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Le Roux Erwan authoredd1822a0b
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from extreme_fit.model.margin_model.polynomial_margin_model.gev_altitudinal_models import StationaryAltitudinal, \
NonStationaryAltitudinalLocationLinear, NonStationaryAltitudinalLocationQuadratic, \
NonStationaryAltitudinalLocationLinearScaleLinear, NonStationaryAltitudinalLocationQuadraticScaleLinear, \
NonStationaryCrossTermForLocation, NonStationaryAltitudinalLocationLinearCrossTermForLocation, \
NonStationaryAltitudinalLocationQuadraticCrossTermForLocation, \
NonStationaryAltitudinalLocationLinearScaleLinearCrossTermForLocation, \
NonStationaryAltitudinalLocationQuadraticScaleLinearCrossTermForLocation, NonStationaryAltitudinalScaleLinear, \
NonStationaryAltitudinalScaleLinearCrossTermForLocation, NonStationaryAltitudinalLocationCubicCrossTermForLocation, \
NonStationaryAltitudinalLocationCubic, NonStationaryAltitudinalLocationOrder4CrossTermForLocation, \
NonStationaryAltitudinalLocationOrder4
from extreme_fit.model.margin_model.polynomial_margin_model.gev_altitudinal_models_cross_term_in_scale import \
NonStationaryAltitudinalLocationLinearScaleQuadraticCrossTermForScale, \
NonStationaryAltitudinalLocationQuadraticScaleQuadraticCrossTermForScale, \
NonStationaryAltitudinalScaleLinearCrossTermForScale, \
NonStationaryAltitudinalLocationLinearScaleLinearCrossTermForScale, \
NonStationaryAltitudinalLocationQuadraticScaleLinearCrossTermForScale, \
NonStationaryAltitudinalScaleQuadraticCrossTermForScale
from extreme_fit.model.margin_model.polynomial_margin_model.gev_altitudinal_models_only_altitude_and_scale import \
StationaryAltitudinalOnlyScale, NonStationaryAltitudinalOnlyScaleLocationLinear, \
NonStationaryAltitudinalOnlyScaleLocationQuadratic, NonStationaryAltitudinalOnlyScaleLocationCubic, \
NonStationaryAltitudinalOnlyScaleLocationOrder4, NonStationaryOnlyScaleCrossTermForLocation, \
NonStationaryAltitudinalOnlyScaleLocationLinearCrossTermForLocation, \
NonStationaryAltitudinalOnlyScaleLocationQuadraticCrossTermForLocation, \
NonStationaryAltitudinalOnlyScaleLocationCubicCrossTermForLocation, \
NonStationaryAltitudinalOnlyScaleLocationOrder4CrossTermForLocation
from extreme_fit.model.margin_model.polynomial_margin_model.gev_altitudinal_models_with_scale import \
NonStationaryAltitudinalScaleQuadraticCrossTermForLocation, NonStationaryAltitudinalScaleQuadratic, \
NonStationaryAltitudinalLocationLinearScaleQuadratic, NonStationaryAltitudinalLocationQuadraticScaleQuadratic, \
NonStationaryAltitudinalLocationLinearScaleQuadraticCrossTermForLocation, \
NonStationaryAltitudinalLocationQuadraticScaleQuadraticCrossTermForLocation
from extreme_fit.model.margin_model.polynomial_margin_model.gumbel_altitudinal_models import \
StationaryGumbelAltitudinal, NonStationaryGumbelAltitudinalScaleLinear, \
NonStationaryGumbelAltitudinalLocationLinear, NonStationaryGumbelAltitudinalLocationQuadratic, \
NonStationaryGumbelAltitudinalLocationLinearScaleLinear, NonStationaryGumbelAltitudinalLocationQuadraticScaleLinear, \
NonStationaryGumbelAltitudinalLocationLinearCrossTermForLocation, \
NonStationaryGumbelAltitudinalLocationQuadraticCrossTermForLocation, \
NonStationaryGumbelAltitudinalLocationLinearScaleLinearCrossTermForLocation, \
NonStationaryGumbelAltitudinalLocationQuadraticScaleLinearCrossTermForLocation, \
NonStationaryGumbelAltitudinalScaleLinearCrossTermForLocation, NonStationaryGumbelCrossTermForLocation
from extreme_fit.model.margin_model.polynomial_margin_model.spatio_temporal_polynomial_model import \
NonStationaryLocationSpatioTemporalLinearityModel1, NonStationaryLocationSpatioTemporalLinearityModel2, \
NonStationaryLocationSpatioTemporalLinearityModel3, NonStationaryLocationSpatioTemporalLinearityModel4, \
NonStationaryLocationSpatioTemporalLinearityModel5, NonStationaryLocationSpatioTemporalLinearityModelAssertError1, \
NonStationaryLocationSpatioTemporalLinearityModelAssertError2, \
