This document explains plotting diagnostics for LM and GLM using {ggplot2} and {ggfortify}.

Installation

First, install ggfortify from CRAN.

install.packages('ggfortify')

Plotting Diagnostics for Linear Models

{ggfortify} let {ggplot2} know how to interpret lm objects. After loading {ggfortify}, you can use ggplot2::autoplot function for lm objects.

library(ggfortify)
autoplot(lm(Petal.Width ~ Petal.Length, data = iris), label.size = 3)

You can select desired plot by which option as the same manner as standard plot. Also, ncol and nrow allows you to specify the number of subplot columns and rows.

par(mfrow = c(1, 2))
m <- lm(Petal.Width ~ Petal.Length, data = iris)

autoplot(m, which = 1:6, ncol = 3, label.size = 3)