The Art Of Electronics, 2nd. ed., P. Horowitz and W. Hill, Cambridge University Press, Cambridge, UK, 1989.
I am not sure the book is still in print, but I have seen new copies still advertised. For me, it provides a good mixture of theory and practice without an overwhelming amount of math. It includes digital, but unfortunately, has become dated in that area. A lot of people were hoping for a 3rd edition, but that doesn't look like it is going to happen.
Having a little beginning knowledge, such as from the RadioShack series of books by Forrest Mims, is probably an advantage before starting Horowitz and Hill. John