Which nuts are the most nutritious?

I always try to eat healthily and have started to include nuts as my 'elevenses'. But I am not sure which ones are the best ones for me.

I know Brazil nuts are good for men because they can protect against prostate cancer, but is there any one that is particularly good for women?

Or is there a good all-rounder nut I can include too? Thanks for your advice.