{"uid":"cap_GMchFnQnw0e0JsHTjFG4-","slug":"training-compliance-iqr-outlier-flags-and-two-measure-correlation-74dee8cf","name":"Training Compliance IQR Outlier Flags and Two-Measure Correlation","description":"Training compliance — IQR outlier flags + Two-measure correlation: IQR outlier flags + Two-measure correlation 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-10-176?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_ceNk9knX2rnzV3bS0B0v-","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":"Runs IQR-based outlier detection and two-measure correlation analysis on training compliance records (completed_courses, assigned_courses) for up to 200 rows.","exampleAgentPrompt":"Can you analyze this training compliance dataset of up to 200 rows — with columns for row_id, team_group, date, completed_courses, and assigned_courses — flag any IQR outliers in completed_courses, and also run a two-measure correlation between completed_courses and assigned_courses?","exampleUseCases":[{"title":"Outlier detection in L&D records","prompt":"I have 150 rows of training data with row_id, team_group, date, completed_courses, and assigned_courses — can you flag any IQR outliers in completed_courses and tell me which rows look anomalous?"},{"title":"Correlation check between assigned and completed courses","prompt":"Run a two-measure correlation between completed_courses and assigned_courses across my training compliance records — here are 80 rows with row_id, team_group, date, and both course fields."},{"title":"Team compliance audit for HR","prompt":"I need to audit our Q3 training compliance data — 120 rows across several team groups. Flag outliers using IQR and show me how strongly completed_courses correlates with assigned_courses."}],"resultDescription":"Returns two independent analytical reports: (1) IQR outlier flags identifying which rows have anomalous values in the specified field, and (2) a two-measure correlation report between completed_courses and assigned_courses — all computed locally without external lookups or live data.","failureModes":["Input exceeds 200 rows — API rejects with validation error","Missing required fields (row_id, date, completed_courses, assigned_courses) cause schema validation failure","Date field not in YYYY-MM-DD format triggers pattern validation error","Null values in numeric fields may affect correlation computation","Single-row input may produce meaningless statistical results"],"whenToPreferThis":"Choose this endpoint when you need fast, affordable statistical analysis of training compliance records — specifically IQR-based outlier detection and two-measure correlation — on up to 200 rows at $0.01 USDC for both reports. Ideal for HR or L&D teams doing batch quality checks on course completion data without needing real-time lookups or predictive modeling.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-26T12:30:47.301Z","isFirstParty":false,"canonicalSlug":"training-compliance-iqr-outlier-flags-and-two-measure-correlation-74dee8cf"}