{"uid":"cap_xR5T38pnfI9fMtb1Auk06","slug":"wind-observations-record-quality-audit-and-exact-row-deduplication-81f7c924","name":"Wind Observations Record Quality Audit and Exact Row Deduplication","description":"Wind observations — Record quality audit + Exact row deduplication: Record quality audit + Exact row deduplication for supplied wind observations records (wind_speed_ms, gust_speed_ms). 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-weather-03-002?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","station_group","date","wind_speed_ms","gust_speed_ms"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"gust_speed_ms":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"station_group":{"type":"string","default":"","maxLength":80},"wind_speed_ms":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","gust_speed_ms":1,"station_group":"group-a","wind_speed_ms":10},{"date":"2026-10-02","row_id":"row-2","gust_speed_ms":2,"station_group":"group-b","wind_speed_ms":20},{"date":"2026-10-03","row_id":"row-3","gust_speed_ms":3,"station_group":"group-a","wind_speed_ms":15},{"date":"2026-10-04","row_id":"row-4","gust_speed_ms":4,"station_group":"group-b","wind_speed_ms":30}],"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_dTPgCDqICt9pMpd27AZkK","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":"Performs a quality audit and exact row deduplication on supplied wind observation records (wind_speed_ms, gust_speed_ms) for up to 200 rows, returning two independent analytical reports.","exampleAgentPrompt":"Can you run a quality audit and exact duplicate check on these wind observation records I have? I've got up to 50 rows with fields for row_id, station_group, date, wind_speed_ms, and gust_speed_ms — I need both reports back so I can clean the dataset before analysis.","exampleUseCases":[{"title":"Pre-ingestion wind data cleaning","prompt":"Before I load this batch of wind sensor readings into our database, can you run a quality audit and deduplication check on these 120 rows? Each row has a row_id, station group, date, wind_speed_ms, and gust_speed_ms — I need to know which records are bad quality and which are exact duplicates."},{"title":"Weather station QA pipeline","prompt":"I need to validate the data coming from our coastal weather stations — here are 80 wind observation records with wind speed and gust speed values. Can you audit them for quality issues and flag any exact duplicate rows?"},{"title":"Research dataset deduplication","prompt":"I'm preparing a wind dataset for a research paper and want to make sure there are no duplicate entries or bad records. Can you check these 35 wind observation rows — they have station group, date, wind_speed_ms, and gust_speed_ms — and give me both the quality audit and the deduplication report?"}],"resultDescription":"Returns two independent analytical reports: (1) a record quality audit flagging anomalous, null, or out-of-range values in wind_speed_ms and gust_speed_ms fields, and (2) an exact row deduplication report identifying duplicate entries across the supplied rows. Both reports are generated locally without live lookups or external data sources, covering up to 200 input rows.","failureModes":["Exceeding 200 rows returns a validation error","Missing required fields (row_id, station_group, date, wind_speed_ms, gust_speed_ms) causes rejection","Malformed date strings not matching YYYY-MM-DD pattern are rejected","Empty rows array returns an error","Non-numeric values in wind_speed_ms or gust_speed_ms cause schema validation failure","Payment of 0.01 USDC not provided or declined results in 402 Payment Required"],"whenToPreferThis":"Choose this endpoint when you need both a data quality audit AND exact deduplication for wind observation records in a single low-cost call ($0.01 USDC for both reports). It is ideal for pre-ingestion data cleaning pipelines, batch validation of weather station outputs, or research dataset preparation where wind_speed_ms and gust_speed_ms are the key measurement fields. Prefer this over general-purpose validation tools when your data specifically involves wind speed and gust measurements organized by station group and date.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-29T13:17:01.684Z","isFirstParty":false,"canonicalSlug":"wind-observations-record-quality-audit-and-exact-row-deduplication-81f7c924"}