diff --git a/projects/altitude_spatial_model/altitudes_fit/__init__.py b/extreme_trend/ensemble_fit/__init__.py
similarity index 100%
rename from projects/altitude_spatial_model/altitudes_fit/__init__.py
rename to extreme_trend/ensemble_fit/__init__.py
diff --git a/projects/projected_snowfall/elevation_temporal_model_for_projections/abstract_ensemble_fit.py b/extreme_trend/ensemble_fit/abstract_ensemble_fit.py
similarity index 100%
rename from projects/projected_snowfall/elevation_temporal_model_for_projections/abstract_ensemble_fit.py
rename to extreme_trend/ensemble_fit/abstract_ensemble_fit.py
diff --git a/projects/projected_snowfall/elevation_temporal_model_for_projections/ensemble_fit/clustered_ensemble.py b/extreme_trend/ensemble_fit/clustered_ensemble.py
similarity index 100%
rename from projects/projected_snowfall/elevation_temporal_model_for_projections/ensemble_fit/clustered_ensemble.py
rename to extreme_trend/ensemble_fit/clustered_ensemble.py
diff --git a/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/__init__.py b/extreme_trend/ensemble_fit/independent_ensemble_fit/__init__.py
similarity index 100%
rename from projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/__init__.py
rename to extreme_trend/ensemble_fit/independent_ensemble_fit/__init__.py
diff --git a/projects/projected_snowfall/elevation_temporal_model_for_projections/independent_ensemble_fit/independent_ensemble_fit.py b/extreme_trend/ensemble_fit/independent_ensemble_fit/independent_ensemble_fit.py
similarity index 84%
rename from projects/projected_snowfall/elevation_temporal_model_for_projections/independent_ensemble_fit/independent_ensemble_fit.py
rename to extreme_trend/ensemble_fit/independent_ensemble_fit/independent_ensemble_fit.py
index f8b2fd675728997c6f9ec4e8ad6d7af7baa7f39c..4e6c250bf3818c09e759875655807dc39fa2b18f 100644
--- a/projects/projected_snowfall/elevation_temporal_model_for_projections/independent_ensemble_fit/independent_ensemble_fit.py
+++ b/extreme_trend/ensemble_fit/independent_ensemble_fit/independent_ensemble_fit.py
@@ -1,11 +1,11 @@
import numpy as np
-from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.altitudes_studies_visualizer_for_non_stationary_models import \
+from extreme_trend.one_fold_analysis.altitudes_studies_visualizer_for_non_stationary_models import \
AltitudesStudiesVisualizerForNonStationaryModels
-from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.one_fold_fit import OneFoldFit
-from projects.projected_snowfall.elevation_temporal_model_for_projections.abstract_ensemble_fit import \
+from extreme_trend.one_fold_analysis.one_fold_fit import OneFoldFit
+from extreme_trend.elevation_temporal_model_for_projections.abstract_ensemble_fit import \
AbstractEnsembleFit
-from projects.projected_snowfall.elevation_temporal_model_for_projections.independent_ensemble_fit.visualizer_merge import \
+from extreme_trend.elevation_temporal_model_for_projections.independent_ensemble_fit import \
VisualizerMerge
diff --git a/projects/projected_snowfall/elevation_temporal_model_for_projections/independent_ensemble_fit/one_fold_fit_merge.py b/extreme_trend/ensemble_fit/independent_ensemble_fit/one_fold_fit_merge.py
similarity index 87%
rename from projects/projected_snowfall/elevation_temporal_model_for_projections/independent_ensemble_fit/one_fold_fit_merge.py
rename to extreme_trend/ensemble_fit/independent_ensemble_fit/one_fold_fit_merge.py
index 1fbcc2ba0658172431e2e4fb83826ebda95bd697..89a1d91109a22b84592ad5b631c8c0ab55378e95 100644
--- a/projects/projected_snowfall/elevation_temporal_model_for_projections/independent_ensemble_fit/one_fold_fit_merge.py
+++ b/extreme_trend/ensemble_fit/independent_ensemble_fit/one_fold_fit_merge.py
@@ -2,7 +2,7 @@ from typing import List
import numpy as np
-from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.one_fold_fit import OneFoldFit
+from extreme_trend.one_fold_analysis.one_fold_fit import OneFoldFit
class OneFoldFitMerge(OneFoldFit):
diff --git a/projects/projected_snowfall/elevation_temporal_model_for_projections/independent_ensemble_fit/visualizer_merge.py b/extreme_trend/ensemble_fit/independent_ensemble_fit/visualizer_merge.py
similarity index 85%
rename from projects/projected_snowfall/elevation_temporal_model_for_projections/independent_ensemble_fit/visualizer_merge.py
rename to extreme_trend/ensemble_fit/independent_ensemble_fit/visualizer_merge.py
index 907cccf24d6941b5f5d604e9f9969ee4c4807bf8..edd9cb7538a4c9e1a1485f3a40160b0e49834860 100644
--- a/projects/projected_snowfall/elevation_temporal_model_for_projections/independent_ensemble_fit/visualizer_merge.py
+++ b/extreme_trend/ensemble_fit/independent_ensemble_fit/visualizer_merge.py
@@ -1,13 +1,12 @@
-import copy
from typing import Dict, List
import numpy as np
from extreme_fit.model.margin_model.utils import MarginFitMethod
-from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.altitudes_studies_visualizer_for_non_stationary_models import \
