This is a nitpick and not pertinent to anything, but base64 encoding your password could make it stronger. Password strength is not just about entropy, high entropy is simply the most effective way of making your password stronger. If your password is 100% randomly generated (as it should be) then base64 encoding it won't do anything.
If however your password is engineered to be easier to remember, for example by using dictionaries or some kind of scheme that has a lower entropy, then the base64 encoding step adds a single bit of strength to your password. Meaning anyone who is brute forcing your password using a smart password cracker, has to configure that cracker to also consider base64 encoding as a scheme, basically forcing it to perform a single extra operation for every try.
Anyway, useless information, you shouldn't be using password schemes like that. The horse shoe battery staple type password style should be quite sufficient I think.