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Numeric Precision Comparisons — Record Quality Audit + String Normalisation + Numeric Distribution
x402
Numeric Precision Comparisons — Record Quality Audit + String Normalisation + 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 2026-10-15).
Runs three independent analytical reports (record quality audit, string normalisation, and numeric distribution) on up to 200 rows of numeric source/transformed value pairs, entirely via local engines with no external lookups.
Price / call$0.01
Success—
StatusUnknown
How this service works
Numeric precision comparisons — Record quality audit + String normalisation + Numeric distribution: Record quality audit + String normalisation + Numeric distribution 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
Returns three independent reports per call: (1) a record quality audit flagging nulls, anomalies, and completeness issues; (2) a string normalisation report on the value fields; and (3) a numeric distribution summary (min, max, mean, percentiles, spread) — all computed locally from the supplied rows with no external data sources.
Example use cases
ETL pipeline precision validation
“I just ran my ETL pipeline and I want to check whether the numeric transformations preserved precision correctly — can you audit these 120 rows comparing source_value to transformed_value, grouped by region, and give me the quality audit plus distribution report?”
Data migration anomaly detection
“We migrated data from our old system last week and I need to verify the numbers didn't get rounded or corrupted — please run all three analytical reports on these 200 rows of source and transformed values dated from 2025-01-01 to 2025-01-31.”
Batch numeric distribution profiling
“Can you profile the numeric distribution and check for string normalisation issues across these 80 rows from our 'revenue' dataset group, using the transformed_value field, so I can see how the values are spread?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-20-193?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need three bundled data quality reports — quality audit, string normalisation, and numeric distribution — on a batch of numeric comparison rows (source vs transformed) at low cost ($0.01 for all three). Ideal for ETL validation, data migration checks, and numeric pipeline auditing where no live external data or predictive models are needed. Prefer this over single-report endpoints when all three report types are relevant to your batch.
Side effects
- Exceeding 200 rows causes rejection — batch must be split
- Invalid date format (not YYYY-MM-DD) triggers schema validation error
- Numeric values outside ±1,000,000,000,000 range are rejected
- Empty rows array returns an error
- Missing required fields (row_id, dataset_group, date) cause validation failure
- Non-numeric values in source_value or transformed_value fields fail schema checks
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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