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De-identification removes identifying information from a dataset so that individual data cannot be linked with specific individuals. De-identification can reduce the privacy risk associated with collecting, processing, archiving, distributing or publishing information. This document summarizes roughly two decades of de-identification research, discusses current practices, and presents opportunities for future research.