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Word Frequency in Moby Dick

Intermediate
Updated 04/2024
Use web scraping and NLP to find the most frequent words in classic literature: Herman Melville's novel, Moby Dick.
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Project Description

In this project, you'll scrape a novel from an html file taken from the website Project Gutenberg (which contains a large corpus of books) using the Python requests package. Then you'll extract text from this web data using the BeautifulSoup library. Finally, you'll analyze the distribution of words using the Natural Language ToolKit (nltk), a very common NLP task used to gain insights on textual data and lay the groundwork for deeper analysis.

The natural language processing tools used here are required for many important data science tasks as a vast proportion of the world's data is unstructured and includes a great deal of text. To complete this project, you need to know how to import web data into Python and how to work with natural language text.

Project Tasks

  1. 1
    Find the most common words in a classic novel.

Technologies

Python Python

Topics

Programming

Prerequisites

Intermediate Importing Data in PythonIntroduction to Natural Language Processing in Python
Jasmin Ludolf HeadshotJasmin Ludolf

Data Science Content Developer, DataCamp

Jasmin is a Content Developer at DataCamp. After ten years as a global marketing manager in the music industry, she recently changed careers to follow her curiosity for data. Her passion is value exchange and making data science accessible to all.
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