DRPolicyForest
DRPolicyTree
PolicyForest
PolicyTree
SingleTreeCateInterpreter
SingleTreePolicyInterpreter
DRTester
BLPEvaluationResults
CalibrationEvaluationResults
UpliftEvaluationResults
EvaluationResults
RScorer
EnsembleCateEstimator
CausalForest
CausalIVForest
RegressionForest
MultiOutputGRF
LinearMomentGRFCriterion
LinearMomentGRFCriterionMSE
BaseGRF
GRFTree
FederatedEstimator
DoWhyWrapper
IdentityFeatures
MissingModule
MultiModelWrapper
SeparateModel
Summary
WeightedModelWrapper
add_intercept()
broadcast_unit_treatments()
check_input_arrays()
check_inputs()
check_models()
concatenate()
cross_product()
deprecated()
einsum_sparse()
filter_none_kwargs()
get_feature_names_or_default()
get_input_columns()
hstack()
inverse_onehot()
iscoo()
issparse()
jacify_featurizer()
ndim()
one_hot_encoder()
reshape()
reshape_Y_T()
reshape_arrays_2dim()
reshape_outcomewise_effects()
reshape_treatmentwise_effects()
shape()
size()
stack()
strata_from_discrete_arrays()
tensordot()
tocoo()
todense()
transpose()
transpose_dictionary()
vstack()
CachedValues
CachedValues.count()
CachedValues.index()
CachedValues.T
CachedValues.W
CachedValues.X
CachedValues.Y
CachedValues.Z
CachedValues.freq_weight
CachedValues.groups
CachedValues.nuisances
CachedValues.sample_var
CachedValues.sample_weight
_OrthoLearner
_OrthoLearner.models_nuisance_
_OrthoLearner.ortho_learner_model_final_
_OrthoLearner.score_
_OrthoLearner.nuisance_scores_
_OrthoLearner.ate()
_OrthoLearner.ate_inference()
_OrthoLearner.ate_interval()
_OrthoLearner.cate_feature_names()
_OrthoLearner.cate_output_names()
_OrthoLearner.cate_treatment_names()
_OrthoLearner.const_marginal_ate()
_OrthoLearner.const_marginal_ate_inference()
_OrthoLearner.const_marginal_ate_interval()
_OrthoLearner.const_marginal_effect()
_OrthoLearner.const_marginal_effect_inference()
_OrthoLearner.const_marginal_effect_interval()
_OrthoLearner.effect()
_OrthoLearner.effect_inference()
_OrthoLearner.effect_interval()
_OrthoLearner.fit()
_OrthoLearner.marginal_ate()
_OrthoLearner.marginal_ate_inference()
_OrthoLearner.marginal_ate_interval()
_OrthoLearner.marginal_effect()
_OrthoLearner.marginal_effect_inference()
_OrthoLearner.marginal_effect_interval()
_OrthoLearner.refit_final()
_OrthoLearner.score()
_OrthoLearner.shap_values()
_OrthoLearner.dowhy
_crossfit()
BaseCateEstimator
BaseCateEstimator.ate()
BaseCateEstimator.ate_inference()
BaseCateEstimator.ate_interval()
BaseCateEstimator.cate_feature_names()
BaseCateEstimator.cate_output_names()
BaseCateEstimator.cate_treatment_names()
BaseCateEstimator.effect()
BaseCateEstimator.effect_inference()
BaseCateEstimator.effect_interval()
BaseCateEstimator.fit()
BaseCateEstimator.marginal_ate()
BaseCateEstimator.marginal_ate_inference()
BaseCateEstimator.marginal_ate_interval()
BaseCateEstimator.marginal_effect()
BaseCateEstimator.marginal_effect_inference()
BaseCateEstimator.marginal_effect_interval()
BaseCateEstimator.dowhy
DebiasedLassoCateEstimatorDiscreteMixin
DebiasedLassoCateEstimatorDiscreteMixin.ate()
DebiasedLassoCateEstimatorDiscreteMixin.ate_inference()
DebiasedLassoCateEstimatorDiscreteMixin.ate_interval()
