{"uid":"cap_5umUaHCVavMzUn_dwT5fC","slug":"lighting-setups-two-measure-correlation-keyed-dataset-comparison-92fbaac8","name":"Lighting Setups — Two-Measure Correlation + Keyed Dataset Comparison","description":"Lighting setups — Two-measure correlation + Keyed dataset comparison: Two-measure correlation + 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-11-183?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}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"asset_group":{"type":"string","default":"","maxLength":80},"light_count":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"render_seconds":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","asset_group":"group-a","light_count":10,"render_seconds":1},{"date":"2026-10-02","row_id":"row-2","asset_group":"group-b","light_count":20,"render_seconds":2},{"date":"2026-10-03","row_id":"row-3","asset_group":"group-a","light_count":15,"render_seconds":3},{"date":"2026-10-04","row_id":"row-4","asset_group":"group-b","light_count":30,"render_seconds":4}],"maxItems":200,"minItems":1},"other":{"type":"array","items":{"type":"object","required":["row_id","asset_group","date","light_count","render_seconds"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","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_IJDm3D03KP5K6xt8u-ezJ","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 Pearson correlation between light_count and render_seconds, plus a keyed row-by-row comparison between two supplied lighting setup datasets, for up to 200 rows each.","exampleAgentPrompt":"I have two versions of my lighting setup data — the original and a revised one — each with up to 50 rows of light_count and render_seconds per asset group. Can you run a correlation analysis between light count and render time, and also compare the two datasets row by row using the row IDs?","exampleUseCases":[{"title":"Render time vs light count correlation","prompt":"I've got 120 rows of lighting setup records with light_count and render_seconds values across different asset groups. Can you tell me how strongly correlated the number of lights is with render time, and compare these records against my baseline dataset row by row?"},{"title":"Before/after lighting rig comparison","prompt":"We updated our lighting rigs last week and I want to compare the old setup data against the new one. Both datasets have the same row IDs — can you do a keyed comparison and also show me the correlation between light count and render seconds for each version?"},{"title":"Multi-group lighting performance audit","prompt":"I have lighting setup records for group-a and group-b scenes, and I want to know if there's a statistical relationship between how many lights are used and how long rendering takes. Also compare my current dataset against last month's records using matching row IDs."}],"resultDescription":"Returns two analytical reports: (1) a two-measure Pearson correlation between light_count and render_seconds across the supplied rows, and (2) a keyed row-by-row comparison between the 'rows' and 'other' datasets, matching on row_id, highlighting differences in numeric values per asset_group and date.","failureModes":["Fewer than 1 row submitted — validation error","More than 200 rows in either dataset — rejected with row limit error","Mismatched or missing required fields (row_id, light_count, render_seconds) — schema validation failure","All light_count or render_seconds values are null — correlation cannot be computed","Date strings not matching YYYY-MM-DD pattern — format validation error","row_id not unique within a dataset — keyed comparison may produce unexpected results"],"whenToPreferThis":"Choose this endpoint when you have two structured lighting setup datasets (with matching row IDs) and need both a statistical correlation between light count and render duration AND a direct row-keyed diff between the two datasets in a single call. It is purpose-built for 3D/CG pipeline data with these exact fields and is more cost-effective than calling separate correlation and comparison services.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-22T00:49:12.015Z","isFirstParty":false,"canonicalSlug":"lighting-setups-two-measure-correlation-keyed-dataset-comparison-92fbaac8"}