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Schema Conformity Analytics: Record Quality Audit + Deduplication + Equal-Width Histogram
x402
Schema Conformity Analytics: Record Quality Audit + Deduplication + Equal-Width Histogram is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-14).
Runs three local analytical reports on schema conformity data — a record quality audit, exact row deduplication, and equal-width histogram — for up to 200 rows of valid_records/checked_records data.
Price / call$0.01
Success—
StatusUnknown
How this service works
Schema conformity — Record quality audit + Exact row deduplication + Equal-width histogram: Record quality audit + Exact row deduplication + Equal-width histogram 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 returned together: (1) a record quality audit summarizing completeness and validity of the supplied rows, (2) an exact row deduplication report identifying and flagging duplicate rows, and (3) an equal-width histogram of either the valid_records or checked_records field across the specified number of bins — all computed locally against the supplied data with no external lookups.
Example use cases
Daily conformity pipeline quality gate
“I have 50 rows of daily schema conformity data across dataset groups A and B — can you audit the record quality, deduplicate any exact duplicate rows, and show me a histogram of valid_records with 8 bins so I can spot outlier days?”
Comparing valid vs checked record distributions
“Run the three analytics reports on my 120 conformity rows but this time target the checked_records field for the histogram with 15 bins — I want to see how the checked volume distributes across my groups.”
Deduplication check before reporting
“Before I finalize my monthly schema conformity report, can you run an exact row deduplication check plus a quality audit on these 30 records to make sure there are no duplicate entries skewing my numbers? Use 5 histogram bins on valid_records.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-02-219?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need three complementary data quality reports (audit, dedup, histogram) in a single low-cost call against locally supplied schema conformity data (valid_records, checked_records). It is ideal for pipelines that periodically validate conformity metrics before reporting, where no external data enrichment or live lookup is needed and cost-efficiency matters (all three reports for $0.01 USDC). Prefer alternatives if you need fuzzy deduplication, statistical inference, or analysis of fields beyond valid_records and checked_records.
Side effects
- More than 200 rows submitted — request will be rejected or truncated
- Missing required fields (row_id, date, valid_records, checked_records) — validation error returned
- Invalid date format (must be YYYY-MM-DD) — schema validation failure
- bins value outside 1–30 range — rejected by schema
- All null values in the target histogram field — histogram cannot be computed
- field enum value not 'valid_records' or 'checked_records' — schema rejection
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| bins | integer | |
| rows | array | |
| field | string |
Tags
x402
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