{"uid":"cap_kg8t9ssrwO8TTZYeHG4Ue","slug":"forecast-verification-inputs-exact-row-deduplication-date-by-category-951b1bc9","name":"Forecast Verification Inputs — Exact Row Deduplication + Date by Category Pivot","description":"Forecast verification inputs — Exact row deduplication + Date by category pivot: Exact row deduplication + Date by category pivot for supplied forecast verification inputs records (forecast_value, observed_value). 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-24-052?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","station_group","date","forecast_value","observed_value"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"station_group":{"type":"string","default":"","maxLength":80},"forecast_value":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"observed_value":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","station_group":"group-a","forecast_value":10,"observed_value":1},{"date":"2026-10-02","row_id":"row-2","station_group":"group-b","forecast_value":20,"observed_value":2},{"date":"2026-10-03","row_id":"row-3","station_group":"group-a","forecast_value":15,"observed_value":3},{"date":"2026-10-04","row_id":"row-4","station_group":"group-b","forecast_value":30,"observed_value":4}],"maxItems":200,"minItems":1},"field":{"enum":["forecast_value","observed_value"],"type":"string","default":"forecast_value"}}},"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_m19jZaDvOeJoOHSfU15Kf","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":"Deduplicates forecast verification rows and pivots date-by-category for supplied forecast_value/observed_value records, returning two local analytical reports for up to 200 rows.","exampleAgentPrompt":"I have up to 200 forecast verification rows with station_group, date, forecast_value, and observed_value fields — can you run exact row deduplication and a date-by-category pivot on the forecast_value field and give me both reports?","exampleUseCases":[{"title":"Deduplicate station forecast verification logs","prompt":"I've got a set of weather station verification records with row IDs, station groups like 'group-a' and 'group-b', dates, forecast values, and observed values — some rows are duplicated. Can you deduplicate them exactly and also give me a pivot of forecast_value by date and station group?"},{"title":"Pivot observed values across forecast categories","prompt":"I have about 150 forecast verification entries across several station groups with dates ranging from 2026-10-01 onwards. Please run exact row deduplication and pivot the observed_value field by date and category so I can see the breakdown clearly."},{"title":"Audit forecast data quality before model evaluation","prompt":"Before I feed these forecast verification records into my accuracy model, I need two things: exact duplicate removal and a date-by-station-group pivot on forecast_value. The dataset has up to 200 rows with station_group, date, forecast_value, and observed_value columns."}],"resultDescription":"Returns two analytical reports derived entirely from the supplied data: (1) an exact row deduplication report identifying and removing duplicate records across all fields, and (2) a date-by-category pivot table cross-tabulating the selected field (forecast_value or observed_value) by date and station_group. No external data sources or live predictions are used.","failureModes":["Input array exceeds 200 rows — request rejected","Missing required fields (row_id, station_group, date, forecast_value, or observed_value) — validation error","Invalid date format (not YYYY-MM-DD pattern) — schema validation failure","All rows are unique — deduplication report returns full dataset unchanged","Numeric values out of range (beyond ±1,000,000,000,000) — schema rejection","Empty rows array — minItems:1 constraint violated"],"whenToPreferThis":"Choose this endpoint when you have up to 200 forecast verification records (with forecast_value and/or observed_value fields) and need both exact duplicate removal and a date-by-category pivot in a single low-cost call ($0.01 USDC for both reports). Prefer this over general-purpose data tools when your data conforms to the weather/forecast verification schema (station_group, date, forecast_value, observed_value) and you want two bundled analytical outputs without external lookups or live data dependencies.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-29T13:16:46.623Z","isFirstParty":false,"canonicalSlug":"forecast-verification-inputs-exact-row-deduplication-date-by-category-951b1bc9"}