.. _python_api: API reference ============= Double machine learning data class ---------------------------------- .. currentmodule:: doubleml .. autosummary:: :toctree: generated/ :template: class.rst DoubleMLData DoubleMLClusterData Double machine learning models ------------------------------ .. currentmodule:: doubleml .. autosummary:: :toctree: generated/ :template: class.rst DoubleMLPLR DoubleMLPLIV DoubleMLIRM DoubleMLAPO DoubleMLAPOS DoubleMLIIVM DoubleMLDID DoubleMLDIDCS DoubleMLSSM DoubleMLPQ DoubleMLLPQ DoubleMLCVAR DoubleMLQTE Datasets module --------------- Dataset loaders ~~~~~~~~~~~~~~~ .. currentmodule:: doubleml .. autosummary:: :toctree: generated/ datasets.fetch_401K datasets.fetch_bonus Dataset generators ~~~~~~~~~~~~~~~~~~ .. currentmodule:: doubleml .. autosummary:: :toctree: generated/ datasets.make_plr_CCDDHNR2018 datasets.make_pliv_CHS2015 datasets.make_irm_data datasets.make_iivm_data datasets.make_plr_turrell2018 datasets.make_pliv_multiway_cluster_CKMS2021 datasets.make_did_SZ2020 datasets.make_ssm_data datasets.make_confounded_plr_data datasets.make_confounded_irm_data datasets.make_heterogeneous_data datasets.make_irm_data_discrete_treatments Utility classes and functions ----------------------------- Utility classes ~~~~~~~~~~~~~~~ .. currentmodule:: doubleml .. autosummary:: :toctree: generated/ :template: class.rst utils.DMLDummyRegressor utils.DMLDummyClassifier utils.DoubleMLBLP utils.DoubleMLPolicyTree Utility functions ~~~~~~~~~~~~~~~~~ .. currentmodule:: doubleml .. autosummary:: :toctree: generated/ utils.gain_statistics Score mixin classes for double machine learning models ------------------------------------------------------ .. currentmodule:: doubleml .. autosummary:: :toctree: generated/ :template: class.rst double_ml_score_mixins.LinearScoreMixin double_ml_score_mixins.NonLinearScoreMixin