I remember a conversation I had once on another forum with a friend about an old LP bongó set, both of us wondering wether they were made out of mahogany or walnut. The set had been kept in a closet for decades, so we couldn't tell from the colour, and the pics were not close enough to allow us to see the wood grain. So we both looked for some pictures to emphasize our statements (I stood for walnut, and him for mahogany). I have a few pieces of furniture made out of walnut wood, so I posted some pics, with close-ups of the wood grain. This lasted quite a while, till someone else jumped in the conversation and taught us the set was made out of... cherry wood...

Our binary brains were focussed on the 2 first wood species, and none of us could figure out it could have been made out of something else...
This is just to confirm that is can sometimes be difficult to ID a wood species, as you already know.
BTW, we make in France (and certainly in Europe) a difference between ("domestic") cherry trees and wild cherry trees. The wild species gives a little darker or more reddish wood. I don't know if this distinction exists in the USA.