biogeme.catalog.specification module

Model specification in a multiple expression context

Michel Bierlaire Sat Jun 28 2025, 12:13:22

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

class biogeme.catalog.specification.Specification(configuration)[source]

Bases: object

Implements a specification

Parameters:

configuration (Configuration)

all_results: dict[slice(<class 'str'>, <class 'biogeme.results_processing.estimation_results.EstimationResults'>, None)] = {'asc:GA-LUGGAGE;b_cost_gen_altspec:altspec;b_time:COMMUTERS;b_time_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA-LUGGAGE;b_cost_gen_altspec:altspec;b_time:COMMUTERS;b_time_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:power': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA-LUGGAGE;b_cost_gen_altspec:altspec;b_time:COMMUTERS;b_time_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA-LUGGAGE;b_cost_gen_altspec:altspec;b_time:COMMUTERS;b_time_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, '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_processing.estimation_results.EstimationResults 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_processing.estimation_results.EstimationResults object>, 'asc:GA-LUGGAGE;b_cost_gen_altspec:altspec;b_time:COMMUTERS;b_time_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults 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_processing.estimation_results.EstimationResults object>, 'asc:GA-LUGGAGE;b_cost_gen_altspec:altspec;b_time:FIRST;b_time_gen_altspec:altspec;model_catalog:nested existing;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA-LUGGAGE;b_cost_gen_altspec:altspec;b_time:FIRST;b_time_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults 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:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA-LUGGAGE;b_cost_gen_altspec:altspec;b_time:no_seg;b_time_gen_altspec:generic;model_catalog:logit;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults 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_processing.estimation_results.EstimationResults object>, 'asc:GA-LUGGAGE;b_cost_gen_altspec:generic;b_time:COMMUTERS;b_time_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA-LUGGAGE;b_cost_gen_altspec:generic;b_time:COMMUTERS;b_time_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:power': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA-LUGGAGE;b_cost_gen_altspec:generic;b_time:COMMUTERS;b_time_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA-LUGGAGE;b_cost_gen_altspec:generic;b_time:COMMUTERS;b_time_gen_altspec:generic;model_catalog:logit;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults 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_processing.estimation_results.EstimationResults object>, 'asc:GA-LUGGAGE;b_cost_gen_altspec:generic;b_time:COMMUTERS;b_time_gen_altspec:generic;model_catalog:logit;train_tt_catalog:power': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA-LUGGAGE;b_cost_gen_altspec:generic;b_time:FIRST;b_time_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA-LUGGAGE;b_cost_gen_altspec:generic;b_time:FIRST;b_time_gen_altspec:generic;model_catalog:logit;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA-LUGGAGE;b_cost_gen_altspec:generic;b_time:FIRST;b_time_gen_altspec:generic;model_catalog:nested existing;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA-LUGGAGE;b_cost_gen_altspec:generic;b_time:no_seg;b_time_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA-LUGGAGE;b_cost_gen_altspec:generic;b_time:no_seg;b_time_gen_altspec:generic;model_catalog:logit;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults 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_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost:GA;train_tt:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost:GA;train_tt:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost:GA;train_tt:log': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost:INCOME;train_tt:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost:INCOME;train_tt:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost:INCOME;train_tt:log': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost:no_seg;train_tt:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost:no_seg;train_tt:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost:no_seg;train_tt:log': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:altspec;b_time:COMMUTERS;b_time_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:altspec;b_time:COMMUTERS;b_time_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:altspec;b_time:COMMUTERS;b_time_gen_altspec:altspec;model_catalog:nested existing;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:altspec;b_time:COMMUTERS;b_time_gen_altspec:generic;model_catalog:logit;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:altspec;b_time:COMMUTERS;b_time_gen_altspec:generic;model_catalog:logit;train_tt_catalog:power': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:altspec;b_time:COMMUTERS;b_time_gen_altspec:generic;model_catalog:nested existing;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:altspec;b_time:COMMUTERS;b_time_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:altspec;b_time:COMMUTERS;b_time_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:altspec;b_time:FIRST;b_time_gen_altspec:altspec;model_catalog:nested existing;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:altspec;b_time:FIRST;b_time_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:altspec;b_time:FIRST;b_time_gen_altspec:generic;model_catalog:logit;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults 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_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:altspec;b_time:no_seg;b_time_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:altspec;b_time:no_seg;b_time_gen_altspec:generic;model_catalog:logit;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:altspec;b_time:no_seg;b_time_gen_altspec:generic;model_catalog:nested existing;train_tt_catalog:power': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:altspec;b_time:no_seg;b_time_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:generic;b_time:COMMUTERS;b_time_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:generic;b_time:COMMUTERS;b_time_gen_altspec:generic;model_catalog:logit;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:generic;b_time:COMMUTERS;b_time_gen_altspec:generic;model_catalog:nested existing;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:generic;b_time:COMMUTERS;b_time_gen_altspec:generic;model_catalog:nested