You can remember the meaning of 悲剧 with this easy mnemonic:
It's sad (悲) that all this tragedy and drama (剧) has fallen on the family.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.