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Conceptually, the standard deviation is the average distance that a data set is away from the mean of that set.

For example if your data set is the following two points: 1 and 5
The average is 3. The standard deviation is 2 because on average, the points in the data set (1 and 5) are two spots away from the average of three.

Hope that helps.