Jamovi is a great alternative to SPSS, and free! Personally, I learn best from problem solving, so video tutorials and real life examples work best for me, but this book is a great and comprehensive resource for anyone starting out with statistics.
This is a review of version 0.70 of this book. It is an excellent and witty introduction to statistics in general, with a focus on psychology. It serves as a jumpstart point for more advanced analyses in more specific fields.