projections_ensemble.py b/projects/projected_extreme_snowfall/main_elevation_temporal_for_projections_ensemble.py
index d991d92676e50ade982dc859ad25fa7de0df9e69..06b95de05fc99405dbe5e82408f5c39d9f8ce452 100644
--- a/projects/projected_extreme_snowfall/main_elevation_temporal_for_projections_ensemble.py
+++ b/projects/projected_extreme_snowfall/main_elevation_temporal_for_projections_ensemble.py
@@ -21,7 +21,7 @@ from extreme_trend.elevation_temporal_model_for_projections.visualizer_for_proje
 import matplotlib
 from extreme_fit.model.utils import set_seed_for_test
 
-from extreme_data.meteo_france_data.adamont_data.adamont.adamont_snowfall import AdamontSnowfall
+from extreme_data.meteo_france_data.adamont_data.adamont.adamont_safran import AdamontSnowfall
 from extreme_data.meteo_france_data.adamont_data.adamont_scenario import AdamontScenario, get_gcm_rcm_couples, \
     rcp_scenarios
 from spatio_temporal_dataset.coordinates.temporal_coordinates.abstract_temporal_covariate_for_fit import TimeTemporalCovariate
diff --git a/projects/projected_extreme_snowfall/section_data/main_data.py b/projects/projected_extreme_snowfall/section_data/main_data.py
index 4bb243598ab469b5bf6aaa791a5c38d719b3aa1a..f20e2858bf50acd438cbb9301084e84a5eca762f 100644
--- a/projects/projected_extreme_snowfall/section_data/main_data.py
+++ b/projects/projected_extreme_snowfall/section_data/main_data.py
@@ -9,7 +9,7 @@ mpl.rcParams['text.latex.preamble'] = [r'\usepackage{amsmath}']
 import matplotlib.pyplot as plt
 from projects.projected_extreme_snowfall.evaluation.comparison_plot import individual_plot
 
-from extreme_data.meteo_france_data.adamont_data.adamont.adamont_snowfall import AdamontSnowfall
+from extreme_data.meteo_france_data.adamont_data.adamont.adamont_safran import AdamontSnowfall
 from extreme_data.meteo_france_data.adamont_data.adamont_scenario import AdamontScenario, get_gcm_rcm_couples, \
     scenario_to_real_scenarios, rcp_scenarios, rcm_scenarios_extended
 from extreme_data.meteo_france_data.adamont_data.adamont_studies import AdamontStudies
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 a987b096c661191d10706b5f20691c32f3606dd7..e7305c8404669ef30dbc8080d4819ce6aa714451 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
@@ -1,9 +1,11 @@
 import unittest
 
+from extreme_data.meteo_france_data.adamont_data.adamont.adamont_crocus import AdamontSwe, AdamontSnowLoad
 from extreme_data.meteo_france_data.adamont_data.adamont_gcm_rcm_couples import get_gcm_rcm_couple_adamont_to_full_name
 from extreme_data.meteo_france_data.adamont_data.adamont_scenario import AdamontScenario, adamont_scenarios_real, \
     rcp_scenarios, get_gcm_rcm_couples, rcm_scenarios_extended
-from extreme_data.meteo_france_data.adamont_data.adamont.adamont_snowfall import AdamontSnowfall
+from extreme_data.meteo_france_data.adamont_data.adamont.adamont_safran import AdamontSnowfall
+from extreme_data.meteo_france_data.scm_models_data.crocus.crocus_variables import CrocusVariable
 from extreme_data.meteo_france_data.scm_models_data.safran.safran import SafranSnowfall1Day
 
 
@@ -11,24 +13,36 @@ class TestAdamontStudy(unittest.TestCase):
 
     def test_load_adamont_snowfall(self):
         for version in [1, 2][:]:
-            study_list = [
-                AdamontSnowfall(altitude=900, adamont_version=version),
-                AdamontSnowfall(altitude=1800, adamont_version=version)
-            ]
-            for scenario in rcp_scenarios + rcm_scenarios_extended:
-                gcm_rcm_couples = get_gcm_rcm_couples(scenario, version)
-                if len(gcm_rcm_couples) > 0:
-                    first_gcm_rcm_couple = gcm_rcm_couples[0]
-                    study_list.append(AdamontSnowfall(altitude=900, scenario=scenario, adamont_version=version,
-                                                      gcm_rcm_couple=first_gcm_rcm_couple))
+            self.load_many_study(AdamontSnowfall, version)
+        self.assertTrue(True)
+
+    def test_load_adamont_swe(self):
+        self.load_many_study(AdamontSwe, version=2)
+        self.assertTrue(True)
 
