diff --git a/hal-classifier/v1/en/dist_kn3_HAL_en_v1.py b/hal-classifier/v1/en/dist_kn3_HAL_en_v1.py
index 45a1d6c..e4fbe3d 100755
--- a/hal-classifier/v1/en/dist_kn3_HAL_en_v1.py
+++ b/hal-classifier/v1/en/dist_kn3_HAL_en_v1.py
@@ -33,7 +33,21 @@
 quantizer = faiss.IndexFlatL2(d)
 quantizer.add(D)
 
-verb_class={"spi":"Sciences de l'ingénieur [physics]","shs":"Sciences de l'Homme et Société","sdv":"Sciences du Vivant [q-bio]","sdu":"Planète et Univers [physics]","sde":"Sciences de l'environnement","scco":"Sciences cognitives","phys":"Physique [physics]","nlin":"Science non linéaire [physics]","math":"Mathématiques [math]","info":"Informatique [cs]","chim":"Chimie","stat":"Statistiques","qfin":"Économie et finance quantitative [q-fin]"}
+#verb_class={"spi":"Sciences de l'ingénieur [physics]","shs":"Sciences de l'Homme et Société","sdv":"Sciences du Vivant [q-bio]","sdu":"Planète et Univers [physics]","sde":"Sciences de l'environnement","scco":"Sciences cognitives","phys":"Physique [physics]","nlin":"Science non linéaire [physics]","math":"Mathématiques [math]","info":"Informatique [cs]","chim":"Chimie","stat":"Statistiques","qfin":"Économie et finance quantitative [q-fin]"}
+
+verb_class={"chim":{"code":"chim","labelFr":"Chimie","labelEn":"Chemical Sciences"},
+            "info":{"code":"info","labelFr":"Informatique [cs]","labelEn":"Computer Science [cs]"},
+            "math":{"code":"math","labelFr":"Mathématiques [math]","labelEn":"Mathematics [math]"},
+            "nlin":{"code":"nlin","labelFr":"Science non linéaire [physics]","labelEn":"Nonlinear Sciences [physics]"},
+            "phys":{"code":"phys","labelFr":"Physique [physics]","labelEn":"Physics [physics]"},
+            "qfin":{"code":"qfin","labelFr":"Économie et finance quantitative [q-fin]","labelEn":"Quantitative Finance [q-fin]"},
+            "scco":{"code":"scco","labelFr":"Sciences cognitives","labelEn":"Cognitive science"},
+            "sde":{"code":"sde","labelFr":"Sciences de l'environnement","labelEn":"Environmental Sciences"},
+            "sdu":{"code":"sdu","labelFr":"Planète et Univers [physics]","labelEn":"Sciences of the Universe [physics]"},
+            "sdv":{"code":"sdv","labelFr":"Sciences du Vivant [q-bio]","labelEn":"Life Sciences [q-bio]"},
+            "shs":{"code":"shs","labelFr":"Sciences de l'Homme et Société","labelEn":"Humanities and Social Sciences"},
+            "spi":{"code":"spi","labelFr":"Sciences de l'ingénieur [physics]","labelEn":"Engineering Sciences [physics]"},
+            "stat":{"code":"stat","labelFr":"Statistiques [stat]","labelEn":"Statistics [stat]"}}
 
 #kdtree=KDTree(D)