Provenance: synthetic teaching fixture; no collected records.
Transformation: normalization and empty-record filtering (illustrative).
Source terms: not established for a real dataset.
Redistribution: not approved by this example.
Release blocker: actual source/rights review missing.
Known limitation: no real validation, counts or integrity evidence.