In: Statistics and Probability
Consider the following data sets.
Researchers at the Pennsylvania State University conducted experiments with poplar trees in which one group of trees was given fertilizer and irrigation while the other group was given no treatment. The weights in kilograms of trees in the two groups are as follows:
No treatment: |
0.15 |
0.02 |
0.16 |
0.37 |
0.22 |
Treatment: |
2.03 |
0.27 |
0.92 |
1.07 |
2.38 |
a) For no treatment dataset
Mean = (0.15 + 0.02 + 0.16 + 0.37 + 0.22)/5 = 0.92/5 = 0.184
Median = 0.16
Range = 0.37 - 0.02 = 0.35
For treatment dataset
Mean = (2.03 + 0.27 + 0.92 + 1.07 + 2.38)/5 = 6.67/5 = 1.334
Median = 1.07
Range = 2.38 - 0.27 = 2.11
b) 5-number summary for No treatment dataset
Minimum Value = 0.02
First Quartile = 0.085
Median = 0.16
Third Quartile = 0.295
maximum Value = 0.37
The boxplot for the same is
5-number summary for treatment data
Minimum Value = 0.27
First Quartile = 0.595
Median = 1.07
Third Quartile = 2.205
maximum Value = 2.38
c) The standard deviation for the no-treatment dataset is
The standard deviation for the trearment dataset is
d) The range rule of thumb suggests that the range is generally 4 times the standard deviation.
Range for no-treatment dateset is = 0.35
Estimated standard deviation is = 0.35/4 = 0.0875
Actual standard deviation is = 0.1136
Ratio = 0.35/0.1136 = 3.081
Rule works fairly good in this case.
Range for treatment dateset is = 2.11
Estimated standard deviation is = 2.11/4 = 0.5275
Actual standard deviation is = 0.768
Ratio = 2.11/0.768 = 2.747
Rule doesn't hold well in this case.
The reason that the rule doesn't hold well in these cases is because of the small dataset size.
e) Mean and standard deviation for no treatment data is 0.184 and 0.1136
The mean and standard deviation for the treatment data is 1.334 and 0.768.
The mean weight for trees undergoing treatment is much more than that of trees under no treatment.
The variation of weight of trees undergoing treatment is also more than that of trees under no treatment.
This implies that the treatment is affective.
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