About the Authors

Lei Gao

Contributed equally to this work with: Lei Gao, Xiaoxue Liu

Roles Conceptualization, Formal analysis, Funding acquisition, Methodology, Supervision, Writing – original draft, Writing – review & editing

gaolei0410@hotmail.com

Affiliation School of Economics and Management, Institute of Disaster Prevention, Sanhe, China

Xiaoxue Liu

Contributed equally to this work with: Lei Gao, Xiaoxue Liu

Roles Data curation, Methodology, Software, Writing – original draft

Affiliations School of Economics and Management, Institute of Disaster Prevention, Sanhe, China, Department of Disciplines and Graduate Studies, Institute of Disaster Prevention, Sanhe, China

Yiming Zhao

Roles Formal analysis, Software, Writing – review & editing

Affiliations School of Economics and Management, Institute of Disaster Prevention, Sanhe, China, Department of Disciplines and Graduate Studies, Institute of Disaster Prevention, Sanhe, China

Longjie Chen

Roles Funding acquisition, Project administration, Resources, Supervision

Affiliation School of Economics and Management, Institute of Disaster Prevention, Sanhe, China

Yihua Que

Roles Investigation, Visualization

Affiliation School of Economics and Management, Institute of Disaster Prevention, Sanhe, China

Zining Wang

Roles Funding acquisition, Visualization

Affiliation School of Economics and Management, Institute of Disaster Prevention, Sanhe, China

Competing Interests

The authors have declared that no competing interests exist.