[refactor] rename folders for one/two fold fit. move the code for the anomaly...

[refactor] rename folders for one/two fold fit. move the code for the anomaly into temperature_covariate.py

extreme_trend/ensemble_fit/independent_ensemble_fit/independent_ensemble_fit.py

 import numpy as np
 
-from extreme_trend.one_fold_analysis.altitudes_studies_visualizer_for_non_stationary_models import \
+from extreme_trend.one_fold_fit.altitudes_studies_visualizer_for_non_stationary_models import \
     AltitudesStudiesVisualizerForNonStationaryModels
-from extreme_trend.one_fold_analysis.one_fold_fit import OneFoldFit
+from extreme_trend.one_fold_fit.one_fold_fit import OneFoldFit
 from extreme_trend.elevation_temporal_model_for_projections.abstract_ensemble_fit import \
     AbstractEnsembleFit
 from extreme_trend.elevation_temporal_model_for_projections.independent_ensemble_fit import \

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 extreme_trend.one_fold_analysis.one_fold_fit import OneFoldFit
+from extreme_trend.one_fold_fit.one_fold_fit import OneFoldFit
 
 
 class OneFoldFitMerge(OneFoldFit):

extreme_trend/ensemble_fit/independent_ensemble_fit/visualizer_merge.py

@@ -3,9 +3,9 @@ from typing import Dict, List
 import numpy as np
 
 from extreme_fit.model.margin_model.utils import MarginFitMethod
-from extreme_trend.one_fold_analysis.altitudes_studies_visualizer_for_non_stationary_models import \
+from extreme_trend.one_fold_fit.altitudes_studies_visualizer_for_non_stationary_models import \
     AltitudesStudiesVisualizerForNonStationaryModels
-from extreme_trend.one_fold_analysis.one_fold_fit import OneFoldFit
+from extreme_trend.one_fold_fit.one_fold_fit import OneFoldFit
 from extreme_trend.elevation_temporal_model_for_projections.independent_ensemble_fit import \
     OneFoldFitMerge
 

extreme_trend/ensemble_fit/visualizer_for_sensitivity.py

@@ -12,7 +12,7 @@ from extreme_trend.elevation_temporal_model_for_projections.independent_ensemble
     IndependentEnsembleFit
 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, \
+from extreme_trend.one_fold_fit.altitude_group import get_altitude_class_from_altitudes, \
     get_linestyle_for_altitude_class
 
 

extreme_trend/one_fold_analysis/altitudes_studies_visualizer_for_non_stationary_models.py → extreme_trend/one_fold_fit/altitudes_studies_visualizer_for_non_stationary_models.py

@@ -20,12 +20,12 @@ 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 extreme_trend.one_fold_analysis.altitude_group import \
+from extreme_trend.one_fold_fit.altitude_group import \
     get_altitude_group_from_altitudes, VeyHighAltitudeGroup, MidAltitudeGroup
-from extreme_trend.one_fold_analysis.one_fold_fit import \
+from extreme_trend.one_fold_fit.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 \
+from spatio_temporal_dataset.coordinates.temporal_coordinates.temperature_covariate import \
     AnomalyTemperatureTemporalCovariate
 
 

extreme_trend/one_fold_analysis/one_fold_fit.py → extreme_trend/one_fold_fit/one_fold_fit.py

@@ -27,10 +27,11 @@ 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 extreme_trend.one_fold_analysis.altitude_group import DefaultAltitudeGroup, altitudes_for_groups
+from extreme_trend.one_fold_fit.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.coordinates.temporal_coordinates.abstract_temporal_covariate_for_fit import TimeTemporalCovariate
+from spatio_temporal_dataset.coordinates.temporal_coordinates.temperature_covariate import \
+    AnomalyTemperatureTemporalCovariate
 from spatio_temporal_dataset.dataset.abstract_dataset import AbstractDataset
 from spatio_temporal_dataset.slicer.split import Split
 from spatio_temporal_dataset.spatio_temporal_observations.annual_maxima_observations import AnnualMaxima

extreme_trend/one_fold_analysis/plots/compute_histogram_change_in_total_snowfall.py → extreme_trend/one_fold_fit/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 extreme_trend.one_fold_analysis.altitudes_studies_visualizer_for_non_stationary_models import \
+from extreme_trend.one_fold_fit.altitudes_studies_visualizer_for_non_stationary_models import \
     AltitudesStudiesVisualizerForNonStationaryModels
 
 

extreme_trend/one_fold_analysis/plots/plot_coherence_curves.py → extreme_trend/one_fold_fit/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 extreme_trend.one_fold_analysis.altitudes_studies_visualizer_for_non_stationary_models import \
+from extreme_trend.one_fold_fit.altitudes_studies_visualizer_for_non_stationary_models import \
     AltitudesStudiesVisualizerForNonStationaryModels
-from extreme_trend.one_fold_analysis.one_fold_fit import OneFoldFit
+from extreme_trend.one_fold_fit.one_fold_fit import OneFoldFit
 
 
 def plot_coherence_curves(massif_names, visualizer_list: List[AltitudesStudiesVisualizerForNonStationaryModels]):

extreme_trend/one_fold_analysis/plots/plot_histogram_altitude_studies.py → extreme_trend/one_fold_fit/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 extreme_trend.one_fold_analysis.altitudes_studies_visualizer_for_non_stationary_models import \
+from extreme_trend.one_fold_fit.altitudes_studies_visualizer_for_non_stationary_models import \
     AltitudesStudiesVisualizerForNonStationaryModels
-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 \
+from extreme_trend.one_fold_fit.one_fold_fit import OneFoldFit
+from extreme_trend.one_fold_fit.plots.compute_histogram_change_in_total_snowfall import \
     compute_changes_in_total_snowfall
 
 

extreme_trend/two_fold_analysis/two_fold_detail_fit.py → extreme_trend/two_fold_fit/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 extreme_trend.two_fold_analysis.utils import Grouping, get_key_with_min_value, Score
+from extreme_trend.two_fold_fit.utils import Grouping, get_key_with_min_value, Score
 from spatio_temporal_dataset.slicer.split import Split
 
 

extreme_trend/two_fold_analysis/two_fold_fit.py → extreme_trend/two_fold_fit/two_fold_fit.py

@@ -4,9 +4,9 @@ from cached_property import cached_property
 
 from extreme_fit.model.margin_model.utils import \
     MarginFitMethod
-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
+from extreme_trend.two_fold_fit.two_fold_datasets_generator import TwoFoldDatasetsGenerator
+from extreme_trend.two_fold_fit.two_fold_detail_fit import TwoFoldMassifFit
+from extreme_trend.two_fold_fit.utils import Score, Grouping
 
 
 class TwoFoldFit(object):

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 extreme_trend.one_fold_analysis.altitude_group import altitudes_for_groups
+from extreme_trend.one_fold_fit.altitude_group import altitudes_for_groups
 
 from extreme_data.meteo_france_data.scm_models_data.safran.safran import SafranSnowfall1Day, SafranSnowfall3Days, \
     SafranSnowfall5Days, SafranSnowfall7Days

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 extreme_trend.one_fold_analysis.altitude_group import altitudes_for_groups, \
+from extreme_trend.one_fold_fit.altitude_group import altitudes_for_groups, \
     get_altitude_group_from_altitudes