diff --git a/experiment/meteo_france_SCM_models/__init__.py b/experiment/meteo_france_data/__init__.py
similarity index 100%
rename from experiment/meteo_france_SCM_models/__init__.py
rename to experiment/meteo_france_data/__init__.py
diff --git a/experiment/meteo_france_SCM_models/study/__init__.py b/experiment/meteo_france_data/scm_models_data/__init__.py
similarity index 100%
rename from experiment/meteo_france_SCM_models/study/__init__.py
rename to experiment/meteo_france_data/scm_models_data/__init__.py
diff --git a/experiment/meteo_france_SCM_models/study/abstract_extended_study.py b/experiment/meteo_france_data/scm_models_data/abstract_extended_study.py
similarity index 97%
rename from experiment/meteo_france_SCM_models/study/abstract_extended_study.py
rename to experiment/meteo_france_data/scm_models_data/abstract_extended_study.py
index e14d632479627710803929d7720cd0ec45d63f8b..93e98334cfd0dd9f3cdb50008c3e2d53ce685e6e 100644
--- a/experiment/meteo_france_SCM_models/study/abstract_extended_study.py
+++ b/experiment/meteo_france_data/scm_models_data/abstract_extended_study.py
@@ -1,7 +1,7 @@
import numpy as np
from collections import OrderedDict
-from experiment.meteo_france_SCM_models.study.abstract_study import AbstractStudy
+from experiment.meteo_france_data.scm_models_data.abstract_study import AbstractStudy
from spatio_temporal_dataset.coordinates.spatial_coordinates.abstract_spatial_coordinates import \
AbstractSpatialCoordinates
diff --git a/experiment/meteo_france_SCM_models/study/abstract_study.py b/experiment/meteo_france_data/scm_models_data/abstract_study.py
similarity index 98%
rename from experiment/meteo_france_SCM_models/study/abstract_study.py
rename to experiment/meteo_france_data/scm_models_data/abstract_study.py
index 13aca7a31e35d8434f20b16ebfdf665c6f5d1915..8515032c268ea091aef7a58c0c4a5a34f8d1f16c 100644
--- a/experiment/meteo_france_SCM_models/study/abstract_study.py
+++ b/experiment/meteo_france_data/scm_models_data/abstract_study.py
@@ -15,9 +15,9 @@ from matplotlib import cm
from matplotlib.colors import Normalize
from netCDF4 import Dataset
-from experiment.meteo_france_SCM_models.study.abstract_variable import AbstractVariable
-from experiment.meteo_france_SCM_models.study.scm_constants import ALTITUDES, ZS_INT_23, ZS_INT_MASK, LONGITUDES, LATITUDES
-from experiment.meteo_france_SCM_models.visualization.utils import get_km_formatter
+from experiment.meteo_france_data.scm_models_data.abstract_variable import AbstractVariable
+from experiment.meteo_france_data.scm_models_data.scm_constants import ALTITUDES, ZS_INT_23, ZS_INT_MASK, LONGITUDES, LATITUDES
+from experiment.meteo_france_data.visualization.utils import get_km_formatter
from extreme_estimator.extreme_models.margin_model.margin_function.abstract_margin_function import \
AbstractMarginFunction
from extreme_estimator.margin_fits.plot.create_shifted_cmap import get_color_rbga_shifted, create_colorbase_axis
diff --git a/experiment/meteo_france_SCM_models/study/abstract_variable.py b/experiment/meteo_france_data/scm_models_data/abstract_variable.py
similarity index 100%
rename from experiment/meteo_france_SCM_models/study/abstract_variable.py
rename to experiment/meteo_france_data/scm_models_data/abstract_variable.py
diff --git a/experiment/meteo_france_SCM_models/study/crocus/__init__.py b/experiment/meteo_france_data/scm_models_data/crocus/__init__.py
similarity index 100%
rename from experiment/meteo_france_SCM_models/study/crocus/__init__.py
rename to experiment/meteo_france_data/scm_models_data/crocus/__init__.py
diff --git a/experiment/meteo_france_SCM_models/study/crocus/crocus.py b/experiment/meteo_france_data/scm_models_data/crocus/crocus.py
similarity index 85%
rename from experiment/meteo_france_SCM_models/study/crocus/crocus.py
rename to experiment/meteo_france_data/scm_models_data/crocus/crocus.py
index e567117620823f6031397fcafbb9c8890973f3f9..11fe787e96357c92b05624f9e927a82889c96725 100644
--- a/experiment/meteo_france_SCM_models/study/crocus/crocus.py
+++ b/experiment/meteo_france_data/scm_models_data/crocus/crocus.py
@@ -1,9 +1,9 @@
import numpy as np
-from experiment.meteo_france_SCM_models.study.abstract_extended_study import AbstractExtendedStudy
