{"uid":"cap_wKxliCaklZDpX_5mLpAO6","slug":"label-review-analytics-grouped-numeric-summary-keyed-dataset-comparison-181047a5","name":"Label Review Analytics: Grouped Numeric Summary + Keyed Dataset Comparison","description":"Label review — Grouped numeric summary + Keyed dataset comparison: Grouped numeric summary + 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-12-098?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_PmrHxxcX7dGXpDGzb9s1F","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":"Computes a grouped numeric summary and a keyed dataset comparison for label review records (reviewed_records and changed_labels) across up to 200 rows.","exampleAgentPrompt":"I have two sets of label review records across groups A and B — can you run a grouped numeric summary on reviewed_records and also compare the two datasets side by side to spot differences? The main dataset has 4 rows dated 2026-10-01 through 2026-10-04, and the comparison dataset has the same structure but slightly different values.","exampleUseCases":[{"title":"Auditing label change rates by group","prompt":"Here are my label review logs for October grouped into 'group-a' and 'group-b' — can you give me a grouped numeric summary of changed_labels so I can see which group had more corrections?"},{"title":"Before-and-after label review comparison","prompt":"I have two snapshots of my label review data — one from last sprint and one from this sprint. Can you run a keyed dataset comparison on reviewed_records to see which rows changed between the two?"},{"title":"QA pipeline label audit across annotators","prompt":"My QA team has two separate label review batches from different annotators. Can you compute a grouped numeric summary plus a keyed comparison of both batches on the changed_labels field so I can identify discrepancies?"}],"resultDescription":"Returns two independent analytical reports: (1) a grouped numeric summary breaking down the chosen field (reviewed_records or changed_labels) by dataset_group, and (2) a keyed dataset comparison that aligns rows from the primary and secondary datasets by row_id to highlight differences — all computed locally with no external lookups.","failureModes":["Exceeding 200 rows causes rejection","Missing required fields (row_id, dataset_group, date, reviewed_records, changed_labels) causes validation error","Date strings not matching YYYY-MM-DD pattern are rejected","Numeric values outside ±1,000,000,000,000 are rejected","Empty rows array fails minItems constraint","Mismatched row_ids between primary and comparison datasets may reduce keyed comparison coverage"],"whenToPreferThis":"Choose this endpoint when you need both a grouped aggregate summary and a cross-dataset row-level comparison for label review data in a single $0.01 call, without needing real-time lookups or external predictions. Ideal for ML labeling workflows, annotation audits, and QA pipelines where you want to compare two dataset versions and understand per-group numeric distributions simultaneously.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-24T00:54:31.102Z","isFirstParty":false,"canonicalSlug":"label-review-analytics-grouped-numeric-summary-keyed-dataset-comparison-181047a5"}