{"uid":"cap_nQ7ibgr6dAtM8CB8UXSfr","slug":"language-routing-grouped-dataset-split-d2331c97","name":"Language Routing — Grouped Dataset Split","description":"Language routing - Grouped dataset split: Grouped dataset split for Language routing. 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-language-routing-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":["english","french","spanish","other"],"type":"string"}},"additionalProperties":false},"default":[{"id":"example-0-0","text":"english sample document number 0 for this supplied dataset.","actual":"english"},{"id":"example-0-1","text":"english sample document number 1 for this supplied dataset.","actual":"english"},{"id":"example-0-2","text":"english sample document number 2 for this supplied dataset.","actual":"english"},{"id":"example-1-0","text":"french sample document number 0 for this supplied dataset.","actual":"french"},{"id":"example-1-1","text":"french sample document number 1 for this supplied dataset.","actual":"french"},{"id":"example-1-2","text":"french sample document number 2 for this supplied dataset.","actual":"french"},{"id":"example-2-0","text":"spanish sample document number 0 for this supplied dataset.","actual":"spanish"},{"id":"example-2-1","text":"spanish sample document number 1 for this supplied dataset.","actual":"spanish"},{"id":"example-2-2","text":"spanish sample document number 2 for this supplied dataset.","actual":"spanish"},{"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 dataset.","actual":"other"}],"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_IbJlIW4oQ2Wbf3c8bP61x","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":"Splits a labelled language-routing dataset (english/french/spanish/other) into grouped train/test partitions for local evaluation and naive-Bayes baseline development.","exampleAgentPrompt":"Take these 24 labelled text records — 6 each tagged as english, french, spanish, and other — and run a grouped dataset split so I can evaluate a language routing baseline locally.","exampleUseCases":[{"title":"Multilingual chatbot dataset prep","prompt":"I have 150 customer support messages labelled as english, french, spanish, or other and I need to split them into grouped train/test partitions before training a language router — can you do the grouped dataset split for me?"},{"title":"Naive-Bayes language baseline evaluation","prompt":"Here are 80 short text snippets with their language labels (english, french, spanish, other) — run a grouped dataset split so I can benchmark a naive-Bayes language detector against held-out examples."},{"title":"Language routing QA for content pipeline","prompt":"We're QA-testing our language routing pipeline and have 60 labelled documents (mix of english, spanish, and other). Split them into a grouped dataset partition so we can measure how accurately the router assigns languages."}],"resultDescription":"A bounded grouped dataset split deliverable containing the supplied labelled records (up to 200) partitioned by language class (english, french, spanish, other), suitable for local evaluation and naive-Bayes baseline testing. No hosted model is trained; the output is a structured split artifact.","failureModes":["Fewer than 2 records supplied — minimum item count violation","More than 200 records supplied — maxItems exceeded, request rejected","Record missing required fields (id, text, actual) — schema validation error","Invalid language label outside enum (english/french/spanish/other) — validation failure","Text field exceeds 1000 characters per record — truncation or rejection","ID field empty or exceeds 80 characters — schema violation"],"whenToPreferThis":"Choose this endpoint when you need a fast, cheap ($0.01 USDC) grouped train/test split for a small labelled language-routing corpus (up to 200 records) with classes english, french, spanish, or other, and you want a local evaluation artifact rather than a hosted or fine-tuned model. Ideal for rapid prototyping, baseline benchmarking, and QA of language detection pipelines without infrastructure overhead.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T18:48:02.047Z","isFirstParty":false,"canonicalSlug":"language-routing-grouped-dataset-split-d2331c97"}