{"uid":"cap_Jj38_7nc6E6yyNN-HyRnS","slug":"ticket-priority-macro-micro-and-weighted-scores-4b7b5864","name":"Ticket Priority Macro Micro and Weighted Scores","description":"Ticket priority - Macro micro and weighted scores: Macro micro and weighted scores for Ticket priority. 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-ticket-priority-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":["low","normal","high"],"type":"string"},"predicted":{"enum":["low","normal","high"],"type":"string"}},"additionalProperties":false},"default":[{"id":"example-0-0","text":"low sample document number 0 for this supplied dataset.","actual":"low","predicted":"low"},{"id":"example-0-1","text":"low sample document number 1 for this supplied dataset.","actual":"low","predicted":"low"},{"id":"example-0-2","text":"low sample document number 2 for this supplied dataset.","actual":"low","predicted":"low"},{"id":"example-1-0","text":"normal sample document number 0 for this supplied dataset.","actual":"normal","predicted":"normal"},{"id":"example-1-1","text":"normal sample document number 1 for this supplied dataset.","actual":"normal","predicted":"normal"},{"id":"example-1-2","text":"normal sample document number 2 for this supplied dataset.","actual":"normal","predicted":"normal"},{"id":"example-2-0","text":"high sample document number 0 for this supplied dataset.","actual":"high","predicted":"high"},{"id":"example-2-1","text":"high sample document number 1 for this supplied dataset.","actual":"high","predicted":"high"},{"id":"example-2-2","text":"high sample document number 2 for this supplied dataset.","actual":"high","predicted":"high"}],"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_hxUnfmOQFo8qA2cafiCwI","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 a ticket priority (low/normal/high) classifier given up to 200 labelled text records with actual and predicted labels.","exampleAgentPrompt":"Can you evaluate my ticket priority classifier? I have 50 labelled support tickets with their actual priorities (low, normal, or high) and what my model predicted — I want the macro, micro, and weighted scores back.","exampleUseCases":[{"title":"Support triage model benchmarking","prompt":"I've got 120 support tickets with their true priority labels and what our classifier predicted — can you compute the macro, micro, and weighted evaluation scores so I can see how well the model is doing across low, normal, and high priority classes?"},{"title":"Comparing two ticket classifiers","prompt":"I want to compare two versions of our ticket priority model. Can you run the macro, micro, and weighted scoring on these 80 labelled ticket records with both actual and predicted priority labels so I can decide which model performs better?"},{"title":"Validating naive-Bayes baseline on new data","prompt":"We just labelled a new batch of 40 support tickets (low, normal, or high priority) and ran our baseline model on them. Can you compute the aggregate macro, micro, and weighted scores so we can see if the baseline still holds up on this new dataset?"}],"resultDescription":"Returns macro, micro, and weighted aggregate classification evaluation metrics (such as precision, recall, and F1) computed across the supplied actual vs. predicted priority label pairs for up to 200 text records labelled as low, normal, or high ticket priority.","failureModes":["Fewer than 2 records supplied — minimum items validation error","More than 200 records supplied — maximum items exceeded error","Missing required fields (id, text, actual, predicted) on any record — schema validation error","Invalid priority label value (not one of low/normal/high) — enum validation error","Payment not included or insufficient — x402 payment required error"],"whenToPreferThis":"Choose this endpoint when you need fast, cheap ($0.01 USDC) aggregate macro/micro/weighted classification evaluation metrics for a three-class ticket priority model (low/normal/high) using your own labelled dataset of up to 200 records, without needing a hosted model or foundation model training environment.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T12:39:32.335Z","isFirstParty":false,"canonicalSlug":"ticket-priority-macro-micro-and-weighted-scores-4b7b5864"}