existing;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:generic;b_time:COMMUTERS;b_time_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:generic;b_time:COMMUTERS;b_time_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:generic;b_time:FIRST;b_time_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:generic;b_time:FIRST;b_time_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:power': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:generic;b_time:FIRST;b_time_gen_altspec:generic;model_catalog:nested existing;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:generic;b_time:FIRST;b_time_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults 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_processing.estimation_results.EstimationResults object>, 'asc:GA;b_cost_gen_altspec:generic;b_time:no_seg;b_time_gen_altspec:generic;model_catalog:logit;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:boxcox;train_headway_catalog:with_headway;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:boxcox;train_headway_catalog:with_headway;train_tt_catalog:log': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:boxcox;train_headway_catalog:with_headway;train_tt_catalog:piecewise_2': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:boxcox;train_headway_catalog:without_headway;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:boxcox;train_headway_catalog:without_headway;train_tt_catalog:sqrt': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:linear;train_headway_catalog:with_headway;train_tt_catalog:piecewise_2': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:linear;train_headway_catalog:with_headway;train_tt_catalog:sqrt': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:linear;train_headway_catalog:without_headway;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:linear;train_headway_catalog:without_headway;train_tt_catalog:piecewise_2': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:log;train_headway_catalog:with_headway;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:log;train_headway_catalog:with_headway;train_tt_catalog:piecewise_2': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:log;train_headway_catalog:without_headway;train_tt_catalog:piecewise_1': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:piecewise_1;train_headway_catalog:with_headway;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:piecewise_1;train_headway_catalog:with_headway;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:piecewise_1;train_headway_catalog:with_headway;train_tt_catalog:piecewise_2': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:piecewise_1;train_headway_catalog:without_headway;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:piecewise_1;train_headway_catalog:without_headway;train_tt_catalog:piecewise_1': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:piecewise_1;train_headway_catalog:without_headway;train_tt_catalog:sqrt': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:piecewise_2;train_headway_catalog:with_headway;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:piecewise_2;train_headway_catalog:with_headway;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:piecewise_2;train_headway_catalog:with_headway;train_tt_catalog:piecewise_2': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:piecewise_2;train_headway_catalog:with_headway;train_tt_catalog:sqrt': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:piecewise_2;train_headway_catalog:without_headway;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:piecewise_2;train_headway_catalog:without_headway;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:piecewise_2;train_headway_catalog:without_headway;train_tt_catalog:log': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:piecewise_2;train_headway_catalog:without_headway;train_tt_catalog:piecewise_2': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:piecewise_2;train_headway_catalog:without_headway;train_tt_catalog:sqrt': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:sqrt;train_headway_catalog:with_headway;train_tt_catalog:piecewise_2': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:sqrt;train_headway_catalog:without_headway;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:sqrt;train_headway_catalog:without_headway;train_tt_catalog:log': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:sqrt;train_headway_catalog:without_headway;train_tt_catalog:piecewise_2': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:GA;train_cost_catalog:sqrt;train_headway_catalog:without_headway;train_tt_catalog:sqrt': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:LUGGAGE-GA;train_cost_catalog:boxcox;train_headway_catalog:with_headway;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:LUGGAGE-GA;train_cost_catalog:boxcox;train_headway_catalog:with_headway;train_tt_catalog:log': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:LUGGAGE-GA;train_cost_catalog:boxcox;train_headway_catalog:with_headway;train_tt_catalog:piecewise_1': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:LUGGAGE-GA;train_cost_catalog:boxcox;train_headway_catalog:without_headway;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:LUGGAGE-GA;train_cost_catalog:boxcox;train_headway_catalog:without_headway;train_tt_catalog:log': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:LUGGAGE-GA;train_cost_catalog:boxcox;train_headway_catalog:without_headway;train_tt_catalog:piecewise_2': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:LUGGAGE-GA;train_cost_catalog:linear;train_headway_catalog:with_headway;train_tt_catalog:sqrt': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:LUGGAGE-GA;train_cost_catalog:linear;train_headway_catalog:without_headway;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:LUGGAGE-GA;train_cost_catalog:log;train_headway_catalog:with_headway;train_tt_catalog:log': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:LUGGAGE-GA;train_cost_catalog:log;train_headway_catalog:with_headway;train_tt_catalog:piecewise_2': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:LUGGAGE-GA;train_cost_catalog:log;train_headway_catalog:without_headway;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:LUGGAGE-GA;train_cost_catalog:log;train_headway_catalog:without_headway;train_tt_catalog:piecewise_1': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:LUGGAGE-GA;train_cost_catalog:log;train_headway_catalog:without_headway;train_tt_catalog:sqrt': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:LUGGAGE-GA;train_cost_catalog:piecewise_1;train_headway_catalog:with_headway;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:LUGGAGE-GA;train_cost_catalog:piecewise_1;train_headway_catalog:with_headway;train_tt_catalog:log': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:LUGGAGE-GA;train_cost_catalog:piecewise_1;train_headway_catalog:with_headway;train_tt_catalog:piecewise_2': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:LUGGAGE-GA;train_cost_catalog:piecewise_1;train_headway_catalog:without_headway;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:LUGGAGE-GA;train_cost_catalog:piecewise_1;train_headway_catalog:without_headway;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:LUGGAGE-GA;train_cost_catalog:piecewise_1;train_headway_catalog:without_headway;train_tt_catalog:log': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:LUGGAGE-GA;train_cost_catalog:piecewise_1;train_headway_catalog:without_headway;train_tt_catalog:sqrt': <biogeme.results_processing.estimation_results.EstimationResults