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From posts above, the noise is an electric water pump. And the ugliness of the noise could either be air in the coolant system or a bearing going...
My Prius makes a noise (maybe a pump noise?) after shutting down car. I shut down and it makes the noise as I'm getting out - it lasts maybe 5-10...