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The Statistics and Machine Learning with R Workshop

You're reading from  The Statistics and Machine Learning with R Workshop

Product type Book
Published in Oct 2023
Publisher Packt
ISBN-13 9781803240305
Pages 516 pages
Edition 1st Edition
Languages
Author (1):
Liu Peng Liu Peng
Profile icon Liu Peng

Table of Contents (20) Chapters

Preface 1. Part 1:Statistics Essentials
2. Chapter 1: Getting Started with R 3. Chapter 2: Data Processing with dplyr 4. Chapter 3: Intermediate Data Processing 5. Chapter 4: Data Visualization with ggplot2 6. Chapter 5: Exploratory Data Analysis 7. Chapter 6: Effective Reporting with R Markdown 8. Part 2:Fundamentals of Linear Algebra and Calculus in R
9. Chapter 7: Linear Algebra in R 10. Chapter 8: Intermediate Linear Algebra in R 11. Chapter 9: Calculus in R 12. Part 3:Fundamentals of Mathematical Statistics in R
13. Chapter 10: Probability Basics 14. Chapter 11: Statistical Estimation 15. Chapter 12: Linear Regression in R 16. Chapter 13: Logistic Regression in R 17. Chapter 14: Bayesian Statistics 18. Index 19. Other Books You May Enjoy

Manipulating string data

Character-typed strings are standard in real-life data, such as name and address. Analyzing string data requires properly cleaning the raw characters and converting the information embedded in a blob of textual data into a quantifiable numeric summary. For example, we may want to find the matching names of all students that follow a specific pattern.

This section will cover different ways to define patterns via regular expressions to detect, split, and extract string data. Let’s start with the basics of strings.

Creating strings

A string is a character-typed variable that is represented by a sequence of characters (including punctuation) wrapped by a pair of double quotes (""). Sometimes, a single quote (') is also used to denote a string, although it is generally recommended to use double quotes unless the characters themselves include double quotes.

There are multiple ways to create a string. The following exercise introduces...

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