{"uid":"cap_zbZd5hSIcKX7myxDBCW1r","slug":"training-compliance-data-quality-analyzer-record-audit-deduplication-dc654762","name":"Training Compliance Data Quality Analyzer — Record Audit, Deduplication & IQR Outlier Flags","description":"Training compliance — Record quality audit + Exact row deduplication + IQR outlier flags: Record quality audit + Exact row deduplication + IQR outlier flags for supplied training compliance records (completed_courses, assigned_courses). Up to 200 rows; 3 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 3 supplied-data reports for up to 200 rows.","url":"https://market.datapackvibe.com/x402/assistant-ib26-operations-10-220?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_17Is-Qv5ykOhHhRbXk3jP","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 three local analytical reports on training compliance records: a record quality audit, exact row deduplication, and IQR-based outlier flagging for completed_courses or assigned_courses fields.","exampleAgentPrompt":"Can you audit this batch of training compliance records for my teams — check for record quality issues, remove any exact duplicate rows, and flag outliers in the completed_courses field using IQR? I have up to 150 rows with row_id, team_group, date, completed_courses, and assigned_courses fields.","exampleUseCases":[{"title":"Pre-reporting HR data cleanup","prompt":"Before I submit our quarterly training report, can you run a quality audit, deduplication check, and IQR outlier detection on my completed_courses data? I'll send you the rows with row_id, team_group, and date included — about 120 records total."},{"title":"Detecting anomalous course completions by team","prompt":"Some of our team groups seem to have suspiciously high or low completion numbers. Can you flag the IQR outliers in the assigned_courses field across these 80 training compliance records I have, along with a quality audit and duplicate check?"},{"title":"Cleaning LMS export before dashboard ingestion","prompt":"I just exported 200 rows from our LMS and need to clean them up before loading into the dashboard — can you do a full record quality audit, find any exact duplicate rows, and flag statistical outliers in completed_courses using the IQR method?"}],"resultDescription":"Three independent analytical reports: (1) a record quality audit highlighting missing values, format errors, and field-level issues; (2) an exact row deduplication report identifying duplicate records; and (3) IQR-based outlier flags on the selected numeric field (completed_courses or assigned_courses). All analysis is performed locally on the supplied data without external lookups.","failureModes":["Input exceeds 200 rows — request rejected","Missing required fields (row_id, team_group, date, completed_courses, assigned_courses) cause validation error","Invalid date format not matching YYYY-MM-DD pattern","Numeric values outside allowed range (-1,000,000,000,000 to 1,000,000,000,000)","Empty rows array rejected","Invalid field enum value (must be 'completed_courses' or 'assigned_courses')","Payment of 0.01 USDC not fulfilled via x402 protocol"],"whenToPreferThis":"Choose this endpoint when you need a combined, cost-effective data quality pass on training compliance records — specifically when you want all three of quality auditing, deduplication, and IQR outlier detection in a single $0.01 call without any external data lookups or predictions. Ideal for pre-processing LMS exports, HR reporting pipelines, or validating compliance data before dashboard ingestion. Not suitable if you need live data enrichment, predictive analytics, or more than 200 rows per call.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-27T13:03:25.101Z","isFirstParty":false,"canonicalSlug":"training-compliance-data-quality-analyzer-record-audit-deduplication-dc654762"}