https://github.com/sloria/textblob

Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.
https://github.com/sloria/textblob

natural-language-processing nlp nltk pattern python python-3

Last synced: 2 months ago
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Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.

• Host: GitHub
• URL: https://github.com/sloria/textblob
• Owner: sloria
• License: mit
• Created: 2013-06-30T18:29:18.000Z (almost 11 years ago)
• Default Branch: dev
• Last Pushed: 2024-03-26T15:10:36.000Z (3 months ago)
• Last Synced: 2024-03-31T10:06:22.935Z (3 months ago)
• Topics: natural-language-processing, nlp, nltk, pattern, python, python-3
• Language: Python
• Homepage: https://textblob.readthedocs.io/
• Size: 7.55 MB
• Stars: 8,891
• Watchers: 265
• Forks: 1,124
• Open Issues: 100
• Metadata Files:
  • Readme: README.rst
  • Changelog: CHANGELOG.rst
  • Contributing: CONTRIBUTING.rst
  • License: LICENSE
  • Security: SECURITY.md
  • Authors: AUTHORS.rst

Lists

• Awesome-Indonesia-NLP - TextBlob
• awesome-python-data-science - textblob - Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more. (Feature Extraction / Text/NLP)

README

        

TextBlob: Simplified Text Processing

====================================

.. image:: https://badgen.net/pypi/v/TextBlob

    :target: https://pypi.org/project/textblob/

    :alt: Latest version

.. image:: https://github.com/sloria/TextBlob/actions/workflows/build-release.yml/badge.svg

    :target: https://github.com/sloria/TextBlob/actions/workflows/build-release.yml

    :alt: Build status

Homepage: `https://textblob.readthedocs.io/ `_

`TextBlob` is a Python 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, and more.

.. code-block:: python

    from textblob import TextBlob

    text = """

    The titular threat of The Blob has always struck me as the ultimate movie

    monster: an insatiably hungry, amoeba-like mass able to penetrate

    virtually any safeguard, capable of--as a doomed doctor chillingly

    describes it--"assimilating flesh on contact.

    Snide comparisons to gelatin be damned, it's a concept with the most

    devastating of potential consequences, not unlike the grey goo scenario

    proposed by technological theorists fearful of

    artificial 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', ...])

    for sentence in blob.sentences:

        print(sentence.sentiment.polarity)

    # 0.060

    # -0.341

TextBlob stands on the giant shoulders of `NLTK`_ and `pattern`_, and plays nicely with both.

Features

--------

- Noun phrase extraction

- Part-of-speech tagging

- Sentiment analysis

- Classification (Naive Bayes, Decision Tree)

- 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

Get it now

----------

::

    $ pip install -U textblob

    $ python -m textblob.download_corpora

Examples

--------

See more examples at the `Quickstart guide`_.

.. _`Quickstart guide`: https://textblob.readthedocs.io/en/latest/quickstart.html#quickstart

Documentation

-------------

Full documentation is available at https://textblob.readthedocs.io/.

Project Links

-------------

- 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

License

-------

MIT licensed. See the bundled `LICENSE `_ file for more details.

.. _pattern: https://github.com/clips/pattern/

.. _NLTK: http://nltk.org/