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Data Ingestion Batches — Duplicate Key Report + Equal-Width Histogram
x402
Data Ingestion Batches — Duplicate Key Report + 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).
Analyzes data ingestion batch records to produce a duplicate key report and an equal-width histogram for received_rows or accepted_rows values.
Price / call$0.01
Success—
StatusUnknown
How this service works
Data ingestion batches — Duplicate key report + Equal-width histogram: Duplicate key report + 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 analytical reports: (1) a duplicate key report identifying any row_ids that appear more than once across the submitted records, and (2) an equal-width histogram breaking the chosen numeric field (received_rows or accepted_rows) into the specified number of bins with counts per bin. Both reports are computed locally with no external lookups.
Example use cases
ETL pipeline duplicate key audit
“I have 150 ingestion batch records from last week's ETL run. Can you scan them for any duplicate row IDs and also give me a 5-bin histogram of the received_rows values so I can see how load sizes are distributed?”
Accepted rows distribution analysis
“Here are 80 data ingestion batch records — each has a row_id, dataset_group, date, received_rows, and accepted_rows. Generate a duplicate key report and an equal-width histogram with 8 bins for the accepted_rows field.”
Daily ingestion batch quality check
“Run a quick quality check on these 200 ingestion batch records: find any duplicate row IDs and give me a histogram with 10 bins showing the spread of received_rows across the dataset.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-01-064?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you have up to 200 data ingestion batch records and need both a duplicate key scan and a numeric distribution histogram in a single low-cost call ($0.01 USDC). It is ideal for lightweight ETL quality checks, pipeline monitoring, or ad-hoc data audits where you do not need live database lookups, predictions, or external integrations — just local analytical computation on supplied row data.
Side effects
- Exceeds 200 row limit — request rejected or truncated
- Invalid date format (not YYYY-MM-DD) causes schema validation failure
- bins value outside 1–30 range returns validation error
- Missing required fields (row_id, dataset_group, date, received_rows, accepted_rows) causes row-level rejection
- Numeric values outside ±1,000,000,000,000 bounds fail validation
- Empty rows array (minItems:1 not met) returns error
- Payment not included or insufficient USDC causes 402 response
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| bins | integer | |
| rows | array | |
| field | string |
Tags
x402
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