From 3208f8fc663d0924b97da213317808486cf3b508 Mon Sep 17 00:00:00 2001 From: Le Roux Erwan <erwan.le-roux@irstea.fr> Date: Mon, 29 Jul 2019 15:00:59 +0200 Subject: [PATCH] [PAPER1][STARTING YEAR] write main for location & scale with common starting year spatially. --- .../scm_models_data/crocus/crocus.py | 8 +-- .../main_files/main_full_hypercube.py | 6 +- .../main_files/main_poster.py | 1 + .../main_study_visualizer.py | 24 ++++---- .../__init__.py | 0 .../main2_choice_to_not_use_starting_years.py | 0 ...main3_non_stationary_strength_evolution.py | 0 .../main4_common_starting_years_impact.py | 60 +++++++++++++++++++ .../main4_individual_starting_years_impact.py | 51 ++++++++++++++++ experiment/paper1_steps/utils.py | 9 +-- .../__init__.py} | 0 .../main0_comparison_with_observations.py | 0 .../main1_good_stationary_gev_fit.py | 4 +- .../test_coordinate_sensitivity.py | 4 +- test/test_utils.py | 4 +- 15 files changed, 142 insertions(+), 29 deletions(-) rename experiment/paper1_steps/{hard extreme evolution - annual maxima => 1 - non stationary model choice}/__init__.py (100%) rename experiment/paper1_steps/{hard extreme evolution - annual maxima => 1 - non stationary model choice}/main2_choice_to_not_use_starting_years.py (100%) rename experiment/paper1_steps/{hard extreme evolution - annual maxima => 1 - non stationary model choice}/main3_non_stationary_strength_evolution.py (100%) create mode 100644 experiment/paper1_steps/1 - non stationary model choice/main4_common_starting_years_impact.py create mode 100644 experiment/paper1_steps/1 - non stationary model choice/main4_individual_starting_years_impact.py rename experiment/paper1_steps/{hard extreme evolution - annual maxima/main0_comparison_with_observations.py => validations/__init__.py} (100%) create mode 100644 experiment/paper1_steps/validations/main0_comparison_with_observations.py rename experiment/paper1_steps/{hard extreme evolution - annual maxima => validations}/main1_good_stationary_gev_fit.py (94%) diff --git a/experiment/meteo_france_data/scm_models_data/crocus/crocus.py b/experiment/meteo_france_data/scm_models_data/crocus/crocus.py index c5442151..542005fc 100644 --- a/experiment/meteo_france_data/scm_models_data/crocus/crocus.py +++ b/experiment/meteo_france_data/scm_models_data/crocus/crocus.py @@ -26,7 +26,7 @@ class Crocus(AbstractStudy): return super().apply_annual_aggregation(time_serie[91:-92, ...]) -class CrocusRecentSwe(Crocus): +class CrocusSwe3Days(Crocus): def __init__(self, *args, **kwargs): Crocus.__init__(self, CrocusRecentSweVariable, *args, **kwargs) @@ -35,7 +35,7 @@ class CrocusRecentSwe(Crocus): return self.winter_annual_aggregation(time_serie) -class CrocusTotalSwe(Crocus): +class CrocusSweTotal(Crocus): def __init__(self, *args, **kwargs): Crocus.__init__(self, CrocusTotalSweVariable, *args, **kwargs) @@ -44,7 +44,7 @@ class CrocusTotalSwe(Crocus): return self.winter_annual_aggregation(time_serie) -class ExtendedCrocusTotalSwe(AbstractExtendedStudy, CrocusTotalSwe): +class ExtendedCrocusSweTotal(AbstractExtendedStudy, CrocusSweTotal): pass @@ -72,6 +72,6 @@ class CrocusDaysWithSnowOnGround(Crocus): if __name__ == '__main__': - for study in [CrocusRecentSwe(altitude=900)]: + for study in [CrocusSwe3Days(altitude=900)]: a = study.year_to_daily_time_serie_array[1960] print(a) diff --git a/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/main_files/main_full_hypercube.py b/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/main_files/main_full_hypercube.py index ee7d7047..ffda9d8b 100644 --- a/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/main_files/main_full_hypercube.py +++ b/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/main_files/main_full_hypercube.py @@ -14,7 +14,7 @@ from