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zernlp

A Natural Language Processing (NLP) Library for Filipino
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Table of Contents
  1. About The Project
  2. Installation
  3. Usage
  4. Roadmap
  5. Contributing
  6. License
  7. Contact
  8. Acknowledgments

About The Project

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zernlp is a user-friendly Python library designed to provide a comprehensive set of tools and algorithms for Natural Language Processing (NLP) tasks. Whether you are a researcher, data scientist, or developer working on language-related projects, zernlp offers a wide range of functionalities to process and analyze human language data efficiently for texts written in Filipino.

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Installation

  1. To start using zernlp, you can easily install it via pip:
    pip install zernlp

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Usage

from zernlp.tokenizers import sentence_tokenizer, tokenizer

text = "Ito'y isang halimbawa ng paggamit sa zernlp para sa pag-tokenize ng isang pangungusap."

# ipasa ang text
sentences = sentence_tokenizer(text)
tokens = tokenizer(text)

for token in tokens:
  print(tokens)

for sentence in sentences:
  print(sentences)

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Roadmap

  • [ ]Tokenization: Efficiently split text into individual words or tokens, catering the Filipino language and tokenization rules.
  • [ ]Lemmatization and Stemming: Reduce words to their base or root form for better information retrieval and analysis.
  • [ ]Part-of-Speech (POS) Tagging: Assign grammatical tags to words, enabling linguistic analysis and information extraction.
  • [ ]Named Entity Recognition (NER): Identify and categorize entities like persons, locations, and organizations in the text.
  • [ ]Dependency Parsing: Analyze the grammatical structure of sentences and identify the relationships between words.

See the open issues for a full list of proposed features (and known issues).

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Contributing

Contributions are what make the open source community such an amazing place to learn, inspire, and create. Any contributions you make are greatly appreciated.

If you have a suggestion that would make this better, please fork the repo and create a pull request. You can also simply open an issue with the tag "enhancement". Don't forget to give the project a star! Thanks again!

  1. Fork the Project
  2. Create your Feature Branch (git checkout -b feature/AmazingFeature)
  3. Commit your Changes (git commit -m 'Add some AmazingFeature')
  4. Push to the Branch (git push origin feature/AmazingFeature)
  5. Open a Pull Request

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License

Distributed under the MIT License. See LICENSE.txt for more information.

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Contact

Kenneth Tegrado - kategrado@up.edu.ph

Project Link: https://github.com/kennethtegrado/zernlp

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Acknowledgments

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An NLP python library built for processing texts in Filipino

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