biogeme.specification module

Model specification in a multiple expression context

author:

Michel Bierlaire

date:

Mon Apr 10 12:33:18 2023

Implements a model specification in a multiple expression context (using Catalogs)

class biogeme.specification.Specification(configuration, biogeme_parameters=None)

Bases: object

Implements a specification

Parameters:

• configuration (Configuration)

• biogeme_parameters (Parameters | None)

all_results = {'ASC:GA-LUGGAGE;B_COST_gen_altspec:altspec;B_TIME:COMMUTERS;B_TIME_gen_altspec:generic;model_catalog:logit;train_tt_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:GA-LUGGAGE;B_COST_gen_altspec:altspec;B_TIME:COMMUTERS;B_TIME_gen_altspec:generic;model_catalog:logit;train_tt_catalog:linear': <biogeme.results.bioResults object>, 'ASC:GA-LUGGAGE;B_COST_gen_altspec:altspec;B_TIME:COMMUTERS;B_TIME_gen_altspec:generic;model_catalog:logit;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA-LUGGAGE;B_COST_gen_altspec:altspec;B_TIME:COMMUTERS;B_TIME_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:GA-LUGGAGE;B_COST_gen_altspec:altspec;B_TIME:FIRST;B_TIME_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:linear': <biogeme.results.bioResults object>, 'ASC:GA-LUGGAGE;B_COST_gen_altspec:altspec;B_TIME:FIRST;B_TIME_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA-LUGGAGE;B_COST_gen_altspec:altspec;B_TIME:FIRST;B_TIME_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA-LUGGAGE;B_COST_gen_altspec:altspec;B_TIME:no_seg;B_TIME_gen_altspec:altspec;model_catalog:nested existing;train_tt_catalog:linear': <biogeme.results.bioResults object>, 'ASC:GA-LUGGAGE;B_COST_gen_altspec:altspec;B_TIME:no_seg;B_TIME_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA-LUGGAGE;B_COST_gen_altspec:altspec;B_TIME:no_seg;B_TIME_gen_altspec:generic;model_catalog:logit;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA-LUGGAGE;B_COST_gen_altspec:altspec;B_TIME:no_seg;B_TIME_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA-LUGGAGE;B_COST_gen_altspec:generic;B_TIME:COMMUTERS;B_TIME_gen_altspec:altspec;model_catalog:nested existing;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA-LUGGAGE;B_COST_gen_altspec:generic;B_TIME:COMMUTERS;B_TIME_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:GA-LUGGAGE;B_COST_gen_altspec:generic;B_TIME:COMMUTERS;B_TIME_gen_altspec:generic;model_catalog:logit;train_tt_catalog:linear': <biogeme.results.bioResults object>, 'ASC:GA-LUGGAGE;B_COST_gen_altspec:generic;B_TIME:FIRST;B_TIME_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:GA-LUGGAGE;B_COST_gen_altspec:generic;B_TIME:FIRST;B_TIME_gen_altspec:altspec;model_catalog:nested existing;train_tt_catalog:linear': <biogeme.results.bioResults object>, 'ASC:GA-LUGGAGE;B_COST_gen_altspec:generic;B_TIME:FIRST;B_TIME_gen_altspec:generic;model_catalog:nested existing;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA-LUGGAGE;B_COST_gen_altspec:generic;B_TIME:no_seg;B_TIME_gen_altspec:altspec;model_catalog:nested existing;train_tt_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:GA-LUGGAGE;B_COST_gen_altspec:generic;B_TIME:no_seg;B_TIME_gen_altspec:altspec;model_catalog:nested existing;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA-LUGGAGE;B_COST_gen_altspec:generic;B_TIME:no_seg;B_TIME_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA-LUGGAGE;B_COST_gen_altspec:generic;B_TIME:no_seg;B_TIME_gen_altspec:generic;model_catalog:logit;train_tt_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:GA-LUGGAGE;B_COST_gen_altspec:generic;B_TIME:no_seg;B_TIME_gen_altspec:generic;model_catalog:logit;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA-LUGGAGE;B_COST_gen_altspec:generic;B_TIME:no_seg;B_TIME_gen_altspec:generic;model_catalog:nested existing;train_tt_catalog:linear': <biogeme.results.bioResults object>, 'ASC:GA-LUGGAGE;B_COST_gen_altspec:generic;B_TIME:no_seg;B_TIME_gen_altspec:generic;model_catalog:nested existing;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA-LUGGAGE;B_COST_gen_altspec:generic;B_TIME:no_seg;B_TIME_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:GA-LUGGAGE;B_COST_gen_altspec:generic;B_TIME:no_seg;B_TIME_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:linear': <biogeme.results.bioResults object>, 'ASC:GA;B_COST:GA;TRAIN_TT:boxcox': <biogeme.results.bioResults object>, 'ASC:GA;B_COST:GA;TRAIN_TT:linear': <biogeme.results.bioResults object>, 'ASC:GA;B_COST:GA;TRAIN_TT:log': <biogeme.results.bioResults object>, 'ASC:GA;B_COST:INCOME;TRAIN_TT:boxcox': <biogeme.results.bioResults object>, 'ASC:GA;B_COST:INCOME;TRAIN_TT:linear': <biogeme.results.bioResults object>, 'ASC:GA;B_COST:INCOME;TRAIN_TT:log': <biogeme.results.bioResults object>, 'ASC:GA;B_COST:no_seg;TRAIN_TT:boxcox': <biogeme.results.bioResults object>, 'ASC:GA;B_COST:no_seg;TRAIN_TT:linear': <biogeme.results.bioResults object>, 'ASC:GA;B_COST:no_seg;TRAIN_TT:log': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:altspec;B_TIME:COMMUTERS;B_TIME_gen_altspec:generic;model_catalog:nested existing;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:altspec;B_TIME:COMMUTERS;B_TIME_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:altspec;B_TIME:FIRST;B_TIME_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:altspec;B_TIME:FIRST;B_TIME_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:linear': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:altspec;B_TIME:FIRST;B_TIME_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:altspec;B_TIME:FIRST;B_TIME_gen_altspec:generic;model_catalog:logit;train_tt_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:altspec;B_TIME:FIRST;B_TIME_gen_altspec:generic;model_catalog:logit;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:altspec;B_TIME:FIRST;B_TIME_gen_altspec:generic;model_catalog:nested