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Data Ingestion Batches — Exact Row Deduplication + Equal-Width Histogram
x402
Data Ingestion Batches — Exact Row Deduplication + Equal-Width Histogram 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 rows and generates an equal-width histogram for data ingestion batch records (received_rows, accepted_rows) across up to 200 rows.
Price / call$0.01
Success—
StatusUnknown
How this service works
Data ingestion batches — Exact row deduplication + Equal-width histogram: Exact row deduplication + Equal-width histogram 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 reports: (1) an exact row deduplication report identifying duplicate rows and the deduplicated dataset, and (2) an equal-width histogram report binning the chosen numeric field (received_rows or accepted_rows) into the specified number of bins, with counts per bin. Both reports are computed locally on the supplied data with no external lookups.
Example use cases
ETL pipeline deduplication audit
“I have a list of daily ingestion batch records — some rows look like duplicates. Can you run exact row deduplication and also bin the accepted_rows values into 8 equal-width buckets so I can see the distribution? Records include row-1 through row-50 across dataset groups 'orders' and 'inventory' from January 2024.”
Received vs accepted row distribution analysis
“Take these 120 data ingestion batch rows for dataset_group 'transactions' and give me a 5-bin histogram of the received_rows column, plus remove any exact duplicate rows before analysis — dates range from 2024-03-01 to 2024-06-30.”
Monthly ingestion quality report
“I want to check our monthly ingestion data for duplicates and understand how accepted_rows are distributed — can you deduplicate these 80 batch records and produce a 6-bin equal-width histogram on accepted_rows? The records span dataset_group 'clickstream' across October 2024.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-01-048?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both exact row deduplication and a histogram distribution analysis on data ingestion batch metrics (received_rows or accepted_rows) in a single call. It is ideal for ETL pipeline quality audits, ingestion monitoring dashboards, and data quality checks where you supply your own batch records and need two analytical reports cheaply at $0.01 per call for up to 200 rows. Prefer alternatives if you need live data lookup, correlation analysis, forecasting, or work with more than 200 rows at a time.
Side effects
- More than 200 rows submitted — request rejected or truncated
- Invalid date format (not YYYY-MM-DD) causes row validation failure
- Missing required fields (row_id, dataset_group, date) cause schema rejection
- bins value outside 1–30 range causes parameter rejection
- Numeric values outside ±1,000,000,000,000 range rejected
- Empty rows array returns error
- Field enum value not 'received_rows' or 'accepted_rows' causes rejection
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| bins | integer | |
| rows | array | |
| field | string |
Tags
x402
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