{"uid":"cap_MygObt2ZMPkB7rcKPf2G6","slug":"data-ingestion-batches-record-quality-audit-keyed-dataset-comparison-a45ea466","name":"Data Ingestion Batches — Record Quality Audit + Keyed Dataset Comparison","description":"Data ingestion batches — Record quality audit + Keyed dataset comparison: Record quality audit + Keyed dataset comparison 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.","url":"https://market.datapackvibe.com/x402/assistant-ib26-analytics-01-018?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","received_rows","accepted_rows"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"accepted_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"dataset_group":{"type":"string","default":"","maxLength":80},"received_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","accepted_rows":1,"dataset_group":"group-a","received_rows":10},{"date":"2026-10-02","row_id":"row-2","accepted_rows":2,"dataset_group":"group-b","received_rows":20},{"date":"2026-10-03","row_id":"row-3","accepted_rows":3,"dataset_group":"group-a","received_rows":15},{"date":"2026-10-04","row_id":"row-4","accepted_rows":4,"dataset_group":"group-b","received_rows":30}],"maxItems":200,"minItems":1},"other":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","received_rows","accepted_rows"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"accepted_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"dataset_group":{"type":"string","default":"","maxLength":80},"received_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","accepted_rows":1,"dataset_group":"group-a","received_rows":10},{"date":"2026-10-02","row_id":"row-2","accepted_rows":2,"dataset_group":"group-b","received_rows":21},{"date":"2026-10-03","row_id":"row-3","accepted_rows":3,"dataset_group":"group-a","received_rows":17},{"date":"2026-10-04","row_id":"row-4","accepted_rows":4,"dataset_group":"group-b","received_rows":33}],"maxItems":200,"minItems":0}}},"responseSchema":null,"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.01","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.01/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_3bteF_-Z17uanwLmKgXIc","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.01","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Runs two local analytical reports on data ingestion batch records: a record quality audit and a keyed dataset comparison between two supplied datasets (up to 200 rows each).","exampleAgentPrompt":"Can you run a record quality audit and keyed dataset comparison on my two ingestion batch datasets? The primary has rows like row-1 on 2026-10-01 with group-a, 10 received and 1 accepted, and the comparison dataset has the same keys but different received_rows counts — I want to see where they diverge and flag any quality issues.","exampleUseCases":[{"title":"ETL pipeline acceptance rate audit","prompt":"I have a batch of ingestion logs for October with received_rows and accepted_rows per dataset_group and date — can you run a quality audit to flag rows where acceptance rates look off or data looks anomalous?"},{"title":"Comparing two pipeline run snapshots","prompt":"I ran our ingestion pipeline twice with slightly different configs and got two sets of batch records. Can you do a keyed comparison between the two datasets to show me exactly which row_ids have different received_rows or accepted_rows values?"},{"title":"Monitoring data loss across groups","prompt":"Can you analyze these ingestion batch records across group-a and group-b to identify where we're losing the most rows between received and accepted, and give me a quality report highlighting the worst offenders?"}],"resultDescription":"Returns two analytical reports: (1) a record quality audit covering anomalies, null checks, acceptance rate issues, and data integrity flags across the supplied rows; and (2) a keyed dataset comparison showing row-by-row differences between the primary and comparison datasets based on shared keys (row_id, dataset_group, date). All analysis is performed locally with no external lookups.","failureModes":["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 pattern — schema validation failure","Numeric values outside allowed range (±1,000,000,000,000) — rejected","Empty rows array — minimum items constraint violated","Mismatched or missing row keys between primary and comparison datasets may reduce comparison coverage"],"whenToPreferThis":"Choose this endpoint when you need two simultaneous local analytical reports on data ingestion batch records — specifically a quality audit of received/accepted row counts and a keyed comparison between two dataset snapshots — without requiring any external data sources, live lookups, or professional assessment. It is cost-effective at $0.01 USDC for both reports on up to 200 rows, making it ideal for lightweight, self-contained data pipeline QA workflows.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-19T06:46:42.938Z","isFirstParty":false,"canonicalSlug":"data-ingestion-batches-record-quality-audit-keyed-dataset-comparison-a45ea466"}