NonStationaryLocationSpatioTemporalLinearityModelAssertError3, NonStationaryLocationSpatioTemporalLinearityModel6
ALTITUDINAL_GEV_MODELS_LOCATION = [
StationaryAltitudinal,
NonStationaryAltitudinalLocationLinear,
NonStationaryAltitudinalLocationQuadratic,
NonStationaryAltitudinalLocationCubic,
NonStationaryAltitudinalLocationOrder4,
# First order cross term
NonStationaryCrossTermForLocation,
NonStationaryAltitudinalLocationLinearCrossTermForLocation,
NonStationaryAltitudinalLocationQuadraticCrossTermForLocation,
NonStationaryAltitudinalLocationCubicCrossTermForLocation,
NonStationaryAltitudinalLocationOrder4CrossTermForLocation,
]
ALTITUDINAL_GEV_MODELS_LOCATION_ONLY_SCALE_ALTITUDES = [
StationaryAltitudinalOnlyScale,
NonStationaryAltitudinalOnlyScaleLocationLinear,
NonStationaryAltitudinalOnlyScaleLocationQuadratic,
NonStationaryAltitudinalOnlyScaleLocationCubic,
NonStationaryAltitudinalOnlyScaleLocationOrder4,
# Cross terms
NonStationaryOnlyScaleCrossTermForLocation,
NonStationaryAltitudinalOnlyScaleLocationLinearCrossTermForLocation,
NonStationaryAltitudinalOnlyScaleLocationQuadraticCrossTermForLocation,
NonStationaryAltitudinalOnlyScaleLocationCubicCrossTermForLocation,
NonStationaryAltitudinalOnlyScaleLocationOrder4CrossTermForLocation,
]
ALTITUDINAL_GEV_MODELS = [
StationaryAltitudinal,
NonStationaryAltitudinalScaleLinear,
NonStationaryAltitudinalLocationLinear,
NonStationaryAltitudinalLocationQuadratic,
NonStationaryAltitudinalLocationLinearScaleLinear,
NonStationaryAltitudinalLocationQuadraticScaleLinear,
NonStationaryCrossTermForLocation,
NonStationaryAltitudinalScaleLinearCrossTermForLocation,
NonStationaryAltitudinalLocationLinearCrossTermForLocation,
NonStationaryAltitudinalLocationQuadraticCrossTermForLocation,
NonStationaryAltitudinalLocationLinearScaleLinearCrossTermForLocation,
NonStationaryAltitudinalLocationQuadraticScaleLinearCrossTermForLocation,
# Quadratic in the scale
# NonStationaryAltitudinalScaleQuadratic,
# NonStationaryAltitudinalLocationLinearScaleQuadratic,
# NonStationaryAltitudinalLocationQuadraticScaleQuadratic,
# NonStationaryAltitudinalScaleQuadraticCrossTermForLocation,
# NonStationaryAltitudinalLocationLinearScaleQuadraticCrossTermForLocation,
# NonStationaryAltitudinalLocationQuadraticScaleQuadraticCrossTermForLocation,
#
# # Cross term for the scale
# NonStationaryAltitudinalScaleLinearCrossTermForScale,
# NonStationaryAltitudinalLocationLinearScaleLinearCrossTermForScale,
# NonStationaryAltitudinalLocationQuadraticScaleLinearCrossTermForScale,
# NonStationaryAltitudinalScaleQuadraticCrossTermForScale,
# NonStationaryAltitudinalLocationLinearScaleQuadraticCrossTermForScale,
# NonStationaryAltitudinalLocationQuadraticScaleQuadraticCrossTermForScale,
][:]
ALTITUDINAL_GUMBEL_MODELS = [
StationaryGumbelAltitudinal,
NonStationaryGumbelAltitudinalScaleLinear,
NonStationaryGumbelAltitudinalLocationLinear,
NonStationaryGumbelAltitudinalLocationQuadratic,
NonStationaryGumbelAltitudinalLocationLinearScaleLinear,
NonStationaryGumbelAltitudinalLocationQuadraticScaleLinear,
NonStationaryGumbelCrossTermForLocation,
NonStationaryGumbelAltitudinalLocationLinearCrossTermForLocation,
NonStationaryGumbelAltitudinalLocationQuadraticCrossTermForLocation,
NonStationaryGumbelAltitudinalLocationLinearScaleLinearCrossTermForLocation,
NonStationaryGumbelAltitudinalLocationQuadraticScaleLinearCrossTermForLocation,
NonStationaryGumbelAltitudinalScaleLinearCrossTermForLocation,
][:]
MODELS_THAT_SHOULD_RAISE_AN_ASSERTION_ERROR = [NonStationaryLocationSpatioTemporalLinearityModelAssertError1,
NonStationaryLocationSpatioTemporalLinearityModelAssertError2,
NonStationaryLocationSpatioTemporalLinearityModelAssertError3]
VARIOUS_SPATIO_TEMPORAL_MODELS = [NonStationaryLocationSpatioTemporalLinearityModel1,
NonStationaryLocationSpatioTemporalLinearityModel2,
NonStationaryLocationSpatioTemporalLinearityModel3,
NonStationaryLocationSpatioTemporalLinearityModel4,
NonStationaryLocationSpatioTemporalLinearityModel5,
NonStationaryLocationSpatioTemporalLinearityModel6,
]