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Data Ingestion Batches — Exact Row Deduplication + Numeric Distribution Analytics
x402
Data Ingestion Batches — Exact Row Deduplication + Numeric Distribution Analytics is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-18).
Analyzes up to 200 data ingestion batch records to produce two reports: exact duplicate row detection and numeric distribution statistics for received_rows or accepted_rows fields.
Price / call$0.01
Success—
StatusUnknown
How this service works
Data ingestion batches — Exact row deduplication + Numeric distribution: Exact row deduplication + Numeric distribution 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 exact row deduplication report identifying duplicate records across the supplied batch entries, and (2) a numeric distribution report (e.g. min, max, mean, percentiles, histogram buckets) for the selected numeric field (received_rows or accepted_rows). No external data is fetched; all analysis is performed locally on the submitted rows.
Example use cases
ETL pipeline data quality audit
“I have 150 daily ingestion batch records from my ETL pipeline — can you check them for exact duplicate rows and give me the numeric distribution of accepted_rows so I can see how acceptance rates are spread across batches?”
Ingestion anomaly investigation
“My data team suspects some ingestion logs are being recorded twice — can you run exact row deduplication on these 80 batch records and also show me the distribution of received_rows so I can spot any anomalies?”
Dataset group comparison via distribution
“I want to understand how received_rows are distributed across these 200 ingestion batch entries from our dataset groups — run both the deduplication check and numeric distribution report on the received_rows field.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-01-039?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you have up to 200 data ingestion batch records and need both exact duplicate row detection AND numeric distribution statistics in a single low-cost call. It is purpose-built for ingestion pipeline QA and uses local analytical engines with no external lookups, making it fast, deterministic, and privacy-safe. Prefer this over general-purpose analytics tools when your data fits the ingestion batch schema (row_id, dataset_group, date, received_rows, accepted_rows) and you want both reports bundled at $0.01 USDC.
Side effects
- Input array exceeds 200 rows — request rejected
- Missing required fields (row_id, dataset_group, date, received_rows, accepted_rows) — validation error
- Date field does not match YYYY-MM-DD format — schema validation failure
- Numeric values outside allowed range (-1,000,000,000,000 to 1,000,000,000,000) — rejection
- Empty rows array (minItems: 1 not met) — validation error
- Invalid field enum value (must be 'received_rows' or 'accepted_rows') — error
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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