{"uid":"cap_Xo4m5li4WuRiYSJ-r1IwZ","slug":"label-review-record-quality-audit-equal-width-histogram-346c4c81","name":"Label Review — Record Quality Audit + Equal-Width Histogram","description":"Label review — Record quality audit + Equal-width histogram: Record quality audit + Equal-width histogram 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-12-013?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"bins":{"type":"integer","default":5,"maximum":30,"minimum":1},"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_-eqjvE_I-dYzZWKbO62gg","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 local analytical reports on label review data: a record quality audit and an equal-width histogram, for up to 200 rows of reviewed_records or changed_labels values.","exampleAgentPrompt":"Can you run a record quality audit and a 10-bin equal-width histogram on my label review data — I have 50 rows with reviewed_records and changed_labels fields by date and dataset group — and report on the changed_labels field?","exampleUseCases":[{"title":"Pre-training annotation quality check","prompt":"Before I kick off model training, can you audit the quality of these 120 label review records and show me a histogram of reviewed_records across 8 equal-width bins so I can spot any weird distributions?"},{"title":"Spot-checking label churn across groups","prompt":"I want to understand how much label churn we had across our dataset groups last sprint — can you run a quality audit and a 5-bin histogram on the changed_labels field for these 80 review rows?"},{"title":"Data pipeline validation for labeling team","prompt":"Our labeling team submitted 200 rows of review data for October — can you run a record quality audit and a 15-bin equal-width histogram on the reviewed_records field so we can catch any gaps or anomalies before sign-off?"}],"resultDescription":"Returns two independent analytical reports: (1) a record quality audit identifying issues such as missing values, nulls, or anomalies in the label review records, and (2) an equal-width histogram of the chosen field (reviewed_records or changed_labels) divided into the specified number of bins, with counts per bin. All analysis is performed locally on the supplied data with no external lookups.","failureModes":["More than 200 rows submitted — request rejected due to row limit","Invalid date format (not YYYY-MM-DD) causes row validation failure","Missing required fields (row_id, reviewed_records, changed_labels) causes schema rejection","bins value outside 1–30 range causes parameter rejection","All values null for selected field — histogram may be empty or degenerate","Non-numeric values in reviewed_records or changed_labels cause parse errors"],"whenToPreferThis":"Choose this endpoint when you need two simultaneous analytical reports — a data quality audit and a distribution histogram — on label review data (reviewed_records and changed_labels) without any external API calls, predictions, or live lookups. Ideal for ML/annotation pipeline validation steps where you want cheap, fast, local-only analysis of up to 200 rows. At $0.01 USDC you get both reports in a single call, making it cost-effective compared to running separate quality and histogram tools.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T12:38:58.383Z","isFirstParty":false,"canonicalSlug":"label-review-record-quality-audit-equal-width-histogram-346c4c81"}