{"uid":"cap_9XzMxPsrtmOJPx9407EDH","slug":"training-compliance-iqr-outlier-flags-date-by-category-pivot-0804c5f7","name":"Training Compliance IQR Outlier Flags & Date-by-Category Pivot","description":"Training compliance — IQR outlier flags + Date by category pivot: IQR outlier flags + Date by category pivot 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-10-178?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_RmRJU0h5n5VOzfN8oU6Dc","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 up to 200 training compliance records to generate IQR-based outlier flags and a date-by-category pivot report for completed and assigned courses.","exampleAgentPrompt":"Can you run IQR outlier detection and a date-by-category pivot on our training compliance data — I have 4 rows with team groups group-a and group-b, dates from 2026-10-01 to 2026-10-04, and I want to analyze the completed_courses field?","exampleUseCases":[{"title":"Flag outlier teams in course completions","prompt":"I have compliance records for 10 teams over the past quarter — can you flag any rows where completed_courses looks like an outlier using IQR, and also give me a pivot by date and team group?"},{"title":"Spot anomalies in assigned course loads","prompt":"Run an IQR outlier analysis on our assigned_courses data across 50 team rows and show me a date-by-category breakdown — I want to see which groups have unusually high or low assignments."},{"title":"Monthly compliance audit pivot report","prompt":"I need to audit our monthly training compliance — here are 200 rows with row IDs, team groups, dates, and completed vs assigned course counts. Give me the IQR outlier flags and a date-by-category pivot for completed_courses."}],"resultDescription":"Returns two independent analytical reports: (1) IQR outlier flags identifying which rows have statistically unusual values for the selected field (completed_courses or assigned_courses), and (2) a date-by-category pivot table summarizing the selected metric grouped by date and team_group category — all computed locally without external lookups.","failureModes":["Fewer than 1 row provided — returns validation error","More than 200 rows submitted — rejected with limit error","Missing required fields (row_id, team_group, date, completed_courses, assigned_courses) — schema validation failure","Invalid date format (not YYYY-MM-DD) — pattern mismatch error","Invalid field enum value (not completed_courses or assigned_courses) — rejected"],"whenToPreferThis":"Choose this endpoint when you need both IQR-based statistical outlier detection and a date-by-category pivot report on training compliance data (completed_courses or assigned_courses) in a single $0.01 call for up to 200 rows. Ideal for HR analytics, L&D audits, or compliance dashboards where you supply your own data and need fast local statistical analysis without external lookups or predictions.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-28T12:43:39.561Z","isFirstParty":false,"canonicalSlug":"training-compliance-iqr-outlier-flags-date-by-category-pivot-0804c5f7"}