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Data Reconciliation — Numeric Distribution & Category Frequencies Analyzer
x402
Data Reconciliation — Numeric Distribution & Category Frequencies Analyzer 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).
Computes numeric distribution statistics and category frequency counts for up to 200 data reconciliation rows comparing source_total vs target_total values.
Price / call$0.01
Success—
StatusUnknown
How this service works
Data reconciliation — Numeric distribution + Category frequencies: Numeric distribution + Category frequencies 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 analytical reports: (1) a numeric distribution report showing statistical spread (e.g. min, max, mean, percentiles, histogram buckets) for the selected field (source_total or target_total), and (2) a category frequency report showing how often each dataset_group value appears across the supplied rows. Both reports are computed locally from the submitted data with no external lookups.
Example use cases
Monthly reconciliation data profiling
“I have 150 rows of end-of-month reconciliation records with source and target totals for different business groups — can you give me both the numeric distribution and the category frequency breakdown for the source_total field across all those rows?”
Spotting dataset group imbalances
“Run a category frequency analysis on my reconciliation dataset so I can see which dataset groups appear most often — I have about 80 rows covering groups A, B, and C with dates ranging from 2026-01-01 to 2026-03-31.”
Comparing target total spread before audit
“Before our quarterly audit, I need to understand how the target_total values are distributed across our 200 reconciliation rows — can you produce the numeric distribution and group frequency reports for the target_total field?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-11-072?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need lightweight, local statistical profiling of reconciliation data comparing source and target totals — specifically numeric distribution and category frequency — without requiring external data lookup, prediction, or professional assessment. Ideal for small-to-medium datasets (up to 200 rows) where you want two analytical reports (distribution + frequency) in a single low-cost call ($0.01 USDC).
Side effects
- Fewer than 1 row submitted — validation error
- More than 200 rows submitted — rejected due to row limit
- Missing required fields (row_id, dataset_group, date, source_total, target_total) — schema validation failure
- Date field not in YYYY-MM-DD format — pattern validation error
- Numeric values outside ±1,000,000,000,000 range — validation error
- Invalid field enum value (not 'source_total' or 'target_total') — error
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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