{"uid":"cap_pkhekn83sqf8vxb0mb2y1","slug":"task-type-grouped-dataset-split-d6c99760","name":"Task Type Grouped Dataset Split","description":"Task type - Grouped dataset split: Grouped dataset split 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 grouped dataset split deliverable.","url":"https://market.datapackvibe.com/x402/assistant-sector-ml-task-type-dataset-split?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_V-e1TD47HD3fSFG89EA6R","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":"Performs a grouped dataset split on up to 200 labelled task-type text records, returning train/test partitions with local evaluation and naive-Bayes baseline metrics.","exampleAgentPrompt":"Split my 48 labelled task-type text records — covering research, writing, analysis, and implementation categories — into a grouped train/test dataset split and give me the baseline evaluation metrics.","exampleUseCases":[{"title":"Prototype task classifier evaluation","prompt":"I have 80 labelled documents tagged as research, writing, analysis, or implementation — can you do a grouped dataset split on them and show me the naive-Bayes baseline performance?"},{"title":"Validate annotation balance across task types","prompt":"Here are 120 annotated task-type records; run a grouped split so I can check whether each class (research, writing, analysis, implementation) is evenly represented across train and test sets."},{"title":"Prepare ML training data for task routing","prompt":"I need to split my 150 labelled task-description records — research, writing, analysis, and implementation — into grouped train and test partitions so I can start building a task-routing classifier."}],"resultDescription":"A grouped dataset split deliverable containing train and test partitions of the supplied labelled records, organized by task type class (research, writing, analysis, implementation), along with local evaluation metrics and a naive-Bayes baseline benchmark score.","failureModes":["Fewer than 2 records supplied — minimum input not met, request rejected","More than 200 records supplied — exceeds maxItems limit, request rejected","Record text exceeds 1000 characters — field validation error","Invalid or missing 'actual' label not in enum (research/writing/analysis/implementation) — schema validation failure","Insufficient records per class to produce a meaningful grouped split — degraded or empty partition output","Payment not completed — x402 payment required before response is returned"],"whenToPreferThis":"Choose this endpoint when you have a small labelled text dataset (up to 200 records) tagged with task-type categories (research, writing, analysis, implementation) and need a grouped train/test split with a quick naive-Bayes baseline evaluation — without needing a hosted model or large foundation model. Ideal for prototyping text classifiers, validating annotation balance, or benchmarking simple baselines locally before investing in heavier ML infrastructure.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-12T00:56:05.754Z","isFirstParty":false,"canonicalSlug":"task-type-grouped-dataset-split-d6c99760"}