The average weather pattern of a place taken over a long period of time is called
The average weather pattern of a place taken over a long period of time, say 25 years is called the climate of a place.
Weather is defined as the conditions of the atmosphere are over a short interval of time. Whereas the climate of a place is defined as the conditions of the atmosphere over a relatively long period of time.