I'm trying to predict the price of transportation for trucking freight. Two important features that I think would be of great impact are Origin and Destination. What's the best way to include that in your features?
They are categorical variables and if I encode it, the dataset will be extremely sparse. I thought about converting both features into latlong coordinates too and treat them as numerical variables.
Anyone dealt with this situation before?