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R Graphics Cookbook Second Edition is Available for Free

April 29, 2019 by cmdlinetips

Winston Chang's R Graphics Cookbook 2nd Edition

Winston Chang from RStudio quietly announced last week that the second edition of his popular R Graphics Cookbook: Practical Recipes for Visualizing Data is available now to buy. Not just that, the book is also available online for free at https://r-graphics.org/. Winston Chang’s first edition of R Graphics Cookbook was the first R book I […]

Filed Under: Data Science Books, R, R Graphics Cookbook, R Graphics Cookbook 2nd Edition Tagged With: Data Science Book, R Graphics Cookbook, R Graphics Cookbook 2nd Edition

PCA example using prcomp in R

April 28, 2019 by cmdlinetips

PCA plot

In this tutorial, we will learn how to perform PCA in R using prcomp() function in R. Principal Component Analysis, aka, PCA is one of the commonly used approaches to do unsupervised learning/ dimensionality reduction. It is a fantastic tool to have in your data science/Machine Learning arsenal. You will be surprised how often the […]

Filed Under: PCA example in R, PCA prcomp example, PCA with prcomp, PCA with R, Principal Component Analysis, R, R Tips Tagged With: PCA example in R, PCA prcomp example, PCA tutorial in R, PCA with R, prcomp in R, Principal Component Analysis

Introduction to nest() in tidyr

April 16, 2019 by cmdlinetips

Grouping our data in specific ways and analyzing is often the most common way to make interesting observations about the data. R tidyverse offers fantastic tool set to analyze data by grouping in different ways. Tidyverse dplyr’s group_by() is one of the basic verbs that is extremely useful in most common data analyis scenarios. nest() […]

Filed Under: group_by() dplyr, nest() tidyr, nest() tidyverse Tagged With: group_by() dplyr, nest() tidyr, nest() tidyverse

How to Recode a Column with dplyr in R?

April 13, 2019 by cmdlinetips

Sometimes, when working with a dataframe, you may want the values of a variable/column of interest in a specific way. You might like to change or recode the values of the column. R offers many ways to recode a column. Here we will see a simple example of recoding a column with two values using […]

Filed Under: dplyr recode, R Tips, tidyverse 101 Tagged With: dplyr recode, recode a column in R

Getting started with ggforce – a ggplot2 extension package

March 26, 2019 by cmdlinetips

How to annotate with ellipses in ggplot2 using ggforce?

ggforce, R package extension for ggplot, has got a big upgrade with lot of new functions. ggforce was introduced about to years ago with the aim to provide missing functionalities in ggplot2. ggforce provides a a repository of geoms, stats, etc. that are as well documented and implemented as the official ones found in ggplot2. […]

Filed Under: annotate ggplot2, ggforce, ggforce facet_zoom, ggforce geom_mark_ellipse, ggplot2, R, R Tips, tidyverse 101 Tagged With: annotate ggplot2, ggforce, ggforce facet_zoom, ggforce geom_mark_ellipse

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