From 3745d411c0112564076a40d2d204be23a9b85e61 Mon Sep 17 00:00:00 2001
From: Le Roux Erwan <erwan.le-roux@irstea.fr>
Date: Wed, 18 Mar 2020 23:13:48 +0100
Subject: [PATCH] [refactor] remove trend analysis folder. create
extreme_trend_test folder
---
.../visualization/main_study_visualizer.py | 2 +-
extreme_trend_test/abstract_gev_trend_test.py | 6 ++-
.../visualizers}/__init__.py | 0
...dy_visualizer_for_non_stationary_trends.py | 25 +++++------
.../study_visualizer_for_shape_repartition.py | 2 +-
.../visualizers/utils.py | 3 +-
.../__init__.py | 0
.../gelman_convergence_test.py | 0
.../main_bayesian_mcmc.py | 0
.../main_gelman_convergence_test.py | 0
.../contrasting_snow_loads/main_result.py | 15 +++----
.../plot_contrasting_trend_curves.py | 4 +-
.../qqplot => checks}/__init__.py | 0
.../mixed_distribution_impact.py | 2 +-
.../shape => checks/qqplot}/__init__.py | 0
.../qqplot/main_qqplot_for_big_shapes.py | 2 +-
.../qqplot/plot_qqplot.py | 2 +-
.../uncertainty_interval_size.py | 4 +-
.../without_maximum/__init__.py | 0
.../main_fit_without_maximum.py | 0
...study_visualizer_for_fit_witout_maximum.py | 2 +-
.../{data => section_data}/__init__.py | 0
.../main_eurocode_plot.py | 0
.../main_example_swe_total_plot.py | 2 +-
.../__init__.py | 0
.../crocus_study_comparison_with_eurocode.py | 0
.../main_comparison_with_eurocode_examples.py | 4 +-
.../main_comparison_with_eurocode_global.py | 4 +-
...in_spatio_temporal_density_wrt_altitude.py | 4 +-
.../__init__.py | 0
.../main_result_trends_and_return_levels.py | 45 +++----------------
.../main_shape_repartition.py | 5 +--
.../plot_diagnosis_risk.py | 2 +-
.../plot_selection_curves.py | 8 ++--
.../plot_trend_curves.py | 4 +-
.../plot_uncertainty_curves.py | 6 +--
.../plot_uncertainty_histogram.py | 6 +--
.../{paper_utils.py => utils.py} | 8 ----
test/test_experiment/test_trend_analysis.py | 2 +-
39 files changed, 58 insertions(+), 111 deletions(-)
rename {projects/exceeding_snow_loads/check_mcmc_convergence_for_return_levels => extreme_trend_test/visualizers}/__init__.py (100%)
rename {projects/exceeding_snow_loads => extreme_trend_test/visualizers}/study_visualizer_for_non_stationary_trends.py (96%)
rename {projects/exceeding_snow_loads/check_mle_convergence_for_trends/shape => extreme_trend_test/visualizers}/study_visualizer_for_shape_repartition.py (92%)
rename projects/exceeding_snow_loads/paper_main_utils.py => extreme_trend_test/visualizers/utils.py (93%)
rename projects/{exceeding_snow_loads/check_mle_convergence_for_trends => contrasting_snow_loads/check_mcmc_convergence_for_return_levels}/__init__.py (100%)
rename projects/{exceeding_snow_loads => contrasting_snow_loads}/check_mcmc_convergence_for_return_levels/gelman_convergence_test.py (100%)
rename projects/{exceeding_snow_loads => contrasting_snow_loads}/check_mcmc_convergence_for_return_levels/main_bayesian_mcmc.py (100%)
rename projects/{exceeding_snow_loads => contrasting_snow_loads}/check_mcmc_convergence_for_return_levels/main_gelman_convergence_test.py (100%)
rename projects/exceeding_snow_loads/{check_mle_convergence_for_trends/qqplot => checks}/__init__.py (100%)
rename projects/exceeding_snow_loads/{check_mle_convergence_for_trends => checks}/mixed_distribution/mixed_distribution_impact.py (98%)
rename projects/exceeding_snow_loads/{check_mle_convergence_for_trends/shape => checks/qqplot}/__init__.py (100%)
rename projects/exceeding_snow_loads/{check_mle_convergence_for_trends => checks}/qqplot/main_qqplot_for_big_shapes.py (97%)
rename projects/exceeding_snow_loads/{check_mle_convergence_for_trends => checks}/qqplot/plot_qqplot.py (99%)
rename projects/exceeding_snow_loads/{check_mle_convergence_for_trends => checks}/uncertainty_interval_size.py (84%)
rename projects/exceeding_snow_loads/{check_mle_convergence_for_trends => checks}/without_maximum/__init__.py (100%)
rename projects/exceeding_snow_loads/{check_mle_convergence_for_trends => checks}/without_maximum/main_fit_without_maximum.py (100%)
rename projects/exceeding_snow_loads/{check_mle_convergence_for_trends => checks}/without_maximum/study_visualizer_for_fit_witout_maximum.py (95%)
rename projects/exceeding_snow_loads/{data => section_data}/__init__.py (100%)
rename projects/exceeding_snow_loads/{data => section_data}/main_eurocode_plot.py (100%)
rename projects/exceeding_snow_loads/{data => section_data}/main_example_swe_total_plot.py (97%)
rename projects/exceeding_snow_loads/{discussion_data_comparison_with_eurocode => section_discussion}/__init__.py (100%)
rename projects/exceeding_snow_loads/{discussion_data_comparison_with_eurocode => section_discussion}/crocus_study_comparison_with_eurocode.py (100%)
rename projects/exceeding_snow_loads/{discussion_data_comparison_with_eurocode => section_discussion}/main_comparison_with_eurocode_examples.py (94%)
rename projects/exceeding_snow_loads/{discussion_data_comparison_with_eurocode => section_discussion}/main_comparison_with_eurocode_global.py (94%)
rename projects/exceeding_snow_loads/{discussion_data_comparison_with_eurocode => section_discussion}/main_spatio_temporal_density_wrt_altitude.py (93%)
rename projects/exceeding_snow_loads/{result_trends_and_return_levels => section_results}/__init__.py (100%)
rename projects/exceeding_snow_loads/{result_trends_and_return_levels => section_results}/main_result_trends_and_return_levels.py (55%)
rename projects/exceeding_snow_loads/{check_mle_convergence_for_trends/shape => section_results}/main_shape_repartition.py (87%)
rename projects/exceeding_snow_loads/{result_trends_and_return_levels => section_results}/plot_diagnosis_risk.py (92%)
rename projects/exceeding_snow_loads/{result_trends_and_return_levels => section_results}/plot_selection_curves.py (94%)
