{"uid":"cap_zOwZcIe5dnTDH6dUuhHo1","slug":"tutoring-sessions-numeric-distribution-keyed-dataset-comparison-d30e224c","name":"Tutoring Sessions — Numeric Distribution + Keyed Dataset Comparison","description":"Tutoring sessions — Numeric distribution + Keyed dataset comparison: Numeric distribution + Keyed dataset comparison 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-16-084?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}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"course_group":{"type":"string","default":"","maxLength":80},"session_count":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"session_minutes":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","course_group":"group-a","session_count":1,"session_minutes":10},{"date":"2026-10-02","row_id":"row-2","course_group":"group-b","session_count":2,"session_minutes":20},{"date":"2026-10-03","row_id":"row-3","course_group":"group-a","session_count":3,"session_minutes":15},{"date":"2026-10-04","row_id":"row-4","course_group":"group-b","session_count":4,"session_minutes":30}],"maxItems":200,"minItems":1},"field":{"enum":["session_minutes","session_count"],"type":"string","default":"session_minutes"},"other":{"type":"array","items":{"type":"object","required":["row_id","course_group","date","session_minutes","session_count"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","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":21},{"date":"2026-10-03","row_id":"row-3","course_group":"group-a","session_count":3,"session_minutes":17},{"date":"2026-10-04","row_id":"row-4","course_group":"group-b","session_count":4,"session_minutes":33}],"maxItems":200,"minItems":0}}},"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_-OU-Q2GQU1srYSbXtvGPW","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":"Analyzes tutoring session data (session_minutes, session_count) by producing a numeric distribution report and a keyed dataset comparison report for up to 200 rows.","exampleAgentPrompt":"Can you analyze the distribution of session_minutes across these 150 tutoring session records and also compare them row-by-row against this second dataset using matching row IDs? Here are the rows for both datasets.","exampleUseCases":[{"title":"Compare tutor performance across terms","prompt":"I have two sets of tutoring session records — one from last semester and one from this semester — both with up to 100 rows tagged by row_id and course_group. Can you compare them keyed by row_id and also show me the numeric distribution of session_minutes so I can see how engagement changed?"},{"title":"Spot outliers in session duration data","prompt":"Here are 80 tutoring session records with session_minutes and session_count per row. Can you give me a numeric distribution of session_minutes across all of them and compare against a baseline dataset I'm providing, keyed by row_id?"},{"title":"Audit course group session counts","prompt":"I want to understand how session_count is distributed across these 120 tutoring records by course_group, and also compare them against a reference dataset using the same row IDs. Can you run both reports on the field session_count?"}],"resultDescription":"Returns two analytical reports: (1) a numeric distribution report summarizing the spread, percentiles, and statistical shape of the selected field (session_minutes or session_count) across the supplied rows, and (2) a keyed dataset comparison report that aligns rows from the primary and secondary datasets by row_id and highlights differences in the numeric field values.","failureModes":["Rows array is empty or missing — returns validation error","More than 200 rows supplied — exceeds the row limit and returns an error","Invalid date format in rows (must match YYYY-MM-DD) — schema validation failure","Missing required fields (row_id, course_group, date, session_minutes, session_count) — returns field-level validation error","Mismatched row_id keys between primary and comparison datasets — comparison report may produce incomplete or null-diff rows","Null values in session_minutes or session_count reduce the effective sample for distribution computation"],"whenToPreferThis":"Choose this endpoint when you have pre-collected tutoring session data (up to 200 rows) and need both a statistical distribution analysis and a keyed row-by-row comparison between two datasets in a single call for $0.01 USDC. It is ideal for offline or batch analytics on education session data where no live lookup, prediction, or external data enrichment is needed. Prefer alternatives if you need real-time data, more than 200 rows, or more than two reports per call.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-26T18:45:35.110Z","isFirstParty":false,"canonicalSlug":"tutoring-sessions-numeric-distribution-keyed-dataset-comparison-d30e224c"}