I am currently doing a linear regression, where i try to predict the housing prices based on different variables that describe the house's spatial features (such as the distance to the closest city, the closest road etc.).
My problem is, one of the original datasets have only calculated the distance to the closest road if the road is within a 2 km radius of the house. so any house which do not have a road closer than 2 km to it have gotten a NULL value instead of the distance.
I was therefore wondering, is it possible to replace these null values? for example with some value above 2 km?