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Arithmetic mean is the simple average of all observations and is calculated by adding all the observations and dividing it by the total number of observations.
We can calculate arithmetic mean for both the population and the sample.
Population Mean
This is the arithmetic mean of all observations in the population. The formula for population mean is given below:

Sample Mean
This is the arithmetic mean of all observations in the sample of the population. The formula for sample mean is given below:

Notice the difference in notations between the two formulas:
Xi represents the observations in both formulas.
The number of observations in the population is represented by capital N, while the number of observations in the sample is represented by small n.
Example
Population Dataset: 1.5, 2.5, 3, 2.3, 4.3, 5.6, 4.2, 6.7, 5.9, 1.2, 5.4, 9.8, 8.5, 5.5, 2.9, 1.7, 8.8, 6.2, 9.5, 3.8
We can draw a sample from the above data set.
Sample Dataset: 2.5, 5.6, 1.2, 9.8, 8.8

Some observations: