removing scratches from aquarium?

[holyherbiness]

I accidently scratched my aquarium when I was cleaning it
how can i remove these u gly scratches and cuts?

by the way, it's a glass aquarium
upon doing research, i found that cerium oxide or iron oxide (both jeweler's polishing tools) could be used