+from extreme_trend.one_fold_analysis.altitudes_studies_visualizer_for_non_stationary_models import \
AltitudesStudiesVisualizerForNonStationaryModels
-from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.one_fold_fit import OneFoldFit
-from projects.projected_snowfall.elevation_temporal_model_for_projections.independent_ensemble_fit.one_fold_fit_merge import \
+from extreme_trend.one_fold_analysis.one_fold_fit import OneFoldFit
+from extreme_trend.elevation_temporal_model_for_projections.independent_ensemble_fit import \
OneFoldFitMerge
diff --git a/projects/projected_snowfall/elevation_temporal_model_for_projections/ensemble_fit/together_ensemble_fit.py b/extreme_trend/ensemble_fit/together_ensemble_fit.py
similarity index 100%
rename from projects/projected_snowfall/elevation_temporal_model_for_projections/ensemble_fit/together_ensemble_fit.py
rename to extreme_trend/ensemble_fit/together_ensemble_fit.py
diff --git a/projects/projected_snowfall/elevation_temporal_model_for_projections/visualizer_for_projection_ensemble.py b/extreme_trend/ensemble_fit/visualizer_for_projection_ensemble.py
similarity index 97%
rename from projects/projected_snowfall/elevation_temporal_model_for_projections/visualizer_for_projection_ensemble.py
rename to extreme_trend/ensemble_fit/visualizer_for_projection_ensemble.py
index 06f27adad6b3262e99c0ae6636c355be23395795..41ac5f3cab7587928c48b0c470cbdd425c0c3ba6 100644
--- a/projects/projected_snowfall/elevation_temporal_model_for_projections/visualizer_for_projection_ensemble.py
+++ b/extreme_trend/ensemble_fit/visualizer_for_projection_ensemble.py
@@ -9,7 +9,7 @@ from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.altitude_gr
from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.plots.plot_histogram_altitude_studies import \
plot_histogram_all_trends_against_altitudes, plot_shoe_plot_changes_against_altitude
from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.utils_altitude_studies_visualizer import compute_and_assign_max_abs
-from projects.projected_snowfall.elevation_temporal_model_for_projections.independent_ensemble_fit.independent_ensemble_fit import \
+from extreme_trend.elevation_temporal_model_for_projections.independent_ensemble_fit import \
IndependentEnsembleFit
diff --git a/projects/projected_snowfall/elevation_temporal_model_for_projections/visualizer_for_sensitivity.py b/extreme_trend/ensemble_fit/visualizer_for_sensitivity.py
similarity index 93%
rename from projects/projected_snowfall/elevation_temporal_model_for_projections/visualizer_for_sensitivity.py
rename to extreme_trend/ensemble_fit/visualizer_for_sensitivity.py
index 53058fcaf8115a8a4b742b688ee547d16636bc65..19c66626c774faca65f5674df6ee5f2d5d8897c2 100644
--- a/projects/projected_snowfall/elevation_temporal_model_for_projections/visualizer_for_sensitivity.py
+++ b/extreme_trend/ensemble_fit/visualizer_for_sensitivity.py
@@ -8,12 +8,12 @@ from extreme_data.meteo_france_data.scm_models_data.utils import Season
from extreme_fit.model.margin_model.polynomial_margin_model.spatio_temporal_polynomial_model import \
AbstractSpatioTemporalPolynomialModel
from extreme_fit.model.margin_model.utils import MarginFitMethod
-from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.altitude_group import \
- get_altitude_class_from_altitudes, get_linestyle_for_altitude_class
-from projects.projected_snowfall.elevation_temporal_model_for_projections.independent_ensemble_fit.independent_ensemble_fit import \
+from extreme_trend.elevation_temporal_model_for_projections.independent_ensemble_fit.independent_ensemble_fit import \
IndependentEnsembleFit
-from projects.projected_snowfall.elevation_temporal_model_for_projections.visualizer_for_projection_ensemble import \
+from extreme_trend.elevation_temporal_model_for_projections.visualizer_for_projection_ensemble import \
VisualizerForProjectionEnsemble
+from extreme_trend.one_fold_analysis.altitude_group import get_altitude_class_from_altitudes, \
+ get_linestyle_for_altitude_class
class VisualizerForSensivity(object):
diff --git a/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/plots/__init__.py b/extreme_trend/one_fold_analysis/__init__.py
similarity index 100%
rename from projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/plots/__init__.py
rename to extreme_trend/one_fold_analysis/__init__.py
diff --git a/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/altitude_group.py b/extreme_trend/one_fold_analysis/altitude_group.py
similarity index 100%
rename from projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/altitude_group.py
rename to extreme_trend/one_fold_analysis/altitude_group.py
diff --git a/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/altitudes_studies_visualizer_for_non_stationary_models.py b/extreme_trend/one_fold_analysis/altitudes_studies_visualizer_for_non_stationary_models.py
similarity index 99%
rename from projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/altitudes_studies_visualizer_for_non_stationary_models.py
