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Tutorial Completion Data Deduplication and Missing-Value Fill
x402
Tutorial Completion Data Deduplication and Missing-Value Fill 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).
Deduplicates exact rows and fills missing values (starts or completions) in tutorial completion records using statistical methods (zero, mean, or median)
Price / call$0.01
Success—
StatusUnknown
How this service works
Tutorial completion — Exact row deduplication + Explicit missing-value fill: Exact row deduplication + Explicit missing-value fill for supplied tutorial completion records (starts, completions). 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
Two analytical reports covering: (1) exact row deduplication results showing which rows were removed, and (2) a missing-value-filled dataset where null starts or completions fields are replaced using the chosen method (zero, mean, or median). Reports are derived from locally supplied data only — no external lookups.
Example use cases
Game tutorial funnel data cleanup
“I have tutorial tracking data for our game areas with starts and completions by date, but some rows are duplicated and some completions values are null. Can you deduplicate the exact duplicate rows and fill the missing completions using the median?”
Impute missing starts with zero fill
“Here's my tutorial completion dataset with rows for different game areas — some 'starts' values are missing. Can you remove any exact duplicate rows and fill all null starts values with zero?”
Normalize tutorial data before reporting
“Before I run my weekly report, I need to clean this tutorial data: deduplicate any identical rows and fill missing 'completions' values using the mean across my game_area and date records.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-game-20-054?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you have tutorial completion records (with starts/completions counts, game area, and date) that need both exact duplicate row removal and statistical missing-value imputation in a single call. Ideal for small-to-medium datasets up to 200 rows where no external data lookup or prediction is needed — just local data cleaning and two structured reports for $0.01 USDC.
Side effects
- Input array is empty or exceeds 200 rows — rejected with validation error
- Invalid date format (not YYYY-MM-DD) causes row rejection
- Field not in enum ['starts','completions'] causes parameter error
- Method not in enum ['zero','mean','median'] causes parameter error
- Missing required fields (row_id, game_area, date, starts, completions) causes row-level validation failure
- Payment not included or insufficient USDC causes 402 response
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string | |
| method | string |
Tags
x402
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