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GitHub / CausalInference / pygformula
The pygformula implements the parametric g-formula in Python. The parametric g-formula (Robins, 1986) uses longitudinal data with time-varying treatments and confounders to estimate the risk or mean of an outcome under hypothetical treatment strategies specified by the user.
JSON API: https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/CausalInference%2Fpygformula
Stars: 13
Forks: 1
Open Issues: 0
License: mit
Language: Python
Repo Size: 8.31 MB
Dependencies:
12
Created: 5 months ago
Updated: 16 days ago
Last pushed: 16 days ago
Last synced: 15 days ago
Topics: causal-inference, g-formula, parametric-models
Files
Dependencies
- joblib ==1.1.0
- lifelines ==0.27.4
- matplotlib ==3.5.1
- numpy ==1.21.5
- pandas ==1.5.2
- prettytable ==3.9.0
- scipy ==1.7.3
- statsmodels ==0.14.0
- tqdm ==4.64.0
- readthedocs-sphinx-search >=0.3.2
- sphinx >=5.3.0
- sphinx_rtd_theme >=1.1.1