{"uid":"cap_FGhoRxQHABma1GruzvVj7","slug":"tutorial-completion-data-quality-suite-record-audit-deduplication-iqr-3274ddfc","name":"Tutorial Completion Data Quality Suite — Record Audit, Deduplication & IQR Outlier Flags","description":"Tutorial completion — Record quality audit + Exact row deduplication + IQR outlier flags: Record quality audit + Exact row deduplication + IQR outlier flags for supplied tutorial completion records (starts, completions). 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-game-20-220?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","game_area","date","starts","completions"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"starts":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"game_area":{"type":"string","default":"","maxLength":80},"completions":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","starts":10,"game_area":"group-a","completions":1},{"date":"2026-10-02","row_id":"row-2","starts":20,"game_area":"group-b","completions":2},{"date":"2026-10-03","row_id":"row-3","starts":15,"game_area":"group-a","completions":3},{"date":"2026-10-04","row_id":"row-4","starts":30,"game_area":"group-b","completions":4}],"maxItems":200,"minItems":1},"field":{"enum":["starts","completions"],"type":"string","default":"starts"}}},"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_5-c1FVrma7l8IxAd-xwvi","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 independent data quality reports (record quality audit, exact row deduplication, and IQR outlier flagging) on tutorial completion data (starts and completions) for up to 200 rows.","exampleAgentPrompt":"Can you run a full data quality check on my tutorial completion records — audit the record quality, find exact duplicate rows, and flag any IQR outliers in the 'completions' field? Here are up to 200 rows with row_id, game_area, date, starts, and completions.","exampleUseCases":[{"title":"Pre-analysis data hygiene for game tutorials","prompt":"Before I do my weekly analysis, can you audit these 150 tutorial completion rows for record quality issues, exact duplicates, and IQR outliers in the 'starts' field? I want to know what's dirty before I run my reports."},{"title":"Detecting anomalous completion counts by game area","prompt":"I have 80 rows of tutorial data with game_area, date, starts, and completions — can you flag any IQR outliers in 'completions' and also run the record quality audit and deduplication checks at the same time?"},{"title":"Validating ingested tutorial data pipeline output","prompt":"My data pipeline just ingested a fresh batch of tutorial records. Can you run the three-report quality suite — record audit, exact row deduplication, and IQR outlier flags on 'starts' — on these 200 rows to make sure nothing went wrong in ingestion?"}],"resultDescription":"Three independent analytical reports: (1) a record quality audit highlighting missing, malformed, or invalid field values; (2) an exact row deduplication report identifying duplicate records; and (3) IQR outlier flags on the selected numeric field ('starts' or 'completions'), identifying rows whose values fall outside the interquartile range bounds. All analysis is performed locally on the supplied data with no external lookups.","failureModes":["Input array exceeds 200 rows — request rejected","Missing required fields (row_id, game_area, date, starts, completions) on any row — validation error","Invalid date format (not YYYY-MM-DD) — schema validation failure","Field enum value not 'starts' or 'completions' — invalid input","Empty rows array (minItems: 1 not met) — request rejected","Numeric values outside allowed range — schema validation error"],"whenToPreferThis":"Choose this endpoint when you need a bundled, cost-effective three-in-one data quality pass specifically for tutorial completion records (starts/completions by game area and date). It is ideal for pre-analysis data hygiene, pipeline output validation, or periodic data audits where you want record quality, deduplication, and outlier detection in a single $0.01 call rather than three separate services. Best suited for datasets up to 200 rows; not suitable for live prediction, external enrichment, or datasets requiring professional statistical assessment.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-11-02T18:37:13.339Z","isFirstParty":false,"canonicalSlug":"tutorial-completion-data-quality-suite-record-audit-deduplication-iqr-3274ddfc"}