Hi,
If I am correct in guessing that this instance of "Key Largo" refers to an island, I might actually prefer Sunset on Key Largo. However, this preference seems to depend on the size of the island. For example, Sunset on Ireland would not be acceptable, but Sunset on Long Island seems fine to me.
Examples from a trusted source: http://tinyurl.com/tygld