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"Out in all weather".

Weather is not plural. Weather systems or weather conditions can be plural but I cannot think if a circumstance where "weather" itself is.

It is probably not technically correct to do so, but you will definitely find many people using "the", even when there is a number of identical objects involved. This is particularly likely if it can...