On their growing partnership, the Frenchman added: "It is good, he is like my brother".
Ramsey also provided a superb through ball to set up Aubameyang's second - and Arsenal's fifth.
The first team are now looking like a well-oiled machine as most of the players look in sync but the fans were left a bit confused when Mesut Ozil was not named in the starting line up vs Fulham on Sunday.
Pierre-Emerick Aubameyang scores his second.
"It is a long season and it is early to speak about the top four".
Whisper it quietly, but Arsenal have been impressing this season as the new era of Unai Emery gets into full swing.
The Spanish manager has vowed not to dwell in the past and focus on coming games.
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"Our performance over the 90 minutes was very important; to be together and with our performance we found each moment and each player", said Emery.
Arsenal have even been mentioned as possible Premier League title challengers, although a return to the top four remains their priority after two seasons outside of the Champions League.
Arsenal have matched their best winning run in 11 years after thrashing Fulham 5-1 to make it nine successive victories in all competitions. "It is very hard but we must prepare, continue improving and show big commitment", said Emery.
"I believe in us, we believe in our process but also we must keep taking confidence".
However, the team will be going on break to their respective countries for the global assignment and they will be returning to face Leicester City on October 22.
Ramsey - who is with Wales preparing for a friendly with Spain and the nations League game against the Republic of Ireland - has been linked with moves to Spain and Italy, as well as rival clubs in the Premier League.
City defender John Stones said the players had decided among themselves that Mahrez would take the kick after impressing with his spot-kicks in training last week.