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Training Assessments Duplicate Key Report and Category Frequencies
x402
Training Assessments Duplicate Key Report and Category Frequencies is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-29).
Analyzes training assessment records to produce a duplicate key report and category frequency counts for pre_score and post_score fields across course groups.
Price / call$0.01
Success—
StatusUnknown
How this service works
Training assessments — Duplicate key report + Category frequencies: Duplicate key report + Category frequencies for supplied training assessments records (pre_score, post_score). 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 duplicate key report identifying any row_ids that appear more than once in the submitted records, and (2) category frequency counts showing how many rows belong to each distinct course_group value. Covers up to 200 input rows per call with no external lookups or predictions.
Example use cases
Data quality check before LMS import
“Before I import these 150 training assessment records into our LMS, can you scan them for duplicate row IDs and also tell me how many records fall into each course group? I have row_id, course_group, date, pre_score, and post_score for each row.”
Course group distribution summary
“I have a batch of assessment results from our onboarding program — can you tell me how frequently each course group appears across all the records and flag any rows that share a duplicate key? There are about 80 rows with pre and post scores.”
Post-training audit for duplicate entries
“We ran a post-training evaluation and I think some entries got submitted twice. Can you run a duplicate key report on these assessment rows and also break down how many records we have per course group? I'll give you the row_id, date, course_group, pre_score, and post_score for each record.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-education-11-057?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need lightweight, local data quality checks on training assessment records — specifically duplicate key detection and category frequency analysis — without sending data to external prediction or lookup services. Best for small-to-medium batches (up to 200 rows) of pre/post score assessment data organized by course group, especially when you want both reports in a single low-cost call ($0.01 USDC).
Side effects
- Missing required fields (row_id, course_group, date, pre_score, post_score) causes validation error
- Exceeding 200 rows returns an error due to maxItems constraint
- Invalid date format (not YYYY-MM-DD) triggers pattern validation failure
- Empty rows array (minItems: 1 not met) causes rejection
- Non-numeric values in pre_score or post_score fields cause type errors
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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