Index

A

add() (dowhy.utils.ordered_set.OrderedSet method) add_conditional_independence_test_result() (dowhy.causal_refuters.graph_refuter.GraphRefutation method) add_edge() (in module dowhy.utils.graph_operations) add_effect_strength() (dowhy.causal_estimator.CausalEstimate method) add_estimator() (dowhy.causal_estimator.CausalEstimate method) add_missing_nodes_as_common_causes() (dowhy.causal_graph.CausalGraph method) add_model_performance() (dowhy.gcm.auto.AutoAssignmentSummary method) add_node_attributes() (dowhy.causal_graph.CausalGraph method) add_node_log_message() (dowhy.gcm.auto.AutoAssignmentSummary method) add_params() (dowhy.causal_estimator.CausalEstimate method) add_product() (dowhy.causal_identifier.id_identifier.IDExpression method) add_refuter() (dowhy.causal_refuter.CausalRefutation method) add_significance_test_results() (dowhy.causal_refuter.CausalRefutation method) add_sum() (dowhy.causal_identifier.id_identifier.IDExpression method) add_unobserved_common_cause() (dowhy.causal_graph.CausalGraph method) AdditiveNoiseModel (class in dowhy.gcm.causal_mechanisms) AddUnobservedCommonCause (class in dowhy.causal_refuters) (class in dowhy.causal_refuters.add_unobserved_common_cause) adjacency_matrix_to_adjacency_list() (in module dowhy.utils.graph_operations) adjacency_matrix_to_graph() (in module dowhy.utils.graph_operations) all_observed() (dowhy.causal_graph.CausalGraph method) alpha (dowhy.causal_refuters.assess_overlap_overrule.OverlapConfig attribute) (dowhy.causal_refuters.assess_overlap_overrule.SupportConfig attribute) ancestors_all() (dowhy.causal_identifier.efficient_backdoor.EfficientBackdoor method) anomaly_scores() (in module dowhy.gcm.anomaly) AnomalyScorer (class in dowhy.gcm.anomaly_scorer) apply_catboost_encoding() (in module dowhy.gcm.util.general) apply_data_types() (dowhy.do_samplers.mcmc_sampler.McmcSampler method)

apply_delta_kernel() (in module dowhy.gcm.independence_test.kernel_operation) apply_multitreatment() (dowhy.causal_estimators.econml.Econml method) apply_one_hot_encoding() (in module dowhy.gcm.util.general) apply_parameters() (dowhy.do_samplers.mcmc_sampler.McmcSampler method) apply_parents() (dowhy.do_samplers.mcmc_sampler.McmcSampler method) apply_rbf_kernel() (in module dowhy.gcm.independence_test.kernel_operation) apply_rbf_kernel_with_adaptive_precision() (in module dowhy.gcm.independence_test.kernel_operation) apply_suggestions() (in module dowhy.gcm.falsify) approx_kernel_based() (in module dowhy.gcm.independence_test.kernel) approximate_delta_kernel_features() (in module dowhy.gcm.independence_test.kernel_operation) approximate_rbf_kernel_features() (in module dowhy.gcm.independence_test.kernel_operation) arrow_strength() (in module dowhy.gcm.influence) arrow_strength_of_model() (in module dowhy.gcm.influence) assess_support_and_overlap_overrule() (in module dowhy.causal_refuters.assess_overlap) AssessOverlap (class in dowhy.causal_refuters.assess_overlap) assign_causal_mechanism_node() (in module dowhy.gcm.auto) assign_causal_mechanisms() (in module dowhy.gcm.auto) AssignmentQuality (class in dowhy.gcm.auto) attribute_anomalies() (in module dowhy.gcm.anomaly) attribute_anomaly_scores() (in module dowhy.gcm.anomaly) AUTO (dowhy.causal_refuter.SignificanceTestType attribute) (dowhy.gcm.shapley.ShapleyApproximationMethods attribute) auto_apply_encoders() (in module dowhy.gcm.util.general) auto_estimate_kl_divergence() (in module dowhy.gcm.divergence) auto_fit_encoders() (in module dowhy.gcm.util.general) AutoAssignmentSummary (class in dowhy.gcm.auto) AutoIdentifier (class in dowhy.causal_identifier) (class in dowhy.causal_identifier.auto_identifier) average_causal_effect() (in module dowhy.gcm.whatif)

B

B (dowhy.causal_refuters.assess_overlap_overrule.OverlapConfig attribute) (dowhy.causal_refuters.assess_overlap_overrule.SupportConfig attribute) Backdoor (class in dowhy.causal_identifier.backdoor) BACKDOOR_DEFAULT (dowhy.causal_identifier.auto_identifier.BackdoorAdjustment attribute) (dowhy.causal_identifier.BackdoorAdjustment attribute) BACKDOOR_EFFICIENT (dowhy.causal_identifier.auto_identifier.BackdoorAdjustment attribute) (dowhy.causal_identifier.BackdoorAdjustment attribute) BACKDOOR_EXHAUSTIVE (dowhy.causal_identifier.auto_identifier.BackdoorAdjustment attribute) (dowhy.causal_identifier.BackdoorAdjustment attribute) backdoor_graph() (dowhy.causal_identifier.efficient_backdoor.EfficientBackdoor method) BACKDOOR_MAX (dowhy.causal_identifier.auto_identifier.BackdoorAdjustment attribute) (dowhy.causal_identifier.BackdoorAdjustment attribute) BACKDOOR_MIN (dowhy.causal_identifier.auto_identifier.BackdoorAdjustment attribute) (dowhy.causal_identifier.BackdoorAdjustment attribute) BACKDOOR_MIN_EFFICIENT (dowhy.causal_identifier.auto_identifier.BackdoorAdjustment attribute) (dowhy.causal_identifier.BackdoorAdjustment attribute) BACKDOOR_MINCOST_EFFICIENT (dowhy.causal_identifier.auto_identifier.BackdoorAdjustment attribute) (dowhy.causal_identifier.BackdoorAdjustment attribute) BackdoorAdjustment (class in dowhy.causal_identifier) (class in dowhy.causal_identifier.auto_identifier) bar_plot() (in module dowhy.gcm.util.plotting) (in module dowhy.utils.plotting)

base (dowhy.causal_refuters.dummy_outcome_refuter.TestFraction attribute) BayesianGaussianMixtureDistribution (class in dowhy.gcm.stochastic_models) BCSRulesetEstimator (class in dowhy.causal_refuters.overrule.ruleset) beam_search() (in module dowhy.causal_refuters.overrule.BCS.beam_search) benchmark() (dowhy.causal_refuters.evalue_sensitivity_analyzer.EValueSensitivityAnalyzer method) BEST (dowhy.gcm.auto.AssignmentQuality attribute) BETTER (dowhy.gcm.auto.AssignmentQuality attribute) binarize_discrete() (in module dowhy.utils.propensity_score) binary_treatment_model() (in module dowhy.utils.propensity_score) BOOTSTRAP (dowhy.causal_refuter.SignificanceTestType attribute) BootstrapRefuter (class in dowhy.causal_refuters) (class in dowhy.causal_refuters.bootstrap_refuter) build_backdoor_estimands_dict() (in module dowhy.causal_identifier.auto_identifier) build_bayesian_network() (dowhy.do_samplers.mcmc_sampler.McmcSampler method) build_D() (dowhy.causal_identifier.efficient_backdoor.EfficientBackdoor method) build_first_stage_features() (dowhy.causal_estimators.two_stage_regression_estimator.TwoStageRegressionEstimator method) build_graph() (dowhy.causal_graph.CausalGraph method) (in module dowhy.graph) build_graph_from_str() (in module dowhy.graph) build_H0() (dowhy.causal_identifier.efficient_backdoor.EfficientBackdoor method) build_H1() (dowhy.causal_identifier.efficient_backdoor.EfficientBackdoor method)

C

CACM (class in dowhy.causal_prediction.algorithms.cacm) calculate_robustness_value() (dowhy.causal_refuters.partial_linear_sensitivity_analyzer.PartialLinearSensitivityAnalyzer method) CatBoostEncoder (class in dowhy.gcm.util.catboost_encoder) categorical_treatment_model() (in module dowhy.utils.propensity_score) causal_mechanism() (dowhy.gcm.causal_models.InvertibleStructuralCausalModel method) (dowhy.gcm.causal_models.ProbabilisticCausalModel method) (dowhy.gcm.causal_models.StructuralCausalModel method) causal_vertices() (dowhy.causal_identifier.efficient_backdoor.EfficientBackdoor method) CausalAccessor (class in dowhy.api.causal_data_frame) CausalEstimate (class in dowhy.causal_estimator) CausalEstimator (class in dowhy.causal_estimator) CausalEstimator.BootstrapEstimates (class in dowhy.causal_estimator) CausalGraph (class in dowhy.causal_graph) CausalIdentifier (class in dowhy.causal_identifier.identify_effect) Causalml (class in dowhy.causal_estimators.causalml) CausalModel (class in dowhy) (class in dowhy.causal_model) CausalModelEvaluationResult (class in dowhy.gcm.model_evaluation) CausalRefutation (class in dowhy.causal_refuter) CausalRefuter (class in dowhy.causal_refuter) CDT (class in dowhy.graph_learners.cdt) check_dseparation() (dowhy.causal_graph.CausalGraph method) (in module dowhy.graph) check_sensitivity() (dowhy.causal_refuters.evalue_sensitivity_analyzer.EValueSensitivityAnalyzer method) (dowhy.causal_refuters.linear_sensitivity_analyzer.LinearSensitivityAnalyzer method) (dowhy.causal_refuters.non_parametric_sensitivity_analyzer.NonParametricSensitivityAnalyzer method) (dowhy.causal_refuters.partial_linear_sensitivity_analyzer.PartialLinearSensitivityAnalyzer method) check_valid_backdoor_set() (dowhy.causal_graph.CausalGraph method) (in module dowhy.graph) check_valid_frontdoor_set() (dowhy.causal_graph.CausalGraph method) (in module dowhy.graph) check_valid_mediation_set() (dowhy.causal_graph.CausalGraph method) (in module dowhy.graph) CHECKPOINT_FREQ (dowhy.causal_prediction.datasets.base_dataset.MultipleDomainDataset attribute) (dowhy.causal_prediction.datasets.mnist.MNISTCausalAttribute attribute) (dowhy.causal_prediction.datasets.mnist.MNISTCausalIndAttribute attribute) (dowhy.causal_prediction.datasets.mnist.MNISTIndAttribute attribute) choice() (in module dowhy.datasets) choose_variables() (dowhy.causal_refuter.CausalRefuter method) (in module dowhy.causal_refuter) classes (dowhy.gcm.ml.classification.ClassificationModel property) (dowhy.gcm.ml.classification.SklearnClassificationModel property) (dowhy.gcm.ml.classification.SklearnClassificationModelWeighted property) ClassificationModel (class in dowhy.gcm.ml.classification) Classifier() (in module dowhy.causal_prediction.models.networks) classifier_model (dowhy.gcm.causal_mechanisms.ClassifierFCM property) ClassifierFCM (class in dowhy.gcm.causal_mechanisms) clone() (dowhy.gcm.causal_mechanisms.AdditiveNoiseModel method) (dowhy.gcm.causal_mechanisms.ClassifierFCM method) (dowhy.gcm.causal_mechanisms.ConditionalStochasticModel method) (dowhy.gcm.causal_mechanisms.DiscreteAdditiveNoiseModel method) (dowhy.gcm.causal_mechanisms.PostNonlinearModel method) (dowhy.gcm.causal_mechanisms.StochasticModel method) (dowhy.gcm.causal_models.ProbabilisticCausalModel method) (dowhy.gcm.ml.classification.SklearnClassificationModel method) (dowhy.gcm.ml.classification.SklearnClassificationModelWeighted method) (dowhy.gcm.ml.prediction_model.PredictionModel method) (dowhy.gcm.ml.regression.LinearRegressionWithFixedParameter method) (dowhy.gcm.ml.regression.SklearnRegressionModel method) (dowhy.gcm.stochastic_models.BayesianGaussianMixtureDistribution method) (dowhy.gcm.stochastic_models.EmpiricalDistribution method) (dowhy.gcm.stochastic_models.ScipyDistribution method) clone_causal_models() (in module dowhy.gcm.causal_models) coefficients (dowhy.gcm.unit_change.LinearPredictionModel property) (dowhy.gcm.unit_change.SklearnLinearRegressionModel property) color_dataset() (dowhy.causal_prediction.datasets.mnist.MNISTCausalAttribute method) (dowhy.causal_prediction.datasets.mnist.MNISTCausalIndAttribute method) color_rot_dataset() (dowhy.causal_prediction.datasets.mnist.MNISTCausalIndAttribute method) compute_bias_adjusted() (dowhy.causal_refuters.linear_sensitivity_analyzer.LinearSensitivityAnalyzer method) compute_ci() (in module dowhy.utils.cit) compute_conjunctions() (dowhy.causal_refuters.overrule.BCS.overlap_boolean_rule.OverlapBooleanRule method)

compute_LB() (dowhy.causal_refuters.overrule.BCS.beam_search.PricingInstance method) compute_r2diff_benchmarking_covariates() (dowhy.causal_refuters.partial_linear_sensitivity_analyzer.PartialLinearSensitivityAnalyzer method) compute_smallest_mincut() (dowhy.causal_identifier.efficient_backdoor.EfficientBackdoor method) compute_weights() (dowhy.do_samplers.multivariate_weighting_sampler.MultivariateWeightingSampler method) (dowhy.do_samplers.weighting_sampler.WeightingSampler method) conditional_anomaly_scores() (in module dowhy.gcm.anomaly) conditional_MI() (in module dowhy.utils.cit) conditional_mutual_information() (dowhy.causal_refuters.graph_refuter.GraphRefuter method) conditional_reg() (dowhy.causal_prediction.algorithms.regularization.Regularizer method) ConditionalStochasticModel (class in dowhy.gcm.causal_mechanisms) confidence_intervals() (in module dowhy.gcm.confidence_intervals) configure_optimizers() (dowhy.causal_prediction.algorithms.base_algorithm.PredictionAlgorithm method) ConfounderDistributionInterpreter (class in dowhy.interpreters.confounder_distribution_interpreter) construct_backdoor_estimand() (in module dowhy.causal_identifier) (in module dowhy.causal_identifier.auto_identifier) construct_col_names() (in module dowhy.datasets) construct_frontdoor_estimand() (in module dowhy.causal_identifier) (in module dowhy.causal_identifier.auto_identifier) construct_iv_estimand() (in module dowhy.causal_identifier) (in module dowhy.causal_identifier.auto_identifier) construct_mediation_estimand() (in module dowhy.causal_identifier.auto_identifier) construct_symbolic_estimator() (dowhy.causal_estimator.CausalEstimator method) (dowhy.causal_estimators.causalml.Causalml method) (dowhy.causal_estimators.distance_matching_estimator.DistanceMatchingEstimator method) (dowhy.causal_estimators.econml.Econml method) (dowhy.causal_estimators.generalized_linear_model_estimator.GeneralizedLinearModelEstimator method) (dowhy.causal_estimators.instrumental_variable_estimator.InstrumentalVariableEstimator method) (dowhy.causal_estimators.linear_regression_estimator.LinearRegressionEstimator method) (dowhy.causal_estimators.propensity_score_estimator.PropensityScoreEstimator method) (dowhy.causal_estimators.propensity_score_matching_estimator.PropensityScoreMatchingEstimator method) (dowhy.causal_estimators.propensity_score_stratification_estimator.PropensityScoreStratificationEstimator method) (dowhy.causal_estimators.propensity_score_weighting_estimator.PropensityScoreWeightingEstimator method) (dowhy.causal_estimators.regression_discontinuity_estimator.RegressionDiscontinuityEstimator method) (dowhy.causal_estimators.two_stage_regression_estimator.TwoStageRegressionEstimator method) ContextNet (class in dowhy.causal_prediction.models.networks) continuous_treatment_model() (in module dowhy.utils.propensity_score) convert_continuous_to_discrete() (in module dowhy.datasets) convert_to_binary() (dowhy.utils.dgp.DataGeneratingProcess method) (in module dowhy.datasets) convert_to_categorical() (in module dowhy.datasets) convert_to_custom_type() (dowhy.api.causal_data_frame.CausalAccessor method) convert_to_undirected_graph() (in module dowhy.utils.graph_operations) counterfactual_samples() (in module dowhy.gcm.whatif) create_ada_boost_classifier() (in module dowhy.gcm.ml.classification) create_ada_boost_regressor() (in module dowhy.gcm.ml.regression) create_discrete_column() (in module dowhy.datasets) create_dot_graph() (in module dowhy.datasets) create_elastic_net_regressor() (in module dowhy.gcm.ml.regression) create_extra_trees_classifier() (in module dowhy.gcm.ml.classification) create_extra_trees_regressor() (in module dowhy.gcm.ml.regression) create_gaussian_nb_classifier() (in module dowhy.gcm.ml.classification) create_gaussian_process_classifier() (in module dowhy.gcm.ml.classification) create_gaussian_process_regressor() (in module dowhy.gcm.ml.regression) create_gml_graph() (in module dowhy.datasets) create_hist_gradient_boost_classifier() (in module dowhy.gcm.ml.classification) create_hist_gradient_boost_regressor() (in module dowhy.gcm.ml.regression) create_knn_classifier() (in module dowhy.gcm.ml.classification) create_knn_regressor() (in module dowhy.gcm.ml.regression) create_lasso_lars_ic_regressor() (in module dowhy.gcm.ml.regression) create_lasso_regressor() (in module dowhy.gcm.ml.regression) create_linear_regressor() (in module dowhy.gcm.ml.regression) create_linear_regressor_with_given_parameters() (in module dowhy.gcm.ml.regression) create_logistic_regression_classifier() (in module dowhy.gcm.ml.classification) create_polynom_logistic_regression_classifier() (in module dowhy.gcm.ml.classification) create_polynom_regressor() (in module dowhy.gcm.ml.regression) create_polynomial_function() (in module dowhy.utils.regression) create_random_forest_classifier() (in module dowhy.gcm.ml.classification) create_random_forest_regressor() (in module dowhy.gcm.ml.regression) create_ridge_regressor() (in module dowhy.gcm.ml.regression) create_support_vector_classifier() (in module dowhy.gcm.ml.classification) create_support_vector_regressor() (in module dowhy.gcm.ml.regression) crps() (in module dowhy.gcm.model_evaluation)

D

D (dowhy.causal_refuters.assess_overlap_overrule.OverlapConfig attribute) (dowhy.causal_refuters.assess_overlap_overrule.SupportConfig attribute) daggity_to_dot() (in module dowhy.utils.graph_operations) data (dowhy.gcm.stochastic_models.EmpiricalDistribution property) DataGeneratingProcess (class in dowhy.utils.dgp) dataset_from_random_graph() (in module dowhy.datasets) DataSubsetRefuter (class in dowhy.causal_refuters) (class in dowhy.causal_refuters.data_subset_refuter) DEFAULT (dowhy.causal_refuters.placebo_treatment_refuter.PlaceboType attribute) DEFAULT_CONFIDENCE_LEVEL (dowhy.causal_estimator.CausalEstimator attribute) DEFAULT_FIRST_STAGE_MODEL (dowhy.causal_estimators.two_stage_regression_estimator.TwoStageRegressionEstimator attribute) DEFAULT_INTERPRET_METHOD (dowhy.causal_estimator.CausalEstimator attribute) DEFAULT_NOTIMPLEMENTEDERROR_MSG (dowhy.causal_estimator.CausalEstimator attribute) DEFAULT_NUM_SIMULATIONS (dowhy.causal_refuter.CausalRefuter attribute) DEFAULT_NUMBER_OF_SIMULATIONS_CI (dowhy.causal_estimator.CausalEstimator attribute) DEFAULT_NUMBER_OF_SIMULATIONS_STAT_TEST (dowhy.causal_estimator.CausalEstimator attribute) DEFAULT_NUMBER_OF_TRIALS (dowhy.causal_refuters.bootstrap_refuter.BootstrapRefuter attribute) (dowhy.causal_refuters.BootstrapRefuter attribute) DEFAULT_PERCENTILE (dowhy.utils.dgp.DataGeneratingProcess attribute) DEFAULT_SAMPLE_SIZE_FRACTION (dowhy.causal_estimator.CausalEstimator attribute) DEFAULT_SECOND_STAGE_MODEL (dowhy.causal_estimators.two_stage_regression_estimator.TwoStageRegressionEstimator attribute) DEFAULT_STD_DEV (dowhy.causal_refuters.bootstrap_refuter.BootstrapRefuter attribute) (dowhy.causal_refuters.BootstrapRefuter attribute) DEFAULT_SUBSET_FRACTION (dowhy.causal_refuters.data_subset_refuter.DataSubsetRefuter attribute) (dowhy.causal_refuters.DataSubsetRefuter attribute) DEFAULT_SUCCESS_PROBABILITY (dowhy.causal_refuters.bootstrap_refuter.BootstrapRefuter attribute) (dowhy.causal_refuters.BootstrapRefuter attribute) DEFAULT_TRUE_CAUSAL_EFFECT() (in module dowhy.causal_refuters.dummy_outcome_refuter) del_edge() (in module dowhy.utils.graph_operations) density() (dowhy.gcm.density_estimator.DensityEstimator method) (dowhy.gcm.density_estimators.GaussianMixtureDensityEstimator method) (dowhy.gcm.density_estimators.KernelDensityEstimator1D method) DensityEstimator (class in dowhy.gcm.density_estimator) describe_all_rules() (dowhy.causal_refuters.assess_overlap_overrule.OverruleAnalyzer method) describe_overlap_rules() (dowhy.causal_refuters.assess_overlap_overrule.OverruleAnalyzer method) describe_support_rules() (dowhy.causal_refuters.assess_overlap_overrule.OverruleAnalyzer method) difference() (dowhy.utils.ordered_set.OrderedSet method) DimensionalityReducer (class in dowhy.data_transformer) DirectedGraph (class in dowhy.graph) disable_progress_bars() (in module dowhy.gcm.config) discrete_dist_plot() (dowhy.interpreters.confounder_distribution_interpreter.ConfounderDistributionInterpreter static method) discrete_to_integer() (in module dowhy.utils.propensity_score) DiscreteAdditiveNoiseModel (class in dowhy.gcm.causal_mechanisms) disrupt_causes() (dowhy.do_sampler.DoSampler method) (dowhy.do_samplers.multivariate_weighting_sampler.MultivariateWeightingSampler method) (dowhy.do_samplers.weighting_sampler.WeightingSampler method) DistanceMatchingEstimator (class in dowhy.causal_estimators.distance_matching_estimator) distribution_change() (in module dowhy.gcm.distribution_change) distribution_change_of_graphs() (in module dowhy.gcm.distribution_change) do() (dowhy.api.causal_data_frame.CausalAccessor method) (dowhy.causal_estimator.CausalEstimator method) (dowhy.causal_model.CausalModel method) (dowhy.CausalModel method) do_sample() (dowhy.do_sampler.DoSampler method) (dowhy.do_samplers.mcmc_sampler.McmcSampler method) do_surgery() (dowhy.causal_graph.CausalGraph method) (in module dowhy.graph) do_x_surgery() (dowhy.do_samplers.mcmc_sampler.McmcSampler method) DoSampler (class in dowhy.do_sampler) dowhy module dowhy.api module dowhy.api.causal_data_frame module dowhy.causal_estimator module dowhy.causal_estimators module dowhy.causal_estimators.causalml module dowhy.causal_estimators.distance_matching_estimator module dowhy.causal_estimators.econml module dowhy.causal_estimators.generalized_linear_model_estimator module dowhy.causal_estimators.instrumental_variable_estimator module dowhy.causal_estimators.linear_regression_estimator module dowhy.causal_estimators.propensity_score_estimator module dowhy.causal_estimators.propensity_score_matching_estimator module dowhy.causal_estimators.propensity_score_stratification_estimator module dowhy.causal_estimators.propensity_score_weighting_estimator module dowhy.causal_estimators.regression_discontinuity_estimator module dowhy.causal_estimators.regression_estimator module dowhy.causal_estimators.two_stage_regression_estimator module dowhy.causal_graph module dowhy.causal_identifier module dowhy.causal_identifier.auto_identifier module dowhy.causal_identifier.backdoor module dowhy.causal_identifier.efficient_backdoor module dowhy.causal_identifier.id_identifier module dowhy.causal_identifier.identified_estimand module dowhy.causal_identifier.identify_effect module dowhy.causal_model module dowhy.causal_prediction module dowhy.causal_prediction.algorithms module dowhy.causal_prediction.algorithms.base_algorithm module dowhy.causal_prediction.algorithms.cacm module dowhy.causal_prediction.algorithms.erm module dowhy.causal_prediction.algorithms.regularization module dowhy.causal_prediction.algorithms.utils module dowhy.causal_prediction.dataloaders module dowhy.causal_prediction.dataloaders.fast_data_loader module dowhy.causal_prediction.dataloaders.get_data_loader module dowhy.causal_prediction.dataloaders.misc module dowhy.causal_prediction.datasets module dowhy.causal_prediction.datasets.base_dataset module dowhy.causal_prediction.datasets.mnist module dowhy.causal_prediction.models module dowhy.causal_prediction.models.networks module dowhy.causal_refuter module dowhy.causal_refuters module dowhy.causal_refuters.add_unobserved_common_cause module dowhy.causal_refuters.assess_overlap module dowhy.causal_refuters.assess_overlap_overrule module dowhy.causal_refuters.bootstrap_refuter module dowhy.causal_refuters.data_subset_refuter module dowhy.causal_refuters.dummy_outcome_refuter module dowhy.causal_refuters.evalue_sensitivity_analyzer module dowhy.causal_refuters.graph_refuter module dowhy.causal_refuters.linear_sensitivity_analyzer module dowhy.causal_refuters.non_parametric_sensitivity_analyzer module dowhy.causal_refuters.overrule module dowhy.causal_refuters.overrule.BCS module dowhy.causal_refuters.overrule.BCS.beam_search module dowhy.causal_refuters.overrule.BCS.load_process_data_BCS module dowhy.causal_refuters.overrule.BCS.overlap_boolean_rule module

