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Training Assessments — Exact Row Deduplication + Category Frequencies
x402
Training Assessments — Exact Row Deduplication + 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).
Deduplicates training assessment records and computes category-frequency breakdowns for pre_score/post_score data across course groups, returning two analytical reports for up to 200 rows.
Price / call$0.01
Success—
StatusUnknown
How this service works
Training assessments — Exact row deduplication + Category frequencies: Exact row deduplication + 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 analytical reports: (1) an exact-row deduplication report identifying and removing duplicate assessment records from the submitted dataset, and (2) a category frequency table showing how many records appear per course_group value. Both reports are computed locally on the supplied data with no external lookups.
Example use cases
Clean e-learning assessment dataset
“I've got 150 training assessment rows with course_group, date, pre_score, and post_score — some of them might be duplicates. Can you remove the exact duplicate rows and tell me how many records exist per course group?”
Audit assessment records before reporting
“Before I finalize my quarterly training report, can you check these assessment records for exact duplicates and give me a count of how many assessments each course group has? I'll send you all the row IDs, dates, pre-scores, and post-scores.”
Frequency analysis for mixed-group training data
“I ran training sessions across three course groups and collected pre and post scores for about 80 participants — can you deduplicate the dataset and tell me the category frequencies so I know how many records I have per group?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-education-11-041?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you have training assessment data (pre_score, post_score per course group) and need both exact deduplication and category-frequency analysis in a single call at minimal cost. Ideal for small-to-medium datasets (up to 200 rows) where you want offline, deterministic analysis with no external data dependencies. Not suitable for datasets over 200 rows, for predictive scoring, or for live lookup enrichment.
Side effects
- Rows exceeding 200 items will be rejected (maxItems constraint)
- Missing required fields (row_id, course_group, date, pre_score, post_score) will cause validation errors
- Invalid date format (non YYYY-MM-DD) will fail schema validation
- row_id values exceeding 80 characters will be rejected
- Payment of 0.01 USDC required per call via x402 protocol; unpaid calls will be rejected
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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