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AI Dataset Summary
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Top highest-impact issues
Priority order for cleaning
AI Cleaning Plan
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Manual review
AI Data Analyst
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Business risks
Data quality assessment
Recommended cleaning strategy
Interesting observations (expand reasoning)
Confidence statements (expand reasoning)
Suggested next actions
Business Rule Validation
Not analyzedValidates whether this dataset makes business sense — impossible timelines, revenue that doesn't reconcile, order status contradictions, and customer referential integrity — not just formatting.
Business rule checks appear after local analysis.
Dataset Explorer
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Data Health Score
Not analyzed—out of 100
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Issues detected
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AI Recommendations
Review & customize each fix
Recommendations appear after local analysis.
Before vs After
Preview a recommendation to compare affected rows
Before
After
Data Type Validation
Load a file to validate column data types.
| Row | Column | Expected type | Invalid value | Error | Suggested action |
|---|
Data Cleaning Report
Load a file to generate a Data Cleaning Report.
Recent Cleaning Templates
Saved Cleaning Templates are not available until persistence is implemented.