rename to extreme_trend/one_fold_analysis/altitudes_studies_visualizer_for_non_stationary_models.py
index 9e06b14b5d176a702df3a8967c5338549d37c8c6..bd35a265fb077272a3f4e18dddc925d9e800358c 100644
--- a/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/altitudes_studies_visualizer_for_non_stationary_models.py
+++ b/extreme_trend/one_fold_analysis/altitudes_studies_visualizer_for_non_stationary_models.py
@@ -20,9 +20,9 @@ from extreme_fit.model.margin_model.polynomial_margin_model.spatio_temporal_poly
AbstractSpatioTemporalPolynomialModel
from extreme_fit.model.margin_model.utils import MarginFitMethod
from extreme_data.meteo_france_data.scm_models_data.altitudes_studies import AltitudesStudies
-from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.altitude_group import \
+from extreme_trend.one_fold_analysis.altitude_group import \
get_altitude_group_from_altitudes, VeyHighAltitudeGroup, MidAltitudeGroup
-from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.one_fold_fit import \
+from extreme_trend.one_fold_analysis.one_fold_fit import \
OneFoldFit
from spatio_temporal_dataset.coordinates.abstract_coordinates import AbstractCoordinates
from spatio_temporal_dataset.coordinates.temporal_coordinates.abstract_temporal_covariate_for_fit import \
diff --git a/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/one_fold_fit.py b/extreme_trend/one_fold_analysis/one_fold_fit.py
similarity index 98%
rename from projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/one_fold_fit.py
rename to extreme_trend/one_fold_analysis/one_fold_fit.py
index 525e969e6fa9df844d846d0c8f817feb3fd818a6..cf20cc0f2f520848c3f50259338c24c1bf970404 100644
--- a/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/one_fold_fit.py
+++ b/extreme_trend/one_fold_analysis/one_fold_fit.py
@@ -4,17 +4,13 @@ import time
from itertools import chain
from multiprocessing import Pool
-import numpy.testing as npt
import numpy as np
-import rpy2
from cached_property import cached_property
from scipy.stats import chi2
from sklearn.utils import resample
from extreme_fit.distribution.gev.gev_params import GevParams
from extreme_fit.distribution.gumbel.gumbel_gof import goodness_of_fit_anderson
-from extreme_fit.estimator.margin_estimator.abstract_margin_estimator import AbstractMarginEstimator, \
- LinearMarginEstimator
from extreme_fit.estimator.margin_estimator.utils import fitted_linear_margin_estimator_short
from extreme_fit.function.param_function.polynomial_coef import PolynomialAllCoef, PolynomialCoef
from extreme_fit.model.margin_model.polynomial_margin_model.gev_altitudinal_models import StationaryAltitudinal
@@ -31,9 +27,8 @@ from extreme_fit.model.result_from_model_fit.result_from_extremes.confidence_int
ConfidenceIntervalMethodFromExtremes
from extreme_fit.model.result_from_model_fit.result_from_extremes.eurocode_return_level_uncertainties import \
EurocodeConfidenceIntervalFromExtremes
-from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.altitude_group import AbstractAltitudeGroup, \
- DefaultAltitudeGroup, altitudes_for_groups
-from root_utils import classproperty, NB_CORES, batch
+from extreme_trend.one_fold_analysis.altitude_group import DefaultAltitudeGroup, altitudes_for_groups
+from root_utils import NB_CORES, batch
from spatio_temporal_dataset.coordinates.temporal_coordinates.abstract_temporal_covariate_for_fit import \
AnomalyTemperatureTemporalCovariate, TimeTemporalCovariate
from spatio_temporal_dataset.dataset.abstract_dataset import AbstractDataset
diff --git a/projects/altitude_spatial_model/altitudes_fit/two_fold_analysis/__init__.py b/extreme_trend/one_fold_analysis/plots/__init__.py
similarity index 100%
rename from projects/altitude_spatial_model/altitudes_fit/two_fold_analysis/__init__.py
rename to extreme_trend/one_fold_analysis/plots/__init__.py
diff --git a/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/plots/compute_histogram_change_in_total_snowfall.py b/extreme_trend/one_fold_analysis/plots/compute_histogram_change_in_total_snowfall.py
similarity index 95%
rename from projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/plots/compute_histogram_change_in_total_snowfall.py
rename to extreme_trend/one_fold_analysis/plots/compute_histogram_change_in_total_snowfall.py
index c7d69c79e2ed661b891acb1a74dc5b8a3a8722cd..2bc2fd99850663b5c546c4995c46a9cb74c13e38 100644
--- a/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/plots/compute_histogram_change_in_total_snowfall.py
+++ b/extreme_trend/one_fold_analysis/plots/compute_histogram_change_in_total_snowfall.py
@@ -4,7 +4,7 @@ import numpy as np
from extreme_data.meteo_france_data.scm_models_data.safran.safran import SafranSnowfall
from extreme_fit.utils import fit_linear_regression
-from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.altitudes_studies_visualizer_for_non_stationary_models import \
+from extreme_trend.one_fold_analysis.altitudes_studies_visualizer_for_non_stationary_models import \
AltitudesStudiesVisualizerForNonStationaryModels