experiment.meteo_france_data.scm_models_data.visualization.study_visualizat from experiment.trend_analysis.univariate_test.gev_trend_test_one_parameter import GevLocationTrendTest -def get_full_parameters(altitude=None): +def get_full_parameters(altitude=None, offset_starting_year=10): save_to_file = True only_first_one = False nb_data_reduced_for_speed = False @@ -22,8 +22,8 @@ def get_full_parameters(altitude=None): altitudes = [altitude] else: altitudes = ALL_ALTITUDES[3:-6] - first_starting_year = 1958 + 10 - last_starting_year = 2017 - 10 + first_starting_year = 1958 + offset_starting_year + last_starting_year = 2017 - offset_starting_year trend_test_class = GevLocationTrendTest return altitudes, first_starting_year, last_starting_year, nb_data_reduced_for_speed, only_first_one, save_to_file, trend_test_class diff --git a/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/main_files/main_poster.py b/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/main_files/main_poster.py index 85bc2eb5..e11a6d31 100644 --- a/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/main_files/main_poster.py +++ b/experiment/meteo_france_data/scm_models_data/visualization/hypercube_visualization/main_files/main_poster.py @@ -17,6 +17,7 @@ POSTER_ALTITUDES = [900, 1800, 2700] def fast_poster(): for altitude in POSTER_ALTITUDES[:1]: study_classes = SCM_STUDIES[:2] + # The QuantityHypercubeWithoutTrend object is used to have one single plot with all the results results = get_fast_quantity_visualizer(QuantityHypercubeWithoutTrend, altitude=altitude, study_classes=study_classes).visualize_year_trend_test( diff --git a/experiment/meteo_france_data/scm_models_data/visualization/study_visualization/main_study_visualizer.py b/experiment/meteo_france_data/scm_models_data/visualization/study_visualization/main_study_visualizer.py index 11fb476c..144b992a 100644 --- a/experiment/meteo_france_data/scm_models_data/visualization/study_visualization/main_study_visualizer.py +++ b/experiment/meteo_france_data/scm_models_data/visualization/study_visualization/main_study_visualizer.py @@ -5,8 +5,8 @@ from experiment.meteo_france_data.scm_models_data.visualization.study_visualizat StudyVisualizer from experiment.trend_analysis.abstract_score import MannKendall from experiment.meteo_france_data.scm_models_data.abstract_study import AbstractStudy -from experiment.meteo_france_data.scm_models_data.crocus.crocus import CrocusDepth, CrocusTotalSwe, ExtendedCrocusDepth, \ - ExtendedCrocusTotalSwe, CrocusDaysWithSnowOnGround, CrocusRecentSwe +from experiment.meteo_france_data.scm_models_data.crocus.crocus import CrocusDepth, CrocusSweTotal, ExtendedCrocusDepth, \ + ExtendedCrocusSweTotal, CrocusDaysWithSnowOnGround, CrocusSwe3Days from experiment.meteo_france_data.scm_models_data.safran.safran import SafranSnowfall, ExtendedSafranSnowfall, \ SafranRainfall, \ SafranTemperature, SafranTotalPrecip @@ -18,30 +18,30 @@ from spatio_temporal_dataset.coordinates.transformed_coordinates.transformation. BetweenZeroAndOneNormalization, BetweenMinusOneAndOneNormalization from utils import get_display_name_from_object_type -SCM_STUDIES = [SafranSnowfall, CrocusTotalSwe, CrocusDepth] +SCM_STUDIES = [SafranSnowfall, CrocusSweTotal, CrocusDepth, CrocusSwe3Days] SCM_STUDIES_NAMES = [get_display_name_from_object_type(k) for k in SCM_STUDIES] SCM_STUDY_NAME_TO_SCM_STUDY = dict(zip(SCM_STUDIES_NAMES, SCM_STUDIES)) SCM_STUDY_CLASS_TO_ABBREVIATION = { SafranSnowfall: 'SF3', - CrocusTotalSwe: 'TSWE', - CrocusRecentSwe: 'SWE3', + CrocusSweTotal: 'SWET', + CrocusSwe3Days: 'SWE3', CrocusDepth: 'SD', } altitude_massif_name_and_study_class_for_poster = [ - (900, 'Chartreuse', CrocusTotalSwe), + (900, 'Chartreuse', CrocusSweTotal), (1800, 'Vanoise', CrocusDepth), (2700, 