/causal_inference_python_code

Python code for part 2 of the book Causal Inference, by Miguel Hernán and James Robins

Primary LanguageJupyter Notebook

Causal Inference Python Code

This repo contains Python code for the book Causal Inference Part II, by Miguel Hernán and James Robins (book site).

The code here roughly corresponds to the Stata, R, or SAS programs found at the book site.

Python dependencies

Required Python packages:

  • numpy
  • pandas
  • statsmodels
  • scipy
  • matplotlib
  • linearmodels
  • tqdm

If you use the Anaconda distribution of Python, you'll have most of those packages already, and you'll only need to install

  • linearmodels
  • tqdm

Data

The data can be obtained from the book site.

The notebooks all assume that the Excel version of the data has been saved in the same directory as the notebooks.

Author

James Fiedler