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To make it clearer, for each of the 800k locations, I'd like to find the nearest point of interest that is within a certain distance (say, within 1km radius). Now I'm thinking maybe I could round the latitude and longitude to certain number of digits so that nearby points would have the same lat/long. Not sure that's the best solution.
