Signals don't always travel in straight lines. They can bounce off of and get twisted around from buildings, hills, trees roof tops, etc. Both from the vertical and horizontal directions.
I get my best reception about 30 degrees off the straight as arrow aiming, and pointing up a few degrees from level.
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