Treatment Pipeline

The multi-stage anonymization process: (1) entity recognition to classify columns, (2) risk assessment via simulated linkage attacks, (3) DID suppression (redact, mask, fake, or hash), (4) k-member microaggregation for QIDs, (5) distortion analysis measuring information loss. Each stage is configurable per column and per dataset.