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Data Ingestion Batches — Numeric Distribution + Category Frequencies
x402
Data Ingestion Batches — Numeric Distribution + 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 2026-10-19).
Computes numeric distribution statistics and category frequency counts 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 — Numeric distribution + Category frequencies: Numeric distribution + 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 analytical reports: (1) a numeric distribution summary (e.g. min, max, mean, median, percentiles, spread) for the selected numeric field (received_rows or accepted_rows), and (2) category frequency counts for the dataset_group dimension — both computed locally without external lookups, covering up to 200 supplied rows.
Example use cases
ETL batch quality audit
“I have 120 rows of daily ingestion batch data with dataset_group, date, received_rows, and accepted_rows. Can you compute the numeric distribution and category frequencies for received_rows so I can see how row counts are spread and which groups dominate?”
Dataset group dominance check
“Here are 80 ingestion batch records from last month — can you run category frequency analysis on the dataset_group field and also show the numeric distribution of accepted_rows? I want to know which groups are most active and how accepted counts vary.”
Pipeline acceptance rate profiling
“I want to understand the spread of accepted_rows across my ingestion batches — I have 200 records with dates and dataset groups. Please generate the numeric distribution report for accepted_rows along with category frequencies for the dataset groups.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-01-072?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you have data ingestion batch records with received_rows and accepted_rows metrics and need both a numeric distribution report and category frequency breakdown in a single call for up to 200 rows. Prefer it over general analytics tools when your data is already structured with dataset_group, date, and row count fields and you want lightweight, self-contained statistical summaries without external data lookups or predictions.
Side effects
- Fewer than 1 row submitted — minItems violation returns validation error
- More than 200 rows submitted — maxItems exceeded, request rejected
- Invalid date format (not YYYY-MM-DD) causes schema validation failure
- Missing required fields (row_id, dataset_group, date, received_rows, accepted_rows) cause rejection
- Null values in the selected numeric field may affect distribution statistics
- Invalid field enum value (not 'received_rows' or 'accepted_rows') causes rejection
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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