By testing several value for the number of top gamers, we observe some surprising to-played games like CIvilization V being the most played within the top whereas only on the 5th position of the most-played games. Same thing for Mount & Blade Warband, not appearing in the top10 most played games for all users but present in the top with we only keep the most active players. We will now try to observe this distribution of played time for those particular games, and maybe differenciate the famous games played less than some less known games but causing hardcore gaming.