-from experiment.meteo_france_SCM_models.study.abstract_study import AbstractStudy
-from experiment.meteo_france_SCM_models.study.crocus.crocus_variables import CrocusSweVariable, CrocusDepthVariable
-from experiment.meteo_france_SCM_models.study.cumulated_study import CumulatedStudy
+from experiment.meteo_france_data.scm_models_data.abstract_extended_study import AbstractExtendedStudy
+from experiment.meteo_france_data.scm_models_data.abstract_study import AbstractStudy
+from experiment.meteo_france_data.scm_models_data.crocus.crocus_variables import CrocusSweVariable, CrocusDepthVariable
+from experiment.meteo_france_data.scm_models_data.cumulated_study import CumulatedStudy
class Crocus(AbstractStudy):
diff --git a/experiment/meteo_france_SCM_models/study/crocus/crocus_variables.py b/experiment/meteo_france_data/scm_models_data/crocus/crocus_variables.py
similarity index 86%
rename from experiment/meteo_france_SCM_models/study/crocus/crocus_variables.py
rename to experiment/meteo_france_data/scm_models_data/crocus/crocus_variables.py
index 4663bf4f3ce0ef23e7edc8153446e17ce22c0401..cb51b05f5b3b7645701326ca514cfb5c0d79aa29 100644
--- a/experiment/meteo_france_SCM_models/study/crocus/crocus_variables.py
+++ b/experiment/meteo_france_data/scm_models_data/crocus/crocus_variables.py
@@ -1,6 +1,6 @@
import numpy as np
-from experiment.meteo_france_SCM_models.study.abstract_variable import AbstractVariable
+from experiment.meteo_france_data.scm_models_data.abstract_variable import AbstractVariable
class CrocusVariable(AbstractVariable):
diff --git a/experiment/meteo_france_SCM_models/study/cumulated_study.py b/experiment/meteo_france_data/scm_models_data/cumulated_study.py
similarity index 80%
rename from experiment/meteo_france_SCM_models/study/cumulated_study.py
rename to experiment/meteo_france_data/scm_models_data/cumulated_study.py
index 8dd806ca4a05193556e8e28ca7c92707b6527b63..15166779e43d084431932890461a24b07eb2254b 100644
--- a/experiment/meteo_france_SCM_models/study/cumulated_study.py
+++ b/experiment/meteo_france_data/scm_models_data/cumulated_study.py
@@ -1,5 +1,5 @@
-from experiment.meteo_france_SCM_models.study.abstract_study import AbstractStudy
-from experiment.meteo_france_SCM_models.study.abstract_variable import AbstractVariable
+from experiment.meteo_france_data.scm_models_data.abstract_study import AbstractStudy
+from experiment.meteo_france_data.scm_models_data.abstract_variable import AbstractVariable
NB_DAYS = [1, 3, 5, 7]
diff --git a/experiment/meteo_france_SCM_models/study/safran/__init__.py b/experiment/meteo_france_data/scm_models_data/safran/__init__.py
similarity index 100%
rename from experiment/meteo_france_SCM_models/study/safran/__init__.py
rename to experiment/meteo_france_data/scm_models_data/safran/__init__.py
diff --git a/experiment/meteo_france_SCM_models/study/safran/safran.py b/experiment/meteo_france_data/scm_models_data/safran/safran.py
similarity index 82%
rename from experiment/meteo_france_SCM_models/study/safran/safran.py
rename to experiment/meteo_france_data/scm_models_data/safran/safran.py
index f845aa013330365a25eea51fb9e342ec97d873eb..767e2446ff18b2fe80f994109ba6cdc0b3b2a977 100644
--- a/experiment/meteo_france_SCM_models/study/safran/safran.py
+++ b/experiment/meteo_france_data/scm_models_data/safran/safran.py
@@ -1,10 +1,10 @@
import numpy as np
-from experiment.meteo_france_SCM_models.study.abstract_extended_study import AbstractExtendedStudy
-from experiment.meteo_france_SCM_models.study.abstract_study import AbstractStudy
-from experiment.meteo_france_SCM_models.study.abstract_variable import AbstractVariable
-from experiment.meteo_france_SCM_models.study.cumulated_study import CumulatedStudy
-from experiment.meteo_france_SCM_models.study.safran.safran_variable import SafranSnowfallVariable, \
+from experiment.meteo_france_data.scm_models_data.abstract_extended_study import AbstractExtendedStudy
+from experiment.meteo_france_data.scm_models_data.abstract_study import AbstractStudy
+from experiment.meteo_france_data.scm_models_data.abstract_variable import AbstractVariable
+from experiment.meteo_france_data.scm_models_data.cumulated_study import CumulatedStudy
+from experiment.meteo_france_data.scm_models_data.safran.safran_variable import SafranSnowfallVariable, \
