{"uid":"cap_2FJHBcl_HB1rMxL2AUCzE","slug":"company-headcount-observations-quality-audit-deduplication-grouped-0446047d","name":"Company Headcount Observations — Quality Audit, Deduplication & Grouped Summary","description":"Company headcount observations — Record quality audit + Exact row deduplication + Grouped numeric summary: Record quality audit + Exact row deduplication + Grouped numeric summary 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-12-211?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_cevmR8RrswTXgwxedpt99","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 company headcount data: record quality audit, exact row deduplication, and grouped numeric summary for up to 200 rows.","exampleAgentPrompt":"I have a dataset of company headcount observations with columns for row_id, company_group, date, headcount, and open_roles — can you run a quality audit, remove exact duplicate rows, and give me a grouped numeric summary by company_group for the headcount field? Here are up to 200 rows.","exampleUseCases":[{"title":"HR data cleanup before reporting","prompt":"I need to clean up our quarterly headcount data before sending it to the board — can you audit the record quality, deduplicate any exact repeated rows, and summarize headcount by company group? I have about 150 rows with fields for row_id, company_group, date, headcount, and open_roles."},{"title":"Validate recruiting pipeline dataset","prompt":"We pulled open_roles data from three HR systems and suspect there are overlapping records — can you run a deduplication check, a quality audit, and a grouped numeric summary on the open_roles field across our company groups? I'll send you up to 200 rows."},{"title":"Spot anomalies in workforce observations","prompt":"Before we load this headcount observation dataset into our dashboard, can you audit it for quality issues like nulls or out-of-range values, flag any duplicate rows, and give me a grouped summary of headcount numbers broken down by company_group?"}],"resultDescription":"Returns three independent reports: (1) a record quality audit flagging issues such as nulls, invalid values, or malformed dates in headcount and open_roles fields; (2) an exact row deduplication report identifying fully duplicated records; and (3) a grouped numeric summary aggregating the selected field (headcount or open_roles) by company_group, including statistics such as counts, totals, and averages.","failureModes":["Exceeding 200 rows returns a validation error","Missing required fields (row_id, company_group, date, headcount, open_roles) causes rejection","Dates not matching YYYY-MM-DD pattern fail schema validation","Null numeric values are allowed but may reduce summary accuracy","Empty rows array rejected due to minItems:1 constraint"],"whenToPreferThis":"Choose this endpoint when you have a batch of up to 200 company headcount or open_roles records and need all three of quality auditing, deduplication, and grouped summarization in a single low-cost call ($0.01 USDC). It is ideal for pre-load data validation pipelines, HR reporting workflows, or any scenario where you need offline analytical reports on supplied data without external lookups or live data sources.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-19T06:45:41.487Z","isFirstParty":false,"canonicalSlug":"company-headcount-observations-quality-audit-deduplication-grouped-0446047d"}