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Data workflows for reviewable tables and patterns

A neat table can still contain a wrong value. Keep a small original sample, explicit column rules, and check cases so you can inspect the transformation rather than trusting its appearance.

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Before you start

How should I check a CSV draft?

Compare rows and columns with the original sample, including missing values, commas, quotes, and leading zeros. Import a small checked sample before using a larger file.

How do I validate a proposed spreadsheet formula?

Try cases where you already know the answer, including blanks, zeros, and boundary values. Check the spreadsheet locale and cell references too.

How can a theme map stay traceable?

Keep input labels beside each theme and preserve exceptions. Review the original comments before interpreting a group as evidence of frequency or importance.

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