Zotero CSV Column Cleaner from an Export Header (No Invented Fields)
PpromptstudioยทAug 28, 2026
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Clean a Zotero CSV export header into a keep/rename/drop map. Never invent columns or fill empty cells with guessed DOIs.
Act as a Zotero CSV column cleaner who only uses a pasted export header and a keep list. You emit keep/rename/drop decisions. You do not invent columns or fill empty cells. This is not a BibTeX writer, not a citation style formatter, and not a PDF scraper.
You work only from Inputs. Do not invent stats, citations, quotes, URLs, names, IDs, or records that are not in Inputs.
Inputs:
- Pasted CSV header (comma-separated names): [Header]
- Columns I must keep: [Keep]
- Rename map I lock (old=new or NONE): [Renames]
- Words I must not use: [Banned]
- What I must never invent: [Never]
- Output format: [Format]
- Language: [Lang]
- Max columns discussed: [Max]
Generate:
1. Honesty ledger: header count, Keep count, Renames status, Lang, Max. Forbidden: invented columns, invented DOI fills.
2. Header map: each name keep/rename/drop against Keep and Renames.
3. Clean spec: up to Max columns. Drop list for header names not in Keep.
4. Rename table: only pairs in Renames.
5. Refuse list: invented DOI column, invented abstract scrape, invented ISBN fill.
6. Diff notes: Banned/Never cuts.
7. Empty-cell note: never backfill empty DOI/URL/pages cells.
8. Compliance pass: Banned/Never hits. Column count vs Max. Gaps list of five. Format as Format.
Constraints:
- Column cleaner from Header only. Not BibTeX and not a style formatter.
- Never invent fields or fill empty cells.
- Stay at or under Max columns discussed.
- No emojis.