{"uid":"cap_pyMvS1xj8V4KeTqrWanFq","slug":"company-headcount-observations-record-quality-audit-string-350683b2","name":"Company Headcount Observations — Record Quality Audit, String Normalisation & Secondary-Measure Weighted Mean","description":"Company headcount observations — Record quality audit + String normalisation + Secondary-measure weighted mean: Record quality audit + String normalisation + Secondary-measure weighted mean for supplied company headcount observations records (headcount, open_roles). 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-company-12-205?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","company_group","date","headcount","open_roles"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"headcount":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"open_roles":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"company_group":{"type":"string","default":"","maxLength":80}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","headcount":10,"open_roles":1,"company_group":"group-a"},{"date":"2026-10-02","row_id":"row-2","headcount":20,"open_roles":2,"company_group":"group-b"},{"date":"2026-10-03","row_id":"row-3","headcount":15,"open_roles":3,"company_group":"group-a"},{"date":"2026-10-04","row_id":"row-4","headcount":30,"open_roles":4,"company_group":"group-b"}],"maxItems":200,"minItems":1},"field":{"enum":["headcount","open_roles"],"type":"string","default":"headcount"}}},"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_qX1PKWC2NUNCDR53Zz1G_","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 up to 200 company headcount/open-roles records: record quality audit, string normalisation, and secondary-measure weighted mean computation.","exampleAgentPrompt":"Can you audit the quality of these company headcount records, normalise the company group names, and compute a weighted mean for headcount weighted by open_roles? I have about 50 rows covering groups like 'group-a' and 'group-b' from October 2026.","exampleUseCases":[{"title":"HR data quality check before reporting","prompt":"I need to audit this batch of headcount observations before our quarterly report — can you run a quality check on my 80 rows of headcount and open_roles data to flag any bad records and normalise the company group names?"},{"title":"Weighted average headcount for workforce planning","prompt":"Can you compute a weighted mean for headcount across these company groups using open_roles as the secondary measure? I've got about 120 rows of data from Q4 2026."},{"title":"Cleaning messy workforce dataset strings","prompt":"My company headcount dataset has inconsistent group name formatting — can you run string normalisation across the company_group field for these 60 rows and also audit the records for quality issues?"}],"resultDescription":"Three bundled reports for the submitted rows (up to 200): (1) a record quality audit highlighting malformed, missing, or suspicious entries; (2) string-normalised versions of company_group and other text fields; (3) a secondary-measure weighted mean of the selected field (headcount or open_roles) computed locally without any external lookups.","failureModes":["More than 200 rows submitted — request will be rejected or truncated","Missing required fields (row_id, company_group, date, headcount, open_roles) cause row-level errors","Invalid date format (not YYYY-MM-DD) triggers validation failure","Numeric values outside allowed range cause schema rejection","Payment not provided or insufficient USDC triggers 402 response"],"whenToPreferThis":"Choose this endpoint when you need three specific analytical operations — quality audit, string normalisation, and weighted mean — applied together to a batch of company headcount records in a single call. It is best suited for offline/batch data cleaning and summarisation workflows where no external lookups or predictions are needed, and when cost efficiency (three reports for $0.01 USDC) matters.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-19T06:44:16.855Z","isFirstParty":false,"canonicalSlug":"company-headcount-observations-record-quality-audit-string-350683b2"}