SafranRainfallVariable, SafranTemperatureVariable, SafranTotalPrecipVariable
diff --git a/experiment/meteo_france_SCM_models/study/safran/safran_variable.py b/experiment/meteo_france_data/scm_models_data/safran/safran_variable.py
similarity index 98%
rename from experiment/meteo_france_SCM_models/study/safran/safran_variable.py
rename to experiment/meteo_france_data/scm_models_data/safran/safran_variable.py
index b40b6cd5bebb6758f2c5d22b3c2b82425b012335..ef9cf61079b6871eaa572ab849193396c111df46 100644
--- a/experiment/meteo_france_SCM_models/study/safran/safran_variable.py
+++ b/experiment/meteo_france_data/scm_models_data/safran/safran_variable.py
@@ -1,6 +1,6 @@
import numpy as np
-from experiment.meteo_france_SCM_models.study.abstract_variable import AbstractVariable
+from experiment.meteo_france_data.scm_models_data.abstract_variable import AbstractVariable
class SafranSnowfallVariable(AbstractVariable):
diff --git a/experiment/meteo_france_SCM_models/study/scm_constants.py b/experiment/meteo_france_data/scm_models_data/scm_constants.py
similarity index 100%
rename from experiment/meteo_france_SCM_models/study/scm_constants.py
rename to experiment/meteo_france_data/scm_models_data/scm_constants.py
diff --git a/experiment/meteo_france_data/stations_data/analysis.py b/experiment/meteo_france_data/stations_data/analysis.py
new file mode 100644
index 0000000000000000000000000000000000000000..4347d443a1e86f5ac95026ad3e9448cb8f130f8f
--- /dev/null
+++ b/experiment/meteo_france_data/stations_data/analysis.py
@@ -0,0 +1,39 @@
+from collections import OrderedDict
+
+DATA_PATH = r'/home/erwan/Documents/projects/spatiotemporalextremes/local/spatio_temporal_datasets/Johan_data/PrecipitationsAvalanches_MaxPrecipit_ParPoste_ParHiver_traites.xls'
+
+import pandas as pd
+
+
+class Stations(object):
+
+ def load_main_df(self):
+ df = pd.read_excel(DATA_PATH, sheet_name='max alpes 2500m presentes')
+ df = df.iloc[:78, 4:]
+ return df
+
+ def reduce_altitude(self, altitude=900) -> pd.Series:
+ df = self.load_main_df()
+ ind_altitude = altitude - 150 < df['ALTITUDE']
+ ind_altitude &= df['ALTITUDE'] <= altitude + 150
+ df = df.loc[ind_altitude]
+ # Put all the result into an ordered dict
+ d = OrderedDict()
+ # Number of stations
+ d['Nb stations'] = len(df)
+ # Number of massifs
+ # d['Nb mas'] = len(df)
+ return pd.Series(d)
+
+ def df_altitude(self):
+ altitudes = [900, 1200]
+ df = pd.concat([self.reduce_altitude(altitude) for altitude in altitudes], axis=1)
+ df = df.transpose()
+ df.index = altitudes
+ print(df)
+
+
+if __name__ == '__main__':
+ s = Stations()
+ # s.load_main_df()
+ s.df_altitude()
diff --git a/experiment/meteo_france_SCM_models/visualization/__init__.py b/experiment/meteo_france_data/visualization/__init__.py
similarity index 100%
rename from experiment/meteo_france_SCM_models/visualization/__init__.py
rename to experiment/meteo_france_data/visualization/__init__.py
diff --git a/experiment/meteo_france_SCM_models/visualization/hypercube_visualization/__init__.py b/experiment/meteo_france_data/visualization/hypercube_visualization/__init__.py
similarity index 100%
rename from experiment/meteo_france_SCM_models/visualization/hypercube_visualization/__init__.py
rename to experiment/meteo_france_data/visualization/hypercube_visualization/__init__.py
diff --git a/experiment/meteo_france_SCM_models/visualization/hypercube_visualization/abstract_hypercube_visualizer.py b/experiment/meteo_france_data/visualization/hypercube_visualization/abstract_hypercube_visualizer.py
similarity index 96%
rename from experiment/meteo_france_SCM_models/visualization/hypercube_visualization/abstract_hypercube_visualizer.py
rename to experiment/meteo_france_data/visualization/hypercube_visualization/abstract_hypercube_visualizer.py
index ab333ca2358d2956a20e86ceaa26ad616aa2fe1a..a5258a511c5b84c146e7264fa7f7f34ed4ad6f34 100644
--- a/experiment/meteo_france_SCM_models/visualization/hypercube_visualization/abstract_hypercube_visualizer.py
+++ b/experiment/meteo_france_data/visualization/hypercube_visualization/abstract_hypercube_visualizer.py
@@ -5,7 +5,7 @@ from typing import Dict, Tuple
import matplotlib.pyplot as plt
import pandas as pd
-from experiment.meteo_france_SCM_models.visualization.study_visualization.study_visualizer import StudyVisualizer