existing;train_tt_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:altspec;B_TIME:FIRST;B_TIME_gen_altspec:generic;model_catalog:nested existing;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:altspec;B_TIME:FIRST;B_TIME_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:altspec;B_TIME:no_seg;B_TIME_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:altspec;B_TIME:no_seg;B_TIME_gen_altspec:altspec;model_catalog:nested existing;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:altspec;B_TIME:no_seg;B_TIME_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:altspec;B_TIME:no_seg;B_TIME_gen_altspec:generic;model_catalog:logit;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:altspec;B_TIME:no_seg;B_TIME_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:generic;B_TIME:FIRST;B_TIME_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:generic;B_TIME:FIRST;B_TIME_gen_altspec:generic;model_catalog:logit;train_tt_catalog:linear': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:generic;B_TIME:FIRST;B_TIME_gen_altspec:generic;model_catalog:logit;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:generic;B_TIME:FIRST;B_TIME_gen_altspec:generic;model_catalog:nested existing;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:generic;B_TIME:no_seg;B_TIME_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:linear': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:generic;B_TIME:no_seg;B_TIME_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:generic;B_TIME:no_seg;B_TIME_gen_altspec:altspec;model_catalog:nested existing;train_tt_catalog:linear': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:generic;B_TIME:no_seg;B_TIME_gen_altspec:altspec;model_catalog:nested existing;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:generic;B_TIME:no_seg;B_TIME_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:generic;B_TIME:no_seg;B_TIME_gen_altspec:generic;model_catalog:logit;train_tt_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:generic;B_TIME:no_seg;B_TIME_gen_altspec:generic;model_catalog:logit;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA;B_COST_gen_altspec:generic;B_TIME:no_seg;B_TIME_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:GA;TRAIN_COST_catalog:boxcox;TRAIN_HEADWAY_catalog:with_headway;TRAIN_TT_catalog:sqrt': <biogeme.results.bioResults object>, 'ASC:GA;TRAIN_COST_catalog:boxcox;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:sqrt': <biogeme.results.bioResults object>, 'ASC:GA;TRAIN_COST_catalog:linear;TRAIN_HEADWAY_catalog:with_headway;TRAIN_TT_catalog:linear': <biogeme.results.bioResults object>, 'ASC:GA;TRAIN_COST_catalog:linear;TRAIN_HEADWAY_catalog:with_headway;TRAIN_TT_catalog:piecewise_1': <biogeme.results.bioResults object>, 'ASC:GA;TRAIN_COST_catalog:linear;TRAIN_HEADWAY_catalog:with_headway;TRAIN_TT_catalog:sqrt': <biogeme.results.bioResults object>, 'ASC:GA;TRAIN_COST_catalog:linear;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:linear': <biogeme.results.bioResults object>, 'ASC:GA;TRAIN_COST_catalog:linear;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:piecewise_2': <biogeme.results.bioResults object>, 'ASC:GA;TRAIN_COST_catalog:log;TRAIN_HEADWAY_catalog:with_headway;TRAIN_TT_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:GA;TRAIN_COST_catalog:log;TRAIN_HEADWAY_catalog:with_headway;TRAIN_TT_catalog:linear': <biogeme.results.bioResults object>, 'ASC:GA;TRAIN_COST_catalog:log;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:GA;TRAIN_COST_catalog:log;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:piecewise_2': <biogeme.results.bioResults object>, 'ASC:GA;TRAIN_COST_catalog:piecewise_2;TRAIN_HEADWAY_catalog:with_headway;TRAIN_TT_catalog:piecewise_1': <biogeme.results.bioResults object>, 'ASC:GA;TRAIN_COST_catalog:sqrt;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:sqrt': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:boxcox;TRAIN_HEADWAY_catalog:with_headway;TRAIN_TT_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:boxcox;TRAIN_HEADWAY_catalog:with_headway;TRAIN_TT_catalog:piecewise_1': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:boxcox;TRAIN_HEADWAY_catalog:with_headway;TRAIN_TT_catalog:piecewise_2': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:boxcox;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:boxcox;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:piecewise_2': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:linear;TRAIN_HEADWAY_catalog:with_headway;TRAIN_TT_catalog:piecewise_2': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:linear;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:linear;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:linear': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:linear;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:piecewise_1': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:linear;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:piecewise_2': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:log;TRAIN_HEADWAY_catalog:with_headway;TRAIN_TT_catalog:piecewise_1': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:log;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:log;