I'd recommend almost anything by Andy Field. He has a clear cut approach with a bit of comic wit to make the reading more enjoyable for hobby reading. His book on SPSS was fantastic, but may be a bit too specialized for what you're looking for. Check out discovering statistics:
https://www.discoveringstatistics.com/