Index

_

__init__() (econml.cate_interpreter.SingleTreeCateInterpreter method) (econml.cate_interpreter.SingleTreePolicyInterpreter method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dowhy.DoWhyWrapper method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.federated_learning.FederatedEstimator method) (econml.grf._base_grf.BaseGRF method) (econml.grf._base_grftree.GRFTree method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.LinearMomentGRFCriterion method) (econml.grf.LinearMomentGRFCriterionMSE method) (econml.grf.MultiOutputGRF method) (econml.grf.RegressionForest method) (econml.inference.BootstrapInference method) (econml.inference.EmpiricalInferenceResults method) (econml.inference.GenericModelFinalInference method) (econml.inference.GenericModelFinalInferenceDiscrete method) (econml.inference.GenericSingleTreatmentModelFinalInference method) (econml.inference.LinearModelFinalInference method) (econml.inference.LinearModelFinalInferenceDiscrete method) (econml.inference.NormalInferenceResults method) (econml.inference.PopulationSummaryResults method) (econml.inference.StatsModelsInference method) (econml.inference.StatsModelsInferenceDiscrete method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.DPolynomialFeatures method) (econml.iv.sieve.HermiteFeatures method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.panel.dml.DynamicDML method) (econml.policy.DRPolicyForest method) (econml.policy.DRPolicyTree method) (econml.policy.PolicyForest method) (econml.policy.PolicyTree method) (econml.score.EnsembleCateEstimator method) (econml.score.RScorer method) (econml.sklearn_extensions.linear_model.DebiasedLasso method) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso method) (econml.sklearn_extensions.linear_model.SelectiveRegularization method) (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression method) (econml.sklearn_extensions.linear_model.StatsModelsRLM method) (econml.sklearn_extensions.linear_model.WeightedLasso method) (econml.sklearn_extensions.linear_model.WeightedLassoCV method) (econml.sklearn_extensions.linear_model.WeightedLassoCVWrapper method) (econml.sklearn_extensions.linear_model.WeightedMultiTaskLassoCV method) (econml.sklearn_extensions.model_selection.GridSearchCVList method) (econml.sklearn_extensions.model_selection.WeightedKFold method) (econml.sklearn_extensions.model_selection.WeightedStratifiedKFold method) (econml.solutions.causal_analysis.CausalAnalysis method) (econml.validate.BLPEvaluationResults method) (econml.validate.CalibrationEvaluationResults method) (econml.validate.DRTester method) (econml.validate.EvaluationResults method) (econml.validate.UpliftEvaluationResults method)

_crossfit() (in module econml._ortho_learner) _OrthoLearner (class in econml._ortho_learner) _RLearner (class in econml.dml._rlearner)

A

add_extra_txt() (econml.utilities.Summary method) add_intercept() (in module econml.utilities) aggregate() (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression static method) always_treat_value_ (econml.cate_interpreter.SingleTreePolicyInterpreter attribute) (econml.policy.PolicyTree attribute) apply() (econml.grf._base_grf.BaseGRF method) (econml.grf._base_grftree.GRFTree method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) (econml.policy.PolicyForest method) (econml.policy.PolicyTree method) as_csv() (econml.utilities.Summary method) as_html() (econml.utilities.Summary method) as_latex() (econml.utilities.Summary method) as_text() (econml.utilities.Summary method) ate() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.federated_learning.FederatedEstimator method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.panel.dml.DynamicDML method) ate_ (econml.dml.CausalForestDML attribute) ate__inference() (econml.dml.CausalForestDML method) ate_inference() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.federated_learning.FederatedEstimator method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.panel.dml.DynamicDML method)

ate_interval() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.federated_learning.FederatedEstimator method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.panel.dml.DynamicDML method) ate_stderr_ (econml.dml.CausalForestDML attribute) att_() (econml.dml.CausalForestDML method) att__inference() (econml.dml.CausalForestDML method) att_stderr_() (econml.dml.CausalForestDML method)

B

BaseCateEstimator (class in econml._cate_estimator) BaseGRF (class in econml.grf._base_grf) best_model() (econml.score.RScorer method) bias_part_of_coef (econml._cate_estimator.LinearModelFinalCateEstimatorMixin attribute)

BLPEvaluationResults (class in econml.validate) BootstrapEstimator (class in econml.inference._bootstrap) BootstrapInference (class in econml.inference) broadcast_unit_treatments() (in module econml.utilities)

C

CachedValues (class in econml._ortho_learner) CalibrationEvaluationResults (class in econml.validate) Can set W cate_feature_names() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.federated_learning.FederatedEstimator method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.panel.dml.DynamicDML method) cate_output_names() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.federated_learning.FederatedEstimator method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.panel.dml.DynamicDML method) cate_treatment_names() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.federated_learning.FederatedEstimator method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.panel.dml.DynamicDML method) CausalAnalysis (class in econml.solutions.causal_analysis) CausalForest (class in econml.grf) CausalForestDML (class in econml.dml) CausalIVForest (class in econml.grf) CAUTION check_input_arrays() (in module econml.utilities) check_inputs() (in module econml.utilities) check_models() (in module econml.utilities) coef_ (econml._cate_estimator.DebiasedLassoCateEstimatorMixin property) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin property) (econml._cate_estimator.StatsModelsCateEstimatorMixin property) (econml.dml.DML property) (econml.dml.KernelDML property) (econml.dml.LinearDML property) (econml.dml.SparseLinearDML property) (econml.iv.dml.DMLIV property) (econml.iv.dml.OrthoIV property) (econml.iv.dr.LinearDRIV property) (econml.iv.dr.LinearIntentToTreatDRIV property) (econml.iv.dr.SparseLinearDRIV property) (econml.panel.dml.DynamicDML property) (econml.sklearn_extensions.linear_model.DebiasedLasso attribute) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso attribute) (econml.sklearn_extensions.linear_model.SelectiveRegularization attribute) (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression property) (econml.sklearn_extensions.linear_model.StatsModelsRLM property) (econml.sklearn_extensions.linear_model.WeightedLasso attribute) coef_() (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) coef__inference() (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.SparseLinearDML method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.panel.dml.DynamicDML method) coef__interval() (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.SparseLinearDML method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.panel.dml.DynamicDML method) (econml.sklearn_extensions.linear_model.DebiasedLasso method) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso method) (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression method) (econml.sklearn_extensions.linear_model.StatsModelsRLM method)

