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I therefore decided to give the below tutorial which may be known or unknown to many.
1. On your Whatsapp Chat/conversation menu, go to Settings, then Notifications.
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2. Select Notifications and scroll down to Group Notifications.
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3. Tab on Notification Tones and Select Silent or None and ok it.
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You are done.