DebiasedLassoCateEstimatorDiscreteMixin.cate_feature_names()
DebiasedLassoCateEstimatorDiscreteMixin.cate_output_names()
DebiasedLassoCateEstimatorDiscreteMixin.cate_treatment_names()
DebiasedLassoCateEstimatorDiscreteMixin.coef_()
DebiasedLassoCateEstimatorDiscreteMixin.coef__inference()
DebiasedLassoCateEstimatorDiscreteMixin.coef__interval()
DebiasedLassoCateEstimatorDiscreteMixin.effect()
DebiasedLassoCateEstimatorDiscreteMixin.effect_inference()
DebiasedLassoCateEstimatorDiscreteMixin.effect_interval()
DebiasedLassoCateEstimatorDiscreteMixin.fit()
DebiasedLassoCateEstimatorDiscreteMixin.intercept_()
DebiasedLassoCateEstimatorDiscreteMixin.intercept__inference()
DebiasedLassoCateEstimatorDiscreteMixin.intercept__interval()
DebiasedLassoCateEstimatorDiscreteMixin.marginal_ate()
DebiasedLassoCateEstimatorDiscreteMixin.marginal_ate_inference()
DebiasedLassoCateEstimatorDiscreteMixin.marginal_ate_interval()
DebiasedLassoCateEstimatorDiscreteMixin.marginal_effect()
DebiasedLassoCateEstimatorDiscreteMixin.marginal_effect_inference()
DebiasedLassoCateEstimatorDiscreteMixin.marginal_effect_interval()
DebiasedLassoCateEstimatorDiscreteMixin.summary()
DebiasedLassoCateEstimatorDiscreteMixin.dowhy
DebiasedLassoCateEstimatorMixin
DebiasedLassoCateEstimatorMixin.ate()
DebiasedLassoCateEstimatorMixin.ate_inference()
DebiasedLassoCateEstimatorMixin.ate_interval()
DebiasedLassoCateEstimatorMixin.cate_feature_names()
DebiasedLassoCateEstimatorMixin.cate_output_names()
DebiasedLassoCateEstimatorMixin.cate_treatment_names()
DebiasedLassoCateEstimatorMixin.coef__inference()
DebiasedLassoCateEstimatorMixin.coef__interval()
DebiasedLassoCateEstimatorMixin.effect()
DebiasedLassoCateEstimatorMixin.effect_inference()
DebiasedLassoCateEstimatorMixin.effect_interval()
DebiasedLassoCateEstimatorMixin.fit()
DebiasedLassoCateEstimatorMixin.intercept__inference()
DebiasedLassoCateEstimatorMixin.intercept__interval()
DebiasedLassoCateEstimatorMixin.marginal_ate()
DebiasedLassoCateEstimatorMixin.marginal_ate_inference()
DebiasedLassoCateEstimatorMixin.marginal_ate_interval()
DebiasedLassoCateEstimatorMixin.marginal_effect()
DebiasedLassoCateEstimatorMixin.marginal_effect_inference()
DebiasedLassoCateEstimatorMixin.marginal_effect_interval()
DebiasedLassoCateEstimatorMixin.shap_values()
DebiasedLassoCateEstimatorMixin.summary()
DebiasedLassoCateEstimatorMixin.coef_
DebiasedLassoCateEstimatorMixin.dowhy
DebiasedLassoCateEstimatorMixin.intercept_
ForestModelFinalCateEstimatorDiscreteMixin
ForestModelFinalCateEstimatorDiscreteMixin.ate()
ForestModelFinalCateEstimatorDiscreteMixin.ate_inference()
ForestModelFinalCateEstimatorDiscreteMixin.ate_interval()
ForestModelFinalCateEstimatorDiscreteMixin.cate_feature_names()
ForestModelFinalCateEstimatorDiscreteMixin.cate_output_names()
ForestModelFinalCateEstimatorDiscreteMixin.cate_treatment_names()
ForestModelFinalCateEstimatorDiscreteMixin.effect()
ForestModelFinalCateEstimatorDiscreteMixin.effect_inference()
ForestModelFinalCateEstimatorDiscreteMixin.effect_interval()
ForestModelFinalCateEstimatorDiscreteMixin.fit()
ForestModelFinalCateEstimatorDiscreteMixin.marginal_ate()
ForestModelFinalCateEstimatorDiscreteMixin.marginal_ate_inference()
