{"uid":"cap_joECiIYc52gO1u5yF3i9P","slug":"reading-activity-record-quality-audit-numeric-distribution-c9c3a39e","name":"Reading Activity Record Quality Audit & Numeric Distribution","description":"Reading activity — Record quality audit + Numeric distribution: Record quality audit + Numeric distribution for supplied reading activity records (pages_read, reading_minutes). 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-04-004?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","course_group","date","pages_read","reading_minutes"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"pages_read":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"course_group":{"type":"string","default":"","maxLength":80},"reading_minutes":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","pages_read":10,"course_group":"group-a","reading_minutes":1},{"date":"2026-10-02","row_id":"row-2","pages_read":20,"course_group":"group-b","reading_minutes":2},{"date":"2026-10-03","row_id":"row-3","pages_read":15,"course_group":"group-a","reading_minutes":3},{"date":"2026-10-04","row_id":"row-4","pages_read":30,"course_group":"group-b","reading_minutes":4}],"maxItems":200,"minItems":1},"field":{"enum":["pages_read","reading_minutes"],"type":"string","default":"pages_read"}}},"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_CmH7S9Q98O-UW3LMlbm-9","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 two local analytical reports — a record quality audit and a numeric distribution analysis — on up to 200 reading activity rows (pages_read or reading_minutes).","exampleAgentPrompt":"Run a record quality audit and numeric distribution report on my reading activity data — here are 50 rows with row_id, course_group, date, pages_read, and reading_minutes — analyze the pages_read field and flag any quality issues while showing me its distribution.","exampleUseCases":[{"title":"Edtech data quality check before reporting","prompt":"I have 120 rows of student reading logs from last semester with row_id, date, course_group, pages_read, and reading_minutes — can you run a record quality audit and numeric distribution on the reading_minutes field so I can catch any bad data before I generate my report?"},{"title":"Course group reading pages validation","prompt":"Can you audit the data quality and show me the numeric distribution for pages_read across these 80 reading activity records I'm uploading? I want to know which rows have issues and how the page counts are spread out."},{"title":"Pre-analysis profiling for learning analytics pipeline","prompt":"Before I run my learning analytics, audit these 200 reading activity records for quality problems and give me a distribution breakdown of the pages_read values so I know what I'm working with."}],"resultDescription":"Returns two independent analytical reports: (1) a record quality audit identifying issues such as nulls, out-of-range values, or malformed entries across the supplied rows, and (2) a numeric distribution report showing statistical spread (e.g. min, max, mean, percentiles, frequency buckets) for the selected field (pages_read or reading_minutes). Both reports are computed locally with no external lookups.","failureModes":["Rows array empty or missing — request rejected","More than 200 rows supplied — exceeds limit","Invalid date format (not YYYY-MM-DD) — schema validation error","Field value not in enum (pages_read or reading_minutes) — rejected","Numeric values outside allowed range — may flag as quality issues","Payment not included or insufficient — 402 response"],"whenToPreferThis":"Choose this endpoint when you need simultaneous data quality auditing and numeric distribution profiling for reading activity records (pages_read or reading_minutes) in a single low-cost call. Ideal for education data pipelines where you want to validate record completeness and understand value distributions before downstream analysis, without any external lookups or predictions.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-11-02T12:41:46.623Z","isFirstParty":false,"canonicalSlug":"reading-activity-record-quality-audit-numeric-distribution-c9c3a39e"}