{"uid":"cap_e7B66gQ9MrqSLLkwjIrp5","slug":"label-review-analytics-grouped-numeric-summary-adjacent-row-changes-e8b38290","name":"Label Review Analytics — Grouped Numeric Summary + Adjacent Row Changes","description":"Label review — Grouped numeric summary + Adjacent row changes: Grouped numeric summary + 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-12-091?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_iZqIL9iOzObkwAYJQVRNI","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":"Produces two analytical reports for label review data: a grouped numeric summary by dataset group and an adjacent row change series for reviewed_records or changed_labels fields, processing up to 200 rows locally.","exampleAgentPrompt":"I have label review data with rows across two dataset groups — 'alpha' and 'beta' — for dates in October 2026, each with reviewed_records and changed_labels counts. Can you give me a grouped numeric summary by dataset group AND show the adjacent row-to-row changes for the reviewed_records field across all rows?","exampleUseCases":[{"title":"Annotation batch quality review","prompt":"I just finished a week of label reviews across three dataset groups and I have about 80 rows of data with dates, reviewed_records counts, and changed_labels. Can you group the numbers by dataset group and also show me how reviewed_records changed from one row to the next?"},{"title":"Label correction trend monitoring","prompt":"Here are 150 rows of daily label review records across groups 'model-v1' and 'model-v2' — give me a grouped summary of changed_labels per group and show the adjacent row changes for changed_labels so I can spot where corrections spiked."},{"title":"Dataset review session comparison","prompt":"I want to compare how my two annotation teams performed this sprint — I have 60 rows with dataset_group set to either 'team-a' or 'team-b', plus reviewed_records and changed_labels per day. Run the grouped numeric summary and the adjacent row changes report on reviewed_records for me."}],"resultDescription":"Two co-generated reports: (1) a grouped numeric summary aggregating reviewed_records or changed_labels statistics broken down by dataset_group, and (2) an adjacent row changes series showing the delta between consecutive rows for the selected field — all computed locally from the supplied rows, with no external data fetched.","failureModes":["More than 200 rows submitted — request will be rejected or truncated","Missing required fields (row_id, dataset_group, date, reviewed_records, changed_labels) cause validation errors","Malformed date strings not matching YYYY-MM-DD pattern rejected","Numeric values outside ±1,000,000,000,000 range rejected","Empty rows array not accepted (minItems: 1)","Invalid field selector (must be 'reviewed_records' or 'changed_labels')"],"whenToPreferThis":"Choose this endpoint when you have label review or annotation quality data structured with dataset groups, dates, reviewed record counts, and changed label counts, and you need both a grouped aggregate summary AND a sequential row-change series in a single low-cost call. It is ideal for ML ops teams monitoring annotation batches, QA pipelines checking labeling consistency, or data scientists tracking label correction rates over time — without needing any live data lookup, model prediction, or external enrichment.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T12:38:44.222Z","isFirstParty":false,"canonicalSlug":"label-review-analytics-grouped-numeric-summary-adjacent-row-changes-e8b38290"}