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:piecewise_1': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:log;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:piecewise_2': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:piecewise_1;TRAIN_HEADWAY_catalog:with_headway;TRAIN_TT_catalog:piecewise_2': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:piecewise_1;TRAIN_HEADWAY_catalog:with_headway;TRAIN_TT_catalog:sqrt': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:piecewise_1;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:piecewise_1;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:piecewise_1': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:piecewise_1;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:piecewise_2': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:piecewise_2;TRAIN_HEADWAY_catalog:with_headway;TRAIN_TT_catalog:piecewise_1': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:piecewise_2;TRAIN_HEADWAY_catalog:with_headway;TRAIN_TT_catalog:piecewise_2': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:piecewise_2;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:piecewise_2;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:piecewise_2': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:sqrt;TRAIN_HEADWAY_catalog:with_headway;TRAIN_TT_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:sqrt;TRAIN_HEADWAY_catalog:with_headway;TRAIN_TT_catalog:linear': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:sqrt;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:sqrt;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:piecewise_1': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:sqrt;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:piecewise_2': <biogeme.results.bioResults object>, 'ASC:LUGGAGE-GA;TRAIN_COST_catalog:sqrt;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:sqrt': <biogeme.results.bioResults object>, 'ASC:LUGGAGE;B_COST_gen_altspec:altspec;B_TIME:COMMUTERS;B_TIME_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:LUGGAGE;B_COST_gen_altspec:altspec;B_TIME:COMMUTERS;B_TIME_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:LUGGAGE;B_COST_gen_altspec:altspec;B_TIME:COMMUTERS;B_TIME_gen_altspec:altspec;model_catalog:nested existing;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:LUGGAGE;B_COST_gen_altspec:altspec;B_TIME:COMMUTERS;B_TIME_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:linear': <biogeme.results.bioResults object>, 'ASC:LUGGAGE;B_COST_gen_altspec:altspec;B_TIME:COMMUTERS;B_TIME_gen_altspec:generic;model_catalog:logit;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:LUGGAGE;B_COST_gen_altspec:altspec;B_TIME:COMMUTERS;B_TIME_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:LUGGAGE;B_COST_gen_altspec:altspec;B_TIME:COMMUTERS;B_TIME_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:LUGGAGE;B_COST_gen_altspec:altspec;B_TIME:FIRST;B_TIME_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:LUGGAGE;B_COST_gen_altspec:altspec;B_TIME:FIRST;B_TIME_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:linear': <biogeme.results.bioResults object>, 'ASC:LUGGAGE;B_COST_gen_altspec:altspec;B_TIME:FIRST;B_TIME_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:power': <biogeme.results.bioResults object>, 'ASC:LUGGAGE;B_COST_gen_altspec:altspec;B_TIME:FIRST;B_TIME_gen_altspec:altspec;model_catalog:nested existing;train_tt_catalog:boxcox': <biogeme.results.bioResults 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'ASC:no_seg;TRAIN_COST_catalog:log;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:no_seg;TRAIN_COST_catalog:log;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:log': <biogeme.results.bioResults object>, 'ASC:no_seg;TRAIN_COST_catalog:log;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:piecewise_2': <biogeme.results.bioResults object>, 'ASC:no_seg;TRAIN_COST_catalog:log;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:sqrt': <biogeme.results.bioResults object>, 'ASC:no_seg;TRAIN_COST_catalog:piecewise_1;TRAIN_HEADWAY_catalog:with_headway;TRAIN_TT_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:no_seg;TRAIN_COST_catalog:piecewise_1;TRAIN_HEADWAY_catalog:with_headway;TRAIN_TT_catalog:linear': <biogeme.results.bioResults object>, 'ASC:no_seg;TRAIN_COST_catalog:piecewise_1;TRAIN_HEADWAY_catalog:with_headway;TRAIN_TT_catalog:piecewise_1': <biogeme.results.bioResults object>, 'ASC:no_seg;TRAIN_COST_catalog:piecewise_1;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:no_seg;TRAIN_COST_catalog:piecewise_1;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:linear': <biogeme.results.bioResults object>, 'ASC:no_seg;TRAIN_COST_catalog:piecewise_1;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:log': <biogeme.results.bioResults object>, 'ASC:no_seg;TRAIN_COST_catalog:piecewise_2;TRAIN_HEADWAY_catalog:with_headway;TRAIN_TT_catalog:piecewise_1': <biogeme.results.bioResults object>, 'ASC:no_seg;TRAIN_COST_catalog:piecewise_2;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:piecewise_1': <biogeme.results.bioResults object>, 'ASC:no_seg;TRAIN_COST_catalog:piecewise_2;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:piecewise_2': <biogeme.results.bioResults object>, 'ASC:no_seg;TRAIN_COST_catalog:sqrt;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:boxcox': <biogeme.results.bioResults object>, 'ASC:no_seg;TRAIN_COST_catalog:sqrt;TRAIN_HEADWAY_catalog:without_headway;TRAIN_TT_catalog:piecewise_1': <biogeme.results.bioResults object>}

