The Little Handbook of Statistical Practice (2012)
This comes at a good time!  I was just talking with my spouse about why you put n-1 in the denominator when you calculate variance.  I always liked "because you used up a degree of freedom calculating the mean," but I feel like that's kind of hand-wavy.  (Obviously, I'm not a statistician.)