{"uid":"cap_wFURslcANA-jwfzJ0Ydz4","slug":"training-assessments-data-quality-bundle-audit-deduplication-category-183418eb","name":"Training Assessments Data Quality Bundle: Audit + Deduplication + Category Frequencies","description":"Training assessments — Record quality audit + Exact row deduplication + Category frequencies: Record quality audit + Exact row deduplication + Category frequencies 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-11-212?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}}},"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_jHuyzuccOuleuUrpziSwi","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 (pre_score, post_score): record quality audit, exact row deduplication, and category frequencies — up to 200 rows.","exampleAgentPrompt":"Can you audit the quality of these training assessment records, remove any exact duplicate rows, and give me a frequency breakdown by course group? Here are up to 200 rows with row_id, course_group, date, pre_score, and post_score fields.","exampleUseCases":[{"title":"Pre-training data cleanup for LMS export","prompt":"I just exported 150 training assessment records from our LMS with row_id, course_group, date, pre_score, and post_score. Can you audit them for quality issues, flag any exact duplicate rows, and tell me how many assessments we have per course group?"},{"title":"Validating assessment batch before reporting","prompt":"Before I send this month's assessment results to leadership, can you run a quality check on these 80 training records — look for nulls or bad values in pre_score and post_score, deduplicate any repeated rows, and count the frequency of each course_group?"},{"title":"Course group distribution analysis","prompt":"I have a dataset of 200 training assessments with pre and post scores across several course groups. Can you check the data quality, remove duplicates, and give me a breakdown of how many records fall into each course group category?"}],"resultDescription":"Three independent reports: (1) a record quality audit flagging nulls, format issues, and anomalies in pre_score and post_score fields; (2) an exact row deduplication report identifying and removing identical rows; (3) a category frequency table showing counts per course_group value — all computed locally on the supplied data with no external lookups.","failureModes":["Empty or missing rows array returns validation error","More than 200 rows submitted exceeds the row limit and is rejected","Rows missing required fields (row_id, course_group, date, pre_score, post_score) cause schema validation failure","Invalid date format (not YYYY-MM-DD) triggers pattern validation error","Non-numeric values in pre_score or post_score fields cause type errors","Payment not included or invalid USDC amount results in 402 payment required"],"whenToPreferThis":"Choose this endpoint when you need three bundled data quality operations on training assessment records in a single low-cost call: quality auditing, exact deduplication, and category frequency profiling. It is ideal for pre-analysis data cleaning of education/training datasets up to 200 rows. Prefer it over building custom pipelines when you need fast, disposable, offline analytical reports on pre_score/post_score data without any external lookups or predictions.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-29T00:35:36.499Z","isFirstParty":false,"canonicalSlug":"training-assessments-data-quality-bundle-audit-deduplication-category-183418eb"}