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I would check https://www.data.gouv.fr/en/datasets/arrondissements-1/ and see if that covers your needs. If not, there should be other public sources that should have this available as a shape file. Have you checked on Tableau Public if any other have published any workbooks with that data on municipalities?
Another option is to add region and department (as you've done) on a filled map, and then add the municipalities as a new map layer, to combine all in one view.![Map layers Map layers](/sfc/servlet.shepherd/version/renditionDownload?rendition=THUMB720BY480&versionId=0688b00000concs&operationContext=CHATTER&contentId=05T8b000023Z7UH&page=0)