{"uid":"cap_v80uPaHb6yLRJkMSDv5gU","slug":"lighting-setups-secondary-measure-weighted-mean-keyed-dataset-b4701ae2","name":"Lighting Setups — Secondary-Measure Weighted Mean + Keyed Dataset Comparison","description":"Lighting setups — Secondary-measure weighted mean + Keyed dataset comparison: Secondary-measure weighted mean + Keyed dataset comparison for supplied lighting setups records (light_count, render_seconds). 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-creative-11-186?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","asset_group","date","light_count","render_seconds"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"asset_group":{"type":"string","default":"","maxLength":80},"light_count":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"render_seconds":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","asset_group":"group-a","light_count":10,"render_seconds":1},{"date":"2026-10-02","row_id":"row-2","asset_group":"group-b","light_count":20,"render_seconds":2},{"date":"2026-10-03","row_id":"row-3","asset_group":"group-a","light_count":15,"render_seconds":3},{"date":"2026-10-04","row_id":"row-4","asset_group":"group-b","light_count":30,"render_seconds":4}],"maxItems":200,"minItems":1},"field":{"enum":["light_count","render_seconds"],"type":"string","default":"light_count"},"other":{"type":"array","items":{"type":"object","required":["row_id","asset_group","date","light_count","render_seconds"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"asset_group":{"type":"string","default":"","maxLength":80},"light_count":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"render_seconds":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","asset_group":"group-a","light_count":10,"render_seconds":1},{"date":"2026-10-02","row_id":"row-2","asset_group":"group-b","light_count":21,"render_seconds":2},{"date":"2026-10-03","row_id":"row-3","asset_group":"group-a","light_count":17,"render_seconds":3},{"date":"2026-10-04","row_id":"row-4","asset_group":"group-b","light_count":33,"render_seconds":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_Kkh07rAFqlY1Z0ZU0gv44","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":"Computes a secondary-measure weighted mean and performs a keyed dataset comparison for up to 200 lighting setup records (light_count, render_seconds), returning two analytical reports.","exampleAgentPrompt":"I have two sets of lighting setup records — each row has a row_id, asset_group, date, light_count, and render_seconds — and I want a weighted mean of render_seconds (weighted by light_count) plus a keyed comparison between the two datasets. Can you run both reports for up to 200 rows?","exampleUseCases":[{"title":"Compare lighting rigs across two render passes","prompt":"I have two batches of lighting data from our studio pipeline, each with asset_group, date, light_count, and render_seconds. Please compute the secondary-measure weighted mean for light_count and compare the two datasets row by row so I can see where the render times diverged."},{"title":"Weighted render time analysis by asset group","prompt":"For our VFX project, I've got 150 lighting setup records with light_count and render_seconds per date and asset group. Can you calculate the render_seconds weighted mean using light_count as the weight, and also compare it against our baseline dataset?"},{"title":"Benchmarking new lighting config against old","prompt":"We updated our scene lighting and I want to compare the new config records against the old ones — both have row_id, asset_group, date, light_count, and render_seconds. Run a weighted mean on render_seconds and give me the keyed comparison report so I can quantify the difference."}],"resultDescription":"Returns two analytical reports: (1) a secondary-measure weighted mean of the selected field (light_count or render_seconds) across the supplied rows, and (2) a keyed dataset comparison between the primary rows and the secondary 'other' rows, matching on row_id. Both reports are computed locally with no external lookups.","failureModes":["More than 200 rows submitted — exceeds maxItems limit","Missing required fields (row_id, asset_group, date, light_count, render_seconds) on any row","Invalid date format (must match YYYY-MM-DD pattern)","Invalid field enum value (must be 'light_count' or 'render_seconds')","All values for the weight field are null — weighted mean cannot be computed","Mismatched row_ids between primary and comparison dataset — keyed comparison may yield empty matches"],"whenToPreferThis":"Choose this endpoint when you need both a weighted mean calculation and a keyed dataset comparison on lighting setup records (light_count, render_seconds) in a single call. It is ideal for 3D rendering pipelines where you want to benchmark or compare two sets of scene configurations analytically without any external lookup or prediction. Best when data fits within 200 rows and you want two reports for a flat $0.01 USDC fee.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-22T00:49:23.328Z","isFirstParty":false,"canonicalSlug":"lighting-setups-secondary-measure-weighted-mean-keyed-dataset-b4701ae2"}