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Telescope Calibrations – Missing Co-occurrence Counter
x402
Telescope Calibrations – Missing Co-occurrence Counter is a paid API for AI agents from www.mahastrategies.com, paid per call via x402, $0.02033/call, status unknown (last checked 2026-10-16).
Counts paired missing values across owner, revision, and content pins for telescope calibration records (instrument/detector/filter/binning/readout/pipeline), flagging co-occurrences without treating nulls as matches
Price / call$0.02033
Success—
StatusUnknown
How this service works
Count paired missing owner, revision and content pins without silently treating a missing value as a matching value for instrument/detector/filter/binning/readout/pipeline-pinned calibration Supplied-record analysis, not independent certification. Full contract at the free describe URL.
Output
Returns counts of paired (co-occurring) missing values across calibration pin dimensions (owner, revision, content, instrument, detector, filter, binning, readout, pipeline), distinguishing each combination of simultaneously absent fields without treating a missing value as a match for a present one.
Example use cases
Auditing calibration pipeline completeness
“I have a batch of up to 30 telescope calibration records from our pipeline and I need to know how often the owner and revision pins are both missing at the same time — please run a missingness co-occurrence analysis on them, treating this as public, non-personal metadata.”
Diagnosing filter and binning data gaps
“Can you check these calibration records and tell me how frequently the filter pin and binning pin are co-missing? I want to catch cases where both are absent simultaneously rather than just flagging each one independently. Data class is public, metadata only.”
Instrument detector missingness audit
“We're reviewing our telescope calibration exports and want a count of paired missing values across instrument and detector pins in these records. Please run the missingness co-occurrence check on up to 25 rows of our public synthetic calibration data.”
Technical details
Endpoint
POSThttps://www.mahastrategies.com/api/v1/celestial/telescope-calibrations/missingness-cooccurrence?utm_source=zero.xyzWhen to prefer
Use this endpoint when you need to count how often multiple calibration pin fields are simultaneously absent in telescope calibration records, specifically distinguishing true co-missing pairs from cases where a null is mistakenly treated as a matching value. Prefer this over generic null-checks when you need structured co-occurrence statistics across the full set of instrument/detector/filter/binning/readout/pipeline dimensions.
Side effects
- Exceeds maxItems limit of 32 rows — request rejected
- dataClass not one of 'public' or 'synthetic' — validation error
- nonpersonalMetadata not explicitly set to true — rejected
- Malformed or empty rows array — schema validation error
- Missing required fields in individual row objects — analysis may return incomplete results
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| dataClass | string | |
| nonpersonalMetadata | boolean |
Tags
x402
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