textacy is a Python library for performing a variety of natural language processing (NLP) tasks, built on the high-performance spaCy library.
With the fundamentals — tokenization, part-of-speech tagging, dependency parsing, etc. — delegated to another library, textacy focuses primarily on the tasks that come before and follow after.
textacy focuses on tasks facilitated by the availability of tokenized, POS-tagged, and parsed text.
Key Features
- Convenient entry points to working with one or many documents processed by spaCy, with functionality added via custom extensions.
- Variety of downloadable datasets with both text content and metadata, from Congressional speeches to historical literature.
- Easy file I/O for streaming data to and from disk.
- Cleaning, normalization, and exploration of raw text — before processing.
- Flexible extraction of words, ngrams, noun chunks, entities, acronyms, key terms, and other elements of interest.
- Tokenization and vectorization of documents, with functionality for training, interpreting, and visualizing topic models.
- String, set, and document similarity comparison by a variety of metrics.
- Calculations for common text statistics, including Flesch-Kincaid Grade Level and multilingual Flesch Reading Ease.
Website: textacy.readthedocs.io
Support: GitHub Code Repository
Developer: Chartbeat, Inc.
License: Apache License, Version 2.0
textacy is written in Python. Learn Python with our recommended free books and free tutorials.
Related Software
| Python Natural Language Processing Tools | |
|---|---|
| PyTorch-Transformers | Library of state-of-the-art pre-trained models for NLP |
| NLTK | Natural Language Toolkit |
| spaCy | Industrial strength natural language processing |
| scikit-learn | Machine learning library |
| Haystack | AI orchestration framework |
| Gensim | Vector space modeling and topic modeling toolkit |
| flair | Simple framework for state-of-the-art NLP |
| TextBlob | Python (2 and 3) library for processing textual data |
| doccano | Data labelling and text annotation platform |
| BERTopic | Topic modeling |
| textacy | Python library for performing NLP tasks |
| Presidio | Data protection and de-identification SDK |
| polyglot | Multilingual text (NLP) processing toolkit |
| AllenNLP | Apache 2.0 NLP research library |
| Snips NLU | Natural Language Understanding Python library |
| PyNLPI | Various modules useful for common, and less common, NLP tasks |
| nlpnet | Natural Language Processing with neural networks |
| Pattern | Web mining module |
| GluonNLP | Deep Learning for NLP |
| PyTorch-NLP | Neural network layers, text processing modules and datasets |
| NLP Architect | Deep Learning NLP/NLU library |
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