User name who flagged in Global Node flag
For those who are in similar situation, I'd like to inform that at the time of writing, This is Not Possible with Flag. Flag module is just Boolean true/false. 

I changed the flag to Vote using VotingAPI and Plus One modules. The VotingAPI has Views integration and via views Relationship, I could get the User information and Vote Timestamp to display in the page.