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Procurement Cycles Duplicate Key Report + Numeric Distribution
x402
Procurement Cycles Duplicate Key Report + Numeric Distribution is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-26).
Analyzes up to 200 procurement cycle records to produce a duplicate key report and numeric distribution for request_days or approval_days fields.
Price / call$0.01
Success—
StatusUnknown
How this service works
Procurement cycles — Duplicate key report + Numeric distribution: Duplicate key report + Numeric distribution for supplied procurement cycles records (request_days, approval_days). 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 analytical reports: (1) a duplicate key report identifying any rows sharing the same row_id across the supplied dataset, and (2) a numeric distribution report for the chosen field (request_days or approval_days), showing how values are spread across the dataset. Both reports are computed locally from the supplied rows with no external lookups.
Example use cases
Audit procurement data for duplicates
“I have a CSV of 80 procurement cycle records with row_id, team_group, date, request_days, and approval_days — can you check it for any duplicate row IDs and also show me the numeric distribution of approval_days?”
Analyze request cycle time spread
“Here are our Q3 procurement cycle records across two teams — run a duplicate key report and give me the distribution breakdown for request_days so I can see where most requests cluster.”
Pre-import data quality check
“Before I import these 150 procurement rows into our system, can you flag any duplicate keys and show the numeric distribution of approval_days to catch any outliers?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-operations-06-055?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both a duplicate key audit and a numeric distribution report on procurement cycle data (request_days/approval_days) in a single low-cost call. It is ideal for pre-import data quality checks, operational audits of procurement workflows, or quick exploratory analysis of cycle time distributions. Prefer it over general-purpose analytics when your data fits the procurement cycle schema and you want two reports for $0.01 without setting up external infrastructure.
Side effects
- Empty rows array or missing required fields (row_id, date, request_days, approval_days) causes validation error
- Exceeding 200 row limit results in rejection
- Invalid date format (non-YYYY-MM-DD) may cause schema validation failure
- Null values in numeric fields are handled but may affect distribution output
- Invalid field enum value (not request_days or approval_days) causes error
- Payment failure via x402 protocol returns 402 response
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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