{"uid":"cap_kx3Ui649u_JQrIs270hUr","slug":"subscription-request-exact-normalised-duplicate-audit-371fcddb","name":"Subscription Request Exact Normalised Duplicate Audit","description":"Subscription request - Exact normalised duplicate audit: Exact normalised duplicate audit for Subscription request. 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-subscription-request-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":["upgrade","downgrade","cancel","renew"],"type":"string"}},"additionalProperties":false},"default":[{"id":"example-0-0","text":"upgrade sample document number 0 for this supplied dataset.","actual":"upgrade"},{"id":"example-0-1","text":"upgrade sample document number 1 for this supplied dataset.","actual":"upgrade"},{"id":"example-0-2","text":"upgrade sample document number 2 for this supplied dataset.","actual":"upgrade"},{"id":"example-1-0","text":"downgrade sample document number 0 for this supplied dataset.","actual":"downgrade"},{"id":"example-1-1","text":"downgrade sample document number 1 for this supplied dataset.","actual":"downgrade"},{"id":"example-1-2","text":"downgrade sample document number 2 for this supplied dataset.","actual":"downgrade"},{"id":"example-2-0","text":"cancel sample document number 0 for this supplied dataset.","actual":"cancel"},{"id":"example-2-1","text":"cancel sample document number 1 for this supplied dataset.","actual":"cancel"},{"id":"example-2-2","text":"cancel sample document number 2 for this supplied dataset.","actual":"cancel"},{"id":"example-3-0","text":"renew sample document number 0 for this supplied dataset.","actual":"renew"},{"id":"example-3-1","text":"renew sample document number 1 for this supplied dataset.","actual":"renew"},{"id":"example-3-2","text":"renew sample document number 2 for this supplied dataset.","actual":"renew"}],"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_G07UstJ6LGi-QZOAbEHK9","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 subscription-request text records to identify exact normalised duplicates across upgrade, downgrade, cancel, and renew categories.","exampleAgentPrompt":"Can you audit my subscription request dataset for exact normalised duplicates? I have about 50 labelled records — some marked as upgrade, some cancel, some renew, some downgrade — and I want to know which ones are duplicates after normalisation.","exampleUseCases":[{"title":"Training data deduplication before model training","prompt":"Before I train my subscription intent classifier, can you check these 120 labelled records — upgrade, downgrade, cancel, and renew texts — for exact normalised duplicates so I don't contaminate my training set?"},{"title":"Data quality audit of customer support logs","prompt":"I've labelled 80 customer support messages as upgrade, cancel, renew, or downgrade requests. Can you run a duplicate audit on them to see if any normalised texts appear more than once across the dataset?"},{"title":"Benchmark dataset integrity check","prompt":"I'm building a benchmark for subscription intent classification and I need to make sure none of my 150 labelled text examples are exact normalised duplicates — can you audit the full set and flag any repeated entries?"}],"resultDescription":"A bounded duplicate audit deliverable listing which of the supplied labelled text records are exact normalised duplicates, identified by their record IDs, across the subscription intent categories (upgrade, downgrade, cancel, renew).","failureModes":["Fewer than 2 records supplied — minimum item count not met","More than 200 records supplied — exceeds maximum batch size","Record missing required fields (id, text, actual) — validation error","Invalid enum value for 'actual' field (must be upgrade, downgrade, cancel, or renew)","Record ID exceeds 80 characters or is empty — schema violation","Text field exceeds 1000 characters per record — truncation or rejection","Payment not processed via x402 protocol — request blocked"],"whenToPreferThis":"Choose this endpoint when you need a lightweight, inexpensive exact normalised duplicate check on a small batch of labelled subscription request text records (up to 200) — particularly useful before training or evaluating a text classifier to ensure dataset integrity. Prefer this over general-purpose deduplication tools when your data specifically involves subscription intent labels (upgrade, downgrade, cancel, renew) and you want a structured audit deliverable without deploying a hosted model.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-12T00:57:15.254Z","isFirstParty":false,"canonicalSlug":"subscription-request-exact-normalised-duplicate-audit-371fcddb"}