{"uid":"cap_Fv5KZm6es2NN0tDJllAt1","slug":"training-compliance-category-frequencies-iqr-outlier-flags-18b3b5fe","name":"Training Compliance — Category Frequencies + IQR Outlier Flags","description":"Training compliance — Category frequencies + IQR outlier flags: Category frequencies + IQR outlier flags for supplied training compliance records (completed_courses, assigned_courses). Up to 200 rows; 2 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 2 supplied-data reports for up to 200 rows.","url":"https://market.datapackvibe.com/x402/assistant-ib26-operations-10-107?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","team_group","date","completed_courses","assigned_courses"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"team_group":{"type":"string","default":"","maxLength":80},"assigned_courses":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"completed_courses":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","team_group":"group-a","assigned_courses":1,"completed_courses":10},{"date":"2026-10-02","row_id":"row-2","team_group":"group-b","assigned_courses":2,"completed_courses":20},{"date":"2026-10-03","row_id":"row-3","team_group":"group-a","assigned_courses":3,"completed_courses":15},{"date":"2026-10-04","row_id":"row-4","team_group":"group-b","assigned_courses":4,"completed_courses":30}],"maxItems":200,"minItems":1},"field":{"enum":["completed_courses","assigned_courses"],"type":"string","default":"completed_courses"}}},"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_Hm8tMSBBr6A4Ozx23S8X6","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":"Analyzes training compliance records (completed_courses, assigned_courses) to produce category frequency distributions and IQR-based outlier flags for up to 200 rows.","exampleAgentPrompt":"Analyze these 50 training compliance records for my teams — run category frequency counts and IQR outlier flags on the completed_courses field and tell me which rows look anomalous.","exampleUseCases":[{"title":"Detect outlier completions by team","prompt":"I have 120 rows of training compliance data across our engineering and sales teams. Can you run IQR outlier detection on completed_courses and also show me how frequently each team_group appears in the dataset?"},{"title":"Audit assigned course distribution","prompt":"Run category frequencies and IQR outlier flags on these training records using the assigned_courses field — I want to know which teams have unusual assignment volumes and how the counts are distributed."},{"title":"Monthly compliance anomaly check","prompt":"Here are this month's training compliance records for 80 employees across 6 departments. Flag any outliers in completed_courses using IQR and give me the category breakdown by team_group."}],"resultDescription":"Two analytical reports: (1) a category frequency table showing how often each team_group value appears in the supplied rows, and (2) IQR-based outlier flags identifying which rows have statistically extreme values for the selected field (completed_courses or assigned_courses). All analysis is performed locally on the supplied data with no external lookups.","failureModes":["Fewer than 1 row supplied — minItems:1 constraint violated","More than 200 rows supplied — maxItems:200 constraint exceeded","Missing required fields (row_id, team_group, date, completed_courses, assigned_courses) on any row","Date field not matching YYYY-MM-DD pattern — validation error","Invalid field enum value (must be 'completed_courses' or 'assigned_courses')","Numeric values outside allowed range (-1e12 to 1e12)","row_id exceeds 80 characters"],"whenToPreferThis":"Choose this endpoint when you have training compliance tabular data (up to 200 rows) and need both a frequency breakdown of categorical groups and IQR-based statistical outlier detection on course counts — all in a single low-cost ($0.01 USDC) call. It is ideal for HR or L&D teams doing routine compliance audits without needing live data lookups, predictions, or external integrations.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-26T12:30:46.386Z","isFirstParty":false,"canonicalSlug":"training-compliance-category-frequencies-iqr-outlier-flags-18b3b5fe"}