Workshop Statistics: Discovery with Data and Fathom
Topic 8: Graphical Displays of Association
Activity 8-1: Cars' Fuel Efficiency (cont.)
(a) observational units: cars
(b) 2 variables are reported for each car
-
city MPG = quantitative
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weight = quantitative
(c)
(d) Yes, the scatterplot reveals a relationship between the car's weight
and its fuel efficiency. So, knowing the car's weight reveals information
about its fuel efficiency. It appears that cars that weigh less get
better mileage than cars that weigh more.
(e) Fuel efficiency is negatively associated with weight.
(f) Yes, there are several such examples, e.g. eclipse and cougar.
Activity 8-2: Guess the Association
(a) Answers will vary from student to student, but this is a good example:
|
strongly
negative
|
|
mildly
negative
|
|
virtually
none
|
|
mildly
positive
|
|
strongly positive
|
letter:
|
D
|
G
|
A
|
H
|
C
|
E
|
I
|
F
|
B
|
(b) Answers will vary from student to student, but this is a good example:
pair of variables
|
direction
|
strength
|
length and width of signatures
|
positive
|
weak
|
SAT score & college GPA
|
positive
|
strong
|
latitude & avg. January temperature of U.S. cities
|
negative
|
strong
|
lifetime & weekly cigarette consumption
|
negative
|
moderate
|
serving size & calories of fast food sandwiches
|
positive
|
moderate
|
airfare & distance to the destination
|
positive
|
moderate
|
birth rates & death rates of U.S. states
|
none at all
|
none
|
foot length & height
|
positive
|
strong
|
Activity 8-3: Marriage Ages (cont.)
(a) There is a fairly strong positive association between the husband's
age and the wife's age.
(b) 2
(c) 16, above the line
(d) 5, below the line
(e) According to the data collected, the husband tends to be older
than the wife in married couples.
Activity 8-4: Space Shuttle O-Ring Failures
(a)
(b) There seems to be a slightly negative association between O-ring
failures and temperature, with fewer failures at higher temperatures.
(c) It seems very likely that there would be an O-ring failure.
(d)
(e) This scatterplot does not show any real association.
(f) Considering that all the flights with no failures occured at relatively
high temperatures, the flights with zero failures gave a lot of information
about how failures were related to temperature.
Activity 8-5: Fast Food Sandwiches
(a)
There is a fairly strong
positive association between a sandwich's serving size and its calories.
The number of calories tends to increase with the number of ounces in a
serving.
(b)
Roast beef tends to have
more calories than other sandwiches of similar serving sizes but different
meats. Turkey tends to have less calories than other sandwiches of
similar serving sizes but different meats. Ham and chicken seem to
vary.
(c)
(d) Answers will vary from student to student.