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Typical tasks of scientific research include breaking down a complex phenomenon into its components, considering the processes that determine its dynamics, formalizing the accepted hypotheses in mathematical equations, selecting appropriate experimental and statistical material, and ultimately, constructing a mathematical model. This paper explores a complex bio-social phenomenon (COVID-19 epidemic) using a specific data processing method (balanced identification) as part of data driven modeling approach. Combined with appropriate informa