{"uid":"cap_BLjqRiquA2dD3zPjfdVcP","slug":"technical-manuals-missingness-co-occurrence-counter-dec3179f","name":"Technical Manuals Missingness Co-occurrence Counter","description":"Count joint absence of procedure unit, tolerance and source-page metadata. Zero tolerance and page zero are supplied values; no imputation or engineering validity score. Offline typed nonpersonal metadata only. Result retention: 24 hours; minimal receipt metadata: 90 days.","url":"https://www.mahastrategies.com/api/v1/context/technical-manuals/missingness-cooccurrence?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"dataClass":{"enum":["public","synthetic"],"type":"string"},"parameters":{"type":"array","maxItems":32,"minItems":1},"nonpersonalMetadata":{"type":"boolean","const":true}}},"responseSchema":null,"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.020294","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":"$0.020294/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.020294","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.020294","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_yaUBLpajpOxFb6-p0kH40","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.020294","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Counts joint absence (co-occurrence of missing values) across procedure unit, tolerance, and source-page metadata fields in technical manual datasets.","exampleAgentPrompt":"Check my public technical manual dataset for joint missingness across procedure unit, tolerance, and source-page metadata — I want to see how often those fields are absent together, using these parameters: ['procedure_unit', 'tolerance', 'source_page'].","exampleUseCases":[{"title":"Engineering manual metadata gap audit","prompt":"I have a synthetic technical manual dataset with 20 parameters and I need to know how often procedure unit and tolerance are both missing at the same time — can you run a missingness co-occurrence check on it?"},{"title":"Documentation quality baseline check","prompt":"Before we publish this public technical manual dataset, can you count how frequently source-page metadata and tolerance fields are jointly absent across these parameters: ['source_page', 'tolerance', 'procedure_unit']?"},{"title":"Identifying correlated metadata gaps in manuals","prompt":"I want to understand which pairs of metadata fields tend to be missing together in my synthetic manual data — run a co-occurrence missingness analysis on parameters ['procedure_unit', 'source_page', 'tolerance', 'revision_date']."}],"resultDescription":"Returns counts of joint absence (co-occurrence) for combinations of procedure unit, tolerance, and source-page metadata fields across the supplied parameter list. Results reflect raw observed missingness with no imputation, engineering validity scoring, or derived estimates. Results are retained for 24 hours; minimal receipt metadata is retained for 90 days.","failureModes":["Invalid or missing dataClass enum value (must be 'public' or 'synthetic')","parameters array outside allowed range (1–32 items)","nonpersonalMetadata not set to true (required constant)","Request contains personal data, which is not supported","Malformed parameter entries causing parse failure","Timeout or service unavailability returning 5xx errors"],"whenToPreferThis":"Choose this endpoint when you need to quantify simultaneous absence of procedure unit, tolerance, and source-page metadata in technical manual datasets without any imputation or validity scoring. It is purpose-built for offline, typed, nonpersonal metadata analysis of public or synthetic data classes. Prefer it over general data profiling tools when you specifically need joint missingness counts (co-occurrence of missing fields) rather than per-field missingness rates or filled-value distributions.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T06:39:07.091Z","isFirstParty":false,"canonicalSlug":"technical-manuals-missingness-co-occurrence-counter-dec3179f"}