Data Cleaning Checklist Generator Prompt

Given the data profile below, produce a cleaning checklist:
- Columns with missing values over {{threshold}}% (recommend impute or drop).
- Columns with mixed types or encoding issues.
- Duplicate row detection strategy.
- Outlier detection method per numeric column.
- A validation query to run after cleaning.

Data profile:
{{profile}}

Replace the {{fields}} with your own context and tighten the rules to match your domain.