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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

                Dataset Explorer

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                Data Quality

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                Issues detected

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                Recommendation Center

                Not analyzed

                Every issue — data quality or business validation — as one AI recommendation: why it matters, real affected rows, estimated impact, and a preview before anything is applied. CleanIQ never modifies data without your explicit approval.

                Recommendations appear after local analysis.

                Before vs After

                Preview a recommendation to compare affected rows

                Before

                After

                Data Type Validation

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                RowColumnExpected typeInvalid valueErrorSuggested action

                Data Cleaning Report

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                Recent Cleaning Templates

                Saved Cleaning Templates are not available until persistence is implemented.