In: Statistics and Probability
Suppose the following weights, in pounds, of 28 one-year-old Labradors are collected: 65.4 70.2 60.5 53.2 72.4 62.8 66.9 65.7 58.7 80.3 70.5 72.0 68.4 92.5 60.8 69.8 72. 7 68.5 78.9 82. 7 56.3 67.2 62.6 48.5 80.4 88.0 78.5 76.0
1. To the nearest thousandth, determine the mean of this sample, and to the nearest hundred-thousandth, determine the deviation
2. Determine and properly label the five-number summary of the data, and use it to find the IQR
3. Calculate the interval of values that would be considered to NOT be outliers, and then state the data values, if any, that ARE outliers.
4. Based on the sample mean and deviation, calculate the z-scores of the min, the max, and the two quartiles. Round to 2 decimal places
1)
X | (X - X̄)² |
65.4 | 18.12 |
70.2 | 0.29 |
60.5 | 83.85 |
53.2 | 270.84 |
72.4 | 7.52 |
62.8 | 47.02 |
66.9 | 7.60 |
65.7 | 15.66 |
58.7 | 120.06 |
80.3 | 113.27 |
70.5 | 0.71 |
72 | 5.49 |
68.4 | 1.58 |
92.5 | 521.80 |
60.8 | 78.45 |
69.8 | 0.02 |
72.7 | 9.26 |
68.5 | 1.34 |
78.9 | 85.43 |
82.7 | 170.12 |
56.3 | 178.4133 |
67.2 | 6.0376 |
62.6 | 49.8033 |
48.5 | 447.6247 |
80.4 | 115.4090 |
88 | 336.4604 |
78.5 | 78.1961 |
76 | 40.2318 |
X | (X - X̄)² | |
total sum | 1950.4 | 2810.609 |
n | 28 | 28 |
mean = ΣX/n =
1950.400 / 28 =
69.657
sample variance = Σ(X - X̄)²/(n-1)=
2810.6086 / 27 =
104.0966
sample std dev = √ [ Σ(X - X̄)²/(n-1)] =
√ 104.0966 =
10.20277
2)
Median=0.5(n+1)th value = 14.5 th value
of sorted data
= 69.150
quartile , Q1 = 0.25(n+1)th value= 7.25 th
value of sorted data
= 62.65
Quartile , Q3 = 0.75(n+1)th value= 21.75 th
value of sorted data
= 77.875
maximum = 92.5
minimum= 48.5
so, five - number summary is (48.5 , 62.65 , 69.150, 77.875 ,92.5 )
IQR = Q3-Q1 = 15.225
3)
1.5IQR = 22.8375
lower bound=Q1-1.5IQR=
39.8125
upper bound=Q3+1.5IQR=
100.7125
outlier =values outside lower bound and upper bound
count below lower bound= 0
count above upper bound= 0
total outlier = 0
there is no outliers.
4)
z score of min = (X-µ)/σ = (48.5-69.657)/10.20277 = -2.07
z score of max = (92.5-69.657)/10.20277 = 2.24
z score of Q1 = (62.65-69.657)/10.20277 = -0.69
z score of Q3 = (77.875-69.657)/10.20277 = 0.81