Yes and no....
My rule is that I do not delete "spurious" sources until I find a better source, doesn't have to be perfect, but something that validates that the data was out on the web somewhere.
The reason being, it does allow other researchers to understand how the person came up with the data when someone does go about trying to find "real" sources.