If you have $$10,000$ that you want to save for $3$ years, which of the following banks would you choose to save the money?

Bank A pays $6\%$ per year

Bank B pays $3\%$ every six months

Bank C pays $9\%$ every $18$ months

Bank D pays $0\mathrm{.}4\%$ per month

Show calculation steps and explain your decision.