Combining Latitude/Longitude position into single feature

Question

I have been playing with 2 dimensional machine learning using pandas (Trying to do something like this: https://github.com/freeman-lab/spark-ml-streaming), and I'd like to combine Lat/Long into a single numerical feature -- ideally in a linear fashion. Is there a "best practice" to do this?