The resting heart rates for a sample of individuals are normally distributed with a mean of 66 and a standard deviation of 6. Use the 68-95-99.7 rule to find the percentage of heart rates in each of the following categories.

a. Greater than 72
b. Less than 54
c. Less than 72
d. Less than 78
e. Greater than 66
f. Less than 60
g. Greater than 54
h. Between 60 and 78



Answer :

Sure! Let's analyze and determine the probabilities for each of the given categories based on a normal distribution with a mean of 66 and a standard deviation of 6.

### Step-by-step solutions:

#### a. Percentage of heart rates greater than 72
Firstly, let's find the Z-score for 72. The Z-score is calculated using the formula:
[tex]\[ Z = \frac{X - \mu}{\sigma} \][/tex]
where [tex]\( X \)[/tex] is the value, [tex]\( \mu \)[/tex] is the mean, and [tex]\( \sigma \)[/tex] is the standard deviation.
[tex]\[ Z = \frac{72 - 66}{6} = 1 \][/tex]

Using the cumulative probability from the Z-table, the area to the left of [tex]\( Z \)[/tex] = 1 is approximately 0.8413 or 84.13%. Therefore, the percentage of heart rates greater than 72 is:
[tex]\[ 100\% - 84.13\% = 15.87\% \][/tex]

#### c. Percentage of heart rates less than 72
Using the Z-score calculated above for 72 ([tex]\( Z = 1 \)[/tex]), the cumulative probability to the left of this Z-score is approximately 84.13%. Hence, the percentage of heart rates less than 72 is:
[tex]\[ 84.13\% \][/tex]

#### e. Percentage of heart rates greater than 66
The Z-score for 66 is:
[tex]\[ Z = \frac{66 - 66}{6} = 0 \][/tex]

The cumulative probability to the left of [tex]\( Z = 0 \)[/tex] is 50%. Hence, the percentage of heart rates greater than or equal to 66 is:
[tex]\[ 100\% - 50\% = 50\% \][/tex]

#### g. Percentage of heart rates greater than 54
Calculate the Z-score for 54:
[tex]\[ Z = \frac{54 - 66}{6} = -2 \][/tex]

The cumulative probability to the left of [tex]\( Z = -2 \)[/tex] is approximately 2.28%. Therefore, the percentage of heart rates greater than 54 is:
[tex]\[ 100\% - 2.28\% = 97.72\% \][/tex]

#### b. Percentage of heart rates less than 54
Using the Z-score calculated for 54 ([tex]\( Z = -2 \)[/tex]), the cumulative probability to the left is about 2.28%. Thus, the percentage of heart rates less than 54 is:
[tex]\[ 2.28\% \][/tex]

#### d. Percentage of heart rates less than 78
Calculate the Z-score for 78:
[tex]\[ Z = \frac{78 - 66}{6} = 2 \][/tex]

The cumulative probability to the left of [tex]\( Z = 2 \)[/tex] is about 97.72%. Hence, the percentage of heart rates less than 78 is:
[tex]\[ 97.72\% \][/tex]

#### f. Percentage of heart rates less than 60
Calculate the Z-score for 60:
[tex]\[ Z = \frac{60 - 66}{6} = -1 \][/tex]

The cumulative probability to the left of [tex]\( Z = -1 \)[/tex] is about 15.87%. Therefore, the percentage of heart rates less than 60 is:
[tex]\[ 15.87\% \][/tex]

#### h. Percentage of heart rates between 60 and 78
For this, we need the cumulative probabilities for both 60 and 78 calculated earlier:
- The probability of being less than 78 is approximately 97.72%.
- The probability of being less than 60 is approximately 15.87%.

Thus, the percentage of heart rates between 60 and 78 is:
[tex]\[ 97.72\% - 15.87\% = 81.85\% \][/tex]

### Summary:
Here are the percentages for each category:
- Greater than 72: 15.87%
- Less than 72: 84.13%
- Greater than 66: 50.00%
- Greater than 54: 97.72%
- Less than 54: 2.28%
- Less than 78: 97.72%
- Less than 60: 15.87%
- Between 60 and 78: 81.85%