Description of the multi-dimensional environment at the territorial scale: A holistic framework using cluster analysis and open data in France

•A transposable framework was developed for comprehensive territorial analysis.•To describe the physical environment, 24 sources of open spatial data were used.•113 spatial indicators were calculated at the municipal level in France.•Classification methods were used to identify and describe 7 territorial profiles.•These results could provide new insights into environmental health research.