{"uid":"cap_ZUU61X2IyHBYfW5Xgdaeu","slug":"training-compliance-exact-row-deduplication-iqr-outlier-flags-f2e23bff","name":"Training Compliance — Exact Row Deduplication + IQR Outlier Flags","description":"Training compliance — Exact row deduplication + IQR outlier flags: Exact row deduplication + 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-10-049?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_6nxfl2nX2XE6BSE5EAOfZ","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":"Deduplicates training compliance records and flags IQR-based outliers for completed_courses or assigned_courses fields, producing two analytical reports from up to 200 rows.","exampleAgentPrompt":"Can you deduplicate my training compliance records and flag IQR outliers for the completed_courses field? I have about 150 rows with row_id, team_group, date, completed_courses, and assigned_courses columns — here's the data.","exampleUseCases":[{"title":"HR audit of duplicate training records","prompt":"I need to clean up our training compliance dataset before the quarterly audit — can you run exact row deduplication and IQR outlier detection on the completed_courses field for these 120 records across our team groups?"},{"title":"Detect abnormal assigned course counts","prompt":"Some of our team groups seem to have weirdly high assigned_courses numbers — can you flag IQR outliers on the assigned_courses field and also deduplicate across these 80 compliance rows I'm uploading?"},{"title":"Pre-report compliance data validation","prompt":"Before I submit our monthly training compliance report, please deduplicate these 200 rows and highlight any outliers in completed_courses so I can investigate anomalies before they go to leadership."}],"resultDescription":"Two analytical reports: (1) a deduplication report identifying exact duplicate rows in the submitted training compliance data, and (2) an IQR outlier flagging report identifying rows where the selected field (completed_courses or assigned_courses) falls outside the interquartile range bounds. Reports are generated locally with no external lookups.","failureModes":["Input array exceeds 200 rows — request will be rejected","Missing required fields (row_id, team_group, date, completed_courses, assigned_courses) cause validation errors","Invalid date format (non YYYY-MM-DD) triggers schema validation failure","Null values in the selected numeric field may affect IQR calculation","Empty input array (minItems: 1 not met) returns an error","Field enum value not matching 'completed_courses' or 'assigned_courses' causes rejection"],"whenToPreferThis":"Choose this endpoint when you need lightweight, local statistical data quality checks on training compliance records — specifically exact duplicate detection and IQR-based outlier flagging — without requiring live lookups, ML predictions, or external data enrichment. Ideal for pre-report data cleaning, HR analytics pipelines, or audit preparation involving up to 200 rows at very low cost ($0.01 per call for two reports).","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-26T12:30:46.687Z","isFirstParty":false,"canonicalSlug":"training-compliance-exact-row-deduplication-iqr-outlier-flags-f2e23bff"}