You can remember the meaning of 迟到 with this easy mnemonic:
Why are you always arrive late (迟)? Do you arrive (到) anywhere on time?
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.