ForestModelFinalCateEstimatorDiscreteMixin.marginal_ate_interval()
ForestModelFinalCateEstimatorDiscreteMixin.marginal_effect()
ForestModelFinalCateEstimatorDiscreteMixin.marginal_effect_inference()
ForestModelFinalCateEstimatorDiscreteMixin.marginal_effect_interval()
ForestModelFinalCateEstimatorDiscreteMixin.dowhy
ForestModelFinalCateEstimatorMixin
ForestModelFinalCateEstimatorMixin.ate()
ForestModelFinalCateEstimatorMixin.ate_inference()
ForestModelFinalCateEstimatorMixin.ate_interval()
ForestModelFinalCateEstimatorMixin.cate_feature_names()
ForestModelFinalCateEstimatorMixin.cate_output_names()
ForestModelFinalCateEstimatorMixin.cate_treatment_names()
ForestModelFinalCateEstimatorMixin.effect()
ForestModelFinalCateEstimatorMixin.effect_inference()
ForestModelFinalCateEstimatorMixin.effect_interval()
ForestModelFinalCateEstimatorMixin.fit()
ForestModelFinalCateEstimatorMixin.marginal_ate()
ForestModelFinalCateEstimatorMixin.marginal_ate_inference()
ForestModelFinalCateEstimatorMixin.marginal_ate_interval()
ForestModelFinalCateEstimatorMixin.marginal_effect()
ForestModelFinalCateEstimatorMixin.marginal_effect_inference()
ForestModelFinalCateEstimatorMixin.marginal_effect_interval()
ForestModelFinalCateEstimatorMixin.dowhy
LinearCateEstimator
LinearCateEstimator.ate()
LinearCateEstimator.ate_inference()
LinearCateEstimator.ate_interval()
LinearCateEstimator.cate_feature_names()
LinearCateEstimator.cate_output_names()
LinearCateEstimator.cate_treatment_names()
LinearCateEstimator.const_marginal_ate()
LinearCateEstimator.const_marginal_ate_inference()
LinearCateEstimator.const_marginal_ate_interval()
LinearCateEstimator.const_marginal_effect()
LinearCateEstimator.const_marginal_effect_inference()
LinearCateEstimator.const_marginal_effect_interval()
LinearCateEstimator.effect()
LinearCateEstimator.effect_inference()
LinearCateEstimator.effect_interval()
LinearCateEstimator.fit()
LinearCateEstimator.marginal_ate()
LinearCateEstimator.marginal_ate_inference()
LinearCateEstimator.marginal_ate_interval()
LinearCateEstimator.marginal_effect()
LinearCateEstimator.marginal_effect_inference()
LinearCateEstimator.marginal_effect_interval()
LinearCateEstimator.shap_values()
LinearCateEstimator.dowhy
LinearModelFinalCateEstimatorDiscreteMixin
LinearModelFinalCateEstimatorDiscreteMixin.ate()
LinearModelFinalCateEstimatorDiscreteMixin.ate_inference()
LinearModelFinalCateEstimatorDiscreteMixin.ate_interval()
LinearModelFinalCateEstimatorDiscreteMixin.cate_feature_names()
LinearModelFinalCateEstimatorDiscreteMixin.cate_output_names()
LinearModelFinalCateEstimatorDiscreteMixin.cate_treatment_names()
LinearModelFinalCateEstimatorDiscreteMixin.coef_()
LinearModelFinalCateEstimatorDiscreteMixin.coef__inference()
LinearModelFinalCateEstimatorDiscreteMixin.coef__interval()
LinearModelFinalCateEstimatorDiscreteMixin.effect()
LinearModelFinalCateEstimatorDiscreteMixin.effect_inference()
LinearModelFinalCateEstimatorDiscreteMixin.effect_interval()
LinearModelFinalCateEstimatorDiscreteMixin.fit()
LinearModelFinalCateEstimatorDiscreteMixin.intercept_()
LinearModelFinalCateEstimatorDiscreteMixin.intercept__inference()
