diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb
index 310732ec8714cdc81a17a1e603833c0f27d4e1d6..d0e3d499f45eb38b1ebcd64530eeed0baed36fd5 100644
--- a/module3/exo1/analyse-syndrome-grippal.ipynb
+++ b/module3/exo1/analyse-syndrome-grippal.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -28,7 +28,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -38,14 +38,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Fichier trouvé\n"
+      "Fichier non trouvé\n",
+      "Téléchargement du fichier sur le site Web\n"
      ]
     }
    ],
@@ -57,7 +58,7 @@
     "if os.path.isfile('incidence-PAY-3.csv'):\n",
     "    print(\"Fichier trouvé\")\n",
     "    raw_data = pd.read_csv('incidence-PAY-3.csv', skiprows=1)\n",
-    "    # Ecrituredu fichier en local\n",
+    "    # Ecriture du fichier en local\n",
     "    raw_data.to_csv('incidence-PAY-3.csv')\n",
     "else:\n",
     "    print(\"Fichier non trouvé\")\n",
@@ -65,6 +66,15 @@
     "    raw_data = pd.read_csv(data_url, skiprows=1)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "raw_data.to_csv('incidence-PAY-3.csv')"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},
@@ -89,7 +99,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [
     {
@@ -1054,7 +1064,7 @@
        "[1850 rows x 10 columns]"
       ]
      },
-     "execution_count": 6,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }