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Training Compliance Record Quality Audit + Exact Row Deduplication + Duplicate Key Report
x402
Training Compliance Record Quality Audit + Exact Row Deduplication + 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).
Audits training compliance records for quality issues, removes exact duplicate rows, and identifies duplicate keys across completed_courses and assigned_courses data — three reports for up to 200 rows.
Price / call$0.01
Success—
StatusUnknown
How this service works
Training compliance — Record quality audit + Exact row deduplication + Duplicate key report: Record quality audit + Exact row deduplication + Duplicate key report for supplied training compliance records (completed_courses, assigned_courses). Up to 200 rows; 3 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 3 supplied-data reports for up to 200 rows.
Output
Three independent analytical reports: (1) a record quality audit identifying issues such as nulls, out-of-range values, or malformed fields in completed_courses and assigned_courses; (2) an exact row deduplication report listing and removing fully identical rows; (3) a duplicate key report identifying rows sharing the same key values (e.g. row_id or composite key). All analysis is performed locally on the supplied data — no external lookups or predictions.
Example use cases
Pre-upload compliance data cleanup
“Before I load this quarter's training compliance data into our LMS, can you run a quality audit on these 120 rows, strip out any exact duplicates, and flag any duplicate row IDs? The data has team_group, date, completed_courses, and assigned_courses columns.”
HR team training records deduplication
“Our HR system exported training completion records and I suspect there are duplicate entries. Can you check these 80 rows for exact duplicate records, identify duplicate row keys, and give me a quality audit report so I know what needs fixing?”
Compliance reporting data validation
“I need to validate our compliance dataset before the end-of-quarter report — please audit the record quality, find and remove exact duplicate rows, and produce a duplicate key report for these 150 training compliance entries covering completed and assigned courses.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-operations-10-209?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need three simultaneous data quality operations on training compliance records (audit + deduplication + duplicate key detection) in a single low-cost call. Ideal for pre-processing HR or LMS exports before database ingestion, compliance reporting, or downstream analytics. Best when your dataset is under 200 rows and you want local analytical processing without any external lookups, predictions, or professional assessments.
Side effects
- More than 200 rows submitted — request will be rejected or truncated
- Missing required fields (row_id, team_group, date, completed_courses, assigned_courses) cause validation errors
- Malformed date strings not matching YYYY-MM-DD pattern rejected
- Empty rows array returns error
- Numeric values outside allowed range (-1,000,000,000,000 to 1,000,000,000,000) may be rejected
- Payment of 0.01 USDC not included or failed — request blocked
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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