Q: "I have 10,000 xyz data and want to know, if there is some regularity in 
them or if they are more or less random"
A:  look for tests of spatial randomness 
(https://en.wikipedia.org/wiki/Complete_spatial_randomness ) . If The 
experimental nearest neighbor distribution obtained previously can be compared 
to the expected Poisson distribution.

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