functional

None

Medium-level wrapper for Gaussian SCM panel generation.

Notes

The Gaussian treated counterfactual path is exact SCM only when both treated_noise_std=0.0 and prefit_mismatch_std=0.0. With either term non-zero, the generator intentionally produces an approximate-SCM fit path.

Medium-level wrapper for realistic Gamma SCM panel generation.

Preferred usage is explicit n_pre_periods and n_post_periods. If both are omitted, they are inferred from n. The post-treatment effect path uses a ramp-in: at the first post period, the effective relative lift is treatment_effect_rate * (1 - exp(-1 / 2.5)) (about 0.33x of the parameter when slope is zero).

Medium-level wrapper for realistic Poisson SCM panel generation.

Preferred usage is explicit n_pre_periods and n_post_periods. If both are omitted, they are inferred from n. The post-treatment effect path uses a ramp-in: at the first post period, the effective relative lift is treatment_effect_rate * (1 - exp(-1 / 2.5)) (about 0.33x of the parameter when slope is zero).