Bokeh has to do with shortening your depth of field, when you apply a bokeh, you get an affect that makes everything outside of a very specific range out of focus. So like in a portrait, the subject would be in focus but the surrounding would not be. You notice it more in photos that have a lot of discrete highlights in the background, like a city at night, or dappled sunlight through leaves.
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