{"uid":"cap_rFyRM2A0oDZcU716M8Ygu","slug":"training-assessments-data-quality-distribution-analyzer-38e7669a","name":"Training Assessments Data Quality & Distribution Analyzer","description":"Training assessments — Record quality audit + Exact row deduplication + Numeric distribution: Record quality audit + Exact row deduplication + Numeric distribution for supplied training assessments records (pre_score, post_score). 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-11-210?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_U4xX-HQVz2IwbakXF7zs0","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 training assessment records: record quality audit, exact row deduplication, and numeric distribution analysis for pre_score and post_score fields.","exampleAgentPrompt":"Run a data quality audit, exact duplicate check, and numeric distribution analysis on these training assessment records — I have up to 50 rows with row_id, course_group, date, pre_score, and post_score fields — and analyze the pre_score field distribution.","exampleUseCases":[{"title":"Pre-training data cleanup pipeline","prompt":"I have 120 training assessment records with pre_score and post_score values and I need to audit them for quality issues, find any exact duplicate rows, and get a distribution breakdown of the pre_score field before I run my analysis."},{"title":"Post-course score distribution review","prompt":"Can you check these 80 assessment rows for record quality problems and duplicate entries, and also give me the numeric distribution for post_score so I can see how participants performed after the course?"},{"title":"Course group data validation","prompt":"Before I present my training results, can you run a quality audit, deduplication check, and numeric distribution report on my 40 assessment records covering groups A and B, focusing the distribution report on pre_score?"}],"resultDescription":"Returns three independent reports: (1) a record quality audit flagging nulls, format issues, and completeness problems per row; (2) an exact row deduplication report identifying identical records; and (3) a numeric distribution summary (min, max, mean, percentiles, etc.) for the selected score field (pre_score or post_score). All computed locally from the supplied data with no external lookups.","failureModes":["Exceeding 200 row limit returns a validation error","Missing required fields (row_id, course_group, date, pre_score, post_score) causes schema rejection","Invalid date format (not YYYY-MM-DD) triggers pattern validation failure","Numeric scores outside allowed range (-1000000000000 to 1000000000000) rejected","Empty rows array (minItems: 1 not met) returns error","Invalid field enum value (not pre_score or post_score) causes rejection"],"whenToPreferThis":"Choose this endpoint when you need a bundled, low-cost ($0.01 USDC) triple-report analysis of training assessment data including quality auditing, deduplication, and score distribution — all in a single call without requiring external data sources or professional interpretation. Best suited for datasets up to 200 rows where you want fast, self-contained analytics on pre/post training scores.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-26T18:51:04.409Z","isFirstParty":false,"canonicalSlug":"training-assessments-data-quality-distribution-analyzer-38e7669a"}