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Data Reconciliation Numeric Distribution & Equal-Width Histogram
x402
Data Reconciliation 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 2026-10-19).
Generates two analytical reports — a numeric distribution summary and an equal-width histogram — for data reconciliation records comparing source and target totals (up to 200 rows).
Price / call$0.01
Success—
StatusUnknown
How this service works
Data reconciliation — Numeric distribution + Equal-width histogram: Numeric distribution + 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 computed locally: (1) a numeric distribution summary (mean, min, max, percentiles, etc.) and (2) an equal-width histogram with the configured number of bins, both computed over the chosen field (source_total or target_total) across the supplied reconciliation rows.
Example use cases
Finance team reconciliation audit
“I've got 80 reconciliation records comparing our source ledger totals to target totals for October 2024 — can you generate a numeric distribution and a 10-bin equal-width histogram on the source_total field so I can see where the values cluster?”
ETL pipeline data quality check
“After our ETL run, I have 200 rows of source and target totals tagged by pipeline group and date — can you give me a distribution report and equal-width histogram with 5 bins on the target_total to check if the output values are spreading as expected?”
Vendor payment reconciliation analysis
“We're reconciling vendor payments and I have 50 rows with source_total and target_total amounts — run a numeric distribution plus a 15-bin histogram on source_total so I can spot any unusual concentrations or outliers.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-11-079?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you have structured data reconciliation records with source and target numeric totals and need both a statistical distribution summary and a binned histogram in a single low-cost call. Ideal for data quality workflows, ETL audits, and financial reconciliation checks where you want offline, local analytics with no external data lookups or side effects.
Side effects
- More than 200 rows submitted — request will be rejected or truncated
- Invalid date format (non YYYY-MM-DD) causes schema validation failure
- Missing required fields (row_id, dataset_group, date, source_total, target_total) causes rejection
- bins value outside 1–30 range causes validation error
- All null values in the selected field produce empty or degenerate reports
- Non-numeric values in source_total or target_total cause type errors
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| bins | integer | |
| rows | array | |
| field | string |
Tags
x402
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