textblob

Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.

https://github.com/sloria/textblob

Science Score: 36.0%

This score indicates how likely this project is to be science-related based on various indicators:

○
CITATION.cff file
✓
codemeta.json file
Found codemeta.json file
✓
.zenodo.json file
Found .zenodo.json file
○
DOI references
○
Academic publication links
✓
Committers with academic emails
1 of 37 committers (2.7%) from academic institutions
○
Institutional organization owner
○
JOSS paper metadata
○
Scientific vocabulary similarity
Low similarity (11.4%) to scientific vocabulary

Keywords

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

Keywords from Contributors

distributed serializer parallel closember http-server http-client asyncio aiohttp templates data-mining

Last synced: 6 months ago · JSON representation

Repository

Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.

Basic Info

Host: GitHub
Owner: sloria
License: mit
Language: Python
Default Branch: dev
Homepage: https://textblob.readthedocs.io/
Size: 7.23 MB

Statistics

Stars: 9,423
Watchers: 258
Forks: 1,169
Open Issues: 72
Releases: 3

Topics

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

Created over 12 years ago · Last pushed 6 months ago

Metadata Files

Readme Changelog Contributing License Security Authors Notice

README.rst

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/

Owner

Name: Steven Loria
Login: sloria
Kind: user
Location: Brooklyn, NY

Website: https://stevenloria.com
Repositories: 144
Profile: https://github.com/sloria

Always a student, forever a junior developer

GitHub Events

Total

Issues event: 36
Watch event: 282
Delete event: 28
Issue comment event: 50
Push event: 50
Pull request review event: 12
Pull request review comment event: 7
Pull request event: 65
Fork event: 30
Create event: 24

Last Year

Issues event: 36
Watch event: 282
Delete event: 28
Issue comment event: 50
Push event: 50
Pull request review event: 12
Pull request review comment event: 7
Pull request event: 65
Fork event: 30
Create event: 24

Committers

Last synced: 9 months ago

All Time

Total Commits: 562
Total Committers: 37
Avg Commits per committer: 15.189
Development Distribution Score (DDS): 0.331

Past Year

Commits: 44
Committers: 4
Avg Commits per committer: 11.0
Development Distribution Score (DDS): 0.409

Top Committers

Name	Email	Commits
Steven Loria	s**1@g**m	376
pre-commit-ci[bot]	6****]	35
dependabot-preview[bot]	2****]	19
Jon Coe	j**e@o**m	17
dependabot[bot]	4****]	15
dependabot[bot]	s**t@d**m	14
Matthew Honnibal	m**w@h**m	12
Roman Yankovsky	r**n@y**e	11
Jeff Schnurr	j**r@g**m	7
pyup-bot	g**t@p**o	6
Adrián López	a**z@s**m	5
Joseph Albert	j**7@p**u	5
John Franey	1****y	5
Evan Dempsey	e**y@g**m	5
Jamie Moschella	4****o	4
Roman Korolev	r**v@t**i	2
Jeff Kolb	j**b@g**m	2
Daniel Ong	d**1@g**m	2
Jhon Eslava	e**4@g**m	2
Adel Qalieh	a**5@g**m	1
Adrián López Calvo	a**o@g**m	1
David Karesh	d**k@g**m	1
Evgeny Kemerov	g**b@k**v	1
Karthikeyan Singaravelan	t**i@g**m	1
Daniel Ong	d**g@o**m	1
Adam Chainz	a**m@a**u	1
Lage Ragnarsson	l**n@o**m	1
Nitish Kulshrestha	n**g@g**m	1
PAVEL\Pavel	m**l@g**m	1
Pete Keen	p**n@b**o	1
and 7 more...

Committer Domains (Top 20 + Academic)

basthon.fr: 1 custommade.com: 1 tylerjharden.com: 1 iress.com: 1 rachum.com: 1 bugsplat.info: 1 opera.com: 1 adamj.eu: 1 outwardinc.com: 1 kemerov.dev: 1 twyla.ai: 1 psu.edu: 1 smartvel.com: 1 pyup.io: 1 yankovsky.me: 1 honnibal.com: 1 dependabot.com: 1 offerpop.com: 1

Issues and Pull Requests

Last synced: 6 months ago

All Time

Total issues: 102
Total pull requests: 189
Average time to close issues: about 4 years
Average time to close pull requests: 4 months
Total issue authors: 100
Total pull request authors: 22
Average comments per issue: 2.25
Average comments per pull request: 0.28
Merged pull requests: 129
Bot issues: 2
Bot pull requests: 143

Past Year

Issues: 6
Pull requests: 69
Average time to close issues: 4 days
Average time to close pull requests: 5 days
Issue authors: 6
Pull request authors: 7
Average comments per issue: 0.17
Average comments per pull request: 0.23
Merged pull requests: 51
Bot issues: 1
Bot pull requests: 52

View more stats

Top Authors

Issue Authors

tirkarthi (2)
smalldatascaled (2)
dependabot[bot] (1)
adrien731 (1)
progenysw (1)
Goldziher (1)
dagrha (1)
wanghaisheng (1)
nmstoker (1)
munichong (1)
ShiJunyiSJ1 (1)
dashu101 (1)
cliff88 (1)
Sandy4321 (1)
xasg (1)

Pull Request Authors

pre-commit-ci[bot] (75)
dependabot-preview[bot] (34)
dependabot[bot] (34)
johnfraney (9)
sloria (8)
pyup-bot (3)
tirkarthi (3)
bhavyajammu (3)
jonathangreen (2)
rahulgit7 (2)
smontanaro (2)
t2kpbraune (2)
kjdeveloper8 (2)
jschnurr (2)
sudoguy (1)

Top Labels

Issue Labels

enhancement (3) ready (2) announcement (1) please-help (1) dependencies (1) python (1)

Pull Request Labels

dependencies (68) python (32) security (3) github_actions (2)

Packages

Total packages: 3
Total downloads:
- pypi 1,420,555 last-month
Total docker downloads: 382,076

Total dependent packages: 97
(may contain duplicates)
Total dependent repositories: 6,538
(may contain duplicates)
Total versions: 69
Total maintainers: 1

pypi.org: textblob

Simple, Pythonic text processing. Sentiment analysis, part-of-speech tagging, noun phrase parsing, and more.

Documentation: https://textblob.readthedocs.io/
License: MIT License
Latest release: 0.19.0
published about 1 year ago

Versions: 60
Dependent Packages: 93
Dependent Repositories: 6,514
Downloads: 1,420,555 Last month
Docker Downloads: 382,076

Rankings

Dependent repos count: 0.1%

Dependent packages count: 0.3%

Stargazers count: 0.3%

Downloads: 0.4%

Average: 0.5%

Docker downloads count: 0.9%

Forks count: 1.2%

Maintainers (1)

sloria

Last synced: 6 months ago

conda-forge.org: textblob

Homepage: https://github.com/sloria/TextBlob
License: MIT
Latest release: 0.15.3
published almost 7 years ago

Versions: 7
Dependent Packages: 4
Dependent Repositories: 24

Rankings

Stargazers count: 3.3%

Forks count: 4.5%

Average: 6.9%

Dependent repos count: 7.5%

Dependent packages count: 12.5%

Last synced: 6 months ago

anaconda.org: textblob

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.

Homepage: https://github.com/sloria/TextBlob
License: MIT AND BSD-2-Clause AND BSD-3-Clause
Latest release: 0.19.0
published 6 months ago

Versions: 2
Dependent Packages: 0
Dependent Repositories: 0

Rankings

Dependent packages count: 51.1%

Average: 53.7%

Dependent repos count: 56.2%

Last synced: 6 months ago