coef_stderr_ (econml.sklearn_extensions.linear_model.DebiasedLasso attribute) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso attribute) (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression property) (econml.sklearn_extensions.linear_model.StatsModelsRLM property) cohort_causal_effect() (econml.solutions.causal_analysis.CausalAnalysis method) COMPLIANCE concatenate() (in module econml.utilities) conf_int() (econml.inference.EmpiricalInferenceResults method) (econml.inference.NormalInferenceResults method) conf_int_mean() (econml.inference.PopulationSummaryResults method) conf_int_point() (econml.inference.PopulationSummaryResults method) CONFIDENCE INTERVALS/MODEL SELECTION const_marginal_ate() (econml._cate_estimator.LinearCateEstimator method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.federated_learning.FederatedEstimator method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.panel.dml.DynamicDML method) const_marginal_ate_inference() (econml._cate_estimator.LinearCateEstimator method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.federated_learning.FederatedEstimator method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.panel.dml.DynamicDML method) const_marginal_ate_interval() (econml._cate_estimator.LinearCateEstimator method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.federated_learning.FederatedEstimator method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.panel.dml.DynamicDML method) const_marginal_effect() (econml._cate_estimator.LinearCateEstimator method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.federated_learning.FederatedEstimator method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.panel.dml.DynamicDML method) (econml.score.EnsembleCateEstimator method) const_marginal_effect_inference() (econml._cate_estimator.LinearCateEstimator method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.federated_learning.FederatedEstimator method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.panel.dml.DynamicDML method) const_marginal_effect_interval() (econml._cate_estimator.LinearCateEstimator method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.federated_learning.FederatedEstimator method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.panel.dml.DynamicDML method) count() (econml._ortho_learner.CachedValues method) cross_product() (in module econml.utilities)

D

DebiasedLasso (class in econml.sklearn_extensions.linear_model) DebiasedLassoCateEstimatorDiscreteMixin (class in econml._cate_estimator) DebiasedLassoCateEstimatorMixin (class in econml._cate_estimator) decision_path() (econml.grf._base_grf.BaseGRF method) (econml.grf._base_grftree.GRFTree method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) (econml.policy.PolicyForest method) (econml.policy.PolicyTree method) DeepIV (class in econml.iv.nnet) deprecated() (in module econml.utilities) DML (class in econml.dml) DMLIV (class in econml.iv.dml) DMLOrthoForest (class in econml.orf) DomainAdaptationLearner (class in econml.metalearners) dowhy (econml._cate_estimator.BaseCateEstimator property) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin property) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin property) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin property) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin property) (econml._cate_estimator.LinearCateEstimator property) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin property) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin property) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin property) (econml._cate_estimator.StatsModelsCateEstimatorMixin property) (econml._cate_estimator.TreatmentExpansionMixin property) (econml._ortho_learner._OrthoLearner property) (econml.dml._rlearner._RLearner property) (econml.dml.CausalForestDML property) (econml.dml.DML property) (econml.dml.KernelDML property) (econml.dml.LinearDML property) (econml.dml.NonParamDML property) (econml.dml.SparseLinearDML property) (econml.dr.DRLearner property) (econml.dr.ForestDRLearner property) (econml.dr.LinearDRLearner property) (econml.dr.SparseLinearDRLearner property) (econml.federated_learning.FederatedEstimator property) (econml.iv.dml.DMLIV property) (econml.iv.dml.NonParamDMLIV property) (econml.iv.dml.OrthoIV property) (econml.iv.dr.DRIV property) (econml.iv.dr.ForestDRIV property) (econml.iv.dr.IntentToTreatDRIV property) (econml.iv.dr.LinearDRIV property) (econml.iv.dr.LinearIntentToTreatDRIV property) (econml.iv.dr.SparseLinearDRIV property) (econml.iv.nnet.DeepIV property) (econml.iv.sieve.SieveTSLS property) (econml.metalearners.DomainAdaptationLearner property) (econml.metalearners.SLearner property) (econml.metalearners.TLearner property) (econml.metalearners.XLearner property) (econml.orf.DMLOrthoForest property) (econml.orf.DROrthoForest property) (econml.panel.dml.DynamicDML property)

DoWhyWrapper (class in econml.dowhy) DPolynomialFeatures (class in econml.iv.sieve) DRIV (class in econml.iv.dr) DRLearner (class in econml.dr) DROrthoForest (class in econml.orf) DRPolicyForest (class in econml.policy) DRPolicyTree (class in econml.policy) DRTester (class in econml.validate) DynamicDML (class in econml.panel.dml)

