The “describeBy” Function in R
Package: psych
Purpose: Summarizes data by a grouping variable.
General class: Data summary
Required argument(s):
x: The data frame to be summarized.
group: The grouping variable.
Notable optional arguments:
mat: Provide a matrix output rather than a list.
digits: Number of digits to be reported when giving matrix output.
Example:
# Load the psych library
library(psych)
# Generate example data
data <- data.frame(
group = rep(c("Group A", "Group B"), each = 10),
score = c(rnorm(10),rnorm(10,3,2))
)
# Summarize data by group using describeBy
summary <- describeBy(data$score, data$group, mat = TRUE, digits = 2)
print(summary)This example demonstrates how to use the describeBy function from the psych package to summarize data by a grouping variable. The function takes the grouping variable (group) and the data frame to be summarized (data) as required arguments. Optional arguments like mat and digits can be used to customize the output format.