The contenders included all the big names in supersize grocery chains, including Safeway, Giant Food, Stop & Shop, Publix, Whole Foods and Walmart, but the overall favorite store named by consumers was a small retailer with a neighborhood-market feel and very few national brands: Trader Joe???s.