{"uid":"cap_emKiKSjy3vvKXQFN8eJzZ","slug":"project-status-label-distribution-0ab1cf0f","name":"Project Status Label Distribution","description":"Project status - Label distribution: Label distribution 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 distribution deliverable.","url":"https://market.datapackvibe.com/x402/assistant-sector-ml-project-status-label-balance?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_utojfYA0yuywawdTEElPz","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":"Computes the label distribution (class balance) across up to 200 labelled project-status text records, reporting counts for each status category.","exampleAgentPrompt":"Can you analyze the label distribution across my 48 project status records — I have entries tagged as planned, active, blocked, or complete — and tell me how balanced the classes are?","exampleUseCases":[{"title":"Detecting class imbalance before training","prompt":"I have 150 labelled project status records and I want to check whether the classes are balanced before I train a classifier — can you compute the label distribution across planned, active, blocked, and complete for me?"},{"title":"Validating annotated dataset quality","prompt":"My team just finished labelling 80 project status descriptions. Can you show me how many records fall into each of the four categories — planned, active, blocked, complete — so I can verify the annotation job looks right?"},{"title":"Quick dataset audit for ML pipeline","prompt":"Before I plug this dataset into my ML pipeline, I need a breakdown of how many project status entries are labeled planned, active, blocked, and complete — can you run that distribution check on my 120 records?"}],"resultDescription":"A bounded label distribution report showing the count (and likely proportion) of records falling into each of the four project status categories: planned, active, blocked, and complete. The result is scoped to the supplied dataset of up to 200 records.","failureModes":["Fewer than 2 records submitted — minimum input not met","More than 200 records submitted — exceeds maximum batch size","Record missing required 'id', 'text', or 'actual' field — schema validation error","Invalid enum value for 'actual' field (not one of planned/active/blocked/complete) — rejected","Empty text field — may be accepted but produces low-quality analysis","Payment of 0.01 USDC not completed — endpoint returns 402 Payment Required"],"whenToPreferThis":"Choose this endpoint when you need a quick, cheap ($0.01) label distribution check on a small labelled dataset (up to 200 records) scoped specifically to project status categories (planned, active, blocked, complete). It is ideal for pre-training dataset audits, annotation quality checks, and class imbalance detection without requiring a hosted model. Prefer it over general-purpose ML platforms when you want a lightweight, on-demand distribution summary for this specific label taxonomy.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-19T19:16:42.709Z","isFirstParty":false,"canonicalSlug":"project-status-label-distribution-0ab1cf0f"}