I've heard that some say in the spring, but according to history, the Romans were taking their census, in Israel, during their occupation of it, and for that reason, Joseph and Mary, would have left Nazareth to go to Bethlehem, to be counted..as they had to go to the towns that they were born in. The Roman census, would have put that time around September,October-early November. ...in case any one is interested.