It's related to the concept of Mottainai (もったいない, 勿体無い) in Japanese culture. Where any waste is considered bad, specially related to food.
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US however seems pretty unique in its not caring about waste. Heck, it's really tough not waste food because all servings in restaurants are for 3 people so unless you bring everything in boxes you'll be wasting things.