{"uid":"cap_13ulDlSgT1xVNtfGy4yIb","slug":"tutorial-completion-record-quality-audit-iqr-outlier-flags-75836c01","name":"Tutorial Completion Record Quality Audit + IQR Outlier Flags","description":"Tutorial completion — Record quality audit + IQR outlier flags: Record quality audit + IQR outlier flags for supplied tutorial completion records (starts, completions). 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-game-20-014?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_SQ8BH3E_zhHUBD9tQEQRy","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 two analytical reports on tutorial completion data (starts and completions): a record quality audit and IQR-based outlier detection, for up to 200 rows.","exampleAgentPrompt":"Can you run a record quality audit and IQR outlier check on my tutorial completion data? I have rows with fields: row_id, game_area, date, starts, and completions — up to 50 rows covering group-a and group-b areas — and I want to flag the 'completions' field for outliers.","exampleUseCases":[{"title":"Pre-analysis data quality check","prompt":"Before I analyze my tutorial funnel, can you audit this dataset of 80 tutorial completion records for quality issues and flag any IQR outliers in the starts field? Each row has a row_id, game_area, date, starts, and completions."},{"title":"Detecting anomalous completions by game area","prompt":"I have 120 rows of tutorial completion data across different game areas and I suspect some completions values are way off — can you run a quality audit and IQR outlier detection on the completions field so I can see which rows are suspicious?"},{"title":"Routine data hygiene for game tutorial metrics","prompt":"Every week I collect tutorial start and completion counts per game area. Can you do a record quality audit plus IQR outlier flagging on this week's 60-row batch, checking the starts field, so I can clean it before it goes into my dashboard?"}],"resultDescription":"Returns two independent analytical reports: (1) a record quality audit identifying missing, malformed, or inconsistent values across the supplied rows, and (2) IQR-based outlier flags identifying which rows contain statistically extreme values in the selected field (starts or completions). No external lookups or predictions are made; all analysis is performed locally on the supplied data.","failureModes":["More than 200 rows submitted — request exceeds the maxItems limit and will be rejected","Missing required fields (row_id, game_area, date, starts, or completions) in any row — validation error","Date strings not matching YYYY-MM-DD pattern — schema validation failure","All values in the selected field are null — IQR cannot be computed","Empty rows array — minItems constraint violation"],"whenToPreferThis":"Use this endpoint when you have up to 200 tutorial completion records and need both a data quality audit and IQR-based outlier detection in a single low-cost call. It is purpose-built for gaming/tutorial funnel metrics with the starts and completions structure. Prefer it over generic data profiling tools when you need two bundled reports from a single API call at minimal cost ($0.01 USDC) without any external data dependencies.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-11-04T18:49:12.345Z","isFirstParty":false,"canonicalSlug":"tutorial-completion-record-quality-audit-iqr-outlier-flags-75836c01"}