In: Statistics and Probability
Method | Yield |
Control | 86.19 |
Control | 102.77 |
Control | 88.37 |
Control | 75.28 |
Control | 89.3 |
Control | 102 |
Control | 105.17 |
Control | 88.24 |
Control | 83.39 |
Control | 89.42 |
Control | 100.13 |
Control | 110.1 |
Wasps | 103.12 |
Wasps | 110.71 |
Wasps | 95.2 |
Wasps | 94.29 |
Wasps | 87.58 |
Wasps | 119.14 |
Wasps | 102.52 |
Wasps | 93.54 |
Wasps | 86.95 |
Wasps | 98.31 |
Wasps | 105.37 |
Wasps | 117.17 |
Nematodes | 106.19 |
Nematodes | 109.82 |
Nematodes | 114.99 |
Nematodes | 112.27 |
Nematodes | 99.57 |
Nematodes | 114.35 |
Nematodes | 103.11 |
Nematodes | 106.01 |
Nematodes | 97.19 |
Nematodes | 95.55 |
Nematodes | 115.06 |
Nematodes | 98.91 |
Bacteria | 93.3 |
Bacteria | 90.45 |
Bacteria | 97.31 |
Bacteria | 100.4 |
Bacteria | 106.2 |
Bacteria | 110.56 |
Bacteria | 111.3 |
Bacteria | 109.52 |
Bacteria | 101.65 |
Bacteria | 94.42 |
Bacteria | 110.1 |
Bacteria | 93.94 |
Pepper Spray | 92.80936 |
Pepper Spray | 86.69 |
Pepper Spray | 101.1568 |
Pepper Spray | 96.04139 |
Pepper Spray | 100.2126 |
Pepper Spray | 99.53069 |
Pepper Spray | 104.079 |
Pepper Spray | 97.14578 |
Pepper Spray | 111.48 |
Pepper Spray | 104.5611 |
Pepper Spray | 94.44477 |
Pepper Spray | 91.83284 |
a) The Result for Anderson Darling test is given in the Graph below
Here P.Value=0.875 which is greater then 0.05 level of significance hence we conclude that the data is normal.
b) The standard deviation of groups are as follow
Groups | StDev |
Bacteria | 7.71 |
Control | 10.4 |
Nematodes | 7.22 |
Pepper | 98.33 |
Wasps | 10.57 |
we can use residual plot to check the constant variation assumption
Since the residuals are randomly distributed in the above residual plot. therefore we can conclude that the assumption of normality is met.
c) F test results are as follow
Source | DF | SS | MS | F | P |
Method | 4 | 1052.2 | 263.1 | 3.5 | 0.013 |
Error | 55 | 4133.8 | 75.2 | ||
Total | 59 | 5186 |
Since p.value is less then 0.05 at 5% level of significance hence we conclude that pesticide methods are significant different.
Turkey test out put
Grouping Information Using Tukey Method
Method N Mean Grouping
Nematodes 12 106.085 A
Bacteria 12 101.596 A B
Wasps 12 101.158 A B
Pepper Spray 12 98.332 A B
Control 12 93.363 B
Means that do not share a letter are significantly different.
Tukey 95% Simultaneous Confidence Intervals
All Pairwise Comparisons among Levels of Method
Individual confidence level = 99.34%
Method = Bacteria subtracted from:
Method Lower Center Upper
---------+---------+---------+---------+
Control -18.218 -8.232 1.753 (-------*-------)
Nematodes -5.496 4.489 14.475 (--------*-------)
Pepper Spray -13.249 -3.264 6.722 (-------*--------)
Wasps -10.423 -0.437 9.548 (--------*-------)
---------+---------+---------+---------+
-12 0 12 24
Method = Control subtracted from:
Method Lower Center Upper
---------+---------+---------+---------+
Nematodes 2.736 12.722 22.707 (--------*-------)
Pepper Spray -5.017 4.969 14.954 (-------*-------)
Wasps -2.191 7.795 17.781 (-------*--------)
---------+---------+---------+---------+
-12 0 12 24
Method = Nematodes subtracted from:
Method Lower Center Upper
---------+---------+---------+---------+
Pepper Spray -17.739 -7.753 2.233 (--------*-------)
Wasps -14.912 -4.927 5.059 (-------*-------)
---------+---------+---------+---------+
-12 0 12 24
Method = Pepper Spray subtracted from:
Method Lower Center Upper
---------+---------+---------+---------+
Wasps -7.159 2.826 12.812 (-------*--------)
---------+---------+---------+---------+
-12 0 12 24