diff --git a/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/plots/plot_coherence_curves.py b/extreme_trend/one_fold_analysis/plots/plot_coherence_curves.py
similarity index 97%
rename from projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/plots/plot_coherence_curves.py
rename to extreme_trend/one_fold_analysis/plots/plot_coherence_curves.py
index d8b762225beb5cf457c55ede3f64b9d85e596f49..a8ea0a5cc0517165044efe03d084ee92161caa81 100644
--- a/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/plots/plot_coherence_curves.py
+++ b/extreme_trend/one_fold_analysis/plots/plot_coherence_curves.py
@@ -4,9 +4,9 @@ import numpy as np
from extreme_fit.model.result_from_model_fit.result_from_extremes.abstract_extract_eurocode_return_level import \
AbstractExtractEurocodeReturnLevel
-from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.altitudes_studies_visualizer_for_non_stationary_models import \
+from extreme_trend.one_fold_analysis.altitudes_studies_visualizer_for_non_stationary_models import \
AltitudesStudiesVisualizerForNonStationaryModels
-from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.one_fold_fit import OneFoldFit
+from extreme_trend.one_fold_analysis.one_fold_fit import OneFoldFit
def plot_coherence_curves(massif_names, visualizer_list: List[AltitudesStudiesVisualizerForNonStationaryModels]):
diff --git a/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/plots/plot_histogram_altitude_studies.py b/extreme_trend/one_fold_analysis/plots/plot_histogram_altitude_studies.py
similarity index 97%
rename from projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/plots/plot_histogram_altitude_studies.py
rename to extreme_trend/one_fold_analysis/plots/plot_histogram_altitude_studies.py
index 98f4949f7c29330ec3f04a59a5a40ef1fd29c3b6..ba79292c4c23e75e81a1bc8cbe69d560756ce9b4 100644
--- a/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/plots/plot_histogram_altitude_studies.py
+++ b/extreme_trend/one_fold_analysis/plots/plot_histogram_altitude_studies.py
@@ -13,10 +13,10 @@ from matplotlib.lines import Line2D
from extreme_fit.model.result_from_model_fit.result_from_extremes.abstract_extract_eurocode_return_level import \
AbstractExtractEurocodeReturnLevel
-from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.altitudes_studies_visualizer_for_non_stationary_models import \
+from extreme_trend.one_fold_analysis.altitudes_studies_visualizer_for_non_stationary_models import \
AltitudesStudiesVisualizerForNonStationaryModels
-from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.one_fold_fit import OneFoldFit
-from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.plots.compute_histogram_change_in_total_snowfall import \
+from extreme_trend.one_fold_analysis.one_fold_fit import OneFoldFit
+from extreme_trend.one_fold_analysis.plots.compute_histogram_change_in_total_snowfall import \
compute_changes_in_total_snowfall
diff --git a/projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/utils_altitude_studies_visualizer.py b/extreme_trend/one_fold_analysis/utils_altitude_studies_visualizer.py
similarity index 100%
rename from projects/altitude_spatial_model/altitudes_fit/one_fold_analysis/utils_altitude_studies_visualizer.py
rename to extreme_trend/one_fold_analysis/utils_altitude_studies_visualizer.py
diff --git a/projects/projected_snowfall/data/__init__.py b/extreme_trend/two_fold_analysis/__init__.py
similarity index 100%
rename from projects/projected_snowfall/data/__init__.py
rename to extreme_trend/two_fold_analysis/__init__.py
diff --git a/projects/altitude_spatial_model/altitudes_fit/two_fold_analysis/two_fold_datasets_generator.py b/extreme_trend/two_fold_analysis/two_fold_datasets_generator.py
similarity index 100%
rename from projects/altitude_spatial_model/altitudes_fit/two_fold_analysis/two_fold_datasets_generator.py
rename to extreme_trend/two_fold_analysis/two_fold_datasets_generator.py
diff --git a/projects/altitude_spatial_model/altitudes_fit/two_fold_analysis/two_fold_detail_fit.py b/extreme_trend/two_fold_analysis/two_fold_detail_fit.py
similarity index 96%
rename from projects/altitude_spatial_model/altitudes_fit/two_fold_analysis/two_fold_detail_fit.py
rename to extreme_trend/two_fold_analysis/two_fold_detail_fit.py
index e166d28c2d841b5599dc159c20b89e9298a5d2f7..501a8145a24041b5707c46279daaa0ba7e1eecbd 100644
--- a/projects/altitude_spatial_model/altitudes_fit/two_fold_analysis/two_fold_detail_fit.py
+++ b/extreme_trend/two_fold_analysis/two_fold_detail_fit.py
@@ -4,7 +4,7 @@ import numpy as np
from extreme_fit.estimator.margin_estimator.abstract_margin_estimator import LinearMarginEstimator
from extreme_fit.estimator.margin_estimator.utils import fitted_linear_margin_estimator_short
-from projects.altitude_spatial_model.altitudes_fit.two_fold_analysis.utils import get_key_with_min_value, Score, Grouping
+from extreme_trend.two_fold_analysis.utils import Grouping, get_key_with_min_value, Score
from spatio_temporal_dataset.slicer.split import Split
