{"uid":"cap_jA55HJeCQQzHGBZfbWEx6","slug":"project-status-exact-normalised-duplicate-audit-5f5e6da9","name":"Project Status Exact Normalised Duplicate Audit","description":"Project status - Exact normalised duplicate audit: Exact normalised duplicate audit for Project status. 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-project-status-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":["planned","active","blocked","complete"],"type":"string"}},"additionalProperties":false},"default":[{"id":"example-0-0","text":"planned sample document number 0 for this supplied dataset.","actual":"planned"},{"id":"example-0-1","text":"planned sample document number 1 for this supplied dataset.","actual":"planned"},{"id":"example-0-2","text":"planned sample document number 2 for this supplied dataset.","actual":"planned"},{"id":"example-1-0","text":"active sample document number 0 for this supplied dataset.","actual":"active"},{"id":"example-1-1","text":"active sample document number 1 for this supplied dataset.","actual":"active"},{"id":"example-1-2","text":"active sample document number 2 for this supplied dataset.","actual":"active"},{"id":"example-2-0","text":"blocked sample document number 0 for this supplied dataset.","actual":"blocked"},{"id":"example-2-1","text":"blocked sample document number 1 for this supplied dataset.","actual":"blocked"},{"id":"example-2-2","text":"blocked sample document number 2 for this supplied dataset.","actual":"blocked"},{"id":"example-3-0","text":"complete sample document number 0 for this supplied dataset.","actual":"complete"},{"id":"example-3-1","text":"complete sample document number 1 for this supplied dataset.","actual":"complete"},{"id":"example-3-2","text":"complete sample document number 2 for this supplied dataset.","actual":"complete"}],"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_usVTXApyP9ZZy-fp_uw4M","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 project-status text records to identify exact normalised duplicates across planned, active, blocked, and complete categories.","exampleAgentPrompt":"Can you run an exact normalised duplicate audit on these project status records? I have about 50 labelled entries with statuses like planned, active, blocked, and complete — I want to know which text records are duplicates after normalisation.","exampleUseCases":[{"title":"Clean project tracker dataset before model training","prompt":"I have 120 labelled project status records from our tracker — planned, active, blocked, and complete — and I need to audit them for exact normalised duplicates before I train anything on them. Can you run the duplicate check and tell me which records are identical after normalisation?"},{"title":"QA data pipeline output for duplicate injection","prompt":"Our data pipeline just produced 180 project status text records tagged as planned or active or blocked or complete. Before we use them, can you audit the full set for any exact normalised duplicates that may have slipped in?"},{"title":"Validate manually labelled annotation batch","prompt":"My annotation team submitted a batch of 75 project status labels — mix of planned, active, blocked, and complete — and I suspect some duplicate texts got labelled twice. Can you run an exact normalised duplicate audit so I can see which records match?"}],"resultDescription":"Returns a bounded audit report identifying which of the submitted labelled text records are exact normalised duplicates, including the matching record pairs or groups, their IDs, and associated status labels. No model training or hosted inference is involved — this is a deterministic local duplicate detection result.","failureModes":["Fewer than 2 records submitted — minimum input size not met","More than 200 records submitted — exceeds maximum batch size","Missing required fields (id, text, actual) on any record","Invalid status value outside enum (planned, active, blocked, complete)","Record ID exceeds 80 character limit","Text exceeds 1000 character limit per record","Payment not completed via x402 protocol — endpoint returns 402"],"whenToPreferThis":"Choose this endpoint when you need a fast, cheap, deterministic exact-normalised duplicate check on labelled project-status text data — up to 200 records — without invoking any foundation model or hosted ML inference. Ideal for pre-training data cleaning, annotation QA, and pipeline validation where you only need to catch literal normalised-text duplicates across the four project status categories.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-12T00:56:05.062Z","isFirstParty":false,"canonicalSlug":"project-status-exact-normalised-duplicate-audit-5f5e6da9"}