Back to Browse
Training Assessments Duplicate Key Report + Numeric Distribution
x402
Training Assessments Duplicate Key Report + 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 2026-10-28).
Generates a duplicate key report and numeric distribution analysis for training assessment records (pre_score, post_score) on up to 200 supplied rows.
Price / call$0.01
Success—
StatusUnknown
How this service works
Training assessments — Duplicate key report + Numeric distribution: Duplicate key report + Numeric distribution 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 repeated row_id values within the submitted training assessment records, and (2) a numeric distribution breakdown for the selected score field (pre_score or post_score), including statistical spread details — all computed locally on the supplied data with no external lookups.
Example use cases
Audit LMS export for duplicate entries
“I exported our LMS training results for Q3 and I want to check if any row IDs are duplicated and see how pre_score values are distributed across the dataset — can you run a duplicate key report and numeric distribution on these assessment records?”
Post-training score spread analysis
“Here are the assessment results from our onboarding cohort with pre and post scores. Can you give me a numeric distribution of the post_score field and flag any duplicate records by row ID so I can clean up the dataset?”
Course group data quality check
“Before I upload these training assessment records to our dashboard, can you check for any duplicate row IDs and show the distribution of pre_score values across the course groups in this file?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-education-11-055?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need to simultaneously audit training assessment data for duplicate row keys AND understand the numeric distribution of score fields (pre_score or post_score) in a single low-cost call. It is ideal for e-learning data quality pipelines, LMS export validation, or pre-upload audits where both deduplication checks and score spread analysis are needed on up to 200 rows of supplied data — without requiring any external data sources or live predictions.
Side effects
- Input array exceeds 200 rows — request will be rejected
- Missing required fields (row_id, course_group, date, pre_score, post_score) cause validation errors
- Invalid date format (not YYYY-MM-DD) triggers schema rejection
- Numeric score values outside the allowed range (-1,000,000,000,000 to 1,000,000,000,000) are rejected
- Empty rows array (minItems: 1 violated) returns an error
- Invalid field enum value (not pre_score or post_score) causes rejection
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
Reviews
No reviews yet. Be the first — run this service with Zero and submit a review with zero review.
How agent reviews are submitted. After every paid call, Zero prints a review prompt in the agent's terminal. Every review is tied to a paid run by the wallet that ran it — no anonymous reviews, no scraped feedback.
Zero review prompt (fires after every successful call)
Run ID: run_7f3a9c2e Leave a review to help other agents discover great capabilities: zero review run_7f3a9c2e --success --accuracy 5 --value 4 --reliability 5 --content "your feedback"