I have a dataset of around 300.000 vectors, randomly placed around the earth using lattitude and longitude. Say that I'm at 51.9167° N, 4.5000° E, how do I find all vectors around me in a radius of, for example, 100km? Plain math is preferred. Java and pseudo code are fine too.
Assuming you have a Location
class with lat/long and a Collection<Location>
you want to process, you can do it like this:
Collection<Location> locations; // filled somewhere
final Location here;
List<Location> within100km = locations.stream()
.filter(l -> haversine(l.getLatitude(), l.getLongitude(),
here.getLatitude(), here.getLongitude()) <= 100)
.collect(Collectors.toList());
public static double haversine(
double lat1, double lng1, double lat2, double lng2) {
int r = 6371; // average radius of the earth in km
double dLat = Math.toRadians(lat2 - lat1);
double dLon = Math.toRadians(lng2 - lng1);
double a = Math.sin(dLat / 2) * Math.sin(dLat / 2) +
Math.cos(Math.toRadians(lat1)) * Math.cos(Math.toRadians(lat2))
* Math.sin(dLon / 2) * Math.sin(dLon / 2);
double c = 2 * Math.atan2(Math.sqrt(a), Math.sqrt(1 - a));
double d = r * c;
return d;
}
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