{"uid":"cap_9eHYln2vPbAeuB_k_icz2","slug":"tutoring-sessions-numeric-interval-filter-iqr-outlier-flags-be0d9a50","name":"Tutoring Sessions Numeric Interval Filter + IQR Outlier Flags","description":"Tutoring sessions — Numeric interval filter + IQR outlier flags: Numeric interval filter + IQR outlier flags 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-16-130?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"},"maximum":{"type":"number","default":100,"maximum":1000000000000,"minimum":-1000000000000},"minimum":{"type":"number","default":0,"maximum":1000000000000,"minimum":-1000000000000}}},"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_VcFj4pc9bDORv5ZEMEfe4","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":"Filters tutoring session records by a numeric interval and flags IQR-based outliers for session_minutes or session_count fields across up to 200 rows.","exampleAgentPrompt":"I have 50 tutoring session records with session_minutes and session_count values — can you filter them to only show sessions where session_minutes is between 10 and 90, and flag any IQR outliers in that field?","exampleUseCases":[{"title":"Flagging abnormal session durations","prompt":"I have tutoring records for multiple course groups and want to see which sessions have session_minutes outside the range of 5 to 120, and flag any that are IQR outliers — here are my 80 rows."},{"title":"Detecting unusual session counts per group","prompt":"Can you run an interval filter for session_count between 1 and 50 on my tutoring data, and flag any records that look like statistical outliers using the IQR method? I have about 150 rows."},{"title":"Cleaning tutoring data before reporting","prompt":"Before I generate my monthly tutoring report, I need to filter out sessions where session_minutes falls outside 0 to 60, and get a list of IQR outlier flags so I can review edge cases — please analyze these 120 session records."}],"resultDescription":"Returns two reports: one showing tutoring session rows that fall within the specified numeric interval for the chosen field (session_minutes or session_count), and one flagging rows identified as IQR-based outliers. Each report covers up to 200 input rows and is computed locally without external lookups.","failureModes":["Fewer than 1 row supplied returns a validation error","More than 200 rows supplied exceeds the row limit","Invalid date format (not YYYY-MM-DD) causes schema rejection","Null values in the target numeric field may affect IQR calculation","minimum greater than maximum causes an empty or invalid interval result","Missing required fields (row_id, date, course_group) trigger schema errors"],"whenToPreferThis":"Choose this endpoint when you have tutoring session data (up to 200 rows) and need both a numeric range filter and IQR-based outlier detection on session_minutes or session_count in a single low-cost call. Ideal for data cleaning, anomaly detection in education analytics, or pre-processing before reporting, without needing a live data source or external prediction service.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-25T12:32:49.522Z","isFirstParty":false,"canonicalSlug":"tutoring-sessions-numeric-interval-filter-iqr-outlier-flags-be0d9a50"}