{"uid":"cap_-z06SRAo2lujRoamc7nyN","slug":"ml-task-type-label-distribution-a92b8840","name":"ML Task Type Label Distribution","description":"Task type - Label distribution: Label distribution for Task type. Up to 200 supplied labelled text records. Local dataset tools, evaluation and small naive-Bayes baselines; no hosted model or foundation-model training. One of 25 profiles or calculations across 20 shared operations in this sector. 0.01 USDC includes one bounded label distribution deliverable.","url":"https://market.datapackvibe.com/x402/assistant-sector-ml-task-type-label-balance?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"records":{"type":"array","items":{"type":"object","required":["id","text","actual"],"properties":{"id":{"type":"string","default":"","maxLength":80,"minLength":1},"text":{"type":"string","default":"","maxLength":1000},"actual":{"enum":["research","writing","analysis","implementation"],"type":"string"}},"additionalProperties":false},"default":[{"id":"example-0-0","text":"research sample document number 0 for this supplied dataset.","actual":"research"},{"id":"example-0-1","text":"research sample document number 1 for this supplied dataset.","actual":"research"},{"id":"example-0-2","text":"research sample document number 2 for this supplied dataset.","actual":"research"},{"id":"example-1-0","text":"writing sample document number 0 for this supplied dataset.","actual":"writing"},{"id":"example-1-1","text":"writing sample document number 1 for this supplied dataset.","actual":"writing"},{"id":"example-1-2","text":"writing sample document number 2 for this supplied dataset.","actual":"writing"},{"id":"example-2-0","text":"analysis sample document number 0 for this supplied dataset.","actual":"analysis"},{"id":"example-2-1","text":"analysis sample document number 1 for this supplied dataset.","actual":"analysis"},{"id":"example-2-2","text":"analysis sample document number 2 for this supplied dataset.","actual":"analysis"},{"id":"example-3-0","text":"implementation sample document number 0 for this supplied dataset.","actual":"implementation"},{"id":"example-3-1","text":"implementation sample document number 1 for this supplied dataset.","actual":"implementation"},{"id":"example-3-2","text":"implementation sample document number 2 for this supplied dataset.","actual":"implementation"}],"maxItems":200,"minItems":2}}},"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_oijqtuAN2zASA_u8YVKBK","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 label distribution statistics for a labelled dataset of task-type text records across research, writing, analysis, and implementation categories.","exampleAgentPrompt":"Can you check the label distribution in my task-type dataset? I have up to 200 labelled text records tagged as research, writing, analysis, or implementation — I want to see how balanced the classes are before I move forward with training.","exampleUseCases":[{"title":"Pre-training class imbalance check","prompt":"I have a batch of 150 labelled task records tagged as research, writing, analysis, or implementation. Can you compute the label distribution so I can see if the classes are balanced before I train my classifier?"},{"title":"Dataset audit for annotation quality","prompt":"We just finished annotating 80 text samples into four task types — research, writing, analysis, and implementation. Can you give me a breakdown of how many records fell into each category so I can spot any annotation skew?"},{"title":"Curriculum design dataset review","prompt":"I'm building a training curriculum and labelled 120 example tasks as either research, writing, analysis, or implementation. Can you calculate the label distribution so I know if any category is underrepresented?"}],"resultDescription":"Returns a label distribution report showing the count and proportion of each task type label (research, writing, analysis, implementation) across the submitted records, helping identify class imbalance in the dataset.","failureModes":["Fewer than 2 records submitted — minimum input size not met","More than 200 records submitted — maximum input size exceeded","Missing required fields (id, text, actual) in one or more records","Invalid label value outside the allowed enum (research, writing, analysis, implementation)","Record text exceeds 1000 character limit","Record ID exceeds 80 character limit or is empty","Payment not provided or insufficient — x402 payment required"],"whenToPreferThis":"Choose this endpoint when you need a fast, cheap ($0.01) label distribution summary for a small labelled text dataset (up to 200 records) classified into task types (research, writing, analysis, implementation). Ideal for pre-training dataset audits, class imbalance checks, and annotation quality reviews without needing a hosted model or expensive foundation model call.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T18:44:58.494Z","isFirstParty":false,"canonicalSlug":"ml-task-type-label-distribution-a92b8840"}