There are many different types of distributions. The one on the right is called a normal distribution. These distributions are very common. In a normal distribution, the mean is the middle of the distribution, and the standard deviation is the width.
The Mean is the Average, and the Median is the middle, the Mode is the most common value. In a normal distribution, the Mean, Median, and Mode are all equal.