dowhy.causal_refuters.overrule.ruleset module dowhy.causal_refuters.overrule.utils module dowhy.causal_refuters.partial_linear_sensitivity_analyzer module dowhy.causal_refuters.placebo_treatment_refuter module dowhy.causal_refuters.random_common_cause module dowhy.causal_refuters.refute_estimate module dowhy.causal_refuters.reisz module dowhy.data_transformer module dowhy.data_transformers module dowhy.data_transformers.pca_reducer module dowhy.datasets module dowhy.do_sampler module dowhy.do_samplers module dowhy.do_samplers.kernel_density_sampler module dowhy.do_samplers.mcmc_sampler module dowhy.do_samplers.multivariate_weighting_sampler module dowhy.do_samplers.weighting_sampler module dowhy.gcm module dowhy.gcm.anomaly module dowhy.gcm.anomaly_scorer module dowhy.gcm.anomaly_scorers module dowhy.gcm.auto module dowhy.gcm.causal_mechanisms module dowhy.gcm.causal_models module dowhy.gcm.confidence_intervals module dowhy.gcm.confidence_intervals_cms module dowhy.gcm.config module dowhy.gcm.constant module dowhy.gcm.density_estimator module dowhy.gcm.density_estimators module dowhy.gcm.distribution_change module dowhy.gcm.divergence module dowhy.gcm.falsify module dowhy.gcm.feature_relevance module dowhy.gcm.fitting_sampling module dowhy.gcm.independence_test module dowhy.gcm.independence_test.generalised_cov_measure module dowhy.gcm.independence_test.kernel module dowhy.gcm.independence_test.kernel_operation module dowhy.gcm.independence_test.regression module dowhy.gcm.influence module dowhy.gcm.ml module dowhy.gcm.ml.classification module dowhy.gcm.ml.prediction_model module dowhy.gcm.ml.regression module dowhy.gcm.model_evaluation module dowhy.gcm.shapley module dowhy.gcm.stats module dowhy.gcm.stochastic_models module dowhy.gcm.uncertainty module dowhy.gcm.unit_change module dowhy.gcm.util module dowhy.gcm.util.catboost_encoder module dowhy.gcm.util.general module dowhy.gcm.util.plotting module dowhy.gcm.validation module dowhy.gcm.whatif module dowhy.graph module dowhy.graph_learner module dowhy.graph_learners module dowhy.graph_learners.cdt module dowhy.graph_learners.ges module dowhy.graph_learners.lingam module dowhy.interpreter module dowhy.interpreters module dowhy.interpreters.confounder_distribution_interpreter module dowhy.interpreters.propensity_balance_interpreter module dowhy.interpreters.textual_effect_interpreter module dowhy.interpreters.textual_interpreter module dowhy.interpreters.visual_interpreter module dowhy.plotter module dowhy.utils module dowhy.utils.api module dowhy.utils.cit module dowhy.utils.cli_helpers module dowhy.utils.dgp module dowhy.utils.graph_operations module dowhy.utils.graphviz_plotting module dowhy.utils.networkx_plotting module dowhy.utils.ordered_set module dowhy.utils.plotting module dowhy.utils.propensity_score module dowhy.utils.regression module draw_noise_samples() (dowhy.gcm.causal_mechanisms.ClassifierFCM method) (dowhy.gcm.causal_mechanisms.FunctionalCausalModel method) (dowhy.gcm.causal_mechanisms.PostNonlinearModel method) draw_samples() (dowhy.gcm.causal_mechanisms.ConditionalStochasticModel method) (dowhy.gcm.causal_mechanisms.FunctionalCausalModel method) (dowhy.gcm.causal_mechanisms.StochasticModel method) (dowhy.gcm.stochastic_models.BayesianGaussianMixtureDistribution method) (dowhy.gcm.stochastic_models.EmpiricalDistribution method) (dowhy.gcm.stochastic_models.ScipyDistribution method) (in module dowhy.gcm.fitting_sampling) DummyOutcomeRefuter (class in dowhy.causal_refuters) (class in dowhy.causal_refuters.dummy_outcome_refuter)

E

EARLY_STOPPING (dowhy.gcm.shapley.ShapleyApproximationMethods attribute) Econml (class in dowhy.causal_estimators.econml) edges (dowhy.graph.HasEdges property) effect() (dowhy.causal_estimators.econml.Econml method) effect_inference() (dowhy.causal_estimators.econml.Econml method) effect_interval() (dowhy.causal_estimators.econml.Econml method) effect_tt() (dowhy.causal_estimators.econml.Econml method) EfficientBackdoor (class in dowhy.causal_identifier.efficient_backdoor) EmpiricalDistribution (class in dowhy.gcm.stochastic_models) enable_progress_bars() (in module dowhy.gcm.config) entropy() (in module dowhy.utils.cit) ENVIRONMENTS (dowhy.causal_prediction.datasets.base_dataset.MultipleDomainDataset attribute) (dowhy.causal_prediction.datasets.mnist.MNISTCausalAttribute attribute) (dowhy.causal_prediction.datasets.mnist.MNISTCausalIndAttribute attribute) (dowhy.causal_prediction.datasets.mnist.MNISTIndAttribute attribute) ERM (class in dowhy.causal_prediction.algorithms.erm) EstimandType (class in dowhy) (class in dowhy.causal_identifier) (class in dowhy.causal_identifier.auto_identifier) estimate_conditional_effects() (dowhy.causal_estimator.CausalEstimate method) estimate_confidence_intervals() (dowhy.causal_estimator.CausalEstimator method) estimate_distribution_change_scores() (in module dowhy.gcm.distribution_change) estimate_effect() (dowhy.causal_estimators.causalml.Causalml method) (dowhy.causal_estimators.distance_matching_estimator.DistanceMatchingEstimator method) (dowhy.causal_estimators.econml.Econml method) (dowhy.causal_estimators.instrumental_variable_estimator.InstrumentalVariableEstimator method) (dowhy.causal_estimators.propensity_score_matching_estimator.PropensityScoreMatchingEstimator method) (dowhy.causal_estimators.propensity_score_stratification_estimator.PropensityScoreStratificationEstimator method) (dowhy.causal_estimators.propensity_score_weighting_estimator.PropensityScoreWeightingEstimator method) (dowhy.causal_estimators.regression_discontinuity_estimator.RegressionDiscontinuityEstimator method) (dowhy.causal_estimators.regression_estimator.RegressionEstimator method) (dowhy.causal_estimators.two_stage_regression_estimator.TwoStageRegressionEstimator method) (dowhy.causal_model.CausalModel method) (dowhy.CausalModel method) (in module dowhy.causal_estimator) estimate_effect_naive() (dowhy.causal_estimator.CausalEstimator method) estimate_entropy_discrete() (in module dowhy.gcm.uncertainty) estimate_entropy_kmeans() (in module dowhy.gcm.uncertainty)

