For predicting the weather at a certain place why do you need additional information regarding the geography and the current season in that place?
The geography and the seasons are analysed to make an accurate weather prediction in that area.
The additional information regarding the geography of the place is used to arrive at an idea of the climatic conditions in that place during different times of the year. The season gives more precise data about the temperature in that area.