In: Statistics and Probability
The accompanying data represent the miles per gallon of a random sample of cars with a three-cylinder, 1.0 liter engine. (a) Compute the z-score corresponding to the individual who obtained 38.4 miles per gallon. Interpret this result. (b) Determine the quartiles. (c) Compute and interpret the interquartile range, IQR. (d) Determine the lower and upper fences. Are there any outliers? 32.5; 35.9; 37.6; 38.6; 40.4; 42.5; 34.0; 36.2; 37.8; 38.9; 40.6; 42.6; 34.7; 37.3; 38.1; 39.4 ;41.3; 43.4; 35.6; 37.4; 38.4; 39.7; 41.8; 49.1
(a)
From the given data, the following statistics are calculated:
n = 24
= 38.9083
s = 3.5485
For X = 38.4:
Z =(38.4 - 38.9083)/3.5485
= - 0.1432
Table of Area Under Standard Normal Curve gives area = 0.0557
So,
P(X<38.4) = 0.5 - 0.0557 = 0.4443=44.43 %
So,
Answer is:
(i) Z = - 0.1432
(ii) 44.43% of values lie below X = 38.4
(b)
Arranging numbers in ascending order, we get:
32.5, 34.0, 34.7, 35.6, 35.9 36.2 37.3, 37.4, 37.6, 37.8, 38.1, 38.4, 38.6, 38.9, 39.4, 39.7, 40.4, 40.6 41.3, 41.8, 42.5,42.6, 43.4, 49.1
Bottom half is given by:
32.5, 34.0, 34.7, 35.6, 35.9 36.2 37.3, 37.4, 37.6, 37.8, 38.1, 38.4
Middle of these numbers is:
36.75
So,
First Quartile = Q1 = 36.75
n = 24
Median is (24 + 1)/2th item = Average of 12th & 13th items = (38.4 + 38.6)/2 = 38.5
So,
Second Quartile = Q2 = Median = 38.5
Upper Half is given by:
8.6, 38.9, 39.4, 39.7, 40.4, 40.6 41.3, 41.8, 42.5,42.6, 43.4, 49.1
Middle of these numbers is:
40.95
So,
Third Quartile = Q3 = 40.95
So,
Answers are:
First Quartile = Q1 = 36.75
Second Quartile = Q2 = Median = 38.5
Third Quartile = Q3 = 40.95
(c)
Interquartile Range = IQR = Q3-Q1 = 40.95 - 36.75 = 4.2
Interquartile Range= 4.2 is the range of the middle 50% of the data.
So,
Interquartile Range = 4.2
Interquartile Range= 4.2 is the range of the middle 50% of the data.
(d)
Lower fence=Q1-1.5 IQR = 36.75 - (1.5 X 4.2) = 36.75 - 6.3 = 30.45
Upper fence=Q3 + 1.5 IQR = 40.95 + (1.5 X 4.2) = 40.95 + 6.3 = 47.25
Since 49.1 is greater than Upper fence = 47.25, the value of 49.1 is an outlier.
So,
Answers are:
Lower fence=Q1-1.5 IQR = 30.45
Upper fence=Q3 + 1.5 IQR = 47.25
49.1 is an outlier.