Normal Distribution F89Bd5
1. **Problem Statement:**
We have a normal distribution with mean $m = 23.6$ kg and standard deviation $\sigma = 1.8$ kg.
2. **Understanding the Normal Distribution:**
The normal distribution is symmetric and bell-shaped, centered at the mean $m$.
The standard deviation $\sigma$ measures the spread of the data.
3. **Given Data:**
- Mean $m = 23.6$ kg
- Standard deviation $\sigma = 1.8$ kg
- The shaded area is between $21.8$ kg and $25.4$ kg.
4. **Calculate the Z-scores for the bounds:**
The Z-score formula is:
$$Z = \frac{X - m}{\sigma}$$
Calculate for $21.8$ kg:
$$Z_1 = \frac{21.8 - 23.6}{1.8} = \frac{-1.8}{1.8} = -1$$
Calculate for $25.4$ kg:
$$Z_2 = \frac{25.4 - 23.6}{1.8} = \frac{1.8}{1.8} = 1$$
5. **Interpretation:**
The shaded area corresponds to the probability that a value lies within $\pm 1$ standard deviation from the mean.
6. **Using the Empirical Rule:**
- About 68% of data lies within $\pm 1\sigma$ of the mean.
7. **Final Answer:**
The shaded area under the curve between $21.8$ kg and $25.4$ kg represents approximately 68% of the data in this normal distribution.