Certainly @Alexander Kessner mentions the best book. I think Andy Field's book is one of the very best book of statistics. It's practical but explain some mathematical basis very well. Another book not so simple but very rich in other methods than Andy Field's book doesn't explain (e. g., survival analysis, cluster analysis o discriminant analysis) is Landau & Everitt book "A Hanbook of Statistical Analysis using SPSS".