auto_clean
Inspect data for quality issues and duplicates, then receive a proposed cleaning plan with actions like drop columns, replace sentinels, and dedupe. Plan-only, no data modification.
Instructions
Inspect quality + duplicate findings and PROPOSE a cleaning plan.
**Plan-only — does NOT modify data.** Returns Markdown plan + structured
ops list. Caller reviews and (optionally edits then) passes ops into
`clean_pipeline` to actually execute.
Auto-maps: constant cols → drop, all-null cols → drop, sentinel values
→ replace with NULL, type-drift → TRY_CAST, exact duplicates → dedupe.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| source_id | Yes |
Output Schema
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||