{"uid":"cap_HKDmvhfO_iGmokZTBFOjD","slug":"label-review-analytics-numeric-row-ordering-keyed-dataset-comparison-dede0e79","name":"Label Review Analytics — Numeric Row Ordering & Keyed Dataset Comparison","description":"Label review — Numeric row ordering + Keyed dataset comparison: Numeric row ordering + 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-12-123?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_90N3IEXlH5Qh8gpVqEbQW","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":"Analyzes label review records by sorting rows numerically and comparing two keyed datasets to surface differences in reviewed_records and changed_labels metrics.","exampleAgentPrompt":"I have two batches of label review data — the original and a revised version — each with up to 50 rows containing row_id, dataset_group, date, reviewed_records, and changed_labels. Can you rank both datasets numerically by reviewed_records and compare them keyed by row_id to show me where the values differ?","exampleUseCases":[{"title":"Auditing annotation session quality","prompt":"I ran two rounds of label review across groups A and B last week. Here are both datasets with row_id, date, dataset_group, reviewed_records, and changed_labels. Can you rank the rows by reviewed_records and compare the two rounds keyed by row_id to see which rows had different label change counts?"},{"title":"Detecting label drift between annotation batches","prompt":"I have my original annotation batch and a re-reviewed batch, each about 80 rows with row IDs, dataset groups, dates, reviewed records, and changed labels. Please sort them numerically by changed_labels and do a keyed comparison to show me exactly which rows shifted between the two batches."},{"title":"Comparing dataset groups by review volume","prompt":"Here are two snapshots of our label review pipeline — one from last month and one from this month — both with row_id, dataset_group, date, reviewed_records, and changed_labels. Rank them by reviewed_records and compare them keyed by row_id so I can see which groups increased or decreased their review volume."}],"resultDescription":"Returns two independent analytical reports: (1) a numeric row ordering report that ranks the submitted rows by the selected field (reviewed_records or changed_labels), and (2) a keyed dataset comparison report that matches rows from the primary and secondary datasets by row_id and highlights value differences — all computed locally with no external lookups.","failureModes":["Missing required fields (row_id, dataset_group, date, reviewed_records, or changed_labels) causes validation error","Exceeding 200 rows in either array returns a schema validation failure","Invalid date format (not YYYY-MM-DD) triggers pattern mismatch error","Numeric values outside allowed range (±1,000,000,000,000) are rejected","Empty rows array (minItems: 1 not met) returns an error","Invalid field enum value (anything other than reviewed_records or changed_labels) causes rejection"],"whenToPreferThis":"Choose this endpoint when you need both a ranked ordering of label review rows and a keyed side-by-side comparison of two label review datasets in a single API call. It is ideal for annotation quality audits, label drift detection between review rounds, and comparing dataset groups — all without any external data lookup or model inference. At $0.01 USDC for two reports covering up to 200 rows, it is cost-effective for batch label review analytics pipelines.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T12:39:07.211Z","isFirstParty":false,"canonicalSlug":"label-review-analytics-numeric-row-ordering-keyed-dataset-comparison-dede0e79"}