E

econml._cate_estimator module econml._ortho_learner module econml.dml._rlearner module econml.inference._bootstrap module econml.utilities module effect() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.federated_learning.FederatedEstimator method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.panel.dml.DynamicDML method) (econml.score.EnsembleCateEstimator method) effect_inference() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.federated_learning.FederatedEstimator method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.panel.dml.DynamicDML method)

effect_interval() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.federated_learning.FederatedEstimator method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.panel.dml.DynamicDML method) einsum_sparse() (in module econml.utilities) EmpiricalInferenceResults (class in econml.inference) ensemble() (econml.score.RScorer method) EnsembleCateEstimator (class in econml.score) estimators_ (econml.grf.CausalForest attribute) (econml.grf.CausalIVForest attribute) (econml.grf.RegressionForest attribute) evaluate_all() (econml.validate.DRTester method) evaluate_blp() (econml.validate.DRTester method) evaluate_cal() (econml.validate.DRTester method) evaluate_uplift() (econml.validate.DRTester method) EvaluationResults (class in econml.validate) EXPERIMENT export_graphviz() (econml.cate_interpreter.SingleTreeCateInterpreter method) (econml.cate_interpreter.SingleTreePolicyInterpreter method) (econml.policy.DRPolicyForest method) (econml.policy.DRPolicyTree method) (econml.policy.PolicyTree method) extra_txt (econml.utilities.Summary attribute)

F

feature_importances() (econml.grf._base_grf.BaseGRF method) (econml.grf._base_grftree.GRFTree method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) (econml.policy.DRPolicyForest method) (econml.policy.DRPolicyTree method) (econml.policy.PolicyForest method) (econml.policy.PolicyTree method) feature_importances_ (econml.dml.CausalForestDML attribute) (econml.grf._base_grftree.GRFTree attribute) (econml.grf.CausalForest attribute) (econml.grf.CausalIVForest attribute) (econml.grf.RegressionForest attribute) (econml.policy.PolicyForest attribute) (econml.policy.PolicyTree attribute) feature_names_ (econml.solutions.causal_analysis.CausalAnalysis attribute) featurizer_ (econml.dr.DRLearner property) (econml.dr.ForestDRLearner property) (econml.dr.LinearDRLearner property) (econml.dr.SparseLinearDRLearner property) (econml.iv.dml.OrthoIV property) (econml.iv.dr.DRIV property) (econml.iv.dr.ForestDRIV property) (econml.iv.dr.IntentToTreatDRIV property) (econml.iv.dr.LinearDRIV property) (econml.iv.dr.LinearIntentToTreatDRIV property) (econml.iv.dr.SparseLinearDRIV property) FederatedEstimator (class in econml.federated_learning) filter_none_kwargs() (in module econml.utilities) fit() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dowhy.DoWhyWrapper method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.federated_learning.FederatedEstimator method) (econml.grf._base_grf.BaseGRF method) (econml.grf._base_grftree.GRFTree method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) (econml.inference._bootstrap.BootstrapEstimator method) (econml.inference.BootstrapInference method) (econml.inference.GenericModelFinalInference method) (econml.inference.GenericModelFinalInferenceDiscrete method) (econml.inference.GenericSingleTreatmentModelFinalInference method) (econml.inference.LinearModelFinalInference method) (econml.inference.LinearModelFinalInferenceDiscrete method) (econml.inference.StatsModelsInference method) (econml.inference.StatsModelsInferenceDiscrete method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.DPolynomialFeatures method) (econml.iv.sieve.HermiteFeatures method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.panel.dml.DynamicDML method) (econml.policy.DRPolicyForest method) (econml.policy.DRPolicyTree method) (econml.policy.PolicyForest method) (econml.policy.PolicyTree method) (econml.score.RScorer method) (econml.sklearn_extensions.linear_model.DebiasedLasso method) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso method) (econml.sklearn_extensions.linear_model.SelectiveRegularization method) (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression method) (econml.sklearn_extensions.linear_model.StatsModelsRLM method) (econml.sklearn_extensions.linear_model.WeightedLasso method) (econml.sklearn_extensions.linear_model.WeightedLassoCV method) (econml.sklearn_extensions.linear_model.WeightedMultiTaskLassoCV method) (econml.solutions.causal_analysis.CausalAnalysis method) (econml.utilities.IdentityFeatures method) (econml.utilities.MultiModelWrapper method) (econml.utilities.WeightedModelWrapper method)

fit_nuisance() (econml.validate.DRTester method) fit_nuisance_cv() (econml.validate.DRTester method) fit_nuisance_train() (econml.validate.DRTester method) fit_transform() (econml.iv.sieve.DPolynomialFeatures method) (econml.iv.sieve.HermiteFeatures method) (econml.utilities.IdentityFeatures method) ForestDRIV (class in econml.iv.dr) ForestDRLearner (class in econml.dr) ForestModelFinalCateEstimatorDiscreteMixin (class in econml._cate_estimator) ForestModelFinalCateEstimatorMixin (class in econml._cate_estimator) freq_weight (econml._ortho_learner.CachedValues attribute)

G

GenericModelFinalInference (class in econml.inference) GenericModelFinalInferenceDiscrete (class in econml.inference) GenericSingleTreatmentModelFinalInference (class in econml.inference) get_cate_preds() (econml.validate.DRTester method) get_cv_splits() (econml.validate.DRTester method) get_cv_splitter() (econml.validate.DRTester method) get_depth() (econml.grf._base_grftree.GRFTree method) (econml.policy.PolicyTree method) get_feature_names_or_default() (in module econml.utilities) get_input_columns() (in module econml.utilities) get_n_leaves() (econml.grf._base_grftree.GRFTree method) (econml.policy.PolicyTree method) get_n_splits() (econml.sklearn_extensions.model_selection.WeightedKFold method) (econml.sklearn_extensions.model_selection.WeightedStratifiedKFold method) get_params() (econml.grf._base_grf.BaseGRF method) (econml.grf._base_grftree.GRFTree method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.MultiOutputGRF method) (econml.grf.RegressionForest method) (econml.policy.PolicyForest method) (econml.policy.PolicyTree method) (econml.sklearn_extensions.linear_model.DebiasedLasso method) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso method) (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression method) (econml.sklearn_extensions.linear_model.StatsModelsRLM method) (econml.sklearn_extensions.linear_model.WeightedLasso method) (econml.sklearn_extensions.linear_model.WeightedLassoCV method) (econml.sklearn_extensions.linear_model.WeightedLassoCVWrapper method) (econml.sklearn_extensions.linear_model.WeightedMultiTaskLassoCV method) (econml.sklearn_extensions.model_selection.GridSearchCVList method)

get_subsample_inds() (econml.grf._base_grf.BaseGRF method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) (econml.policy.PolicyForest method) get_train_test_split_inds() (econml.grf._base_grftree.GRFTree method) (econml.policy.PolicyTree method) global_causal_effect() (econml.solutions.causal_analysis.CausalAnalysis method) GRFTree (class in econml.grf._base_grftree) GridSearchCVList (class in econml.sklearn_extensions.model_selection) groups (econml._ortho_learner.CachedValues attribute)

