Search icon CANCEL
Arrow left icon
Explore Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Conferences
Free Learning
Arrow right icon
Arrow up icon
GO TO TOP
Python Natural Language Processing Cookbook

You're reading from   Python Natural Language Processing Cookbook Over 50 recipes to understand, analyze, and generate text for implementing language processing tasks

Arrow left icon
Product type Paperback
Published in Mar 2021
Publisher Packt
ISBN-13 9781838987312
Length 284 pages
Edition 1st Edition
Languages
Arrow right icon
Author (1):
Arrow left icon
Zhenya Antić Zhenya Antić
Author Profile Icon Zhenya Antić
Zhenya Antić
Arrow right icon
View More author details
Toc

Table of Contents (10) Chapters Close

Preface 1. Chapter 1: Learning NLP Basics 2. Chapter 2: Playing with Grammar FREE CHAPTER 3. Chapter 3: Representing Text – Capturing Semantics 4. Chapter 4: Classifying Texts 5. Chapter 5: Getting Started with Information Extraction 6. Chapter 6: Topic Modeling 7. Chapter 7: Building Chatbots 8. Chapter 8: Visualizing Text Data 9. Other Books You May Enjoy

Discovering sentiment analysis

In this recipe, we will use two simple tools for labeling a sentence as having positive or negative sentiment. The first tool is the NLTK Vader sentiment analyzer, and the second one uses the textblob package.

Getting ready

We will need the nltk and textblob packages for this recipe. If you haven't already installed them, install them using these commands:

pip install nltk
pip install textblob

In addition to this, you will need to run the following from Python the first time you use the Vader sentiment analyzer:

>> import nltk
>>nltk.download('vader_lexicon')

How to do it…

We will define two functions: one will do sentiment analysis using NLTK, and the other using TextBlob.

Your steps should be formatted like so:

  1. Import the packages:
    from textblob import TextBlob
    from nltk.sentiment.vader import SentimentIntensityAnalyzer
  2. Define the sentences list:
    sentences = ["I love going to school...
lock icon The rest of the chapter is locked
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at $19.99/month. Cancel anytime