rename projects/exceeding_snow_loads/{result_trends_and_return_levels => section_results}/plot_trend_curves.py (96%)
rename projects/exceeding_snow_loads/{result_trends_and_return_levels => section_results}/plot_uncertainty_curves.py (98%)
rename projects/exceeding_snow_loads/{result_trends_and_return_levels => section_results}/plot_uncertainty_histogram.py (93%)
rename projects/exceeding_snow_loads/{paper_utils.py => utils.py} (88%)
diff --git a/experiment/meteo_france_data/scm_models_data/visualization/main_study_visualizer.py b/experiment/meteo_france_data/scm_models_data/visualization/main_study_visualizer.py
index 079ceeec..0ad748c0 100644
--- a/experiment/meteo_france_data/scm_models_data/visualization/main_study_visualizer.py
+++ b/experiment/meteo_france_data/scm_models_data/visualization/main_study_visualizer.py
@@ -12,7 +12,7 @@ from experiment.meteo_france_data.scm_models_data.safran.safran import SafranSno
SafranTemperature, SafranPrecipitation
from experiment.meteo_france_data.scm_models_data.visualization.study_visualizer import \
StudyVisualizer
-from projects.exceeding_snow_loads.discussion_data_comparison_with_eurocode.crocus_study_comparison_with_eurocode import \
+from projects.exceeding_snow_loads.section_discussion.crocus_study_comparison_with_eurocode import \
CrocusDifferenceSnowLoad, \
CrocusSnowDensityAtMaxofSwe, CrocusDifferenceSnowLoadRescaledAndEurocodeToSeeSynchronization, \
CrocusSnowDepthDifference, CrocusSnowDepthAtMaxofSwe
diff --git a/extreme_trend_test/abstract_gev_trend_test.py b/extreme_trend_test/abstract_gev_trend_test.py
index e77c563e..d1a6fe6d 100644
--- a/extreme_trend_test/abstract_gev_trend_test.py
+++ b/extreme_trend_test/abstract_gev_trend_test.py
@@ -28,13 +28,15 @@ class AbstractGevTrendTest(object):
constrained_model_class=StationaryTemporalModel,
quantile_level=EUROCODE_QUANTILE,
fit_method=TemporalMarginFitMethod.extremes_fevd_mle):
- super().__init__(years, maxima, starting_year)
+ self.years = years
+ self.maxima = maxima
+ self.starting_year = starting_year
self.unconstrained_model_class = unconstrained_model_class
self.constrained_model_class = constrained_model_class
self.quantile_level = quantile_level
self.fit_method = fit_method
# Load observations, coordinates and datasets
- self.coordinates, self.dataset = load_temporal_coordinates_and_dataset(maxima, years)
+ self.coordinates, self.dataset = load_temporal_coordinates_and_dataset(self.maxima, self.years)
# By default crashed boolean is False
self.crashed = False
try:
diff --git a/projects/exceeding_snow_loads/check_mcmc_convergence_for_return_levels/__init__.py b/extreme_trend_test/visualizers/__init__.py
similarity index 100%
rename from projects/exceeding_snow_loads/check_mcmc_convergence_for_return_levels/__init__.py
rename to extreme_trend_test/visualizers/__init__.py
diff --git a/projects/exceeding_snow_loads/study_visualizer_for_non_stationary_trends.py b/extreme_trend_test/visualizers/study_visualizer_for_non_stationary_trends.py
similarity index 96%
rename from projects/exceeding_snow_loads/study_visualizer_for_non_stationary_trends.py
rename to extreme_trend_test/visualizers/study_visualizer_for_non_stationary_trends.py
index 8b2109f4..bbcc4d5d 100644
--- a/projects/exceeding_snow_loads/study_visualizer_for_non_stationary_trends.py
+++ b/extreme_trend_test/visualizers/study_visualizer_for_non_stationary_trends.py
@@ -1,4 +1,5 @@
from collections import OrderedDict, Counter
+from enum import Enum
from multiprocessing.pool import Pool
from typing import Dict, List, Tuple
@@ -15,9 +16,7 @@ from experiment.meteo_france_data.scm_models_data.abstract_extended_study import
from experiment.meteo_france_data.scm_models_data.abstract_study import AbstractStudy
from experiment.meteo_france_data.scm_models_data.visualization.study_visualizer import \
StudyVisualizer
-from projects.exceeding_snow_loads.check_mcmc_convergence_for_return_levels.gelman_convergence_test import \
- compute_gelman_convergence_value
-from projects.exceeding_snow_loads.paper_utils import ModelSubsetForUncertainty, NON_STATIONARY_TREND_TEST_PAPER
+from projects.exceeding_snow_loads.utils import NON_STATIONARY_TREND_TEST_PAPER
from extreme_trend_test.abstract_gev_trend_test import AbstractGevTrendTest
from extreme_trend_test.trend_test_one_parameter.gumbel_trend_test_one_parameter import \
GumbelLocationTrendTest, GevStationaryVersusGumbel, GumbelScaleTrendTest, GumbelVersusGumbel
@@ -34,6 +33,14 @@ from extreme_fit.model.result_from_model_fit.result_from_extremes.eurocode_retur
from root_utils import NB_CORES
+class ModelSubsetForUncertainty(Enum):
+ stationary_gumbel = 0
+ stationary_gumbel_and_gev = 1
+ non_stationary_gumbel = 2
+ non_stationary_gumbel_and_gev = 3
+ stationary_gev = 4
+
+
class StudyVisualizerForNonStationaryTrends(StudyVisualizer):
def __init__(self, study: AbstractStudy, show=True, save_to_file=False, only_one_graph=False, only_first_row=False,
@@ -368,17 +375,6 @@ class StudyVisualizerForNonStationaryTrends(StudyVisualizer):
def model_name_to_uncertainty_method_to_ratio_above_eurocode(self):
assert self.uncertainty_massif_names == self.study.study_massif_names
- # Some checks with Gelman convergence diagnosis
-
- def massif_name_to_gelman_convergence_value(self, mcmc_iterations, model_class, nb_chains):
- arguments = [(self.massif_name_to_years_and_maxima_for_model_fitting[m], mcmc_iterations, model_class, nb_chains)
- for m in self.uncertainty_massif_names]
- if self.multiprocessing:
- with Pool(NB_CORES) as p:
- res = p.starmap(compute_gelman_convergence_value, arguments)
- else:
- res = [compute_gelman_convergence_value(*argument) for argument in arguments]
- return dict(zip(self.uncertainty_massif_names, res))
