About the Authors

Janet Ong

Roles Formal analysis, Methodology, Visualization, Writing – original draft, Writing – review & editing

Affiliation Environmental Health Institute, National Environment Agency, Singapore

Chee-Seng Chong

Roles Project administration, Supervision, Writing – review & editing

Affiliation Environmental Health Institute, National Environment Agency, Singapore

Grace Yap

Roles Project administration, Supervision, Writing – review & editing

Affiliation Environmental Public Health Operations, National Environment Agency, Singapore

Caleb Lee

Roles Data curation, Investigation, Resources

Affiliation Environmental Health Institute, National Environment Agency, Singapore

Muhammad Aliff Abdul Razak

Roles Data curation, Investigation, Resources

Affiliation Environmental Health Institute, National Environment Agency, Singapore

Suzanna Chiang

Roles Data curation, Investigation, Resources

Affiliation Environmental Health Institute, National Environment Agency, Singapore

Lee-Ching Ng

Roles Conceptualization, Project administration, Supervision, Writing – review & editing

NG_lee_ching@nea.gov.sg

Affiliations Environmental Health Institute, National Environment Agency, Singapore, School of Biological Sciences, Nanyang Technological University, Singapore

Competing Interests

The authors have declared that no competing interests exist.