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Translation Delivery IQR Outlier Flags + Explicit Missing-Value Fill
x402
Translation Delivery IQR Outlier Flags + Explicit 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 (translated_words, source_words) to flag IQR-based outliers and fill missing values, returning two independent statistical reports for up to 200 rows.
Price / call$0.01
Success—
StatusUnknown
How this service works
Translation delivery — IQR outlier flags + Explicit missing-value fill: IQR outlier flags + 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
Two independent analytical reports: (1) IQR-based outlier flags identifying which rows have translated_words or source_words values outside the interquartile range, and (2) a missing-value fill report showing which cells were null and what value was imputed (zero, mean, or median). Both reports cover the same up to 200 input rows processed locally without external lookups.
Example use cases
Outlier detection in localization batch
“I have 120 translation delivery records across several document groups with dates and word counts — can you run IQR outlier flagging on the translated_words field and fill any missing values using the median so I can see which rows are anomalous?”
Missing source word count recovery
“Some of my translation records are missing source_words values — can you fill those gaps using zero-fill and also flag any IQR outliers in the source_words column across my 80 rows?”
QA audit for translation pipeline
“Before I submit my translation batch to the client, can you check these 200 rows for translated_words outliers using IQR and replace any nulls with the mean, so I have a clean QA report to review?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-writing-04-180?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need lightweight, local statistical analysis of translation delivery word count data — specifically IQR-based outlier detection combined with missing-value imputation — without any external lookups or predictions. It is ideal for small-to-medium batches (up to 200 rows) where you want two complementary data quality reports in a single low-cost call ($0.01 USDC). Prefer this over general-purpose analytics APIs when your data is specifically translation delivery records with translated_words and source_words fields.
Side effects
- Exceeding 200 row limit returns a validation error
- Invalid date format (not YYYY-MM-DD) causes row rejection
- Unknown fill method enum value causes request failure
- Empty rows array (minItems:1 violated) returns schema error
- Non-numeric values in translated_words or source_words cause parse errors
- Rows missing required fields (row_id, document_group, date) are rejected
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string | |
| method | string |
Tags
x402
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