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Numeric Precision Comparisons — Record Quality Audit + Exact Row Deduplication + Duplicate Key Report
x402
Numeric Precision Comparisons — Record Quality Audit + Exact Row Deduplication + Duplicate Key Report is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-15).
Runs three independent analytical reports (record quality audit, exact row deduplication, and duplicate key report) on up to 200 rows of numeric precision comparison data (source_value vs transformed_value).
Price / call$0.01
Success—
StatusUnknown
How this service works
Numeric precision comparisons — Record quality audit + Exact row deduplication + Duplicate key report: Record quality audit + Exact row deduplication + Duplicate key report for supplied numeric precision comparisons records (source_value, transformed_value). Up to 200 rows; 3 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 3 supplied-data reports for up to 200 rows.
Output
Three independent analytical reports: (1) a record quality audit summarizing data completeness and anomalies in the supplied rows, (2) an exact row deduplication report identifying rows that are byte-for-byte identical, and (3) a duplicate key report flagging rows sharing the same row_id. All analysis is performed locally on the supplied data with no external lookups.
Example use cases
ETL pipeline data quality check
“I just ran my ETL pipeline and need to verify the output — can you audit these 50 rows for record quality issues, find any exact duplicate rows, and flag any duplicate row_ids? Each row has a row_id, dataset_group, date, source_value, and transformed_value.”
Numeric transformation validation
“I have 120 rows comparing source values to their transformed equivalents across two dataset groups, and I need three reports: a quality audit, an exact deduplication check, and a duplicate key report — can you run all three on this data?”
Pre-publish deduplication audit
“Before I publish this dataset, can you check these 80 rows — grouped by 'revenue' and 'cost' — for any exact duplicate records and duplicate row keys, and also give me an overall record quality audit?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-20-209?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need all three of: a record quality audit, exact row deduplication, and a duplicate key report in a single call for up to 200 rows of source/transformed numeric comparison data. It is cost-effective at $0.01 for three reports bundled together. Prefer it over single-report endpoints when you need comprehensive data quality coverage in one request. It is purely analytical — no external lookups or predictions are made, making it safe for sensitive data auditing.
Side effects
- Exceeding 200 rows returns an error — batch must be split
- Missing required fields (row_id, date, source_value, transformed_value, dataset_group) cause validation rejection
- Values outside ±1,000,000,000,000 are rejected
- Invalid date format (not YYYY-MM-DD) causes schema rejection
- Empty rows array (minItems: 1 violated) returns an error
- Payment of 0.01 USDC required per call via x402 protocol — unpaid requests fail
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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