{"uid":"cap__O8b1XfTi3kUn96wwk9ZV","slug":"duplicate-observations-record-quality-audit-keyed-dataset-comparison-3550f36d","name":"Duplicate Observations — Record Quality Audit + Keyed Dataset Comparison","description":"Duplicate observations — Record quality audit + Keyed dataset comparison: Record quality audit + Keyed dataset comparison for supplied duplicate observations records (duplicate_rows, total_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-04-018?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","duplicate_rows","total_rows"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"total_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"dataset_group":{"type":"string","default":"","maxLength":80},"duplicate_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","total_rows":1,"dataset_group":"group-a","duplicate_rows":10},{"date":"2026-10-02","row_id":"row-2","total_rows":2,"dataset_group":"group-b","duplicate_rows":20},{"date":"2026-10-03","row_id":"row-3","total_rows":3,"dataset_group":"group-a","duplicate_rows":15},{"date":"2026-10-04","row_id":"row-4","total_rows":4,"dataset_group":"group-b","duplicate_rows":30}],"maxItems":200,"minItems":1},"other":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","duplicate_rows","total_rows"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"total_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"dataset_group":{"type":"string","default":"","maxLength":80},"duplicate_rows":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","total_rows":1,"dataset_group":"group-a","duplicate_rows":10},{"date":"2026-10-02","row_id":"row-2","total_rows":2,"dataset_group":"group-b","duplicate_rows":21},{"date":"2026-10-03","row_id":"row-3","total_rows":3,"dataset_group":"group-a","duplicate_rows":17},{"date":"2026-10-04","row_id":"row-4","total_rows":4,"dataset_group":"group-b","duplicate_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_feVfd8WCwf6sF7lUYOcxZ","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":"Analyzes up to 200 duplicate-observation records to produce two independent reports: a record quality audit and a keyed dataset comparison of duplicate/total row counts across dataset groups.","exampleAgentPrompt":"Can you run a duplicate-row quality audit and keyed comparison on my two datasets? Here's the primary set: rows for group-a on 2026-10-01 with 10 duplicate_rows out of 1 total, and group-b on 2026-10-02 with 20 duplicate_rows out of 2 total. The comparison set has the same row IDs but different duplicate counts — 21 and 17 respectively.","exampleUseCases":[{"title":"ETL pipeline duplicate rate audit","prompt":"I just ran an ETL job and want to audit duplicate rows. Can you check these 50 records — each has a row_id, dataset_group, date, duplicate_rows, and total_rows — and give me a quality report flagging any groups with unusually high duplicate rates?"},{"title":"Pre/post dedup dataset comparison","prompt":"I have two versions of my dataset — before and after deduplication — both with up to 200 rows keyed by row_id, dataset_group, and date. Can you compare them side by side and tell me where the duplicate counts changed most significantly?"},{"title":"Multi-group duplicate trend review","prompt":"We have daily duplicate observation data across four dataset groups from October 2026. Can you analyze both our primary and reference datasets and produce a quality audit showing which groups and dates have the worst duplicate ratios?"}],"resultDescription":"Returns two independent analytical reports: (1) a record quality audit summarizing duplicate rates, anomalies, and quality flags across the supplied rows; and (2) a keyed dataset comparison showing differences in duplicate_rows and total_rows between the primary and secondary datasets, broken down by row_id, dataset_group, and date. No external lookups or live data are used — all analysis is performed locally on the supplied data.","failureModes":["Input array exceeds 200 rows — request rejected","Missing required fields (row_id, dataset_group, date, duplicate_rows, total_rows) — validation error","Date field does not match YYYY-MM-DD pattern — schema validation failure","duplicate_rows or total_rows out of allowed numeric range — rejected","Empty rows array — minimum 1 item required","Payment not included or insufficient — x402 payment required error"],"whenToPreferThis":"Choose this endpoint when you need offline, locally-computed quality analysis of duplicate observation records without any live data lookup or external enrichment. It is ideal when you have two parallel datasets keyed by row_id and dataset_group and want both a standalone quality audit and a side-by-side keyed comparison in a single $0.01 call. Prefer this over manual analysis or heavier data pipeline tools when you have ≤200 rows and want a fast, cheap, reproducible report on duplicate row metrics.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-20T06:55:07.856Z","isFirstParty":false,"canonicalSlug":"duplicate-observations-record-quality-audit-keyed-dataset-comparison-3550f36d"}