max tokens
├── .github
├── ISSUE_TEMPLATE
│ ├── api_docu.yml
│ ├── bug_report.yml
│ ├── config.yml
│ └── feature_request.yml
├── PULL_REQUEST_TEMPLATE.md
└── workflows
│ ├── codeql.yml
│ ├── deploy_pkg.yml
│ └── pytest.yml
├── .gitignore
├── .pre-commit-config.yaml
├── CITATION.cff
├── CODE_OF_CONDUCT.md
├── CONTRIBUTING.md
├── LICENSE
├── MANIFEST.in
├── README.md
├── codecov.yml
├── doc
├── .gitignore
├── Makefile
├── _templates
│ └── class.rst
├── api
│ └── api.rst
├── conf.py
├── index.rst
├── logo.png
├── make.bat
└── oop.svg
├── doubleml
├── __init__.py
├── data
│ ├── __init__.py
│ ├── base_data.py
│ ├── did_data.py
│ ├── panel_data.py
│ ├── rdd_data.py
│ ├── ssm_data.py
│ ├── tests
│ │ ├── __init__.py
│ │ ├── conftest.py
│ │ ├── test_cluster_data.py
│ │ ├── test_dml_data.py
│ │ ├── test_panel_data.py
│ │ └── test_panel_data_exceptions.py
│ └── utils
│ │ ├── panel_data_utils.py
│ │ └── tests
│ │ └── test_panel_data_utils.py
├── datasets
│ ├── __init__.py
│ ├── fetch_401K.py
│ └── fetch_bonus.py
├── did
│ ├── __init__.py
│ ├── datasets
│ │ ├── __init__.py
│ │ ├── dgp_did_CS2021.py
│ │ ├── dgp_did_SZ2020.py
│ │ └── dgp_did_cs_CS2021.py
│ ├── did.py
│ ├── did_aggregation.py
│ ├── did_binary.py
│ ├── did_cs.py
│ ├── did_cs_binary.py
│ ├── did_multi.py
│ ├── tests
│ │ ├── __init__.py
│ │ ├── _utils_did_cs_manual.py
│ │ ├── _utils_did_manual.py
│ │ ├── conftest.py
│ │ ├── test_datasets.py
│ │ ├── test_did.py
│ │ ├── test_did_aggregation.py
│ │ ├── test_did_aggregation_exceptions.py
│ │ ├── test_did_aggregation_plot.py
│ │ ├── test_did_aggregation_return_types.py
│ │ ├── test_did_binary_control_groups.py
│ │ ├── test_did_binary_exceptions.py
│ │ ├── test_did_binary_external_predictions.py
│ │ ├── test_did_binary_external_predictions_unbalanced.py
│ │ ├── test_did_binary_placebo.py
│ │ ├── test_did_binary_ps_processor.py
│ │ ├── test_did_binary_stdout.py
│ │ ├── test_did_binary_tune.py
│ │ ├── test_did_binary_tune_ml_models.py
│ │ ├── test_did_binary_vs_did_panel.py
│ │ ├── test_did_binary_vs_did_two_period.py
│ │ ├── test_did_cs.py
│ │ ├── test_did_cs_binary_control_groups.py
│ │ ├── test_did_cs_binary_exceptions.py
│ │ ├── test_did_cs_binary_external_predictions.py
│ │ ├── test_did_cs_binary_placebo.py
│ │ ├── test_did_cs_binary_ps_processor.py
│ │ ├── test_did_cs_binary_stdout.py
│ │ ├── test_did_cs_binary_tune.py
│ │ ├── test_did_cs_binary_tune_ml_models.py
│ │ ├── test_did_cs_binary_vs_did_cs_panel.py
│ │ ├── test_did_cs_binary_vs_did_cs_two_period.py
│ │ ├── test_did_cs_external_predictions.py
│ │ ├── test_did_cs_tune.py
│ │ ├── test_did_cs_tune_ml_models.py
│ │ ├── test_did_deprecation_warnings.py
│ │ ├── test_did_external_predictions.py
│ │ ├── test_did_multi_aggregation_manual_weights.py
│ │ ├── test_did_multi_aggregation_single_gt.py
│ │ ├── test_did_multi_exceptions.py
│ │ ├── test_did_multi_external_predictions.py
│ │ ├── test_did_multi_placebo.py
│ │ ├── test_did_multi_plot.py
│ │ ├── test_did_multi_return_types.py
│ │ ├── test_did_multi_vs_binary.py
│ │ ├── test_did_multi_vs_cs_binary.py
│ │ ├── test_did_tune.py
│ │ ├── test_did_tune_ml_models.py
│ │ ├── test_model_defaults.py
│ │ └── test_return_types.py
│ └── utils
│ │ ├── _aggregation.py
│ │ ├── _did_utils.py
│ │ ├── _plot.py
│ │ └── tests
│ │ ├── test_add_jitter.py
│ │ ├── test_check_did_aggregation.py
│ │ ├── test_did_eventstudy_aggregation.py
