Because my songbook library will need different columns displayed than my e-book library, I opted to have two separate libraries. As pointed out already, I just have to go to preferences and point calibre to whichever library I want.
I just noticed, however, if one switches back and forth between libraries, the columns selected change (again). Rebooting doesn't completely fix it. I'll report it as a bug.