LinearModelFinalCateEstimatorDiscreteMixin.intercept__interval()
LinearModelFinalCateEstimatorDiscreteMixin.marginal_ate()
LinearModelFinalCateEstimatorDiscreteMixin.marginal_ate_inference()
LinearModelFinalCateEstimatorDiscreteMixin.marginal_ate_interval()
LinearModelFinalCateEstimatorDiscreteMixin.marginal_effect()
LinearModelFinalCateEstimatorDiscreteMixin.marginal_effect_inference()
LinearModelFinalCateEstimatorDiscreteMixin.marginal_effect_interval()
LinearModelFinalCateEstimatorDiscreteMixin.summary()
LinearModelFinalCateEstimatorDiscreteMixin.dowhy
LinearModelFinalCateEstimatorMixin
LinearModelFinalCateEstimatorMixin.bias_part_of_coef
LinearModelFinalCateEstimatorMixin.ate()
LinearModelFinalCateEstimatorMixin.ate_inference()
LinearModelFinalCateEstimatorMixin.ate_interval()
LinearModelFinalCateEstimatorMixin.cate_feature_names()
LinearModelFinalCateEstimatorMixin.cate_output_names()
LinearModelFinalCateEstimatorMixin.cate_treatment_names()
LinearModelFinalCateEstimatorMixin.coef__inference()
LinearModelFinalCateEstimatorMixin.coef__interval()
LinearModelFinalCateEstimatorMixin.effect()
LinearModelFinalCateEstimatorMixin.effect_inference()
LinearModelFinalCateEstimatorMixin.effect_interval()
LinearModelFinalCateEstimatorMixin.fit()
LinearModelFinalCateEstimatorMixin.intercept__inference()
LinearModelFinalCateEstimatorMixin.intercept__interval()
LinearModelFinalCateEstimatorMixin.marginal_ate()
LinearModelFinalCateEstimatorMixin.marginal_ate_inference()
LinearModelFinalCateEstimatorMixin.marginal_ate_interval()
LinearModelFinalCateEstimatorMixin.marginal_effect()
LinearModelFinalCateEstimatorMixin.marginal_effect_inference()
LinearModelFinalCateEstimatorMixin.marginal_effect_interval()
LinearModelFinalCateEstimatorMixin.shap_values()
LinearModelFinalCateEstimatorMixin.summary()
LinearModelFinalCateEstimatorMixin.coef_
LinearModelFinalCateEstimatorMixin.dowhy
LinearModelFinalCateEstimatorMixin.intercept_
StatsModelsCateEstimatorDiscreteMixin
StatsModelsCateEstimatorDiscreteMixin.ate()
StatsModelsCateEstimatorDiscreteMixin.ate_inference()
StatsModelsCateEstimatorDiscreteMixin.ate_interval()
StatsModelsCateEstimatorDiscreteMixin.cate_feature_names()
StatsModelsCateEstimatorDiscreteMixin.cate_output_names()
StatsModelsCateEstimatorDiscreteMixin.cate_treatment_names()
StatsModelsCateEstimatorDiscreteMixin.coef_()
StatsModelsCateEstimatorDiscreteMixin.coef__inference()
StatsModelsCateEstimatorDiscreteMixin.coef__interval()
StatsModelsCateEstimatorDiscreteMixin.effect()
StatsModelsCateEstimatorDiscreteMixin.effect_inference()
StatsModelsCateEstimatorDiscreteMixin.effect_interval()
StatsModelsCateEstimatorDiscreteMixin.fit()
StatsModelsCateEstimatorDiscreteMixin.intercept_()
StatsModelsCateEstimatorDiscreteMixin.intercept__inference()
StatsModelsCateEstimatorDiscreteMixin.intercept__interval()
StatsModelsCateEstimatorDiscreteMixin.marginal_ate()
StatsModelsCateEstimatorDiscreteMixin.marginal_ate_inference()
StatsModelsCateEstimatorDiscreteMixin.marginal_ate_interval()
StatsModelsCateEstimatorDiscreteMixin.marginal_effect()
StatsModelsCateEstimatorDiscreteMixin.marginal_effect_inference()
