library(ggplot2)
data(mtcars)
summary(mtcars)
## mpg cyl disp hp
## Min. :10.40 Min. :4.000 Min. : 71.1 Min. : 52.0
## 1st Qu.:15.43 1st Qu.:4.000 1st Qu.:120.8 1st Qu.: 96.5
## Median :19.20 Median :6.000 Median :196.3 Median :123.0
## Mean :20.09 Mean :6.188 Mean :230.7 Mean :146.7
## 3rd Qu.:22.80 3rd Qu.:8.000 3rd Qu.:326.0 3rd Qu.:180.0
## Max. :33.90 Max. :8.000 Max. :472.0 Max. :335.0
## drat wt qsec vs
## Min. :2.760 Min. :1.513 Min. :14.50 Min. :0.0000
## 1st Qu.:3.080 1st Qu.:2.581 1st Qu.:16.89 1st Qu.:0.0000
## Median :3.695 Median :3.325 Median :17.71 Median :0.0000
## Mean :3.597 Mean :3.217 Mean :17.85 Mean :0.4375
## 3rd Qu.:3.920 3rd Qu.:3.610 3rd Qu.:18.90 3rd Qu.:1.0000
## Max. :4.930 Max. :5.424 Max. :22.90 Max. :1.0000
## am gear carb
## Min. :0.0000 Min. :3.000 Min. :1.000
## 1st Qu.:0.0000 1st Qu.:3.000 1st Qu.:2.000
## Median :0.0000 Median :4.000 Median :2.000
## Mean :0.4062 Mean :3.688 Mean :2.812
## 3rd Qu.:1.0000 3rd Qu.:4.000 3rd Qu.:4.000
## Max. :1.0000 Max. :5.000 Max. :8.000
Create a pie chart showing the proportion of cars from the ‘mtcars’ data set that have different ‘carb’ values
Create a bar graph, that shows the number of each ‘gear’ type in ‘mtcars’.
ggplot(data = mtcars, aes(x = gear)) +
geom_bar(stat = "count")
Show a stacked bar graph of the number of each gear type and how they are further divided out by ‘cyl’
ggplot(mtcars,
aes(x = factor(cyl), fill = factor(gear))) +
xlab("Values of 'cyl'") +
ylab("Values of 'count of gear'") +
geom_bar(color="black")
Draw a sctter plot showing the relationship between ‘wt’ and ‘mpg’
ggplot(mtcars, aes(x = wt, y = mpg)) +
xlab("wt") + ylab("mpg") +
geom_point() +
geom_line() +
ggtitle("Relationship between 'wt' and 'mpg'") +
stat_smooth(method = "loess", formula = y ~ x, size=1, col = "red")
Design: Show relationship between ‘hp’ and ‘carb’ via line chart
p1 <- ggplot() + geom_line(aes(y = carb, x = hp, colour = "relationship"),data = mtcars, stat="identity")
p1
I used this graph to see the relationship between carb and hp. From the graph, we could conclude that the higher horse power is, the more carb it produces.