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Document Approvals — Exact Row Deduplication + Equal-Width Histogram
x402
Document Approvals — Exact Row Deduplication + Equal-Width Histogram 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).
Deduplicates document approval records and generates equal-width histogram reports for submitted_documents or approved_documents fields across up to 200 rows.
Price / call$0.01
Success—
StatusUnknown
How this service works
Document approvals — Exact row deduplication + Equal-width histogram: Exact row deduplication + Equal-width histogram for supplied document approvals records (submitted_documents, approved_documents). 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 analytical reports: (1) an exact row deduplication report identifying and removing identical rows from the supplied dataset, and (2) an equal-width histogram report dividing the chosen numeric field (submitted_documents or approved_documents) into the specified number of equal-width bins with frequency counts per bin.
Example use cases
Team approval rate distribution analysis
“I have 120 document approval records from our review teams with fields like row_id, team_group, date, submitted_documents, and approved_documents. Can you deduplicate them and produce a 10-bin equal-width histogram for submitted_documents so I can see how submissions are distributed?”
Duplicate row cleanup in approval logs
“We've been logging document approvals from multiple sources and suspect there are duplicate entries. Here are 200 rows with row_id, team_group, date, submitted_documents, and approved_documents — run exact deduplication and also generate a 5-bin histogram on approved_documents.”
Weekly approval volume distribution report
“Here's this week's document approval dataset — 80 rows with row_id, team_group, date, submitted_documents, and approved_documents. Remove any exact duplicate rows and give me an equal-width histogram with 6 bins for the submitted_documents counts.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-operations-17-048?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both exact row deduplication and a histogram distribution report on document approval data in a single call for up to 200 rows. It is ideal for data quality checks on approval tracking datasets where duplicate logging may occur and you want to understand the distribution of submission or approval volumes across teams. Prefer this over general-purpose analytics tools when you need a lightweight, low-cost ($0.01 USDC) local computation with no external data access or prediction.
Side effects
- More than 200 rows submitted — request exceeds row limit
- Missing required fields (row_id, date, submitted_documents, approved_documents) — validation error
- Invalid date format not matching YYYY-MM-DD pattern — schema rejection
- Bins parameter outside 1–30 range — validation error
- All rows are duplicates — deduplication report returns empty unique set
- Numeric values outside allowed range (±1,000,000,000,000) — schema rejection
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| bins | integer | |
| rows | array | |
| field | string |
Tags
x402
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