TextBlob is an open source, Python (2 and 3) library for processing textual data.
It provides a consistent API for diving into common natural language processing (NLP) tasks such as part-of-speech tagging, noun phrase extraction, sentiment analysis, and more.
TextBlob aims to provide access to common text-processing operations through a familiar interface.
Key Features
- Noun phrase extraction.
- Part-of-speech tagging.
- Sentiment analysis.
- Classification (Naive Bayes, Decision Tree).
- Language translation and detection powered by Google Translate.
- Tokenization (splitting text into words and sentences).
- Word and phrase frequencies.
- Parsing.
- n-grams.
- Word inflection (pluralization and singularization) and lemmatization.
- Spelling correction.
- Add new models or languages through extensions.
- WordNet integration.
Website: textblob.readthedocs.io
Support: PyPi, GitHub code repository
Developer: Steven Loria and many contributors
License: MIT License
TextBlob 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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