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Tutoring Sessions — Numeric Distribution + Keyed Dataset Comparison
x402
Tutoring Sessions — Numeric Distribution + Keyed Dataset Comparison 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).
Analyzes tutoring session data (session_minutes, session_count) by producing a numeric distribution report and a keyed dataset comparison report for up to 200 rows.
Price / call$0.01
Success—
StatusUnknown
How this service works
Tutoring sessions — Numeric distribution + Keyed dataset comparison: Numeric distribution + Keyed dataset comparison 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 analytical reports: (1) a numeric distribution report summarizing the spread, percentiles, and statistical shape of the selected field (session_minutes or session_count) across the supplied rows, and (2) a keyed dataset comparison report that aligns rows from the primary and secondary datasets by row_id and highlights differences in the numeric field values.
Example use cases
Compare tutor performance across terms
“I have two sets of tutoring session records — one from last semester and one from this semester — both with up to 100 rows tagged by row_id and course_group. Can you compare them keyed by row_id and also show me the numeric distribution of session_minutes so I can see how engagement changed?”
Spot outliers in session duration data
“Here are 80 tutoring session records with session_minutes and session_count per row. Can you give me a numeric distribution of session_minutes across all of them and compare against a baseline dataset I'm providing, keyed by row_id?”
Audit course group session counts
“I want to understand how session_count is distributed across these 120 tutoring records by course_group, and also compare them against a reference dataset using the same row IDs. Can you run both reports on the field session_count?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-education-16-084?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you have pre-collected tutoring session data (up to 200 rows) and need both a statistical distribution analysis and a keyed row-by-row comparison between two datasets in a single call for $0.01 USDC. It is ideal for offline or batch analytics on education session data where no live lookup, prediction, or external data enrichment is needed. Prefer alternatives if you need real-time data, more than 200 rows, or more than two reports per call.
Side effects
- Rows array is empty or missing — returns validation error
- More than 200 rows supplied — exceeds the row limit and returns an error
- Invalid date format in rows (must match YYYY-MM-DD) — schema validation failure
- Missing required fields (row_id, course_group, date, session_minutes, session_count) — returns field-level validation error
- Mismatched row_id keys between primary and comparison datasets — comparison report may produce incomplete or null-diff rows
- Null values in session_minutes or session_count reduce the effective sample for distribution computation
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string | |
| other | array |
Tags
x402
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