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  5. Deidentification
Data & Datasetsaka De-identificationaka Deidentified Data

Deidentification

Deidentification is the process of removing or transforming data so records cannot reasonably be linked to a particular person, while often keeping the structure needed to analyze or train on the set.

Ask Melo about this← all terms

US contracts frequently point at the CCPA deidentification standard or, for health fields, HIPAA 45 C.F.R. § 164.514. In the August 2026 Spirit Airlines data sale to Google, a buyer-designated agent had to deidentify the assets while preserving referential integrity across tables — join keys stay, names are supposed to go. That is a legal and operational control, not a guarantee against stylometry or later re-identification from other datasets.

Related terms

PIITraining DataSynthetic DataTrain-Test LeakageWeak SupervisionValidation Set

Where Deidentification comes up

  • Microsoft Presidio: Open-Source PII Detection and De-Identification Guide
  • Google’s $10M Spirit Data Auction: What the Docket Actually Includes