object>, 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<biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:MALE;b_cost:no_seg;train_tt:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:MALE;b_cost:no_seg;train_tt:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:MALE;b_cost:no_seg;train_tt:log': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:MALE;train_cost_catalog:boxcox;train_headway_catalog:with_headway;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:MALE;train_cost_catalog:boxcox;train_headway_catalog:without_headway;train_tt_catalog:log': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:MALE;train_cost_catalog:linear;train_headway_catalog:with_headway;train_tt_catalog:log': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:MALE;train_cost_catalog:linear;train_headway_catalog:with_headway;train_tt_catalog:sqrt': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:MALE;train_cost_catalog:linear;train_headway_catalog:without_headway;train_tt_catalog:log': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:MALE;train_cost_catalog:log;train_headway_catalog:with_headway;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:MALE;train_cost_catalog:log;train_headway_catalog:with_headway;train_tt_catalog:sqrt': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:MALE;train_cost_catalog:piecewise_1;train_headway_catalog:with_headway;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:MALE;train_cost_catalog:piecewise_1;train_headway_catalog:with_headway;train_tt_catalog:log': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:MALE;train_cost_catalog:piecewise_1;train_headway_catalog:without_headway;train_tt_catalog:log': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:MALE;train_cost_catalog:piecewise_1;train_headway_catalog:without_headway;train_tt_catalog:piecewise_2': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:MALE;train_cost_catalog:piecewise_2;train_headway_catalog:with_headway;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:MALE;train_cost_catalog:piecewise_2;train_headway_catalog:with_headway;train_tt_catalog:log': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:MALE;train_cost_catalog:piecewise_2;train_headway_catalog:with_headway;train_tt_catalog:piecewise_1': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:MALE;train_cost_catalog:piecewise_2;train_headway_catalog:with_headway;train_tt_catalog:piecewise_2': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:MALE;train_cost_catalog:piecewise_2;train_headway_catalog:with_headway;train_tt_catalog:sqrt': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:MALE;train_cost_catalog:piecewise_2;train_headway_catalog:without_headway;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:MALE;train_cost_catalog:piecewise_2;train_headway_catalog:without_headway;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:MALE;train_cost_catalog:piecewise_2;train_headway_catalog:without_headway;train_tt_catalog:log': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:MALE;train_cost_catalog:piecewise_2;train_headway_catalog:without_headway;train_tt_catalog:piecewise_1': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:MALE;train_cost_catalog:sqrt;train_headway_catalog:with_headway;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:MALE;train_cost_catalog:sqrt;train_headway_catalog:with_headway;train_tt_catalog:piecewise_1': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost:GA;train_tt:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost:GA;train_tt:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost:GA;train_tt:log': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost:INCOME;train_tt:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost:INCOME;train_tt:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost:INCOME;train_tt:log': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost:no_seg;train_tt:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost:no_seg;train_tt:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost:no_seg;train_tt:log': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:altspec;b_time:COMMUTERS;b_time_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:altspec;b_time:COMMUTERS;b_time_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:altspec;b_time:COMMUTERS;b_time_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:power': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:altspec;b_time:COMMUTERS;b_time_gen_altspec:generic;model_catalog:logit;train_tt_catalog:power': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:altspec;b_time:COMMUTERS;b_time_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:altspec;b_time:COMMUTERS;b_time_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:altspec;b_time:COMMUTERS;b_time_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:power': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:altspec;b_time:FIRST;b_time_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:altspec;b_time:FIRST;b_time_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:power': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:altspec;b_time:FIRST;b_time_gen_altspec:generic;model_catalog:logit;train_tt_catalog:power': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:altspec;b_time:FIRST;b_time_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:altspec;b_time:FIRST;b_time_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:power': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:altspec;b_time:no_seg;b_time_gen_altspec:altspec;model_catalog:nested