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Data Ingestion Batches — Record Quality Audit + Category Frequencies
x402
Data Ingestion Batches — Record Quality Audit + 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 2026-10-18).
Runs two analytical reports on data ingestion batch records: a record quality audit (accepted vs. received rows) and a category frequency breakdown by dataset group.
Price / call$0.01
Success—
StatusUnknown
How this service works
Data ingestion batches — Record quality audit + Category frequencies: Record quality audit + Category frequencies 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 record quality audit evaluating accepted_rows vs received_rows per row, highlighting data loss or anomalies, and (2) a category frequency report showing the distribution and counts of records by dataset_group — all computed locally on the supplied data, no external lookups.
Example use cases
ETL pipeline acceptance rate audit
“I want to audit my ETL pipeline — here are yesterday's ingestion batch rows with received_rows and accepted_rows for each dataset group. Can you run a record quality audit and tell me which batches have low acceptance rates?”
Dataset group frequency breakdown
“I have ingestion batch records across three dataset groups from the past week. Can you give me a category frequency report showing how many rows belong to each group, and flag any quality issues in the received vs accepted counts?”
Daily data completeness check
“Run a quality audit and category frequency analysis on today's data ingestion records — I'll give you the row IDs, dataset groups, dates, received_rows, and accepted_rows. I want to see both reports to check data completeness before we move to the next pipeline stage.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-01-006?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you have up to 200 data ingestion batch records and need both a record quality audit (accepted vs. received row analysis) and a category frequency breakdown in a single call for $0.01 USDC. Ideal for ETL monitoring, pipeline QA, and data completeness checks where no external data or live lookups are needed — just local computation on your supplied rows.
Side effects
- Fewer than 1 row or more than 200 rows submitted — validation error
- Missing required fields (row_id, dataset_group, date, received_rows, accepted_rows) — schema rejection
- Date strings not matching YYYY-MM-DD format — pattern validation failure
- Numeric values outside allowed range (±1 trillion) — schema rejection
- Malformed JSON body — parse error
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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