I've looked into purchasing a face mask to filter pollution whilst commuting to and from work but I feel as though it's not social acceptable to obscure your fa

I've looked into purchasing a face mask to filter pollution whilst commuting to and from work but I feel as though it's not social acceptable to obscure your face in public. Has anyone else had similar concerns?