oBounded CSV / JSON Data QA Sprint — Synthetic Sample. A reproducible self-directed example that profiles eight messy rows, identifies five ranked duplicate/schema/date/outlier findings, creates corrected output where deterministic, quarantines uncertainty, and documents validation limits. No customer data, credentials, client results, or production integration are claimed.