You can remember the meaning of 南方 with this easy mnemonic:
If your face is facing south (南), you have to put a square (方) pot on the south side of the house for good luck.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.