ANCOVA¶

  • ANCOVA for pre/post treatment nonequivalent group designs

Synthetic Control¶

  • Synthetic control with pymc models
  • Synthetic control with sci-kit learn models
  • The effects of Brexit
  • Bayesian geolift with CausalPy

Difference in Differences¶

  • Difference in Differences with pymc models
  • Difference in Differences with sci-kit learn models
  • Banking dataset with a pymc model

Interrupted Time Series¶

  • Example Interrupted Time Series (ITS) with pymc models
  • Example Interrupted Time Series (ITS) with sci-kit learn models
  • Excess deaths due to COVID-19

Regression Discontinuity¶

  • Regression discontinuity with pymc models
  • Regression discontinuity with sci-kit learn models
  • Drinking age - Bayesian analysis
  • Drinking age with a scikit-learn model

Instrumental Variables Regression¶

  • Instrumental Variable Modelling (IV) with pymc models

CausalPy

Navigation

  • Glossary

Examples

  • ANCOVA
    • ANCOVA for pre/post treatment nonequivalent group designs
  • Synthetic Control
    • Synthetic control with pymc models
    • Synthetic control with sci-kit learn models
    • The effects of Brexit
    • Bayesian geolift with CausalPy
  • Difference in Differences
    • Difference in Differences with pymc models
    • Difference in Differences with sci-kit learn models
    • Banking dataset with a pymc model
  • Interrupted Time Series
    • Example Interrupted Time Series (ITS) with pymc models
    • Example Interrupted Time Series (ITS) with sci-kit learn models
    • Excess deaths due to COVID-19
  • Regression Discontinuity
    • Regression discontinuity with pymc models
    • Regression discontinuity with sci-kit learn models
    • Drinking age - Bayesian analysis
    • Drinking age with a scikit-learn model
  • Instrumental Variables Regression
    • Instrumental Variable Modelling (IV) with pymc models

API Reference

  • causalpy.skl_experiments
  • causalpy.skl_models
  • causalpy.pymc_experiments
  • causalpy.pymc_models
  • causalpy.plot_utils
  • causalpy.data.datasets

Related Topics

  • Documentation overview
    • Previous: Glossary
    • Next: ANCOVA for pre/post treatment nonequivalent group designs

Quick search

©2022, Benjamin T. Vincent. | Powered by Sphinx 5.0.2 & Alabaster 0.7.13 | Page source