estimate_entropy_of_probabilities() (in module dowhy.gcm.uncertainty) estimate_entropy_using_discretization() (in module dowhy.gcm.uncertainty) estimate_ftest_pvalue() (in module dowhy.gcm.stats) estimate_gaussian_entropy() (in module dowhy.gcm.uncertainty) estimate_geometric_median() (in module dowhy.gcm.confidence_intervals) estimate_kl_divergence_categorical() (in module dowhy.gcm.divergence) estimate_kl_divergence_continuous_clf() (in module dowhy.gcm.divergence) estimate_kl_divergence_continuous_knn() (in module dowhy.gcm.divergence) estimate_kl_divergence_of_probabilities() (in module dowhy.gcm.divergence) estimate_noise() (dowhy.gcm.causal_mechanisms.DiscreteAdditiveNoiseModel method) (dowhy.gcm.causal_mechanisms.InvertibleFunctionalCausalModel method) (dowhy.gcm.causal_mechanisms.PostNonlinearModel method) estimate_probabilities() (dowhy.gcm.causal_mechanisms.ClassifierFCM method) (dowhy.gcm.causal_mechanisms.ProbabilityEstimatorModel method) estimate_propensity_score_column() (dowhy.causal_estimators.propensity_score_estimator.PropensityScoreEstimator method) estimate_shapley_values() (in module dowhy.gcm.shapley) estimate_std_error() (dowhy.causal_estimator.CausalEstimator method) estimate_variance() (in module dowhy.gcm.uncertainty) estimates (dowhy.causal_estimator.CausalEstimator.BootstrapEstimates attribute) eval_singletons() (dowhy.causal_refuters.overrule.BCS.beam_search.PricingInstance method) evaluate() (dowhy.gcm.causal_mechanisms.ClassifierFCM method) (dowhy.gcm.causal_mechanisms.DiscreteAdditiveNoiseModel method) (dowhy.gcm.causal_mechanisms.FunctionalCausalModel method) (dowhy.gcm.causal_mechanisms.PostNonlinearModel method) (dowhy.gcm.ml.regression.InvertibleExponentialFunction method) (dowhy.gcm.ml.regression.InvertibleFunction method) (dowhy.gcm.ml.regression.InvertibleIdentityFunction method) (dowhy.gcm.ml.regression.InvertibleLogarithmicFunction method) evaluate_causal_model() (in module dowhy.gcm.model_evaluation) evaluate_effect_strength() (dowhy.causal_estimator.CausalEstimator method) evaluate_inverse() (dowhy.gcm.ml.regression.InvertibleExponentialFunction method) (dowhy.gcm.ml.regression.InvertibleFunction method) (dowhy.gcm.ml.regression.InvertibleIdentityFunction method) (dowhy.gcm.ml.regression.InvertibleLogarithmicFunction method) EvaluateCausalModelConfig (class in dowhy.gcm.model_evaluation) EvaluationResult (class in dowhy.gcm.falsify) EValueSensitivityAnalyzer (class in dowhy.causal_refuters.evalue_sensitivity_analyzer) EXACT (dowhy.gcm.shapley.ShapleyApproximationMethods attribute) EXACT_FAST (dowhy.gcm.shapley.ShapleyApproximationMethods attribute)

F

F_GIVEN_VIOLATIONS (dowhy.gcm.falsify.FalsifyConst attribute) F_PERM_VIOLATIONS (dowhy.gcm.falsify.FalsifyConst attribute) falsify_graph() (in module dowhy.gcm.falsify) FalsifyConst (class in dowhy.gcm.falsify) FastDataLoader (class in dowhy.causal_prediction.dataloaders.fast_data_loader) fatom() (in module dowhy.causal_refuters.overrule.utils) feature_relevance_distribution() (in module dowhy.gcm.feature_relevance) feature_relevance_sample() (in module dowhy.gcm.feature_relevance) FeatureBinarizer (class in dowhy.causal_refuters.overrule.BCS.load_process_data_BCS) filter_dataframe() (dowhy.causal_refuters.assess_overlap_overrule.OverruleAnalyzer method) filter_unobserved_variables() (dowhy.causal_graph.CausalGraph method) find_ancestor() (in module dowhy.utils.graph_operations) find_best_model() (in module dowhy.gcm.auto) find_c_components() (in module dowhy.utils.graph_operations) find_predecessor() (in module dowhy.utils.graph_operations) find_set() (dowhy.causal_identifier.backdoor.HittingSetAlgorithm method) find_suitable_continuous_distribution() (dowhy.gcm.stochastic_models.ScipyDistribution static method) find_valid_adjustment_sets() (in module dowhy.causal_identifier.auto_identifier) fit() (dowhy.causal_estimators.causalml.Causalml method) (dowhy.causal_estimators.distance_matching_estimator.DistanceMatchingEstimator method) (dowhy.causal_estimators.econml.Econml method) (dowhy.causal_estimators.generalized_linear_model_estimator.GeneralizedLinearModelEstimator method) (dowhy.causal_estimators.instrumental_variable_estimator.InstrumentalVariableEstimator method) (dowhy.causal_estimators.linear_regression_estimator.LinearRegressionEstimator method) (dowhy.causal_estimators.propensity_score_estimator.PropensityScoreEstimator method) (dowhy.causal_estimators.propensity_score_matching_estimator.PropensityScoreMatchingEstimator method) (dowhy.causal_estimators.propensity_score_stratification_estimator.PropensityScoreStratificationEstimator method) (dowhy.causal_estimators.propensity_score_weighting_estimator.PropensityScoreWeightingEstimator method) (dowhy.causal_estimators.regression_discontinuity_estimator.RegressionDiscontinuityEstimator method) (dowhy.causal_estimators.regression_estimator.RegressionEstimator method) (dowhy.causal_estimators.two_stage_regression_estimator.TwoStageRegressionEstimator method) (dowhy.causal_refuters.assess_overlap_overrule.OverruleAnalyzer method) (dowhy.causal_refuters.overrule.BCS.load_process_data_BCS.FeatureBinarizer method) (dowhy.causal_refuters.overrule.BCS.overlap_boolean_rule.OverlapBooleanRule method) (dowhy.causal_refuters.overrule.ruleset.BCSRulesetEstimator method) (dowhy.causal_refuters.reisz.PluginReisz method) (dowhy.causal_refuters.reisz.ReiszRepresenter method) (dowhy.gcm.anomaly_scorer.AnomalyScorer method) (dowhy.gcm.anomaly_scorers.InverseDensityScorer method) (dowhy.gcm.anomaly_scorers.ITAnomalyScorer method) (dowhy.gcm.anomaly_scorers.MeanDeviationScorer method) (dowhy.gcm.anomaly_scorers.MedianCDFQuantileScorer method) (dowhy.gcm.anomaly_scorers.MedianDeviationScorer method) (dowhy.gcm.anomaly_scorers.RankBasedAnomalyScorer method) (dowhy.gcm.anomaly_scorers.RescaledMedianCDFQuantileScorer method) (dowhy.gcm.causal_mechanisms.ClassifierFCM method) (dowhy.gcm.causal_mechanisms.ConditionalStochasticModel method) (dowhy.gcm.causal_mechanisms.DiscreteAdditiveNoiseModel method) (dowhy.gcm.causal_mechanisms.PostNonlinearModel method) (dowhy.gcm.causal_mechanisms.StochasticModel method) (dowhy.gcm.density_estimator.DensityEstimator method) (dowhy.gcm.density_estimators.GaussianMixtureDensityEstimator method) (dowhy.gcm.density_estimators.KernelDensityEstimator1D method) (dowhy.gcm.ml.prediction_model.PredictionModel method) (dowhy.gcm.ml.regression.LinearRegressionWithFixedParameter method) (dowhy.gcm.ml.regression.SklearnRegressionModel method) (dowhy.gcm.ml.regression.SklearnRegressionModelWeighted method) (dowhy.gcm.stochastic_models.BayesianGaussianMixtureDistribution method) (dowhy.gcm.stochastic_models.EmpiricalDistribution method) (dowhy.gcm.stochastic_models.ScipyDistribution method) (dowhy.gcm.util.catboost_encoder.CatBoostEncoder method) (in module dowhy.gcm.fitting_sampling)

fit_and_compute() (in module dowhy.gcm.confidence_intervals_cms) fit_catboost_encoders() (in module dowhy.gcm.util.general) fit_causal_model() (dowhy.do_samplers.mcmc_sampler.McmcSampler method) fit_causal_model_of_target() (in module dowhy.gcm.fitting_sampling) fit_one_hot_encoders() (in module dowhy.gcm.util.general) fit_transform() (dowhy.gcm.util.catboost_encoder.CatBoostEncoder method) forbidden() (dowhy.causal_identifier.efficient_backdoor.EfficientBackdoor method) forward() (dowhy.causal_prediction.models.networks.ContextNet method) (dowhy.causal_prediction.models.networks.Identity method) (dowhy.causal_prediction.models.networks.MLP method) (dowhy.causal_prediction.models.networks.MNIST_CNN method) (dowhy.causal_prediction.models.networks.MNIST_MLP method) (dowhy.causal_prediction.models.networks.ResNet method) freeze_bn() (dowhy.causal_prediction.models.networks.ResNet method) FunctionalCausalModel (class in dowhy.gcm.causal_mechanisms)

G

gaussian_kernel() (in module dowhy.causal_prediction.algorithms.utils) GaussianMixtureDensityEstimator (class in dowhy.gcm.density_estimators) generalised_cov_based() (in module dowhy.gcm.independence_test.generalised_cov_measure) GeneralizedLinearModelEstimator (class in dowhy.causal_estimators.generalized_linear_model_estimator) generate_data() (dowhy.utils.dgp.DataGeneratingProcess method) generate_moment_function() (in module dowhy.utils.regression) generate_random_graph() (in module dowhy.datasets) generation_process() (dowhy.utils.dgp.DataGeneratingProcess method) geometric_median() (in module dowhy.gcm.util.general) GES (class in dowhy.graph_learners.ges) get_adjacency_matrix() (dowhy.causal_graph.CausalGraph method) (in module dowhy.graph) get_all() (dowhy.utils.ordered_set.OrderedSet method) get_all_directed_paths() (dowhy.causal_graph.CausalGraph method) (in module dowhy.graph) get_all_nodes() (dowhy.causal_graph.CausalGraph method) (in module dowhy.graph) get_alpha_estimator() (in module dowhy.causal_refuters.reisz) get_alpharegression_var() (dowhy.causal_refuters.non_parametric_sensitivity_analyzer.NonParametricSensitivityAnalyzer method) get_ancestors() (dowhy.causal_graph.CausalGraph method) get_backdoor_paths() (dowhy.causal_graph.CausalGraph method) (in module dowhy.graph) get_backdoor_variables() (dowhy.causal_identifier.identified_estimand.IdentifiedEstimand method) (dowhy.causal_identifier.IdentifiedEstimand method) get_backdoor_vars() (dowhy.causal_identifier.backdoor.Backdoor method) get_causes() (dowhy.causal_graph.CausalGraph method) get_class_names() (dowhy.gcm.causal_mechanisms.ClassifierFCM method) get_class_object() (in module dowhy.causal_estimators) (in module dowhy.do_samplers) (in module dowhy.interpreters) get_common_causes() (dowhy.causal_graph.CausalGraph method) (dowhy.causal_model.CausalModel method) (dowhy.CausalModel method) get_condition_vars() (dowhy.causal_identifier.backdoor.NodePair method) (dowhy.causal_identifier.backdoor.Path method) get_confidence_intervals() (dowhy.causal_estimator.CausalEstimate method) get_confidence_levels() (dowhy.causal_refuters.partial_linear_sensitivity_analyzer.PartialLinearSensitivityAnalyzer method) get_default_backdoor_set_id() (in module dowhy.causal_identifier.auto_identifier) get_descendants() (dowhy.causal_graph.CausalGraph method) (in module dowhy.graph) get_discovery_class_object() (in module dowhy.graph_learners) get_effect_modifiers() (dowhy.causal_graph.CausalGraph method) (dowhy.causal_model.CausalModel method) (dowhy.CausalModel method)

