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Data Wrangling with R

You're reading from   Data Wrangling with R Load, explore, transform and visualize data for modeling with tidyverse libraries

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Product type Paperback
Published in Feb 2023
Publisher Packt
ISBN-13 9781803235400
Length 384 pages
Edition 1st Edition
Languages
Concepts
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Author (1):
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Gustavo Santos Gustavo Santos
Author Profile Icon Gustavo Santos
Gustavo Santos
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Table of Contents (21) Chapters Close

Preface 1. Part 1: Load and Explore Data
2. Chapter 1: Fundamentals of Data Wrangling FREE CHAPTER 3. Chapter 2: Loading and Exploring Datasets 4. Chapter 3: Basic Data Visualization 5. Part 2: Data Wrangling
6. Chapter 4: Working with Strings 7. Chapter 5: Working with Numbers 8. Chapter 6: Working with Date and Time Objects 9. Chapter 7: Transformations with Base R 10. Chapter 8: Transformations with Tidyverse Libraries 11. Chapter 9: Exploratory Data Analysis 12. Part 3: Data Visualization
13. Chapter 10: Introduction to ggplot2 14. Chapter 11: Enhanced Visualizations with ggplot2 15. Chapter 12: Other Data Visualization Options 16. Part 4: Modeling
17. Chapter 13: Building a Model with R 18. Chapter 14: Build an Application with Shiny in R 19. Conclusion 20. Other Books You May Enjoy

Preparing data for plotting

There are many kinds of graphics, for instance, univariate, bivariate with one numeric and one categorical variable or two numeric variables, and others. The input data will be different for each of them, requiring the data scientist to munge the data to fit a specific format to plot it. An example studied in this book was the data that was not in tidy format, requiring transformations before it could be plotted.

In this section, we will learn how to prepare a text to be plotted as a word cloud, which is a graphical way to show the content of text. A word cloud is a graphical representation of the most frequent words that appear in a text. The more frequently the word occurs, the bigger it appears in the plot, consequently providing a sense of the content of the text.

A text is a combination of words, but it does not have rows and columns of data. Instead, it is a whole piece. So, prior to plotting the word cloud, it is necessary to transform the...

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