# Some values for the histogram
@@ -505,3 +501,4 @@ class StudyVisualizerForNonStationaryTrends(StudyVisualizer):
psnow_before, psnow_after = [np.count_nonzero(s) / len(s) for s in [maxima_before, maxima_after]]
return 100 * (psnow_after - psnow_before) / psnow_before
return {m: compute_relative_change_in_psnow(self.massif_name_to_years_and_maxima[m][1]) for m in self.massifs_names_with_year_without_snow}
+
diff --git a/projects/exceeding_snow_loads/check_mle_convergence_for_trends/shape/study_visualizer_for_shape_repartition.py b/extreme_trend_test/visualizers/study_visualizer_for_shape_repartition.py
similarity index 92%
rename from projects/exceeding_snow_loads/check_mle_convergence_for_trends/shape/study_visualizer_for_shape_repartition.py
rename to extreme_trend_test/visualizers/study_visualizer_for_shape_repartition.py
index c4f0ace3..db6e3f3a 100644
--- a/projects/exceeding_snow_loads/check_mle_convergence_for_trends/shape/study_visualizer_for_shape_repartition.py
+++ b/extreme_trend_test/visualizers/study_visualizer_for_shape_repartition.py
@@ -3,7 +3,7 @@ from cached_property import cached_property
from experiment.meteo_france_data.scm_models_data.visualization.create_shifted_cmap import get_shifted_map
from experiment.meteo_france_data.scm_models_data.abstract_study import AbstractStudy
-from projects.exceeding_snow_loads.study_visualizer_for_non_stationary_trends import \
+from extreme_trend_test.visualizers.study_visualizer_for_non_stationary_trends import \
StudyVisualizerForNonStationaryTrends
diff --git a/projects/exceeding_snow_loads/paper_main_utils.py b/extreme_trend_test/visualizers/utils.py
similarity index 93%
rename from projects/exceeding_snow_loads/paper_main_utils.py
rename to extreme_trend_test/visualizers/utils.py
index 3bdc0c39..575c1424 100644
--- a/projects/exceeding_snow_loads/paper_main_utils.py
+++ b/extreme_trend_test/visualizers/utils.py
@@ -2,10 +2,9 @@ from collections import OrderedDict
from extreme_fit.model.margin_model.linear_margin_model.abstract_temporal_linear_margin_model import \
TemporalMarginFitMethod
-from projects.exceeding_snow_loads.study_visualizer_for_non_stationary_trends import \
+from extreme_trend_test.visualizers.study_visualizer_for_non_stationary_trends import \
StudyVisualizerForNonStationaryTrends
-
def load_altitude_to_visualizer(altitudes, massif_names, model_subsets_for_uncertainty, study_class,
uncertainty_methods,
study_visualizer_class=StudyVisualizerForNonStationaryTrends,
diff --git a/projects/exceeding_snow_loads/check_mle_convergence_for_trends/__init__.py b/projects/contrasting_snow_loads/check_mcmc_convergence_for_return_levels/__init__.py
similarity index 100%
rename from projects/exceeding_snow_loads/check_mle_convergence_for_trends/__init__.py
rename to projects/contrasting_snow_loads/check_mcmc_convergence_for_return_levels/__init__.py
diff --git a/projects/exceeding_snow_loads/check_mcmc_convergence_for_return_levels/gelman_convergence_test.py b/projects/contrasting_snow_loads/check_mcmc_convergence_for_return_levels/gelman_convergence_test.py
similarity index 100%
rename from projects/exceeding_snow_loads/check_mcmc_convergence_for_return_levels/gelman_convergence_test.py
rename to projects/contrasting_snow_loads/check_mcmc_convergence_for_return_levels/gelman_convergence_test.py
diff --git a/projects/exceeding_snow_loads/check_mcmc_convergence_for_return_levels/main_bayesian_mcmc.py b/projects/contrasting_snow_loads/check_mcmc_convergence_for_return_levels/main_bayesian_mcmc.py
similarity index 100%
rename from projects/exceeding_snow_loads/check_mcmc_convergence_for_return_levels/main_bayesian_mcmc.py
rename to projects/contrasting_snow_loads/check_mcmc_convergence_for_return_levels/main_bayesian_mcmc.py
diff --git a/projects/exceeding_snow_loads/check_mcmc_convergence_for_return_levels/main_gelman_convergence_test.py b/projects/contrasting_snow_loads/check_mcmc_convergence_for_return_levels/main_gelman_convergence_test.py
similarity index 100%
rename from projects/exceeding_snow_loads/check_mcmc_convergence_for_return_levels/main_gelman_convergence_test.py
rename to projects/contrasting_snow_loads/check_mcmc_convergence_for_return_levels/main_gelman_convergence_test.py
diff --git a/projects/contrasting_snow_loads/main_result.py b/projects/contrasting_snow_loads/main_result.py
index 61a9a827..1a810958 100644
--- a/projects/contrasting_snow_loads/main_result.py
+++ b/projects/contrasting_snow_loads/main_result.py
@@ -1,6 +1,9 @@
from multiprocessing.pool import Pool
import matplotlib as mpl
+
+from extreme_trend_test.visualizers.utils import load_altitude_to_visualizer
+
mpl.use('Agg')
mpl.rcParams['text.usetex'] = True
mpl.rcParams['text.latex.preamble'] = [r'\usepackage{amsmath}']
@@ -11,21 +14,13 @@ from experiment.meteo_france_data.scm_models_data.safran.safran import SafranPre
SafranSnowfall5Days, SafranSnowfall3Days, SafranSnowfall7Days, SafranRainfall1Day, SafranRainfall3Days, \
SafranRainfall5Days, SafranRainfall7Days
-from experiment.meteo_france_data.scm_models_data.crocus.crocus import CrocusSnowLoadTotal, CrocusSnowLoad3Days, \
+from experiment.meteo_france_data.scm_models_data.crocus.crocus import CrocusSnowLoad3Days, \
CrocusSnowLoad5Days, CrocusSnowLoad7Days, CrocusSnowLoad1Day
from extreme_fit.model.result_from_model_fit.result_from_extremes.confidence_interval_method import \
ConfidenceIntervalMethodFromExtremes
from projects.contrasting_snow_loads.plot_contrasting_trend_curves import plot_contrasting_trend_curves
-from projects.exceeding_snow_loads.paper_main_utils import load_altitude_to_visualizer
-from projects.exceeding_snow_loads.paper_utils import paper_study_classes, paper_altitudes
-from projects.exceeding_snow_loads.result_trends_and_return_levels.main_result_trends_and_return_levels import \
