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Data Collection Completeness — Numeric Distribution + Numeric Row Ordering
x402
Data Collection Completeness — Numeric Distribution + Numeric Row Ordering is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-22).
Analyzes data collection completeness records by computing numeric distribution statistics and numeric row ordering for up to 200 rows of observed vs. expected values, returning two independent analytical reports.
Price / call$0.01
Success—
StatusUnknown
How this service works
Data collection completeness — Numeric distribution + Numeric row ordering: Numeric distribution + Numeric row ordering for supplied data collection completeness records (observed_values, expected_values). 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 independent analytical reports: (1) a numeric distribution report summarizing statistical distribution of the selected field (observed_values or expected_values) across the supplied rows, and (2) a numeric row ordering report showing the rank or ordering of values across rows — both computed locally with no external lookups, covering up to 200 input rows.
Example use cases
Education course data completeness audit
“I have weekly data collection records for two course groups with observed and expected enrollment counts across October 2026 — can you run numeric distribution and row ordering analysis on the observed_values to see how complete and consistent the data looks?”
Spotting ordering anomalies in expected values
“I want to check if my expected_values follow a sensible numeric order across these 50 data rows for different course groups and dates — run the numeric row ordering and distribution reports on the expected_values field.”
Comparing completeness patterns across groups
“I've got 120 completeness records with row IDs, dates, course groups, and both observed and expected values — give me the numeric distribution and ordering breakdown on observed_values so I can see where my data collection is falling short.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-education-22-073?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need two simultaneous statistical reports — numeric distribution and row ordering — on completeness data (observed vs. expected values) for up to 200 rows, without requiring any external data lookup, prediction, or live data connection. Ideal for education or survey data quality workflows where you want fast, local analytical computation on pre-supplied datasets at low cost ($0.01 USDC for both reports).
Side effects
- Submitting more than 200 rows returns a validation error
- Missing required fields (row_id, date, observed_values, expected_values) causes rejection
- Invalid date format (not YYYY-MM-DD) triggers a schema validation error
- Values outside the allowed numeric range (-1e12 to 1e12) are rejected
- Empty rows array is not permitted (minItems: 1)
- Invalid field enum value (not 'observed_values' or 'expected_values') causes an error
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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