+from experiment.meteo_france_data.visualization.study_visualization.study_visualizer import StudyVisualizer
from utils import cached_property, VERSION_TIME, get_display_name_from_object_type
diff --git a/experiment/meteo_france_SCM_models/visualization/hypercube_visualization/altitude_hypercube_visualizer.py b/experiment/meteo_france_data/visualization/hypercube_visualization/altitude_hypercube_visualizer.py
similarity index 97%
rename from experiment/meteo_france_SCM_models/visualization/hypercube_visualization/altitude_hypercube_visualizer.py
rename to experiment/meteo_france_data/visualization/hypercube_visualization/altitude_hypercube_visualizer.py
index ff0083457087b6b30eac7b475085e67800e08789..c216f6e28bc7e9036a36ae73d89c3b3a6e9d8438 100644
--- a/experiment/meteo_france_SCM_models/visualization/hypercube_visualization/altitude_hypercube_visualizer.py
+++ b/experiment/meteo_france_data/visualization/hypercube_visualization/altitude_hypercube_visualizer.py
@@ -2,9 +2,9 @@ import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
-from experiment.meteo_france_SCM_models.visualization.hypercube_visualization.abstract_hypercube_visualizer import \
+from experiment.meteo_france_data.visualization.hypercube_visualization.abstract_hypercube_visualizer import \
AbstractHypercubeVisualizer
-from experiment.meteo_france_SCM_models.visualization.study_visualization.study_visualizer import StudyVisualizer
+from experiment.meteo_france_data.visualization.study_visualization.study_visualizer import StudyVisualizer
from experiment.trend_analysis.univariate_test.abstract_univariate_test import AbstractUnivariateTest
from utils import get_display_name_from_object_type
diff --git a/experiment/meteo_france_SCM_models/visualization/hypercube_visualization/main_hypercube_visualization.py b/experiment/meteo_france_data/visualization/hypercube_visualization/main_hypercube_visualization.py
similarity index 94%
rename from experiment/meteo_france_SCM_models/visualization/hypercube_visualization/main_hypercube_visualization.py
rename to experiment/meteo_france_data/visualization/hypercube_visualization/main_hypercube_visualization.py
index 4ff80b083f903ad9aa65a33df2760fc118ccc8ed..e39c379084d6ebff3f8c2667c0cb0a832f3d4d29 100644
--- a/experiment/meteo_france_SCM_models/visualization/hypercube_visualization/main_hypercube_visualization.py
+++ b/experiment/meteo_france_data/visualization/hypercube_visualization/main_hypercube_visualization.py
@@ -2,13 +2,13 @@ import time
from itertools import product
from collections import OrderedDict
-from experiment.meteo_france_SCM_models.visualization.hypercube_visualization.altitude_hypercube_visualizer import \
+from experiment.meteo_france_data.visualization.hypercube_visualization.altitude_hypercube_visualizer import \
AltitudeHypercubeVisualizer, Altitude_Hypercube_Year_Visualizer
-from experiment.meteo_france_SCM_models.visualization.hypercube_visualization.quantity_altitude_visualizer import \
+from experiment.meteo_france_data.visualization.hypercube_visualization.quantity_altitude_visualizer import \
QuantityAltitudeHypercubeVisualizer
-from experiment.meteo_france_SCM_models.visualization.study_visualization.main_study_visualizer import ALL_ALTITUDES, \
+from experiment.meteo_france_data.visualization.study_visualization.main_study_visualizer import ALL_ALTITUDES, \
SCM_STUDIES, study_iterator, study_iterator_global
-from experiment.meteo_france_SCM_models.visualization.study_visualization.study_visualizer import StudyVisualizer
+from experiment.meteo_france_data.visualization.study_visualization.study_visualizer import StudyVisualizer
from experiment.trend_analysis.univariate_test.abstract_gev_change_point_test import GevLocationChangePointTest, \
GevScaleChangePointTest, GevShapeChangePointTest
from utils import get_display_name_from_object_type
diff --git a/experiment/meteo_france_SCM_models/visualization/hypercube_visualization/quantity_altitude_visualizer.py b/experiment/meteo_france_data/visualization/hypercube_visualization/quantity_altitude_visualizer.py
similarity index 93%
rename from experiment/meteo_france_SCM_models/visualization/hypercube_visualization/quantity_altitude_visualizer.py