+from projects.exceeding_snow_loads.section_results.main_result_trends_and_return_levels import \
compute_minimized_aic
-from projects.exceeding_snow_loads.result_trends_and_return_levels.plot_selection_curves import plot_selection_curves
-from projects.exceeding_snow_loads.result_trends_and_return_levels.plot_trend_curves import plot_trend_curves, \
- plot_trend_map
-from projects.exceeding_snow_loads.result_trends_and_return_levels.plot_uncertainty_curves import plot_uncertainty_massifs
-from projects.exceeding_snow_loads.result_trends_and_return_levels.plot_uncertainty_histogram import \
- plot_uncertainty_histogram
from root_utils import NB_CORES
diff --git a/projects/contrasting_snow_loads/plot_contrasting_trend_curves.py b/projects/contrasting_snow_loads/plot_contrasting_trend_curves.py
index 09790199..5e06210f 100644
--- a/projects/contrasting_snow_loads/plot_contrasting_trend_curves.py
+++ b/projects/contrasting_snow_loads/plot_contrasting_trend_curves.py
@@ -3,8 +3,8 @@ import matplotlib.pyplot as plt
from experiment.meteo_france_data.scm_models_data.abstract_extended_study import AbstractExtendedStudy
from experiment.meteo_france_data.scm_models_data.visualization.utils import create_adjusted_axes
-from projects.exceeding_snow_loads.paper_utils import dpi_paper1_figure
-from projects.exceeding_snow_loads.study_visualizer_for_non_stationary_trends import \
+from projects.exceeding_snow_loads.utils import dpi_paper1_figure
+from extreme_trend_test.visualizers.study_visualizer_for_non_stationary_trends import \
StudyVisualizerForNonStationaryTrends
diff --git a/projects/exceeding_snow_loads/check_mle_convergence_for_trends/qqplot/__init__.py b/projects/exceeding_snow_loads/checks/__init__.py
similarity index 100%
rename from projects/exceeding_snow_loads/check_mle_convergence_for_trends/qqplot/__init__.py
rename to projects/exceeding_snow_loads/checks/__init__.py
diff --git a/projects/exceeding_snow_loads/check_mle_convergence_for_trends/mixed_distribution/mixed_distribution_impact.py b/projects/exceeding_snow_loads/checks/mixed_distribution/mixed_distribution_impact.py
similarity index 98%
rename from projects/exceeding_snow_loads/check_mle_convergence_for_trends/mixed_distribution/mixed_distribution_impact.py
rename to projects/exceeding_snow_loads/checks/mixed_distribution/mixed_distribution_impact.py
index 3f4927b6..485e72aa 100644
--- a/projects/exceeding_snow_loads/check_mle_convergence_for_trends/mixed_distribution/mixed_distribution_impact.py
+++ b/projects/exceeding_snow_loads/checks/mixed_distribution/mixed_distribution_impact.py
@@ -1,7 +1,7 @@
import pandas as pd
from experiment.meteo_france_data.scm_models_data.crocus.crocus import CrocusSnowLoadTotal
-from projects.exceeding_snow_loads.study_visualizer_for_non_stationary_trends import StudyVisualizerForNonStationaryTrends
+from extreme_trend_test.visualizers.study_visualizer_for_non_stationary_trends import StudyVisualizerForNonStationaryTrends
def mix_dsitrbution_impact():
diff --git a/projects/exceeding_snow_loads/check_mle_convergence_for_trends/shape/__init__.py b/projects/exceeding_snow_loads/checks/qqplot/__init__.py
similarity index 100%
rename from projects/exceeding_snow_loads/check_mle_convergence_for_trends/shape/__init__.py
rename to projects/exceeding_snow_loads/checks/qqplot/__init__.py
diff --git a/projects/exceeding_snow_loads/check_mle_convergence_for_trends/qqplot/main_qqplot_for_big_shapes.py b/projects/exceeding_snow_loads/checks/qqplot/main_qqplot_for_big_shapes.py
similarity index 97%
rename from projects/exceeding_snow_loads/check_mle_convergence_for_trends/qqplot/main_qqplot_for_big_shapes.py
rename to projects/exceeding_snow_loads/checks/qqplot/main_qqplot_for_big_shapes.py
index de2dbae6..0c9c44e9 100644
--- a/projects/exceeding_snow_loads/check_mle_convergence_for_trends/qqplot/main_qqplot_for_big_shapes.py
+++ b/projects/exceeding_snow_loads/checks/qqplot/main_qqplot_for_big_shapes.py
@@ -3,7 +3,7 @@ import matplotlib.pyplot as plt
from experiment.meteo_france_data.scm_models_data.crocus.crocus import CrocusSnowLoadTotal
from experiment.meteo_france_data.scm_models_data.visualization.main_study_visualizer import \
ALL_ALTITUDES_WITHOUT_NAN
-from projects.exceeding_snow_loads.study_visualizer_for_non_stationary_trends import \
+from extreme_trend_test.visualizers.study_visualizer_for_non_stationary_trends import \
StudyVisualizerForNonStationaryTrends
diff --git a/projects/exceeding_snow_loads/check_mle_convergence_for_trends/qqplot/plot_qqplot.py b/projects/exceeding_snow_loads/checks/qqplot/plot_qqplot.py
similarity index 99%
rename from projects/exceeding_snow_loads/check_mle_convergence_for_trends/qqplot/plot_qqplot.py
rename to projects/exceeding_snow_loads/checks/qqplot/plot_qqplot.py
index 8dc0206f..6c215564 100644
--- a/projects/exceeding_snow_loads/check_mle_convergence_for_trends/qqplot/plot_qqplot.py
+++ b/projects/exceeding_snow_loads/checks/qqplot/plot_qqplot.py
@@ -12,7 +12,7 @@ from extreme_fit.model.margin_model.linear_margin_model.abstract_temporal_linear
from extreme_fit.model.result_from_model_fit.result_from_extremes.abstract_extract_eurocode_return_level import \
AbstractExtractEurocodeReturnLevel
from projects.exceeding_snow_loads.data.main_example_swe_total_plot import tuples_for_examples_paper1
-from projects.exceeding_snow_loads.study_visualizer_for_non_stationary_trends import \
+from extreme_trend_test.visualizers.study_visualizer_for_non_stationary_trends import \
StudyVisualizerForNonStationaryTrends
from extreme_fit.distribution.gev.gev_params import GevParams
diff --git a/projects/exceeding_snow_loads/check_mle_convergence_for_trends/uncertainty_interval_size.py b/projects/exceeding_snow_loads/checks/uncertainty_interval_size.py