get_estimator() (dowhy.causal_model.CausalModel method) (dowhy.CausalModel method) get_eval_loader() (in module dowhy.causal_prediction.dataloaders.get_data_loader) get_evalue() (dowhy.causal_refuters.evalue_sensitivity_analyzer.EValueSensitivityAnalyzer method) get_frontdoor_variables() (dowhy.causal_identifier.identified_estimand.IdentifiedEstimand method) (dowhy.causal_identifier.IdentifiedEstimand method) get_generic_regressor() (in module dowhy.causal_refuters.reisz) get_instrumental_variables() (dowhy.causal_identifier.identified_estimand.IdentifiedEstimand method) (dowhy.causal_identifier.IdentifiedEstimand method) get_instruments() (dowhy.causal_graph.CausalGraph method) (dowhy.causal_model.CausalModel method) (dowhy.CausalModel method) (in module dowhy.graph) get_library_class_object() (in module dowhy.graph_learners) get_loaders() (in module dowhy.causal_prediction.dataloaders.get_data_loader) get_mediator_variables() (dowhy.causal_identifier.identified_estimand.IdentifiedEstimand method) (dowhy.causal_identifier.IdentifiedEstimand method) get_new_estimator_object() (dowhy.causal_estimator.CausalEstimator method) get_numeric_features() (in module dowhy.utils.regression) get_objective_value() (dowhy.causal_refuters.overrule.BCS.overlap_boolean_rule.OverlapBooleanRule method) get_ordered_predecessors() (in module dowhy.graph) get_params() (dowhy.causal_refuters.overrule.BCS.overlap_boolean_rule.OverlapBooleanRule method) (dowhy.causal_refuters.overrule.ruleset.BCSRulesetEstimator method) get_parents() (dowhy.causal_graph.CausalGraph method) get_phi_lower_upper() (dowhy.causal_refuters.non_parametric_sensitivity_analyzer.NonParametricSensitivityAnalyzer method) (dowhy.causal_refuters.partial_linear_sensitivity_analyzer.PartialLinearSensitivityAnalyzer method) get_random_node_pair() (in module dowhy.utils.graph_operations) get_regression_r2() (dowhy.causal_refuters.partial_linear_sensitivity_analyzer.PartialLinearSensitivityAnalyzer method) get_simple_ordered_tree() (in module dowhy.utils.graph_operations) get_standard_error() (dowhy.causal_estimator.CausalEstimate method) get_train_eval_loader() (in module dowhy.causal_prediction.dataloaders.get_data_loader) get_train_loader() (in module dowhy.causal_prediction.dataloaders.get_data_loader) get_type_string() (in module dowhy.utils.propensity_score) get_unconfounded_observed_subgraph() (dowhy.causal_graph.CausalGraph method) get_val() (dowhy.causal_identifier.id_identifier.IDExpression method) GIVEN_VIOLATIONS (dowhy.gcm.falsify.FalsifyConst attribute) GOOD (dowhy.gcm.auto.AssignmentQuality attribute) graph_falsification (dowhy.gcm.model_evaluation.CausalModelEvaluationResult attribute) GraphLearner (class in dowhy.graph_learner) GraphRefutation (class in dowhy.causal_refuters.graph_refuter) GraphRefuter (class in dowhy.causal_refuters.graph_refuter) greedy_round_() (dowhy.causal_refuters.overrule.BCS.overlap_boolean_rule.OverlapBooleanRule method)

H

h_operator() (dowhy.causal_identifier.efficient_backdoor.EfficientBackdoor method) has_categorical() (in module dowhy.gcm.util.general) has_directed_path() (dowhy.causal_graph.CausalGraph method) (in module dowhy.graph)

has_linear_relationship() (in module dowhy.gcm.auto) HasEdges (class in dowhy.graph) HasNodes (class in dowhy.graph) HittingSetAlgorithm (class in dowhy.causal_identifier.backdoor)

I

IdentifiedEstimand (class in dowhy.causal_identifier) (class in dowhy.causal_identifier.identified_estimand) identify_ate_effect() (in module dowhy.causal_identifier.auto_identifier) identify_backdoor() (dowhy.causal_identifier.auto_identifier.AutoIdentifier method) (dowhy.causal_identifier.AutoIdentifier method) (in module dowhy.causal_identifier.auto_identifier) identify_cde_effect() (in module dowhy.causal_identifier.auto_identifier) identify_effect() (dowhy.causal_identifier.auto_identifier.AutoIdentifier method) (dowhy.causal_identifier.AutoIdentifier method) (dowhy.causal_identifier.id_identifier.IDIdentifier method) (dowhy.causal_identifier.identify_effect.CausalIdentifier method) (dowhy.causal_identifier.IDIdentifier method) (dowhy.causal_model.CausalModel method) (dowhy.CausalModel method) (in module dowhy) (in module dowhy.causal_identifier) (in module dowhy.causal_identifier.identify_effect) identify_effect_auto() (in module dowhy) (in module dowhy.causal_identifier) (in module dowhy.causal_identifier.auto_identifier) identify_effect_id() (in module dowhy) (in module dowhy.causal_identifier) (in module dowhy.causal_identifier.id_identifier) identify_efficient_backdoor() (in module dowhy.causal_identifier.auto_identifier) identify_frontdoor() (in module dowhy.causal_identifier.auto_identifier) identify_mediation() (in module dowhy.causal_identifier.auto_identifier) identify_mediation_first_stage_confounders() (in module dowhy.causal_identifier.auto_identifier) identify_mediation_second_stage_confounders() (in module dowhy.causal_identifier.auto_identifier) identify_nde_effect() (in module dowhy.causal_identifier.auto_identifier) identify_nie_effect() (in module dowhy.causal_identifier.auto_identifier) Identity (class in dowhy.causal_prediction.models.networks) IDExpression (class in dowhy.causal_identifier.id_identifier) IDIdentifier (class in dowhy.causal_identifier) (class in dowhy.causal_identifier.id_identifier) ignore() (dowhy.causal_identifier.efficient_backdoor.EfficientBackdoor method) include_simulated_confounder() (dowhy.causal_refuters.add_unobserved_common_cause.AddUnobservedCommonCause method) (dowhy.causal_refuters.AddUnobservedCommonCause method) (in module dowhy.causal_refuters.add_unobserved_common_cause) independence_test() (in module dowhy.gcm.independence_test) induced_graph() (in module dowhy.utils.graph_operations) InfiniteDataLoader (class in dowhy.causal_prediction.dataloaders.fast_data_loader) init_estimator_() (dowhy.causal_refuters.overrule.ruleset.BCSRulesetEstimator method) init_graph() (dowhy.causal_model.CausalModel method) (dowhy.CausalModel method)

INPUT_SHAPE (dowhy.causal_prediction.datasets.base_dataset.MultipleDomainDataset attribute) (dowhy.causal_prediction.datasets.mnist.MNISTCausalAttribute attribute) (dowhy.causal_prediction.datasets.mnist.MNISTCausalIndAttribute attribute) (dowhy.causal_prediction.datasets.mnist.MNISTIndAttribute attribute) InstrumentalVariableEstimator (class in dowhy.causal_estimators.instrumental_variable_estimator) interpret() (dowhy.causal_estimator.CausalEstimate method) (dowhy.causal_model.CausalModel method) (dowhy.causal_refuter.CausalRefutation method) (dowhy.CausalModel method) (dowhy.interpreter.Interpreter method) (dowhy.interpreters.confounder_distribution_interpreter.ConfounderDistributionInterpreter method) (dowhy.interpreters.propensity_balance_interpreter.PropensityBalanceInterpreter method) (dowhy.interpreters.textual_effect_interpreter.TextualEffectInterpreter method) Interpreter (class in dowhy.interpreter) intersection() (dowhy.utils.ordered_set.OrderedSet method) interventional_outcomes() (dowhy.causal_estimators.regression_estimator.RegressionEstimator method) interventional_samples() (in module dowhy.gcm.whatif) intrinsic_causal_influence() (in module dowhy.gcm.influence) intrinsic_causal_influence_sample() (in module dowhy.gcm.influence) InverseDensityScorer (class in dowhy.gcm.anomaly_scorers) invertible_function (dowhy.gcm.causal_mechanisms.PostNonlinearModel property) InvertibleExponentialFunction (class in dowhy.gcm.ml.regression) InvertibleFunction (class in dowhy.gcm.ml.regression) InvertibleFunctionalCausalModel (class in dowhy.gcm.causal_mechanisms) InvertibleIdentityFunction (class in dowhy.gcm.ml.regression) InvertibleLogarithmicFunction (class in dowhy.gcm.ml.regression) InvertibleStructuralCausalModel (class in dowhy.gcm.causal_models) is_backdoor() (dowhy.causal_identifier.backdoor.Backdoor method) is_benchmarking_needed() (dowhy.causal_refuters.partial_linear_sensitivity_analyzer.PartialLinearSensitivityAnalyzer method) is_blocked() (dowhy.causal_graph.CausalGraph method) (dowhy.causal_identifier.backdoor.Path method) (in module dowhy.graph) is_bootstrap_parameter_changed() (dowhy.causal_estimator.CausalEstimator static method) is_categorical() (in module dowhy.gcm.util.general) is_complete() (dowhy.causal_identifier.backdoor.NodePair method) is_connected() (in module dowhy.utils.graph_operations) is_discrete() (in module dowhy.gcm.util.general) is_empty() (dowhy.utils.ordered_set.OrderedSet method) is_probability_matrix() (in module dowhy.gcm.divergence) is_root_node() (in module dowhy.graph) ITAnomalyScorer (class in dowhy.gcm.anomaly_scorers) iterMax (dowhy.causal_refuters.assess_overlap_overrule.OverlapConfig attribute) (dowhy.causal_refuters.assess_overlap_overrule.SupportConfig attribute)

K

K (dowhy.causal_refuters.assess_overlap_overrule.OverlapConfig attribute) (dowhy.causal_refuters.assess_overlap_overrule.SupportConfig attribute) kernel_based() (in module dowhy.gcm.independence_test.kernel)

KernelDensityEstimator1D (class in dowhy.gcm.density_estimators) KernelDensitySampler (class in dowhy.do_samplers.kernel_density_sampler) KernelSampler (class in dowhy.do_samplers.kernel_density_sampler)

L

lalonde_dataset() (in module dowhy.datasets) lambda0 (dowhy.causal_refuters.assess_overlap_overrule.OverlapConfig attribute) (dowhy.causal_refuters.assess_overlap_overrule.SupportConfig attribute) lambda1 (dowhy.causal_refuters.assess_overlap_overrule.OverlapConfig attribute) (dowhy.causal_refuters.assess_overlap_overrule.SupportConfig attribute) learn_graph() (dowhy.causal_model.CausalModel method) (dowhy.CausalModel method) (dowhy.graph_learner.GraphLearner method) (dowhy.graph_learners.cdt.CDT method) (dowhy.graph_learners.ges.GES method) (dowhy.graph_learners.lingam.LINGAM method)

linear_dataset() (in module dowhy.datasets) LinearPredictionModel (class in dowhy.gcm.unit_change) LinearRegressionEstimator (class in dowhy.causal_estimators.linear_regression_estimator) LinearRegressionWithFixedParameter (class in dowhy.gcm.ml.regression) LinearSensitivityAnalyzer (class in dowhy.causal_refuters.linear_sensitivity_analyzer) LINGAM (class in dowhy.graph_learners.lingam) LOCAL_VIOLATION_INSIGHT (dowhy.gcm.falsify.FalsifyConst attribute)

