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Data Reconciliation — Record Quality Audit + Exact Row Deduplication + Numeric Distribution
x402
Data Reconciliation — Record Quality Audit + Exact Row Deduplication + 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 2026-10-19).
Runs three analytical reports on supplied reconciliation data: a record quality audit, exact row deduplication, and numeric distribution analysis for source_total and target_total fields.
Price / call$0.01
Success—
StatusUnknown
How this service works
Data reconciliation — Record quality audit + Exact row deduplication + Numeric distribution: Record quality audit + Exact row deduplication + Numeric distribution for supplied data reconciliation records (source_total, target_total). Up to 200 rows; 3 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 3 supplied-data reports for up to 200 rows.
Output
Returns three independent reports: (1) a record quality audit flagging nulls, format issues, and completeness problems per row; (2) an exact row deduplication report identifying identical rows; (3) a numeric distribution summary (e.g. min, max, mean, percentiles) for the selected field (source_total or target_total). All computed locally from supplied data with no external lookups.
Example use cases
Financial reconciliation data audit
“I have a set of daily reconciliation rows comparing source and target account balances across two groups — run a record quality audit, find any exact duplicate rows, and give me the numeric distribution for source_total across all 150 rows.”
ETL pipeline output validation
“After my ETL run, I need to validate the output: check record quality, deduplicate any exact row matches, and show me the numeric distribution of target_total for these 80 reconciliation records grouped by pipeline stage.”
Month-end close data integrity check
“Before I sign off on the month-end close, can you audit these 200 reconciliation rows for data quality issues, flag any exact duplicates, and produce a numeric distribution report on the source_total values?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-11-210?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need three reconciliation-specific analytical reports in a single call at low cost ($0.01 USDC): quality audit, exact deduplication, and numeric distribution. It is ideal for batch data quality checks on up to 200 source/target reconciliation rows without requiring external data access, predictions, or professional assessment. Prefer this over general-purpose analytics when your data is structured as source_total vs target_total reconciliation records with row identifiers and group labels.
Side effects
- Submitting more than 200 rows returns a validation error
- Missing required fields (row_id, dataset_group, date, source_total, target_total) causes row-level rejection
- Invalid date format (not YYYY-MM-DD) triggers a pattern validation error
- Numeric values outside ±1,000,000,000,000 are rejected
- Empty rows array is not accepted (minItems: 1)
- Payment not included or insufficient USDC results in 402 error
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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