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Tutoring Sessions Data Quality Audit, Deduplication & Base-100 Index (3-in-1)
x402
Tutoring Sessions Data Quality Audit, Deduplication & Base-100 Index (3-in-1) 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 analytical reports on supplied tutoring session records: a record quality audit, exact row deduplication, and a base-100 index series for session_minutes or session_count.
Price / call$0.01
Success—
StatusUnknown
How this service works
Tutoring sessions — Record quality audit + Exact row deduplication + Base-100 series: Record quality audit + Exact row deduplication + Base-100 series 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
Returns three independent reports: (1) a record quality audit highlighting null values, format errors, and out-of-range numbers; (2) an exact row deduplication report identifying fully duplicated rows; and (3) a base-100 index series for the chosen field (session_minutes or session_count) relative to the specified base row index. All computed locally with no external lookups.
Example use cases
Tutoring Data Integrity Check
“I have a spreadsheet of tutoring session logs with columns for row_id, course_group, date, session_minutes, and session_count — can you run a quality audit on all 150 rows to flag missing values, invalid dates, or out-of-range numbers, and also pull out any exact duplicate rows?”
Base-100 Index for Session Volume Tracking
“I want to track how our tutoring session_count has changed over time relative to our starting point. Can you take my 80 session records and build a base-100 index series anchored to row index 0 using the session_count field?”
Pre-Analysis Data Cleaning for Course Groups
“Before I do further analysis, I need a full data quality audit, duplicate removal report, and a base-100 index for session_minutes on my tutoring dataset — it has 60 rows covering two course groups, group-a and group-b, each with dates, session_minutes, and session_count.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-education-16-218?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need a bundled, cost-effective ($0.01 for all three reports) offline analytical pass over up to 200 tutoring session rows — specifically when you want data quality auditing, duplicate detection, and a base-100 indexed series in a single call without any live data lookups or external dependencies. Prefer it over separate audit or deduplication tools when your data is education/tutoring-specific and fits the session_minutes/session_count schema.
Side effects
- Rows array is empty or exceeds 200 items — request rejected
- Invalid date format (not YYYY-MM-DD) in one or more rows — validation error
- base_index out of range for the provided row count — error returned
- Missing required fields (row_id, date, course_group) — schema validation failure
- Non-numeric values in session_minutes or session_count beyond null — type error
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string | |
| base_index | integer |
Tags
x402
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