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Data Ingestion Batches — Duplicate Key Report + Numeric Distribution
x402
Data Ingestion Batches — 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 2026-10-18).
Analyzes up to 200 data ingestion batch records to produce a duplicate key report and numeric distribution analysis for received_rows or accepted_rows fields.
Price / call$0.01
Success—
StatusUnknown
How this service works
Data ingestion batches — Duplicate key report + Numeric distribution: Duplicate key report + Numeric distribution for supplied data ingestion batches records (received_rows, accepted_rows). 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: (1) a duplicate key report identifying any repeated row_id values across the supplied batch records, and (2) a numeric distribution analysis of the selected field (received_rows or accepted_rows) showing the statistical spread of values across up to 200 rows.
Example use cases
Audit ingestion pipeline for duplicate keys
“I have 80 rows of data ingestion batch logs with row_id, dataset_group, date, received_rows, and accepted_rows — can you check them for duplicate row_ids and show me the numeric distribution of received_rows?”
Distribution analysis of accepted rows
“Here are 120 batch ingestion records from last month. Can you run the duplicate key check and give me a numeric distribution on the accepted_rows field so I can see how acceptance rates are spread?”
Validate dataset group ingestion batches
“I want to validate 40 ingestion batch records across two dataset groups. Run a duplicate key report and a numeric distribution on received_rows for me so I can spot any data quality issues.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-01-055?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you have tabular data ingestion batch records (up to 200 rows) and need both duplicate key detection and numeric distribution analysis in a single $0.01 call. It is purpose-built for data quality auditing of ingestion pipeline logs with the specific schema fields row_id, dataset_group, date, received_rows, and accepted_rows — ideal for catching key conflicts and understanding value distributions without setting up external analytics infrastructure.
Side effects
- More than 200 rows submitted — exceeds maximum batch size
- Missing required fields (row_id, dataset_group, date, received_rows, accepted_rows) — validation error
- Invalid date format (must match YYYY-MM-DD pattern) — schema rejection
- Field value outside allowed numeric range (±1,000,000,000,000) — validation error
- Empty rows array — minimum 1 item required
- Invalid field selector — must be 'received_rows' or 'accepted_rows'
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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