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Training Compliance Numeric Distribution & IQR Outlier Flags
x402
Training Compliance Numeric Distribution & IQR Outlier Flags is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-28).
Computes numeric distribution statistics and flags IQR-based outliers for training compliance records (completed_courses, assigned_courses) across up to 200 rows, producing 2 analytical reports.
Price / call$0.01
Success—
StatusUnknown
How this service works
Training compliance — Numeric distribution + IQR outlier flags: Numeric distribution + IQR outlier flags for supplied training compliance records (completed_courses, assigned_courses). 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 numeric distribution summary (e.g. min, max, mean, median, quartiles) and (2) IQR-based outlier flags identifying which rows fall outside the interquartile range, for the selected field (completed_courses or assigned_courses) across the supplied training compliance rows.
Example use cases
HR team outlier audit
“I have 150 training compliance records from our HR department with completed_courses and assigned_courses values by team group and date. Can you run the numeric distribution and flag any IQR outliers for the completed_courses field so I can spot which teams are way off the norm?”
Assigned courses spread analysis
“Here are our Q3 training records across all regional groups — can you compute the numeric distribution stats and IQR outlier flags specifically for the assigned_courses field across these 80 rows?”
Monthly compliance anomaly detection
“We have monthly training data for October with row IDs, team groups, dates, and course completion counts. Please run the distribution and outlier report on completed_courses so I can flag anomalous months before the board review.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-operations-10-080?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need fast, local statistical analysis of training compliance numeric fields — specifically distribution summaries and IQR outlier detection — on batches up to 200 rows. Ideal for HR or L&D analytics pipelines that need no external data lookup, live prediction, or professional assessment, just clean statistical flagging of anomalous training records at very low cost ($0.01 USDC for 2 reports).
Side effects
- Fewer than 1 row supplied — minimum 1 row required
- More than 200 rows submitted — exceeds maxItems limit
- Missing required fields (row_id, team_group, date, completed_courses, assigned_courses) in any row
- Invalid date format (must match YYYY-MM-DD pattern)
- Numeric values outside allowed range (-1,000,000,000,000 to 1,000,000,000,000)
- Invalid field enum value — only 'completed_courses' or 'assigned_courses' accepted
- Payment of 0.01 USDC not provided or rejected
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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