You don't get flower crystals from raids. They're on the flowers in the area before you get to the raids. Where you walked through together with Raidy.

Try to figure out how the bosses work, since each boss in the nature raid has her own special abilities. The composition depends on what works best against that, but also on what you personally prefer to play like.