│ │ ├── test_did_group_aggregation.py
│ │ ├── test_did_time_aggregation.py
│ │ └── test_did_utils.py
├── double_ml.py
├── double_ml_framework.py
├── double_ml_sampling_mixins.py
├── double_ml_score_mixins.py
├── irm
│ ├── __init__.py
│ ├── apo.py
│ ├── apos.py
│ ├── cvar.py
│ ├── datasets
│ │ ├── __init__.py
│ │ ├── dgp_confounded_irm_data.py
│ │ ├── dgp_heterogeneous_data.py
│ │ ├── dgp_iivm_data.py
│ │ ├── dgp_irm_data.py
│ │ ├── dgp_irm_data_discrete_treatments.py
│ │ └── dgp_ssm_data.py
│ ├── iivm.py
│ ├── irm.py
│ ├── lpq.py
│ ├── pq.py
│ ├── qte.py
│ ├── ssm.py
│ └── tests
│ │ ├── __init__.py
│ │ ├── _utils_apo_manual.py
│ │ ├── _utils_apos_manual.py
│ │ ├── _utils_cvar_manual.py
│ │ ├── _utils_iivm_manual.py
│ │ ├── _utils_irm_manual.py
│ │ ├── _utils_lpq_manual.py
│ │ ├── _utils_pq_manual.py
│ │ ├── _utils_qte_manual.py
│ │ ├── _utils_ssm_manual.py
│ │ ├── conftest.py
│ │ ├── test_apo.py
│ │ ├── test_apo_classifier.py
│ │ ├── test_apo_exceptions.py
│ │ ├── test_apo_external_predictions.py
│ │ ├── test_apo_ps_processor.py
│ │ ├── test_apo_tune.py
│ │ ├── test_apo_tune_ml_models.py
│ │ ├── test_apo_weighted_scores.py
│ │ ├── test_apos.py
│ │ ├── test_apos_classfier.py
│ │ ├── test_apos_exceptions.py
│ │ ├── test_apos_external_predictions.py
│ │ ├── test_apos_weighted_scores.py
│ │ ├── test_cvar.py
│ │ ├── test_cvar_ps_processor.py
│ │ ├── test_cvar_tune.py
│ │ ├── test_cvar_tune_ml_models.py
│ │ ├── test_datasets.py
│ │ ├── test_iivm.py
│ │ ├── test_iivm_classifier.py
│ │ ├── test_iivm_external_predictions.py
│ │ ├── test_iivm_ps_processor.py
│ │ ├── test_iivm_subgroups.py
│ │ ├── test_iivm_tune.py
│ │ ├── test_iivm_tune_ml_models.py
│ │ ├── test_iivm_unif_confset.py
│ │ ├── test_irm.py
│ │ ├── test_irm_classifier.py
│ │ ├── test_irm_external_predictions.py
│ │ ├── test_irm_ps_processor.py
│ │ ├── test_irm_tune.py
│ │ ├── test_irm_tune_ml_models.py
│ │ ├── test_irm_vs_apos.py
│ │ ├── test_irm_weighted_scores.py
│ │ ├── test_irm_with_missings.py
│ │ ├── test_lpq.py
│ │ ├── test_lpq_external_predictions.py
│ │ ├── test_lpq_ps_processor.py
│ │ ├── test_lpq_tune.py
│ │ ├── test_lpq_tune_ml_models.py
│ │ ├── test_pq.py
│ │ ├── test_pq_external_predictions.py
│ │ ├── test_pq_ps_processor.py
│ │ ├── test_pq_tune.py
│ │ ├── test_pq_tune_ml_models.py
│ │ ├── test_qte.py
│ │ ├── test_qte_exceptions.py
│ │ ├── test_ssm.py
│ │ ├── test_ssm_exceptions.py
│ │ ├── test_ssm_ps_processor.py
│ │ ├── test_ssm_tune.py
│ │ └── test_ssm_tune_ml_models.py
├── plm
│ ├── __init__.py
│ ├── datasets
│ │ ├── __init__.py
│ │ ├── _make_pliv_data.py
│ │ ├── dgp_confounded_plr_data.py
│ │ ├── dgp_lplr_LZZ2020.py
│ │ ├── dgp_pliv_CHS2015.py
│ │ ├── dgp_pliv_multiway_cluster_CKMS2021.py
│ │ ├── dgp_plr_CCDDHNR2018.py
│ │ └── dgp_plr_turrell2018.py
│ ├── lplr.py
│ ├── pliv.py
│ ├── plr.py
│ └── tests
│ │ ├── __init__.py
│ │ ├── _utils_pliv_manual.py
│ │ ├── _utils_pliv_partial_x_manual.py
│ │ ├── _utils_pliv_partial_xz_manual.py
│ │ ├── _utils_pliv_partial_z_manual.py
│ │ ├── _utils_plr_manual.py
│ │ ├── conftest.py
│ │ ├── test_datasets.py
│ │ ├── test_lplr.py
│ │ ├── test_lplr_exceptions.py
│ │ ├── test_lplr_external_predictions.py
│ │ ├── test_lplr_tune.py
│ │ ├── test_lplr_tune_ml_models.py
│ │ ├── test_model_defaults.py
│ │ ├── test_pliv.py
│ │ ├── test_pliv_external_predictions.py
