{"uid":"cap_rHB07dd0ylffLyu-2N68t","slug":"training-compliance-record-quality-audit-exact-row-deduplication-f4116945","name":"Training Compliance Record Quality Audit + Exact Row Deduplication","description":"Training compliance — Record quality audit + Exact row deduplication: Record quality audit + Exact row deduplication 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-10-002?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}}},"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_6xec_fK_QxoqRNpo_75el","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":"Audits training compliance records for data quality issues and identifies exact duplicate rows across up to 200 supplied rows, returning two independent analytical reports.","exampleAgentPrompt":"Can you audit these training compliance records for data quality issues and find any exact duplicate rows? I have up to 200 rows with fields for row_id, team_group, date, completed_courses, and assigned_courses — I need both a quality audit report and a deduplication report.","exampleUseCases":[{"title":"Pre-submission compliance data cleanup","prompt":"Before I submit our quarterly training compliance report, can you check these 150 records for any data quality problems and flag any exact duplicate rows? Each record has a row_id, team_group, date, completed_courses, and assigned_courses."},{"title":"LMS export deduplication check","prompt":"I exported our LMS data and I'm worried there might be duplicate entries. Can you run a quality audit and exact deduplication check on these training compliance rows grouped by team and date?"},{"title":"HR data integrity validation","prompt":"Our HR team needs to validate training records before loading them into our reporting system — can you audit these records for quality issues and find any rows that are exact duplicates, given we have completed_courses and assigned_courses per team group?"}],"resultDescription":"Two independent reports: (1) a record quality audit flagging issues such as null values, out-of-range numbers, malformed dates, or missing required fields in the completed_courses and assigned_courses data; (2) an exact row deduplication report identifying sets of rows that are identical across all fields. Both reports are generated locally from the supplied data with no external lookups.","failureModes":["More than 200 rows submitted — request will be rejected due to maxItems limit","Missing required fields (row_id, team_group, date, completed_courses, assigned_courses) on any row — validation error","Date field not matching YYYY-MM-DD pattern — schema validation failure","Numeric values outside the allowed range for completed_courses or assigned_courses — rejected","Empty rows array (minItems:1 not met) — error response"],"whenToPreferThis":"Choose this endpoint when you need both a data quality audit and exact deduplication on training compliance records (completed_courses, assigned_courses) in a single low-cost call. It is ideal for pre-processing LMS exports or compliance datasets of up to 200 rows before downstream reporting or database ingestion. It does not perform live lookups, predictions, or external actions — prefer it for pure local analytical validation of structured training data.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-26T12:30:42.672Z","isFirstParty":false,"canonicalSlug":"training-compliance-record-quality-audit-exact-row-deduplication-f4116945"}