{"uid":"cap_k0lg3b1sN76O1ONzxjgHZ","slug":"training-assessments-record-quality-audit-and-numeric-distribution-d7bda498","name":"Training Assessments Record Quality Audit and Numeric Distribution","description":"Training assessments — Record quality audit + Numeric distribution: Record quality audit + Numeric distribution for supplied training assessments records (pre_score, post_score). 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-11-004?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","course_group","date","pre_score","post_score"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"pre_score":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"post_score":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"course_group":{"type":"string","default":"","maxLength":80}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","pre_score":10,"post_score":1,"course_group":"group-a"},{"date":"2026-10-02","row_id":"row-2","pre_score":20,"post_score":2,"course_group":"group-b"},{"date":"2026-10-03","row_id":"row-3","pre_score":15,"post_score":3,"course_group":"group-a"},{"date":"2026-10-04","row_id":"row-4","pre_score":30,"post_score":4,"course_group":"group-b"}],"maxItems":200,"minItems":1},"field":{"enum":["pre_score","post_score"],"type":"string","default":"pre_score"}}},"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_pi2YLjLXPF1VVqdCFJTSv","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 rows of training assessment data (pre_score and post_score fields).","exampleAgentPrompt":"Can you run a record quality audit and numeric distribution report on my training assessment data? Here are up to 200 rows with row IDs, course groups, dates, pre_score and post_score values — I want the distribution analysis done on the pre_score field.","exampleUseCases":[{"title":"Pre-training score distribution audit","prompt":"I have 150 rows of training assessment records with pre_score and post_score values across two course groups — can you run the record quality audit and numeric distribution report on the pre_score field so I can see how scores are spread and whether any records have issues?"},{"title":"Post-course data quality check","prompt":"Before I finalize my quarterly training report, can you audit these 80 assessment records for data quality problems and also give me the numeric distribution of post_scores across the course groups?"},{"title":"E-learning dataset validation before analysis","prompt":"I'm about to run a deeper analysis on our e-learning assessment data and need to make sure the records are clean first — can you run a quality audit and a distribution check on the pre_score field for these 200 rows with course group and date tags?"}],"resultDescription":"Returns two independent reports: (1) a record quality audit highlighting missing values, invalid entries, or data anomalies across the supplied rows; and (2) a numeric distribution summary of either the pre_score or post_score field, including statistical spread metrics — all computed locally without external lookups.","failureModes":["More than 200 rows supplied — exceeds maxItems limit, request rejected","Missing required fields (row_id, course_group, date, pre_score, or post_score) — validation error","Invalid date format (not YYYY-MM-DD) — pattern validation failure","Field enum value not 'pre_score' or 'post_score' — rejected","All score values null — distribution report may be empty or error","Payment not attached or insufficient USDC — 402 response"],"whenToPreferThis":"Choose this endpoint when you need a quick, low-cost ($0.01 USDC) dual-report on training assessment data quality and score distribution without sending data to an external prediction or lookup service. Ideal for pre-analysis validation of e-learning datasets with pre/post scores across course groups, especially when working with batches up to 200 rows and needing both a data hygiene check and a numeric spread summary in one call.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-29T13:17:33.830Z","isFirstParty":false,"canonicalSlug":"training-assessments-record-quality-audit-and-numeric-distribution-d7bda498"}