You can remember the meaning of 公平 with this easy mnemonic:
I don't think its fair for you to publicly (公) shame my flat (平) chest, when I don't talk about your receding hairline in front of our friends.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.