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Data Reconciliation — Exact Row Deduplication + Category Frequencies
x402
Data Reconciliation — Exact Row Deduplication + Category Frequencies 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).
Deduplicates exact duplicate rows and computes category-level frequency distributions for data reconciliation records containing source and target totals.
Price / call$0.01
Success—
StatusUnknown
How this service works
Data reconciliation — Exact row deduplication + Category frequencies: Exact row deduplication + 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 reports: (1) an exact row deduplication report identifying and removing rows where all fields are identical, and (2) a category frequency report showing the count of records per dataset_group value — both computed locally on the supplied data without any external lookups.
Example use cases
Finance team reconciliation deduplication
“I have a list of 50 reconciliation records from our finance system comparing source and target account totals by date and business unit — can you remove any exact duplicate rows and tell me how many records fall into each business unit category?”
ETL pipeline data quality check
“After our ETL run we ended up with what looks like duplicate rows in our reconciliation export. Can you deduplicate them exactly and give me a frequency breakdown by dataset group so I can see which groups have the most records?”
Monthly close source-target comparison cleanup
“Here are our month-end reconciliation rows with source_total and target_total fields grouped by region — please deduplicate any identical rows and count how many rows exist per region group so I can validate the data before sign-off.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-11-041?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both exact deduplication and category frequency analysis on up to 200 reconciliation rows in a single paid call. It is purpose-built for source-vs-target reconciliation datasets with grouped, dated numeric records. Prefer this over general analytics tools when you need a lightweight, self-contained, no-external-lookup solution for data quality checks on reconciliation exports at minimal cost ($0.01 USDC for both reports).
Side effects
- Exceeds 200-row limit — request will be rejected or truncated
- Missing required fields (row_id, dataset_group, date, source_total, target_total) causes validation error
- Invalid date format (not YYYY-MM-DD) triggers schema rejection
- source_total or target_total values outside ±1,000,000,000,000 are rejected
- Empty rows array returns an error
- Malformed JSON body results in a 400-level error
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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