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Data Reconciliation — Grouped Numeric Summary + Equal-Width Histogram
x402
Data Reconciliation — Grouped Numeric Summary + 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 2026-10-19).
Generates two local analytical reports — a grouped numeric summary and an equal-width histogram — for data reconciliation records containing source_total and target_total fields.
Price / call$0.01
Success—
StatusUnknown
How this service works
Data reconciliation — Grouped numeric summary + Equal-width histogram: Grouped numeric summary + Equal-width histogram for supplied data reconciliation records (source_total, target_total). 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 independent analytical reports: (1) a grouped numeric summary breaking down statistics (e.g. count, mean, min, max) for the chosen field segmented by dataset_group, and (2) an equal-width histogram showing frequency distribution of the chosen field across the specified number of bins. Both reports are computed locally from the supplied data with no external lookups.
Example use cases
Audit ETL pipeline discrepancies by group
“I have 80 reconciliation records from our nightly ETL run with source_total and target_total values across two dataset groups — can you give me a grouped numeric summary and a 5-bin histogram on target_total so I can see where the biggest gaps are?”
Spot distribution skew in source totals
“Run an equal-width histogram with 15 bins on the source_total field for these reconciliation rows — I want to see if the values are normally distributed or if there's a skew I should be worried about. Here are 50 rows from group-alpha and group-beta spanning last quarter.”
Cross-group financial reconciliation review
“Can you summarize these 120 reconciliation records grouped by dataset_group and also produce a 10-bin histogram on source_total? The groups are 'EMEA' and 'APAC' and dates range from 2024-03-01 to 2024-06-30.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-11-093?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need two complementary statistical views — a grouped summary and a histogram — computed together on up to 200 reconciliation records in a single low-cost call ($0.01 USDC). Ideal for data engineering and ETL validation workflows where you want to understand both the group-level distribution and the overall frequency shape of source_total or target_total without any external data dependencies.
Side effects
- More than 200 rows submitted — request rejected, reduce to ≤200 rows
- Missing required fields (row_id, dataset_group, date, source_total, target_total) — validation error
- Bins value outside 1–30 range — schema validation failure
- Date values not matching YYYY-MM-DD format — pattern validation error
- Null values in source_total or target_total may affect statistical computations
- Payment of 0.01 USDC not completed — 402 Payment Required response
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| bins | integer | |
| rows | array | |
| field | string |
Tags
x402
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