similarity index 84%
rename from projects/exceeding_snow_loads/check_mle_convergence_for_trends/uncertainty_interval_size.py
rename to projects/exceeding_snow_loads/checks/uncertainty_interval_size.py
index 5d73a753..2be62ddc 100644
--- a/projects/exceeding_snow_loads/check_mle_convergence_for_trends/uncertainty_interval_size.py
+++ b/projects/exceeding_snow_loads/checks/uncertainty_interval_size.py
@@ -3,8 +3,8 @@ from typing import Dict
import pandas as pd
from experiment.eurocode_data.utils import EUROCODE_ALTITUDES
-from projects.exceeding_snow_loads.paper_utils import ModelSubsetForUncertainty
-from projects.exceeding_snow_loads.study_visualizer_for_non_stationary_trends import StudyVisualizerForNonStationaryTrends
+from extreme_trend_test.visualizers.study_visualizer_for_non_stationary_trends import \
+ StudyVisualizerForNonStationaryTrends, ModelSubsetForUncertainty
def uncertainty_interval_size(altitude_to_visualizer: Dict[int, StudyVisualizerForNonStationaryTrends]):
diff --git a/projects/exceeding_snow_loads/check_mle_convergence_for_trends/without_maximum/__init__.py b/projects/exceeding_snow_loads/checks/without_maximum/__init__.py
similarity index 100%
rename from projects/exceeding_snow_loads/check_mle_convergence_for_trends/without_maximum/__init__.py
rename to projects/exceeding_snow_loads/checks/without_maximum/__init__.py
diff --git a/projects/exceeding_snow_loads/check_mle_convergence_for_trends/without_maximum/main_fit_without_maximum.py b/projects/exceeding_snow_loads/checks/without_maximum/main_fit_without_maximum.py
similarity index 100%
rename from projects/exceeding_snow_loads/check_mle_convergence_for_trends/without_maximum/main_fit_without_maximum.py
rename to projects/exceeding_snow_loads/checks/without_maximum/main_fit_without_maximum.py
diff --git a/projects/exceeding_snow_loads/check_mle_convergence_for_trends/without_maximum/study_visualizer_for_fit_witout_maximum.py b/projects/exceeding_snow_loads/checks/without_maximum/study_visualizer_for_fit_witout_maximum.py
similarity index 95%
rename from projects/exceeding_snow_loads/check_mle_convergence_for_trends/without_maximum/study_visualizer_for_fit_witout_maximum.py
rename to projects/exceeding_snow_loads/checks/without_maximum/study_visualizer_for_fit_witout_maximum.py
index 111d50eb..633ceaeb 100644
--- a/projects/exceeding_snow_loads/check_mle_convergence_for_trends/without_maximum/study_visualizer_for_fit_witout_maximum.py
+++ b/projects/exceeding_snow_loads/checks/without_maximum/study_visualizer_for_fit_witout_maximum.py
@@ -4,7 +4,7 @@ import numpy as np
from cached_property import cached_property
from experiment.meteo_france_data.scm_models_data.abstract_study import AbstractStudy
-from projects.exceeding_snow_loads.study_visualizer_for_non_stationary_trends import \
+from extreme_trend_test.visualizers.study_visualizer_for_non_stationary_trends import \
StudyVisualizerForNonStationaryTrends
diff --git a/projects/exceeding_snow_loads/data/__init__.py b/projects/exceeding_snow_loads/section_data/__init__.py
similarity index 100%
rename from projects/exceeding_snow_loads/data/__init__.py
rename to projects/exceeding_snow_loads/section_data/__init__.py
diff --git a/projects/exceeding_snow_loads/data/main_eurocode_plot.py b/projects/exceeding_snow_loads/section_data/main_eurocode_plot.py
similarity index 100%
rename from projects/exceeding_snow_loads/data/main_eurocode_plot.py
rename to projects/exceeding_snow_loads/section_data/main_eurocode_plot.py
diff --git a/projects/exceeding_snow_loads/data/main_example_swe_total_plot.py b/projects/exceeding_snow_loads/section_data/main_example_swe_total_plot.py
similarity index 97%
rename from projects/exceeding_snow_loads/data/main_example_swe_total_plot.py
rename to projects/exceeding_snow_loads/section_data/main_example_swe_total_plot.py
index 94f8aee6..ed5fc29b 100644
--- a/projects/exceeding_snow_loads/data/main_example_swe_total_plot.py
+++ b/projects/exceeding_snow_loads/section_data/main_example_swe_total_plot.py
@@ -5,7 +5,7 @@ from experiment.meteo_france_data.scm_models_data.visualization.main_study_visua
study_iterator_global, SCM_STUDY_CLASS_TO_ABBREVIATION
from experiment.meteo_france_data.scm_models_data.visualization.study_visualizer import \
StudyVisualizer
-from projects.exceeding_snow_loads.paper_utils import dpi_paper1_figure
+from projects.exceeding_snow_loads.utils import dpi_paper1_figure
def tuples_for_examples_paper1(examples_for_the_paper=True):
diff --git a/projects/exceeding_snow_loads/discussion_data_comparison_with_eurocode/__init__.py b/projects/exceeding_snow_loads/section_discussion/__init__.py
similarity index 100%
rename from projects/exceeding_snow_loads/discussion_data_comparison_with_eurocode/__init__.py
rename to projects/exceeding_snow_loads/section_discussion/__init__.py
diff --git a/projects/exceeding_snow_loads/discussion_data_comparison_with_eurocode/crocus_study_comparison_with_eurocode.py b/projects/exceeding_snow_loads/section_discussion/crocus_study_comparison_with_eurocode.py
similarity index 100%
rename from projects/exceeding_snow_loads/discussion_data_comparison_with_eurocode/crocus_study_comparison_with_eurocode.py
rename to projects/exceeding_snow_loads/section_discussion/crocus_study_comparison_with_eurocode.py
diff --git a/projects/exceeding_snow_loads/discussion_data_comparison_with_eurocode/main_comparison_with_eurocode_examples.py b/projects/exceeding_snow_loads/section_discussion/main_comparison_with_eurocode_examples.py
similarity index 94%
rename from projects/exceeding_snow_loads/discussion_data_comparison_with_eurocode/main_comparison_with_eurocode_examples.py