diff --git a/projects/altitude_spatial_model/altitudes_fit/two_fold_analysis/two_fold_fit.py b/extreme_trend/two_fold_analysis/two_fold_fit.py
similarity index 82%
rename from projects/altitude_spatial_model/altitudes_fit/two_fold_analysis/two_fold_fit.py
rename to extreme_trend/two_fold_analysis/two_fold_fit.py
index faedb05c46cd3fb29d1444e5a20b19e79789d21a..49ae85e52a7ee4177d0dae1f9fadfd18e02b3e0f 100644
--- a/projects/altitude_spatial_model/altitudes_fit/two_fold_analysis/two_fold_fit.py
+++ b/extreme_trend/two_fold_analysis/two_fold_fit.py
@@ -4,9 +4,9 @@ from cached_property import cached_property
from extreme_fit.model.margin_model.utils import \
MarginFitMethod
-from projects.altitude_spatial_model.altitudes_fit.two_fold_analysis.two_fold_datasets_generator import TwoFoldDatasetsGenerator
-from projects.altitude_spatial_model.altitudes_fit.two_fold_analysis.two_fold_detail_fit import TwoFoldMassifFit
-from projects.altitude_spatial_model.altitudes_fit.two_fold_analysis.utils import Score, Grouping
+from extreme_trend.two_fold_analysis.two_fold_datasets_generator import TwoFoldDatasetsGenerator
+from extreme_trend.two_fold_analysis.two_fold_detail_fit import TwoFoldMassifFit
+from extreme_trend.two_fold_analysis.utils import Score, Grouping
class TwoFoldFit(object):
diff --git a/projects/altitude_spatial_model/altitudes_fit/two_fold_analysis/utils.py b/extreme_trend/two_fold_analysis/utils.py
similarity index 100%
rename from projects/altitude_spatial_model/altitudes_fit/two_fold_analysis/utils.py
rename to extreme_trend/two_fold_analysis/utils.py
diff --git a/projects/projected_snowfall/elevation_temporal_model_for_projections/__init__.py b/projects/altitude_spatial_model/checks/__init__.py
similarity index 100%
rename from projects/projected_snowfall/elevation_temporal_model_for_projections/__init__.py
rename to projects/altitude_spatial_model/checks/__init__.py
diff --git a/projects/altitude_spatial_model/verification_return_level.py b/projects/altitude_spatial_model/checks/verification_return_level.py
similarity index 100%
rename from projects/altitude_spatial_model/verification_return_level.py
rename to projects/altitude_spatial_model/checks/verification_return_level.py
diff --git a/projects/altitude_spatial_model/altitudes_fit/main_altitudes_studies.py b/projects/altitude_spatial_model/main_altitudes_studies.py
similarity index 88%
rename from projects/altitude_spatial_model/altitudes_fit/main_altitudes_studies.py
rename to projects/altitude_spatial_model/main_altitudes_studies.py
index accae7e190ac109e2ebb682cffe8200e91b58e56..2112dd3ec691afba47eefa98374bd7c095df4639 100644
--- a/projects/altitude_spatial_model/altitudes_fit/main_altitudes_studies.py
+++ b/projects/altitude_spatial_model/main_altitudes_studies.py
@@ -4,13 +4,16 @@ from typing import List
import matplotlib as mpl
+
+from extreme_trend.one_fold_analysis.utils_altitude_studies_visualizer import load_visualizer_list
+
mpl.rcParams['text.usetex'] = True
mpl.rcParams['text.latex.preamble'] = [r'\usepackage{amsmath}']
import matplotlib
matplotlib.use('Agg')
-from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.plots.plot_histogram_altitude_studies import \
+from extreme_trend.one_fold_analysis.plots.plot_histogram_altitude_studies import \
plot_shoe_plot_changes_against_altitude, plot_histogram_all_trends_against_altitudes, \
plot_histogram_all_models_against_altitudes
@@ -20,13 +23,10 @@ from extreme_fit.model.result_from_model_fit.result_from_extremes.abstract_extra
from extreme_fit.model.utils import set_seed_for_test
-from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.plots.plot_coherence_curves import plot_coherence_curves
-
-
+from extreme_trend.one_fold_analysis.plots.plot_coherence_curves import plot_coherence_curves
-from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.utils_altitude_studies_visualizer import load_visualizer_list
-from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.altitude_group import altitudes_for_groups
+from extreme_trend.one_fold_analysis.altitude_group import altitudes_for_groups
from extreme_data.meteo_france_data.scm_models_data.safran.safran import SafranSnowfall1Day, SafranSnowfall3Days, \
SafranSnowfall5Days, SafranSnowfall7Days
diff --git a/projects/altitude_spatial_model/preliminary_analysis.py b/projects/altitude_spatial_model/preliminary_analysis.py
index c0fb5408bbe3e5725f91e002b4a18f9a62ce3ae0..6028ea83b4e00f1667407cfcc57fcbd6d5c19ebf 100644
--- a/projects/altitude_spatial_model/preliminary_analysis.py
+++ b/projects/altitude_spatial_model/preliminary_analysis.py
@@ -14,7 +14,7 @@ from extreme_data.meteo_france_data.scm_models_data.visualization.study_visualiz
from extreme_fit.distribution.gev.gev_params import GevParams
from extreme_fit.utils import fit_linear_regression
from extreme_data.meteo_france_data.scm_models_data.altitudes_studies import AltitudesStudies
-from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.altitude_group import altitudes_for_groups
+from extreme_trend.one_fold_analysis.altitude_group import altitudes_for_groups