│ │ ├── test_pliv_partial_x.py
│ │ ├── test_pliv_partial_x_tune.py
│ │ ├── test_pliv_partial_xz.py
│ │ ├── test_pliv_partial_xz_tune.py
│ │ ├── test_pliv_partial_z.py
│ │ ├── test_pliv_partial_z_tune.py
│ │ ├── test_pliv_tune.py
│ │ ├── test_pliv_tune_ml_models.py
│ │ ├── test_plr.py
│ │ ├── test_plr_binary_outcome.py
│ │ ├── test_plr_classifier.py
│ │ ├── test_plr_external_predictions.py
│ │ ├── test_plr_multi_treat.py
│ │ ├── test_plr_reestimate_from_scores.py
│ │ ├── test_plr_rep_cross.py
│ │ ├── test_plr_set_ml_nuisance_pars.py
│ │ ├── test_plr_set_smpls_externally.py
│ │ ├── test_plr_tune.py
│ │ ├── test_plr_tune_ml_models.py
│ │ └── test_return_types.py
├── rdd
│ ├── __init__.py
│ ├── _utils.py
│ ├── datasets
│ │ ├── __init__.py
│ │ └── simple_dgp.py
│ ├── rdd.py
│ └── tests
│ │ ├── __init__.py
│ │ ├── conftest.py
│ │ ├── test_rdd_classifier.py
│ │ ├── test_rdd_classifier_fuzzy.py
│ │ ├── test_rdd_classifier_fuzzy_left.py
│ │ ├── test_rdd_classifier_fuzzy_right.py
│ │ ├── test_rdd_classifier_sharp.py
│ │ ├── test_rdd_default_values.py
│ │ ├── test_rdd_exceptions.py
│ │ ├── test_rdd_fuzzy.py
│ │ ├── test_rdd_fuzzy_left.py
│ │ ├── test_rdd_fuzzy_right.py
│ │ ├── test_rdd_not_installed.py
│ │ ├── test_rdd_return_types.py
│ │ └── test_rdd_sharp.py
├── tests
│ ├── __init__.py
│ ├── _utils.py
│ ├── _utils_boot.py
│ ├── _utils_cluster.py
│ ├── _utils_dml_cv_predict.py
│ ├── _utils_doubleml_sensitivity_manual.py
│ ├── _utils_tune_optuna.py
│ ├── conftest.py
│ ├── test_core_exceptions.py
│ ├── test_cv_predict.py
│ ├── test_datasets.py
│ ├── test_dml_tune_optuna.py
│ ├── test_dml_tune_optuna_exceptions.py
│ ├── test_evaluate_learner.py
│ ├── test_exceptions.py
│ ├── test_exceptions_ext_preds.py
│ ├── test_framework.py
│ ├── test_framework_coverage.py
│ ├── test_framework_exceptions.py
│ ├── test_framework_pval_corrections.py
│ ├── test_framework_sensitivity.py
│ ├── test_init.py
│ ├── test_model_defaults.py
│ ├── test_multiway_cluster.py
│ ├── test_nonlinear_cluster.py
│ ├── test_nonlinear_score_mixin.py
│ ├── test_optuna_multi_wrappers.py
│ ├── test_optuna_settings_validation.py
│ ├── test_optuna_tune_multiple_treatments.py
│ ├── test_package.py
│ ├── test_return_types.py
│ ├── test_scores.py
│ ├── test_sensitivity.py
│ ├── test_sensitivity_cluster.py
│ ├── test_set_ml_nuisance_params.py
│ ├── test_set_ml_nuisance_params_models.py
│ ├── test_set_sample_splitting.py
│ └── test_set_sample_splitting_exceptions.py
└── utils
│ ├── __init__.py
│ ├── _aliases.py
│ ├── _check_defaults.py
│ ├── _check_return_types.py
│ ├── _checks.py
│ ├── _descriptive.py
│ ├── _estimation.py
│ ├── _plots.py
│ ├── _propensity_score.py
│ ├── _sensitivity.py
│ ├── _tune_optuna.py
│ ├── blp.py
│ ├── dummy_learners.py
│ ├── gain_statistics.py
│ ├── global_learner.py
│ ├── policytree.py
│ ├── propensity_score_processing.py
│ ├── resampling.py
│ └── tests
│ ├── __init__.py
│ ├── _utils_blp_manual.py
│ ├── _utils_pt_manual.py
│ ├── test_blp.py
│ ├── test_dummy_learners.py
│ ├── test_exceptions_gain_statistics.py
│ ├── test_exceptions_global_learners.py
│ ├── test_global_learners.py
│ ├── test_policytree.py
│ ├── test_ps_processor.py
│ ├── test_ps_processor_exceptions.py
│ ├── test_quadratic_inequality.py
│ ├── test_resampling.py
│ └── test_var_est_and_aggregation.py
└── pyproject.toml
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