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Tutoring Sessions Record Quality Audit and Exact Row Deduplication
x402
Tutoring Sessions Record Quality Audit and Exact Row Deduplication is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-11-02).
Audits data quality and identifies exact duplicate rows in tutoring session records (session_minutes, session_count) for up to 200 rows, returning two independent analytical reports.
Price / call$0.01
Success—
StatusUnknown
How this service works
Tutoring sessions — Record quality audit + Exact row deduplication: Record quality audit + Exact row deduplication for supplied tutoring sessions records (session_minutes, session_count). 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 record quality audit flagging issues such as nulls, out-of-range values, or malformed fields in session_minutes and session_count; and (2) an exact row deduplication report identifying which rows are exact duplicates across all supplied fields. Results are computed locally using analytical engines with no external data lookups.
Example use cases
Pre-analysis tutoring data cleanup
“Before I run my end-of-semester analysis, can you audit my tutoring session records for quality issues and flag any exact duplicate rows? I have about 120 rows with session_minutes and session_count per course group and date.”
Course group deduplication check
“I exported tutoring logs for group-a and group-b across October and I suspect there are duplicate entries. Can you run an exact row deduplication report on these records and also tell me if there are any data quality problems?”
Automated pipeline data validation
“As part of my data pipeline, I need to validate each batch of up to 200 tutoring session rows for quality issues and exact duplicates before loading them into our database — can you produce both reports for this batch?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-education-16-002?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both a data quality audit and exact duplicate detection on tutoring session tabular data in a single low-cost call. It is ideal for pre-processing pipelines where session_minutes and session_count records must be validated and deduplicated before downstream analytics. It does not perform predictions, live lookups, or fuzzy matching — use it strictly for offline, batch-style validation of up to 200 rows of education session data.
Side effects
- Input array exceeds 200 rows — request rejected
- Missing required fields (row_id, course_group, date, session_minutes, session_count) — validation error
- Malformed date format (not YYYY-MM-DD) — schema rejection
- Empty rows array (minItems:1 not met) — error response
- Payment not attached or insufficient — 402 payment required
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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