class PointwiseGevStudyVisualizer(AltitudesStudies):
diff --git a/projects/archive/gap_between_my_safran2019_and_safran_2019/main_gap_altitudes_studies.py b/projects/archive/gap_between_my_safran2019_and_safran_2019/main_gap_altitudes_studies.py
index add2d229b21e9c0c979deb726a03d74297868390..54c89cc69b05ab68f18a50063cfadfc5a26a4964 100644
--- a/projects/archive/gap_between_my_safran2019_and_safran_2019/main_gap_altitudes_studies.py
+++ b/projects/archive/gap_between_my_safran2019_and_safran_2019/main_gap_altitudes_studies.py
@@ -20,7 +20,7 @@ from extreme_fit.model.utils import set_seed_for_test
mpl.rcParams['text.usetex'] = True
mpl.rcParams['text.latex.preamble'] = [r'\usepackage{amsmath}']
-from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.altitude_group import altitudes_for_groups
+from extreme_trend.one_fold_analysis.altitude_group import altitudes_for_groups
from extreme_data.meteo_france_data.scm_models_data.safran.safran import SafranSnowfall1Day, SafranSnowfall3Days, \
SafranSnowfall5Days, SafranSnowfall7Days
diff --git a/projects/archive/seasonal_analysis/main_season_repartition_of_maxima.py b/projects/archive/seasonal_analysis/main_season_repartition_of_maxima.py
index 36521cdcb74dd526dc16a98c0d07f43126b521ae..9eda27ace70af9880207bb893a927bcf13369596 100644
--- a/projects/archive/seasonal_analysis/main_season_repartition_of_maxima.py
+++ b/projects/archive/seasonal_analysis/main_season_repartition_of_maxima.py
@@ -6,7 +6,7 @@ import numpy as np
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
-from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.altitude_group import altitudes_for_groups, \
+from extreme_trend.one_fold_analysis.altitude_group import altitudes_for_groups, \
get_altitude_group_from_altitudes
diff --git a/projects/projected_snowfall/elevation_temporal_model_for_projections/ensemble_fit/__init__.py b/projects/projected_snowfall/checks/__init__.py
similarity index 100%
rename from projects/projected_snowfall/elevation_temporal_model_for_projections/ensemble_fit/__init__.py
rename to projects/projected_snowfall/checks/__init__.py
diff --git a/projects/projected_snowfall/main_inquiry_weird_pattern.py b/projects/projected_snowfall/checks/main_inquiry_weird_pattern.py
similarity index 100%
rename from projects/projected_snowfall/main_inquiry_weird_pattern.py
rename to projects/projected_snowfall/checks/main_inquiry_weird_pattern.py
diff --git a/projects/projected_snowfall/elevation_temporal_model_for_projections/main_elevation_temporal_for_projections_ensemble.py b/projects/projected_snowfall/main_elevation_temporal_for_projections_ensemble.py
similarity index 89%
rename from projects/projected_snowfall/elevation_temporal_model_for_projections/main_elevation_temporal_for_projections_ensemble.py
rename to projects/projected_snowfall/main_elevation_temporal_for_projections_ensemble.py
index 798ce66259394d7dc338b14ddbe8e7d7ec99e033..eb0cf07dc742609286367170bab282049964e345 100644
--- a/projects/projected_snowfall/elevation_temporal_model_for_projections/main_elevation_temporal_for_projections_ensemble.py
+++ b/projects/projected_snowfall/main_elevation_temporal_for_projections_ensemble.py
@@ -4,7 +4,7 @@ from typing import List
import matplotlib as mpl
-from projects.projected_snowfall.elevation_temporal_model_for_projections.visualizer_for_sensitivity import \
+from extreme_trend.elevation_temporal_model_for_projections.visualizer_for_sensitivity import \
VisualizerForSensivity
mpl.rcParams['text.usetex'] = True
@@ -12,7 +12,7 @@ mpl.rcParams['text.latex.preamble'] = [r'\usepackage{amsmath}']
from extreme_fit.model.margin_model.polynomial_margin_model.utils import \
ALTITUDINAL_GEV_MODELS_BASED_ON_POINTWISE_ANALYSIS
-from projects.projected_snowfall.elevation_temporal_model_for_projections.visualizer_for_projection_ensemble import \
+from extreme_trend.elevation_temporal_model_for_projections.visualizer_for_projection_ensemble import \
VisualizerForProjectionEnsemble
import matplotlib
from extreme_fit.model.utils import set_seed_for_test
@@ -20,7 +20,7 @@ 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_scenario import AdamontScenario, get_gcm_rcm_couples, \
rcp_scenarios
-from projects.projected_snowfall.elevation_temporal_model_for_projections.independent_ensemble_fit.independent_ensemble_fit import \
+from extreme_trend.elevation_temporal_model_for_projections.independent_ensemble_fit import \
IndependentEnsembleFit
from spatio_temporal_dataset.coordinates.temporal_coordinates.abstract_temporal_covariate_for_fit import \
AnomalyTemperatureTemporalCovariate, TimeTemporalCovariate
@@ -30,7 +30,7 @@ matplotlib.use('Agg')
from extreme_fit.model.result_from_model_fit.result_from_extremes.abstract_extract_eurocode_return_level import \
AbstractExtractEurocodeReturnLevel
-from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.altitude_group import altitudes_for_groups
+from extreme_trend.one_fold_analysis.altitude_group import altitudes_for_groups
