Actually I would differ being afk and not participating.
Being AFK can have alot of different reasons, some more valid, some less.
But watching a game and not participating is the worst behavior I can imagine (after feeding) and a person who does this even only once is a toxic player in my opinion and deserves instant punishment.
That is basically AFK...
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