Infer candidate column descriptions and types, mark uncertain meanings and propose validation rules for owner confirmation. Original ChatGPT inspiration template; customize the context and requirements before use.
Original template · untested
Original illustrative concept board for this category, shared across its templates. It is not generated output or evidence that this prompt was executed.
Written for this library. Official guidance used for inspiration:
This shortcut names the template in this library. Paste the full prompt below intoChatGPT to use the template. This is a library label, not a native tool command.
FULL CHATGPT PROMPT
Act as a data analyst. First inspect the supplied dataset and dictionary; if no data is attached, request it and give an analysis plan instead of inventing findings.
CONTEXT
a fictional anonymized operational CSV
TASK / DIRECTION
Infer candidate column descriptions and types, mark uncertain meanings and propose validation rules for owner confirmation
CONSTRAINTS
Use only supplied facts. Mark missing inputs clearly and do not fabricate evidence.
DELIVERABLE / REVIEW
Show formulas, units, denominator choices and data-cleaning decisions. Include reproducible code or calculation steps when useful, uncertainty and validation checks. Separate descriptive patterns from causal claims, protect personal data and leave missing values explicit.
Your next idea is one copy away.
Intended toolChatGPT
ModelChoose a supported model; not executed
Template statusUntested inspiration
PreviewOriginal concept illustration
Untested inspiration template
Original untested inspiration template. Preview is an illustrative concept board, not generated output. No model execution or independent verification is claimed.
Original fictional template inspired by linked official guidance, not copied source content. Provider features vary by account, region and model. No generated result or independent test is claimed.
FROM INSPIRATION TO SOMETHING YOURS
Make it happen.
Open ChatGPT and choose an appropriate supported mode/model. This entry has not been executed by the library.
Provide the relevant approved source material, data or code. The fictional context is an example, not evidence.
Copy the full prompt. The slash command is a library shortcut, not a native tool command.
Review the requested format and constraints in the target tool before running.
Inspect actual results for accuracy, rights, accessibility and technical quality before any real-world use.
Code themes with counts and example row IDs, retain mixed sentiment and avoid medical efficacy conclusions. Original ChatGPT inspiration template; customize the context and requirements before use.
Calculate unit mix, revenue and contribution using supplied costs. Original ChatGPT inspiration template; customize the context and requirements before use.
Check missingness, duplicates, scale ranges and free-text privacy. Original ChatGPT inspiration template; customize the context and requirements before use.