For AZ, yes, that's cold. It only gets worse when it's raining
For myself I have a nice tolerence to cold. Well, except when I'm trying to get up in the morning- then it sucks. I do get funny looks when I'm running around in short sleeves and shorts; everyone else was in at least long sleeves.
Phoenix-D