{"uid":"cap_Kx1EsC8l2xYpdx97BpAkn","slug":"label-review-adjacent-row-changes-keyed-dataset-comparison-f1de01cd","name":"Label Review — Adjacent Row Changes + Keyed Dataset Comparison","description":"Label review — Adjacent row changes + Keyed dataset comparison: Adjacent row changes + 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-12-161?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}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"dataset_group":{"type":"string","default":"","maxLength":80},"changed_labels":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"reviewed_records":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","dataset_group":"group-a","changed_labels":1,"reviewed_records":10},{"date":"2026-10-02","row_id":"row-2","dataset_group":"group-b","changed_labels":2,"reviewed_records":20},{"date":"2026-10-03","row_id":"row-3","dataset_group":"group-a","changed_labels":3,"reviewed_records":15},{"date":"2026-10-04","row_id":"row-4","dataset_group":"group-b","changed_labels":4,"reviewed_records":30}],"maxItems":200,"minItems":1},"field":{"enum":["reviewed_records","changed_labels"],"type":"string","default":"reviewed_records"},"other":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","reviewed_records","changed_labels"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","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_4hnoVHLdDnI74uE348U6B","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 analytical reports on label review data: detects adjacent row changes and performs a keyed dataset comparison, for up to 200 rows per call.","exampleAgentPrompt":"Can you run adjacent row change detection and a keyed dataset comparison on my label review records? I have two datasets — my current batch and a baseline — each up to 50 rows with reviewed_records and changed_labels per date and dataset_group, and I want to compare on the reviewed_records field.","exampleUseCases":[{"title":"Detecting label drift across annotation dates","prompt":"I have a sequence of daily label review records — row_id, date, dataset_group, reviewed_records, and changed_labels — and I want to see where changed_labels jumped significantly between consecutive rows. Can you run the adjacent row changes report on my 80 rows using the changed_labels field?"},{"title":"Comparing new vs. baseline label review batch","prompt":"I have two label review datasets — my current week's batch and last week's baseline — both with the same row_id keys, and I need to see which rows differ on reviewed_records. Can you run a keyed dataset comparison on them?"},{"title":"Auditing annotation quality across dataset groups","prompt":"We have two label review exports from different annotators — same structure, same row IDs — and I want to catch any mismatches in changed_labels between the two. Can you run the adjacent row changes and keyed comparison reports on both sets, up to 120 rows, comparing on the changed_labels field?"}],"resultDescription":"Returns two independent analytical reports: (1) an adjacent row changes report showing how reviewed_records or changed_labels values shift between consecutive rows, including deltas and change magnitudes; and (2) a keyed dataset comparison report matching rows from the primary and reference datasets by key, highlighting differences in the selected metric. No external lookups or predictions are made — all analysis is computed locally from the supplied data.","failureModes":["Input array exceeds 200 rows — request rejected","Missing required fields (row_id, dataset_group, date, reviewed_records, changed_labels) — validation error","Date field does not match YYYY-MM-DD pattern — schema error","field enum value not one of 'reviewed_records' or 'changed_labels' — rejected","Primary or reference dataset empty (minItems:1 violated) — error","Numeric values outside allowed range (±1,000,000,000,000) — schema error"],"whenToPreferThis":"Choose this endpoint when you need to analyze label review data specifically — tracking how reviewed_records or changed_labels evolve across sequential rows and/or comparing two keyed label review datasets for discrepancies. It is ideal when you want two bundled analytical reports (adjacent changes + keyed comparison) in a single low-cost call without any external API dependency. Prefer alternatives if you need IQR outlier detection, histogram analysis, or data types outside label review (e.g. pipeline durations, procurement research).","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T12:38:48.975Z","isFirstParty":false,"canonicalSlug":"label-review-adjacent-row-changes-keyed-dataset-comparison-f1de01cd"}