Andy's Angles: Buttermilk Falls

Today, another January 1 photo of Buttermilk Falls in Falls Township, Wyoming County.  This is the view looking downstream, toward the Susquehanna River.

A web search shows several sites in Pennsylvania with the name Buttermilk Falls.  However, I was unable to find the reason.

Perhaps one of our area's many historians can enlighten me.