Homepage: https://textblob.readthedocs.io/
TextBlob is a Python (2 and 3) library for processing textual data. It provides a simple API for diving into common natural language processing (NLP) tasks such as part-of-speech tagging, noun phrase extraction, sentiment analysis, classification, translation, and more.
fromtextblobimportTextBlobtext='''The titular threat of The Blob has always struck me as the ultimate moviemonster: an insatiably hungry, amoeba-like mass able to penetratevirtually any safeguard, capable of--as a doomed doctor chillinglydescribes it--"assimilating flesh on contact.Snide comparisons to gelatin be damned, it's a concept with the mostdevastating of potential consequences, not unlike the grey goo scenarioproposed by technological theorists fearful ofartificial intelligence run rampant.'''blob=TextBlob(text) blob.tags# [('The', 'DT'), ('titular', 'JJ'),# ('threat', 'NN'), ('of', 'IN'), ...]blob.noun_phrases# WordList(['titular threat', 'blob',# 'ultimate movie monster',# 'amoeba-like mass', ...])forsentenceinblob.sentences: print(sentence.sentiment.polarity) # 0.060# -0.341blob.translate(to="es") # 'La amenaza titular de The Blob...'TextBlob stands on the giant shoulders of NLTK and pattern, and plays nicely with both.
- 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
$ pip install -U textblob $ python -m textblob.download_corpora
See more examples at the Quickstart guide.
Full documentation is available at https://textblob.readthedocs.io/.
- Python >= 2.7 or >= 3.3
- Docs: https://textblob.readthedocs.io/
- Changelog: https://textblob.readthedocs.io/en/latest/changelog.html
- PyPI: https://pypi.python.org/pypi/TextBlob
- Issues: https://github.com/sloria/TextBlob/issues
MIT licensed. See the bundled LICENSE file for more details.