Japan is a very prudish country surprisingly so full-blown Yuri romance is a no-no for the most part. There are lots of "feels like yuri" shows though.
Edit: Also what Dresden said.
I doubt it's a 'prude' thing, it's just niche. There's a reason dedicated manga magazines exist for it.
*rolls dice for a Girl Friends anime*
It's a short, complete series from '07, hope for a good saving throw.