{"uid":"cap_UHLcqlkzPGPm8WGvL3WwM","slug":"company-record-completeness-iqr-outlier-flags-keyed-dataset-comparison-933399ef","name":"Company Record Completeness — IQR Outlier Flags + Keyed Dataset Comparison","description":"Company record completeness — IQR outlier flags + Keyed dataset comparison: IQR outlier flags + Keyed dataset comparison for supplied company record completeness records (populated_fields, required_fields). Up to 200 rows; 2 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 2 supplied-data reports for up to 200 rows.","url":"https://market.datapackvibe.com/x402/assistant-ib26-company-01-179?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","company_group","date","populated_fields","required_fields"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"company_group":{"type":"string","default":"","maxLength":80},"required_fields":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"populated_fields":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","company_group":"group-a","required_fields":1,"populated_fields":10},{"date":"2026-10-02","row_id":"row-2","company_group":"group-b","required_fields":2,"populated_fields":20},{"date":"2026-10-03","row_id":"row-3","company_group":"group-a","required_fields":3,"populated_fields":15},{"date":"2026-10-04","row_id":"row-4","company_group":"group-b","required_fields":4,"populated_fields":30}],"maxItems":200,"minItems":1},"field":{"enum":["populated_fields","required_fields"],"type":"string","default":"populated_fields"},"other":{"type":"array","items":{"type":"object","required":["row_id","company_group","date","populated_fields","required_fields"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"company_group":{"type":"string","default":"","maxLength":80},"required_fields":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"populated_fields":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","company_group":"group-a","required_fields":1,"populated_fields":10},{"date":"2026-10-02","row_id":"row-2","company_group":"group-b","required_fields":2,"populated_fields":21},{"date":"2026-10-03","row_id":"row-3","company_group":"group-a","required_fields":3,"populated_fields":17},{"date":"2026-10-04","row_id":"row-4","company_group":"group-b","required_fields":4,"populated_fields":33}],"maxItems":200,"minItems":0}}},"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_XqnJNrlIY-6BlyBQY8ppC","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 two statistical reports on company record completeness data: IQR-based outlier detection and a keyed dataset comparison, for up to 200 rows of populated_fields and required_fields metrics.","exampleAgentPrompt":"Analyze this batch of company records for outliers and compare it against our baseline dataset — each row has a row_id, company_group, date, populated_fields, and required_fields. Flag any IQR outliers and show me which rows differ between the two datasets when keyed together.","exampleUseCases":[{"title":"CRM data quality audit","prompt":"I have two sets of company records — a current snapshot and last month's baseline — each with row_id, company_group, date, populated_fields, and required_fields. Can you flag any IQR outliers in populated_fields and show me where the two datasets diverge when matched by key?"},{"title":"Spotting abnormal required field counts","prompt":"Here are 150 rows of company completeness data with populated_fields and required_fields values per company group and date. Run an IQR outlier check on required_fields and also compare this set against our reference dataset to see which records look anomalous."},{"title":"Group-level completeness benchmarking","prompt":"I want to benchmark completeness across our company groups — I have a primary dataset and a comparison dataset, both with row_id, company_group, date, populated_fields, and required_fields. Please run the IQR outlier flags and keyed comparison reports on populated_fields."}],"resultDescription":"Returns two independent analytical reports: (1) IQR outlier flags identifying which rows have populated_fields or required_fields values outside the interquartile range, and (2) a keyed dataset comparison showing differences between the supplied primary and comparison datasets, matched by row key. No external data is fetched; all analysis is performed on the supplied rows.","failureModes":["Fewer than 1 row supplied — returns validation error","More than 200 rows supplied — exceeds limit, request rejected","Missing required fields (row_id, company_group, date, populated_fields, required_fields) — schema validation error","Invalid date format (not YYYY-MM-DD) — pattern validation failure","Null values in numeric fields may affect IQR computation results","Mismatched keys between primary and comparison datasets result in unmatched rows in the comparison report"],"whenToPreferThis":"Choose this endpoint when you need to statistically audit company record completeness data (populated_fields and required_fields) for outliers using IQR methodology and simultaneously compare two dataset snapshots by key — all in a single paid call. It is ideal for data quality pipelines where you want both anomaly detection and a diff report without building your own statistical engine. Not suitable for real-time lookups, predictions, or fetching external company data.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-19T06:45:44.558Z","isFirstParty":false,"canonicalSlug":"company-record-completeness-iqr-outlier-flags-keyed-dataset-comparison-933399ef"}