language_filter

Filter CSV, TSV, or Excel text by detected language using langdetect.

541|171|Updated May 3, 2018
One-click install
npx skills add https://github.com/cas-bigdatalab/piflow --skill language-filter
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: language_filter
Source: https://github.com/cas-bigdatalab/piflow/tree/main/workspace/skills/language_filter
Command: npx skills add https://github.com/cas-bigdatalab/piflow --skill language-filter

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires langdetect, and includes scripts (resource) components.

What problem does it solve?

This Skill simplifies the process of filtering text data based on language, enabling users to focus on the relevant parts of their datasets and save time.

Core Features & Use Cases

  • Language Detection: Automatically detect and filter text based on specified languages.
  • Data Retention: Choose to keep or remove texts of the target language.
  • Use Case: Ideal for data analysts working with multilingual datasets who need to filter out irrelevant content to streamline their analysis.

Quick Start

Run the language_filter skill with the 'keep' mode to retain text in the specified language from the input file 'data.csv'.

Frequently Asked Questions about language_filter

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I filter text data by language in a multilingual CSV file?▼

To filter text data by language in a multilingual CSV file, you can use a language filtering tool that automatically detects text languages and retains or removes rows matching your specified target language.

Can I remove specific language text from an Excel dataset for data cleaning?▼

Yes, you can remove specific language text from an Excel dataset during data cleaning by configuring the filter to drop text matching the detected target language, leaving only the relevant multilingual data behind.

How does language detection work for multilingual data analysis?▼

Language detection for multilingual data analysis works by evaluating text inputs against linguistic models to identify their language, allowing you to isolate specific languages and streamline your subsequent data processing workflows.

Do I need the langdetect library to process TSV files for text analysis?▼

Yes, you need the langdetect library to process TSV files for text analysis because it provides the underlying language identification mechanism required to accurately detect and filter the text data.

What is the best way to retain only English text from mixed language datasets?▼

The best way to retain only English text from mixed language datasets is to apply a language filter in keep mode, which detects and preserves rows matching English while discarding the rest to streamline analysis.

What file formats are supported for multilingual text filtering?▼

Multilingual text filtering supports CSV, TSV, and Excel file formats, allowing you to import structured datasets, detect languages, and output the refined data for targeted analysis.