# Public profile records: sources, blanks and stable identity

Use supplied public biographies only. Infer no city, occupation, income or private contact details. Unpublished city stays null; vague field tags stay unconfirmed. Deduplicate by stable account_id and retain original-row mapping. The placeholder domain is not a verified personal site.

Accounts and biographies are fictional. No X reading, additional search, Notion writing or contact with anyone occurred.