{"uid":"cap_5EoNrTgMYzVmJHNRf1JHF","slug":"feedback-theme-supplied-group-evaluation-0494780b","name":"Feedback Theme Supplied-Group Evaluation","description":"Feedback theme - Supplied-group evaluation: Supplied-group evaluation 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 supplied-group evaluation deliverable.","url":"https://market.datapackvibe.com/x402/assistant-sector-ml-feedback-theme-group-evaluation?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"records":{"type":"array","items":{"type":"object","required":["id","text","actual","predicted","group"],"properties":{"id":{"type":"string","default":"","maxLength":80,"minLength":1},"text":{"type":"string","default":"","maxLength":1000},"group":{"type":"string","default":"","maxLength":80},"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.","group":"a","actual":"quality","predicted":"quality"},{"id":"example-0-1","text":"quality sample document number 1 for this supplied dataset.","group":"b","actual":"quality","predicted":"quality"},{"id":"example-0-2","text":"quality sample document number 2 for this supplied dataset.","group":"a","actual":"quality","predicted":"quality"},{"id":"example-1-0","text":"price sample document number 0 for this supplied dataset.","group":"a","actual":"price","predicted":"price"},{"id":"example-1-1","text":"price sample document number 1 for this supplied dataset.","group":"b","actual":"price","predicted":"price"},{"id":"example-1-2","text":"price sample document number 2 for this supplied dataset.","group":"a","actual":"price","predicted":"price"},{"id":"example-2-0","text":"delivery sample document number 0 for this supplied dataset.","group":"a","actual":"delivery","predicted":"delivery"},{"id":"example-2-1","text":"delivery sample document number 1 for this supplied dataset.","group":"b","actual":"delivery","predicted":"delivery"},{"id":"example-2-2","text":"delivery sample document number 2 for this supplied dataset.","group":"a","actual":"delivery","predicted":"delivery"},{"id":"example-3-0","text":"support sample document number 0 for this supplied dataset.","group":"a","actual":"support","predicted":"support"},{"id":"example-3-1","text":"support sample document number 1 for this supplied dataset.","group":"b","actual":"support","predicted":"support"},{"id":"example-3-2","text":"support sample document number 2 for this supplied dataset.","group":"a","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__m0NarqNUGSbsK__1Bbxo","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":"Evaluates a classifier's performance on feedback theme labels (quality, price, delivery, support) across user-supplied groups using local naive-Bayes metrics","exampleAgentPrompt":"Evaluate my feedback theme classifier predictions by group — I have up to 200 records each with an id, the raw feedback text, the actual label (one of quality, price, delivery, or support), the predicted label, and a group tag like 'segment-A' or 'segment-B'. Can you run a supplied-group evaluation and tell me how the classifier performs per group?","exampleUseCases":[{"title":"Segment-level classifier audit","prompt":"I've got 150 labelled customer feedback records split into two groups — 'enterprise' and 'SMB' — each with actual and predicted themes from quality, price, delivery, and support. Run a group evaluation so I can see whether my classifier performs differently across those two customer segments."},{"title":"A/B test feedback model quality","prompt":"We ran two different labelling pipelines on customer feedback and tagged them as group 'pipeline-A' and 'pipeline-B'. I have actual vs predicted feedback theme labels for about 120 records total. Can you evaluate classification accuracy broken down by those two pipeline groups?"},{"title":"QA check before deploying feedback model","prompt":"Before we ship our feedback theme model to production, I want to benchmark its predictions against a naive-Bayes baseline. I have 200 records with actual labels (quality, price, delivery, support) and the model's predicted labels, tagged by product line group. Can you run the supplied-group evaluation and give me the performance breakdown?"}],"resultDescription":"Returns per-group classification evaluation metrics for feedback themes (quality, price, delivery, support), including accuracy and naive-Bayes baseline comparisons across the supplied group segments, for up to 200 labelled text records.","failureModes":["More than 200 records submitted — request exceeds the bounded deliverable limit","Missing required fields (id, text, actual, predicted, group) in any record — validation error","Label values outside the enum (quality, price, delivery, support) — schema rejection","Empty records array — no evaluation can be performed","Malformed JSON body — request parsing failure"],"whenToPreferThis":"Choose this endpoint when you have a pre-labelled dataset of customer feedback texts with actual and predicted theme labels and want to evaluate classifier performance broken down by a grouping variable (e.g. customer segment, product line, pipeline version). It is ideal for lightweight, local evaluation against a naive-Bayes baseline without needing a hosted model or foundation model. Prefer it over general ML evaluation services when your task is specifically the four-class feedback theme schema (quality, price, delivery, support) and you need group-stratified metrics at minimal cost.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-19T19:04:16.512Z","isFirstParty":false,"canonicalSlug":"feedback-theme-supplied-group-evaluation-0494780b"}