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Looked at issue #153 : the calculation of sigma_z has been vectorized, together with the extraction of xyz coordinates from the point-cloud for multiple neighbourhoods. It gives a speedup when the number of neighbourhoods is large (2X for ~150000), it should be largest for neighbourhoods with similar number of points.