Dealing with diverse groups in regression
You can't really do that, there may be some factor which binds certain "groups" of data together, but there are many reasons for this. Your relationship may be nonlinear, or the "groups" of data may represent subjects / objects, where a stronger correlation exists. Unless you know for a fact that these points belong to different populations you shouldn't do that, use the data that you have to model these groupings.