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Translation Delivery Analytics — Quality Audit, Deduplication & Category Frequencies
x402
Translation Delivery Analytics — Quality Audit, Deduplication & Category Frequencies 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).
Runs three local analytical reports on translation delivery records: a record quality audit, exact row deduplication, and category frequency counts for document groups.
Price / call$0.01
Success—
StatusUnknown
How this service works
Translation delivery — Record quality audit + Exact row deduplication + Category frequencies: Record quality audit + Exact row deduplication + Category frequencies for supplied translation delivery records (translated_words, source_words). 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 reports: (1) a record quality audit flagging null values, format violations, and data anomalies in translated_words and source_words fields; (2) an exact row deduplication report identifying identical records; and (3) category frequency counts showing how often each document_group value appears across the supplied rows. All analysis is performed locally on the submitted data with no external lookups.
Example use cases
Auditing a translation batch for data issues
“I just exported 150 rows of translation delivery data with row_id, document_group, date, translated_words, and source_words — can you run a quality audit on them and tell me which records have missing or invalid values?”
Removing duplicate translation records before reporting
“I have a translation delivery dataset with about 80 rows and I suspect there are some exact duplicates — can you deduplicate them and give me a report showing which rows were repeated?”
Summarizing document group distribution in translations
“Can you analyze the category frequencies in my translation delivery records so I can see how many entries belong to each document group? I have around 120 rows to check.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-writing-04-212?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need a combined quality audit, deduplication scan, and category frequency breakdown on translation delivery data in a single low-cost call. It is ideal for localization teams or translation management pipelines that need to validate and summarize batches of up to 200 records without building custom analytics. Prefer it over general-purpose data tools when the data specifically involves translated_words and source_words fields organized by document_group.
Side effects
- Empty rows array or fewer than 1 row returns a validation error
- More than 200 rows exceeds the maximum and will be rejected
- Rows missing required fields (row_id, document_group, date, translated_words, source_words) will trigger schema validation errors
- Date values not matching YYYY-MM-DD pattern will fail schema validation
- Payment failure or insufficient USDC balance will block the call
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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