How to find a points related to each other?

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I have more than 1.5 million points on the map with gps coordinates, and I need to find points related to each other for example in 50meters. First thoughts were create distance matrix but size will be so huge and a lot of combinations to calculate with Haversine will be unreachable.

I want to realize in python.

Any ideas?

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