I had a very similar problem with my iPhone 5 when I first got it last year. Here's the short version of the story.
It is an LTE phone and I live in North Miami Dade Florida. This area is a LTE dominant area. After having the phone for about 3-4 hours, I noticed I never connected to the LTE...