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Reading Activity Record Quality Audit & Numeric Distribution
x402
Reading Activity Record Quality Audit & Numeric Distribution is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-11-02).
Runs two local analytical reports — a record quality audit and a numeric distribution analysis — on up to 200 reading activity rows (pages_read or reading_minutes).
Price / call$0.01
Success—
StatusUnknown
How this service works
Reading activity — Record quality audit + Numeric distribution: Record quality audit + Numeric distribution for supplied reading activity records (pages_read, reading_minutes). 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 record quality audit identifying issues such as nulls, out-of-range values, or malformed entries across the supplied rows, and (2) a numeric distribution report showing statistical spread (e.g. min, max, mean, percentiles, frequency buckets) for the selected field (pages_read or reading_minutes). Both reports are computed locally with no external lookups.
Example use cases
Edtech data quality check before reporting
“I have 120 rows of student reading logs from last semester with row_id, date, course_group, pages_read, and reading_minutes — can you run a record quality audit and numeric distribution on the reading_minutes field so I can catch any bad data before I generate my report?”
Course group reading pages validation
“Can you audit the data quality and show me the numeric distribution for pages_read across these 80 reading activity records I'm uploading? I want to know which rows have issues and how the page counts are spread out.”
Pre-analysis profiling for learning analytics pipeline
“Before I run my learning analytics, audit these 200 reading activity records for quality problems and give me a distribution breakdown of the pages_read values so I know what I'm working with.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-education-04-004?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need simultaneous data quality auditing and numeric distribution profiling for reading activity records (pages_read or reading_minutes) in a single low-cost call. Ideal for education data pipelines where you want to validate record completeness and understand value distributions before downstream analysis, without any external lookups or predictions.
Side effects
- Rows array empty or missing — request rejected
- More than 200 rows supplied — exceeds limit
- Invalid date format (not YYYY-MM-DD) — schema validation error
- Field value not in enum (pages_read or reading_minutes) — rejected
- Numeric values outside allowed range — may flag as quality issues
- Payment not included or insufficient — 402 response
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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