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Validation Rule Results — Duplicate Key Report & Equal-Width Histogram
x402
Validation Rule Results — Duplicate Key Report & 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).
Analyzes validation rule result records to detect duplicate row keys and compute an equal-width histogram over passed_rules or total_rules values.
Price / call$0.01
Success—
StatusUnknown
How this service works
Validation rule results — Duplicate key report + Equal-width histogram: Duplicate key report + Equal-width histogram for supplied validation rule results records (passed_rules, total_rules). 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 a duplicate key report listing any row_id values that appear more than once in the input, plus an equal-width histogram partitioned into the requested number of bins over the chosen field (passed_rules or total_rules), including bin boundaries and record counts per bin. Up to 200 input rows and up to 30 bins are supported.
Example use cases
Spotting duplicate record IDs in QA pipeline
“I have 50 validation rule result records from our data quality pipeline — can you scan them for any duplicate row IDs and also show me a 5-bin histogram of how the passed_rules values are spread out?”
Distribution analysis for rule compliance audit
“We're auditing rule compliance across two dataset groups. Can you give me an equal-width histogram with 8 bins over total_rules for these 20 records, and flag any duplicated row keys while you're at it?”
Monitoring validation trends across dataset groups
“Here are this week's daily validation results for group-a and group-b — can you check if any row IDs repeat and show me a 10-bin frequency distribution of passed_rules so I can see where most rows are clustering?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-08-064?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both duplicate key detection and a histogram in a single call over validation rule result records with the specific schema (row_id, dataset_group, date, passed_rules, total_rules). It is purpose-built for data quality audit workflows where you want to spot repeated identifiers and understand the distribution of rule compliance metrics simultaneously, without building custom analytics code.
Side effects
- Empty rows array or fewer than 1 item returns a validation error
- bins value outside 1–30 range is rejected
- Rows missing required fields (row_id, dataset_group, date, passed_rules, total_rules) fail schema validation
- date strings not matching YYYY-MM-DD pattern are rejected
- Numeric values outside ±1,000,000,000,000 are rejected
- Payment failure or insufficient USDC balance returns a 402 error
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| bins | integer | |
| rows | array | |
| field | string |
Tags
x402
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