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Some do. But most do not. It's an evolutionary thing. Most people are instinctively attracted to people who look like they're healthy, and so are more into fitter or thinner people. Just like most people aren't into underweight individuals, they're not usually into overweight people either.
Of course, there are exceptions to this.