rename to projects/exceeding_snow_loads/section_discussion/main_comparison_with_eurocode_examples.py
index 0abf3517..0adf4b01 100644
--- a/projects/exceeding_snow_loads/discussion_data_comparison_with_eurocode/main_comparison_with_eurocode_examples.py
+++ b/projects/exceeding_snow_loads/section_discussion/main_comparison_with_eurocode_examples.py
@@ -7,10 +7,10 @@ from experiment.meteo_france_data.scm_models_data.visualization.study_visualizer
StudyVisualizer
import matplotlib.pyplot as plt
-from projects.exceeding_snow_loads.discussion_data_comparison_with_eurocode.crocus_study_comparison_with_eurocode import \
+from projects.exceeding_snow_loads.section_discussion.crocus_study_comparison_with_eurocode import \
CrocusDifferenceSnowLoad, \
CrocusSnowDensityAtMaxofSwe, CrocusSnowDepthDifference
-from projects.exceeding_snow_loads.paper_utils import dpi_paper1_figure
+from projects.exceeding_snow_loads.utils import dpi_paper1_figure
def max_graph_annual_maxima_comparison():
diff --git a/projects/exceeding_snow_loads/discussion_data_comparison_with_eurocode/main_comparison_with_eurocode_global.py b/projects/exceeding_snow_loads/section_discussion/main_comparison_with_eurocode_global.py
similarity index 94%
rename from projects/exceeding_snow_loads/discussion_data_comparison_with_eurocode/main_comparison_with_eurocode_global.py
rename to projects/exceeding_snow_loads/section_discussion/main_comparison_with_eurocode_global.py
index 07069c5f..454cadcb 100644
--- a/projects/exceeding_snow_loads/discussion_data_comparison_with_eurocode/main_comparison_with_eurocode_global.py
+++ b/projects/exceeding_snow_loads/section_discussion/main_comparison_with_eurocode_global.py
@@ -4,10 +4,10 @@ from experiment.meteo_france_data.scm_models_data.visualization.study_visualizer
StudyVisualizer
import matplotlib.pyplot as plt
-from experiment.exceeding_snow_loads.discussion_data_comparison_with_eurocode.crocus_study_comparison_with_eurocode import \
+from projects.exceeding_snow_loads.section_discussion.crocus_study_comparison_with_eurocode import \
CrocusDifferenceSnowLoad, \
CrocusSnowDensityAtMaxofSwe, CrocusSnowDepthDifference
-from experiment.exceeding_snow_loads.paper_utils import dpi_paper1_figure
+from projects.exceeding_snow_loads.utils import dpi_paper1_figure
def max_graph_annual_maxima_comparison():
diff --git a/projects/exceeding_snow_loads/discussion_data_comparison_with_eurocode/main_spatio_temporal_density_wrt_altitude.py b/projects/exceeding_snow_loads/section_discussion/main_spatio_temporal_density_wrt_altitude.py
similarity index 93%
rename from projects/exceeding_snow_loads/discussion_data_comparison_with_eurocode/main_spatio_temporal_density_wrt_altitude.py
rename to projects/exceeding_snow_loads/section_discussion/main_spatio_temporal_density_wrt_altitude.py
index 96c796f2..4e6ce1fc 100644
--- a/projects/exceeding_snow_loads/discussion_data_comparison_with_eurocode/main_spatio_temporal_density_wrt_altitude.py
+++ b/projects/exceeding_snow_loads/section_discussion/main_spatio_temporal_density_wrt_altitude.py
@@ -4,9 +4,9 @@ from experiment.meteo_france_data.scm_models_data.visualization.study_visualizer
StudyVisualizer
import matplotlib.pyplot as plt
-from experiment.exceeding_snow_loads.discussion_data_comparison_with_eurocode.crocus_study_comparison_with_eurocode import \
+from projects.exceeding_snow_loads.section_discussion.crocus_study_comparison_with_eurocode import \
CrocusSnowDensityAtMaxofSwe
-from experiment.exceeding_snow_loads.paper_utils import dpi_paper1_figure
+from projects.exceeding_snow_loads.utils import dpi_paper1_figure
def density_wrt_altitude():
diff --git a/projects/exceeding_snow_loads/result_trends_and_return_levels/__init__.py b/projects/exceeding_snow_loads/section_results/__init__.py
similarity index 100%
rename from projects/exceeding_snow_loads/result_trends_and_return_levels/__init__.py
rename to projects/exceeding_snow_loads/section_results/__init__.py
diff --git a/projects/exceeding_snow_loads/result_trends_and_return_levels/main_result_trends_and_return_levels.py b/projects/exceeding_snow_loads/section_results/main_result_trends_and_return_levels.py
similarity index 55%
rename from projects/exceeding_snow_loads/result_trends_and_return_levels/main_result_trends_and_return_levels.py
rename to projects/exceeding_snow_loads/section_results/main_result_trends_and_return_levels.py
index c1ca9ea7..edffbfd8 100644
--- a/projects/exceeding_snow_loads/result_trends_and_return_levels/main_result_trends_and_return_levels.py
+++ b/projects/exceeding_snow_loads/section_results/main_result_trends_and_return_levels.py
@@ -2,20 +2,11 @@ from multiprocessing.pool import Pool
import matplotlib as mpl
-from experiment.meteo_france_data.scm_models_data.crocus.crocus import CrocusSnowLoadTotal, CrocusSnowLoad3Days, \
- CrocusSnowLoad5Days, CrocusSnowLoad7Days
-from projects.exceeding_snow_loads.check_mle_convergence_for_trends.uncertainty_interval_size import \
- uncertainty_interval_size
-from projects.exceeding_snow_loads.paper_main_utils import load_altitude_to_visualizer
-from projects.exceeding_snow_loads.paper_utils import paper_study_classes, paper_altitudes
-from projects.exceeding_snow_loads.result_trends_and_return_levels.plot_diagnosis_risk import plot_diagnosis_risk
-from projects.exceeding_snow_loads.result_trends_and_return_levels.plot_selection_curves import plot_selection_curves
-from projects.exceeding_snow_loads.result_trends_and_return_levels.plot_trend_curves import plot_trend_curves, \
- plot_trend_map
-from projects.exceeding_snow_loads.result_trends_and_return_levels.plot_uncertainty_curves import plot_uncertainty_massifs
-from projects.exceeding_snow_loads.result_trends_and_return_levels.plot_uncertainty_histogram import \
