diff --git a/data/language/regional/adm1.tsv b/data/language/regional/adm1.tsv
index 1303a02e..6ba770dd 100644
--- a/data/language/regional/adm1.tsv
+++ b/data/language/regional/adm1.tsv
@@ -159,16 +159,16 @@ fr	osm	relation:8643	oc	0
 fr	qs_a1r	Limousin	oc	0
 fr	gn_id	2998268	oc	0
 fr	osm	relation:8644	oc	0
-fr	qs_a1r	Midi-Pyrenees	oc	0
+fr	qs_a1r	Midi-Pyrénées	oc	0
 fr	gn_id	2993955	oc	0
 fr	osm	relation:8647	oc	0
 fr	qs_a1r	Poitou-Charentes	oc	0
 fr	gn_id	2986492	oc	0
 fr	osm	relation:8652	oc	0
-fr	qs_a1r	Provence-Alpes-Cote d'Azur	oc	0
+fr	qs_a1r	Provence-Alpes-Côte d'Azur	oc	0
 fr	gn_id	2985244	oc	0
 fr	osm	relation:8654	oc	0
-fr	qs_a1r	Rhone-Alpes	oc	0
+fr	qs_a1r	Rhône-Alpes	oc	0
 fr	gn_id	2983751	oc	0
 fr	osm	relation:8655	oc	0
 gb	qs_a1r	Northern Ireland	ga	0