├── .github └── workflows │ ├── ci.yml │ ├── generate_lkg.py │ ├── publish-documentation.yml │ └── publish-package.yml ├── .gitignore ├── .pre-commit-config.yaml ├── LICENSE ├── README.md ├── SECURITY.md ├── doc ├── Causal-Inference-User-Guide-v4-022520.pdf ├── conf.py ├── econml-logo-XL.png ├── econml-logo-icon.png ├── econml-logo-inverse-XL.png ├── econml-logo-inverse.png ├── econml-logo.png ├── econml.ico ├── index.rst ├── map.svg ├── reference.rst └── spec │ ├── api.rst │ ├── causal_intro.rst │ ├── community.rst │ ├── comparison.rst │ ├── estimation.rst │ ├── estimation │ ├── dml.rst │ ├── dr.rst │ ├── dynamic_dml.rst │ ├── figures │ │ └── continuous_ortho_forest_doc_example.png │ ├── forest.rst │ ├── metalearners.rst │ ├── orthoiv.rst │ └── two_sls.rst │ ├── estimation_dynamic.rst │ ├── estimation_iv.rst │ ├── faq.rst │ ├── federated_learning.rst │ ├── flowchart.rst │ ├── img │ ├── Attribution.png │ ├── Recommendation.png │ ├── Segmentation.png │ ├── imgFamiliar.png │ ├── imgFlexible.png │ ├── imgUnified.png │ └── pywhy-logo.png │ ├── inference.rst │ ├── interpretability.rst │ ├── model_selection.rst │ ├── motivation.rst │ ├── overview.rst │ ├── references.rst │ ├── spec.rst │ └── validation.rst ├── econml ├── __init__.py ├── _cate_estimator.py ├── _ensemble │ ├── __init__.py │ ├── _ensemble.py │ └── _utilities.py ├── _ortho_learner.py ├── _shap.py ├── _tree_exporter.py ├── _version.py ├── automated_ml │ ├── __init__.py │ └── _automated_ml.py ├── cate_interpreter │ ├── __init__.py │ └── _interpreters.py ├── data │ ├── __init__.py │ ├── color-edits.sty │ ├── data_doc.bib │ ├── data_doc.tex │ ├── dgps.py │ ├── dynamic_panel_dgp.py │ ├── ihdp │ │ ├── example.csv │ │ ├── example_full.csv │ │ └── sim.csv │ └── input_dynamicdgp │ │ ├── cov_new.jbl │ │ ├── gm_0.jbl │ │ ├── gm_1.jbl │ │ ├── gm_2.jbl │ │ ├── gm_3.jbl │ │ ├── gm_4.jbl │ │ ├── gm_5.jbl │ │ ├── gm_6.jbl │ │ ├── lognorm_neg_0.jbl │ │ ├── lognorm_neg_1.jbl │ │ ├── lognorm_neg_2.jbl │ │ ├── lognorm_neg_3.jbl │ │ ├── lognorm_neg_4.jbl │ │ ├── lognorm_neg_5.jbl │ │ ├── lognorm_pos_0.jbl │ │ ├── lognorm_pos_1.jbl │ │ ├── lognorm_pos_2.jbl │ │ ├── lognorm_pos_3.jbl │ │ ├── lognorm_pos_4.jbl │ │ ├── lognorm_pos_5.jbl │ │ ├── lognorm_pos_6.jbl │ │ ├── n_0.jbl │ │ ├── n_1.jbl │ │ ├── n_2.jbl │ │ ├── n_3.jbl │ │ ├── n_4.jbl │ │ ├── n_5.jbl │ │ └── n_6.jbl ├── dml │ ├── __init__.py │ ├── _rlearner.py │ ├── causal_forest.py │ └── dml.py ├── dowhy.py ├── dr │ ├── __init__.py │ └── _drlearner.py ├── federated_learning.py ├── grf │ ├── __init__.py │ ├── _base_grf.py │ ├── _base_grftree.py │ ├── _criterion.pxd │ ├── _criterion.pyx │ ├── _utils.pxd │ ├── _utils.pyx │ └── classes.py ├── inference │ ├── __init__.py │ ├── _bootstrap.py │ └── _inference.py ├── iv │ ├── __init__.py │ ├── dml │ │ ├── __init__.py │ │ └── _dml.py │ ├── dr │ │ ├── __init__.py │ │ └── _dr.py │ └── sieve │ │ ├── __init__.py │ │ └── _tsls.py ├── metalearners │ ├── __init__.py │ └── _metalearners.py ├── orf │ ├── __init__.py │ ├── _causal_tree.py │ └── _ortho_forest.py ├── panel │ ├── __init__.py │ ├── dml │ │ ├── __init__.py │ │ └── _dml.py │ └── utilities.py ├── policy │ ├── __init__.py │ ├── _base.py │ ├── _drlearner.py │ └── _forest │ │ ├── __init__.py │ │ ├── _criterion.pxd │ │ ├── _criterion.pyx │ │ ├── _forest.py │ │ └── _tree.py ├── score │ ├── __init__.py │ ├── ensemble_cate.py │ └── rscorer.py ├── sklearn_extensions │ ├── __init__.py │ ├── linear_model.py │ └── model_selection.py ├── solutions │ └── causal_analysis │ │ ├── __init__.py │ │ └── _causal_analysis.py ├── tests │ ├── __init__.py │ ├── dgp.py │ ├── test_ate_inference.py │ ├── test_automated_ml.py │ ├── test_bootstrap.py │ ├── test_cate_interpreter.py │ ├── test_causal_analysis.py │ ├── test_discrete_outcome.py │ ├── test_dml.py │ ├── test_dmliv.py │ ├── test_dominicks.py │ ├── test_dowhy.py │ ├── test_driv.py │ ├── test_drlearner.py │ ├── test_drtester.py │ ├── test_dynamic_dml.py │ ├── test_federated_learning.py │ ├── test_grf_cython.py │ ├── test_grf_python.py │ ├── test_inference.py │ ├── test_integration.py │ ├── test_linear_model.py │ ├── test_metalearners.py │ ├── test_missing_values.py │ ├── test_model_selection.py │ ├── test_montecarlo.py │ ├── test_notebooks.py │ ├── test_orf.py │ ├── test_ortho_learner.py │ ├── test_policy_forest.py │ ├── test_random_state.py │ ├── test_refit.py │ ├── test_rscorer.py │ ├── test_sensitivity_analysis.py │ ├── test_shap.py │ ├── test_statsmodels.py │ ├── test_treatment_featurization.py │ ├── test_tree.py │ ├── test_two_stage_least_squares.py │ ├── test_utilities.py │ └── utilities.py ├── tree │ ├── __init__.py │ ├── _criterion.pxd │ ├── _criterion.pyx │ ├── _splitter.pxd │ ├── _splitter.pyx │ ├── _tree.pxd │ ├── _tree.pyx │ ├── _tree_classes.py │ ├── _utils.pxd │ └── _utils.pyx ├── utilities.py └── validate │ ├── __init__.py │ ├── drtester.py │ ├── results.py │ ├── sensitivity_analysis.py │ └── utils.py ├── images └── policy_tree.png ├── lkg-notebook.txt ├── lkg.txt ├── monte_carlo_tests ├── monte_carlo_honestforest.py └── monte_carlo_statsmodels.py ├── notebooks ├── AutomatedML │ └── Automated Machine Learning For EconML.ipynb ├── CATE validation.ipynb ├── Causal Forest and Orthogonal Random Forest Examples.ipynb ├── Causal Model Selection with the RScorer.ipynb ├── Choosing First Stage Models.ipynb ├── CustomerScenarios │ ├── Case Study - Customer Segmentation at An Online Media Company - EconML + DoWhy.ipynb │ ├── Case Study - Customer Segmentation at An Online Media Company.ipynb │ ├── Case Study - Long-Term Return-on-Investment via Short-Term Proxies.ipynb │ ├── Case Study - Multi-investment Attribution at A Software Company - EconML + DoWhy.ipynb │ ├── Case Study - Multi-investment Attribution at A Software Company.ipynb │ ├── Case Study - Recommendation AB Testing at An Online Travel Company - EconML + DoWhy.ipynb │ ├── Case Study - Recommendation AB Testing at An Online Travel Company.ipynb │ └── Case Study - Using EconML to evaluate the treatment effect of training program - Lalonde dataset.ipynb ├── Double Machine Learning Examples.ipynb ├── Doubly Robust Learner and Interpretability.ipynb ├── Dynamic Double Machine Learning Examples.ipynb ├── ForestLearners Basic Example.ipynb ├── Generalized Random Forests.ipynb ├── Interpretability with SHAP.ipynb ├── Metalearners Examples.ipynb ├── OrthoIV and DRIV Examples.ipynb ├── Policy Learning with Trees and Forests.ipynb ├── Scaling EconML using Ray.ipynb ├── Solutions │ ├── Causal Interpretation for Ames Housing Price.ipynb │ └── Causal Interpretation for Employee Attrition Dataset.ipynb ├── Treatment Featurization Examples.ipynb ├── Weighted Double Machine Learning Examples.ipynb └── images │ ├── dr_cate_tree.png │ ├── dr_policy_tree.png │ ├── population_summary.png │ ├── ray_parellel_cv.png │ ├── seq_cv.png │ ├── summary.png │ └── summary_frame.png ├── prototypes ├── dml_iv │ ├── NLSYM_GBM.ipynb │ ├── NLSYM_Linear.ipynb │ ├── NLSYM_Semi_Synthetic_GBM.ipynb │ ├── NLSYM_Semi_Synthetic_Linear.ipynb │ ├── README.md │ ├── TA_DGP_analysis.ipynb │ ├── TA_DGP_analysis_Step_CATE.ipynb │ ├── coverage_experiment.py │ ├── data │ │ ├── NEW7080.dta │ │ ├── card.csv │ │ ├── code_bk.txt │ │ └── readme │ ├── deep_dml_iv.py │ ├── deep_dr_iv.py │ ├── dml_ate_iv.py │ ├── dml_iv.py │ ├── dr_iv.py │ ├── post_processing.ipynb │ ├── utilities.py │ └── xgb_utilities.py ├── dynamic_dml │ ├── README.md │ ├── all_coverage.sh │ ├── coverage_panel.py │ ├── coverage_panel_hetero.py │ ├── dynamic_panel_dgp.py │ ├── hetero_panel_dynamic_dml.py │ ├── high_dim_state_any_m_panel.ipynb │ ├── high_dim_state_any_m_panel_hetero.ipynb │ ├── panel_dynamic_dml.py │ ├── postprocess_panel.ipynb │ └── postprocess_panel_hetero.ipynb ├── orthogonal_forests │ ├── GRF_treatment_effects.R │ ├── README.md │ ├── causal_tree.py │ ├── comparison_plots.py │ ├── hetero_dml.py │ ├── monte_carlo.py │ ├── ortho_forest.py │ ├── residualizer.py │ └── seq_map.sh └── sensitivity_analysis │ ├── 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