library(ggplot2)program4
4.Develop a script in R to produce a bar graph displaying the frequency distribution of categorical data in a given dataset, grouped by a specific variable, using ggplpot2.
step1: load the necessary library
step2:Load the dataset
data<-mtcars
head(data) mpg cyl disp hp drat wt qsec vs am gear carb
Mazda RX4 21.0 6 160 110 3.90 2.620 16.46 0 1 4 4
Mazda RX4 Wag 21.0 6 160 110 3.90 2.875 17.02 0 1 4 4
Datsun 710 22.8 4 108 93 3.85 2.320 18.61 1 1 4 1
Hornet 4 Drive 21.4 6 258 110 3.08 3.215 19.44 1 0 3 1
Hornet Sportabout 18.7 8 360 175 3.15 3.440 17.02 0 0 3 2
Valiant 18.1 6 225 105 2.76 3.460 20.22 1 0 3 1
step3: Convert numeric data to categorical
data$cyl <- as.factor(data$cyl)
data$gear <- as.factor(data$gear)step4: Create bar graph
ggplot(data,aes(x=cyl,fill=gear)) +
geom_bar(position = "dodge") +
labs(title = "Frequency of cylinder grouped by gear type",
x = "Number of Cylinders",
y = "Count",
fil = "Gears") +
theme_minimal()