H

HermiteFeatures (class in econml.iv.sieve) heterogeneity_model (econml.solutions.causal_analysis.CausalAnalysis attribute)

honest_ (econml.grf._base_grftree.GRFTree attribute) (econml.policy.PolicyTree attribute) hstack() (in module econml.utilities)

I

IdentityFeatures (class in econml.utilities) index() (econml._ortho_learner.CachedValues method) individualized_policy() (econml.solutions.causal_analysis.CausalAnalysis method) init() (econml.grf._base_grftree.GRFTree method) INSTRUMENT IntentToTreatDRIV (class in econml.iv.dr) intercept_ (econml._cate_estimator.DebiasedLassoCateEstimatorMixin property) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin property) (econml._cate_estimator.StatsModelsCateEstimatorMixin property) (econml.dml.DML property) (econml.dml.KernelDML property) (econml.dml.LinearDML property) (econml.dml.SparseLinearDML property) (econml.iv.dml.DMLIV property) (econml.iv.dml.OrthoIV property) (econml.iv.dr.LinearDRIV property) (econml.iv.dr.LinearIntentToTreatDRIV property) (econml.iv.dr.SparseLinearDRIV property) (econml.panel.dml.DynamicDML property) (econml.sklearn_extensions.linear_model.DebiasedLasso attribute) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso attribute) (econml.sklearn_extensions.linear_model.SelectiveRegularization attribute) (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression property) (econml.sklearn_extensions.linear_model.StatsModelsRLM property) (econml.sklearn_extensions.linear_model.WeightedLasso attribute) intercept_() (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) intercept__inference() (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.SparseLinearDML method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.panel.dml.DynamicDML method)

intercept__interval() (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.SparseLinearDML method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.panel.dml.DynamicDML method) (econml.sklearn_extensions.linear_model.DebiasedLasso method) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso method) (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression method) (econml.sklearn_extensions.linear_model.StatsModelsRLM method) intercept_stderr_ (econml.sklearn_extensions.linear_model.DebiasedLasso attribute) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso attribute) (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression property) (econml.sklearn_extensions.linear_model.StatsModelsRLM property) interpret() (econml.cate_interpreter.SingleTreeCateInterpreter method) (econml.cate_interpreter.SingleTreePolicyInterpreter method) inverse_onehot() (in module econml.utilities) iscoo() (in module econml.utilities) issparse() (in module econml.utilities)

J

jacify_featurizer() (in module econml.utilities)

K

KernelDML (class in econml.dml)

L

LINEAR HETEROGENEITY LINEAR TREATMENT EFFECTS LinearCateEstimator (class in econml._cate_estimator) LinearDML (class in econml.dml) LinearDRIV (class in econml.iv.dr) LinearDRLearner (class in econml.dr) LinearIntentToTreatDRIV (class in econml.iv.dr)

LinearModelFinalCateEstimatorDiscreteMixin (class in econml._cate_estimator) LinearModelFinalCateEstimatorMixin (class in econml._cate_estimator) LinearModelFinalInference (class in econml.inference) LinearModelFinalInferenceDiscrete (class in econml.inference) LinearMomentGRFCriterion (class in econml.grf) LinearMomentGRFCriterionMSE (class in econml.grf) local_causal_effect() (econml.solutions.causal_analysis.CausalAnalysis method)

M

marginal_ate() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.federated_learning.FederatedEstimator method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.panel.dml.DynamicDML method) marginal_ate_inference() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.federated_learning.FederatedEstimator method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.panel.dml.DynamicDML method) marginal_ate_interval() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.federated_learning.FederatedEstimator method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.panel.dml.DynamicDML method) marginal_effect() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.federated_learning.FederatedEstimator method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.panel.dml.DynamicDML method) (econml.score.EnsembleCateEstimator method) marginal_effect_inference() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.federated_learning.FederatedEstimator method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.panel.dml.DynamicDML method)

