Assignment #9 Sketch of Solutions

#1

General Linear Model: time versus trt, blk

Analysis of Variance

Source DF Adj SS Adj MS F-Value P-Value

trt 2 3169 1584.7 15.63 0.001 small P-Value evidence for Mercury effect

blk 5 15574 3114.7 30.72 0.000 small P-Value evidence for Litter (Block) effect

Error 10 1014 101.4

Total 17 19757

Control Mean < Means of mercuric-chloride, methyl-mercury

Tukey Pairwise Comparisons: Response = time, Term = trt

Grouping Information Using the Tukey Method and 95% Confidence

trt N Mean Grouping

mercuric-chloride 6 104.167 A

methyl-mercury 6 88.333 A

control 6 71.667 B

Means that do not share a letter are significantly different.

Tukey Simultaneous Tests for Differences of Means

Difference SE of Simultaneous Adjusted

Difference of trt Levels of Means Difference 95% CI T-Value P-Value

mercuric-chloride - control 32.50 5.81 ( 16.55, 48.45) 5.59 0.001

methyl-mercury - control 16.67 5.81 ( 0.72, 32.62) 2.87 0.041

methyl-mercury - mercuric-chloride -15.83 5.81 (-31.78, 0.12) -2.72 0.051

Individual confidence level = 97.93%


#2

General Linear Model: algae versus depth, blk

Analysis of Variance

Source DF Adj SS Adj MS F-Value P-Value

depth 2 178188 89094 17.63 0.003 small P-Value evidence of depth effect

blk 3 84247 28082 5.56 0.036 small P-Value evidence of lake (block) effect

Error 6 30321 5054

Total 11 292757

Mean – Algae Concentration

Means of 1m, 3m < Mean of Surface

Tukey Pairwise Comparisons: Response = algae, Term = depth

Grouping Information Using the Tukey Method and 95% Confidence

depth N Mean Grouping

surface 4 337.50 A

1m 4 118.75 B

3m 4 52.25 B

Means that do not share a letter are significantly different.

Tukey Simultaneous Tests for Differences of Means

Difference of Difference SE of Simultaneous Adjusted

depth Levels of Means Difference 95% CI T-Value P-Value

3m - 1m -66.5 50.3 (-220.8, 87.8) -1.32 0.434

surface - 1m 218.7 50.3 ( 64.5, 373.0) 4.35 0.011

surface - 3m 285.3 50.3 ( 131.0, 439.5) 5.67 0.003

Individual confidence level = 97.80%


#3

General Linear Model: sbp versus sex, agegrp

Analysis of Variance

Source DF Adj SS Adj MS F-Value P-Value

sex 1 616.5 616.53 8.68 0.007

agegrp 2 6661.7 3330.83 46.90 0.000

sex*agegrp 2 622.1 311.03 4.38 0.024 small P-Value – evidence for interaction

Error 24 1704.4 71.02 comparison of 6 treatment means

Total 29 9604.7


#3 continued …

Tukey Pairwise Comparisons: Response = sbp, Term = sex*agegrp

Grouping Information Using the Tukey Method and 95% Confidence

sex*agegrp N Mean Grouping

male old 5 144.0 A

female old 5 128.0 A B

male mature 5 125.0 B C

female mature 5 110.0 C D

female adolescent 5 101.4 D

male adolescent 5 97.6 D

Means that do not share a letter are significantly different.

Tukey Simultaneous Tests for Differences of Means

Difference SE of Simultaneous Adjusted

Difference of sex*agegrp Levels of Means Difference 95% CI T-Value P-Value

(female mature) - (female adolescent) 8.60 5.33 ( -7.87, 25.07) 1.61 0.598

(female old) - (female adolescent) 26.60 5.33 ( 10.13, 43.07) 4.99 0.001

(male adolescent) - (female adolescent) -3.80 5.33 (-20.27, 12.67) -0.71 0.978

(male mature) - (female adolescent) 23.60 5.33 ( 7.13, 40.07) 4.43 0.002

(male old) - (female adolescent) 42.60 5.33 ( 26.13, 59.07) 7.99 0.000

(female old) - (female mature) 18.00 5.33 ( 1.53, 34.47) 3.38 0.027

(male adolescent) - (female mature) -12.40 5.33 (-28.87, 4.07) -2.33 0.222

(male mature) - (female mature) 15.00 5.33 ( -1.47, 31.47) 2.81 0.089

(male old) - (female mature) 34.00 5.33 ( 17.53, 50.47) 6.38 0.000

(male adolescent) - (female old) -30.40 5.33 (-46.87, -13.93) -5.70 0.000

(male mature) - (female old) -3.00 5.33 (-19.47, 13.47) -0.56 0.993

(male old) - (female old) 16.00 5.33 ( -0.47, 32.47) 3.00 0.061

(male mature) - (male adolescent) 27.40 5.33 ( 10.93, 43.87) 5.14 0.000

(male old) - (male adolescent) 46.40 5.33 ( 29.93, 62.87) 8.71 0.000

(male old) - (male mature) 19.00 5.33 ( 2.53, 35.47) 3.56 0.017

Individual confidence level = 99.50%

Means -- sbp

Male – Mean Adolescent < Mean Mature < Mean Old

Female – Mean Adolescent, Mean Mature < Mean Old


#4

General Linear Model: activity versus virus, strain

Analysis of Variance

Source DF Adj SS Adj MS F-Value P-Value

virus 2 58569.9 29284.9 99.07 0.000 small P-Value – Virus Effect

strain 2 19683.6 9841.8 33.30 0.000 small P-Value – Strain Effect

virus*strain 4 407.3 101.8 0.34 0.844 large P-Value … weak evidence for interaction

Error 18 5320.7 295.6

Total 26 83981.4


#4 continued …

Tukey Pairwise Comparisons: Response = activity, Term = virus

Grouping Information Using the Tukey Method and 95% Confidence

virus N Mean Grouping

TMV-infected 9 212.667 A

TRSV-infected 9 116.222 B

noninfected 9 111.667 B

Means that do not share a letter are significantly different.

Tukey Simultaneous Tests for Differences of Means

Difference SE of Simultaneous Adjusted

Difference of virus Levels of Means Difference 95% CI T-Value P-Value

TMV-infected - noninfected 101.00 8.10 ( 80.31, 121.69) 12.46 0.000

TRSV-infected - noninfected 4.56 8.10 ( -16.13, 25.24) 0.56 0.842

TRSV-infected - TMV-infected -96.44 8.10 (-117.13, -75.76) -11.90 0.000

Individual confidence level = 98.00%

Means noninfected, TRSV-infected < Mean TMV-infected


#4 continued …

Tukey Pairwise Comparisons: Response = activity, Term = strain

Grouping Information Using the Tukey Method and 95% Confidence

strain N Mean Grouping

Strain C 9 180.444 A

Strain A 9 145.778 B

Strain B 9 114.333 C

Means that do not share a letter are significantly different.

Tukey Simultaneous Tests for Differences of Means

Difference of Difference SE of Simultaneous Adjusted

strain Levels of Means Difference 95% CI T-Value P-Value

Strain B - Strain A -31.44 8.10 (-52.13, -10.76) -3.88 0.003

Strain C - Strain A 34.67 8.10 ( 13.98, 55.36) 4.28 0.001

Strain C - Strain B 66.11 8.10 ( 45.42, 86.80) 8.16 0.000

Individual confidence level = 98.00%

Mean Strain B < Mean Strain A < Mean Strain C