In: Statistics and Probability
An emergency service wishes to see whether there a relationship exists between the outside temperature and the number of emergency calls it receives. The data is shown below. Temperature x | 68 74 82 88 93 99 101 Number of calls | 5 5 7 8 11 12 13
Calculat Correlation Coefficient To see whether there a relationship exists between the outside temperature and the number of emergency calls
Therefor,
x: outside temperature
y: number of emergency calls
Formua for Calculat Correlation Coefficient is,
First, calculate mean of x and y,
Mean of x = (68+74+82+88+93+99+101) / 7
= 605 / 7
= 86.42
Mean of y = (5+5+7+8+11+12+13) / 7
= 61 / 7
= 8.71
Construct a table for get required sum,
Where, Meanx = Mean of x and Meany = Mean of y
S.N. | x | y | xi - Meanx | yi - Meany | (xi - Meanx) * (yi - Meany) | (xi - Meanx)2 | (yi - Meany)2 |
1 | 68 | 5 | -18.42 | -3.71 | 68.34 | 339.30 | 13.76 |
2 | 74 | 5 | -12.42 | -3.71 | 46.08 | 154.26 | 13.76 |
3 | 82 | 7 | -4.42 | -1.71 | 7.56 | 19.54 | 2.92 |
4 | 88 | 8 | 1.58 | -0.71 | -1.12 | 2.50 | 0.50 |
5 | 93 | 11 | 6.58 | 2.29 | 15.07 | 43.30 | 5.24 |
6 | 99 | 12 | 12.58 | 3.29 | 41.39 | 158.26 | 10.82 |
7 | 101 | 13 | 14.58 | 4.29 | 62.55 | 212.58 | 18.40 |
Total | 605 | 61 | 0.06 | 0.03 | 239.86 | 929.71 | 65.43 |
By Using Above Formula,
r = 239.86 / sqrt (929.71) * sqrt(65.43)
= 239.86 / 246.63
r = 0.97 i.e. 97%
The Correlation is 97%, that means Highly Correlated.
Conclusion:
There is Relationship Exists between the outside temperature and the number of emergency calls it receives.