The sentence is

You may not realize the weather in Barbados during Christmas is like
New York in June.

So I think this should be changed, like "....is like that in New York...", but
some say "...is like that of New York...".
Do I have to use 'that of ...' whenever the same noun is repeated in other place of the sentence?

Always appreciate your help.