Taken directly from Planetcatfish:
It is considered good to keep these fish in a group of at least five fish. When kept alone, they do not appear quite as happy and active as when kept in a group.
and
They should be kept in (small) groups. Most singly kept specimens will pine away eventually.
Although, I don't think a 20 gallon will be big enough for a group of these.