I don't think I have ever watched this and not laughed. This is one of the greatest stand-up routines of all time.
The names given in the routine for the players at each position are:
First Base: Who
Second Base: What
Third Base: I Don't Know
Left field: Why
Center field: Because
Pitcher: Tomorrow
Catcher: Today
Shortstop: I Don't Give a Darn