{"uid":"cap_zNizMbxvHzMjUT3decysX","slug":"tutoring-sessions-data-quality-audit-record-qa-string-normalisation-cbc784e5","name":"Tutoring Sessions Data Quality Audit (Record QA + String Normalisation + IQR Outlier Flags)","description":"Tutoring sessions — Record quality audit + String normalisation + IQR outlier flags: Record quality audit + String normalisation + IQR outlier flags for supplied tutoring sessions records (session_minutes, session_count). 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-education-16-203?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_x7AU6ecxM1NSVyalg6kz-","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 tutoring session records for data quality issues, normalises strings, and flags IQR-based outliers across session_minutes or session_count fields in three independent reports.","exampleAgentPrompt":"Can you audit this batch of tutoring session records for quality issues, normalise the course group strings, and flag any IQR outliers in session_minutes? I have about 50 rows with fields like row_id, course_group, date, session_minutes, and session_count.","exampleUseCases":[{"title":"Outlier detection in session durations","prompt":"I have 80 tutoring session records and I want to know which ones have unusual session_minutes values — can you run an IQR outlier check plus a full record quality audit and string normalisation on them?"},{"title":"Data quality check before reporting","prompt":"Before I submit my tutoring program report, can you audit these 150 session records for data quality problems, normalise the course group names, and flag any outliers in session_count?"},{"title":"Cleaning messy education data exports","prompt":"I exported tutoring session logs from our LMS and some of the course_group strings look inconsistent — can you normalise them, do a record quality audit, and check for IQR outliers in session_minutes across all 200 rows?"}],"resultDescription":"Three independent analytical reports: (1) a record quality audit identifying missing, invalid, or malformed fields; (2) string normalisation results for text fields like course_group; and (3) IQR-based outlier flags on the chosen numeric field (session_minutes or session_count), all computed locally with no external lookups.","failureModes":["Input array exceeds 200 rows — request will be rejected","Missing required fields (row_id, date, session_minutes, session_count) cause row-level errors","Invalid date format (non-YYYY-MM-DD) triggers validation failure","Null numeric values may be excluded from IQR computation","field enum value not matching 'session_minutes' or 'session_count' causes schema error"],"whenToPreferThis":"Choose this endpoint when you need a combined data quality audit, string normalisation, and IQR outlier detection specifically for tutoring or education session records (session_minutes, session_count) in a single call at low cost ($0.01 for up to 200 rows and 3 reports). Prefer it over general-purpose data tools when your dataset fits the education/tutoring schema and you want all three analytical passes without orchestrating separate services.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-26T18:50:41.681Z","isFirstParty":false,"canonicalSlug":"tutoring-sessions-data-quality-audit-record-qa-string-normalisation-cbc784e5"}