rename to experiment/meteo_france_data/visualization/hypercube_visualization/quantity_altitude_visualizer.py
index c558f29861cfdb64c2a81158309712bdc2dae6c8..12f31e37821221de39c6edeca004a4c6927caaf5 100644
--- a/experiment/meteo_france_SCM_models/visualization/hypercube_visualization/quantity_altitude_visualizer.py
+++ b/experiment/meteo_france_data/visualization/hypercube_visualization/quantity_altitude_visualizer.py
@@ -1,6 +1,6 @@
import pandas as pd
-from experiment.meteo_france_SCM_models.visualization.hypercube_visualization.altitude_hypercube_visualizer import \
+from experiment.meteo_france_data.visualization.hypercube_visualization.altitude_hypercube_visualizer import \
AltitudeHypercubeVisualizer
diff --git a/experiment/meteo_france_SCM_models/visualization/studies_visualization/__init__.py b/experiment/meteo_france_data/visualization/studies_visualization/__init__.py
similarity index 100%
rename from experiment/meteo_france_SCM_models/visualization/studies_visualization/__init__.py
rename to experiment/meteo_france_data/visualization/studies_visualization/__init__.py
diff --git a/experiment/meteo_france_SCM_models/visualization/studies_visualization/main_studies_visualizer.py b/experiment/meteo_france_data/visualization/studies_visualization/main_studies_visualizer.py
similarity index 84%
rename from experiment/meteo_france_SCM_models/visualization/studies_visualization/main_studies_visualizer.py
rename to experiment/meteo_france_data/visualization/studies_visualization/main_studies_visualizer.py
index ceed354d79333460fdb8af810844553f6684504a..9cd3132191b1d911a0b39753d2ffff4984307f6f 100644
--- a/experiment/meteo_france_SCM_models/visualization/studies_visualization/main_studies_visualizer.py
+++ b/experiment/meteo_france_data/visualization/studies_visualization/main_studies_visualizer.py
@@ -3,14 +3,14 @@ from experiment.trend_analysis.abstract_score import MannKendall, WeigthedScore,
from experiment.trend_analysis.univariate_test.abstract_gev_change_point_test import GevLocationChangePointTest, \
GevScaleChangePointTest, GevShapeChangePointTest
from experiment.trend_analysis.univariate_test.abstract_univariate_test import MannKendallTrendTest
-from experiment.meteo_france_SCM_models.study.safran.safran import ExtendedSafranTotalPrecip
-from experiment.meteo_france_SCM_models.visualization.studies_visualization.studies import Studies
-from experiment.meteo_france_SCM_models.visualization.studies_visualization.studies_visualizer import StudiesVisualizer, \
+from experiment.meteo_france_data.scm_models_data.safran.safran import ExtendedSafranTotalPrecip
+from experiment.meteo_france_data.visualization.studies_visualization.studies import Studies
+from experiment.meteo_france_data.visualization.studies_visualization.studies_visualizer import StudiesVisualizer, \
AltitudeVisualizer
-from experiment.meteo_france_SCM_models.visualization.study_visualization.main_study_visualizer import ALL_ALTITUDES, \
+from experiment.meteo_france_data.visualization.study_visualization.main_study_visualizer import ALL_ALTITUDES, \
study_iterator_global, SCM_STUDIES
-from experiment.meteo_france_SCM_models.visualization.study_visualization.study_visualizer import StudyVisualizer
+from experiment.meteo_france_data.visualization.study_visualization.study_visualizer import StudyVisualizer
from collections import OrderedDict
diff --git a/experiment/meteo_france_SCM_models/visualization/studies_visualization/studies.py b/experiment/meteo_france_data/visualization/studies_visualization/studies.py
similarity index 85%
rename from experiment/meteo_france_SCM_models/visualization/studies_visualization/studies.py
rename to experiment/meteo_france_data/visualization/studies_visualization/studies.py
index 8affe7977966765c55670b617b17d421ea4f40fc..d956246d1ba7b431ac082493fd77afdcdbaa5f01 100644
--- a/experiment/meteo_france_SCM_models/visualization/studies_visualization/studies.py
+++ b/experiment/meteo_france_data/visualization/studies_visualization/studies.py
@@ -1,8 +1,8 @@
from collections import OrderedDict
from typing import Dict
-from experiment.meteo_france_SCM_models.study.abstract_study import AbstractStudy
-from experiment.meteo_france_SCM_models.study.scm_constants import ALTITUDES
