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Tutoring Sessions Data Quality Suite — Audit, Normalisation & Deduplication
x402
Tutoring Sessions Data Quality Suite — Audit, Normalisation & Deduplication 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).
Runs three local analytical reports on tutoring session records: record quality audit, string normalisation, and exact row deduplication — no external lookups or predictions.
Price / call$0.01
Success—
StatusUnknown
How this service works
Tutoring sessions — Record quality audit + String normalisation + Exact row deduplication: Record quality audit + String normalisation + Exact row deduplication for supplied tutoring sessions records (session_minutes, session_count). 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 reports: (1) a record quality audit flagging missing, null, or out-of-range values in session_minutes and session_count; (2) string normalisation results for course_group and other text fields; (3) an exact row deduplication report identifying fully identical rows — all computed locally with no external calls.
Example use cases
Pre-analysis session data cleanup
“I have a CSV of tutoring sessions with course_group, date, session_minutes, and session_count — can you audit the data quality, normalise the strings, and flag any exact duplicate rows before I start my analysis? I've got about 150 rows.”
LMS data integrity check
“We exported tutoring session logs from our LMS and want to make sure the data is clean — please run a quality audit, string normalisation, and deduplication check on these records so we know what needs fixing before we load them into our dashboard.”
Tutor billing reconciliation cleanup
“Before we reconcile tutor billing, can you check these session records for duplicates, inconsistent course group names, and any data quality issues? There are around 80 rows with session_minutes and session_count fields.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-education-16-191?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need a bundled, cost-efficient three-report data quality pass (audit + normalisation + deduplication) on tutoring session records with up to 200 rows, at a flat rate of $0.01 USDC. Prefer it over single-purpose tools when all three operations are needed together on education/tutoring tabular data and no live lookup, prediction, or external enrichment is required.
Side effects
- More than 200 rows submitted — request rejected or truncated
- Missing required fields (row_id, date, course_group) cause validation errors
- Malformed date strings not matching YYYY-MM-DD pattern rejected
- Numeric values outside the allowed range flagged or rejected
- Empty rows array returns an error
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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