Overall, it's meaningless, other than I like to check to see who is upping my rep and what they are saying about my posts.
Click on "User CP". A list of your last five reputations are there. From what I understand, someone can grant positive rep without leaving comments. Negative rep must come with comments.
It's secret who is leaving you rep.