marginal_effect_interval() (econml._cate_estimator.BaseCateEstimator method) (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.ForestModelFinalCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._cate_estimator.TreatmentExpansionMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.federated_learning.FederatedEstimator method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.iv.nnet.DeepIV method) (econml.iv.sieve.SieveTSLS method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.panel.dml.DynamicDML method) max_features_ (econml.grf._base_grftree.GRFTree attribute) (econml.policy.PolicyTree attribute) mean_point (econml.inference.PopulationSummaryResults property) MissingModule (class in econml.utilities) model_cate (econml.dml.CausalForestDML property) (econml.dml.DML property) (econml.dml.KernelDML property) (econml.dml.LinearDML property) (econml.dml.NonParamDML property) (econml.dml.SparseLinearDML property) (econml.iv.dml.DMLIV property) (econml.iv.dml.NonParamDMLIV property) (econml.iv.dml.OrthoIV property) (econml.iv.dr.DRIV property) (econml.iv.dr.ForestDRIV property) (econml.iv.dr.IntentToTreatDRIV property) (econml.iv.dr.LinearDRIV property) (econml.iv.dr.LinearIntentToTreatDRIV property) (econml.iv.dr.SparseLinearDRIV property) model_cate() (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) models_nuisance_ (econml._ortho_learner._OrthoLearner attribute) models_prel_model_effect (econml.iv.dr.DRIV property) (econml.iv.dr.ForestDRIV property) (econml.iv.dr.IntentToTreatDRIV property) (econml.iv.dr.LinearDRIV property) (econml.iv.dr.LinearIntentToTreatDRIV property) (econml.iv.dr.SparseLinearDRIV property) models_propensity (econml.dr.DRLearner property) (econml.dr.ForestDRLearner property) (econml.dr.LinearDRLearner property) (econml.dr.SparseLinearDRLearner property) models_regression (econml.dr.DRLearner property) (econml.dr.ForestDRLearner property) (econml.dr.LinearDRLearner property) (econml.dr.SparseLinearDRLearner property) models_t (econml.dml._rlearner._RLearner attribute) (econml.dml.CausalForestDML property) (econml.dml.DML property) (econml.dml.KernelDML property) (econml.dml.LinearDML property) (econml.dml.NonParamDML property) (econml.dml.SparseLinearDML property) models_t_xw (econml.iv.dml.DMLIV property) (econml.iv.dml.NonParamDMLIV property) (econml.iv.dml.OrthoIV property) (econml.iv.dr.DRIV property) (econml.iv.dr.ForestDRIV property) (econml.iv.dr.LinearDRIV property) (econml.iv.dr.SparseLinearDRIV property) models_t_xwz (econml.iv.dml.DMLIV property) (econml.iv.dml.NonParamDMLIV property) (econml.iv.dml.OrthoIV property) (econml.iv.dr.DRIV property) (econml.iv.dr.ForestDRIV property) (econml.iv.dr.IntentToTreatDRIV property) (econml.iv.dr.LinearDRIV property) (econml.iv.dr.LinearIntentToTreatDRIV property) (econml.iv.dr.SparseLinearDRIV property) models_tz_xw (econml.iv.dr.DRIV property) (econml.iv.dr.ForestDRIV property) (econml.iv.dr.LinearDRIV property) (econml.iv.dr.SparseLinearDRIV property) models_y (econml.dml._rlearner._RLearner attribute) (econml.dml.CausalForestDML property) (econml.dml.DML property) (econml.dml.KernelDML property) (econml.dml.LinearDML property) (econml.dml.NonParamDML property) (econml.dml.SparseLinearDML property) models_y_xw (econml.iv.dml.DMLIV property) (econml.iv.dml.NonParamDMLIV property) (econml.iv.dml.OrthoIV property) (econml.iv.dr.DRIV property) (econml.iv.dr.ForestDRIV property) (econml.iv.dr.IntentToTreatDRIV property) (econml.iv.dr.LinearDRIV property) (econml.iv.dr.LinearIntentToTreatDRIV property) (econml.iv.dr.SparseLinearDRIV property) models_z_xw (econml.iv.dml.OrthoIV property) (econml.iv.dr.DRIV property) (econml.iv.dr.ForestDRIV property) (econml.iv.dr.LinearDRIV property) (econml.iv.dr.SparseLinearDRIV property) module econml._cate_estimator econml._ortho_learner econml.dml._rlearner econml.inference._bootstrap econml.utilities moment_and_mean_gradient_estimator_func() (econml.orf.DROrthoForest static method) MultiModelWrapper (class in econml.utilities) MultiOutputDebiasedLasso (class in econml.sklearn_extensions.linear_model) MultiOutputGRF (class in econml.grf) multitask_model_cate (econml.dr.DRLearner property) (econml.dr.LinearDRLearner property) (econml.dr.SparseLinearDRLearner property) multitask_model_cate() (econml.dr.ForestDRLearner method)

N

n_features_ (econml.grf._base_grftree.GRFTree attribute) n_features_in_ (econml.policy.PolicyTree attribute) n_iter_ (econml.sklearn_extensions.linear_model.DebiasedLasso attribute) (econml.sklearn_extensions.linear_model.WeightedLasso attribute) n_outputs_ (econml.grf._base_grftree.GRFTree attribute) n_relevant_outputs_ (econml.grf._base_grftree.GRFTree attribute) n_samples_ (econml.grf._base_grftree.GRFTree attribute) (econml.policy.PolicyTree attribute) n_y_ (econml.grf._base_grftree.GRFTree attribute) ndim() (in module econml.utilities) NonParamDML (class in econml.dml) NonParamDMLIV (class in econml.iv.dml) NormalInferenceResults (class in econml.inference) nuisance_estimator_generator() (econml.orf.DROrthoForest static method) nuisance_models_ (econml.solutions.causal_analysis.CausalAnalysis attribute) nuisance_scores_ (econml._ortho_learner._OrthoLearner attribute) nuisance_scores_prel_model_effect (econml.iv.dr.DRIV property) (econml.iv.dr.ForestDRIV property) (econml.iv.dr.IntentToTreatDRIV property) (econml.iv.dr.LinearDRIV property) (econml.iv.dr.LinearIntentToTreatDRIV property) (econml.iv.dr.SparseLinearDRIV property) nuisance_scores_propensity (econml.dr.DRLearner property) (econml.dr.ForestDRLearner property) (econml.dr.LinearDRLearner property) (econml.dr.SparseLinearDRLearner property) nuisance_scores_regression (econml.dr.DRLearner property) (econml.dr.ForestDRLearner property) (econml.dr.LinearDRLearner property) (econml.dr.SparseLinearDRLearner property) nuisance_scores_t (econml.dml._rlearner._RLearner attribute) nuisance_scores_t_xw (econml.iv.dml.DMLIV property) (econml.iv.dml.NonParamDMLIV property) (econml.iv.dml.OrthoIV property) (econml.iv.dr.DRIV property) (econml.iv.dr.ForestDRIV property) (econml.iv.dr.LinearDRIV property) (econml.iv.dr.SparseLinearDRIV property)

