Standardization of data

sir the standardized data will have mean as zero and standard deviation as one, but if we standardize data the we loose the statistics related to data. like standard deviation will say spread of data but after standardization we do not have that information and we loose the mean also. then how to get back those statistics back again and also will analysis be affected due loss of that information.

Thank you

Hi @jyothindrapavan,
Yes a standard normal distribution has mean 0, and std 1. But it’s a scale for the distribution.
Not all data points will have 1 as standard deviation.
I guess you will understand all this further in the FDS course in distributions chapter.