It is hard to compare affiliate networks. They work differently for different affiliates depending on what merchants they use. Acclaim Network has top-performing affiliate programs for credit related offers such as credit cards and credit reports; other networks are much better if you're looking to promote wine. Similar for Amazon with Books.
Only one I've ever made money with is Amazon, but it's not easy and I wouldn't recommend it to anyone else.
It's comparing apples to oranges. It really depends on your niche. I personally like CJ from among the list you provided because they offer the most merchants to work with.