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Schema Conformity Analytics — Record Quality Audit, String Normalisation & Numeric Distribution
x402
Schema Conformity Analytics — 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 2026-10-18).
Runs three local analytical reports (record quality audit, string normalisation, and numeric distribution) on up to 200 rows of schema conformity data containing valid_records and checked_records fields.
Price / call$0.01
Success—
StatusUnknown
How this service works
Schema conformity — Record quality audit + String normalisation + Numeric distribution: Record quality audit + String normalisation + Numeric distribution for supplied schema conformity records (valid_records, checked_records). 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 generated from the supplied rows: (1) a record quality audit flagging missing values, format issues, and validity ratio anomalies; (2) a string normalisation report on text fields like dataset_group; and (3) a numeric distribution summary (min, max, mean, spread, etc.) for the selected field (valid_records or checked_records). All processing is local — no external lookups or predictions are made.
Example use cases
Daily schema validation health check
“I have 10 days of schema conformity records across two dataset groups — can you audit the record quality, normalise the dataset_group strings, and show me the numeric distribution for valid_records? Here's the data: row-1 on 2026-11-01 group-alpha valid_records=500 checked_records=520, row-2 on 2026-11-02 group-beta valid_records=430 checked_records=450, row-3 on 2026-11-03 group-alpha valid_records=490 checked_records=500.”
Numeric spread analysis for compliance audit
“We're preparing a compliance report and need to understand how checked_records is distributed across our dataset groups. Can you run the three analytics reports — quality audit, string normalisation, and numeric distribution — on these rows focusing on the checked_records field? Rows: row-A 2026-09-15 group-finance checked_records=1000 valid_records=980, row-B 2026-09-16 group-finance checked_records=850 valid_records=800, row-C 2026-09-17 group-ops checked_records=300 valid_records=295.”
Data pipeline quality monitoring
“After our ETL run last week I want to profile the output quality — please run a record quality audit, string normalisation, and numeric distribution report on valid_records for these 5 rows: row-1 2026-10-10 pipeline-A valid_records=1200 checked_records=1250, row-2 2026-10-11 pipeline-A valid_records=null checked_records=1100, row-3 2026-10-12 pipeline-B valid_records=900 checked_records=920, row-4 2026-10-13 pipeline-B valid_records=870 checked_records=880, row-5 2026-10-14 pipeline-A valid_records=1300 checked_records=1350.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-02-193?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need three simultaneous local analytical reports (quality audit + string normalisation + numeric distribution) on schema conformity row data without any external lookups, predictions, or side effects. It is ideal for lightweight, offline data profiling of up to 200 validation records at a low fixed cost of $0.01 USDC for all three reports together. Prefer alternatives if you need live data fetching, ML-based predictions, or analysis of more than 200 rows.
Side effects
- Fewer than 1 row supplied — request rejected
- More than 200 rows supplied — exceeds maximum batch size
- Row missing required fields (row_id, date, valid_records, checked_records) — validation error
- Date field does not match YYYY-MM-DD pattern — schema rejection
- field enum value not one of valid_records or checked_records — invalid input
- Numeric values outside allowed range (±1 trillion) — schema rejection
- Payment of 0.01 USDC not included or fails — 402 Payment Required
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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