existing;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:altspec;b_time:no_seg;b_time_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:altspec;b_time:no_seg;b_time_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:altspec;b_time:no_seg;b_time_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:power': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:altspec;b_time:no_seg;b_time_gen_altspec:generic;model_catalog:logit;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:altspec;b_time:no_seg;b_time_gen_altspec:generic;model_catalog:logit;train_tt_catalog:power': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:altspec;b_time:no_seg;b_time_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:altspec;b_time:no_seg;b_time_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:altspec;b_time:no_seg;b_time_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:power': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:COMMUTERS;b_time_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:COMMUTERS;b_time_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:COMMUTERS;b_time_gen_altspec:altspec;model_catalog:nested existing;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:COMMUTERS;b_time_gen_altspec:altspec;model_catalog:nested existing;train_tt_catalog:power': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:COMMUTERS;b_time_gen_altspec:generic;model_catalog:logit;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:COMMUTERS;b_time_gen_altspec:generic;model_catalog:logit;train_tt_catalog:power': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:COMMUTERS;b_time_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:COMMUTERS;b_time_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:COMMUTERS;b_time_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:power': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:FIRST;b_time_gen_altspec:altspec;model_catalog:logit;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:FIRST;b_time_gen_altspec:altspec;model_catalog:nested existing;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:FIRST;b_time_gen_altspec:altspec;model_catalog:nested existing;train_tt_catalog:power': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:FIRST;b_time_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:FIRST;b_time_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:FIRST;b_time_gen_altspec:generic;model_catalog:logit;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:FIRST;b_time_gen_altspec:generic;model_catalog:logit;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:FIRST;b_time_gen_altspec:generic;model_catalog:logit;train_tt_catalog:power': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:FIRST;b_time_gen_altspec:generic;model_catalog:nested existing;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:FIRST;b_time_gen_altspec:generic;model_catalog:nested existing;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:FIRST;b_time_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:no_seg;b_time_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:no_seg;b_time_gen_altspec:altspec;model_catalog:nested public;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:no_seg;b_time_gen_altspec:generic;model_catalog:logit;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:no_seg;b_time_gen_altspec:generic;model_catalog:logit;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:no_seg;b_time_gen_altspec:generic;model_catalog:nested existing;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:no_seg;b_time_gen_altspec:generic;model_catalog:nested existing;train_tt_catalog:power': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:no_seg;b_time_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;b_cost_gen_altspec:generic;b_time:no_seg;b_time_gen_altspec:generic;model_catalog:nested public;train_tt_catalog:power': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;train_cost_catalog:boxcox;train_headway_catalog:with_headway;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;train_cost_catalog:boxcox;train_headway_catalog:with_headway;train_tt_catalog:sqrt': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;train_cost_catalog:boxcox;train_headway_catalog:without_headway;train_tt_catalog:piecewise_1': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;train_cost_catalog:boxcox;train_headway_catalog:without_headway;train_tt_catalog:piecewise_2': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;train_cost_catalog:linear;train_headway_catalog:with_headway;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;train_cost_catalog:linear;train_headway_catalog:without_headway;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;train_cost_catalog:linear;train_headway_catalog:without_headway;train_tt_catalog:piecewise_1': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;train_cost_catalog:linear;train_headway_catalog:without_headway;train_tt_catalog:piecewise_2': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;train_cost_catalog:linear;train_headway_catalog:without_headway;train_tt_catalog:sqrt': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;train_cost_catalog:log;train_headway_catalog:with_headway;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;train_cost_catalog:log;train_headway_catalog:with_headway;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;train_cost_catalog:log;train_headway_catalog:with_headway;train_tt_catalog:piecewise_2': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;train_cost_catalog:log;train_headway_catalog:without_headway;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;train_cost_catalog:log;train_headway_catalog:without_headway;train_tt_catalog:piecewise_2': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;train_cost_catalog:piecewise_1;train_headway_catalog:without_headway;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;train_cost_catalog:piecewise_2;train_headway_catalog:with_headway;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;train_cost_catalog:piecewise_2;train_headway_catalog:with_headway;train_tt_catalog:log': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;train_cost_catalog:piecewise_2;train_headway_catalog:without_headway;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;train_cost_catalog:piecewise_2;train_headway_catalog:without_headway;train_tt_catalog:piecewise_2': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;train_cost_catalog:piecewise_2;train_headway_catalog:without_headway;train_tt_catalog:sqrt': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;train_cost_catalog:sqrt;train_headway_catalog:with_headway;train_tt_catalog:piecewise_1': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;train_cost_catalog:sqrt;train_headway_catalog:with_headway;train_tt_catalog:piecewise_2': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;train_cost_catalog:sqrt;train_headway_catalog:without_headway;train_tt_catalog:boxcox': <biogeme.results_processing.estimation_results.EstimationResults object>, 'asc:no_seg;train_cost_catalog:sqrt;train_headway_catalog:without_headway;train_tt_catalog:linear': <biogeme.results_processing.estimation_results.EstimationResults object>}
central_controller: CentralController | None = <biogeme.catalog.central_controller.CentralController object>

