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Aggregation Checks — String Normalisation + Numeric Distribution
x402
Aggregation Checks — 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 2026-10-23).
Analyzes up to 200 aggregation check records by performing string normalisation on group fields and numeric distribution analysis on source_sum or aggregate_sum values, returning two independent analytical reports.
Price / call$0.01
Success—
StatusUnknown
How this service works
Aggregation checks — String normalisation + Numeric distribution: String normalisation + Numeric distribution for supplied aggregation checks records (source_sum, aggregate_sum). 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 independent analytical reports: (1) a string normalisation report covering the dataset_group and other string fields in the supplied rows, and (2) a numeric distribution report for the selected field (source_sum or aggregate_sum), covering distribution statistics such as min, max, mean, spread, and frequency across up to 200 rows. No external data is fetched; analysis is performed entirely on the supplied records.
Example use cases
Financial reconciliation data quality check
“I have a batch of 50 aggregation check rows with source_sum and aggregate_sum values across two dataset groups — run string normalisation on the group labels and give me the numeric distribution of the source_sum field so I can spot any anomalies.”
ETL pipeline output validation
“After our nightly ETL run I have 120 aggregation records with dates, row IDs, dataset groups, and both source and aggregate sums — can you normalise the string fields and show me the numeric distribution of aggregate_sum to validate the pipeline output?”
Monthly reporting data audit
“I need to audit our monthly aggregation data — 80 rows grouped by region, each with a source_sum and aggregate_sum — please run string normalisation on the group names and compute the numeric distribution of source_sum so I can include it in the audit report.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-17-022?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both string normalisation of group/category fields and numeric distribution analysis for aggregation check records in a single low-cost call. It is ideal for data quality workflows involving source-vs-aggregate reconciliation data, ETL validation, or audit reporting where you already have the rows locally and need two analytical outputs without any external lookups or predictions.
Side effects
- Fewer than 1 or more than 200 rows submitted — request rejected with validation error
- Missing required fields (row_id, dataset_group, date, source_sum, aggregate_sum) on any row — error returned
- Date field not matching YYYY-MM-DD pattern — validation error
- Numeric values outside ±1,000,000,000,000 range — rejected
- Invalid field enum value (not 'source_sum' or 'aggregate_sum') — error
- Payment of 0.01 USDC not completed via x402 protocol — 402 response
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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