- plot_uncertainty_histogram
-from projects.exceeding_snow_loads.study_visualizer_for_non_stationary_trends import \
+from experiment.meteo_france_data.scm_models_data.crocus.crocus import CrocusSnowLoadTotal
+from extreme_trend_test.visualizers.utils import load_altitude_to_visualizer
+from projects.exceeding_snow_loads.utils import paper_study_classes, paper_altitudes
+from projects.exceeding_snow_loads.section_results.plot_uncertainty_curves import plot_uncertainty_massifs
+from extreme_trend_test.visualizers.study_visualizer_for_non_stationary_trends import \
StudyVisualizerForNonStationaryTrends
from extreme_fit.model.result_from_model_fit.result_from_extremes.confidence_interval_method import \
ConfidenceIntervalMethodFromExtremes
@@ -99,29 +90,3 @@ if __name__ == '__main__':
# uncertainty_methods=[ConfidenceIntervalMethodFromExtremes.my_bayes,
# ConfidenceIntervalMethodFromExtremes.ci_mle][1:],
# multiprocessing=True)
- # intermediate_result(altitudes=[900, 1200], massif_names=['Maurienne'],
- # uncertainty_methods=[ConfidenceIntervalMethodFromExtremes.my_bayes,
- # ConfidenceIntervalMethodFromExtremes.ci_mle][1:],
- # non_stationary_uncertainty=[False, True][:],
- # multiprocessing=True)
- # intermediate_result(altitudes=[900, 1200], massif_names=None)
- # intermediate_result(ALL_ALTITUDES_WITHOUT_NAN)
- # intermediate_result(paper_altitudes)
- # minor_result(altitude=900)
- # intermediate_result(altitudes=[1500, 1800], massif_names=['Chartreuse'],
- # uncertainty_methods=[ConfidenceIntervalMethodFromExtremes.ci_mle,
- # ConfidenceIntervalMethodFromExtremes.ci_bayes],
- # non_stationary_uncertainty=[True])
- # intermediate_result(altitudes=[1500, 1800], massif_names=None,
- # uncertainty_methods=[ConfidenceIntervalMethodFromExtremes.ci_mle],
- # non_stationary_uncertainty=[False])
- # intermediate_result(altitudes=[300, 600, 900, 1200, 1500, 1800], massif_names=None,
- # uncertainty_methods=[ConfidenceIntervalMethodFromExtremes.ci_mle],
- # non_stationary_uncertainty=[False])
- # intermediate_result(altitudes=[300, 600, 900, 1200, 1500, 1800, 2100, 2400, 2700], massif_names=None,
- # uncertainty_methods=[ConfidenceIntervalMethodFromExtremes.ci_mle,
- # ConfidenceIntervalMethodFromExtremes.ci_bayes],
- # non_stationary_uncertainty=[False, True])
- # intermediate_result(altitudes=[300, 600, 900], massif_names=None,
- # uncertainty_methods=[ConfidenceIntervalMethodFromExtremes.ci_mle],
- # non_stationary_uncertainty=[False, True])
diff --git a/projects/exceeding_snow_loads/check_mle_convergence_for_trends/shape/main_shape_repartition.py b/projects/exceeding_snow_loads/section_results/main_shape_repartition.py
similarity index 87%
rename from projects/exceeding_snow_loads/check_mle_convergence_for_trends/shape/main_shape_repartition.py
rename to projects/exceeding_snow_loads/section_results/main_shape_repartition.py
index 90c2cb7c..0582eb32 100644
--- a/projects/exceeding_snow_loads/check_mle_convergence_for_trends/shape/main_shape_repartition.py
+++ b/projects/exceeding_snow_loads/section_results/main_shape_repartition.py
@@ -1,8 +1,7 @@
from experiment.meteo_france_data.scm_models_data.crocus.crocus import CrocusSnowLoadTotal
-from projects.exceeding_snow_loads.check_mle_convergence_for_trends.shape.study_visualizer_for_shape_repartition import \
+from extreme_trend_test.visualizers.study_visualizer_for_shape_repartition import \
StudyVisualizerForShape
-from projects.exceeding_snow_loads.paper_main_utils import load_altitude_to_visualizer
-from projects.exceeding_snow_loads.paper_utils import paper_altitudes
+from extreme_trend_test.visualizers.utils import load_altitude_to_visualizer
def main_shape_repartition(altitudes, massif_names=None,
diff --git a/projects/exceeding_snow_loads/result_trends_and_return_levels/plot_diagnosis_risk.py b/projects/exceeding_snow_loads/section_results/plot_diagnosis_risk.py
similarity index 92%
rename from projects/exceeding_snow_loads/result_trends_and_return_levels/plot_diagnosis_risk.py
rename to projects/exceeding_snow_loads/section_results/plot_diagnosis_risk.py
index ade84a5f..daf93d71 100644
--- a/projects/exceeding_snow_loads/result_trends_and_return_levels/plot_diagnosis_risk.py
+++ b/projects/exceeding_snow_loads/section_results/plot_diagnosis_risk.py
@@ -1,8 +1,8 @@
import matplotlib.pyplot as plt
-from projects.exceeding_snow_loads.paper_utils import ModelSubsetForUncertainty, dpi_paper1_figure
from extreme_fit.model.result_from_model_fit.result_from_extremes.confidence_interval_method import \
ConfidenceIntervalMethodFromExtremes
+from extreme_trend_test.visualizers.study_visualizer_for_non_stationary_trends import ModelSubsetForUncertainty
def plot_diagnosis_risk(altitude_to_visualizer):
diff --git a/projects/exceeding_snow_loads/result_trends_and_return_levels/plot_selection_curves.py b/projects/exceeding_snow_loads/section_results/plot_selection_curves.py
similarity index 94%
rename from projects/exceeding_snow_loads/result_trends_and_return_levels/plot_selection_curves.py
rename to projects/exceeding_snow_loads/section_results/plot_selection_curves.py
index 0a47f45e..6f1f45cc 100644
--- a/projects/exceeding_snow_loads/result_trends_and_return_levels/plot_selection_curves.py
+++ b/projects/exceeding_snow_loads/section_results/plot_selection_curves.py
@@ -1,12 +1,10 @@
from typing import Dict
-from collections import Counter
import matplotlib.pyplot as plt
-from experiment.meteo_france_data.scm_models_data.abstract_extended_study import AbstractExtendedStudy
from experiment.meteo_france_data.scm_models_data.visualization.utils import create_adjusted_axes
-from projects.exceeding_snow_loads.paper_utils import dpi_paper1_figure
-from projects.exceeding_snow_loads.study_visualizer_for_non_stationary_trends import StudyVisualizerForNonStationaryTrends
