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Training Assessments — String Normalisation + Duplicate Key Report
x402
Training Assessments — String Normalisation + Duplicate Key Report is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-26).
Analyses training assessment records (pre_score, post_score) to produce string normalisation and duplicate key reports for up to 200 rows.
Price / call$0.01
Success—
StatusUnknown
How this service works
Training assessments — String normalisation + Duplicate key report: String normalisation + Duplicate key report 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
Two reports are returned: (1) a string normalisation report highlighting inconsistencies or non-standard string values in text fields such as course_group, and (2) a duplicate key report identifying rows sharing the same key identifiers. No external lookups or predictions are made; all analysis is performed locally on the supplied rows.
Example use cases
Pre-training data quality audit
“I have a batch of up to 150 training assessment rows with row_id, course_group, date, pre_score, and post_score. Can you check them for duplicate keys and normalise any inconsistent string values in the course_group field before I import them?”
E-learning platform deduplication check
“Before I load these 80 assessment records into our LMS, can you run a duplicate row_id check and string normalisation pass on the course_group and date fields so I catch any data entry errors?”
Post-training score record cleanup
“I exported 200 assessment records from our training system — each has a row_id, course_group, date, pre_score, and post_score. Please generate a duplicate key report and string normalisation report so I know what needs fixing.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-education-11-021?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need to simultaneously check for duplicate row identifiers and normalise string fields in training assessment data (pre_score, post_score, course_group) for batches up to 200 rows. It is ideal for pre-import data quality checks on e-learning or HR training datasets where no external lookups, predictions, or live data sources are needed. The flat per-call price covers both reports in a single request.
Side effects
- Batch exceeds 200 rows — request rejected
- Missing required fields (row_id, course_group, date, pre_score, post_score) — validation error
- Invalid date format (must match YYYY-MM-DD pattern) — schema validation failure
- Score values outside allowed numeric range — rejected
- Empty rows array — minimum 1 item required
- Payment not provided or insufficient — HTTP 402 response
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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