{"uid":"cap_GlT2lufWFyp8U-FGPcTch","slug":"forecast-verification-inputs-numeric-row-ordering-keyed-dataset-30ac989b","name":"Forecast Verification Inputs — Numeric Row Ordering + Keyed Dataset Comparison","description":"Forecast verification inputs — Numeric row ordering + Keyed dataset comparison: Numeric row ordering + Keyed dataset comparison 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-24-123?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}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"station_group":{"type":"string","default":"","maxLength":80},"forecast_value":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"observed_value":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","station_group":"group-a","forecast_value":10,"observed_value":1},{"date":"2026-10-02","row_id":"row-2","station_group":"group-b","forecast_value":20,"observed_value":2},{"date":"2026-10-03","row_id":"row-3","station_group":"group-a","forecast_value":15,"observed_value":3},{"date":"2026-10-04","row_id":"row-4","station_group":"group-b","forecast_value":30,"observed_value":4}],"maxItems":200,"minItems":1},"field":{"enum":["forecast_value","observed_value"],"type":"string","default":"forecast_value"},"other":{"type":"array","items":{"type":"object","required":["row_id","station_group","date","forecast_value","observed_value"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","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":21,"observed_value":2},{"date":"2026-10-03","row_id":"row-3","station_group":"group-a","forecast_value":17,"observed_value":3},{"date":"2026-10-04","row_id":"row-4","station_group":"group-b","forecast_value":33,"observed_value":4}],"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_SBVshaWYIwU-bohEgXdlf","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":"Analyzes up to 200 rows of forecast vs. observed value pairs, producing two reports: numeric row ordering and keyed dataset comparison across station groups and dates.","exampleAgentPrompt":"I have two sets of weather station forecast verification records — each with up to 200 rows of forecast_value and observed_value keyed by row_id, station_group, and date — can you run a numeric row ordering report and a keyed dataset comparison report on them to see how they differ?","exampleUseCases":[{"title":"Multi-station forecast accuracy audit","prompt":"I've got 150 rows of forecast vs observed temperature readings across two station groups from October 2026. Can you rank those rows numerically by forecast_value and also compare them against a second dataset with slightly different forecast values to flag any key-level mismatches?"},{"title":"Comparing two forecast model outputs","prompt":"We ran two different forecast models over the same 80 dates and station groups. Can you take both sets of forecast_value and observed_value records and generate a numeric ordering report plus a row-by-row keyed comparison so I can see where the models diverge?"},{"title":"Daily observed vs forecast delta check","prompt":"Here are 200 rows of weather station data with daily forecast and observed values from groups A and B through Q4 2026 — please produce a numeric ordering of the rows by observed_value and compare them key-by-key against our baseline dataset to spot any discrepancies."}],"resultDescription":"Two analytical reports computed locally against the supplied data: (1) a numeric row ordering of the input records ranked by the selected field (forecast_value or observed_value), and (2) a keyed dataset comparison between the primary 'rows' dataset and the secondary 'other' dataset, matching records by row_id/station_group/date keys and highlighting differences in forecast_value or observed_value.","failureModes":["Rows array empty or missing — validation error returned","Row count exceeds 200 — request rejected","Invalid date format (not YYYY-MM-DD) — schema validation failure","Missing required fields (row_id, forecast_value, observed_value) — error per row","Null values in numeric fields may affect ordering output","Mismatched row_ids between 'rows' and 'other' datasets result in unmatched keys in comparison report","Payment not included or insufficient — 402 payment required response"],"whenToPreferThis":"Choose this endpoint when you need to locally analyze forecast vs. observed value pairs — specifically to rank records numerically and compare two keyed datasets side by side — without relying on any external lookup, live weather data, or predictive modeling. Ideal for offline forecast verification workflows, model-output comparison pipelines, or auditing historical forecast accuracy across station groups at minimal cost ($0.01 USDC for both reports).","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-11-02T18:34:34.054Z","isFirstParty":false,"canonicalSlug":"forecast-verification-inputs-numeric-row-ordering-keyed-dataset-30ac989b"}