{"uid":"cap_BOE7ieodto6a-vHCKCiwB","slug":"feedback-theme-macro-micro-and-weighted-scores-9531bb04","name":"Feedback Theme Macro Micro and Weighted Scores","description":"Feedback theme - Macro micro and weighted scores: Macro micro and weighted scores 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 macro micro and weighted scores deliverable.","url":"https://market.datapackvibe.com/x402/assistant-sector-ml-feedback-theme-aggregate-scores?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"records":{"type":"array","items":{"type":"object","required":["id","text","actual","predicted"],"properties":{"id":{"type":"string","default":"","maxLength":80,"minLength":1},"text":{"type":"string","default":"","maxLength":1000},"actual":{"enum":["quality","price","delivery","support"],"type":"string"},"predicted":{"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","predicted":"quality"},{"id":"example-0-1","text":"quality sample document number 1 for this supplied dataset.","actual":"quality","predicted":"quality"},{"id":"example-0-2","text":"quality sample document number 2 for this supplied dataset.","actual":"quality","predicted":"quality"},{"id":"example-1-0","text":"price sample document number 0 for this supplied dataset.","actual":"price","predicted":"price"},{"id":"example-1-1","text":"price sample document number 1 for this supplied dataset.","actual":"price","predicted":"price"},{"id":"example-1-2","text":"price sample document number 2 for this supplied dataset.","actual":"price","predicted":"price"},{"id":"example-2-0","text":"delivery sample document number 0 for this supplied dataset.","actual":"delivery","predicted":"delivery"},{"id":"example-2-1","text":"delivery sample document number 1 for this supplied dataset.","actual":"delivery","predicted":"delivery"},{"id":"example-2-2","text":"delivery sample document number 2 for this supplied dataset.","actual":"delivery","predicted":"delivery"},{"id":"example-3-0","text":"support sample document number 0 for this supplied dataset.","actual":"support","predicted":"support"},{"id":"example-3-1","text":"support sample document number 1 for this supplied dataset.","actual":"support","predicted":"support"},{"id":"example-3-2","text":"support sample document number 2 for this supplied dataset.","actual":"support","predicted":"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_WgyivwpSSOtFTARipini3","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 macro, micro, and weighted classification evaluation scores for up to 200 labelled feedback text records across four feedback themes.","exampleAgentPrompt":"I have up to 200 customer feedback records each labeled with their actual and predicted theme — quality, price, delivery, or support — and I need macro, micro, and weighted classification scores computed across all of them. Can you run the aggregate evaluation?","exampleUseCases":[{"title":"Evaluating feedback classifier accuracy","prompt":"I trained a classifier to label customer reviews as quality, price, delivery, or support, and I have 150 test records with actual and predicted labels. Can you calculate the macro, micro, and weighted scores so I know how well it's performing overall?"},{"title":"Benchmarking naive Bayes feedback model","prompt":"We built a simple naive Bayes model to categorize feedback themes and I want to benchmark it — here are 80 records with their actual labels and what the model predicted. Give me the macro and weighted F1 scores."},{"title":"Comparing predicted vs actual feedback labels","prompt":"My team annotated 200 customer support tickets with actual themes — quality, price, delivery, or support — and our ML pipeline produced predicted labels. Can you compute the macro, micro, and weighted aggregate scores to evaluate prediction quality?"}],"resultDescription":"Returns macro, micro, and weighted classification evaluation scores (e.g. precision, recall, F1) computed across all supplied labelled records, covering the four feedback themes: quality, price, delivery, and support.","failureModes":["Exceeds 200-record limit causing rejection","Missing required fields (id, text, actual, predicted) causing validation error","Invalid enum value for actual or predicted outside allowed set","Empty records array returning no meaningful scores","Truncated or overly long text fields exceeding 1000-character limit"],"whenToPreferThis":"Choose this endpoint when you need fast, cheap ($0.01 USDC) aggregate classification evaluation metrics — macro, micro, and weighted — for a bounded set of up to 200 feedback text records labeled across the quality, price, delivery, and support themes, without needing a hosted model or foundation model infrastructure.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-19T19:15:49.189Z","isFirstParty":false,"canonicalSlug":"feedback-theme-macro-micro-and-weighted-scores-9531bb04"}