I actually tried to set up a species tank with johannis recently. When I talked to the owner of my favorite LFS, he told me that breeders will mess with water params when a female is holding a clutch. The end result is that the ratio of M:F is 75:25 or even higher. Thus it is really difficult to find females in the store.