{"uid":"cap_otndp94Dthp3VJ4smYFh4","slug":"training-assessments-record-quality-audit-string-normalisation-ed91e04c","name":"Training Assessments — Record Quality Audit + String Normalisation + Secondary-Measure Weighted Mean","description":"Training assessments — Record quality audit + String normalisation + Secondary-measure weighted mean: Record quality audit + String normalisation + Secondary-measure weighted mean 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-11-205?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_AQsJJasTW4OxoGsYzi4Aa","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 local analytical reports on training assessment data (pre_score, post_score): a record quality audit, string normalisation, and a secondary-measure weighted mean — up to 200 rows per call.","exampleAgentPrompt":"Can you run a record quality audit, string normalisation, and weighted mean report on my training assessment data? I have 4 rows with pre_score and post_score values across course groups A and B — use post_score as the secondary measure field.","exampleUseCases":[{"title":"Pre-training data quality check","prompt":"I have 50 rows of learner assessment records with pre_score and post_score values across several course groups — can you audit them for data quality issues and flag any malformed or missing entries?"},{"title":"Normalise messy course group labels","prompt":"My training assessment export has inconsistent course group strings — run string normalisation on these 80 rows so the labels are cleaned up before I import them into our LMS."},{"title":"Weighted mean of post-scores by group","prompt":"Can you compute a weighted mean of post_score across my 120 training assessment rows grouped by course, and give me the secondary-measure weighted mean report?"}],"resultDescription":"Three independent analytical reports: (1) a record quality audit flagging data issues in the supplied rows, (2) a string normalisation report cleaning the course_group and date string fields, and (3) a secondary-measure weighted mean computed over the selected field (pre_score or post_score) — all processed locally with no external lookups.","failureModes":["Rows array exceeds 200 items — request rejected","Missing required fields (row_id, course_group, date, pre_score, post_score) on any row — validation error","Invalid date format (not YYYY-MM-DD) — schema validation failure","Invalid field enum value (not pre_score or post_score) — rejected","Empty rows array — rejected","Payment not provided or insufficient — 402 response"],"whenToPreferThis":"Choose this endpoint when you need a bundled, cost-efficient single-call solution for three complementary data-quality and statistical operations on training assessment records (pre_score/post_score) with up to 200 rows. It is best suited for offline/batch analytical use rather than real-time prediction, external enrichment, or professional assessment — all processing is local.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-29T12:53:04.507Z","isFirstParty":false,"canonicalSlug":"training-assessments-record-quality-audit-string-normalisation-ed91e04c"}