+from experiment.meteo_france_data.scm_models_data.abstract_study import AbstractStudy
+from experiment.meteo_france_data.scm_models_data.scm_constants import ALTITUDES
class Studies(object):
diff --git a/experiment/meteo_france_SCM_models/visualization/studies_visualization/studies_visualizer.py b/experiment/meteo_france_data/visualization/studies_visualization/studies_visualizer.py
similarity index 96%
rename from experiment/meteo_france_SCM_models/visualization/studies_visualization/studies_visualizer.py
rename to experiment/meteo_france_data/visualization/studies_visualization/studies_visualizer.py
index 56abb1415be8b7b43b450cfb750e8e1de0d9b003..bdb536e2a085fc1e35f548b3079ff0c91c74b556 100644
--- a/experiment/meteo_france_SCM_models/visualization/studies_visualization/studies_visualizer.py
+++ b/experiment/meteo_france_data/visualization/studies_visualization/studies_visualizer.py
@@ -9,12 +9,12 @@ import pandas as pd
import matplotlib.pyplot as plt
from matplotlib.lines import Line2D
-from experiment.meteo_france_SCM_models.study.abstract_extended_study import AbstractExtendedStudy
+from experiment.meteo_france_data.scm_models_data.abstract_extended_study import AbstractExtendedStudy
from experiment.trend_analysis.univariate_test.abstract_univariate_test import AbstractUnivariateTest
-from experiment.meteo_france_SCM_models.visualization.studies_visualization.studies import \
+from experiment.meteo_france_data.visualization.studies_visualization.studies import \
Studies
-from experiment.meteo_france_SCM_models.visualization.study_visualization.study_visualizer import StudyVisualizer
-from experiment.meteo_france_SCM_models.visualization.utils import plot_df
+from experiment.meteo_france_data.visualization.study_visualization.study_visualizer import StudyVisualizer
+from experiment.meteo_france_data.visualization.utils import plot_df
from utils import cached_property, get_display_name_from_object_type, VERSION_TIME
diff --git a/experiment/meteo_france_SCM_models/visualization/study_visualization/__init__.py b/experiment/meteo_france_data/visualization/study_visualization/__init__.py
similarity index 100%
rename from experiment/meteo_france_SCM_models/visualization/study_visualization/__init__.py
rename to experiment/meteo_france_data/visualization/study_visualization/__init__.py
diff --git a/experiment/meteo_france_SCM_models/visualization/study_visualization/main_study_visualizer.py b/experiment/meteo_france_data/visualization/study_visualization/main_study_visualizer.py
similarity index 95%
rename from experiment/meteo_france_SCM_models/visualization/study_visualization/main_study_visualizer.py
rename to experiment/meteo_france_data/visualization/study_visualization/main_study_visualizer.py
index 893fb39c50642492626d658314a47952a80458d4..6bed93e8dd8a8816f9251ed596cd3ea4bfcc14f0 100644
--- a/experiment/meteo_france_SCM_models/visualization/study_visualization/main_study_visualizer.py
+++ b/experiment/meteo_france_data/visualization/study_visualization/main_study_visualizer.py
@@ -2,13 +2,13 @@ import time
from typing import List
from experiment.trend_analysis.abstract_score import MannKendall
-from experiment.meteo_france_SCM_models.study.abstract_study import AbstractStudy
-from experiment.meteo_france_SCM_models.study.crocus.crocus import CrocusDepth, CrocusSwe, ExtendedCrocusDepth, \
+from experiment.meteo_france_data.scm_models_data.abstract_study import AbstractStudy
+from experiment.meteo_france_data.scm_models_data.crocus.crocus import CrocusDepth, CrocusSwe, ExtendedCrocusDepth, \
ExtendedCrocusSwe, CrocusDaysWithSnowOnGround
-from experiment.meteo_france_SCM_models.study.safran.safran import SafranSnowfall, ExtendedSafranSnowfall, SafranRainfall, \
+from experiment.meteo_france_data.scm_models_data.safran.safran import SafranSnowfall, ExtendedSafranSnowfall, SafranRainfall, \
SafranTemperature, SafranTotalPrecip
-from experiment.meteo_france_SCM_models.visualization.study_visualization.study_visualizer import StudyVisualizer
+from experiment.meteo_france_data.visualization.study_visualization.study_visualizer import StudyVisualizer
from collections import OrderedDict
from experiment.trend_analysis.univariate_test.abstract_gev_change_point_test import GevLocationChangePointTest
