index.rst

parenttoc:	True

Examples

Python: Case studies

These are case studies with the Python package :ref:`DoubleML <doubleml_package>`.

General Examples

.. nbgallery::
    :name: case-studies-py

    py_double_ml_basics.ipynb
    py_double_ml_pension.ipynb
    py_double_ml_sensitivity.ipynb
    py_double_ml_apo.ipynb
    py_double_ml_learner.ipynb
    py_double_ml_firststage.ipynb
    py_double_ml_multiway_cluster.ipynb
    py_double_ml_ssm.ipynb
    py_double_ml_sensitivity_booking.ipynb
    py_double_ml_did.ipynb
    py_double_ml_did_pretest.ipynb
    py_double_ml_basic_iv.ipynb
    py_double_ml_plm_irm_hetfx.ipynb
    py_double_ml_meets_flaml.ipynb

Effect Heterogeneity

.. nbgallery::
    :name: case-studies-py-heterogeneity

    py_double_ml_gate.ipynb
    py_double_ml_gate_plr.ipynb
    py_double_ml_cate.ipynb
    py_double_ml_cate_plr.ipynb
    py_double_ml_gate_sensitivity.ipynb
    py_double_ml_policy_tree.ipynb
    py_double_ml_pension_qte.ipynb
    py_double_ml_pq.ipynb
    py_double_ml_cvar.ipynb

R: Case studies

These are case studies with the R package :ref:`DoubleML <doubleml_package>`.

.. nbgallery::
    :name: case-studies-r

    R_double_ml_basics.ipynb
    R_double_ml_pension.ipynb
    R_double_ml_did.ipynb
    R_double_ml_multiway_cluster.ipynb
    R_double_ml_basic_iv.ipynb

Sandbox

These are examples which are work-in-progress and/or not yet fully documented.

.. nbgallery::
    :name: sandbox_gallery
    :maxdepth: 1

    R_double_ml_pipeline.ipynb
    double_ml_bonus_data.ipynb