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Causal inference toolkit in Python: DiD, Synthetic Control and BSTS with ground-truth validation and placebo tests; reports 69% cross-method disagreement rather than hiding it; FastAPI service, Streamlit demo, Docker + GitHub Actions CI at >=90% coverage, pytest suite.