Statistics information conceptual, definition, understand, please, question

w1977

Can anyone go into greater detail on statistics terms? Standard deviation and so forth. I understand the definition and how to apply & calculate it but I’m not sure I’d get it right if they asked me a conceptual question. If you know of a book where I can get a better handle on this, please post the name and the author. Thx