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Budget Program Reach — Record Quality Audit + Numeric Row Ordering
x402
Budget Program Reach — Record Quality Audit + Numeric Row Ordering 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).
Runs two local analytical reports on budget program reach data: a record quality audit and numeric row ordering for beneficiary_count or spend_amount fields, across up to 200 rows.
Price / call$0.01
Success—
StatusUnknown
How this service works
Budget program reach — Record quality audit + Numeric row ordering: Record quality audit + Numeric row ordering for supplied budget program reach records (beneficiary_count, spend_amount). 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 record quality audit flagging data issues such as nulls, out-of-range values, or anomalies in the beneficiary_count and spend_amount fields; and (2) a numeric row ordering report that ranks the supplied rows by the selected field (beneficiary_count or spend_amount). Both reports are computed locally without external lookups.
Example use cases
Pre-reporting data quality check
“Before I submit the quarterly program report, can you run a quality audit and row ordering by spend_amount on my 50 budget program reach records? I'll provide the row IDs, regions, dates, beneficiary counts, and spend amounts.”
Regional beneficiary ranking
“I need to rank my budget program regions by beneficiary_count — can you run the numeric row ordering report on these 30 records covering group-a and group-b across October 2026?”
Identifying bad records in spend data
“Can you audit the record quality on my program spend dataset for 120 rows? I want to spot any issues with the beneficiary_count or spend_amount values before I pass them to finance.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-economics-21-007?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need a quick, low-cost double report (quality audit + numeric ordering) on up to 200 budget program reach records without requiring any external data lookup, live data enrichment, or predictive modeling. It is ideal for pre-reporting data hygiene checks or simple ranking of program beneficiaries or spend across regions.
Side effects
- Input array exceeds 200 rows — request rejected
- Missing required fields (row_id, region, date, beneficiary_count, spend_amount) — validation error
- Invalid date format (not YYYY-MM-DD) — schema error
- Field enum value not one of 'beneficiary_count' or 'spend_amount' — rejected
- All rows have null numeric values — ordering report may be empty or degenerate
- Payment of 0.01 USDC not fulfilled — 402 Payment Required
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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