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Tutorial Completion Data Auditor — Quality Audit, Exact Deduplication & Adjacent Row Changes
x402
Tutorial Completion Data Auditor — Quality Audit, Exact Deduplication & Adjacent Row Changes is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-25).
Runs three analytical reports (record quality audit, exact row deduplication, and adjacent row change detection) on up to 200 tutorial completion records (starts and completions) using local engines with no external calls.
Price / call$0.01
Success—
StatusUnknown
How this service works
Tutorial completion — Record quality audit + Exact row deduplication + Adjacent row changes: Record quality audit + Exact row deduplication + Adjacent row changes for supplied tutorial completion records (starts, completions). 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 analytical reports for the submitted rows: (1) a record quality audit flagging missing, null, or malformed values; (2) an exact row deduplication report identifying identical records; and (3) an adjacent row change report showing value differences between consecutive rows for the selected field (starts or completions). No external data is fetched; all analysis is performed on the supplied rows only.
Example use cases
Game tutorial funnel data audit
“I have a dataset of daily tutorial starts and completions across different game areas and I want to check it for data quality issues, find any exact duplicate rows, and see what changed between consecutive rows — can you run all three reports on the 'starts' field for me?”
Deduplication before ETL pipeline
“Before I load my tutorial completion records into the data warehouse, can you check for exact duplicate rows and flag any quality issues in this batch of up to 200 rows? Include the adjacent row change report too so I can spot any weird jumps.”
QA check on exported tutorial logs
“I exported our game tutorial completion logs for the month and I need a full quality audit — record quality issues, any repeated/duplicate rows, and a report showing changes between adjacent rows for the completions field. Can you process these rows and give me all three reports?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-game-20-217?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need three simultaneous data quality reports (quality audit, exact deduplication, and adjacent row changes) on tutorial completion records in a single low-cost call. It is ideal for pre-pipeline validation of game tutorial funnel data, QA before loading into a warehouse, or routine data hygiene checks. It is not suitable when you need live data lookups, predictive analytics, or processing more than 200 rows at once.
Side effects
- More than 200 rows submitted — maxItems constraint violated, request rejected
- Missing required fields (row_id, game_area, date, starts, or completions) in any row — validation error
- Invalid date format (must match YYYY-MM-DD pattern) — schema validation failure
- Empty rows array (minItems: 1 violated) — request rejected
- Invalid field enum value (must be 'starts' or 'completions') — schema error
- Numeric values outside allowed range (-1,000,000,000,000 to 1,000,000,000,000) — validation failure
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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