M

make_intervention_effective() (dowhy.do_samplers.mcmc_sampler.McmcSampler method) make_treatment_effective() (dowhy.do_sampler.DoSampler method) (dowhy.do_samplers.multivariate_weighting_sampler.MultivariateWeightingSampler method) (dowhy.do_samplers.weighting_sampler.WeightingSampler method) make_weights_for_balanced_classes() (in module dowhy.causal_prediction.dataloaders.misc) map_scipy_distribution_parameters_to_names() (dowhy.gcm.stochastic_models.ScipyDistribution static method) marginal_expectation() (in module dowhy.gcm.stats) McmcSampler (class in dowhy.do_samplers.mcmc_sampler) MeanDeviationScorer (class in dowhy.gcm.anomaly_scorers) means_difference() (in module dowhy.gcm.util.general) MEC (dowhy.gcm.falsify.FalsifyConst attribute) mechanism_change_test() (in module dowhy.gcm.distribution_change) mechanism_performances (dowhy.gcm.model_evaluation.CausalModelEvaluationResult attribute) MechanismPerformanceResult (class in dowhy.gcm.model_evaluation) MedianCDFQuantileScorer (class in dowhy.gcm.anomaly_scorers) MedianDeviationScorer (class in dowhy.gcm.anomaly_scorers) merge_p_values_average() (in module dowhy.gcm.stats) merge_p_values_fdr() (in module dowhy.gcm.stats) merge_p_values_quantile() (in module dowhy.gcm.stats) METHOD (dowhy.gcm.falsify.FalsifyConst attribute) MLP (class in dowhy.causal_prediction.models.networks) mmd() (dowhy.causal_prediction.algorithms.regularization.Regularizer method) mmd_compute() (in module dowhy.causal_prediction.algorithms.utils) MNIST_CNN (class in dowhy.causal_prediction.models.networks) MNIST_MLP (class in dowhy.causal_prediction.models.networks) MNISTCausalAttribute (class in dowhy.causal_prediction.datasets.mnist) MNISTCausalIndAttribute (class in dowhy.causal_prediction.datasets.mnist) MNISTIndAttribute (class in dowhy.causal_prediction.datasets.mnist) module dowhy dowhy.api dowhy.api.causal_data_frame dowhy.causal_estimator dowhy.causal_estimators dowhy.causal_estimators.causalml dowhy.causal_estimators.distance_matching_estimator dowhy.causal_estimators.econml dowhy.causal_estimators.generalized_linear_model_estimator dowhy.causal_estimators.instrumental_variable_estimator dowhy.causal_estimators.linear_regression_estimator dowhy.causal_estimators.propensity_score_estimator dowhy.causal_estimators.propensity_score_matching_estimator dowhy.causal_estimators.propensity_score_stratification_estimator dowhy.causal_estimators.propensity_score_weighting_estimator dowhy.causal_estimators.regression_discontinuity_estimator dowhy.causal_estimators.regression_estimator dowhy.causal_estimators.two_stage_regression_estimator dowhy.causal_graph dowhy.causal_identifier dowhy.causal_identifier.auto_identifier dowhy.causal_identifier.backdoor dowhy.causal_identifier.efficient_backdoor dowhy.causal_identifier.id_identifier dowhy.causal_identifier.identified_estimand dowhy.causal_identifier.identify_effect dowhy.causal_model dowhy.causal_prediction dowhy.causal_prediction.algorithms dowhy.causal_prediction.algorithms.base_algorithm dowhy.causal_prediction.algorithms.cacm dowhy.causal_prediction.algorithms.erm dowhy.causal_prediction.algorithms.regularization dowhy.causal_prediction.algorithms.utils dowhy.causal_prediction.dataloaders dowhy.causal_prediction.dataloaders.fast_data_loader dowhy.causal_prediction.dataloaders.get_data_loader dowhy.causal_prediction.dataloaders.misc dowhy.causal_prediction.datasets dowhy.causal_prediction.datasets.base_dataset dowhy.causal_prediction.datasets.mnist dowhy.causal_prediction.models dowhy.causal_prediction.models.networks dowhy.causal_refuter dowhy.causal_refuters dowhy.causal_refuters.add_unobserved_common_cause dowhy.causal_refuters.assess_overlap dowhy.causal_refuters.assess_overlap_overrule dowhy.causal_refuters.bootstrap_refuter dowhy.causal_refuters.data_subset_refuter dowhy.causal_refuters.dummy_outcome_refuter dowhy.causal_refuters.evalue_sensitivity_analyzer dowhy.causal_refuters.graph_refuter dowhy.causal_refuters.linear_sensitivity_analyzer dowhy.causal_refuters.non_parametric_sensitivity_analyzer dowhy.causal_refuters.overrule dowhy.causal_refuters.overrule.BCS dowhy.causal_refuters.overrule.BCS.beam_search dowhy.causal_refuters.overrule.BCS.load_process_data_BCS dowhy.causal_refuters.overrule.BCS.overlap_boolean_rule dowhy.causal_refuters.overrule.ruleset dowhy.causal_refuters.overrule.utils dowhy.causal_refuters.partial_linear_sensitivity_analyzer dowhy.causal_refuters.placebo_treatment_refuter dowhy.causal_refuters.random_common_cause dowhy.causal_refuters.refute_estimate dowhy.causal_refuters.reisz dowhy.data_transformer dowhy.data_transformers dowhy.data_transformers.pca_reducer dowhy.datasets dowhy.do_sampler dowhy.do_samplers dowhy.do_samplers.kernel_density_sampler dowhy.do_samplers.mcmc_sampler dowhy.do_samplers.multivariate_weighting_sampler dowhy.do_samplers.weighting_sampler dowhy.gcm dowhy.gcm.anomaly dowhy.gcm.anomaly_scorer dowhy.gcm.anomaly_scorers dowhy.gcm.auto dowhy.gcm.causal_mechanisms dowhy.gcm.causal_models dowhy.gcm.confidence_intervals dowhy.gcm.confidence_intervals_cms dowhy.gcm.config dowhy.gcm.constant dowhy.gcm.density_estimator dowhy.gcm.density_estimators dowhy.gcm.distribution_change dowhy.gcm.divergence dowhy.gcm.falsify dowhy.gcm.feature_relevance dowhy.gcm.fitting_sampling dowhy.gcm.independence_test dowhy.gcm.independence_test.generalised_cov_measure dowhy.gcm.independence_test.kernel dowhy.gcm.independence_test.kernel_operation dowhy.gcm.independence_test.regression dowhy.gcm.influence dowhy.gcm.ml dowhy.gcm.ml.classification dowhy.gcm.ml.prediction_model dowhy.gcm.ml.regression dowhy.gcm.model_evaluation dowhy.gcm.shapley dowhy.gcm.stats dowhy.gcm.stochastic_models dowhy.gcm.uncertainty dowhy.gcm.unit_change dowhy.gcm.util dowhy.gcm.util.catboost_encoder dowhy.gcm.util.general dowhy.gcm.util.plotting dowhy.gcm.validation dowhy.gcm.whatif dowhy.graph dowhy.graph_learner dowhy.graph_learners dowhy.graph_learners.cdt dowhy.graph_learners.ges dowhy.graph_learners.lingam dowhy.interpreter dowhy.interpreters dowhy.interpreters.confounder_distribution_interpreter dowhy.interpreters.propensity_balance_interpreter dowhy.interpreters.textual_effect_interpreter dowhy.interpreters.textual_interpreter dowhy.interpreters.visual_interpreter dowhy.plotter dowhy.utils dowhy.utils.api dowhy.utils.cit dowhy.utils.cli_helpers dowhy.utils.dgp dowhy.utils.graph_operations dowhy.utils.graphviz_plotting dowhy.utils.networkx_plotting dowhy.utils.ordered_set dowhy.utils.plotting dowhy.utils.propensity_score dowhy.utils.regression

MultipleDomainDataset (class in dowhy.causal_prediction.datasets.base_dataset) MultivariateWeightingSampler (class in dowhy.do_samplers.multivariate_weighting_sampler) my_cdist() (in module dowhy.causal_prediction.algorithms.utils)

N

n_outputs (dowhy.causal_prediction.models.networks.MNIST_CNN attribute) n_ref_multiplier (dowhy.causal_refuters.assess_overlap_overrule.SupportConfig attribute) N_STEPS (dowhy.causal_prediction.datasets.base_dataset.MultipleDomainDataset attribute) (dowhy.causal_prediction.datasets.mnist.MNISTCausalAttribute attribute) (dowhy.causal_prediction.datasets.mnist.MNISTCausalIndAttribute attribute) (dowhy.causal_prediction.datasets.mnist.MNISTIndAttribute attribute) N_TESTS (dowhy.gcm.falsify.FalsifyConst attribute) N_VIOLATIONS (dowhy.gcm.falsify.FalsifyConst attribute) N_WORKERS (dowhy.causal_prediction.datasets.base_dataset.MultipleDomainDataset attribute) nmse() (in module dowhy.gcm.model_evaluation) node_connected_subgraph_view() (in module dowhy.graph) NodePair (class in dowhy.causal_identifier.backdoor) nodes (dowhy.graph.HasNodes property) noise() (in module dowhy.causal_refuters.dummy_outcome_refuter) noise_model (dowhy.gcm.causal_mechanisms.PostNonlinearModel property) NONPARAMETRIC_ATE (dowhy.causal_identifier.auto_identifier.EstimandType attribute) (dowhy.causal_identifier.EstimandType attribute) (dowhy.EstimandType attribute)

NONPARAMETRIC_CDE (dowhy.causal_identifier.auto_identifier.EstimandType attribute) (dowhy.causal_identifier.EstimandType attribute) (dowhy.EstimandType attribute) NONPARAMETRIC_NDE (dowhy.causal_identifier.auto_identifier.EstimandType attribute) (dowhy.causal_identifier.EstimandType attribute) (dowhy.EstimandType attribute) NONPARAMETRIC_NIE (dowhy.causal_identifier.auto_identifier.EstimandType attribute) (dowhy.causal_identifier.EstimandType attribute) (dowhy.EstimandType attribute) NonParametricSensitivityAnalyzer (class in dowhy.causal_refuters.non_parametric_sensitivity_analyzer) NORMAL (dowhy.causal_refuter.SignificanceTestType attribute) NOT_REJECTED (dowhy.gcm.validation.RejectionResult attribute) NUM_QUANTILES_TO_DISCRETIZE_CONT_COLS (dowhy.causal_estimator.CausalEstimator attribute) num_sets() (dowhy.causal_identifier.backdoor.HittingSetAlgorithm method) num_thresh (dowhy.causal_refuters.assess_overlap_overrule.OverlapConfig attribute) (dowhy.causal_refuters.assess_overlap_overrule.SupportConfig attribute)

O

optimal_adj_set() (dowhy.causal_identifier.efficient_backdoor.EfficientBackdoor method) optimal_mincost_adj_set() (dowhy.causal_identifier.efficient_backdoor.EfficientBackdoor method) optimal_minimal_adj_set() (dowhy.causal_identifier.efficient_backdoor.EfficientBackdoor method) OrderedSet (class in dowhy.utils.ordered_set)

other (dowhy.causal_refuters.dummy_outcome_refuter.TestFraction attribute) overall_kl_divergence (dowhy.gcm.model_evaluation.CausalModelEvaluationResult attribute) OverlapBooleanRule (class in dowhy.causal_refuters.overrule.BCS.overlap_boolean_rule) OverlapConfig (class in dowhy.causal_refuters.assess_overlap_overrule) OverruleAnalyzer (class in dowhy.causal_refuters.assess_overlap_overrule)

