E-book details

Hands-On Exploratory Data Analysis with R. Become an expert in exploratory data analysis using R packages

Hands-On Exploratory Data Analysis with R. Become an expert in exploratory data analysis using R packages

Radhika Datar, Harish Garg

Ebook
Hands-On Exploratory Data Analysis with R will help you build a strong foundation in data analysis and get well-versed with elementary ways to analyze data. You will learn how to understand your data and summarize its characteristics. You'll also study the structure of your data, and you'll explore graphical and numerical techniques using the R language.
This book covers the entire exploratory data analysis (EDA) process—data collection, generating statistics, distribution, and invalidating the hypothesis. As you progress through the book, you will set up a data analysis environment with tools such as ggplot2, knitr, and R Markdown, using DOE Scatter Plot and SML2010 for multifactor, optimization, and regression data problems.
By the end of this book, you will be able to successfully carry out a preliminary investigation on any dataset, uncover hidden insights, and present your results in a business context.
  • 1. Setting Up Our Data Analysis Environment
  • 2. Importing Diverse Datasets
  • 3. Examining, Cleaning, and Filtering
  • 4. Visualizing Data Graphically with ggplot2
  • 5. Creating Aesthetically Pleasing Reports with knitr and R Markdown
  • 6. Univariate and Control Datasets
  • 7. Time Series Datasets
  • 8. Multivariate Datasets
  • 9. Multi-Factor Datasets
  • 10. Handling Optimization and Regression Data Problems
  • 11. Next Steps
  • Title: Hands-On Exploratory Data Analysis with R. Become an expert in exploratory data analysis using R packages
  • Author: Radhika Datar, Harish Garg
  • Original title: Hands-On Exploratory Data Analysis with R. Become an expert in exploratory data analysis using R packages
  • ISBN: 9781789802085, 9781789802085
  • Date of issue: 2019-05-31
  • Format: Ebook
  • Item ID: e_2avl
  • Publisher: Packt Publishing