{"uid":"cap_IPPmEkxz8SZGGn3GRbRjR","slug":"tutoring-sessions-iqr-outlier-flags-secondary-measure-weighted-mean-1fd23f3b","name":"Tutoring Sessions IQR Outlier Flags + Secondary-Measure Weighted Mean","description":"Tutoring sessions — IQR outlier flags + Secondary-measure weighted mean: IQR outlier flags + Secondary-measure weighted mean for supplied tutoring sessions records (session_minutes, session_count). 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-education-16-177?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","course_group","date","session_minutes","session_count"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"course_group":{"type":"string","default":"","maxLength":80},"session_count":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"session_minutes":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","course_group":"group-a","session_count":1,"session_minutes":10},{"date":"2026-10-02","row_id":"row-2","course_group":"group-b","session_count":2,"session_minutes":20},{"date":"2026-10-03","row_id":"row-3","course_group":"group-a","session_count":3,"session_minutes":15},{"date":"2026-10-04","row_id":"row-4","course_group":"group-b","session_count":4,"session_minutes":30}],"maxItems":200,"minItems":1},"field":{"enum":["session_minutes","session_count"],"type":"string","default":"session_minutes"}}},"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_LOyBL2chaKvMLB9c2p4eD","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 statistical reports on tutoring session data: IQR-based outlier detection and a secondary-measure weighted mean, for up to 200 rows of session records.","exampleAgentPrompt":"Can you run IQR outlier detection and a session_minutes-weighted mean on these tutoring session records? I have about 15 rows with row_id, course_group, date, session_minutes, and session_count fields — flag any outliers and give me the weighted mean using session_minutes as the primary field.","exampleUseCases":[{"title":"Flag anomalous tutoring sessions for QA","prompt":"I have a CSV of 80 tutoring session records with session_minutes and session_count columns — can you run IQR outlier flagging on session_minutes to find any suspiciously short or long sessions so I can review them?"},{"title":"Weighted mean by course group for reporting","prompt":"I need a session_count-weighted mean across my tutoring groups — I've got about 50 rows with course_group, date, session_minutes, and session_count. Can you compute the secondary-measure weighted mean using session_count as the field?"},{"title":"Data quality check before analysis pipeline","prompt":"Before I run my main analysis, can you check these 120 tutoring session rows for statistical outliers using IQR, and also give me the weighted mean for session_minutes? The data has row_id, course_group, date, session_minutes, and session_count."}],"resultDescription":"Two independent statistical reports: (1) each input row flagged as an IQR outlier or not for the selected measure, and (2) a secondary-measure weighted mean computed across the supplied rows. Both reports share the same input data pass and are returned together.","failureModes":["Fewer than 1 row supplied — minimum input requirement not met","More than 200 rows submitted — exceeds maximum row limit","Missing required fields (row_id, date, session_minutes, session_count) — validation error","Invalid date format (not YYYY-MM-DD) — schema rejection","Null values in both session_minutes and session_count may reduce statistical reliability","Payment not included or insufficient USDC — x402 payment required"],"whenToPreferThis":"Choose this endpoint when you have up to 200 rows of tutoring session data and need both IQR-based outlier detection and a weighted mean in a single API call at low cost. Ideal for education analytics pipelines doing data quality checks before modeling, or for summarizing session load across course groups. Not suitable for real-time predictions, live data lookups, or datasets exceeding 200 rows.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-26T18:51:39.905Z","isFirstParty":false,"canonicalSlug":"tutoring-sessions-iqr-outlier-flags-secondary-measure-weighted-mean-1fd23f3b"}