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Well, to be honest I already resolved this issue but I feel need to put it here so that DigitalOcean staff can take some action on it and also help community :)
Resolution is to edit /etc/resolv.conf and replace 4.2.2.2 with some other faster DNS server like 8.8.4.4
above solution is tested with Ubuntu12.04 droplet