@@ -23,6 +23,7 @@ ALL_ALTITUDES = [0, 300, 600, 900, 1200, 1500, 1800, 2100, 2400, 2700, 3000, 330
ALL_ALTITUDES_WITHOUT_NAN = [300, 600, 900, 1200, 1500, 1800, 2100, 2400, 2700, 3000, 3300, 3600, 3900, 4200, 4500, 4800]
full_altitude_with_at_least_2_stations = [0, 300, 600, 900, 1200, 1500, 1800, 2100, 2400, 2700, 3000, 3300, 3600, 3900,
4200]
+ALL_ALTITUDES_WITH_20_STATIONS_AT_LEAST = ALL_ALTITUDES[3:-6][:]
ALL_STUDIES = SCM_STUDIES + [SafranTemperature, SafranRainfall]
diff --git a/experiment/meteo_france_SCM_models/visualization/study_visualization/study_visualizer.py b/experiment/meteo_france_data/visualization/study_visualization/study_visualizer.py
similarity index 99%
rename from experiment/meteo_france_SCM_models/visualization/study_visualization/study_visualizer.py
rename to experiment/meteo_france_data/visualization/study_visualization/study_visualizer.py
index 836b8ca0effbc0d5829c826aa3239be15b4c8abe..dcc1cc3a804da2dcae9627e30fc329ebf628ac6d 100644
--- a/experiment/meteo_france_SCM_models/visualization/study_visualization/study_visualizer.py
+++ b/experiment/meteo_france_data/visualization/study_visualization/study_visualizer.py
@@ -10,12 +10,12 @@ import pandas as pd
import seaborn as sns
from experiment.trend_analysis.abstract_score import MeanScore, AbstractTrendScore
-from experiment.meteo_france_SCM_models.study.abstract_study import AbstractStudy
+from experiment.meteo_france_data.scm_models_data.abstract_study import AbstractStudy
from experiment.trend_analysis.univariate_test.abstract_gev_change_point_test import AbstractGevChangePointTest
from experiment.trend_analysis.univariate_test.abstract_univariate_test import AbstractUnivariateTest
from experiment.trend_analysis.non_stationary_trends import \
ConditionalIndedendenceLocationTrendTest, MaxStableLocationTrendTest, IndependenceLocationTrendTest
-from experiment.meteo_france_SCM_models.visualization.utils import create_adjusted_axes
+from experiment.meteo_france_data.visualization.utils import create_adjusted_axes
from experiment.utils import average_smoothing_with_sliding_window
from extreme_estimator.estimator.full_estimator.abstract_full_estimator import \
FullEstimatorInASingleStepWithSmoothMargin
diff --git a/experiment/meteo_france_SCM_models/visualization/utils.py b/experiment/meteo_france_data/visualization/utils.py
similarity index 100%
rename from experiment/meteo_france_SCM_models/visualization/utils.py
rename to experiment/meteo_france_data/visualization/utils.py
diff --git a/experiment/trend_analysis/non_stationary_trends.py b/experiment/trend_analysis/non_stationary_trends.py
index e7e96bc91fd6e6c5405292b98701058bb0023afc..b3a5b920a09b7ac721497f694dbf707fa490a147 100644
--- a/experiment/trend_analysis/non_stationary_trends.py
+++ b/experiment/trend_analysis/non_stationary_trends.py
@@ -4,7 +4,6 @@ from typing import Union
import pandas as pd
-from experiment.meteo_france_SCM_models.visualization.utils import align_yaxis_on_zero
from extreme_estimator.estimator.abstract_estimator import AbstractEstimator
from scipy.stats import chi2
from extreme_estimator.estimator.full_estimator.abstract_full_estimator import \
diff --git a/extreme_estimator/extreme_models/margin_model/margin_function/abstract_margin_function.py b/extreme_estimator/extreme_models/margin_model/margin_function/abstract_margin_function.py
index 315ab036d6fba0bf6f335d05cd052c94284c7c63..ada3da81f6f2f3112dda56942902b07c2d1d90eb 100644
--- a/extreme_estimator/extreme_models/margin_model/margin_function/abstract_margin_function.py
+++ b/extreme_estimator/extreme_models/margin_model/margin_function/abstract_margin_function.py
@@ -5,7 +5,7 @@ import matplotlib.pyplot as plt
import numpy as np
import pandas as pd
-from experiment.meteo_france_SCM_models.visualization.utils import create_adjusted_axes
+from experiment.meteo_france_data.visualization.utils import create_adjusted_axes
from extreme_estimator.margin_fits.gev.gev_params import GevParams
from extreme_estimator.margin_fits.plot.create_shifted_cmap import imshow_shifted
from spatio_temporal_dataset.coordinates.abstract_coordinates import AbstractCoordinates
diff --git a/test/test_experiment/test_SCM_study.py b/test/test_experiment/test_SCM_study.py
index de6dd51247638e01bfb50bc9d5da3ce7bb4e8f8f..7e233cfd4ea5aff8bc746287849e4f68f51a67f5 100644
