TexIV 0.1.4

A machine learning–based method for transforming text into instrumental variables (IV).

TexIV

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A machine learning–based package for transforming text into instrumental variables (IV).

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🌰 Example

Visit Stata Example File and Python Example File.

There is a step-by-step example.

✨ Feature

• Support multiple Chinese word segmentation and embedding methods
• Customizable stopwords
• Support keyword relevance filtering and two-stage filtering
• Output includes frequency, total count, and ratio statistics

📦 Requirements

• Python 3.11+
• Recommended to use virtual environment (e.g., venv or conda)

🚀 Quickly Start

Install

pip install texiv

Usage

from typing import List

from texiv import TexIV

texiv = TexIV()
content: str = "This is a test text..."
keywords: List[str] = ["keyword1", "keyword2", "keyword3"]
texiv.texiv_it(content, keywords)

Output example:

{'freq': 7, 'count': 34, 'rate': 0.20588235294117646}

🖥️ Command Line Tool

The project also provides a command-line interface that can be used directly after installation:

texiv --help

🛠️ Configuration

All models and parameters can be adjusted through configuration files in ～/.texiv/config.toml.

📄 License

This project is licensed under the MIT License. See LICENSE for details.