In: Statistics and Probability
For the next three problems, consider the following sample of python numbers per lake in the Florida Everglades {1, 5, 6, 7, 9, 9, 11, 13, 16}
1. Find the mean , median and mode of the above sample .
2. Compute the standard deviation and the variance of the above sample
3.Determine quantitatively if there any unusual values in the above sample ? explain
Solution :
1) The sample mean is given as follows :
Where, xi's are sample values and n is sample size.
We have, n = 9
The mean is 8.556.
Median :
Number of observations (n) = 9, which is an odd number. Therefore, median = ((n + 1)/2)th observations of sorted data.
Our data is already in ascending order, so we don't need to sort the data.
Median = (9+1)/2 = 5th observation
5th observation = 9
Hence, median = 9
Mode : Mode is that value in the data set, which occurs most frequently in the data.
Since, in the given sample data, 9 occurs most frequently, therefore 9 will be the mode.
Mode = 9
2) The variance of the sample data is given as follows :
Where, S² is variance of sample data, xi's are sample values, n is sample size and x̄ is sample mean.
We have, n = 9 and x̄ = 8.556
The variance of the sample is 20.0278.
The standard deviation of the sample data is given as follows :
The standard deviation of the sample is 4.4752.
3) A value of the sample is said to be unusual if it is more than 2 standard deviations below the mean (i.e. value < (x̄ - 2S)) or it is more than 2 standard deviations above the mean (i.e. value > (x̄ + 2S)).
(x̄ - 2S) = 8.556 - (2 × 4.4752) = -0.3944
(x̄ + 2S) = 8.556 + (2 × 4.4752) = 17.5064
All the sample values are between -0.3944 and 17.5064.
Since, all the sample values are within 2 standard deviations about the mean, therefore we can say that there is no unusual value is the sample.