{"uid":"cap_C7-0PlfFv61CG1cAM1VUT","slug":"project-status-label-and-prediction-audit-4a3e9203","name":"Project Status Label and Prediction Audit","description":"Project status - Label and prediction audit: Label and prediction 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 label and prediction audit deliverable.","url":"https://market.datapackvibe.com/x402/assistant-sector-ml-project-status-label-audit?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"records":{"type":"array","items":{"type":"object","required":["id","text","actual","predicted","probabilities"],"properties":{"id":{"type":"string","default":"","maxLength":80,"minLength":1},"text":{"type":"string","default":"","maxLength":1000},"actual":{"enum":["planned","active","blocked","complete"],"type":"string"},"predicted":{"enum":["planned","active","blocked","complete"],"type":"string"},"probabilities":{"type":"array","items":{"type":"number","default":0,"maximum":1,"minimum":0},"default":[],"maxItems":4,"minItems":4}},"additionalProperties":false},"default":[{"id":"example-0-0","text":"planned sample document number 0 for this supplied dataset.","actual":"planned","predicted":"planned","probabilities":[0.8,0.06666666666666667,0.06666666666666667,0.06666666666666667]},{"id":"example-0-1","text":"planned sample document number 1 for this supplied dataset.","actual":"planned","predicted":"planned","probabilities":[0.8,0.06666666666666667,0.06666666666666667,0.06666666666666667]},{"id":"example-0-2","text":"planned sample document number 2 for this supplied dataset.","actual":"planned","predicted":"planned","probabilities":[0.8,0.06666666666666667,0.06666666666666667,0.06666666666666667]},{"id":"example-1-0","text":"active sample document number 0 for this supplied dataset.","actual":"active","predicted":"active","probabilities":[0.06666666666666667,0.8,0.06666666666666667,0.06666666666666667]},{"id":"example-1-1","text":"active sample document number 1 for this supplied dataset.","actual":"active","predicted":"active","probabilities":[0.06666666666666667,0.8,0.06666666666666667,0.06666666666666667]},{"id":"example-1-2","text":"active sample document number 2 for this supplied dataset.","actual":"active","predicted":"active","probabilities":[0.06666666666666667,0.8,0.06666666666666667,0.06666666666666667]},{"id":"example-2-0","text":"blocked sample document number 0 for this supplied dataset.","actual":"blocked","predicted":"blocked","probabilities":[0.06666666666666667,0.06666666666666667,0.8,0.06666666666666667]},{"id":"example-2-1","text":"blocked sample document number 1 for this supplied dataset.","actual":"blocked","predicted":"blocked","probabilities":[0.06666666666666667,0.06666666666666667,0.8,0.06666666666666667]},{"id":"example-2-2","text":"blocked sample document number 2 for this supplied dataset.","actual":"blocked","predicted":"blocked","probabilities":[0.06666666666666667,0.06666666666666667,0.8,0.06666666666666667]},{"id":"example-3-0","text":"complete sample document number 0 for this supplied dataset.","actual":"complete","predicted":"complete","probabilities":[0.06666666666666667,0.06666666666666667,0.06666666666666667,0.8]},{"id":"example-3-1","text":"complete sample document number 1 for this supplied dataset.","actual":"complete","predicted":"complete","probabilities":[0.06666666666666667,0.06666666666666667,0.06666666666666667,0.8]},{"id":"example-3-2","text":"complete sample document number 2 for this supplied dataset.","actual":"complete","predicted":"complete","probabilities":[0.06666666666666667,0.06666666666666667,0.06666666666666667,0.8]}],"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_yRcTHghOOR9skXPH4AhnV","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 classification labels and model predictions for project status (planned/active/blocked/complete) across up to 200 labelled text records, returning evaluation metrics.","exampleAgentPrompt":"Can you audit these 50 project status predictions for me? I have records with actual labels (planned, active, blocked, or complete) and predicted labels plus probabilities for each — I want to know how well the classifier is performing and where it's going wrong.","exampleUseCases":[{"title":"Sprint classifier accuracy review","prompt":"I trained a classifier to label Jira tickets as planned, active, blocked, or complete. Here are 120 records with my model's predicted labels and probability scores alongside the ground-truth labels — can you run a label and prediction audit so I see where it's making mistakes?"},{"title":"Blocked project detection model audit","prompt":"My model keeps misidentifying blocked projects as active. I have 80 labelled records with actual statuses, predicted statuses, and four-element probability arrays — can you audit the predictions and show me the breakdown of errors?"},{"title":"Pre-deployment classifier sanity check","prompt":"Before I ship this project status classifier, I want a full prediction audit on my 200-record test set. Each record has an id, a text description, the actual status (planned/active/blocked/complete), the predicted status, and four class probabilities — can you evaluate how it's performing?"}],"resultDescription":"Returns a bounded label and prediction audit deliverable covering prediction quality metrics (e.g. accuracy, per-class breakdown, probability calibration scores) for up to 200 project status records with classes planned, active, blocked, and complete.","failureModes":["Records array exceeds 200 items — rejected or truncated","Probabilities array does not have exactly 4 elements per record — validation error","Label values outside the enum (planned/active/blocked/complete) — schema rejection","Empty records array — no audit produced","Malformed probability values outside [0,1] — validation error","Payment of 0.01 USDC not received — 402 response blocking execution"],"whenToPreferThis":"Choose this endpoint when you need a lightweight, bounded audit of project status classifier predictions without access to a hosted model or foundation model — ideal for validating naive Bayes or similar small classifiers on local labelled datasets of up to 200 records using the four-class project status schema (planned/active/blocked/complete).","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T18:48:37.316Z","isFirstParty":false,"canonicalSlug":"project-status-label-and-prediction-audit-4a3e9203"}