All that can presently (Novemberr 2019) be gleaned about Warren & Edwards by internet searching is that they were the one-off composers of Peek-A-Boo Rag (1905) published by Newton Publishing Co., Chicago, Illinois, USA.
Surfers are welcome to contribute information about these composers.