adamn turns proprietary datasets into licensed, compliant data products — with automated PII detection and anonymisation built in.
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Quasi-identifiers grouped so each group contains at least 5 records. Age_band, LSOA_code generalised to prevent re-identification.
PatientID replaced with a one-way hash. Original identifiers never stored or transmitted.
Diagnosis codes generalised to chapter level (J44, J45 → J40-J49 Respiratory) where re-identification risk is elevated.
LSOA codes replaced with MSOA-level aggregates. Geographic resolution reduced to ~5,000 population units.