The weight of the line is important, but mainly for catching much bigger fish than crappies, you will be successful with a much lighter line as if it is heavier it can impact the sensitivity of the line which is one thing you will need a lot of to be successful. It is recommended that the line you choose to use sits between four to six lbs as this will provide enough sensitivity while also remaining strong enough to make the reeling process the most struggle free.