In: Statistics and Probability
Table 6.0 shows a sample of the maximum capacity (maximum number of spectators) of sports stadiums. The table does not include horse-racing or motor-racing stadiums.
40,000 |
40,000 |
45,050 |
45,500 |
46,249 |
48,134 |
49,133 |
50,071 |
50,096 |
50,466 |
50,832 |
51,500 |
51,500 |
51,900 |
52,000 |
52,132 |
52,200 |
52,530 |
52,692 |
53,864 |
54,000 |
55,000 |
55,000 |
55,000 |
55,000 |
55,000 |
55,000 |
55,082 |
57,000 |
58,008 |
59,680 |
60,000 |
60,000 |
60,492 |
60,580 |
62,380 |
62,872 |
64,035 |
65,000 |
65,050 |
65,647 |
66,000 |
66,161 |
67,428 |
68,349 |
68,976 |
69,372 |
70,107 |
70,585 |
71,594 |
72,000 |
72,922 |
73,379 |
74,500 |
75,025 |
76,212 |
78,000 |
80,000 |
80,000 |
82,300 |
Table 6.0
- sd = 60136 and 10468
b. Construct a histogram.
c. Draw a smooth curve through the midpoints of the tops of the bars of the histogram.
d. In words, describe the shape of your histogram and smooth curve.
e. Let the sample mean approximate μ and the sample standard deviation approximate σ. The distribution of X can then be approximated by X ~ _____(_____,_____).
f. Use the distribution in part e to calculate the probability that the maximum capacity of sports stadiums is less than 67,000 spectators.
g. Determine the cumulative relative frequency that the maximum capacity of sports stadiums is less than 67,000 spectators. Hint: Order the data and count the sports stadiums that have a maximum capacity less than 67,000. Divide by the total number of sports stadiums in the sample.
h. Why aren’t the answers to part f and part g exactly the same?
We find the Mean and standard deviation of the maximum seating capacity of stadiums using Minitab
a. Mean = 60143
Standard Deviation = 10462
b.
c. The smooth curve over histogram
d. The histogram is bell shaped, however slightly skewed to the right.
e. X can be more or less approximated by a normal distribution.
X ~ N(60143,10462)
f. P[ X < 67000]
= P[(X - 60143)/10462 < (67000 - 60143)/10462]
= P[ Z < 0.6554] {Z = (X - 60143)/10462 ~ N(0,1)}
= 0.74389 {Values obtained from a standard normal table}
g.
To determine the cumulative relative frequency that maximum capacity of sports stadiums is less than 67000 spectators.
= (Number of stadiums in sample with stadium capacity less than 67000)/ (Total number of stadiums in sample)
= 43/60
= 0.7167
h. The answers in f and g aren't exactly the same because in f we assume normality and fit a normal distribution to the data obtained and then calculate the probability. However in g we just calculate the exact probability based on sample values that are given in the data.