P

P_VALUE (dowhy.gcm.falsify.FalsifyConst attribute) P_VALUES (dowhy.gcm.falsify.FalsifyConst attribute) parameters (dowhy.gcm.stochastic_models.ScipyDistribution property) params (dowhy.causal_estimator.CausalEstimator.BootstrapEstimates attribute) parent_relevance() (in module dowhy.gcm.feature_relevance) parse_state() (in module dowhy.utils.api) parse_x() (dowhy.api.causal_data_frame.CausalAccessor method) partial_corr() (in module dowhy.utils.cit) partial_correlation() (dowhy.causal_refuters.graph_refuter.GraphRefuter method) partial_r2_func() (dowhy.causal_refuters.linear_sensitivity_analyzer.LinearSensitivityAnalyzer method) PartialLinearSensitivityAnalyzer (class in dowhy.causal_refuters.partial_linear_sensitivity_analyzer) partially_linear_dataset() (in module dowhy.datasets) Path (class in dowhy.causal_identifier.backdoor) PCAReducer (class in dowhy.data_transformers.pca_reducer) perform_benchmarking() (dowhy.causal_refuters.partial_linear_sensitivity_analyzer.PartialLinearSensitivityAnalyzer method) perform_bootstrap_test() (dowhy.causal_refuter.CausalRefuter method) (in module dowhy.causal_refuter) perform_normal_distribution_test() (dowhy.causal_refuter.CausalRefuter method) (in module dowhy.causal_refuter) PERM_GRAPHS (dowhy.gcm.falsify.FalsifyConst attribute) PERM_VIOLATIONS (dowhy.gcm.falsify.FalsifyConst attribute) PERMUTATION (dowhy.gcm.shapley.ShapleyApproximationMethods attribute) PERMUTE (dowhy.causal_refuters.placebo_treatment_refuter.PlaceboType attribute) permute() (in module dowhy.causal_refuters.dummy_outcome_refuter) permute_features() (in module dowhy.gcm.stats) PlaceboTreatmentRefuter (class in dowhy.causal_refuters) (class in dowhy.causal_refuters.placebo_treatment_refuter) PlaceboType (class in dowhy.causal_refuters.placebo_treatment_refuter) plot() (dowhy.causal_refuters.evalue_sensitivity_analyzer.EValueSensitivityAnalyzer method) (dowhy.causal_refuters.linear_sensitivity_analyzer.LinearSensitivityAnalyzer method) (dowhy.causal_refuters.partial_linear_sensitivity_analyzer.PartialLinearSensitivityAnalyzer method) (in module dowhy.gcm.util.plotting) (in module dowhy.utils.plotting) plot_adjacency_matrix() (in module dowhy.gcm.util.plotting) (in module dowhy.utils.plotting) plot_causal_effect() (in module dowhy.plotter) plot_causal_graph_graphviz() (in module dowhy.utils.graphviz_plotting) plot_causal_graph_networkx() (in module dowhy.utils.networkx_plotting) plot_estimate() (dowhy.causal_refuters.linear_sensitivity_analyzer.LinearSensitivityAnalyzer method) plot_evaluation_results() (in module dowhy.gcm.falsify) plot_falsification_histogram (dowhy.gcm.model_evaluation.CausalModelEvaluationResult attribute) plot_local_insights() (in module dowhy.gcm.falsify)

plot_t() (dowhy.causal_refuters.linear_sensitivity_analyzer.LinearSensitivityAnalyzer method) plot_treatment_outcome() (in module dowhy.plotter) PluginReisz (class in dowhy.causal_refuters.reisz) pnl_assumptions (dowhy.gcm.model_evaluation.CausalModelEvaluationResult attribute) point_sample() (dowhy.do_sampler.DoSampler method) PostNonlinearModel (class in dowhy.gcm.causal_mechanisms) predecessors() (dowhy.graph.DirectedGraph method) predict() (dowhy.causal_estimators.regression_estimator.RegressionEstimator method) (dowhy.causal_refuters.overrule.BCS.overlap_boolean_rule.OverlapBooleanRule method) (dowhy.causal_refuters.overrule.ruleset.BCSRulesetEstimator method) (dowhy.causal_refuters.reisz.PluginReisz method) (dowhy.causal_refuters.reisz.ReiszRepresenter method) (dowhy.gcm.ml.prediction_model.PredictionModel method) (dowhy.gcm.ml.regression.LinearRegressionWithFixedParameter method) (dowhy.gcm.ml.regression.SklearnRegressionModel method) predict_() (dowhy.causal_refuters.overrule.BCS.overlap_boolean_rule.OverlapBooleanRule method) predict_fn() (dowhy.causal_estimators.generalized_linear_model_estimator.GeneralizedLinearModelEstimator method) (dowhy.causal_estimators.linear_regression_estimator.LinearRegressionEstimator method) predict_overlap_support() (dowhy.causal_refuters.assess_overlap_overrule.OverruleAnalyzer method) predict_probabilities() (dowhy.gcm.ml.classification.ClassificationModel method) (dowhy.gcm.ml.classification.SklearnClassificationModel method) (dowhy.gcm.ml.classification.SklearnClassificationModelWeighted method) predict_rules() (dowhy.causal_refuters.overrule.BCS.overlap_boolean_rule.OverlapBooleanRule method) (dowhy.causal_refuters.overrule.ruleset.BCSRulesetEstimator method) prediction_model (dowhy.gcm.causal_mechanisms.PostNonlinearModel property) PredictionAlgorithm (class in dowhy.causal_prediction.algorithms.base_algorithm) PredictionModel (class in dowhy.gcm.ml.prediction_model) preprocess_data_by_treatment() (in module dowhy.causal_refuters.dummy_outcome_refuter) preprocess_observed_common_causes() (in module dowhy.causal_refuters.add_unobserved_common_cause) pretty_print_graph() (in module dowhy.utils.plotting) PricingInstance (class in dowhy.causal_refuters.overrule.BCS.beam_search) ProbabilisticCausalModel (class in dowhy.gcm.causal_models) ProbabilityEstimatorModel (class in dowhy.gcm.causal_mechanisms) process_data() (in module dowhy.causal_refuters.dummy_outcome_refuter) PROGRESS_BAR_COLOR (dowhy.causal_refuter.CausalRefuter attribute) propensity() (dowhy.causal_refuters.reisz.PluginReisz method) propensity_of_treatment_score() (in module dowhy.utils.propensity_score) PropensityBalanceInterpreter (class in dowhy.interpreters.propensity_balance_interpreter) PropensityScoreEstimator (class in dowhy.causal_estimators.propensity_score_estimator) PropensityScoreMatchingEstimator (class in dowhy.causal_estimators.propensity_score_matching_estimator) PropensityScoreStratificationEstimator (class in dowhy.causal_estimators.propensity_score_stratification_estimator) PropensityScoreWeightingEstimator (class in dowhy.causal_estimators.propensity_score_weighting_estimator) psid_dataset() (in module dowhy.datasets)

Q

query_yes_no() (in module dowhy.utils.cli_helpers)

R

RandomCommonCause (class in dowhy.causal_refuters) (class in dowhy.causal_refuters.random_common_cause) RankBasedAnomalyScorer (class in dowhy.gcm.anomaly_scorers) RealizedEstimand (class in dowhy.causal_estimator) reduce() (dowhy.data_transformer.DimensionalityReducer method) (dowhy.data_transformers.pca_reducer.PCAReducer method) refute_bootstrap() (in module dowhy.causal_refuters) (in module dowhy.causal_refuters.bootstrap_refuter) refute_causal_structure() (in module dowhy.gcm.validation) refute_data_subset() (in module dowhy.causal_refuters) (in module dowhy.causal_refuters.data_subset_refuter) refute_dummy_outcome() (in module dowhy.causal_refuters) (in module dowhy.causal_refuters.dummy_outcome_refuter) refute_estimate() (dowhy.causal_model.CausalModel method) (dowhy.causal_refuter.CausalRefuter method) (dowhy.causal_refuters.add_unobserved_common_cause.AddUnobservedCommonCause method) (dowhy.causal_refuters.AddUnobservedCommonCause method) (dowhy.causal_refuters.assess_overlap.AssessOverlap method) (dowhy.causal_refuters.bootstrap_refuter.BootstrapRefuter method) (dowhy.causal_refuters.BootstrapRefuter method) (dowhy.causal_refuters.data_subset_refuter.DataSubsetRefuter method) (dowhy.causal_refuters.DataSubsetRefuter method) (dowhy.causal_refuters.dummy_outcome_refuter.DummyOutcomeRefuter method) (dowhy.causal_refuters.DummyOutcomeRefuter method) (dowhy.causal_refuters.placebo_treatment_refuter.PlaceboTreatmentRefuter method) (dowhy.causal_refuters.PlaceboTreatmentRefuter method) (dowhy.causal_refuters.random_common_cause.RandomCommonCause method) (dowhy.causal_refuters.RandomCommonCause method) (dowhy.CausalModel method) (in module dowhy.causal_refuters) (in module dowhy.causal_refuters.refute_estimate)

refute_graph() (dowhy.causal_model.CausalModel method) (dowhy.CausalModel method) refute_invertible_model() (in module dowhy.gcm.validation) refute_model() (dowhy.causal_refuters.graph_refuter.GraphRefuter method) refute_placebo_treatment() (in module dowhy.causal_refuters) (in module dowhy.causal_refuters.placebo_treatment_refuter) refute_random_common_cause() (in module dowhy.causal_refuters) (in module dowhy.causal_refuters.random_common_cause) regression_based() (in module dowhy.gcm.independence_test.regression) RegressionDiscontinuityEstimator (class in dowhy.causal_estimators.regression_discontinuity_estimator) RegressionEstimator (class in dowhy.causal_estimators.regression_estimator) Regularizer (class in dowhy.causal_prediction.algorithms.regularization) reisz_scoring() (in module dowhy.causal_refuters.reisz) ReiszRepresenter (class in dowhy.causal_refuters.reisz) REJECTED (dowhy.gcm.validation.RejectionResult attribute) RejectionResult (class in dowhy.gcm.validation) RescaledMedianCDFQuantileScorer (class in dowhy.gcm.anomaly_scorers) reset() (dowhy.api.causal_data_frame.CausalAccessor method) (dowhy.do_sampler.DoSampler method) reset_encoders() (dowhy.causal_estimator.CausalEstimator method) ResNet (class in dowhy.causal_prediction.models.networks) robustness_value_func() (dowhy.causal_refuters.linear_sensitivity_analyzer.LinearSensitivityAnalyzer method) rotate_dataset() (dowhy.causal_prediction.datasets.mnist.MNISTCausalIndAttribute method) (dowhy.causal_prediction.datasets.mnist.MNISTIndAttribute method) round_() (dowhy.causal_refuters.overrule.BCS.overlap_boolean_rule.OverlapBooleanRule method) rounding (dowhy.causal_refuters.assess_overlap_overrule.OverlapConfig attribute) (dowhy.causal_refuters.assess_overlap_overrule.SupportConfig attribute) rule_str() (in module dowhy.causal_refuters.overrule.utils) rules() (dowhy.causal_refuters.overrule.ruleset.BCSRulesetEstimator method) run_validations() (in module dowhy.gcm.falsify)

