├── .github └── workflows │ └── build.yml ├── .gitignore ├── .readthedocs.yml ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── README.md ├── causallib ├── README.md ├── __init__.py ├── analysis │ └── __init__.py ├── contrib │ ├── README.md │ ├── __init__.py │ ├── adversarial_balancing │ │ ├── __init__.py │ │ ├── adversarial_balancing.py │ │ └── classifier_selection.py │ ├── bicause_tree │ │ ├── __init__.py │ │ ├── bicause_tree.py │ │ └── overlap_utils.py │ ├── faissknn.py │ ├── hemm │ │ ├── README.md │ │ ├── __init__.py │ │ ├── gen_synthetic_data.py │ │ ├── hemm.py │ │ ├── hemm_api.py │ │ ├── hemm_metrics.py │ │ ├── hemm_outcome_models.py │ │ ├── hemm_utilities.py │ │ └── load_ihdp_data.py │ ├── requirements.txt │ ├── shared_sparsity_selection │ │ ├── __init__.py │ │ └── shared_sparsity_selection.py │ ├── sklearn_scorer_wrapper │ │ ├── __init__.py │ │ └── sklearn_scorer_wrapper.py │ └── tests │ │ ├── __init__.py │ │ ├── test_adversarial_balancing.py │ │ ├── test_bicause_tree.py │ │ ├── test_hemm.py │ │ ├── test_shared_sparsity_selection.py │ │ └── test_sklearn_scorer_wrapper.py ├── datasets │ ├── README.md │ ├── __init__.py │ ├── data │ │ ├── acic_challenge_2016 │ │ │ ├── LICENSE │ │ │ ├── README.md │ │ │ ├── x.csv │ │ │ ├── zymu_1.csv │ │ │ ├── zymu_10.csv │ │ │ ├── zymu_2.csv │ │ │ ├── zymu_3.csv │ │ │ ├── zymu_4.csv │ │ │ ├── zymu_5.csv │ │ │ ├── zymu_6.csv │ │ │ ├── zymu_7.csv │ │ │ ├── zymu_8.csv │ │ │ └── zymu_9.csv │ │ └── nhefs │ │ │ ├── LICENSE │ │ │ ├── NHEFS.csv │ │ │ └── NHEFS_codebook.csv │ └── data_loader.py ├── estimation │ ├── README.md │ ├── __init__.py │ ├── base_estimator.py │ ├── base_weight.py │ ├── doubly_robust.py │ ├── ipw.py │ ├── marginal_outcome.py │ ├── matching.py │ ├── overlap_weights.py │ ├── rlearner.py │ ├── standardization.py │ ├── tmle.py │ └── xlearner.py ├── evaluation │ ├── README.md │ ├── __init__.py │ ├── evaluator.py │ ├── metrics.py │ ├── plots │ │ ├── __init__.py │ │ ├── curve_data_makers.py │ │ ├── data_extractors.py │ │ ├── mixins.py │ │ └── plots.py │ ├── predictions.py │ ├── predictor.py │ ├── results.py │ └── scoring.py ├── metrics │ ├── __init__.py │ ├── outcome_metrics.py │ ├── propensity_metrics.py │ ├── scorers.py │ └── weight_metrics.py ├── model_selection │ ├── __init__.py │ ├── search.py │ └── split.py ├── positivity │ ├── __init__.py │ ├── base_positivity.py │ ├── datasets │ │ ├── __init__.py │ │ ├── pizza_data_simulator.py │ │ └── positivity_data_simulator.py │ ├── matching.py │ ├── metrics │ │ ├── __init__.py │ │ └── metrics.py │ ├── multiple_treatment_positivity.py │ ├── trimming.py │ └── univariate_bbox.py ├── preprocessing │ ├── README.md │ ├── __init__.py │ ├── confounder_selection.py │ ├── filters.py │ └── transformers.py ├── simulation │ ├── CausalSimulator3.py │ └── __init__.py ├── survival │ ├── README.md │ ├── __init__.py │ ├── base_survival.py │ ├── marginal_survival.py │ ├── regression_curve_fitter.py │ ├── standardized_survival.py │ ├── survival_utils.py │ ├── univariate_curve_fitter.py │ ├── weighted_standardized_survival.py │ └── weighted_survival.py ├── tests │ ├── __init__.py │ ├── test_base_weight.py │ ├── test_causal_simulator3.py │ ├── test_confounder_selection.py │ ├── test_datasets.py │ ├── test_doublyrobust.py │ ├── test_evaluation.py │ ├── test_ipw.py │ ├── test_marginal_outcome.py │ ├── test_matching.py │ ├── test_metrics.py │ ├── test_overlap_weights.py │ ├── test_plots.py │ ├── test_positivity_data.py │ ├── test_positivity_metrics.py │ ├── test_positivity_models.py │ ├── test_positivity_models_multitreatment.py │ ├── test_rlearner.py │ ├── test_scorers.py │ ├── test_search.py │ ├── test_split.py │ ├── test_standardization.py │ ├── test_survival.py │ ├── test_tmle.py │ ├── test_transformers.py │ ├── test_utils.py │ └── test_xlearner.py └── utils │ ├── __init__.py │ ├── crossfit.py │ ├── exceptions.py │ ├── general_tools.py │ └── stat_utils.py ├── docs ├── Makefile ├── README.md ├── make.bat ├── requirements.txt └── source │ ├── causallib.analysis.rst │ ├── causallib.contrib.adversarial_balancing.adversarial_balancing.rst │ ├── causallib.contrib.adversarial_balancing.classifier_selection.rst │ ├── causallib.contrib.adversarial_balancing.rst │ ├── causallib.contrib.faissknn.rst │ ├── causallib.contrib.hemm.gen_synthetic_data.rst │ ├── causallib.contrib.hemm.hemm.rst │ ├── causallib.contrib.hemm.hemm_api.rst │ ├── causallib.contrib.hemm.hemm_metrics.rst │ ├── causallib.contrib.hemm.hemm_outcome_models.rst │ ├── causallib.contrib.hemm.hemm_utilities.rst │ ├── causallib.contrib.hemm.load_ihdp_data.rst │ ├── causallib.contrib.hemm.rst │ ├── causallib.contrib.rst │ ├── causallib.contrib.shared_sparsity_selection.rst │ ├── causallib.contrib.shared_sparsity_selection.shared_sparsity_selection.rst │ ├── causallib.contrib.tests.rst │ ├── causallib.contrib.tests.test_adversarial_balancing.rst │ ├── causallib.contrib.tests.test_hemm.rst │ ├── causallib.contrib.tests.test_shared_sparsity_selection.rst │ ├── causallib.datasets.data_loader.rst │ ├── causallib.datasets.rst │ ├── causallib.estimation.base_estimator.rst │ ├── causallib.estimation.base_weight.rst │ ├── causallib.estimation.doubly_robust.rst │ ├── causallib.estimation.ipw.rst │ ├── causallib.estimation.marginal_outcome.rst │ ├── causallib.estimation.matching.rst │ ├── causallib.estimation.overlap_weights.rst │ ├── causallib.estimation.rlearner.rst │ ├── causallib.estimation.rst │ ├── causallib.estimation.standardization.rst │ ├── causallib.estimation.tmle.rst │ ├── causallib.estimation.xlearner.rst │ ├── causallib.evaluation.evaluator.rst │ ├── causallib.evaluation.metrics.rst │ ├── causallib.evaluation.plots.curve_data_makers.rst │ ├── causallib.evaluation.plots.data_extractors.rst │ ├── causallib.evaluation.plots.mixins.rst │ ├── causallib.evaluation.plots.plots.rst │ ├── causallib.evaluation.plots.rst │ ├── causallib.evaluation.predictions.rst │ ├── causallib.evaluation.predictor.rst │ ├── causallib.evaluation.results.rst │ ├── causallib.evaluation.rst │ ├── causallib.evaluation.scoring.rst │ ├── causallib.preprocessing.confounder_selection.rst │ ├── causallib.preprocessing.filters.rst │ ├── causallib.preprocessing.rst │ ├── causallib.preprocessing.transformers.rst │ ├── causallib.rst │ ├── causallib.simulation.CausalSimulator3.rst │ ├── causallib.simulation.rst │ ├── causallib.survival.base_survival.rst │ ├── causallib.survival.marginal_survival.rst │ ├── causallib.survival.regression_curve_fitter.rst │ ├── causallib.survival.rst │ ├── causallib.survival.standardized_survival.rst │ ├── causallib.survival.survival_utils.rst │ ├── causallib.survival.univariate_curve_fitter.rst │ ├── causallib.survival.weighted_standardized_survival.rst │ ├── causallib.survival.weighted_survival.rst │ ├── causallib.tests.rst │ ├── causallib.tests.test_base_weight.rst │ ├── causallib.tests.test_causal_simulator3.rst │ ├── causallib.tests.test_confounder_selection.rst │ ├── causallib.tests.test_datasets.rst │ ├── causallib.tests.test_doublyrobust.rst │ ├── causallib.tests.test_evaluation.rst │ ├── causallib.tests.test_ipw.rst │ ├── causallib.tests.test_marginal_outcome.rst │ ├── causallib.tests.test_matching.rst │ ├── causallib.tests.test_overlap_weights.rst │ ├── causallib.tests.test_plots.rst │ ├── causallib.tests.test_rlearner.rst │ ├── causallib.tests.test_standardization.rst │ ├── causallib.tests.test_survival.rst │ ├── causallib.tests.test_tmle.rst │ ├── causallib.tests.test_transformers.rst │ ├── causallib.tests.test_utils.rst │ ├── causallib.tests.test_xlearner.rst │ ├── causallib.utils.crossfit.rst │ ├── causallib.utils.general_tools.rst │ ├── causallib.utils.rst │ ├── causallib.utils.stat_utils.rst │ ├── conf.py │ ├── index.rst │ └── modules.rst ├── examples ├── Bank-Marketing.ipynb ├── Dehejia_Wahba_replication.ipynb ├── MANAGE agricultural data.ipynb ├── TMLE.ipynb ├── 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