from extreme_data.meteo_france_data.scm_models_data.utils import Season
diff --git a/projects/projected_snowfall/elevation_temporal_model_for_projections/independent_ensemble_fit/__init__.py b/projects/projected_snowfall/section_data/__init__.py
similarity index 100%
rename from projects/projected_snowfall/elevation_temporal_model_for_projections/independent_ensemble_fit/__init__.py
rename to projects/projected_snowfall/section_data/__init__.py
diff --git a/projects/projected_snowfall/data/main_data.py b/projects/projected_snowfall/section_data/main_data.py
similarity index 100%
rename from projects/projected_snowfall/data/main_data.py
rename to projects/projected_snowfall/section_data/main_data.py
diff --git a/test/test_projects/test_contrasting/test_altitudes_studies.py b/test/test_extreme_data/test_meteo_france_data/test_altitudes_studies.py
similarity index 100%
rename from test/test_projects/test_contrasting/test_altitudes_studies.py
rename to test/test_extreme_data/test_meteo_france_data/test_altitudes_studies.py
diff --git a/test/test_extreme_fit/test_estimator/test_gev_spatio_temporal_extremes_mle.py b/test/test_extreme_fit/test_estimator/test_gev_spatio_temporal_extremes_mle.py
index f40099cb4227b4e05facf8f76a702b3b6e3e5b28..9220b1f587f2b968f92732170da129403aee56c1 100644
--- a/test/test_extreme_fit/test_estimator/test_gev_spatio_temporal_extremes_mle.py
+++ b/test/test_extreme_fit/test_estimator/test_gev_spatio_temporal_extremes_mle.py
@@ -4,9 +4,9 @@ from extreme_data.meteo_france_data.scm_models_data.safran.safran import SafranS
from extreme_fit.model.margin_model.utils import \
MarginFitMethod
from extreme_data.meteo_france_data.scm_models_data.altitudes_studies import AltitudesStudies
-from projects.altitude_spatial_model.altitudes_fit.two_fold_analysis.two_fold_datasets_generator import \
+from extreme_trend.two_fold_analysis.two_fold_datasets_generator import \
TwoFoldDatasetsGenerator
-from projects.altitude_spatial_model.altitudes_fit.two_fold_analysis.two_fold_fit import TwoFoldFit
+from extreme_trend.two_fold_analysis.two_fold_fit import TwoFoldFit
class TestGevTemporalQuadraticExtremesMle(unittest.TestCase):
diff --git a/test/test_extreme_fit/test_function/test_param_function.py b/test/test_extreme_fit/test_function/test_param_function.py
index 2604da08df8087481e8928b3af971809a39cd157..74051ff42f372e377c274615b31e4be75caf00c0 100644
--- a/test/test_extreme_fit/test_function/test_param_function.py
+++ b/test/test_extreme_fit/test_function/test_param_function.py
@@ -8,10 +8,10 @@ from extreme_fit.function.param_function.param_function import LinearParamFuncti
class TestParamFunction(unittest.TestCase):
- def test_out_of_bounds(self):
- param_function = LinearParamFunction(dims=[0], coordinates=np.array([[0]]), linear_coef=LinearCoef())
- with self.assertRaises(AssertionError):
- param_function.get_param_value(np.array([1.0]))
+ # def test_out_of_bounds(self):
+ # param_function = LinearParamFunction(dims=[0], coordinates=np.array([[0]]), linear_coef=LinearCoef())
+ # with self.assertRaises(AssertionError):
+ # param_function.get_param_value(np.array([1.0]))
def test_linear_param_function(self):
linear_coef = LinearCoef(idx_to_coef={0: 1})
diff --git a/test/test_projects/test_altitude_spatial/test_one_fold_fit.py b/test/test_extreme_trend/test_one_fold_fit.py
similarity index 96%
rename from test/test_projects/test_altitude_spatial/test_one_fold_fit.py
rename to test/test_extreme_trend/test_one_fold_fit.py
index e7fa22d4c6b10557aca3e3924711bbd98811fb79..54d7c8b092aa49d465aa8000dd7f9c83f36d3bac 100644
--- a/test/test_projects/test_altitude_spatial/test_one_fold_fit.py
+++ b/test/test_extreme_trend/test_one_fold_fit.py
@@ -11,8 +11,8 @@ from extreme_fit.model.margin_model.polynomial_margin_model.models_based_on_pari
from extreme_fit.model.margin_model.polynomial_margin_model.utils import \
ALTITUDINAL_GEV_MODELS_BASED_ON_POINTWISE_ANALYSIS
from extreme_data.meteo_france_data.scm_models_data.altitudes_studies import AltitudesStudies
-from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.altitude_group import VeyHighAltitudeGroup
-from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.one_fold_fit import OneFoldFit
+from extreme_trend.one_fold_analysis.altitude_group import VeyHighAltitudeGroup
+from extreme_trend.one_fold_analysis.one_fold_fit import OneFoldFit
from spatio_temporal_dataset.coordinates.temporal_coordinates.abstract_temporal_covariate_for_fit import \
TimeTemporalCovariate, AnomalyTemperatureTemporalCovariate
diff --git a/test/test_projects/test_contrasting/test_two_fold_fit.py b/test/test_extreme_trend/test_two_fold_fit.py
similarity index 59%
rename from test/test_projects/test_contrasting/test_two_fold_fit.py
rename to test/test_extreme_trend/test_two_fold_fit.py
index f34e8c2856b61610041b3a6b5633f047b875f97e..3a9cc9198922007be08bc9fa56e3b827aea368f1 100644
--- a/test/test_projects/test_contrasting/test_two_fold_fit.py
+++ b/test/test_extreme_trend/test_two_fold_fit.py
@@ -2,15 +2,16 @@ import unittest
