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Language Routing Label Distribution
x402
Language Routing Label Distribution is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-14).
Computes label distribution statistics for a dataset of up to 200 labelled text records across English, French, Spanish, and Other language classes.
Price / call$0.01
Success—
StatusUnknown
How this service works
Language routing - Label distribution: Label distribution for Language routing. Up to 200 supplied labelled text records. Local dataset tools, evaluation and small naive-Bayes baselines; no hosted model or foundation-model training. One of 25 profiles or calculations across 20 shared operations in this sector. 0.01 USDC includes one bounded label distribution deliverable.
Output
Returns a bounded label distribution report covering the supplied labelled text records (up to 200), including per-class counts and proportions for English, French, Spanish, and Other language categories, enabling assessment of dataset balance and composition.
Example use cases
Pre-training dataset balance audit
“Before I train my language classifier, can you check how balanced my labelled dataset is? I'll send you up to 200 text records tagged as English, French, Spanish, or Other and I want to see the count and proportion for each class.”
Detecting class imbalance in multilingual corpus
“I think my multilingual text dataset is heavily skewed toward English — can you compute the label distribution across English, French, Spanish, and Other categories for my 150 annotated records so I can confirm?”
Evaluation data composition check
“I have a set of 80 labelled text samples I'm using for evaluating a language routing model. Can you give me a breakdown of how many records fall into each language class — English, French, Spanish, and Other — so I know if the eval set is representative?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-sector-ml-language-routing-label-balance?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need a fast, inexpensive ($0.01 USDC) computation of label class distribution for a small labelled multilingual text dataset (up to 200 records) across English, French, Spanish, and Other categories — particularly useful before training or evaluating a language routing or detection model. Prefer this over general-purpose analytics tools when you specifically need language-label-aware balance metrics with no model hosting or training involved.
Side effects
- Fewer than 2 records submitted — minimum input not met
- More than 200 records supplied — exceeds maxItems limit
- Missing required fields (id, text, or actual) on any record — validation error
- Invalid label value outside the allowed enum (english, french, spanish, other) — rejected
- Empty text field on a record — may degrade distribution quality
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| records | array |
Tags
x402
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