when water is exposed to air, it can develop a stale taste caused by carbon dioxide in the air mixing with the water. This process lowers the PH level of the water and makes it more acidic. 
This applies to both taped water as well as bottled water. 
Despite the taste, the water is safet to drink for a long time.
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