This obviously must have been purchased at a nursery by the previous homeowner, since this is actually native to western US. Its common name came about because when splitting the leaves, the mucous inside can resemble a spider web. It's actually edible too. This one took me a while to identify, since there are so many variables in the bloom color.

Photo taken June 9, 2004.

Photo taken June 28, 2004.