{"uid":"cap_2ZOEUTXopWlPF6R_5oJWS","slug":"tutoring-sessions-data-quality-analytics-record-audit-string-31c50cab","name":"Tutoring Sessions Data Quality & Analytics — Record Audit, String Normalisation, Trailing Mean","description":"Tutoring sessions — Record quality audit + String normalisation + Trailing mean series: Record quality audit + String normalisation + Trailing mean series 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-16-199?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"},"window":{"type":"integer","default":2,"maximum":200,"minimum":2}}},"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_kQSKX0LhgcX2fVImqYlv2","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 local analytical reports on up to 200 tutoring session records: a record quality audit, string normalisation, and a trailing mean time-series for session_minutes or session_count.","exampleAgentPrompt":"Can you audit and clean my tutoring session records — I have 4 rows with fields row_id, course_group, date, session_minutes, and session_count — and also compute a trailing mean for session_minutes using a window of 2? I want all three reports: the quality audit, string normalisation, and the rolling mean series.","exampleUseCases":[{"title":"Weekly tutoring data health check","prompt":"I have a week of tutoring logs with session IDs, course groups, dates, session minutes and counts — can you run a full quality audit and string normalisation on them, plus give me a trailing mean of session_minutes with a window of 3?"},{"title":"Rolling average trend for session counts","prompt":"I've got 50 rows of tutoring session records by date and course group. Can you compute the trailing mean of session_count using a window of 5, along with a quality audit and string normalisation report on the same data?"},{"title":"Data cleaning before reporting","prompt":"Before I compile our monthly education report, can you check these tutoring session records for quality issues, normalise the course group strings, and calculate a 2-period rolling mean on session_minutes for all 120 rows?"}],"resultDescription":"Returns three independent reports: (1) a record quality audit flagging issues such as nulls, out-of-range values, or malformed dates; (2) a string normalisation report for text fields like course_group; and (3) a trailing mean time series for the chosen numeric field (session_minutes or session_count) over the specified rolling window — all computed locally on the supplied data with no external lookups.","failureModes":["Rows array empty or missing — validation error","More than 200 rows submitted — rejected with limit error","Invalid date format (not YYYY-MM-DD) — schema validation failure","Null or out-of-range numeric values may be flagged in quality audit rather than causing hard failure","Invalid field enum value (not session_minutes or session_count) — rejection","Window integer outside 2–200 range — validation error","Payment not attached or insufficient USDC — 402 Payment Required"],"whenToPreferThis":"Choose this endpoint when you need three simultaneous analytical reports (quality audit, string normalisation, and rolling mean) on tutoring session tabular data in a single cheap call. Ideal for education data pipelines that need lightweight, local-only data validation and trend analysis without any external lookup, prediction, or professional assessment. Best for datasets up to 200 rows where cost efficiency ($0.01 for all three reports) matters.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-24T12:49:47.644Z","isFirstParty":false,"canonicalSlug":"tutoring-sessions-data-quality-analytics-record-audit-string-31c50cab"}