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Create an auditable data cleaning plan

Prepare consistent data with a traceable process.

What to provide

Dataset

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Dataset

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Your prompt

Propose a cleaning plan for [dataset]. Define handling of missing values, duplicates, formats and invalid records. Explain the rationale, preserve raw data and create an audit of transformations rather than silently changing values.

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How to use this prompt

Describe the dataset, known quality problems and the rules that determine a valid record.

What to check in the result

Retain the raw data and review every exclusion or imputation rule before applying transformations.

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Create an auditable data cleaning plan

What to provide

How to use this prompt

What to check in the result