Summarizing Associations
There is a data set built into R called mtcars
that includes several measures on different types of cars. Learn more about the data set using ?mtcars
.
Question 1
Summarize the association between the fuel efficiency (measured in miles per gallon) and the weight of the car using a scatter plot, the correlation coefficient, and a linear model. Since we seek to explain the fuel efficiency, put that one on the y.
Question 2
Repeat question 1 but use the horsepower of the car instead of the weight. Compare the scatter plots: why does one of them have a higher correlation coefficient than the other?
Question 3
What is the better way to compare the strength of the linear relationship between these two pairs of variables (mpg and wt; mpg and hp): the correlation coefficients or the slopes of the linear models? Why?
Question 4
Which car has the lowest fuel efficiency given its weight?