nuisance_scores_t_xwz (econml.iv.dml.DMLIV property) (econml.iv.dml.NonParamDMLIV property) (econml.iv.dml.OrthoIV property) (econml.iv.dr.DRIV property) (econml.iv.dr.ForestDRIV property) (econml.iv.dr.IntentToTreatDRIV property) (econml.iv.dr.LinearDRIV property) (econml.iv.dr.LinearIntentToTreatDRIV property) (econml.iv.dr.SparseLinearDRIV property) nuisance_scores_tz_xw (econml.iv.dr.DRIV property) (econml.iv.dr.ForestDRIV property) (econml.iv.dr.LinearDRIV property) (econml.iv.dr.SparseLinearDRIV property) nuisance_scores_y (econml.dml._rlearner._RLearner attribute) nuisance_scores_y_xw (econml.iv.dml.DMLIV property) (econml.iv.dml.NonParamDMLIV property) (econml.iv.dml.OrthoIV property) (econml.iv.dr.DRIV property) (econml.iv.dr.ForestDRIV property) (econml.iv.dr.IntentToTreatDRIV property) (econml.iv.dr.LinearDRIV property) (econml.iv.dr.LinearIntentToTreatDRIV property) (econml.iv.dr.SparseLinearDRIV property) nuisance_scores_z_xw (econml.iv.dml.OrthoIV property) (econml.iv.dr.DRIV property) (econml.iv.dr.ForestDRIV property) (econml.iv.dr.LinearDRIV property) (econml.iv.dr.SparseLinearDRIV property) nuisances (econml._ortho_learner.CachedValues attribute)

O

one_hot_encoder() (in module econml.utilities) oob_predict() (econml.grf._base_grf.BaseGRF method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method)

ortho_learner_model_final_ (econml._ortho_learner._OrthoLearner attribute) OrthoIV (class in econml.iv.dml)

P

parameter_estimator_func() (econml.orf.DROrthoForest static method) partial_fit() (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso method) path() (econml.sklearn_extensions.linear_model.DebiasedLasso static method) (econml.sklearn_extensions.linear_model.WeightedLasso static method) (econml.sklearn_extensions.linear_model.WeightedLassoCV static method) (econml.sklearn_extensions.linear_model.WeightedMultiTaskLassoCV static method) penalized_model (econml.sklearn_extensions.linear_model.SelectiveRegularization attribute) percentile_point() (econml.inference.PopulationSummaryResults method) plot() (econml.cate_interpreter.SingleTreeCateInterpreter method) (econml.cate_interpreter.SingleTreePolicyInterpreter method) (econml.policy.DRPolicyForest method) (econml.policy.DRPolicyTree method) (econml.policy.PolicyTree method) plot_cal() (econml.validate.CalibrationEvaluationResults method) (econml.validate.EvaluationResults method) plot_heterogeneity_tree() (econml.solutions.causal_analysis.CausalAnalysis method) plot_policy_tree() (econml.solutions.causal_analysis.CausalAnalysis method) plot_qini() (econml.validate.EvaluationResults method) plot_toc() (econml.validate.EvaluationResults method) plot_uplift() (econml.validate.UpliftEvaluationResults method) point_estimate (econml.inference.EmpiricalInferenceResults property) (econml.inference.NormalInferenceResults property) policy_feature_names() (econml.policy.DRPolicyForest method) (econml.policy.DRPolicyTree method) policy_model_ (econml.policy.DRPolicyForest property) (econml.policy.DRPolicyTree property) policy_treatment_names() (econml.policy.DRPolicyForest method) (econml.policy.DRPolicyTree method) policy_value_ (econml.cate_interpreter.SingleTreePolicyInterpreter attribute) (econml.policy.PolicyTree attribute) PolicyForest (class in econml.policy) PolicyTree (class in econml.policy) population_summary() (econml.inference.EmpiricalInferenceResults method) (econml.inference.NormalInferenceResults method) PopulationSummaryResults (class in econml.inference) predict() (econml.grf._base_grf.BaseGRF method) (econml.grf._base_grftree.GRFTree method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) (econml.iv.nnet.DeepIV method) (econml.policy.DRPolicyForest method) (econml.policy.DRPolicyTree method) (econml.policy.PolicyForest method) (econml.policy.PolicyTree method) (econml.sklearn_extensions.linear_model.DebiasedLasso method) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso method) (econml.sklearn_extensions.linear_model.SelectiveRegularization method) (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression method) (econml.sklearn_extensions.linear_model.StatsModelsRLM method) (econml.sklearn_extensions.linear_model.WeightedLasso method) (econml.sklearn_extensions.linear_model.WeightedLassoCV method) (econml.sklearn_extensions.linear_model.WeightedMultiTaskLassoCV method) (econml.utilities.MultiModelWrapper method) (econml.utilities.WeightedModelWrapper method) predict_alpha_and_jac() (econml.grf._base_grf.BaseGRF method) (econml.grf._base_grftree.GRFTree method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) predict_and_var() (econml.grf._base_grf.BaseGRF method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) predict_full() (econml.grf._base_grf.BaseGRF method) (econml.grf._base_grftree.GRFTree method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method)