'Parpaillon', SafranSnowfall), ] SCM_STUDY_NAME_TO_ABBREVIATION = {get_display_name_from_object_type(k): v for k, v in SCM_STUDY_CLASS_TO_ABBREVIATION.items()} -SCM_COLORS = ['tab:orange', 'y', 'tab:purple'] +SCM_COLORS = ['tab:orange', 'y', 'tab:purple', 'lightseagreen'] SCM_STUDY_CLASS_TO_COLOR = dict(zip(SCM_STUDIES, SCM_COLORS)) SCM_STUDY_NAME_TO_COLOR = {get_display_name_from_object_type(s): color for s, color in zip(SCM_STUDIES, SCM_COLORS)} -SCM_EXTENDED_STUDIES = [ExtendedSafranSnowfall, ExtendedCrocusTotalSwe, ExtendedCrocusDepth] +SCM_EXTENDED_STUDIES = [ExtendedSafranSnowfall, ExtendedCrocusSweTotal, ExtendedCrocusDepth] SCM_STUDY_TO_EXTENDED_STUDY = OrderedDict(zip(SCM_STUDIES, SCM_EXTENDED_STUDIES)) ALL_ALTITUDES = [0, 300, 600, 900, 1200, 1500, 1800, 2100, 2400, 2700, 3000, 3300, 3600, 3900, 4200, 4500, 4800] @@ -110,7 +110,7 @@ def annual_mean_vizu_compare_durand_study(safran=True, take_mean_value=True, alt study_visualizer = StudyVisualizer(study) study_visualizer.visualize_annual_mean_values(take_mean_value=True) else: - for study_class in [CrocusTotalSwe, CrocusDepth, CrocusDaysWithSnowOnGround][-1:]: + for study_class in [CrocusSweTotal, CrocusDepth, CrocusDaysWithSnowOnGround][-1:]: study = study_class(altitude=altitude, year_min=1958, year_max=2005) study_visualizer = StudyVisualizer(study) study_visualizer.visualize_annual_mean_values(take_mean_value=take_mean_value) @@ -199,7 +199,7 @@ def trend_analysis(): durand_altitude = [1800] altitudes = durand_altitude normalization_class = [None, BetweenMinusOneAndOneNormalization, BetweenZeroAndOneNormalization][-1] - study_classes = [CrocusTotalSwe, CrocusDepth, SafranSnowfall, SafranRainfall, SafranTemperature][2:3] + study_classes = [CrocusSweTotal, CrocusDepth, SafranSnowfall, SafranRainfall, SafranTemperature][2:3] for study in study_iterator_global(study_classes, only_first_one=only_first_one, altitudes=altitudes): study_visualizer = StudyVisualizer(study, save_to_file=save_to_file, transformation_class=normalization_class, @@ -219,7 +219,7 @@ def maxima_analysis(): durand_altitude = [2700] altitudes = durand_altitude normalization_class = BetweenZeroAndOneNormalization - study_classes = [CrocusRecentSwe][:] + study_classes = [CrocusSwe3Days][:] for study in study_iterator_global(study_classes, only_first_one=only_first_one, altitudes=altitudes): study_visualizer = StudyVisualizer(study, save_to_file=save_to_file, transformation_class=normalization_class, @@ -249,7 +249,7 @@ def max_graph_annual_maxima_poster(): def altitude_analysis(): - study = CrocusTotalSwe(altitude=900) + study = CrocusSweTotal(altitude=900) all_names = set(study.study_massif_names) for a, names in study.altitude_to_massif_names.items(): print(a, len(names), all_names - set(names)) diff --git a/experiment/paper1_steps/hard extreme evolution - annual maxima/__init__.py b/experiment/paper1_steps/1 - non stationary model choice/__init__.py similarity index 100% rename from experiment/paper1_steps/hard extreme evolution - annual maxima/__init__.py rename to experiment/paper1_steps/1 - non stationary model choice/__init__.py diff --git a/experiment/paper1_steps/hard extreme evolution - annual maxima/main2_choice_to_not_use_starting_years.py b/experiment/paper1_steps/1 - non stationary model choice/main2_choice_to_not_use_starting_years.py similarity index 100% rename from experiment/paper1_steps/hard extreme evolution - annual maxima/main2_choice_to_not_use_starting_years.py rename to experiment/paper1_steps/1 - non stationary model choice/main2_choice_to_not_use_starting_years.py diff --git a/experiment/paper1_steps/hard extreme evolution - annual maxima/main3_non_stationary_strength_evolution.py b/experiment/paper1_steps/1 - non stationary model