{"uid":"cap_mmuJZn2x5G4cf5GfEfyLT","slug":"lead-stage-grouped-dataset-split-c634b6aa","name":"Lead Stage Grouped Dataset Split","description":"Lead stage - Grouped dataset split: Grouped dataset split for Lead stage. 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-lead-stage-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":["enquiry","qualified","negotiation","closed"],"type":"string"}},"additionalProperties":false},"default":[{"id":"example-0-0","text":"enquiry sample document number 0 for this supplied dataset.","actual":"enquiry"},{"id":"example-0-1","text":"enquiry sample document number 1 for this supplied dataset.","actual":"enquiry"},{"id":"example-0-2","text":"enquiry sample document number 2 for this supplied dataset.","actual":"enquiry"},{"id":"example-1-0","text":"qualified sample document number 0 for this supplied dataset.","actual":"qualified"},{"id":"example-1-1","text":"qualified sample document number 1 for this supplied dataset.","actual":"qualified"},{"id":"example-1-2","text":"qualified sample document number 2 for this supplied dataset.","actual":"qualified"},{"id":"example-2-0","text":"negotiation sample document number 0 for this supplied dataset.","actual":"negotiation"},{"id":"example-2-1","text":"negotiation sample document number 1 for this supplied dataset.","actual":"negotiation"},{"id":"example-2-2","text":"negotiation sample document number 2 for this supplied dataset.","actual":"negotiation"},{"id":"example-3-0","text":"closed sample document number 0 for this supplied dataset.","actual":"closed"},{"id":"example-3-1","text":"closed sample document number 1 for this supplied dataset.","actual":"closed"},{"id":"example-3-2","text":"closed sample document number 2 for this supplied dataset.","actual":"closed"}],"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_BYNK6KgLCxzTeF6-SgZ8d","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 labeled lead-stage text dataset (up to 200 records) into grouped train/test partitions using a local naive-Bayes baseline, returning a bounded dataset split deliverable.","exampleAgentPrompt":"Split my lead stage dataset into grouped train and test sets — I have 48 labeled records covering enquiry, qualified, negotiation, and closed stages, and I need the grouped dataset split deliverable with a naive-Bayes baseline evaluation.","exampleUseCases":[{"title":"Sales pipeline text classifier prep","prompt":"I have 120 labeled CRM notes tagged as enquiry, qualified, negotiation, or closed — can you run a grouped dataset split on them so I can evaluate a local text baseline for our lead stage classifier?"},{"title":"Evaluating lead qualification model quality","prompt":"We're testing a naive-Bayes approach for classifying sales leads by stage. Can you split our 80 labeled text records (enquiry, qualified, negotiation, closed) into grouped train/test partitions and give me the split deliverable?"},{"title":"Balancing classes across lead stage groups","prompt":"Our lead stage dataset has uneven class sizes — 30 enquiry, 15 qualified, 10 negotiation, and 25 closed records. Run a grouped dataset split so we can see how the classes are distributed across train and test sets."}],"resultDescription":"A bounded grouped dataset split deliverable: the input records partitioned into grouped train and test subsets across the four lead stage classes (enquiry, qualified, negotiation, closed), along with local evaluation metrics from a naive-Bayes baseline — no hosted model or foundation-model training involved.","failureModes":["Fewer than 2 records supplied returns a validation error","More than 200 records exceeds the maxItems limit and is rejected","Missing required fields (id, text, actual) on any record causes a schema error","Invalid 'actual' enum value (not one of enquiry/qualified/negotiation/closed) causes rejection","Insufficient class representation may degrade split quality or baseline metrics"],"whenToPreferThis":"Choose this endpoint when you need a quick, low-cost grouped train/test split and local naive-Bayes baseline evaluation for lead stage text classification data (up to 200 records), without requiring hosted model infrastructure or foundation-model fine-tuning. It is ideal for lightweight ML dataset preparation in a sales pipeline or CRM context where the four lead stages (enquiry, qualified, negotiation, closed) are the target classes.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T12:39:33.226Z","isFirstParty":false,"canonicalSlug":"lead-stage-grouped-dataset-split-c634b6aa"}