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Data Ingestion Batches — Numeric Distribution & Adjacent Row Changes
x402
Data Ingestion Batches — Numeric Distribution & Adjacent Row Changes 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 numeric distribution report and an adjacent row changes report for received_rows or accepted_rows fields.
Price / call$0.01
Success—
StatusUnknown
How this service works
Data ingestion batches — Numeric distribution + Adjacent row changes: Numeric distribution + Adjacent row changes 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 numeric distribution summary (min, max, mean, percentiles, histogram buckets, etc.) for the chosen field (received_rows or accepted_rows) across all supplied rows, and (2) an adjacent row changes report showing delta values between consecutive rows for the same field — all computed locally with no external lookups.
Example use cases
ETL pipeline acceptance rate audit
“I have 120 rows of daily ingestion batch data with received_rows and accepted_rows per dataset group — can you run a numeric distribution and adjacent row changes report on the received_rows field so I can see how throughput varies day to day?”
Spotting ingestion anomalies between batches
“Run an adjacent row changes analysis on my ingestion batch records for the last 30 days — I want to see where accepted_rows jumped or dropped significantly between consecutive rows.”
Dataset group comparison via distribution
“Here are 80 ingestion batch records across two dataset groups — give me the numeric distribution report on accepted_rows so I can compare how each group's acceptance counts are spread.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-01-077?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you have up to 200 data ingestion batch records and need both a numeric distribution breakdown and a consecutive-row delta analysis in a single cheap call ($0.01 USDC). Ideal for ETL monitoring, pipeline QA, and batch acceptance rate audits where you already have the data locally and don't need live data fetching or predictive modeling.
Side effects
- Fewer than 1 row or more than 200 rows submitted — rejected with validation error
- Missing required fields (row_id, dataset_group, date, received_rows, accepted_rows) on any row — validation error
- Invalid date format (not YYYY-MM-DD) — schema validation failure
- Numeric values outside ±1,000,000,000,000 range — rejected
- Invalid field selector (not 'received_rows' or 'accepted_rows') — enum validation error
- Payment not provided or insufficient — x402 payment required error
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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