{"uid":"cap_ooVU7qNv23ujsyS89UL2W","slug":"color-swatches-record-quality-audit-string-normalisation-secondary-5a1d23d8","name":"Color Swatches — Record Quality Audit + String Normalisation + Secondary-Measure Weighted Mean","description":"Color swatches — Record quality audit + String normalisation + Secondary-measure weighted mean: Record quality audit + String normalisation + Secondary-measure weighted mean for supplied color swatches records (luminance, chroma). Up to 200 rows; 3 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 3 supplied-data reports for up to 200 rows.","url":"https://market.datapackvibe.com/x402/assistant-ib26-creative-20-205?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","asset_group","date","luminance","chroma"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"chroma":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"luminance":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"asset_group":{"type":"string","default":"","maxLength":80}},"additionalProperties":false},"default":[{"date":"2026-10-01","chroma":1,"row_id":"row-1","luminance":10,"asset_group":"group-a"},{"date":"2026-10-02","chroma":2,"row_id":"row-2","luminance":20,"asset_group":"group-b"},{"date":"2026-10-03","chroma":3,"row_id":"row-3","luminance":15,"asset_group":"group-a"},{"date":"2026-10-04","chroma":4,"row_id":"row-4","luminance":30,"asset_group":"group-b"}],"maxItems":200,"minItems":1},"field":{"enum":["luminance","chroma"],"type":"string","default":"luminance"}}},"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_wMDyLCrhcpsHX0BbOFpeN","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":"Runs three local analytical reports on color swatch data (luminance and chroma): record quality audit, string normalisation, and secondary-measure weighted mean, for up to 200 rows.","exampleAgentPrompt":"Can you run a record quality audit, string normalisation, and secondary-measure weighted mean on my color swatch data? I have up to 50 rows with luminance and chroma values across a few asset groups — use luminance as the primary field.","exampleUseCases":[{"title":"Auditing color swatch dataset quality","prompt":"I have a spreadsheet of color swatch records with luminance and chroma columns across multiple asset groups. Can you audit the record quality, normalise the string fields, and compute a weighted mean on the luminance values for me? There are about 80 rows."},{"title":"Cleaning creative asset color data","prompt":"We've collected chroma and luminance readings for our creative asset groups and I want to check for quality issues and get the strings normalised. Can you run all three reports on my 120-row dataset using chroma as the field?"},{"title":"Weighted mean on secondary color measure","prompt":"I need a weighted mean computed on the secondary measure in my color swatch records — I have about 30 rows with luminance and chroma, and I'd also like a quality audit and string normalisation at the same time. Can you do all three reports?"}],"resultDescription":"Three independent analytical reports on the submitted color swatch rows: (1) a record quality audit flagging completeness and consistency issues, (2) a string normalisation report for text fields like row_id and asset_group, and (3) a secondary-measure weighted mean computed across the specified field (luminance or chroma). All processing is local with no external lookups.","failureModes":["Rows array empty or exceeds 200 items — validation error","Missing required fields (row_id, asset_group, date, luminance, chroma) on any row — schema validation failure","Invalid date format (not YYYY-MM-DD) — pattern validation error","Field enum value not 'luminance' or 'chroma' — invalid input error","Payment not attached or insufficient USDC — 402 Payment Required","Numeric values outside allowed range — validation error"],"whenToPreferThis":"Choose this endpoint when you need three bundled analytical reports — quality audit, string normalisation, and weighted mean — on color swatch data (luminance/chroma) in a single low-cost call. It is ideal for batch offline analysis of up to 200 rows of creative asset color data where no live data lookup, prediction, or external action is needed. Prefer it over separate analytics tools when cost efficiency ($0.01 for three reports) and co-located local processing matter.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-11-02T12:37:36.007Z","isFirstParty":false,"canonicalSlug":"color-swatches-record-quality-audit-string-normalisation-secondary-5a1d23d8"}