Develop a script in R to produce a bar graph displaying the frequency distributing of categorical data in a given dataset, grouped by a specific variable, using ggplot2.
STEP1: LOAD DATASET
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
convert numeric data into categorical data
data$ cyl <- as.factor (data$ cyl)
data$ gear <- as.factor (data$ gear)
plot graph
library (ggplot2)
ggplot (data, aes (x = cyl, fill = gear)) +
geom_bar (position = "dodge" ) + # Grouped bar chart
labs (
title = "Frequency of Cylinders Grouped by Gear Type" ,
x = "Number of Cylinders" ,
y = "Count" ,
fill = "Gears"
) + # Legend title
theme_minimal ()