The paper outlines the basic concepts and general principles of unconventional data analysis using self-organizing analysis technologies and manifestations of hidden organization and periodicity in the hierarhical (ultrametric) mode. Lexographic and constructive data analysis technologies and statistical data filtration as applied to modern instrument engineering are also partially considered.