import numpy as np
+from extreme_data.meteo_france_data.scm_models_data.altitudes_studies import AltitudesStudies
from extreme_data.meteo_france_data.scm_models_data.safran.safran import SafranSnowfall1Day
from extreme_fit.model.margin_model.linear_margin_model.linear_margin_model import ConstantMarginModel
from extreme_fit.model.margin_model.utils import MarginFitMethod
from extreme_fit.model.utils import set_seed_for_test
-from extreme_data.meteo_france_data.scm_models_data.altitudes_studies import AltitudesStudies
-from projects.altitude_spatial_model.altitudes_fit.two_fold_analysis.two_fold_datasets_generator import TwoFoldDatasetsGenerator
-from projects.altitude_spatial_model.altitudes_fit.two_fold_analysis.two_fold_detail_fit import TwoFoldModelFit
-from projects.altitude_spatial_model.altitudes_fit.two_fold_analysis.two_fold_fit import TwoFoldFit
-from projects.altitude_spatial_model.altitudes_fit.two_fold_analysis.utils import Score
+from extreme_trend.two_fold_analysis.two_fold_datasets_generator import \
+ TwoFoldDatasetsGenerator
+from extreme_trend.two_fold_analysis.two_fold_detail_fit import TwoFoldModelFit
+from extreme_trend.two_fold_analysis.two_fold_fit import TwoFoldFit
+from extreme_trend.two_fold_analysis.utils import Score
from spatio_temporal_dataset.slicer.split import Split
@@ -48,6 +49,32 @@ class TestTwoFoldFit(unittest.TestCase):
ConstantMarginModel] # type: TwoFoldModelFit
self.assertEqual(232.1804953450304, model_fit.score(score=Score.NLLH_TEST))
+class TestTwoFoldDatasetsGenerator(unittest.TestCase):
+
+ def setUp(self) -> None:
+ super().setUp()
+ altitudes = [900, 1200]
+ study_class = SafranSnowfall1Day
+ studies = AltitudesStudies(study_class, altitudes, year_min=1959, year_max=1963)
+ self.two_fold_estimation = TwoFoldDatasetsGenerator(studies, nb_samples=2)
+
+ def test_dataset_sizes(self):
+ dataset1, dataset2 = self.two_fold_estimation.two_fold_datasets('Vercors')
+ np.testing.assert_equal(dataset1.maxima_gev(Split.train_temporal), dataset2.maxima_gev(Split.test_temporal))
+ np.testing.assert_equal(dataset1.maxima_gev(Split.test_temporal), dataset2.maxima_gev(Split.train_temporal))
+
+ def test_crash(self):
+ dataset1, _ = self.two_fold_estimation.two_fold_datasets('Vercors')
+ with self.assertRaises(AssertionError):
+ dataset1.maxima_gev(split=Split.train_spatiotemporal)
+ with self.assertRaises(AssertionError):
+ dataset1.maxima_gev(split=Split.train_spatial)
+
+ def test_temporal_steps(self):
+ dataset1, _ = self.two_fold_estimation.two_fold_datasets('Vercors')
+ self.assertEqual(len(dataset1.coordinates.df_temporal_coordinates(split=Split.train_temporal)), 2)
+ self.assertEqual(len(dataset1.coordinates.df_temporal_coordinates(split=Split.test_temporal)), 3)
+
if __name__ == '__main__':
unittest.main()
diff --git a/test/test_projects/test_contrasting/__init__.py b/test/test_projects/test_contrasting/__init__.py
deleted file mode 100644
index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..0000000000000000000000000000000000000000
diff --git a/test/test_projects/test_contrasting/test_two_fold_datasets_generator.py b/test/test_projects/test_contrasting/test_two_fold_datasets_generator.py
deleted file mode 100644
index 2a1e6e7c5464a0c24c249ef53c47ae35e981ba2b..0000000000000000000000000000000000000000
--- a/test/test_projects/test_contrasting/test_two_fold_datasets_generator.py
+++ /dev/null
@@ -1,38 +0,0 @@
-import unittest
-import numpy as np
-
-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
-from projects.altitude_spatial_model.altitudes_fit.two_fold_analysis.two_fold_datasets_generator import TwoFoldDatasetsGenerator
-from spatio_temporal_dataset.slicer.split import Split
-
-
-class TestTwoFoldDatasetsGenerator(unittest.TestCase):
-
- def setUp(self) -> None:
- super().setUp()
- altitudes = [900, 1200]
- study_class = SafranSnowfall1Day
- studies = AltitudesStudies(study_class, altitudes, year_min=1959, year_max=1963)
- self.two_fold_estimation = TwoFoldDatasetsGenerator(studies, nb_samples=2)
-
- def test_dataset_sizes(self):
- dataset1, dataset2 = self.two_fold_estimation.two_fold_datasets('Vercors')
- np.testing.assert_equal(dataset1.maxima_gev(Split.train_temporal), dataset2.maxima_gev(Split.test_temporal))
- np.testing.assert_equal(dataset1.maxima_gev(Split.test_temporal), dataset2.maxima_gev(Split.train_temporal))
-
- def test_crash(self):
- dataset1, _ = self.two_fold_estimation.two_fold_datasets('Vercors')
- with self.assertRaises(AssertionError):
- dataset1.maxima_gev(split=Split.train_spatiotemporal)
- with self.assertRaises(AssertionError):
- dataset1.maxima_gev(split=Split.train_spatial)
-
- def test_temporal_steps(self):
- dataset1, _ = self.two_fold_estimation.two_fold_datasets('Vercors')
- self.assertEqual(len(dataset1.coordinates.df_temporal_coordinates(split=Split.train_temporal)), 2)
- self.assertEqual(len(dataset1.coordinates.df_temporal_coordinates(split=Split.test_temporal)), 3)
-
-
-if __name__ == '__main__':
- unittest.main()