-from itertools import chain
+from projects.exceeding_snow_loads.utils import dpi_paper1_figure
+from extreme_trend_test.visualizers.study_visualizer_for_non_stationary_trends import StudyVisualizerForNonStationaryTrends
+
def permute(l, permutation):
# permutation = [i//2 if i % 2 == 0 else 4 + i //2 for i in range(8)]
diff --git a/projects/exceeding_snow_loads/result_trends_and_return_levels/plot_trend_curves.py b/projects/exceeding_snow_loads/section_results/plot_trend_curves.py
similarity index 96%
rename from projects/exceeding_snow_loads/result_trends_and_return_levels/plot_trend_curves.py
rename to projects/exceeding_snow_loads/section_results/plot_trend_curves.py
index e2a14d70..0410a4fe 100644
--- a/projects/exceeding_snow_loads/result_trends_and_return_levels/plot_trend_curves.py
+++ b/projects/exceeding_snow_loads/section_results/plot_trend_curves.py
@@ -3,8 +3,8 @@ import matplotlib.pyplot as plt
from experiment.meteo_france_data.scm_models_data.abstract_extended_study import AbstractExtendedStudy
from experiment.meteo_france_data.scm_models_data.visualization.utils import create_adjusted_axes
-from projects.exceeding_snow_loads.paper_utils import dpi_paper1_figure
-from projects.exceeding_snow_loads.study_visualizer_for_non_stationary_trends import \
+from projects.exceeding_snow_loads.utils import dpi_paper1_figure
+from extreme_trend_test.visualizers.study_visualizer_for_non_stationary_trends import \
StudyVisualizerForNonStationaryTrends
diff --git a/projects/exceeding_snow_loads/result_trends_and_return_levels/plot_uncertainty_curves.py b/projects/exceeding_snow_loads/section_results/plot_uncertainty_curves.py
similarity index 98%
rename from projects/exceeding_snow_loads/result_trends_and_return_levels/plot_uncertainty_curves.py
rename to projects/exceeding_snow_loads/section_results/plot_uncertainty_curves.py
index 8f4d4caa..76666e3d 100644
--- a/projects/exceeding_snow_loads/result_trends_and_return_levels/plot_uncertainty_curves.py
+++ b/projects/exceeding_snow_loads/section_results/plot_uncertainty_curves.py
@@ -6,9 +6,9 @@ import numpy as np
from experiment.eurocode_data.utils import EUROCODE_RETURN_LEVEL_STR, EUROCODE_ALTITUDES, \
YEAR_OF_INTEREST_FOR_RETURN_LEVEL
from experiment.meteo_france_data.scm_models_data.abstract_study import AbstractStudy, filled_marker_legend_list2
-from projects.exceeding_snow_loads.paper_utils import dpi_paper1_figure, ModelSubsetForUncertainty
-from projects.exceeding_snow_loads.study_visualizer_for_non_stationary_trends import \
- StudyVisualizerForNonStationaryTrends
+from projects.exceeding_snow_loads.utils import dpi_paper1_figure
+from extreme_trend_test.visualizers.study_visualizer_for_non_stationary_trends import \
+ StudyVisualizerForNonStationaryTrends, ModelSubsetForUncertainty
from extreme_fit.model.result_from_model_fit.result_from_extremes.abstract_extract_eurocode_return_level import \
AbstractExtractEurocodeReturnLevel
from experiment.eurocode_data.massif_name_to_departement import massif_name_to_eurocode_region
diff --git a/projects/exceeding_snow_loads/result_trends_and_return_levels/plot_uncertainty_histogram.py b/projects/exceeding_snow_loads/section_results/plot_uncertainty_histogram.py
similarity index 93%
rename from projects/exceeding_snow_loads/result_trends_and_return_levels/plot_uncertainty_histogram.py
rename to projects/exceeding_snow_loads/section_results/plot_uncertainty_histogram.py
index 15eb60fc..26e73132 100644
--- a/projects/exceeding_snow_loads/result_trends_and_return_levels/plot_uncertainty_histogram.py
+++ b/projects/exceeding_snow_loads/section_results/plot_uncertainty_histogram.py
@@ -2,9 +2,9 @@ from typing import Dict
import matplotlib.pyplot as plt
import numpy as np
-from experiment.eurocode_data.utils import EUROCODE_RETURN_LEVEL_STR, EUROCODE_ALTITUDES
-from projects.exceeding_snow_loads.paper_utils import dpi_paper1_figure, ModelSubsetForUncertainty
-from projects.exceeding_snow_loads.study_visualizer_for_non_stationary_trends import \
+from experiment.eurocode_data.utils import EUROCODE_ALTITUDES
+from projects.exceeding_snow_loads.utils import dpi_paper1_figure
+from extreme_trend_test.visualizers.study_visualizer_for_non_stationary_trends import \
StudyVisualizerForNonStationaryTrends
from extreme_fit.model.result_from_model_fit.result_from_extremes.confidence_interval_method import ci_method_to_color, \
ci_method_to_label, ConfidenceIntervalMethodFromExtremes
diff --git a/projects/exceeding_snow_loads/paper_utils.py b/projects/exceeding_snow_loads/utils.py
similarity index 88%
rename from projects/exceeding_snow_loads/paper_utils.py
rename to projects/exceeding_snow_loads/utils.py
index a3dc7eff..1a560af5 100644
--- a/projects/exceeding_snow_loads/paper_utils.py
+++ b/projects/exceeding_snow_loads/utils.py
@@ -24,11 +24,3 @@ NON_STATIONARY_TREND_TEST_PAPER = [GumbelVersusGumbel,
GevLocationAgainstGumbel, GevScaleAgainstGumbel,
GevLocationAndScaleTrendTestAgainstGumbel]
-
-
-class ModelSubsetForUncertainty(Enum):
- stationary_gumbel = 0
- stationary_gumbel_and_gev = 1
- non_stationary_gumbel = 2
- non_stationary_gumbel_and_gev = 3
- stationary_gev = 4
diff --git a/test/test_experiment/test_trend_analysis.py b/test/test_experiment/test_trend_analysis.py
index 4b494bd0..e5bf0416 100644
--- a/test/test_experiment/test_trend_analysis.py
+++ b/test/test_experiment/test_trend_analysis.py
@@ -1,6 +1,6 @@
import unittest
-from projects.exceeding_snow_loads.paper_utils import NON_STATIONARY_TREND_TEST_PAPER
+from projects.exceeding_snow_loads.utils import NON_STATIONARY_TREND_TEST_PAPER
class TestTrendAnalysis(unittest.TestCase):
--
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