choice/main3_non_stationary_strength_evolution.py similarity index 100% rename from experiment/paper1_steps/hard extreme evolution - annual maxima/main3_non_stationary_strength_evolution.py rename to experiment/paper1_steps/1 - non stationary model choice/main3_non_stationary_strength_evolution.py diff --git a/experiment/paper1_steps/1 - non stationary model choice/main4_common_starting_years_impact.py b/experiment/paper1_steps/1 - non stationary model choice/main4_common_starting_years_impact.py new file mode 100644 index 00000000..3f08aa4a --- /dev/null +++ b/experiment/paper1_steps/1 - non stationary model choice/main4_common_starting_years_impact.py @@ -0,0 +1,60 @@ +import time + +from experiment.meteo_france_data.scm_models_data.visualization.hypercube_visualization.altitude_year_hypercube_visualizer import \ + Altitude_Hypercube_Year_Visualizer, AltitudeHypercubeVisualizerWithoutTrendType +from experiment.trend_analysis.univariate_test.gev_trend_test_one_parameter import GevScaleTrendTest, \ + GevLocationTrendTest +from experiment.trend_analysis.univariate_test.gev_trend_test_two_parameters import GevLocationAndScaleTrendTest + +""" +Visualize the 0.99 quantile initial value and its evolution +""" +from experiment.paper1_steps.utils import get_full_altitude_visualizer, FULL_ALTITUDES + + +def main_fast_spatial_risk_evolution(): + for altitude in [1800]: + vizualiser = get_full_altitude_visualizer(AltitudeHypercubeVisualizerWithoutTrendType, altitude=altitude, + reduce_strength_array=True, + trend_test_class=GevLocationAndScaleTrendTest, + offset_starting_year=20) + vizualiser.save_to_file = False + res = vizualiser.visualize_year_trend_test(subtitle_specified='CrocusSwe3Days') + print(res) + vizualiser.visualize_massif_trend_test_one_altitude() + vizualiser.reduce_strength_array = True + vizualiser.visualize_massif_trend_test_one_altitude() + + +def main_full_spatial_risk_evolution(): + # Compare the risk with and without taking into account the starting year + for altitude in FULL_ALTITUDES[:]: + for trend_test_class in [GevLocationAndScaleTrendTest]: + # Starting Year=1958 + vizualiser = get_full_altitude_visualizer(Altitude_Hypercube_Year_Visualizer, altitude=altitude, + exact_starting_year=1958, reduce_strength_array=True, + trend_test_class=trend_test_class) + vizualiser.visualize_massif_trend_test_one_altitude() + # Optimal common starting year + vizualiser = get_full_altitude_visualizer(AltitudeHypercubeVisualizerWithoutTrendType, altitude=altitude, + reduce_strength_array=True, + trend_test_class=trend_test_class, + offset_starting_year=20) + res = vizualiser.visualize_year_trend_test(subtitle_specified='CrocusSwe3Days') + best_year = res[0][1] + vizualiser = get_full_altitude_visualizer(Altitude_Hypercube_Year_Visualizer, altitude=altitude, + exact_starting_year=best_year, reduce_strength_array=True, + trend_test_class=trend_test_class) + vizualiser.visualize_massif_trend_test_one_altitude() + + +def main_run(): + main_full_spatial_risk_evolution() + # main_fast_spatial_risk_evolution() + + +if __name__ == '__main__': + start = time.time() + main_run() + duration = time.time() - start + print('Full run took {}s'.format(round(duration, 1))) diff --git a/experiment/paper1_steps/1 - non stationary model choice/main4_individual_starting_years_impact.py b/experiment/paper1_steps/1 - non stationary model choice/main4_individual_starting_years_impact.py new file mode 100644 index 00000000..3c051130 --- /dev/null +++ b/experiment/paper1_steps/1 - non stationary model choice/main4_individual_starting_years_impact.py @@ -0,0 +1,51 @@ +import time + +from experiment.meteo_france_data.scm_models_data.visualization.hypercube_visualization.altitude_year_hypercube_visualizer import \ + Altitude_Hypercube_Year_Visualizer +from experiment.trend_analysis.univariate_test.gev_trend_test_one_parameter import GevScaleTrendTest, \ + GevLocationTrendTest +from experiment.trend_analysis.univariate_test.gev_trend_test_two_parameters import GevLocationAndScaleTrendTest + +""" +Visualize the 0.99 quantile initial value and its evolution +""" +from experiment.paper1_steps.utils import get_full_altitude_visualizer, FULL_ALTITUDES + + +def main_fast_spatial_risk_evolution(): + for altitude in [1800]: + vizualiser = get_full_altitude_visualizer(Altitude_Hypercube_Year_Visualizer, altitude=altitude, + reduce_strength_array=False, + trend_test_class=GevLocationAndScaleTrendTest) + vizualiser.save_to_file = False + vizualiser.visualize_massif_trend_test_one_altitude() + vizualiser.reduce_strength_array = True + vizualiser.visualize_massif_trend_test_one_altitude() + + +def main_full_spatial_risk_evolution(): + # Compare the risk with and without taking into account the starting year + for altitude in FULL_ALTITUDES[:]: + for trend_test_class in [GevLocationAndScaleTrendTest]: + vizualiser = get_full_altitude_visualizer(Altitude_Hypercube_Year_Visualizer, altitude=altitude, + exact_starting_year=1958, reduce_strength_array=True, + trend_test_class=trend_test_class) + vizualiser.visualize_massif_trend_test_one_altitude() + vizualiser = get_full_altitude_visualizer(Altitude_Hypercube_Year_Visualizer, altitude=altitude, + reduce_strength_array=True, + trend_test_class=trend_test_class) + vizualiser.visualize_massif_trend_test_one_altitude() + vizualiser.reduce_strength_array = False + vizualiser.visualize_massif_trend_test_one_altitude() + + +def main_run(): + main_full_spatial_risk_evolution() + # main_fast_spatial_risk_evolution() + + +if __name__ == '__main__': + start = time.time() + main_run() + duration = time.time() - start + print('Full run took {}s'.format(round(duration, 1))) diff --git a/experiment/paper1_steps/utils.py b/experiment/paper1_steps/utils.py index 615a4b9a..3cd69f13 100644 --- a/experiment/paper1_steps/utils.py +++ b/experiment/paper1_steps/utils.py @@ -1,4 +1,4 @@ -from experiment.meteo_france_data.scm_models_data.crocus.crocus import CrocusRecentSwe +from experiment.meteo_france_data.scm_models_data.crocus.crocus import CrocusSwe3Days from experiment.meteo_france_data.scm_models_data.visualization.hypercube_visualization.main_files.main_full_hypercube import \ get_full_parameters from experiment.meteo_france_data.scm_models_data.visualization.hypercube_visualization.utils_hypercube import \ @@ -10,12 +10,13 @@ FULL_ALTITUDES = [900, 1200, 1500, 1800, 2100, 2400, 2700, 3000] def get_full_altitude_visualizer(altitude_hypercube_class, exact_starting_year=None, altitude=900, reduce_strength_array=False, - trend_test_class = GevLocationTrendTest): + trend_test_class = GevLocationTrendTest, + offset_starting_year=10): altitudes, first_starting_year, last_starting_year, nb_data_reduced_for_speed, only_first_one, save_to_file, _ = get_full_parameters( - altitude=altitude) + altitude=altitude, offset_starting_year=offset_starting_year) if exact_starting_year is not None: first_starting_year, last_starting_year = None, None - study_classes = [CrocusRecentSwe] + study_classes = [CrocusSwe3Days] visualizer = load_altitude_visualizer(altitude_hypercube_class, altitudes, last_starting_year, nb_data_reduced_for_speed, only_first_one, save_to_file, study_classes, trend_test_class, first_starting_year=first_starting_year, diff --git a/experiment/paper1_steps/hard extreme evolution - annual maxima/main0_comparison_with_observations.py b/experiment/paper1_steps/validations/__init__.py similarity index 100% rename from experiment/paper1_steps/hard extreme evolution - annual maxima/main0_comparison_with_observations.py