predict_interval() (econml.grf._base_grf.BaseGRF method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) (econml.sklearn_extensions.linear_model.DebiasedLasso method) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso method) (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression method) (econml.sklearn_extensions.linear_model.StatsModelsRLM method) predict_moment() (econml.grf._base_grftree.GRFTree method) predict_moment_and_var() (econml.grf._base_grf.BaseGRF method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) predict_proba() (econml.policy.DRPolicyForest method) (econml.policy.DRPolicyTree method) (econml.policy.PolicyForest method) (econml.policy.PolicyTree method) predict_projection() (econml.grf._base_grf.BaseGRF method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) predict_projection_and_var() (econml.grf._base_grf.BaseGRF method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) predict_projection_var() (econml.grf._base_grf.BaseGRF method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) predict_tree_average() (econml.grf._base_grf.BaseGRF method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) predict_tree_average_full() (econml.grf._base_grf.BaseGRF method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) predict_value() (econml.policy.DRPolicyForest method) (econml.policy.DRPolicyTree method) (econml.policy.PolicyForest method) (econml.policy.PolicyTree method) predict_var() (econml.grf._base_grf.BaseGRF method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) prediction_stderr() (econml.grf._base_grf.BaseGRF method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.RegressionForest method) (econml.sklearn_extensions.linear_model.DebiasedLasso method) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso method) (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression method) (econml.sklearn_extensions.linear_model.StatsModelsRLM method) prefit() (econml.inference.BootstrapInference method) (econml.inference.GenericModelFinalInference method) (econml.inference.GenericModelFinalInferenceDiscrete method) (econml.inference.GenericSingleTreatmentModelFinalInference method) (econml.inference.LinearModelFinalInference method) (econml.inference.LinearModelFinalInferenceDiscrete method) (econml.inference.StatsModelsInference method) (econml.inference.StatsModelsInferenceDiscrete method) pvalue() (econml.inference.EmpiricalInferenceResults method) (econml.inference.NormalInferenceResults method) (econml.inference.PopulationSummaryResults method)

R

refit_final() (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.panel.dml.DynamicDML method) refute_estimate() (econml.dowhy.DoWhyWrapper method) RegressionForest (class in econml.grf) render() (econml.cate_interpreter.SingleTreeCateInterpreter method) (econml.cate_interpreter.SingleTreePolicyInterpreter method) (econml.policy.DRPolicyForest method) (econml.policy.DRPolicyTree method) (econml.policy.PolicyTree method)

reshape() (in module econml.utilities) reshape_arrays_2dim() (in module econml.utilities) reshape_treatmentwise_effects() (in module econml.utilities) reshape_Y_T() (in module econml.utilities) residuals_ (econml.dml._rlearner._RLearner property) (econml.dml.CausalForestDML property) (econml.dml.DML property) (econml.dml.KernelDML property) (econml.dml.LinearDML property) (econml.dml.NonParamDML property) (econml.dml.SparseLinearDML property) (econml.iv.dml.DMLIV property) (econml.iv.dml.NonParamDMLIV property) (econml.iv.dml.OrthoIV property) (econml.iv.dr.DRIV property) (econml.iv.dr.ForestDRIV property) (econml.iv.dr.IntentToTreatDRIV property) (econml.iv.dr.LinearDRIV property) (econml.iv.dr.LinearIntentToTreatDRIV property) (econml.iv.dr.SparseLinearDRIV property) (econml.panel.dml.DynamicDML property) rlearner_model_final_ (econml.dml._rlearner._RLearner attribute) RScorer (class in econml.score)

S

sample_var (econml._ortho_learner.CachedValues attribute) sample_weight (econml._ortho_learner.CachedValues attribute) scale() (econml.inference.EmpiricalInferenceResults method) (econml.inference.NormalInferenceResults method) score() (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.panel.dml.DynamicDML method) (econml.score.RScorer method) (econml.sklearn_extensions.linear_model.DebiasedLasso method) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso method) (econml.sklearn_extensions.linear_model.SelectiveRegularization method) (econml.sklearn_extensions.linear_model.WeightedLasso method) (econml.sklearn_extensions.linear_model.WeightedLassoCV method) (econml.sklearn_extensions.linear_model.WeightedMultiTaskLassoCV method) score_ (econml._ortho_learner._OrthoLearner attribute) (econml.dml._rlearner._RLearner attribute) (econml.dr.DRLearner attribute) (econml.dr.LinearDRLearner attribute) (econml.dr.SparseLinearDRLearner attribute) second_stage_parameter_estimator_gen() (econml.orf.DROrthoForest static method) selected_alpha_ (econml.sklearn_extensions.linear_model.DebiasedLasso attribute) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso attribute) SelectiveRegularization (class in econml.sklearn_extensions.linear_model) SeparateModel (class in econml.utilities) Set Z to intended treatment set_output() (econml.iv.sieve.DPolynomialFeatures method) (econml.iv.sieve.HermiteFeatures method) (econml.utilities.IdentityFeatures method) set_params() (econml.grf._base_grf.BaseGRF method) (econml.grf._base_grftree.GRFTree method) (econml.grf.CausalForest method) (econml.grf.CausalIVForest method) (econml.grf.MultiOutputGRF method) (econml.grf.RegressionForest method) (econml.policy.PolicyForest method) (econml.policy.PolicyTree method) (econml.sklearn_extensions.linear_model.DebiasedLasso method) (econml.sklearn_extensions.linear_model.MultiOutputDebiasedLasso method) (econml.sklearn_extensions.linear_model.StatsModelsLinearRegression method) (econml.sklearn_extensions.linear_model.StatsModelsRLM method) (econml.sklearn_extensions.linear_model.WeightedLasso method) (econml.sklearn_extensions.linear_model.WeightedLassoCV method) (econml.sklearn_extensions.linear_model.WeightedLassoCVWrapper method) (econml.sklearn_extensions.linear_model.WeightedMultiTaskLassoCV method) (econml.sklearn_extensions.model_selection.GridSearchCVList method) shap_values() (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.LinearCateEstimator method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml._ortho_learner._OrthoLearner method) (econml.dml._rlearner._RLearner method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.NonParamDML method) (econml.dml.SparseLinearDML method) (econml.dr.DRLearner method) (econml.dr.ForestDRLearner method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.federated_learning.FederatedEstimator method) (econml.iv.dml.DMLIV method) (econml.iv.dml.NonParamDMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.DRIV method) (econml.iv.dr.ForestDRIV method) (econml.iv.dr.IntentToTreatDRIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.metalearners.DomainAdaptationLearner method) (econml.metalearners.SLearner method) (econml.metalearners.TLearner method) (econml.metalearners.XLearner method) (econml.orf.DMLOrthoForest method) (econml.orf.DROrthoForest method) (econml.panel.dml.DynamicDML method)

