{"uid":"cap_wR1fslNYZMWprDx_-6ofc","slug":"product-category-exact-normalised-duplicate-audit-1e54243b","name":"Product Category Exact Normalised Duplicate Audit","description":"Product category - Exact normalised duplicate audit: Exact normalised duplicate audit 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 exact normalised duplicate audit deliverable.","url":"https://market.datapackvibe.com/x402/assistant-sector-ml-product-category-duplicates?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":["apparel","home","electronics","other"],"type":"string"}},"additionalProperties":false},"default":[{"id":"example-0-0","text":"apparel sample document number 0 for this supplied dataset.","actual":"apparel"},{"id":"example-0-1","text":"apparel sample document number 1 for this supplied dataset.","actual":"apparel"},{"id":"example-0-2","text":"apparel sample document number 2 for this supplied dataset.","actual":"apparel"},{"id":"example-1-0","text":"home sample document number 0 for this supplied dataset.","actual":"home"},{"id":"example-1-1","text":"home sample document number 1 for this supplied dataset.","actual":"home"},{"id":"example-1-2","text":"home sample document number 2 for this supplied dataset.","actual":"home"},{"id":"example-2-0","text":"electronics sample document number 0 for this supplied dataset.","actual":"electronics"},{"id":"example-2-1","text":"electronics sample document number 1 for this supplied dataset.","actual":"electronics"},{"id":"example-2-2","text":"electronics sample document number 2 for this supplied dataset.","actual":"electronics"},{"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_uv6YhtllzZEvPr66h5qMP","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":"Audits up to 200 labelled product-category text records to identify exact normalised duplicates within the dataset.","exampleAgentPrompt":"Can you run an exact normalised duplicate audit on my product category dataset? I have about 50 labelled records with IDs, text descriptions, and categories like apparel, home, electronics, or other — I want to find any exact normalised duplicates hiding in there.","exampleUseCases":[{"title":"E-commerce catalog deduplication check","prompt":"I've got 120 product listings labelled as apparel, home, electronics, or other and I suspect some duplicate descriptions snuck in during scraping — can you run an exact normalised duplicate audit on them so I know which records to remove?"},{"title":"ML training data quality validation","prompt":"Before I train my product classifier, I want to make sure my 80 labelled training records don't have any exact normalised duplicates that could skew the model — can you audit the dataset for me?"},{"title":"Product taxonomy cleanup audit","prompt":"We imported product data from two systems and merged them into about 150 records tagged with categories like home and electronics. Can you audit the combined dataset for exact normalised duplicates so we can clean it up before loading to production?"}],"resultDescription":"A bounded duplicate audit deliverable identifying exact normalised duplicate records within the submitted dataset, including which record IDs match as duplicates after normalisation, enabling dataset cleanup and deduplication.","failureModes":["Fewer than 2 records submitted — minimum input not met","More than 200 records submitted — exceeds maxItems limit","Records missing required fields (id, text, actual) — validation error","Invalid category value outside enum (apparel, home, electronics, other) — schema rejection","Record ID exceeds 80 characters — field length violation","Text field exceeds 1000 characters per record — field length violation"],"whenToPreferThis":"Choose this endpoint when you need a lightweight, cheap ($0.01 USDC) exact normalised duplicate audit specifically for product category text records labelled across apparel, home, electronics, and other categories. Ideal for small datasets (up to 200 records) where you want a local, non-LLM-based audit without sending data to a hosted model. Best suited for data quality checks before training classifiers or loading product data to production systems.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-12T07:01:22.040Z","isFirstParty":false,"canonicalSlug":"product-category-exact-normalised-duplicate-audit-1e54243b"}