There are many cases where we have to deal with categorical data as we have no available technology to get continuous measurements. How to define and calculate total output from categorical data is discussed here. After defining total output, how to decompose the total output into two parts, magnitude of signal and magnitude of noises are discussed in order to calculate S/N ratio. This is the article to calculate S/N ratio for the case we have to use categorical data.