{"uid":"cap_4WNycxKvmruUJ2vsmeIHX","slug":"tutoring-sessions-data-quality-audit-record-quality-audit-string-c1aa6b3c","name":"Tutoring Sessions Data Quality Audit — Record Quality Audit + String Normalisation + Adjacent Row Changes","description":"Tutoring sessions — Record quality audit + String normalisation + Adjacent row changes: Record quality audit + String normalisation + Adjacent row changes 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-16-200?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_8khKhLt3TPminGU6D4SCs","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 analytical reports on tutoring session records: a record quality audit, string normalisation, and adjacent row change detection for up to 200 rows.","exampleAgentPrompt":"Can you run a full data quality audit, string normalisation, and adjacent row change report on these tutoring session records — I have up to 50 rows with fields like row_id, course_group, date, session_minutes, and session_count, and I want the report focused on session_minutes?","exampleUseCases":[{"title":"Auditing tutoring session data before reporting","prompt":"I have 120 tutoring session records with course group, date, session_minutes, and session_count — can you run a quality audit, normalise the string fields, and flag where adjacent rows have changed significantly, focusing on session_minutes?"},{"title":"Detecting data entry errors in session logs","prompt":"We just exported our tutoring logs for the semester and I suspect there are data entry errors. Can you audit the record quality, normalise any messy text in the course_group column, and show me where session_count changes oddly between consecutive rows?"},{"title":"Pre-processing education data for analysis pipeline","prompt":"Before I run my analysis I need these 80 tutoring session rows cleaned up — please do a record quality audit, string normalisation, and adjacent row change detection on session_count so I can see what needs fixing."}],"resultDescription":"Returns three independent reports for the submitted tutoring session rows: (1) a record quality audit identifying missing, malformed, or out-of-range values; (2) a string normalisation report showing standardised versions of text fields such as course_group; and (3) an adjacent row changes report highlighting where the chosen numeric field (session_minutes or session_count) changes between consecutive rows. All computed locally without external lookups.","failureModes":["Exceeding 200 rows results in rejection or truncation","Missing required fields (row_id, date, course_group) causes validation errors","Invalid date format (non-YYYY-MM-DD) triggers schema rejection","Numeric values outside allowed range cause input rejection","Submitting an empty rows array returns an error","Invalid field enum value (not session_minutes or session_count) causes schema validation failure"],"whenToPreferThis":"Choose this endpoint when you have up to 200 tutoring session records and need a combined data quality audit, string normalisation, and adjacent row change detection in a single low-cost call. It is ideal for pre-processing education session data before analysis or reporting, especially when you do not need live lookups, predictions, or external integrations — just local analytical reports on supplied data.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-25T00:51:52.004Z","isFirstParty":false,"canonicalSlug":"tutoring-sessions-data-quality-audit-record-quality-audit-string-c1aa6b3c"}