Simple, Pythonic text processing. Sentiment analysis, part-of-speech tagging, noun phrase parsing, and more.
Project description
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.
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
blob.translate(to="es") # 'La amenaza titular de The Blob...'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)
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
Get it now
$ pip install -U textblob $ python -m textblob.download_corpora
Examples
See more examples at the Quickstart guide.
Documentation
Full documentation is available at https://textblob.readthedocs.io/.
Requirements
Python >= 2.7 or >= 3.4
Project Links
License
MIT licensed. See the bundled LICENSE file for more details.
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
File details
Details for the file textblob-0.15.1.tar.gz.
File metadata
- Download URL: textblob-0.15.1.tar.gz
- Upload date:
- Size: 631.4 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 7c9ff21a47a382fa4f235e84ce9be10cca4b9d46b012b79af6e47ea81b478a18 |
|
| MD5 | 4b1c5e19bfb8ba040ed89e4903ae593f |
|
| BLAKE2b-256 | 178230cf0e956bfe747be4e4f15b4cb14bef43ee7e7d73cf3f2a16307b759b55 |
File details
Details for the file textblob-0.15.1-py2.py3-none-any.whl.
File metadata
- Download URL: textblob-0.15.1-py2.py3-none-any.whl
- Upload date:
- Size: 631.8 kB
- Tags: Python 2, Python 3
- Uploaded using Trusted Publishing? No
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 | 8301812cbef9b2f288e14df904854f7457fccf2c52020b66d3f9bc1448cf042a |
|
| MD5 | 3865cfc491c1f671f56b54427fc28331 |
|
| BLAKE2b-256 | 11187f55c8be6d68ddc4036ffda5382ca51e23a1075987f708b9123712091af1 |
