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Structured Data Observations — Numeric Distribution + Keyed Dataset Comparison
x402
Structured Data Observations — Numeric Distribution + Keyed Dataset Comparison is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-24).
Analyzes up to 200 rows of structured observation records (valid_items, total_items) producing two local analytical reports: a numeric distribution summary and a keyed dataset comparison between two supplied datasets.
Price / call$0.01
Success—
StatusUnknown
How this service works
Structured data observations — Numeric distribution + Keyed dataset comparison: Numeric distribution + Keyed dataset comparison for supplied structured data observations records (valid_items, total_items). 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
Two analytical reports: (1) a numeric distribution report showing statistical spread (e.g. min, max, mean, percentiles, histogram) for the selected field (valid_items or total_items) across the supplied rows; and (2) a keyed dataset comparison report identifying row-by-row differences between the primary and secondary dataset using row_id as the join key. All computation is local with no external data lookups.
Example use cases
Quality rate distribution across site groups
“I have 150 rows of daily observations from site groups A and B with valid_items and total_items counts — can you run a numeric distribution report on the valid_items field so I can see how quality rates are spread across my dataset?”
Before-and-after dataset comparison
“I've got two versions of my observation dataset, each up to 200 rows with row_id, site_group, date, valid_items, and total_items — compare them by row key on the total_items field so I can see what changed between runs.”
Multi-site data validation audit
“Here are two structured observation datasets from our monitoring pipeline — run a numeric distribution and a keyed comparison on valid_items so I can spot anomalies and mismatches between the two site group snapshots.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-web-08-084?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you have structured observation records with numeric measurement fields (valid_items, total_items) and need both a statistical distribution summary and a row-keyed comparison between two datasets in a single $0.01 call. Ideal for data quality monitoring, A/B dataset audits, and batch analytics on up to 200 rows without needing live lookups, ML predictions, or external integrations.
Side effects
- More than 200 rows supplied — endpoint rejects input exceeding maxItems limit
- Missing required fields (row_id, site_group, date, valid_items, total_items) cause validation errors
- Invalid date format (not YYYY-MM-DD) triggers pattern validation failure
- Null numeric values in valid_items or total_items may affect distribution statistics
- Mismatched row_ids between rows and other arrays result in unmatched keys in comparison report
- Empty rows array (minItems: 1 violation) returns an error
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string | |
| other | array |
Tags
x402
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