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

property config_id: str

Defined config_id as a property

configure_expression()[source]

Configure the expression to the current configuration

Return type:

None

database: Database | None = <biogeme.database.container.Database object>

biogeme.database.Database object

classmethod default_specification()[source]

Alternative constructor for generate the default specification

Return type:

Specification

describe()[source]

Short description of the solution. Used for reporting.

Returns:

short description of the solution.

Return type:

str

expression = <biogeme.expressions.logit_expressions.LogLogit object>
classmethod from_string_id(configuration_id)[source]

Constructor using a configuration

Parameters:

configuration_id (str)

generic_name = 'b22_multiple_models'

short name for file names

get_element(multi_objectives)[source]

Obtains the element from the Pareto set corresponding to a specification

Parameters:

multi_objectives (Callable[[EstimationResults | None], list[float]]) – function calculating the objectives from the estimation results

Returns:

element from the Pareto set

Return type:

SetElement

get_results()[source]

Obtain the estimation results of the specification

Return type:

EstimationResults

maximum_number_parameters: int = 50
model_names: ModelNames | None = <biogeme.tools.unique_ids.ModelNames object>
Parameters:

the_id (str)

Return type:

str

pareto = <biogeme_optimization.vns.ParetoClass object>
user_defined_validity_check = None

function that checks the validity of the results