In: Statistics and Probability
A leisure company operates three amusement arcades in the UK: at Redcar, Skegness and Torquay. As part of a performance review the duration in minutes of the period spent in the arcades by each of a sample of customers visiting was recorded.
The durations of visits made by 21 customers visitng the Redcar arcade were :
23 8 39 72 73 13 44 74 37 37 21
21 27 27 34 31 32 43 74 44 36 36 23
The figures for 18 customers visiting the Skegness arcade were:
31 51 69 12 53 28 36 28 36 30
35 45 48 25 9 32 60 66
The figures for 20 customers visiting the Torquay arcade were:
3 19 1 15 21 9 7 20 10 2
6 2 11 37 10 6 10 14 3 5
(A) Classify both sets of data into grouped frequency distributions
(B) Calculate the relative frequency for each class of all three distributions
(C) The company expects customers to spend at least 20 minutes on visits to their arcades.
Use your relative frequency figures to compare the performances of the arcades in this respect.
(a) Redcar Arcade:
The maximum of the data=74
Min of data=8
Range=Max-Min=74-8=66
Let the number of class intervals be 6
Then the width of each class=66/6=11
We construct the following frequency table:
Class Interval | Frequency |
8-19 | 2 |
20-31 | 7 |
32-43 | 6 |
44-55 | 2 |
56-67 | 0 |
68-79 | 4 |
Total | 21 |
Skegness Arcade:
The maximum of the data=69
Min of data=9
Range=Max-Min=69-9=60
Let the number of class intervals be 6
Then the width of each class=60/6=10
We construct the following frequency table:
Class Interval | Frequency |
9-19 | 2 |
20-30 | 4 |
31-41 | 5 |
42-52 | 3 |
53-63 | 2 |
64-74 | 2 |
Total | 18 |
Torquay Arcade:
The maximum of the data=37
Min of data=1
Range=Max-Min=37-1=36
Let the number of class intervals be 6
Then the width of each class=36/6=6
We construct the following frequency table:
Class Interval | Frequency |
1-7 | 9 |
8-14 | 6 |
15-21 | 4 |
22-28 | 0 |
29-35 | 0 |
36-42 | 1 |
Total | 20 |
(b) We calculate Relative Frequency for the above three:
Relative Freq = Freq/Total
Redcar Arcade:
Table 1:
Class Interval | Frequency | Relative Frequency |
8-19 | 2 | 0.0952 |
20-31 | 7 | 0.3333 |
32-43 | 6 | 0.2857 |
44-55 | 2 | 0.0952 |
56-67 | 0 | 0.0000 |
68-79 | 4 | 0.1905 |
Total | 21 | 1 |
Skegness Arcade:
Table 2:
Class Interval | Frequency | Relative Frequency |
9-19 | 2 | 0.111 |
20-30 | 4 | 0.222 |
31-41 | 5 | 0.278 |
42-52 | 3 | 0.167 |
53-63 | 2 | 0.111 |
64-74 | 2 | 0.111 |
Total | 18 | 1 |
Torquay Arcade:
Table 3:
Class Interval | Frequency | Relative Frequency |
1-7 | 9 | 0.45 |
8-14 | 6 | 0.3 |
15-21 | 4 | 0.2 |
22-28 | 0 | 0 |
29-35 | 0 | 0 |
36-42 | 1 | 0.05 |
Total | 20 | 1 |
(c) The customers spend atleast 20 minutes is the total relative frequency for the class greater than or equal to 20.
So for Redcar Arcade:
From Table 1:
Total of relative frequencies for class greater than equal to 20 =0.3333+0.2857+0.0952+0+0.1905=0.9048
From Table 2:
Total of relative frequencies for class greater than equal to 20 =0.222+0.278+0.167+0.111+0.111=0.889
From Table 3:
Since 20 is in the class 15-21 we need to calculate relative frequency for greater than equal to 20.
We see the Total of relative frequencies for class greater than equal to 22=0+0+0.05=0.05
From the data,we see the number of observations between 20-21 is , the relative frequency is therefore =2/20=0.1
Hence Total of relative frequencies for class greater than equal to 20 =0.05+0.1=0.15
Hence, the highest is observed from Table 1 i.e, Redcar Arcade is the highest among all three.
So for customers to spend at least 20 minutes ,
Redcar Arcade > Skegness Arcade > Torquay Arcade