Silent treatment from my partner?

Everytime we have an argument I receive the silent treatment, sometimes he won't talk to me for days.
Is this normal, I'm about to have a baby and he's the father.
I really don't want my child learning tactics like this or thinking this is acceptable.
Should I move out? As soon as possible or am I over reacting...
Silent treatment from my partner?
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