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Data Ingestion Batches — Equal-Width Histogram + Weighted Mean Analytics
x402
Data Ingestion Batches — Equal-Width Histogram + Weighted Mean Analytics is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-17).
Computes an equal-width histogram for a chosen measure and a secondary-measure weighted mean across up to 200 data ingestion batch records (received_rows, accepted_rows).
Price / call$0.01
Success—
StatusUnknown
How this service works
Data ingestion batches — Equal-width histogram + Secondary-measure weighted mean: Equal-width histogram + Secondary-measure weighted mean 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) an equal-width histogram showing bin boundaries and record frequency counts for the chosen measure field (received_rows or accepted_rows) across the supplied batch records, and (2) a weighted mean of the secondary measure. Both are computed locally from the supplied data with no external lookups.
Example use cases
Ingestion batch size distribution audit
“I have 150 daily ingestion batch records with received_rows and accepted_rows. Can you compute an equal-width histogram with 8 bins on received_rows and also give me the weighted mean of accepted_rows? I want to understand how our batch sizes are distributed.”
Data quality acceptance rate analysis
“Here are 60 ingestion batch records across two dataset groups. Run a histogram on accepted_rows with 5 bins and give me the secondary weighted mean as well — I'm trying to see if certain batch sizes tend to have lower acceptance rates.”
Pipeline throughput summary report
“I've got 200 rows of ingestion batch data with dates, group labels, and both received and accepted row counts. Please produce the equal-width histogram (10 bins) for received_rows along with the weighted mean for accepted_rows so I can include these two stats in our weekly pipeline report.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-01-172?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need two simultaneous statistical reports — a histogram and a weighted mean — on data ingestion batch records (received_rows, accepted_rows) in a single low-cost call. It is ideal for offline/batch analytics on up to 200 supplied rows where no live data fetch, prediction, or external action is needed. Prefer it over general-purpose analytics tools when you specifically need equal-width histogram binning paired with a secondary weighted mean on ingestion pipeline metrics.
Side effects
- More than 200 rows submitted — request rejected or truncated
- Missing required fields (row_id, date, received_rows, accepted_rows) — validation error
- Invalid date format (not YYYY-MM-DD) — schema validation failure
- Bins value outside 1–30 range — rejected by schema
- All measure values null — computation may return undefined/null results
- Invalid field enum value — schema rejection
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| bins | integer | |
| rows | array | |
| field | string |
Tags
x402
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