{"uid":"cap_3WrFhhYmVDbY72gErLApl","slug":"label-review-analytics-exact-row-deduplication-grouped-numeric-summary-e162fb36","name":"Label Review Analytics: Exact Row Deduplication + Grouped Numeric Summary","description":"Label review — Exact row deduplication + Grouped numeric summary: Exact row deduplication + Grouped numeric summary 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-12-040?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_AvliHSEhUrmeRzy0RZ2Ns","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":"Deduplicates label review records exactly by row and produces grouped numeric summaries for reviewed_records or changed_labels fields, returning two independent analytical reports for up to 200 rows.","exampleAgentPrompt":"I have a batch of label review records with columns row_id, dataset_group, date, reviewed_records, and changed_labels — can you deduplicate exact duplicate rows and give me a grouped numeric summary of reviewed_records across up to 200 rows?","exampleUseCases":[{"title":"Annotation audit deduplication for ML team","prompt":"Our annotation team has been logging label reviews and I think there are duplicate entries — can you run exact row deduplication on these records and tell me how many genuine unique rows remain? Here are up to 150 rows with row_id, dataset_group, date, reviewed_records, and changed_labels."},{"title":"Grouped changed-labels summary by dataset","prompt":"I need a breakdown of changed_labels totals grouped by dataset_group across my label review data — can you run the grouped numeric summary report on my 80 rows and give me per-group stats?"},{"title":"Daily label review quality check","prompt":"We run daily label reviews across group-a and group-b datasets and want to spot duplicate log entries and get a summary of reviewed_records per group — can you deduplicate and summarize these 120 rows for today's audit?"}],"resultDescription":"Returns two independent analytical reports: (1) an exact row deduplication report identifying and removing fully duplicate rows from the supplied label review records, and (2) a grouped numeric summary aggregating the selected field (reviewed_records or changed_labels) by dataset_group, including statistics such as counts, sums, and means per group. Both reports operate entirely on the submitted data with no external lookups.","failureModes":["More than 200 rows submitted — request rejected or truncated","Missing required fields (row_id, dataset_group, date, reviewed_records, changed_labels) — validation error","Invalid date format (not YYYY-MM-DD) — schema validation failure","Numeric values outside allowed range (-1000000000000 to 1000000000000) — rejection","Invalid field enum value (not reviewed_records or changed_labels) — error","All-null numeric column — summary may return empty or null statistics","Payment not completed via x402 — endpoint inaccessible"],"whenToPreferThis":"Choose this endpoint when you have up to 200 label review records and need both exact duplicate row removal and a grouped numeric summary in a single low-cost ($0.01 USDC) call. It is ideal for ML annotation pipeline audits, label quality checks, and dataset group reporting where no live prediction, external lookup, or professional assessment is needed — just fast local analytics on supplied data.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-24T00:54:16.231Z","isFirstParty":false,"canonicalSlug":"label-review-analytics-exact-row-deduplication-grouped-numeric-summary-e162fb36"}