The Other New York, New York

The NYC scenes look pretty fake at times, but is that the real "Gusses" on Hester Street that they pass at about the 00:58 mark?
Dockhand:
I feel like I'm not out of bed yet, oh, oh, oh
Oh the sun is warm, and my blanket's warmer,
Sleep, sleep in your lady's arms,
Sleep in your lady's arms.
(Ship's whistle, the sailors rush down from ship to dock)
Sailors Gene Kelly, Frank Sinatra and Jules Munshin sing:
New York, New York, New York, New York,
New York, New York, it's a wonderful town!
Dockhand: Hahaha, hey fellas, what's the big rush?
Sailors:
We only got 24 hours! We've never been here before!
Dockhand:
What can you see in one day?
What do you think you're gonna do?
Sailors:
New York, New York, it's a wonderful town!
The Bronx is up and the Battery's down
The people ride in a hole in the ground,
New York, New York, it's a wonderful town!
(musical interlude)
The famous places to visit are so many,
So the guys would say,
I know my grandpa wouldn't miss any in just one day
Gotta see the whole town,
From Yonkers on down to the bay, in just one day.
New York, New York, it's a wonderful town,
The Bronx up and the Battery's down,
The people ride in a hole in the ground,
New York, New York, it's a wonderful town
(musical interlude)
We sailed the seas and played a bit of poker way in Mandalay,
We've walked the streets till the night was over,
And we can safely say, the most fabulous sight is New York
In the light of day, our only day.
New York, New York, it's a wonderful town,
The Bronx is up and the Battery's down,
The people ride in a hole in the ground,
New York, New York, it's a wonderful town
Manhattan women are all dressed in satin, so the fellows say,
There's just one thing necessary in Manhattan,
When you just one day