Sentence:  In theory, there are the same number of <WSD>principal</WSD> components as there are variables, but in practice, usually only a few of the <WSD>principal</WSD> components need to be identified to account for most of the data variance. 
Meaning of the word marked with <WSD> tags:  Primary; most important.