Question
1.Santa Claus wants to estimate how many ounces of milk will be left at houses he visits based on (1) the assessed property value of
1.Santa Claus wants to estimate how many ounces of milk will be left at houses he visits based on (1) the assessed property value of the residence; (2) if the children of the household were naughty, nice, or some of each (mixed). Below are some data he took last year.
Milk (ounces)
Property Value ($1000)
Behavior
0.0
240
Naughty
0.0
160
Naughty
3.3
150
Naughty
0.0
525
Naughty
2.0
600
Naughty
0.0
800
Naughty
0.0
850
Naughty
11.9
220
Nice
10.2
360
Nice
12.5
125
Nice
8.1
610
Nice
7.8
840
Nice
9.8
550
Nice
11.7
250
Nice
11.1
110
Mixed
5.0
240
Mixed
9.0
450
Mixed
8.6
960
Mixed
6.1
180
Mixed
14.0
750
Mixed
2.0
660
Mixed
The R output for the full model with interactions is
Estimate Std. Error t value Pr(>|t|)
(Intercept)
7.2465705
1.8944850
3.8251
0.001656
Prop.Val.1000
0.0015146
0.0033608
0.4507
0.658670
BehaviorNaughty
-5.7444806
2.7584885
-2.0825
0.054832
BehaviorNice
6.0066658
2.7938943
2.1499
0.048282
Prop.Val.1000:BehaviorNaughty
-0.0030829
0.0049670
-0.6207
0.544125
Prop.Val.1000:BehaviorNice
-0.0085443
0.0054161
-1.5776
0.135515
n = 21, p = 6, Residual SE = 2.64862, R-Squared = 0.78
(a)Use the model to predict the amount of milk left for Santa at a $500,000 home of a child who was partly naughty, and partly nice (mixed).
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