{"uid":"cap_Ds-DjloKQx6eiNH0HZD7S","slug":"duplicate-observations-analytics-exact-row-deduplication-category-760d7551","name":"Duplicate Observations Analytics — Exact Row Deduplication + Category Frequencies","description":"Duplicate observations — Exact row deduplication + Category frequencies: Exact row deduplication + Category frequencies 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-04-041?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}}},"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_sIboDxo0iHzeSBdCY7Je4","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 supplied duplicate-observation records to produce exact row deduplication stats and category-frequency breakdowns across up to 200 rows.","exampleAgentPrompt":"I have 4 observation records across two dataset groups — group-a and group-b — with dates from 2026-10-01 to 2026-10-04 and duplicate row counts of 10, 20, 15, and 30 out of totals of 1, 2, 3, and 4 rows respectively. Can you run an exact row deduplication report and a category frequency breakdown on this data?","exampleUseCases":[{"title":"Data pipeline deduplication audit","prompt":"I've got a batch of 50 observation records from our ingestion pipeline tagged with dataset groups and dates — can you run an exact deduplication report and show me category frequencies so I know which groups are contributing the most duplicate rows?"},{"title":"Weekly data quality check by team","prompt":"Every week I pull duplicate-row counts for each of our dataset groups. Can you analyze these 80 records — each with a row_id, group name, date, duplicate_rows, and total_rows — and give me both a deduplication summary and a breakdown of how often each category appears?"},{"title":"Comparing duplicate rates across two dataset groups","prompt":"I have 30 records split between group-a and group-b, each with a date and duplicate/total row counts. Can you tell me exactly which rows are duplicates and how the two groups compare in terms of category frequency?"}],"resultDescription":"Returns two independent analytical reports: (1) an exact row deduplication report identifying duplicate rows and deduplication statistics from the supplied records, and (2) a category frequency report showing how often each dataset_group appears across the input rows — all computed locally with no external lookups.","failureModes":["Submitting more than 200 rows will be rejected (maxItems constraint)","Missing required fields (row_id, dataset_group, date, duplicate_rows, total_rows) will cause validation errors","Invalid date format (non-YYYY-MM-DD) will fail pattern validation","Null or out-of-range numeric values for duplicate_rows or total_rows may produce incomplete results","Payment of 0.01 USDC must be included; missing payment will block the request"],"whenToPreferThis":"Choose this endpoint when you have pre-collected duplicate-observation records (with row IDs, group labels, dates, and duplicate/total row counts) and need two fast, local analytical outputs — exact deduplication stats plus category frequency distributions — without any external data lookup or prediction. It is ideal for data quality pipelines processing up to 200 records per call at very low cost.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-18T00:58:10.495Z","isFirstParty":false,"canonicalSlug":"duplicate-observations-analytics-exact-row-deduplication-category-760d7551"}