StatsModelsCateEstimatorDiscreteMixin.marginal_effect_interval()
StatsModelsCateEstimatorDiscreteMixin.summary()
StatsModelsCateEstimatorDiscreteMixin.dowhy
StatsModelsCateEstimatorMixin
StatsModelsCateEstimatorMixin.ate()
StatsModelsCateEstimatorMixin.ate_inference()
StatsModelsCateEstimatorMixin.ate_interval()
StatsModelsCateEstimatorMixin.cate_feature_names()
StatsModelsCateEstimatorMixin.cate_output_names()
StatsModelsCateEstimatorMixin.cate_treatment_names()
StatsModelsCateEstimatorMixin.coef__inference()
StatsModelsCateEstimatorMixin.coef__interval()
StatsModelsCateEstimatorMixin.effect()
StatsModelsCateEstimatorMixin.effect_inference()
StatsModelsCateEstimatorMixin.effect_interval()
StatsModelsCateEstimatorMixin.fit()
StatsModelsCateEstimatorMixin.intercept__inference()
StatsModelsCateEstimatorMixin.intercept__interval()
StatsModelsCateEstimatorMixin.marginal_ate()
StatsModelsCateEstimatorMixin.marginal_ate_inference()
StatsModelsCateEstimatorMixin.marginal_ate_interval()
StatsModelsCateEstimatorMixin.marginal_effect()
StatsModelsCateEstimatorMixin.marginal_effect_inference()
StatsModelsCateEstimatorMixin.marginal_effect_interval()
StatsModelsCateEstimatorMixin.shap_values()
StatsModelsCateEstimatorMixin.summary()
StatsModelsCateEstimatorMixin.coef_
StatsModelsCateEstimatorMixin.dowhy
StatsModelsCateEstimatorMixin.intercept_
TreatmentExpansionMixin
TreatmentExpansionMixin.ate()
TreatmentExpansionMixin.ate_inference()
TreatmentExpansionMixin.ate_interval()
TreatmentExpansionMixin.cate_feature_names()
TreatmentExpansionMixin.cate_output_names()
TreatmentExpansionMixin.cate_treatment_names()
TreatmentExpansionMixin.effect()
TreatmentExpansionMixin.effect_inference()
TreatmentExpansionMixin.effect_interval()
TreatmentExpansionMixin.fit()
TreatmentExpansionMixin.marginal_ate()
TreatmentExpansionMixin.marginal_ate_inference()
TreatmentExpansionMixin.marginal_ate_interval()
TreatmentExpansionMixin.marginal_effect()
TreatmentExpansionMixin.marginal_effect_inference()
TreatmentExpansionMixin.marginal_effect_interval()
TreatmentExpansionMixin.dowhy
_RLearner
_RLearner.models_y
_RLearner.models_t
_RLearner.rlearner_model_final_
_RLearner.score_
_RLearner.nuisance_scores_y
_RLearner.nuisance_scores_t
_RLearner.ate()
_RLearner.ate_inference()
_RLearner.ate_interval()
_RLearner.cate_feature_names()
_RLearner.cate_output_names()
_RLearner.cate_treatment_names()
_RLearner.const_marginal_ate()
_RLearner.const_marginal_ate_inference()
_RLearner.const_marginal_ate_interval()
_RLearner.const_marginal_effect()
_RLearner.const_marginal_effect_inference()
_RLearner.const_marginal_effect_interval()
_RLearner.effect()
_RLearner.effect_inference()
_RLearner.effect_interval()
_RLearner.fit()
_RLearner.marginal_ate()
_RLearner.marginal_ate_inference()
_RLearner.marginal_ate_interval()
_RLearner.marginal_effect()
_RLearner.marginal_effect_inference()
_RLearner.marginal_effect_interval()
_RLearner.refit_final()
_RLearner.score()
_RLearner.score_nuisances()
_RLearner.shap_values()
_RLearner.dowhy
_RLearner.residuals_
BootstrapEstimator
BootstrapEstimator.fit()
Bases: LinearMomentGRFCriterion
Methods
__init__()
__init__