{"uid":"cap_6TgAaXYVUlbrXypi2YArQ","slug":"training-attendance-record-quality-audit-a1bfd352","name":"Training Attendance Record Quality Audit","description":"Training attendance - Record quality audit: Record quality audit for Training attendance. Up to 200 supplied typed records. Local numeric and data-quality processing; no external enrichment or forecasting. One of 25 profiles or calculations across 20 shared operations in this sector. 0.01 USDC includes one bounded record quality audit deliverable.","url":"https://market.datapackvibe.com/x402/assistant-sector-analytics-training-attendance-quality?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","course","date","attendees","completions"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"course":{"type":"string","default":"","maxLength":80},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"attendees":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"completions":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","course":"group-a","row_id":"row-1","attendees":10,"completions":1},{"date":"2026-10-02","course":"group-b","row_id":"row-2","attendees":20,"completions":2},{"date":"2026-10-03","course":"group-a","row_id":"row-3","attendees":15,"completions":3},{"date":"2026-10-04","course":"group-b","row_id":"row-4","attendees":30,"completions":4}],"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_YaGMMuxfawjuWpMl63kAy","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 up to 200 training attendance records for numeric and data-quality issues, returning a bounded quality report per batch.","exampleAgentPrompt":"Can you run a data quality audit on these training attendance records? I have 4 rows — course group-a on 2026-10-01 with 10 attendees and 1 completion, group-b on 2026-10-02 with 20 attendees and 2 completions, group-a on 2026-10-03 with 15 attendees and 3 completions, and group-b on 2026-10-04 with 30 attendees and 4 completions.","exampleUseCases":[{"title":"Pre-reporting data integrity check","prompt":"Before I send our monthly training report to HR leadership, can you audit these 50 training attendance records for data quality issues — I want to catch any missing values, impossible completion counts, or bad dates before they go out?"},{"title":"LMS export validation","prompt":"I just exported attendance and completion data for 120 courses from our LMS and I need to know if there are any data quality problems in the records — can you run a quality audit on them and flag anything that looks wrong?"},{"title":"Onboarding training completions audit","prompt":"We have 80 rows of onboarding training attendance data from Q3 — can you check them for quality issues like null attendee counts, completions exceeding attendees, or invalid date formats before we load them into our data warehouse?"}],"resultDescription":"A bounded quality audit deliverable covering the submitted training attendance records, including record-level quality flags, identification of numeric anomalies (e.g. completions exceeding attendees, null values, out-of-range numbers), and date format validation — all processed locally without external enrichment.","failureModes":["Batch exceeds 200 rows — request rejected with validation error","Required fields (row_id, course, date, attendees, completions) missing from one or more records — row-level error returned","Date field does not match YYYY-MM-DD pattern — validation error for affected rows","Numeric fields outside allowed range (-1,000,000,000,000 to 1,000,000,000,000) — range error","Empty batch (minItems: 1 not met) — request rejected","Payment of 0.01 USDC not fulfilled — 402 Payment Required response"],"whenToPreferThis":"Choose this endpoint when you need lightweight, local data-quality validation on training attendance records (up to 200 rows) without requiring external enrichment or forecasting. Ideal as a pre-processing step before loading training data into a warehouse, generating reports, or feeding downstream analytics. Best when you need a fast, cheap ($0.01 USDC) per-batch audit covering numeric sanity checks, null detection, and date format validation specifically for course attendance and completion data.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-28T00:38:36.392Z","isFirstParty":false,"canonicalSlug":"training-attendance-record-quality-audit-a1bfd352"}