@@ -68,13 +68,27 @@ pytest tests/test_rust_backend.py -v
6868- ** ` diff_diff/synthetic_did.py ` ** - Synthetic DiD estimator:
6969 - ` SyntheticDiD ` - Synthetic control combined with DiD (Arkhangelsky et al. 2021)
7070
71- - ** ` diff_diff/staggered.py ` ** - Staggered adoption DiD estimators :
71+ - ** ` diff_diff/staggered.py ` ** - Staggered adoption DiD main module :
7272 - ` CallawaySantAnna ` - Callaway & Sant'Anna (2021) estimator for heterogeneous treatment timing
73- - ` CallawaySantAnnaResults ` - Results with group-time ATT(g,t) and aggregations
74- - ` CSBootstrapResults ` - Bootstrap inference results (SEs, CIs, p-values for all aggregations)
73+ - Core estimation methods: ` _precompute_structures() ` , ` _compute_att_gt_fast() ` , ` fit() `
74+ - Estimation approaches: ` _outcome_regression() ` , ` _ipw_estimation() ` , ` _doubly_robust() `
75+ - Re-exports result and bootstrap classes for backward compatibility
76+
77+ - ** ` diff_diff/staggered_results.py ` ** - Result container classes:
7578 - ` GroupTimeEffect ` - Container for individual group-time effects
79+ - ` CallawaySantAnnaResults ` - Results with group-time ATT(g,t), ` summary() ` , ` to_dataframe() `
80+
81+ - ** ` diff_diff/staggered_bootstrap.py ` ** - Bootstrap inference:
82+ - ` CSBootstrapResults ` - Bootstrap inference results (SEs, CIs, p-values for all aggregations)
83+ - ` CallawaySantAnnaBootstrapMixin ` - Mixin with bootstrap methods
84+ - ` _generate_bootstrap_weights_batch() ` - Vectorized weight generation
7685 - Multiplier bootstrap with Rademacher, Mammen, or Webb weights
7786
87+ - ** ` diff_diff/staggered_aggregation.py ` ** - Aggregation methods:
88+ - ` CallawaySantAnnaAggregationMixin ` - Mixin with aggregation methods
89+ - ` _aggregate_simple() ` , ` _aggregate_event_study() ` , ` _aggregate_by_group() `
90+ - ` _compute_aggregated_se_with_wif() ` - SE with weight influence function adjustment
91+
7892- ** ` diff_diff/sun_abraham.py ` ** - Sun-Abraham interaction-weighted estimator:
7993 - ` SunAbraham ` - Sun & Abraham (2021) estimator using saturated regression
8094 - ` SunAbrahamResults ` - Results with event study effects and cohort weights
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