Section 5.3 and section 5.3
Let’s continue our look at Bivariate Data with this example:
Suppose we want to know if there is an association between the number of spaces a property is
from GO and the cost of the property in a monopoly game. The data is below:
Property
|
Spaces from GO
|
Cost
|
Mediterranean Avenue
|
1
|
60
|
Baltic Avenue
|
3
|
60
|
Reading Railroad
|
5
|
200
|
Oriental Avenue
|
6
|
100
|
Vermont Avenue
|
8
|
100
|
Connecticut Avenue
|
9
|
120
|
St. Charles Place
|
11
|
140
|
Electric Company
|
12
|
150
|
States Avenue
|
13
|
140
|
Virginia Avenue
|
14
|
160
|
Penn Railroad
|
15
|
200
|
St. James Place
|
16
|
180
|
Tennessee Avenue
|
18
|
180
|
New York Avenue
|
19
|
200
|
Kentucky Avenue
|
21
|
220
|
Indiana Avenue
|
23
|
220
|
Illinois Avenue
|
24
|
240
|
B & O Railroad
|
25
|
200
|
Atlantic Avenue
|
26
|
260
|
Ventnor Avenue
|
27
|
260
|
Water Works
|
28
|
150
|
Marvin Gardens
|
29
|
280
|
Pacific Avenue
|
31
|
300
|
North Carolina Avenue
|
32
|
300
|
Pennsylvania Avenue
|
34
|
320
|
Short Line Railroad
|
35
|
200
|
Park Place
|
37
|
350
|
Boardwalk
|
39
|
400
|
Which variable is explanatory and which is response?
Enter your data and create a scatterplot.
![](data:image/png;base64,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)
What can be said of the scatterplot?
The
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