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Numeric Precision Comparisons — Record Quality Audit + Duplicate Key Report
x402
Numeric Precision Comparisons — Record Quality Audit + 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).
Audits up to 200 rows of numeric source/transformed value pairs for record quality issues and duplicate row IDs, returning two independent analytical reports.
Price / call$0.01
Success—
StatusUnknown
How this service works
Numeric precision comparisons — Record quality audit + Duplicate key report: Record quality audit + Duplicate key report for supplied numeric precision comparisons records (source_value, transformed_value). 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
Two independent reports: (1) a record quality audit highlighting rows with data issues such as null values, out-of-range numbers, or malformed fields; and (2) a duplicate key report identifying any repeated row_id values across the submitted records. Both reports are generated from the supplied data with no external lookups.
Example use cases
ETL pipeline output validation
“I just ran an ETL job that transformed raw financial figures and I need to audit the output — can you check these 120 rows with source_value and transformed_value pairs for record quality problems and flag any duplicate row IDs?”
Data migration duplicate detection
“We migrated 180 records from our old system and I'm worried about duplicate keys sneaking in — please run a duplicate key report and quality audit on these rows, each with a row_id, dataset_group, date, source_value, and transformed_value.”
Numeric transformation regression check
“After our latest model update I have 95 rows of before-and-after numeric values I want to sanity-check — can you audit them for record quality issues and tell me if any row IDs are duplicated across the dataset_group and date combinations?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-20-003?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need a fast, offline quality audit of numeric source-to-transformed-value pairs with duplicate key detection — especially for ETL validation, data migration checks, or regression testing of numeric transformations. It processes up to 200 rows and returns two structured reports in a single call for $0.01 USDC, making it ideal for lightweight, repeatable data quality checks without any external lookups or side effects.
Side effects
- Submitting more than 200 rows returns an error or truncation
- Missing required fields (row_id, date, source_value, transformed_value, dataset_group) causes row-level validation failure
- Dates not matching YYYY-MM-DD pattern are rejected
- Numeric values outside ±1,000,000,000,000 are rejected
- Empty rows array returns an error
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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