Text Mining with R: A Tidy Approach
Language: English
Published by O'Reilly Media, 2017
- Softcover
- Used
Seller: Goodwill of Central and Coastal Virginia, Richmond, VA, U.S.A.Goodwill of Central and Coastal Virginia
AbeBooks seller since May 29, 2026
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- Title
- Text Mining with R: A Tidy Approach
- Author
- Silge, Julia; Robinson, David
- Publisher
- O'Reilly Media
- Publication year
- 2017
- Condition
- acceptable
- Binding
- Soft cover
- Language
- English
- ISBN 10
- 1491981652
- ISBN 13
- 9781491981658
Much of the data available today is unstructured and text-heavy, making it challenging for analysts to apply their usual data wrangling and visualization tools. With this practical book, you’ll explore text-mining techniques with tidytext, a package that authors Julia Silge and David Robinson developed using the tidy principles behind R packages like ggraph and dplyr. You’ll learn how tidytext and other tidy tools in R can make text analysis easier and more effective.
The authors demonstrate how treating text as data frames enables you to manipulate, summarize, and visualize characteristics of text. You’ll also learn how to integrate natural language processing (NLP) into effective workflows. Practical code examples and data explorations will help you generate real insights from literature, news, and social media.
- Learn how to apply the tidy text format to NLP
- Use sentiment analysis to mine the emotional content of text
- Identify a document’s most important terms with frequency measurements
- Explore relationships and connections between words with the ggraph and widyr packages
- Convert back and forth between R’s tidy and non-tidy text formats
- Use topic modeling to classify document collections into natural groups
- Examine case studies that compare Twitter archives, dig into NASA metadata, and analyze thousands of Usenet messages
"Synopsis" may belong to another edition of this title.
About the Author
David Robinson is a data scientist at Stack Overflow with a PhD in Quantitative and Computational Biology from Princeton University. He enjoys developing open source R packages, including broom, gganimate, fuzzyjoin and widyr, as well as blogging about statistics, R, and text mining on his blog, Variance Explained.
"About the title" may belong to another edition of this title.
Goodwill of Central and Coastal Virginia
Richmond, VA, U.S.A.
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