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:
objectImplements 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.Databaseobject
- classmethod default_specification()[source]¶
Alternative constructor for generate the default specification
- Return type:
- 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
- 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