Data Ingestion Batch Analyzer — Quality Audit, String Normalization & Deduplication

API ↗

Data Ingestion Batch Analyzer — Quality Audit, String Normalization & Deduplication is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-16).

Runs three analytical reports on up to 200 data ingestion batch rows: a record quality audit, string normalization, and exact row deduplication — all using local engines with no external lookups.

How this service works

Data ingestion batches — Record quality audit + String normalisation + Exact row deduplication: Record quality audit + String normalisation + Exact row deduplication for supplied data ingestion batches records (received_rows, accepted_rows). Up to 200 rows; 3 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 3 supplied-data reports for up to 200 rows.

Output

Returns three independent analytical reports: (1) a record quality audit flagging issues such as nulls, out-of-range values, or suspicious accepted/received ratios; (2) a string normalization report identifying and correcting inconsistencies in text fields like dataset_group; (3) an exact row deduplication report identifying and removing identical rows. All computed locally with no external calls, covering up to 200 input rows.