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For the analysis of various characteristics of natural objects distributions cluster analysis, principal component analysis and regression analysis are often used. There is a large number of distributions of the parameters of natural objects (e.g. spectral characteristics of soil), where the function is unknown, and discreteness is not visible, and contrary to the basic properties of described object. The soil cover is continuous in space and has no clear boundaries between spectral characteristics, such as soil l...