Texthero is a python package to work with text data efficiently. It empowers NLP developers with a tool to quickly understand any text-based dataset and it provides a solid pipeline to clean and represent text data, from zero to hero.

Features

  • Text preprocessing, representation and visualization from zero to hero
  • Documentation available
  • Load any text dataset with Pandas
  • Reduce dimension and visualize the vector space
  • Preprocess text data: it offers both out-of-the-box solutions but it's also flexible for custom-solutions
  • Keyphrases and keywords extraction, and named entity recognition
  • TF-IDF, term frequency, and custom word-embeddings (wip)
  • Clustering (K-means, Meanshift, DBSCAN and Hierarchical), topic modeling (wip) and interpretation

Project Samples

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Categories

Machine Learning

License

MIT License

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Additional Project Details

Operating Systems

Linux, Mac, Windows

Programming Language

Python

Related Categories

Python Machine Learning Software

Registered

2024-08-06