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I want to form data structure for nearby neighbor search for 3D coordinates. What is the best way to do so?

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There are lots of standard ones, such as:

Which one you choose would depend on the properties of your data (e.g. how "clustered" the points are, whether the set of points is static or dynamic) and what queries you wish to perform (e.g. k-nearest-neighbour search).

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