{"uid":"cap_URfruvpZqKKrPpqYWCxEa","slug":"training-compliance-record-quality-audit-string-normalisation-equal-4453e8b8","name":"Training Compliance Record Quality Audit + String Normalisation + Equal-Width Histogram","description":"Training compliance — Record quality audit + String normalisation + Equal-width histogram: Record quality audit + String normalisation + Equal-width histogram for supplied training compliance records (completed_courses, assigned_courses). 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-operations-10-202?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"bins":{"type":"integer","default":5,"maximum":30,"minimum":1},"rows":{"type":"array","items":{"type":"object","required":["row_id","team_group","date","completed_courses","assigned_courses"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"team_group":{"type":"string","default":"","maxLength":80},"assigned_courses":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"completed_courses":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","team_group":"group-a","assigned_courses":1,"completed_courses":10},{"date":"2026-10-02","row_id":"row-2","team_group":"group-b","assigned_courses":2,"completed_courses":20},{"date":"2026-10-03","row_id":"row-3","team_group":"group-a","assigned_courses":3,"completed_courses":15},{"date":"2026-10-04","row_id":"row-4","team_group":"group-b","assigned_courses":4,"completed_courses":30}],"maxItems":200,"minItems":1},"field":{"enum":["completed_courses","assigned_courses"],"type":"string","default":"completed_courses"}}},"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_Li4Wbq6VDQ0r4dpmHiWHQ","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 compliance data: a record quality audit, string normalisation, and an equal-width histogram — all on up to 200 rows of course completion data.","exampleAgentPrompt":"Can you audit the quality of these training compliance records, normalise the team group strings, and give me an equal-width histogram of completed_courses split into 10 bins? Here are 50 rows with row_id, team_group, date, completed_courses, and assigned_courses fields.","exampleUseCases":[{"title":"Audit HR training data completeness","prompt":"I have a CSV export from our LMS with about 80 rows — each row has a row_id, team_group, date, completed_courses, and assigned_courses. Can you run a record quality audit on it, normalise the team group names, and bucket the completed_courses into 5 equal-width bins so I can see the distribution?"},{"title":"Detect dirty data before compliance report","prompt":"Before I send our quarterly training compliance report to the board, can you check these 150 records for data quality issues, clean up the team_group strings, and show me a histogram of assigned_courses across 8 bins?"},{"title":"Summarise course completion distribution by team","prompt":"I've got training compliance data for 120 employees across several team groups. Run a quality audit, normalise the group labels, and give me an equal-width histogram of completed_courses with the default 5 bins."}],"resultDescription":"Three independent reports returned for the supplied rows: (1) a record quality audit flagging missing values, format issues, and anomalies; (2) normalised versions of string fields such as team_group; (3) an equal-width histogram of the selected numeric field (completed_courses or assigned_courses) divided into the requested number of bins. No external lookups or predictions are made — all analysis is performed locally on the submitted data.","failureModes":["Submitting more than 200 rows returns a validation error","Invalid date format (not YYYY-MM-DD) causes row rejection","Missing required fields (row_id, date, completed_courses, assigned_courses) cause errors","bins value outside 1–30 range returns a validation error","Null numeric values may be excluded from histogram computation","Empty rows array returns an error"],"whenToPreferThis":"Choose this endpoint when you need three bundled analytical operations — quality audit, string normalisation, and histogram — on training compliance data in a single low-cost call. It is best suited for batch offline analysis of up to 200 rows of course completion data where no live lookup, prediction, or external data enrichment is needed. Prefer it over separate analytics services when you want a quick, cheap data hygiene pass before generating compliance reports.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-26T12:30:41.783Z","isFirstParty":false,"canonicalSlug":"training-compliance-record-quality-audit-string-normalisation-equal-4453e8b8"}