-            study_list.extend([AdamontSnowfall(altitude=900, gcm_rcm_couple=gcm_rcm_couple, adamont_version=version)
-                               for gcm_rcm_couple in get_gcm_rcm_couples(adamont_version=version)])
-            for study in study_list:
-                annual_maxima_for_year_min = study.year_to_annual_maxima[study.year_min]
-                # print(study.altitude, study.scenario_name, study.gcm_rcm_couple)
-                # print(len(study.massif_name_to_annual_maxima['Vanoise']))
-            self.assertTrue(True)
+    def test_load_adamont_swe(self):
+        maxima = [study_class(altitude=1800, adamont_version=2, gcm_rcm_couple=('HadGEM2-ES', 'RACMO22E'),
+                              scenario=AdamontScenario.rcp85_extended).year_to_annual_maxima[2000][0]
+                  for study_class in [AdamontSwe, AdamontSnowLoad]]
+        swe, snow_load = maxima
+        snow_load_from_swe = swe * CrocusVariable.snow_load_multiplication_factor
+        self.assertEqual(snow_load_from_swe, snow_load)
+
+    def load_many_study(self, adamont_study_class, version):
+        study_list = [
+            adamont_study_class(altitude=900, adamont_version=version),
+            adamont_study_class(altitude=1800, adamont_version=version)
+        ]
+        for scenario in rcp_scenarios + rcm_scenarios_extended:
+            gcm_rcm_couples = get_gcm_rcm_couples(scenario, version)
+            if len(gcm_rcm_couples) > 0:
+                first_gcm_rcm_couple = gcm_rcm_couples[0]
+                study_list.append(adamont_study_class(altitude=900, scenario=scenario, adamont_version=version,
+                                                      gcm_rcm_couple=first_gcm_rcm_couple))
+        study_list.extend([adamont_study_class(altitude=900, gcm_rcm_couple=gcm_rcm_couple, adamont_version=version)
+                           for gcm_rcm_couple in get_gcm_rcm_couples(adamont_version=version)])
+        for study in study_list:
+            annual_maxima_for_year_min = study.year_to_annual_maxima[study.year_min]
 
     def test_massifs_names_adamont_v2(self):
         year_min = 2004
@@ -47,7 +61,6 @@ class TestAdamontStudy(unittest.TestCase):
             self.assertEqual(len(study.ordered_years), len(study.massif_name_to_annual_maxima["Vanoise"]))
         self.assertTrue(True)
 
-
     def test_existing_gcm_rcm_couple_and_rcp(self):
         altitude = 1800
         for scenario in rcp_scenarios[:]:
diff --git a/test/test_extreme_data/test_meteo_france_data/test_altitudes_studies.py b/test/test_extreme_data/test_meteo_france_data/test_altitudes_studies.py
index c1525de2d1dcf7e8d0ab2d2fd06f2dce6d1ae177..0c34971cefba5eb9110d174d184899de9979a47b 100644
--- a/test/test_extreme_data/test_meteo_france_data/test_altitudes_studies.py
+++ b/test/test_extreme_data/test_meteo_france_data/test_altitudes_studies.py
@@ -1,6 +1,6 @@
 import unittest
 
-from extreme_data.meteo_france_data.adamont_data.adamont.adamont_snowfall import AdamontSnowfall
+from extreme_data.meteo_france_data.adamont_data.adamont.adamont_safran import AdamontSnowfall
 from extreme_data.meteo_france_data.adamont_data.adamont_scenario import AdamontScenario
 from extreme_data.meteo_france_data.scm_models_data.safran.safran import SafranSnowfall1Day
 from extreme_data.meteo_france_data.scm_models_data.altitudes_studies import AltitudesStudies
diff --git a/test/test_extreme_trend/test_one_fold_fit.py b/test/test_extreme_trend/test_one_fold_fit.py
index e4e2a5462834fcf18701f332880490d888b9df1b..0196e983d32419e281d4536a8b299b9d54f711f2 100644
--- a/test/test_extreme_trend/test_one_fold_fit.py
+++ b/test/test_extreme_trend/test_one_fold_fit.py
@@ -1,6 +1,6 @@
 import unittest
 
-from extreme_data.meteo_france_data.adamont_data.adamont.adamont_snowfall import AdamontSnowfall
+from extreme_data.meteo_france_data.adamont_data.adamont.adamont_safran import AdamontSnowfall
 from extreme_data.meteo_france_data.adamont_data.adamont_scenario import AdamontScenario
 from extreme_data.meteo_france_data.adamont_data.cmip5.temperature_to_year import temperature_minmax_to_year_minmax
 from extreme_data.meteo_france_data.scm_models_data.safran.safran import SafranSnowfall1Day