--- a/test/test_experiment/test_SCM_study.py
+++ b/test/test_experiment/test_SCM_study.py
@@ -4,13 +4,13 @@ from random import sample
import pandas as pd
-from experiment.meteo_france_SCM_models.study.cumulated_study import NB_DAYS
-from experiment.meteo_france_SCM_models.study.safran.safran import SafranSnowfall, ExtendedSafranSnowfall, \
+from experiment.meteo_france_data.scm_models_data.cumulated_study import NB_DAYS
+from experiment.meteo_france_data.scm_models_data.safran.safran import SafranSnowfall, ExtendedSafranSnowfall, \
SafranTemperature, \
SafranTotalPrecip
-from experiment.meteo_france_SCM_models.visualization.study_visualization.main_study_visualizer import study_iterator, \
+from experiment.meteo_france_data.visualization.study_visualization.main_study_visualizer import study_iterator, \
study_iterator_global, SCM_STUDIES, ALL_ALTITUDES
-from experiment.meteo_france_SCM_models.visualization.study_visualization.study_visualizer import StudyVisualizer
+from experiment.meteo_france_data.visualization.study_visualization.study_visualizer import StudyVisualizer
from experiment.trend_analysis.univariate_test.abstract_gev_change_point_test import GevLocationChangePointTest
from utils import get_display_name_from_object_type
diff --git a/test/test_experiment/test_coordinate_sensitivity.py b/test/test_experiment/test_coordinate_sensitivity.py
index 2282a8b3b6d99509ea8e3827a6b965eb5fcaece5..da06bb49cdc1cd8358c3afbe9e2d8f966f019310 100644
--- a/test/test_experiment/test_coordinate_sensitivity.py
+++ b/test/test_experiment/test_coordinate_sensitivity.py
@@ -1,11 +1,11 @@
import unittest
-from experiment.meteo_france_SCM_models.study.crocus.crocus import CrocusSwe
-from experiment.meteo_france_SCM_models.visualization.study_visualization.main_study_visualizer import \
+from experiment.meteo_france_data.scm_models_data.crocus.crocus import CrocusSwe
+from experiment.meteo_france_data.visualization.study_visualization.main_study_visualizer import \
study_iterator_global
from experiment.trend_analysis.non_stationary_trends import \
ConditionalIndedendenceLocationTrendTest
-from experiment.meteo_france_SCM_models.visualization.study_visualization.study_visualizer import StudyVisualizer
+from experiment.meteo_france_data.visualization.study_visualization.study_visualizer import StudyVisualizer
from spatio_temporal_dataset.coordinates.transformed_coordinates.transformation.uniform_normalization import \
BetweenZeroAndOneNormalization, BetweenZeroAndOneNormalizationMinEpsilon, BetweenZeroAndOneNormalizationMaxEpsilon
from utils import get_display_name_from_object_type
diff --git a/test/test_utils.py b/test/test_utils.py
index a53cb224c9f31b655ea837fbd3fe7d95c88e4eb3..25596f3bba67d580e4a1d38afe3cff9073804afe 100644
--- a/test/test_utils.py
+++ b/test/test_utils.py
@@ -1,8 +1,8 @@
from itertools import product
from typing import List
-from experiment.meteo_france_SCM_models.study.abstract_study import AbstractStudy
-from experiment.meteo_france_SCM_models.study.crocus.crocus import Crocus, CrocusSwe, CrocusDepth
+from experiment.meteo_france_data.scm_models_data.abstract_study import AbstractStudy
+from experiment.meteo_france_data.scm_models_data.crocus.crocus import Crocus, CrocusSwe, CrocusDepth
from extreme_estimator.estimator.full_estimator.abstract_full_estimator import SmoothMarginalsThenUnitaryMsp, \
FullEstimatorInASingleStepWithSmoothMargin
from extreme_estimator.estimator.max_stable_estimator.abstract_max_stable_estimator import MaxStableEstimator
@@ -14,7 +14,7 @@ from extreme_estimator.extreme_models.max_stable_model.abstract_max_stable_model
AbstractMaxStableModelWithCovarianceFunction, CovarianceFunction
from extreme_estimator.extreme_models.max_stable_model.max_stable_models import Smith, BrownResnick, Schlather, \
Geometric, ExtremalT, ISchlather
-from experiment.meteo_france_SCM_models.study.safran.safran import SafranSnowfall, Safran, SafranRainfall, \
+from experiment.meteo_france_data.scm_models_data.safran.safran import SafranSnowfall, Safran, SafranRainfall, \
SafranTemperature, SafranTotalPrecip
from spatio_temporal_dataset.coordinates.spatial_coordinates.alps_station_3D_coordinates import \
AlpsStation3DCoordinatesWithAnisotropy