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Translation Delivery Analytics — Category Frequencies + Missing-Value Fill
x402
Translation Delivery Analytics — Category Frequencies + 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 2026-10-25).
Analyzes translation delivery records to produce category frequency distributions by document_group and explicitly fills missing values in translated_words or source_words using zero, mean, or median imputation.
Price / call$0.01
Success—
StatusUnknown
How this service works
Translation delivery — Category frequencies + Explicit missing-value fill: Category frequencies + Explicit missing-value fill for supplied translation delivery records (translated_words, source_words). 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 category frequency table showing how many records fall into each document_group category, and (2) an explicit missing-value fill report where null or absent values in the specified field (translated_words or source_words) are replaced using the chosen method (zero, mean, or median). Covers up to 200 input rows.
Example use cases
Document group breakdown for localization team
“Here are 150 rows of our translation delivery data with document_group and translated_words fields — give me a frequency count of how often each document group appears and fill any missing translated_words using the median.”
Missing source word count imputation
“I've got translation job records where some source_words values are null — can you compute category frequencies by document group and fill those missing source_words values using the mean?”
Monthly translation pipeline quality check
“I need two quick reports on this batch of translation records from October 2026: one showing how many records fall into each document group, and one filling any missing translated_words with zero so I can run totals.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-writing-04-112?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you have up to 200 translation delivery records and need two bundled local analytical reports — category frequency distribution by document group and explicit missing-value imputation — without any external lookups, model inference, or live data. It is ideal for lightweight, offline-style data QA and summary tasks on translation pipelines at very low cost ($0.01 USDC for both reports).
Side effects
- Input array exceeds 200 rows — validation error
- Missing required fields (row_id, document_group, date, translated_words, source_words) in any row — schema validation failure
- Invalid date format (not YYYY-MM-DD) — pattern validation error
- Invalid method or field enum value — rejected with schema error
- Empty rows array — minItems:1 violation
- Numeric values outside allowed range — boundary validation error
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string | |
| method | string |
Tags
x402
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