{"uid":"cap_-37XeibIGf2nGc27HT6sW","slug":"issue-kind-grouped-dataset-split-fbe29540","name":"Issue Kind — Grouped Dataset Split","description":"Issue kind - Grouped dataset split: Grouped dataset split for Issue kind. 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-issue-kind-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":["bug","request","question","other"],"type":"string"}},"additionalProperties":false},"default":[{"id":"example-0-0","text":"bug sample document number 0 for this supplied dataset.","actual":"bug"},{"id":"example-0-1","text":"bug sample document number 1 for this supplied dataset.","actual":"bug"},{"id":"example-0-2","text":"bug sample document number 2 for this supplied dataset.","actual":"bug"},{"id":"example-1-0","text":"request sample document number 0 for this supplied dataset.","actual":"request"},{"id":"example-1-1","text":"request sample document number 1 for this supplied dataset.","actual":"request"},{"id":"example-1-2","text":"request sample document number 2 for this supplied dataset.","actual":"request"},{"id":"example-2-0","text":"question sample document number 0 for this supplied dataset.","actual":"question"},{"id":"example-2-1","text":"question sample document number 1 for this supplied dataset.","actual":"question"},{"id":"example-2-2","text":"question sample document number 2 for this supplied dataset.","actual":"question"},{"id":"example-3-0","text":"other sample document number 0 for this supplied dataset.","actual":"other"},{"id":"example-3-1","text":"other sample document number 1 for this supplied dataset.","actual":"other"},{"id":"example-3-2","text":"other sample document number 2 for this supplied 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up to 200 labelled issue-classification text records (bug/request/question/other) into grouped train/test partitions and returns local dataset split deliverables with naive-Bayes baselines.","exampleAgentPrompt":"Split my 120 labelled support ticket records — tagged as bug, request, question, or other — into grouped train and test sets and give me a naive-Bayes baseline evaluation for issue kind classification.","exampleUseCases":[{"title":"Baseline evaluation for bug triage model","prompt":"I have 80 support tickets labelled as bug, request, question, or other — can you split them into grouped train and test sets and run a naive-Bayes baseline so I can see how well a simple model performs on issue classification?"},{"title":"Dataset split for QA team review","prompt":"Our QA team needs a grouped train/test split of these 150 issue records (bugs, requests, questions, and other) so we can evaluate classification quality locally — can you generate the split and deliverable?"},{"title":"Rapid prototype for issue classifier","prompt":"I'm prototyping an issue-kind classifier and have 50 labelled examples spread across bug, request, question, and other categories — split them into grouped partitions and give me a naive-Bayes baseline to sanity-check the data."}],"resultDescription":"A bounded grouped dataset split deliverable containing partitioned train and test record sets drawn from the supplied labelled text records, along with local naive-Bayes baseline evaluation metrics for the four issue kind categories (bug, request, question, other).","failureModes":["Fewer than 2 records supplied — minimum item count not met","More than 200 records supplied — maximum item count exceeded","Record missing required fields (id, text, actual) — schema validation error","Invalid 'actual' label value outside enum (bug/request/question/other) — rejected record","Duplicate record IDs causing ambiguous grouping","Insufficient class representation for meaningful split (e.g. only one class present)"],"whenToPreferThis":"Choose this endpoint when you need a quick, local grouped train/test split and naive-Bayes baseline for a small labelled issue-classification dataset (up to 200 records) across the four issue kind categories (bug, request, question, other), without requiring hosted model infrastructure or foundation-model training. Ideal for prototyping, local evaluation, and sanity-checking labelled datasets before committing to larger ML pipelines.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-24T00:54:43.191Z","isFirstParty":false,"canonicalSlug":"issue-kind-grouped-dataset-split-fbe29540"}