textblob

2023-09-14 12:13:07

IT

System Development

TextBlob Tutorial

TextBlob: Python Library for Text Processing

Introduction

TextBlob is a Python library for processing textual data. It provides a simple API for common natural language processing (NLP) tasks such as part-of-speech tagging, noun phrase extraction, sentiment analysis, and more.

Installation

pip install textblob
python -m textblob.download_corpora

Tokenization

Breaking the text into sentences and words.

from textblob import TextBlob
text = "Hello, world!"
blob = TextBlob(text)
sentences = blob.sentences
words = blob.words

Sentiment Analysis

Analyzing the sentiment of text.

text = "I love programming. It's awesome."
blob = TextBlob(text)
sentiment = blob.sentiment

This will return a named tuple of the form Sentiment(polarity, subjectivity). Polarity is a float that lies between [-1,1], -1 indicates negative sentiment and 1 indicates positive sentiments.

Translation

Translating text from one language to another.

text = "こんにちは、世界"
blob = TextBlob(text)
translated_blob = blob.translate(to='en')

More Information

For more detailed information, check out the official documentation.

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