{"uid":"cap_q9-E3IgcHgqaCv8ifEk5O","slug":"lead-stage-classifier-macro-micro-weighted-scores-407d3752","name":"Lead Stage Classifier — Macro, Micro & Weighted Scores","description":"Lead stage - Macro micro and weighted scores: Macro micro and weighted scores 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 macro micro and weighted scores deliverable.","url":"https://market.datapackvibe.com/x402/assistant-sector-ml-lead-stage-aggregate-scores?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"records":{"type":"array","items":{"type":"object","required":["id","text","actual","predicted"],"properties":{"id":{"type":"string","default":"","maxLength":80,"minLength":1},"text":{"type":"string","default":"","maxLength":1000},"actual":{"enum":["enquiry","qualified","negotiation","closed"],"type":"string"},"predicted":{"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","predicted":"enquiry"},{"id":"example-0-1","text":"enquiry sample document number 1 for this supplied dataset.","actual":"enquiry","predicted":"enquiry"},{"id":"example-0-2","text":"enquiry sample document number 2 for this supplied dataset.","actual":"enquiry","predicted":"enquiry"},{"id":"example-1-0","text":"qualified sample document number 0 for this supplied dataset.","actual":"qualified","predicted":"qualified"},{"id":"example-1-1","text":"qualified sample document number 1 for this supplied dataset.","actual":"qualified","predicted":"qualified"},{"id":"example-1-2","text":"qualified sample document number 2 for this supplied dataset.","actual":"qualified","predicted":"qualified"},{"id":"example-2-0","text":"negotiation sample document number 0 for this supplied dataset.","actual":"negotiation","predicted":"negotiation"},{"id":"example-2-1","text":"negotiation sample document number 1 for this supplied dataset.","actual":"negotiation","predicted":"negotiation"},{"id":"example-2-2","text":"negotiation sample document number 2 for this supplied dataset.","actual":"negotiation","predicted":"negotiation"},{"id":"example-3-0","text":"closed sample document number 0 for this supplied dataset.","actual":"closed","predicted":"closed"},{"id":"example-3-1","text":"closed sample document number 1 for this supplied dataset.","actual":"closed","predicted":"closed"},{"id":"example-3-2","text":"closed sample document number 2 for this supplied dataset.","actual":"closed","predicted":"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_sfUx8cv99M5SCBXgsMJJO","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 macro, micro, and weighted classification evaluation scores for a lead-stage prediction dataset with up to 200 labelled text records.","exampleAgentPrompt":"Score my lead-stage classifier — I have 150 labelled records with actual and predicted values across enquiry, qualified, negotiation, and closed stages. Give me the macro, micro, and weighted evaluation scores.","exampleUseCases":[{"title":"CRM pipeline model benchmarking","prompt":"I've got 120 lead records where each has the actual stage (enquiry, qualified, negotiation, or closed) and what my model predicted — can you compute the macro, micro, and weighted classification scores so I can see how my model is performing overall?"},{"title":"Sales funnel stage prediction audit","prompt":"My sales team ran predictions on 80 leads through our model and I want to audit how well it classified them into enquiry, qualified, negotiation, and closed — please compute the macro micro and weighted scores for this batch."},{"title":"Naive-Bayes baseline evaluation","prompt":"I trained a simple baseline classifier on lead stages and have 200 labelled records with actual vs predicted labels across enquiry, qualified, negotiation, and closed — run the macro micro and weighted evaluation so I can compare it to our existing model."}],"resultDescription":"Returns a bounded deliverable containing macro, micro, and weighted classification scores computed over the supplied labelled records, allowing comparison of predicted vs actual lead stages across enquiry, qualified, negotiation, and closed categories.","failureModes":["More than 200 records submitted — input exceeds the bounded record limit","Missing required fields (id, text, actual, predicted) in any record — validation error","Invalid stage enum value outside enquiry/qualified/negotiation/closed — schema rejection","Empty records array — no data to evaluate","Malformed JSON body — request parsing failure"],"whenToPreferThis":"Choose this endpoint when you need lightweight, fast evaluation metrics (macro, micro, weighted scores) for a lead-stage text classification task with up to 200 labelled records, using local dataset tools and naive-Bayes baselines — no hosted model or external LLM training required. Prefer this over general ML platforms when you want a cheap ($0.01 USDC), bounded, single-call evaluation with no infrastructure setup.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-18T00:58:28.315Z","isFirstParty":false,"canonicalSlug":"lead-stage-classifier-macro-micro-weighted-scores-407d3752"}