{"uid":"cap_RkabFEW4Ev8FRXnG5JTHz","slug":"label-review-analytics-string-normalisation-keyed-dataset-comparison-a79792c5","name":"Label Review Analytics — String Normalisation + Keyed Dataset Comparison","description":"Label review — String normalisation + Keyed dataset comparison: String normalisation + 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-12-036?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_-K7HQgJ1z-FgE5To_BCiU","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 string normalisation and keyed dataset comparison on two sets of label review records (reviewed_records, changed_labels), returning 2 independent analytical reports for up to 200 rows each.","exampleAgentPrompt":"Compare these two label review datasets for me — both have up to 50 rows with row_id, dataset_group, date, reviewed_records, and changed_labels — I want a string normalisation report and a keyed comparison showing where the two differ.","exampleUseCases":[{"title":"Detecting label drift across annotation batches","prompt":"I have two exports from our annotation pipeline — both with row_id, dataset_group, date, reviewed_records, and changed_labels — can you run a string normalisation and keyed comparison on them to find where labels drifted between batch A and batch B?"},{"title":"Auditing ML training dataset label changes","prompt":"We did a label review last week and I have before and after records for about 120 rows, each tagged with row_id, dataset_group, and date. Can you compare the two sets and tell me which rows had changed_labels and whether any normalisation issues exist?"},{"title":"Reconciling two annotator team exports","prompt":"Our two annotation teams submitted separate label review CSVs — I've got up to 80 rows each with row_id, dataset_group, date, reviewed_records, and changed_labels. Please normalise the strings and run a keyed comparison so I can see where their outputs disagree."}],"resultDescription":"Returns 2 independent reports: (1) a string normalisation report covering the supplied label review records and (2) a keyed dataset comparison report contrasting the two supplied datasets row-by-row on reviewed_records and changed_labels, grouped by dataset_group and date. No external lookups or predictions are made — all analysis is performed locally on 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 validation failure","Numeric values outside allowed range (-1e12 to 1e12) — schema rejection","Empty rows array (minItems: 1 not met) — validation error","Mismatched row_ids between primary and comparison datasets may produce incomplete keyed comparison"],"whenToPreferThis":"Choose this endpoint when you have two structured label review datasets (up to 200 rows each) and need both string normalisation and a keyed record-by-record comparison in a single low-cost call ($0.01 USDC). It is best suited for ML/data labelling QA workflows where you want offline, deterministic analysis without any live lookup, external model inference, or professional assessment. Prefer alternatives if you need real-time label prediction, external data enrichment, or datasets exceeding 200 rows.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T12:39:15.696Z","isFirstParty":false,"canonicalSlug":"label-review-analytics-string-normalisation-keyed-dataset-comparison-a79792c5"}