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Le Roux Erwan authored1232a342
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from extreme_data.meteo_france_data.scm_models_data.safran.safran import SafranSnowfall1Day, SafranSnowfall3Days, \
SafranSnowfall5Days, SafranSnowfall7Days, SafranPrecipitation1Day, SafranPrecipitation3Days, \
SafranPrecipitation5Days, SafranPrecipitation7Days
from extreme_data.meteo_france_data.scm_models_data.utils import Season
from extreme_fit.model.margin_model.polynomial_margin_model.utils import ALTITUDINAL_MODELS
from projects.altitude_spatial_model.altitudes_fit.altitudes_studies import AltitudesStudies
from projects.altitude_spatial_model.altitudes_fit.one_fold_analysis.altitudes_studies_visualizer_for_non_stationary_models import \
AltitudesStudiesVisualizerForNonStationaryModels
def plot_altitudinal_fit(studies, massif_names=None):
visualizer = AltitudesStudiesVisualizerForNonStationaryModels(studies=studies,
model_classes=ALTITUDINAL_MODELS,
massif_names=massif_names,
show=False)
visualizer.plot_mean()
visualizer.plot_relative_change()
visualizer.plot_shape_map()
def plot_time_series(studies, massif_names=None):
studies.plot_maxima_time_series(massif_names=massif_names)
def plot_moments(studies, massif_names=None):
for std in [True, False][:]:
for change in [True, False, None]:
studies.plot_mean_maxima_against_altitude(massif_names=massif_names, std=std, change=change)
def main():
# altitudes = [900, 1200, 1500, 1800, 2100, 2400, 2700, 3000]
altitudes = [900, 1200, 1500, 1800, 2100, 2400, 2700, 3000, 3300, 3600, 3900]
study_classes = [SafranSnowfall1Day, SafranSnowfall3Days, SafranSnowfall5Days, SafranSnowfall7Days][:2]
study_classes = [SafranPrecipitation1Day, SafranPrecipitation3Days, SafranPrecipitation5Days,
SafranPrecipitation7Days][:]
study_classes = [SafranSnowfall1Day, SafranPrecipitation1Day, SafranSnowfall3Days, SafranPrecipitation3Days][:1]
massif_names = None
# massif_names = ['Aravis']
# massif_names = ['Chartreuse', 'Belledonne']
for study_class in study_classes:
studies = AltitudesStudies(study_class, altitudes, season=Season.winter_extended)
# plot_time_series(studies, massif_names)
plot_moments(studies, massif_names)
plot_altitudinal_fit(studies, massif_names)
if __name__ == '__main__':
main()