dict(str: biogeme.results.bioResults)

biogeme_parameters: Parameters | None = <biogeme.parameters.Parameters object>

property config_id: str

Defined config_id as a property

configure_expression()

Configure the expression to the current configuration

Return type:

None

database = <biogeme.database.Database object>

biogeme.database.Database object

classmethod default_specification()

Alternative constructor for generate the default specification

Return type:

Specification

describe()

Short description of the solution. Used for reporting.

Returns:

short description of the solution.

Return type:

str

expression = _bioLogLogit[choice=CHOICE]U=(1:((([segmented_ASC_TRAIN: MALE-GA]bioMultSum(Beta('ASC_TRAIN', -0.04185510619547184, None, None, 0), (Beta('ASC_TRAIN_male', -1.1469344731404036, None, None, 0) * (MALE == `1.0`)), (Beta('ASC_TRAIN_with_ga', 2.0119908192487883, None, None, 0) * (GA == `1.0`))) + (Beta('B_TIME', -1.674249816117993, None, None, 0) * [TRAIN_TT_catalog: sqrt]TRAIN_TT_SCALED**0.5)) + (Beta('B_COST', -2.351047865545501, None, None, 0) * [TRAIN_COST_catalog: sqrt]TRAIN_COST_SCALED**0.5)) + [TRAIN_HEADWAY_catalog: without_headway]`0.0`), 2:(((Beta('B_TIME', -1.674249816117993, None, None, 0) * [SM_TT_catalog: sqrt]SM_TT_SCALED**0.5) + (Beta('B_COST', -2.351047865545501, None, None, 0) * [SM_COST_catalog: sqrt]SM_COST_SCALED**0.5)) + [SM_HEADWAY_catalog: without_headway]`0.0`), 3:(([segmented_ASC_CAR: MALE-GA]bioMultSum(Beta('ASC_CAR', -0.6758165995046812, None, None, 0), (Beta('ASC_CAR_male', 0.43879760146369845, None, None, 0) * (MALE == `1.0`)), (Beta('ASC_CAR_with_ga', 1.0365783032042366, None, None, 0) * (GA == `1.0`))) + (Beta('B_TIME', -1.674249816117993, None, None, 0) * [CAR_TT_catalog: sqrt]CAR_TT_SCALED**0.5)) + (Beta('B_COST', -2.351047865545501, None, None, 0) * [CAR_COST_catalog: sqrt]CAR_CO_SCALED**0.5)))av=(1:TRAIN_AV_SP, 2:SM_AV, 3:CAR_AV_SP)

function that generates all the objectives: fct(bioResults) -> list[floatNone]

classmethod from_string_id(configuration_id)

Constructor using a configuration

Parameters:

configuration_id (str)

generic_name = 'b22multiple_models'

short name for file names

get_element(multi_objectives)

Obtains the element from the Pareto set corresponding to a specification

Parameters:

multi_objectives (fct(bioResults) --> list[float]) – function calculating the objectives from the estimation results

Returns:

element from the Pareto set

Return type:

biogeme.pareto.SetElement

get_results()

Obtain the estimation results of the specification

Return type:

bioResults

pareto = <biogeme_optimization.vns.ParetoClass object>

user_defined_validity_check = None

function that checks the validity of the results