Axe handles are generally made from ash or hickory because they are durable but flexible enough to deal with the shock axe handles endure. For the same reason you'd probably want to make the throwing arm out of ash or hickory. Your best bet is probably finding a wood mill that sells rough cut lumber, or maybe find a tree service place. Those guys often have saw mills to make use of the many trees they cut down.