{"uid":"cap__6-3Fp9Zcrz4VHTtAar45","slug":"label-review-exact-row-deduplication-keyed-dataset-comparison-e066f55d","name":"Label Review — Exact Row Deduplication + Keyed Dataset Comparison","description":"Label review — Exact row deduplication + Keyed dataset comparison: Exact row deduplication + Keyed dataset comparison 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-12-053?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}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"dataset_group":{"type":"string","default":"","maxLength":80},"changed_labels":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"reviewed_records":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","dataset_group":"group-a","changed_labels":1,"reviewed_records":10},{"date":"2026-10-02","row_id":"row-2","dataset_group":"group-b","changed_labels":2,"reviewed_records":20},{"date":"2026-10-03","row_id":"row-3","dataset_group":"group-a","changed_labels":3,"reviewed_records":15},{"date":"2026-10-04","row_id":"row-4","dataset_group":"group-b","changed_labels":4,"reviewed_records":30}],"maxItems":200,"minItems":1},"other":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","reviewed_records","changed_labels"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","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":21},{"date":"2026-10-03","row_id":"row-3","dataset_group":"group-a","changed_labels":3,"reviewed_records":17},{"date":"2026-10-04","row_id":"row-4","dataset_group":"group-b","changed_labels":4,"reviewed_records":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_E4kozGppqfLujtqNF9RoC","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 by exact row matching and compares two keyed datasets to surface differences across reviewed_records and changed_labels fields.","exampleAgentPrompt":"Can you deduplicate my label review rows and compare them against a second dataset to find any keyed differences? I'll provide up to 200 rows with row_id, dataset_group, date, reviewed_records, and changed_labels for both the primary and comparison sets.","exampleUseCases":[{"title":"Deduplicating label annotation exports","prompt":"I exported label review records from two annotators and I think there are duplicate rows — can you run exact deduplication on my primary set and also compare it key-by-key against the second export to see what changed? I have about 150 rows each with a row_id, dataset_group, date, reviewed_records count, and changed_labels count."},{"title":"Auditing label dataset versions","prompt":"We ran a second pass of label review and I want to know which records changed — please deduplicate the new batch and do a keyed comparison against the original 80-row dataset, matching on row_id and dataset_group, so I can see where reviewed_records or changed_labels differ."},{"title":"Pre-merge label quality check","prompt":"Before I merge two label review datasets, can you check the primary 120-row set for exact duplicate rows and then compare it against the 120-row secondary set by key to flag any mismatches in reviewed_records or changed_labels values?"}],"resultDescription":"Returns two independent analytical reports: (1) an exact row deduplication report identifying duplicate rows in the primary dataset, and (2) a keyed dataset comparison report showing row-level differences between the primary and secondary datasets matched by row_id, dataset_group, and date — covering discrepancies in reviewed_records and changed_labels values. No external lookups or predictions are made; all analysis runs on the supplied data only.","failureModes":["More than 200 rows submitted — request rejected or truncated","Missing required fields (row_id, dataset_group, date, reviewed_records, changed_labels) cause validation errors","Invalid date format (not YYYY-MM-DD) causes schema rejection","Numeric values outside allowed range (-1T to +1T) cause validation failure","Empty rows array returns error","Mismatched row_ids between primary and secondary dataset result in unmatched rows in comparison report"],"whenToPreferThis":"Choose this endpoint when you need both exact row deduplication and a keyed side-by-side comparison of two label review datasets in a single low-cost call. It is specifically designed for label review records with reviewed_records and changed_labels metrics. Prefer this over general-purpose analytics when your data fits the label review schema and you want two reports for $0.01 USDC without any external API calls or predictions.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-24T00:53:51.479Z","isFirstParty":false,"canonicalSlug":"label-review-exact-row-deduplication-keyed-dataset-comparison-e066f55d"}