{"uid":"cap_ZBznXuH5l2PIAIcExG1Le","slug":"product-category-classifier-supplied-group-evaluation-c63daf81","name":"Product Category Classifier – Supplied-Group Evaluation","description":"Product category - Supplied-group evaluation: Supplied-group evaluation for Product category. 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 supplied-group evaluation deliverable.","url":"https://market.datapackvibe.com/x402/assistant-sector-ml-product-category-group-evaluation?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"records":{"type":"array","items":{"type":"object","required":["id","text","actual","predicted","group"],"properties":{"id":{"type":"string","default":"","maxLength":80,"minLength":1},"text":{"type":"string","default":"","maxLength":1000},"group":{"type":"string","default":"","maxLength":80},"actual":{"enum":["apparel","home","electronics","other"],"type":"string"},"predicted":{"enum":["apparel","home","electronics","other"],"type":"string"}},"additionalProperties":false},"default":[{"id":"example-0-0","text":"apparel sample document number 0 for this supplied dataset.","group":"a","actual":"apparel","predicted":"apparel"},{"id":"example-0-1","text":"apparel sample document number 1 for this supplied dataset.","group":"b","actual":"apparel","predicted":"apparel"},{"id":"example-0-2","text":"apparel sample document number 2 for this supplied dataset.","group":"a","actual":"apparel","predicted":"apparel"},{"id":"example-1-0","text":"home sample document number 0 for this supplied dataset.","group":"a","actual":"home","predicted":"home"},{"id":"example-1-1","text":"home sample document number 1 for this supplied dataset.","group":"b","actual":"home","predicted":"home"},{"id":"example-1-2","text":"home sample document number 2 for this supplied dataset.","group":"a","actual":"home","predicted":"home"},{"id":"example-2-0","text":"electronics sample document number 0 for this supplied dataset.","group":"a","actual":"electronics","predicted":"electronics"},{"id":"example-2-1","text":"electronics sample document number 1 for this supplied dataset.","group":"b","actual":"electronics","predicted":"electronics"},{"id":"example-2-2","text":"electronics sample document number 2 for this supplied dataset.","group":"a","actual":"electronics","predicted":"electronics"},{"id":"example-3-0","text":"other sample document number 0 for this supplied dataset.","group":"a","actual":"other","predicted":"other"},{"id":"example-3-1","text":"other sample document number 1 for this supplied dataset.","group":"b","actual":"other","predicted":"other"},{"id":"example-3-2","text":"other sample document number 2 for this supplied dataset.","group":"a","actual":"other","predicted":"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_C4qB9qDmSaR1MjlZjiNxy","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":"Evaluates a supplied set of labelled product category predictions (apparel/home/electronics/other) broken down by user-defined groups, returning per-group classification metrics.","exampleAgentPrompt":"I have up to 200 labelled product records — each with actual and predicted categories (apparel, home, electronics, or other) and a group tag — can you run a supplied-group evaluation to see how my classifier performs across each group?","exampleUseCases":[{"title":"Retailer segment accuracy audit","prompt":"I've got 150 labelled product listings with actual and predicted categories like apparel and electronics, and each one is tagged with a retailer group A or B — can you evaluate the classifier performance separately for each retailer group so I can see where predictions break down?"},{"title":"Fairness check across geographic regions","prompt":"Run a group evaluation on my product category predictions — I have records tagged by region (north, south, east, west) with actual and predicted labels from apparel, home, electronics, or other — I need to know if accuracy is consistent across all regions."},{"title":"Supplier quality comparison for product tagging","prompt":"I want to compare how well product category predictions hold up across three different supplier groups — I have around 180 labelled records with actual vs predicted categories, can you give me per-supplier-group metrics?"}],"resultDescription":"Returns per-group classification evaluation metrics for the supplied labelled records, including accuracy and related breakdown statistics across the defined group partitions, covering the four product categories: apparel, home, electronics, and other.","failureModes":["More than 200 records submitted — exceeds the bounded input limit","Missing required fields (id, text, actual, predicted, group) on any record","Invalid enum value for actual or predicted (must be apparel, home, electronics, or other)","Empty records array returns no meaningful evaluation","Payment not completed or insufficient USDC balance"],"whenToPreferThis":"Choose this endpoint when you need to evaluate a text-based product category classifier (apparel, home, electronics, other) across user-defined subgroups with up to 200 supplied labelled records, without needing a hosted model or foundation-model training pipeline. It is ideal for lightweight, one-shot fairness or segment-accuracy audits on small datasets at minimal cost ($0.01 USDC).","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-16T00:53:20.249Z","isFirstParty":false,"canonicalSlug":"product-category-classifier-supplied-group-evaluation-c63daf81"}