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Document a dataset so others can trust it

Forcing a null-meaning and a gotcha entry per column is what turns a schema dump into documentation; those two columns hold everything analysts learn the hard way. The fitness statement sets the boundaries that prevent the dataset's numbers from wandering into claims they cannot support.

DataWriteSuggested model: openai/gpt-5.6-luna

Last reviewed July 17, 2026

The prompt
Write documentation for the dataset below, for an analyst who has never seen it.

What I can tell you (schema, source, quirks I know of): {{dataset}}

Produce:
1. One-paragraph identity: what one row is, where rows come from, how often it updates, and the true freshness lag.
2. Column reference table: name, type, meaning, allowed values or range, null meaning (unknown? not applicable? zero?), and gotcha. The null-meaning column is mandatory per column; "no known gotcha" is an acceptable entry, silence is not.
3. Lineage: the systems and transformations upstream, and where a number in this table could diverge from the same number in the source system.
4. Known traps: the queries that look right and are wrong (timezone joins, soft-deleted rows, test accounts, pre-migration history), each with the correct pattern.
5. Fitness statement: what this dataset is authoritative for, what it is usable-with-caveats for, and what it must not be used for.
6. Open questions: everything I could not tell you, as a list for the data owner. Do not invent answers for these.

Write for skeptical reuse, not for compliance.
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Fill in the variables

VariableWhat it isExample
{{dataset}}Schema plus what you know about it[paste schema and your notes on where it comes from]

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Define a metric before it defines youAudit data quality before anyone quotes itPlan a data cleaning pass before touching the data

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