About the Authors

Muhammad Asif Khan

Roles Conceptualization, Data curation, Formal analysis, Methodology, Resources, Software, Visualization, Writing – original draft

khanma.jufe@gmail.com (MAK); sbe@list.ru (SB)

Affiliation Earth System and Global Change Lab, School of Environmental Science and Engineering, Southern University of Science and Technology, Shenzhen, PR China

Sergey Barykin

Contributed equally to this work with: Sergey Barykin, Dmitry Karpov, Nikita Lukashevich, Akram Ochilov, Rizwan Munir

Roles Funding acquisition, Validation, Writing – review & editing

khanma.jufe@gmail.com (MAK); sbe@list.ru (SB)

Affiliation Graduate School of Service and Trade, Peter the Great St. Petersburg Polytechnic University, St. Petersburg, Russia

Dmitry Karpov

Contributed equally to this work with: Sergey Barykin, Dmitry Karpov, Nikita Lukashevich, Akram Ochilov, Rizwan Munir

Roles Investigation, Visualization, Writing – review & editing

Affiliation Peter the Great St. Petersburg Polytechnic University, St. Petersburg, Russia

Nikita Lukashevich

Contributed equally to this work with: Sergey Barykin, Dmitry Karpov, Nikita Lukashevich, Akram Ochilov, Rizwan Munir

Roles Data curation, Validation, Visualization, Writing – review & editing

Affiliation Graduate School of Industrial Management, Peter the Great St. Petersburg Polytechnic University, St. Petersburg, Russia

Akram Ochilov

Contributed equally to this work with: Sergey Barykin, Dmitry Karpov, Nikita Lukashevich, Akram Ochilov, Rizwan Munir

Roles Investigation, Validation, Visualization

Affiliation Karshi State University, Karshi, Uzbekistan

Rizwan Munir

Contributed equally to this work with: Sergey Barykin, Dmitry Karpov, Nikita Lukashevich, Akram Ochilov, Rizwan Munir

Roles Formal analysis, Validation, Visualization

Affiliation School of Statistics and Data Science, Jiangxi University of Finance and Economics, Nanchang City, Jiangxi Province, PR China

Competing Interests

The author(s) assert that no financial or personal relationships could be perceived as potential sources of bias or influence on the work presented in this paper.