{"uid":"cap_U4eCYVgIWHMkSfE2X11-7","slug":"feedback-theme-label-distribution-16cd4bc6","name":"Feedback Theme Label Distribution","description":"Feedback theme - Label distribution: Label distribution for Feedback theme. 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-feedback-theme-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":["quality","price","delivery","support"],"type":"string"}},"additionalProperties":false},"default":[{"id":"example-0-0","text":"quality sample document number 0 for this supplied dataset.","actual":"quality"},{"id":"example-0-1","text":"quality sample document number 1 for this supplied dataset.","actual":"quality"},{"id":"example-0-2","text":"quality sample document number 2 for this supplied dataset.","actual":"quality"},{"id":"example-1-0","text":"price sample document number 0 for this supplied dataset.","actual":"price"},{"id":"example-1-1","text":"price sample document number 1 for this supplied dataset.","actual":"price"},{"id":"example-1-2","text":"price sample document number 2 for this supplied dataset.","actual":"price"},{"id":"example-2-0","text":"delivery sample document number 0 for this supplied dataset.","actual":"delivery"},{"id":"example-2-1","text":"delivery sample document number 1 for this supplied dataset.","actual":"delivery"},{"id":"example-2-2","text":"delivery sample document number 2 for this supplied dataset.","actual":"delivery"},{"id":"example-3-0","text":"support sample document number 0 for this supplied dataset.","actual":"support"},{"id":"example-3-1","text":"support sample document number 1 for this supplied dataset.","actual":"support"},{"id":"example-3-2","text":"support sample document number 2 for this supplied dataset.","actual":"support"}],"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_tKftdh6aEUsniSROOEz0y","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 feedback text records categorized by quality, price, delivery, or support themes.","exampleAgentPrompt":"Can you check the label balance in my customer feedback dataset? I have 200 records each labelled as quality, price, delivery, or support — I want to see the distribution breakdown across those four categories.","exampleUseCases":[{"title":"Pre-training class imbalance check","prompt":"Before I train my feedback classifier, can you analyze the label distribution across my 150 labelled records tagged as quality, price, delivery, or support so I can see if any category is underrepresented?"},{"title":"QA audit of annotation batch","prompt":"I just finished labelling a batch of 80 customer reviews as quality, price, delivery, or support — can you give me a breakdown of how many records fall into each category so I can spot any annotation bias?"},{"title":"Feedback dataset evaluation report","prompt":"I have a set of 120 customer feedback samples with labels for quality, price, delivery, and support — can you compute the label distribution so I know the percentage split across those four themes?"}],"resultDescription":"Returns a label distribution report showing the count and/or proportion of records assigned to each feedback theme (quality, price, delivery, support) across the submitted dataset of up to 200 labelled records.","failureModes":["Fewer than 2 records submitted — minimum input not met","More than 200 records submitted — exceeds maximum allowed batch size","Invalid label value used (only quality, price, delivery, support are allowed)","Missing required fields (id, text, or actual) on any record","Empty text field or id exceeding 80 characters — schema validation error","Payment not included or insufficient — x402 payment required at $0.01 USDC"],"whenToPreferThis":"Choose this endpoint when you need a quick, lightweight check of label balance across customer feedback records categorized into quality, price, delivery, or support themes — especially useful before training a naive-Bayes or similar classifier, or when auditing annotation batches for class imbalance. It is ideal for small local datasets up to 200 records and does not require a hosted model or external training infrastructure.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-19T19:08:57.325Z","isFirstParty":false,"canonicalSlug":"feedback-theme-label-distribution-16cd4bc6"}