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Schema Conformity Numeric Distribution & Equal-Width Histogram
x402
Schema Conformity Numeric Distribution & 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 2026-10-15).
Computes numeric distribution statistics and an equal-width histogram for schema conformity metrics (valid_records, checked_records) across up to 200 rows of supplied data.
Price / call$0.01
Success—
StatusUnknown
How this service works
Schema conformity — Numeric distribution + Equal-width histogram: Numeric distribution + Equal-width histogram for supplied schema conformity records (valid_records, checked_records). 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
Returns two analytical reports for the specified numeric field: (1) a numeric distribution summary (mean, min, max, percentiles, etc.) and (2) an equal-width histogram with configurable bin count showing frequency counts per bin — both computed locally from the supplied row data without any external lookup.
Example use cases
Data quality audit histogram
“I have a set of 80 schema conformity records from our ETL pipeline with valid_records and checked_records per day — can you compute a numeric distribution and 10-bin equal-width histogram for the valid_records field so I can spot anomalies?”
Multi-group conformity distribution check
“We track schema conformity across two dataset groups, group-a and group-b, over the past quarter — I have 120 rows with checked_records counts. Can you run both the numeric distribution and histogram using 5 bins on the checked_records field?”
Bin-based schema compliance review
“I want to understand how our checked_records are spread out across 15 equal-width bins for a set of 30 daily conformity snapshots — can you generate the distribution report for that dataset?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-02-079?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need fast, local statistical analysis of schema conformity metrics — specifically numeric distribution and histogram reports — on datasets up to 200 rows, without requiring external data sources or live lookups. Ideal for data quality audits, ETL monitoring, and compliance checks where you already have valid_records and checked_records tabular data and want two analytical views in a single $0.01 call.
Side effects
- Missing required fields (row_id, date, valid_records, checked_records) cause validation errors
- Rows exceeding 200 items are rejected
- Invalid date format (non YYYY-MM-DD) fails schema validation
- Bins value outside 1–30 range is rejected
- Null values in the target field may affect distribution completeness
- Invalid field enum value (not valid_records or checked_records) causes rejection
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| bins | integer | |
| rows | array | |
| field | string |
Tags
x402
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