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Publication Proofing — Duplicate Key Report + Explicit Missing-Value Fill
x402
Publication Proofing — Duplicate Key Report + Explicit Missing-Value Fill is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-23).
Analyzes up to 200 publication proofing records to produce a duplicate key report and fill missing values for checked_pages or flagged_pages using zero, mean, or median imputation.
Price / call$0.01
Success—
StatusUnknown
How this service works
Publication proofing — Duplicate key report + Explicit missing-value fill: Duplicate key report + Explicit missing-value fill for supplied publication proofing records (checked_pages, flagged_pages). Up to 200 rows; 2 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 2 supplied-data reports for up to 200 rows.
Output
Returns two independent reports: (1) a duplicate key report identifying any rows sharing the same key identifiers, and (2) an explicit missing-value fill report showing imputed values for the selected field (checked_pages or flagged_pages) using the chosen method (zero, mean, or median). No external lookups or predictions are made — all analysis uses local analytical engines on the supplied data.
Example use cases
Editorial audit for duplicate page records
“I've got a batch of 80 proofreading log entries across two document groups and some rows have the same row_id — can you give me a duplicate key report and also fill any null checked_pages values with the median?”
Missing flagged-pages imputation for publishing pipeline
“My publication QA export has about 120 rows but flagged_pages is null in several of them — can you fill those missing values using the mean and also flag any duplicate row IDs in the dataset?”
Zero-fill missing data in small proof batch
“I have 40 proofing records with date, document_group, checked_pages, and flagged_pages — please run a duplicate key check and zero-fill any missing flagged_pages values so I can pass this dataset downstream.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-writing-18-070?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both duplicate key detection and missing-value imputation on publication proofing data (checked_pages, flagged_pages) in a single low-cost call. Ideal for small-to-medium editorial datasets (up to 200 rows) where no external lookups or ML predictions are needed — just fast, local data-quality auditing at $0.01 USDC for both reports.
Side effects
- More than 200 rows submitted — request will be rejected or truncated
- Missing required fields (row_id, document_group, date, checked_pages, flagged_pages) cause validation errors
- Invalid date format (not YYYY-MM-DD) causes schema rejection
- Unrecognized imputation method or field enum value causes parameter error
- Empty rows array (minItems:1 not met) causes rejection
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string | |
| method | string |
Tags
x402
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