rename to experiment/paper1_steps/validations/__init__.py diff --git a/experiment/paper1_steps/validations/main0_comparison_with_observations.py b/experiment/paper1_steps/validations/main0_comparison_with_observations.py new file mode 100644 index 00000000..e69de29b diff --git a/experiment/paper1_steps/hard extreme evolution - annual maxima/main1_good_stationary_gev_fit.py b/experiment/paper1_steps/validations/main1_good_stationary_gev_fit.py similarity index 94% rename from experiment/paper1_steps/hard extreme evolution - annual maxima/main1_good_stationary_gev_fit.py rename to experiment/paper1_steps/validations/main1_good_stationary_gev_fit.py index 935d017c..f7b764b9 100644 --- a/experiment/paper1_steps/hard extreme evolution - annual maxima/main1_good_stationary_gev_fit.py +++ b/experiment/paper1_steps/validations/main1_good_stationary_gev_fit.py @@ -1,4 +1,4 @@ -from experiment.meteo_france_data.scm_models_data.crocus.crocus import CrocusRecentSwe +from experiment.meteo_france_data.scm_models_data.crocus.crocus import CrocusSwe3Days from experiment.meteo_france_data.scm_models_data.visualization.study_visualization.main_study_visualizer import \ study_iterator_global from experiment.meteo_france_data.scm_models_data.visualization.study_visualization.study_visualizer import \ @@ -10,7 +10,7 @@ def maxima_analysis(): only_first_one = False durand_altitude = [900, 1500, 1800, 2100, 2700][2:-2] altitudes = durand_altitude - study_classes = [CrocusRecentSwe][:] + study_classes = [CrocusSwe3Days][:] for study in study_iterator_global(study_classes, only_first_one=only_first_one, altitudes=altitudes): study_visualizer = StudyVisualizer(study, save_to_file=save_to_file, verbose=True, diff --git a/test/test_experiment/test_coordinate_sensitivity.py b/test/test_experiment/test_coordinate_sensitivity.py index 7f8295fe..f6178e13 100644 --- a/test/test_experiment/test_coordinate_sensitivity.py +++ b/test/test_experiment/test_coordinate_sensitivity.py @@ -1,6 +1,6 @@ import unittest -from experiment.meteo_france_data.scm_models_data.crocus.crocus import CrocusTotalSwe +from experiment.meteo_france_data.scm_models_data.crocus.crocus import CrocusSweTotal from experiment.meteo_france_data.scm_models_data.visualization.study_visualization.main_study_visualizer import \ study_iterator_global from experiment.meteo_france_data.scm_models_data.visualization.study_visualization.study_visualizer import \ @@ -20,7 +20,7 @@ class TestCoordinateSensitivity(unittest.TestCase): transformation_classes = [None, BetweenZeroAndOneNormalization, BetweenZeroAndOneNormalizationMinEpsilon, BetweenZeroAndOneNormalizationMaxEpsilon][1:2] - study_classes = [CrocusTotalSwe] + study_classes = [CrocusSweTotal] for study in study_iterator_global(study_classes, altitudes=altitudes, verbose=False): if self.DISPLAY: print(study.altitude) diff --git a/test/test_utils.py b/test/test_utils.py index 567f007c..bc11b408 100644 --- a/test/test_utils.py +++ b/test/test_utils.py @@ -2,7 +2,7 @@ from itertools import product from typing import List from experiment.meteo_france_data.scm_models_data.abstract_study import AbstractStudy -from experiment.meteo_france_data.scm_models_data.crocus.crocus import Crocus, CrocusTotalSwe, CrocusDepth +from experiment.meteo_france_data.scm_models_data.crocus.crocus import Crocus, CrocusSweTotal, 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 @@ -119,7 +119,7 @@ def load_safran_studies(altitudes) -> List[Safran]: def load_crocus_studies(altitudes) -> List[Crocus]: - crocus_classes = [CrocusTotalSwe, CrocusDepth][:] + crocus_classes = [CrocusSweTotal, CrocusDepth][:] return [crocus_class(altitude=altitude) for crocus_class, altitude in product(crocus_classes, altitudes)] -- GitLab