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Data Reconciliation Duplicate Key Report + Numeric Distribution
x402
Data Reconciliation Duplicate Key Report + 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).
Generates two analytical reports — a duplicate key report and a numeric distribution — for up to 200 data reconciliation rows containing source and target totals.
Price / call$0.01
Success—
StatusUnknown
How this service works
Data reconciliation — Duplicate key report + Numeric distribution: Duplicate key report + Numeric distribution 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 reports: (1) a duplicate key report identifying any repeated row_id values within the supplied reconciliation records, and (2) a numeric distribution summary for the chosen field (source_total or target_total), covering statistical spread across up to 200 rows. No external lookups or predictions are included — all analysis is performed on the supplied data only.
Example use cases
Spot duplicate keys in ETL pipeline
“I've got a batch of 120 reconciliation records from our ETL pipeline with row IDs, groups, dates, and source and target totals — can you run a duplicate key report on them and also give me the numeric distribution for source_total?”
Validate reconciliation data before month-end close
“Before we close the books this month, run a duplicate key check and a numeric distribution on our 80-row source-vs-target reconciliation dataset so we can spot any key conflicts or outlier totals in the target_total field.”
Audit dataset groups for key collisions
“I have two dataset groups — 'region-east' and 'region-west' — with about 150 combined reconciliation rows. Can you check for any duplicate row IDs across them and show me the distribution of source_total values?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-11-055?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need two simultaneous lightweight analytical reports — duplicate key detection and numeric distribution — on a batch of up to 200 reconciliation records without any external lookups, live data, or predictions. It is ideal for ETL validation, month-end reconciliation audits, or data quality checks where source and target totals need to be compared across dataset groups. At $0.01 USDC for both reports together, it is cost-effective for routine batch data quality checks.
Side effects
- Fewer than 1 row submitted — request rejected
- More than 200 rows submitted — exceeds per-call limit
- Invalid date format (must match YYYY-MM-DD pattern) — schema validation error
- Missing required fields (row_id, dataset_group, date, source_total, target_total) — request rejected
- Numeric values outside ±1,000,000,000,000 range — schema validation error
- Invalid field enum value (must be 'source_total' or 'target_total') — schema error
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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