Is atheism evidence-based?

One may argue it is not, because evidence for the lack of a deity does not exist.
Update: Thank you Fireball, this question needed your trademark zest!
Update 2: Whoever keeps moving this; can I send you a hug? And a smile because it's sunny!
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