In: Statistics and Probability
The leaf-mining moth, Cameraria hamadryadella, is found at higher densities low in the crown of white oak trees (Quercus alba). To test the hypothesis that this pattern is due to differences in foliage quality between low and high foliage, potted trees which had been treated identically prior to the experiment, so should have similar foliage quality, were randomly assigned to 3 different heights (0, 1.25, and 3.25 m above the ground), and intervening foliage was placed under half the trees in each height treatment. Intervening foliage was non-oak foliage and used to simulate the interference that moths emerging from the leaf litter might encounter when seeking oak foliage. Because of the limited availability of potted trees, the sample sizes differed among treatment combinations. Use the cameraria.csv, which contains data on the density of leaf mines on each experimental tree (number/leaf) to test all relevant hypotheses concerning the effects of height and intervening foliage on leaf miner density.
internointer | height | density | |
1 | inter | low | 3.969301638 |
2 | inter | low | 5.369349006 |
3 | inter | low | 6.120053591 |
4 | inter | low | 3.190005159 |
5 | inter | low | 6.453230805 |
6 | inter | mid | 2.813480706 |
7 | inter | mid | 3.285403337 |
8 | inter | mid | 2.783487491 |
9 | inter | mid | 1.688735491 |
10 | inter | high | 0.872423761 |
11 | inter | high | 1.841925999 |
12 | inter | high | 1.141709711 |
13 | inter | high | 0.842030114 |
14 | inter | high | 0.919231785 |
15 | inter | high | 1.451467222 |
16 | nointer | low | 4.750133954 |
17 | nointer | low | 7.501487512 |
18 | nointer | low | 6.14694701 |
19 | nointer | low | 8.315185552 |
20 | nointer | low | 7.381864028 |
21 | nointer | low | 6.90325985 |
22 | nointer | low | 6.277508028 |
23 | nointer | mid | 3.560923065 |
24 | nointer | mid | 0.862755771 |
25 | nointer | mid | 2.951119764 |
26 | nointer | mid | 2.104355678 |
27 | nointer | mid | 1.545405652 |
28 | nointer | mid | 2.50297984 |
29 | nointer | high | 1.069940668 |
30 | nointer | high | 1.794883662 |
31 | nointer | high | 1.266284994 |
32 | nointer | high | 1.850744346 |
33 | nointer | high | 1.529635938 |
The leaf-mining moth, Cameraria hamadryadella, is found at higher densities low in the crown of white oak trees (Quercus alba). To test the hypothesis that this pattern is due to differences in foliage quality between low and high foliage, potted trees which had been treated identically prior to the experiment, so should have similar foliage quality, were randomly assigned to 3 different heights (0, 1.25, and 3.25 m above the ground), and intervening foliage was placed under half the trees in each height treatment. Intervening foliage was non-oak foliage and used to simulate the interference that moths emerging from the leaf litter might encounter when seeking oak foliage. Because of the limited availability of potted trees, the sample sizes differed among treatment combinations. Use the cameraria.csv, which contains data on the density of leaf mines on each experimental tree (number/leaf) to test all relevant hypotheses concerning the effects of height and intervening foliage on leaf miner density.
MINTAB used .
General Linear Model: density versus internointer, height
Method
Factor coding |
(-1, 0, +1) |
Factor Information
Factor |
Type |
Levels |
Values |
internointer |
Fixed |
2 |
inter, nointer |
height |
Fixed |
3 |
high, low, mid |
Analysis of Variance
Source |
DF |
Adj SS |
Adj MS |
F-Value |
P-Value |
internointer |
1 |
2.475 |
2.4745 |
2.88 |
0.101 |
height |
2 |
126.929 |
63.4645 |
73.89 |
0.000 |
internointer*height |
2 |
6.294 |
3.1468 |
3.66 |
0.039 |
Error |
27 |
23.191 |
0.8589 |
||
Total |
32 |
172.806 |
Model Summary
S |
R-sq |
R-sq(adj) |
R-sq(pred) |
0.926791 |
86.58% |
84.09% |
80.18% |
Coefficients
Term |
Coef |
SE Coef |
T-Value |
P-Value |
VIF |
Constant |
3.225 |
0.164 |
19.68 |
0.000 |
|
internointer |
|||||
inter |
-0.278 |
0.164 |
-1.70 |
0.101 |
1.02 |
height |
|||||
high |
-1.885 |
0.230 |
-8.18 |
0.000 |
1.30 |
low |
2.662 |
0.227 |
11.74 |
0.000 |
1.31 |
internointer*height |
|||||
inter high |
0.116 |
0.230 |
0.50 |
0.618 |
1.28 |
inter low |
-0.588 |
0.227 |
-2.60 |
0.015 |
1.32 |
Regression Equation
density |
= |
3.225 - 0.278 internointer_inter + 0.278 internointer_nointer -
1.885 height_high |
Fits and Diagnostics for Unusual Observations
Obs |
density |
Fit |
Resid |
Std Resid |
|
4 |
3.190 |
5.020 |
-1.830 |
-2.21 |
R |
16 |
4.750 |
6.754 |
-2.004 |
-2.34 |
R |
R Large residual
To test the effect of intervening foliage on leaf miner density,
Calculated F=2.88, P=0.101 which is > 0.05 level of significance. intervening foliage has no effect on density.
To test the effect of height on leaf miner density,
Calculated F=73.89, P=0.000 which is < 0.05 level of significance. height has significant effect on density.
To test the effect of interaction between height and intervening foliage on density,
Calculated F=3.66, P=0.039 which is < 0.05 level of significance. Interaction has significant effect on density.