S

sales_dataset() (in module dowhy.datasets) sample() (dowhy.do_sampler.DoSampler method) (dowhy.do_samplers.multivariate_weighting_sampler.MultivariateWeightingSampler method) (dowhy.do_samplers.weighting_sampler.WeightingSampler method) sample_point() (dowhy.do_samplers.kernel_density_sampler.KernelSampler method) sample_prior_causal_model() (dowhy.do_samplers.mcmc_sampler.McmcSampler method) sample_reference() (in module dowhy.causal_refuters.overrule.utils) sampleUnif() (in module dowhy.causal_refuters.overrule.utils) scipy_distribution (dowhy.gcm.stochastic_models.ScipyDistribution property) ScipyDistribution (class in dowhy.gcm.stochastic_models) score() (dowhy.gcm.anomaly_scorer.AnomalyScorer method) (dowhy.gcm.anomaly_scorers.InverseDensityScorer method) (dowhy.gcm.anomaly_scorers.ITAnomalyScorer method) (dowhy.gcm.anomaly_scorers.MeanDeviationScorer method) (dowhy.gcm.anomaly_scorers.MedianCDFQuantileScorer method) (dowhy.gcm.anomaly_scorers.MedianDeviationScorer method) (dowhy.gcm.anomaly_scorers.RankBasedAnomalyScorer method) (dowhy.gcm.anomaly_scorers.RescaledMedianCDFQuantileScorer method) seed (dowhy.causal_refuters.assess_overlap_overrule.SupportConfig attribute) seed_hash() (in module dowhy.causal_prediction.dataloaders.misc) select_model() (in module dowhy.gcm.auto) sensitivity_e_value() (in module dowhy.causal_refuters) (in module dowhy.causal_refuters.add_unobserved_common_cause) sensitivity_linear_partial_r2() (in module dowhy.causal_refuters.add_unobserved_common_cause) sensitivity_non_parametric_partial_r2() (in module dowhy.causal_refuters.add_unobserved_common_cause) sensitivity_simulation() (in module dowhy.causal_refuters) (in module dowhy.causal_refuters.add_unobserved_common_cause) set_backdoor_variables() (dowhy.causal_identifier.identified_estimand.IdentifiedEstimand method) (dowhy.causal_identifier.IdentifiedEstimand method) set_causal_mechanism() (dowhy.gcm.causal_models.InvertibleStructuralCausalModel method) (dowhy.gcm.causal_models.ProbabilisticCausalModel method) (dowhy.gcm.causal_models.StructuralCausalModel method) set_complete() (dowhy.causal_identifier.backdoor.NodePair method) set_default_n_jobs() (in module dowhy.gcm.config) set_identifier_method() (dowhy.causal_identifier.identified_estimand.IdentifiedEstimand method) (dowhy.causal_identifier.IdentifiedEstimand method) set_params() (dowhy.causal_refuters.overrule.BCS.overlap_boolean_rule.OverlapBooleanRule method) (dowhy.causal_refuters.overrule.ruleset.BCSRulesetEstimator method) set_random_seed() (in module dowhy.gcm.util.general)

set_refutation_result() (dowhy.causal_refuters.graph_refuter.GraphRefuter method) setdiff2d() (in module dowhy.gcm.util.general) shap_values() (dowhy.causal_estimators.econml.Econml method) shape_into_2d() (in module dowhy.gcm.util.general) ShapleyApproximationMethods (class in dowhy.gcm.shapley) ShapleyConfig (class in dowhy.gcm.shapley) show() (dowhy.interpreters.textual_interpreter.TextualInterpreter method) (dowhy.interpreters.visual_interpreter.VisualInterpreter method) sigmoid() (in module dowhy.datasets) signif_results_tostr() (dowhy.causal_estimator.CausalEstimator method) significance_level (dowhy.gcm.falsify.EvaluationResult attribute) SignificanceTestType (class in dowhy.causal_refuter) simple_iv_dataset() (in module dowhy.datasets) sklearn_model (dowhy.gcm.ml.regression.SklearnRegressionModel property) SklearnClassificationModel (class in dowhy.gcm.ml.classification) SklearnClassificationModelWeighted (class in dowhy.gcm.ml.classification) SklearnLinearRegressionModel (class in dowhy.gcm.unit_change) SklearnRegressionModel (class in dowhy.gcm.ml.regression) SklearnRegressionModelWeighted (class in dowhy.gcm.ml.regression) solver (dowhy.causal_refuters.assess_overlap_overrule.OverlapConfig attribute) (dowhy.causal_refuters.assess_overlap_overrule.SupportConfig attribute) split_dataset() (in module dowhy.causal_prediction.dataloaders.misc) state_propensity_score() (in module dowhy.utils.propensity_score) stochastically_convert_to_three_level_categorical() (in module dowhy.datasets) StochasticModel (class in dowhy.gcm.causal_mechanisms) str_to_dot() (in module dowhy.utils.graph_operations) StructuralCausalModel (class in dowhy.gcm.causal_models) SUBSET_SAMPLING (dowhy.gcm.shapley.ShapleyApproximationMethods attribute) suggestions (dowhy.gcm.falsify.EvaluationResult attribute) summary (dowhy.gcm.falsify.EvaluationResult attribute) summary() (dowhy.causal_model.CausalModel method) (dowhy.CausalModel method) SupportConfig (class in dowhy.causal_refuters.assess_overlap_overrule) SUPPORTED_ESTIMATORS (dowhy.interpreter.Interpreter attribute) (dowhy.interpreters.confounder_distribution_interpreter.ConfounderDistributionInterpreter attribute) (dowhy.interpreters.propensity_balance_interpreter.PropensityBalanceInterpreter attribute) (dowhy.interpreters.textual_effect_interpreter.TextualEffectInterpreter attribute) SUPPORTED_MODELS (dowhy.interpreter.Interpreter attribute) SUPPORTED_REFUTERS (dowhy.interpreter.Interpreter attribute)

T

target_units_tostr() (dowhy.causal_estimator.CausalEstimator method) TEMP_CAT_COLUMN_PREFIX (dowhy.causal_estimator.CausalEstimator attribute) test_significance() (dowhy.causal_estimator.CausalEstimator method) (dowhy.causal_refuter.CausalRefuter method) (in module dowhy.causal_refuter) test_stat_significance() (dowhy.causal_estimator.CausalEstimate method) test_step() (dowhy.causal_prediction.algorithms.base_algorithm.PredictionAlgorithm method) TestFraction (class in dowhy.causal_refuters.dummy_outcome_refuter) TextualEffectInterpreter (class in dowhy.interpreters.textual_effect_interpreter) TextualInterpreter (class in dowhy.interpreters.textual_interpreter) thresh_override (dowhy.causal_refuters.assess_overlap_overrule.OverlapConfig attribute) (dowhy.causal_refuters.assess_overlap_overrule.SupportConfig attribute) torch_bernoulli_() (dowhy.causal_prediction.datasets.mnist.MNISTCausalAttribute method) (dowhy.causal_prediction.datasets.mnist.MNISTCausalIndAttribute method) (dowhy.causal_prediction.datasets.mnist.MNISTIndAttribute method) torch_xor_() (dowhy.causal_prediction.datasets.mnist.MNISTCausalAttribute method) (dowhy.causal_prediction.datasets.mnist.MNISTCausalIndAttribute method) (dowhy.causal_prediction.datasets.mnist.MNISTIndAttribute method)

train() (dowhy.causal_prediction.models.networks.ResNet method) training (dowhy.causal_prediction.models.networks.ContextNet attribute) (dowhy.causal_prediction.models.networks.Identity attribute) (dowhy.causal_prediction.models.networks.MLP attribute) (dowhy.causal_prediction.models.networks.MNIST_CNN attribute) (dowhy.causal_prediction.models.networks.MNIST_MLP attribute) (dowhy.causal_prediction.models.networks.ResNet attribute) training_step() (dowhy.causal_prediction.algorithms.base_algorithm.PredictionAlgorithm method) (dowhy.causal_prediction.algorithms.cacm.CACM method) (dowhy.causal_prediction.algorithms.erm.ERM method) transform() (dowhy.causal_refuters.overrule.BCS.load_process_data_BCS.FeatureBinarizer method) (dowhy.gcm.util.catboost_encoder.CatBoostEncoder method) treatment_regression() (dowhy.causal_refuters.linear_sensitivity_analyzer.LinearSensitivityAnalyzer method) TwoStageRegressionEstimator (class in dowhy.causal_estimators.two_stage_regression_estimator)

U

unblocked() (dowhy.causal_identifier.efficient_backdoor.EfficientBackdoor method) unconditional_reg() (dowhy.causal_prediction.algorithms.regularization.Regularizer method) union() (dowhy.utils.ordered_set.OrderedSet method) unit_change() (in module dowhy.gcm.unit_change) unit_change_linear() (in module dowhy.gcm.unit_change) unit_change_linear_input_only() (in module dowhy.gcm.unit_change) unit_change_nonlinear() (in module dowhy.gcm.unit_change)

unit_change_nonlinear_input_only() (in module dowhy.gcm.unit_change) update() (dowhy.causal_identifier.backdoor.NodePair method) (dowhy.causal_identifier.backdoor.Path method) update_assumptions() (dowhy.causal_estimator.RealizedEstimand method) update_estimand_expression() (dowhy.causal_estimator.RealizedEstimand method) update_input() (dowhy.causal_estimator.CausalEstimator method) update_significance_level() (dowhy.gcm.falsify.EvaluationResult method)

V

Valid_Dist_Metric_Params (dowhy.causal_estimators.distance_matching_estimator.DistanceMatchingEstimator attribute) validate_acyclic() (in module dowhy.graph) validate_causal_dag() (in module dowhy.gcm.causal_models) validate_causal_graph() (in module dowhy.gcm.causal_models) validate_causal_model_assignment() (in module dowhy.gcm.causal_models) VALIDATE_CM (dowhy.gcm.falsify.FalsifyConst attribute) validate_cm() (in module dowhy.gcm.falsify) VALIDATE_LMC (dowhy.gcm.falsify.FalsifyConst attribute) validate_lmc() (in module dowhy.gcm.falsify) validate_local_structure() (in module dowhy.gcm.causal_models) validate_node() (in module dowhy.gcm.causal_models) validate_node_has_causal_model() (in module dowhy.gcm.causal_models)

validate_node_in_graph() (in module dowhy.graph) VALIDATE_PD (dowhy.gcm.falsify.FalsifyConst attribute) validate_pd() (in module dowhy.gcm.falsify) VALIDATE_TPA (dowhy.gcm.falsify.FalsifyConst attribute) validate_tpa() (in module dowhy.gcm.falsify) validation_step() (dowhy.causal_prediction.algorithms.base_algorithm.PredictionAlgorithm method) variance_of_deviations() (in module dowhy.gcm.util.general) variance_of_matching_values() (in module dowhy.gcm.util.general) view_graph() (dowhy.causal_graph.CausalGraph method) view_model() (dowhy.causal_model.CausalModel method) (dowhy.CausalModel method) VisualInterpreter (class in dowhy.interpreters.visual_interpreter)

W

WeightingSampler (class in dowhy.do_samplers.weighting_sampler)

X

xy_dataset() (in module dowhy.datasets)