EMA Modules

Exploratory modeling framework

• model
  • AbstractModel
  • FileModel
  • Model
  • Replicator
  • ReplicatorModel
  • SingleReplication
• parameters
  • BooleanParameter
  • CategoricalParameter
  • Constant
  • IntegerParameter
  • Parameter
  • RealParameter
  • parameters_from_csv()
  • parameters_to_csv()
• outcomes
  • AbstractOutcome
  • ArrayOutcome
  • Constraint
  • ScalarOutcome
  • TimeSeriesOutcome
• evaluators
  • Samplers
  • SequentialEvaluator
  • optimize()
  • perform_experiments()
• optimization
  • ArchiveLogger
  • Convergence
  • EpsilonIndicatorMetric
  • EpsilonProgress
  • GenerationalDistanceMetric
  • HypervolumeMetric
  • InvertedGenerationalDistanceMetric
  • OperatorProbabilities
  • Problem
  • RobustProblem
  • SpacingMetric
  • epsilon_nondominated()
  • rebuild_platypus_population()
  • to_problem()
  • to_robust_problem()
• outputspace_exploration
  • AutoAdaptiveOutputSpaceExploration
  • OutputSpaceExploration
• samplers
  • AbstractSampler
  • DefaultDesigns
  • FullFactorialSampler
  • LHSSampler
  • MonteCarloSampler
  • UniformLHSSampler
  • determine_parameters()
  • sample_levers()
  • sample_parameters()
  • sample_uncertainties()
• salib_samplers
  • FASTSampler
  • MorrisSampler
  • SobolSampler
  • get_SALib_problem()
• experiment_runner
  • ExperimentRunner
• callbacks
  • AbstractCallback
  • DefaultCallback
  • FileBasedCallback
• points
  • Experiment
  • ExperimentReplication
  • Point
  • Policy
  • Scenario
  • combine_cases_factorial()
  • combine_cases_sampling()
  • experiment_generator()
• futures_multiprocessing
  • MultiprocessingEvaluator
• futures_ipyparallel
  • IpyparallelEvaluator
• futures_mpi
  • MPIEvaluator
• futures_util
  • finalizer()
  • setup_working_directories()
• util
  • Counter
  • NamedDict
  • ProgressTrackingMixIn
  • combine()
  • determine_objects()
  • representation()

Connectors

• vensim
• vensimDLLwrapper
• pysd_connector
• netlogo
• simio
• excel
  • ExcelModel

Analysis

• prim
  • PRIMObjectiveFunctions
  • Prim
  • PrimBox
  • pca_preprocess()
  • run_constrained_prim()
  • setup_prim()
• cart
  • CART
  • setup_cart()
• clusterer
  • apply_agglomerative_clustering()
  • calculate_cid()
  • plot_dendrogram()
• logistic_regression
  • Logit
• dimensional_stacking
  • create_pivot_plot()
• regional_sa
  • plot_cdfs()
• feature_scoring
  • CHI2()
  • F_CLASSIFICATION()
  • F_REGRESSION()
  • get_ex_feature_scores()
  • get_feature_scores_all()
  • get_rf_feature_scores()
  • get_univariate_feature_scores()
• plotting
  • envelopes()
  • kde_over_time()
  • lines()
  • multiple_densities()
• pairs_plotting
  • pairs_density()
  • pairs_lines()
  • pairs_scatter()
• parcoords
  • ParallelAxes
  • get_limits()
• b_and_w_plotting
  • set_fig_to_bw()
• plotting_util
  • COLOR_LIST
  • Density
  • LegendEnum
  • PlotType
• scenario_discovery_util
  • RuleInductionType

Util

• ema_exceptions
  • CaseError
  • EMAError
  • EMAParallelError
  • EMAWarning
• ema_logging
  • get_rootlogger()
  • log_to_stderr()
  • temporary_filter()
• utilities
  • load_results()
  • merge_results()
  • process_replications()
  • save_results()