shape() (in module econml.utilities) SieveTSLS (class in econml.iv.sieve) SingleTreeCateInterpreter (class in econml.cate_interpreter) SingleTreePolicyInterpreter (class in econml.cate_interpreter) size() (in module econml.utilities) SLearner (class in econml.metalearners) sparse_coef_ (econml.sklearn_extensions.linear_model.DebiasedLasso property) (econml.sklearn_extensions.linear_model.WeightedLasso property) SparseLinearDML (class in econml.dml) SparseLinearDRIV (class in econml.iv.dr) SparseLinearDRLearner (class in econml.dr) split() (econml.sklearn_extensions.model_selection.WeightedKFold method) (econml.sklearn_extensions.model_selection.WeightedStratifiedKFold method) stack() (in module econml.utilities) StatsModelsCateEstimatorDiscreteMixin (class in econml._cate_estimator) StatsModelsCateEstimatorMixin (class in econml._cate_estimator) StatsModelsInference (class in econml.inference) StatsModelsInferenceDiscrete (class in econml.inference) StatsModelsLinearRegression (class in econml.sklearn_extensions.linear_model) StatsModelsRLM (class in econml.sklearn_extensions.linear_model) std_point (econml.inference.PopulationSummaryResults property) stderr (econml.inference.EmpiricalInferenceResults property) (econml.inference.NormalInferenceResults property) stderr_mean (econml.inference.PopulationSummaryResults property) stderr_point (econml.inference.PopulationSummaryResults property) strata_from_discrete_arrays() (in module econml.utilities) Summary (class in econml.utilities) summary() (econml._cate_estimator.DebiasedLassoCateEstimatorDiscreteMixin method) (econml._cate_estimator.DebiasedLassoCateEstimatorMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorDiscreteMixin method) (econml._cate_estimator.LinearModelFinalCateEstimatorMixin method) (econml._cate_estimator.StatsModelsCateEstimatorDiscreteMixin method) (econml._cate_estimator.StatsModelsCateEstimatorMixin method) (econml.dml.CausalForestDML method) (econml.dml.DML method) (econml.dml.KernelDML method) (econml.dml.LinearDML method) (econml.dml.SparseLinearDML method) (econml.dr.LinearDRLearner method) (econml.dr.SparseLinearDRLearner method) (econml.inference.PopulationSummaryResults method) (econml.iv.dml.DMLIV method) (econml.iv.dml.OrthoIV method) (econml.iv.dr.LinearDRIV method) (econml.iv.dr.LinearIntentToTreatDRIV method) (econml.iv.dr.SparseLinearDRIV method) (econml.panel.dml.DynamicDML method) (econml.validate.BLPEvaluationResults method) (econml.validate.CalibrationEvaluationResults method) (econml.validate.EvaluationResults method) (econml.validate.UpliftEvaluationResults method) summary_frame() (econml.inference.EmpiricalInferenceResults method) (econml.inference.NormalInferenceResults method)

T

T (econml._ortho_learner.CachedValues attribute) tables (econml.utilities.Summary attribute) tensordot() (in module econml.utilities) TLearner (class in econml.metalearners) tocoo() (in module econml.utilities) todense() (in module econml.utilities) trained_feature_indices_ (econml.solutions.causal_analysis.CausalAnalysis attribute) transform() (econml.iv.sieve.DPolynomialFeatures method) (econml.iv.sieve.HermiteFeatures method) (econml.utilities.IdentityFeatures method) translate() (econml.inference.EmpiricalInferenceResults method) (econml.inference.NormalInferenceResults method)

transpose() (in module econml.utilities) transpose_dictionary() (in module econml.utilities) treat() (econml.cate_interpreter.SingleTreePolicyInterpreter method) TREATMENT ASSIGNMENT TREATMENT RESPONSIVENESS TreatmentExpansionMixin (class in econml._cate_estimator) tree_ (econml.grf._base_grftree.GRFTree attribute) (econml.policy.PolicyTree attribute) tree_model_ (econml.cate_interpreter.SingleTreePolicyInterpreter attribute) tune() (econml.dml.CausalForestDML method) typical_treatment_value() (econml.solutions.causal_analysis.CausalAnalysis method)

U

untrained_feature_indices_ (econml.solutions.causal_analysis.CausalAnalysis attribute)

UpliftEvaluationResults (class in econml.validate)

V

var (econml.inference.EmpiricalInferenceResults property) (econml.inference.NormalInferenceResults property)

vstack() (in module econml.utilities)

W

W (econml._ortho_learner.CachedValues attribute) WeightedKFold (class in econml.sklearn_extensions.model_selection) WeightedLasso (class in econml.sklearn_extensions.linear_model) WeightedLassoCV (class in econml.sklearn_extensions.linear_model)

WeightedLassoCVWrapper (class in econml.sklearn_extensions.linear_model) WeightedModelWrapper (class in econml.utilities) WeightedMultiTaskLassoCV (class in econml.sklearn_extensions.linear_model) WeightedStratifiedKFold (class in econml.sklearn_extensions.model_selection) whatif() (econml.solutions.causal_analysis.CausalAnalysis method)

X

X (econml._ortho_learner.CachedValues attribute)

XLearner (class in econml.metalearners)

Y

Y (econml._ortho_learner.CachedValues attribute)

Z

Z (econml._ortho_learner.CachedValues attribute) zstat() (econml.inference.EmpiricalInferenceResults method) (econml.inference.NormalInferenceResults method) (econml.inference.PopulationSummaryResults method)