I think the issue with that data is that overall, what women find important in a partner changes based upon the woman's social class and economic status. If I'm remembering the same dataset you're talking about, it wasn't set up in a way that controlled for those kinda external factors. Generally speaking, the higher the social class/greater the economic status, the more likely a woman is going to rate physical attractiveness as important for the relationship, and conversely the lower the status, the more likely economic factors come into play.
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