Chemistry vs. Compatibility.

Over the past year, I have dated a number of women with whom I have had chemistry.  But, unfortunately, we were simply not compatible.  And, I have dated a number of women who were highly compatible but there was no chemistry.  So, do you choose the one who you have the hots for or the one you can live with?