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Security Training Analytics — Two-Measure Correlation + Explicit Missing-Value Fill
x402
Security Training Analytics — Two-Measure Correlation + Explicit Missing-Value Fill is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-11-01).
Computes correlation between two measures (participants and completions) and fills missing values using zero, mean, or median for security training records, returning two analytical reports for up to 200 rows.
Price / call$0.01
Success—
StatusUnknown
How this service works
Security training — Two-measure correlation + Explicit missing-value fill: Two-measure correlation + Explicit missing-value fill for supplied security training records (participants, completions). 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.
Output
Returns two analytical reports: (1) a two-measure correlation report showing the statistical relationship between participants and completions across the supplied rows, and (2) an explicit missing-value fill report showing which cells were imputed and with what values (zero, mean, or median), based entirely on the supplied data with no external lookups.
Example use cases
Training completion rate correlation audit
“We ran a phishing awareness training across group-a and group-b over the past week — I have daily rows with participant counts and completions but some completion values are null. Fill the missing completions using the mean and then tell me how strongly participants and completions are correlated.”
Missing participant data imputation
“My security training export has some null participant values for certain dates. Can you fill those missing participant counts with zero and also run the correlation between participants and completions so I can see if attendance predicts completion?”
Control group comparison analytics
“I've got security training records split across two control groups over October with participants and completions per day — some values are missing. Use median imputation on the completions field and give me both the missing-value fill report and the two-measure correlation report.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-security-13-184?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you have security training records (participants and completions) up to 200 rows and need both missing-value imputation and correlation analysis in a single low-cost call. It is purpose-built for security training data with control groups and date-keyed rows, and bundles two analytical reports for $0.01 USDC. Prefer it over generic analytics services when your data fits the defined schema and you want offline, local computation with no external data dependencies.
Side effects
- Row count exceeds 200 items — request rejected
- Invalid date format (non-YYYY-MM-DD) causes validation error
- Missing required fields (row_id, control_group, date, participants, completions) returns schema error
- Invalid method enum value (not zero/mean/median) causes rejection
- Invalid field enum value (not participants/completions) causes rejection
- Fewer than 1 row submitted returns error
- All values for correlated field are null — correlation undefined
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string | |
| method | string |
Tags
x402
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