{"uid":"cap_3HqNGxGKpsaTFNTmChd_s","slug":"rig-complexity-iqr-outlier-flags-missing-value-fill-e7b5fe3e","name":"Rig Complexity IQR Outlier Flags + Missing-Value Fill","description":"Rig complexity — IQR outlier flags + Explicit missing-value fill: IQR outlier flags + Explicit missing-value fill for supplied rig complexity records (bone_count, constraint_count). 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-04-180?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","asset_group","date","bone_count","constraint_count"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"bone_count":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"asset_group":{"type":"string","default":"","maxLength":80},"constraint_count":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","bone_count":10,"asset_group":"group-a","constraint_count":1},{"date":"2026-10-02","row_id":"row-2","bone_count":20,"asset_group":"group-b","constraint_count":2},{"date":"2026-10-03","row_id":"row-3","bone_count":15,"asset_group":"group-a","constraint_count":3},{"date":"2026-10-04","row_id":"row-4","bone_count":30,"asset_group":"group-b","constraint_count":4}],"maxItems":200,"minItems":1},"field":{"enum":["bone_count","constraint_count"],"type":"string","default":"bone_count"},"method":{"enum":["zero","mean","median"],"type":"string","default":"median"}}},"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__pvbI2gvjrMzSIccccDBI","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 IQR-based outlier detection and missing-value imputation on rig complexity records (bone_count, constraint_count) for up to 200 rows, returning two local analytical reports.","exampleAgentPrompt":"Analyze my rig complexity data for outliers and fill any missing values — here are 4 rows with row IDs row-1 through row-4, asset groups group-a and group-b, dates 2026-10-01 to 2026-10-04, bone counts 10, 20, 15, 30, and constraint counts 1, 2, 3, 4. Use median imputation on the bone_count field and flag IQR outliers.","exampleUseCases":[{"title":"Outlier detection in animation rig data","prompt":"I have 50 character rig records with bone_count and constraint_count values — some look suspiciously high. Can you flag the IQR outliers in bone_count and fill any missing constraint_count values using median imputation? I'll send you the rows with row IDs, asset groups, and dates."},{"title":"Data cleaning before pipeline export","prompt":"Before I export my rig complexity dataset to our pipeline, can you clean it up? I need missing bone_count values filled with zeros and IQR outlier flags on the constraint_count field for about 120 rows across my character and vehicle asset groups."},{"title":"Quality check on newly imported rig records","prompt":"We just imported 80 new rig records and I want to make sure the numbers look sane. Can you run IQR outlier detection on the bone_count column and use mean imputation to fill any gaps in constraint_count? The rows span from 2026-01-01 to 2026-03-31 across multiple asset groups."}],"resultDescription":"Two analytical reports per call: (1) IQR outlier flags indicating which rows have bone_count or constraint_count values outside the interquartile range, and (2) a missing-value fill report showing imputed values (zero, mean, or median) for null entries in the selected field — all computed locally without external lookups or predictions.","failureModes":["Fewer than 1 row submitted — returns validation error","More than 200 rows submitted — rejected, maxItems exceeded","Invalid date format not matching YYYY-MM-DD pattern — schema validation failure","Unsupported imputation method outside zero/mean/median enum — rejected","Non-numeric values in bone_count or constraint_count — type validation error","Malformed row_id exceeding 80 characters — schema error"],"whenToPreferThis":"Choose this endpoint when you need lightweight, local statistical analysis on rig complexity metrics — specifically IQR outlier flagging and missing-value imputation on bone_count and constraint_count — for small batches up to 200 rows at a flat $0.01 USDC for both reports. It requires no external data sources, predictions, or professional assessments, making it ideal for repeatable data-quality checks in 3D animation and rigging pipelines.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-22T00:48:55.246Z","isFirstParty":false,"canonicalSlug":"rig-complexity-iqr-outlier-flags-missing-value-fill-e7b5fe3e"}