{"uid":"cap_qcHNuCl4VfarwwZlvVXB0","slug":"label-review-analytics-exact-row-deduplication-adjacent-row-changes-4baf6a0f","name":"Label Review Analytics: Exact Row Deduplication + Adjacent Row Changes","description":"Label review — Exact row deduplication + Adjacent row changes: Exact row deduplication + Adjacent row changes for supplied label review records (reviewed_records, changed_labels). 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-12-046?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","reviewed_records","changed_labels"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"dataset_group":{"type":"string","default":"","maxLength":80},"changed_labels":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"reviewed_records":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","dataset_group":"group-a","changed_labels":1,"reviewed_records":10},{"date":"2026-10-02","row_id":"row-2","dataset_group":"group-b","changed_labels":2,"reviewed_records":20},{"date":"2026-10-03","row_id":"row-3","dataset_group":"group-a","changed_labels":3,"reviewed_records":15},{"date":"2026-10-04","row_id":"row-4","dataset_group":"group-b","changed_labels":4,"reviewed_records":30}],"maxItems":200,"minItems":1},"field":{"enum":["reviewed_records","changed_labels"],"type":"string","default":"reviewed_records"}}},"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_2QOAigr-LrNqS48odL-BD","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 label review data: exact row deduplication and adjacent row changes detection, for up to 200 rows per call.","exampleAgentPrompt":"I have label review data with up to 50 rows — each has a row_id, date, dataset_group, reviewed_records count, and changed_labels count — can you run both the exact row deduplication report and the adjacent row changes report on the reviewed_records field for me?","exampleUseCases":[{"title":"Audit annotation pipeline for duplicate entries","prompt":"I've got a batch of label review records from last month — about 80 rows with row_id, date, dataset_group, reviewed_records, and changed_labels — can you check if any rows are exact duplicates and flag them?"},{"title":"Detect sudden shifts between consecutive review rows","prompt":"Can you analyze my label review logs — 120 rows total — and tell me where adjacent rows show significant changes in the changed_labels field? I want to spot any unusual jumps between consecutive entries."},{"title":"Quality check before merging dataset groups","prompt":"Before I merge my two dataset groups in the label review system, can you run both the deduplication check and the adjacent-row-change report on these 60 rows using the reviewed_records field so I can catch any data issues?"}],"resultDescription":"Returns two independent analytical reports: (1) an exact row deduplication report identifying repeated rows across the submitted data, and (2) an adjacent row changes report showing where consecutive rows differ in the selected field (reviewed_records or changed_labels). Both reports are computed locally from the supplied data with no external lookups.","failureModes":["More than 200 rows submitted — request rejected due to maxItems constraint","Missing required fields (row_id, date, reviewed_records, changed_labels) — validation error","Invalid date format (not YYYY-MM-DD) — schema validation failure","Null or out-of-range numeric values exceeding 1,000,000,000,000 — rejected","Invalid field enum value (not 'reviewed_records' or 'changed_labels') — error"],"whenToPreferThis":"Choose this endpoint when you need fast, local analytical processing of label review records specifically for exact duplicate detection and adjacent-row change analysis — all within a single low-cost call. It is ideal when you have up to 200 rows of annotation or label review data and want two complementary data quality reports without any external lookups, predictions, or model inference.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T12:39:18.318Z","isFirstParty":false,"canonicalSlug":"label-review-analytics-exact-row-deduplication-adjacent-row-changes-4baf6a0f"}