diff --git a/BHPD/02-DNN-Regression-Premium.ipynb b/BHPD/02-DNN-Regression-Premium.ipynb
index f515933d133e8c88a3421ea43e0bb46aadda27a7..21c6b53d2f1476f8a201482cbd9f1e2ba91b5148 100644
--- a/BHPD/02-DNN-Regression-Premium.ipynb
+++ b/BHPD/02-DNN-Regression-Premium.ipynb
@@ -273,7 +273,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Données manquantes :  0   Shape is :  (506, 14)\n"
+      "Missing Data :  0   Shape is :  (506, 14)\n"
      ]
     }
    ],
@@ -281,7 +281,7 @@
     "data = pd.read_csv('./data/BostonHousing.csv', header=0)\n",
     "\n",
     "display(data.head(5).style.format(\"{0:.2f}\"))\n",
-    "print('Données manquantes : ',data.isna().sum().sum(), '  Shape is : ', data.shape)"
+    "print('Missing Data : ',data.isna().sum().sum(), '  Shape is : ', data.shape)"
    ]
   },
   {
@@ -1195,7 +1195,7 @@
    ],
    "source": [
     "predictions = loaded_model.predict( my_data )\n",
-    "print(\"Prédiction : {:.2f} K$   Reality : {:.2f} K$\".format(predictions[0][0], real_price))"
+    "print(\"Prediction : {:.2f} K$   Reality : {:.2f} K$\".format(predictions[0][0], real_price))"
    ]
   },
   {