And what is the name of the white part that remains after it falls?
As flowers fade, they typically fall off or just remain on the stem. The white strand is the style. This article gives some growing tips that should help:
http://blogs.ifas.ufl.edu/nassauco/2017/05/30/fact-sheet-bush-violet/