API ReferenceEntry

obs_linear_26_dataset

obs_linear_26_dataset

Reference details for obs_linear_26_dataset in causalis.dgp.

obs_linear_26_dataset

A pre-configured observational linear dataset with 5 standard confounders. Based on the scenario in docs/cases/dml_ate.ipynb.

Parameters
  • n (int) – Number of samples.
  • seed (int) – Random seed.
  • include_oracle (bool) – Whether to include oracle ground-truth columns like 'cate', 'propensity', etc.
  • return_causal_data (bool) – If True, returns a CausalData object. If False, returns a pandas DataFrame.