diff --git a/module2/exo1/toy_notebook_fr.ipynb b/module2/exo1/toy_notebook_fr.ipynb
index 3ecd35549cdbc33ade1071dc71c5cd5ba34f909d..e4d479e73674ea0c35ef448976061e4613a00987 100644
--- a/module2/exo1/toy_notebook_fr.ipynb
+++ b/module2/exo1/toy_notebook_fr.ipynb
@@ -55,7 +55,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 14,
    "metadata": {
     "hideCode": false,
     "hidePrompt": false
@@ -64,10 +64,10 @@
     {
      "data": {
       "text/plain": [
-       "3.1289111389236548"
+       "3.128911138923655"
       ]
      },
-     "execution_count": 10,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -99,6 +99,7 @@
     "hideCode": false,
     "hidePrompt": false
    },
+   "outputs": [],
    "source": [
     "%matplotlib inline  \n",
     "import matplotlib.pyplot as plt\n",
@@ -121,21 +122,21 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Il est alors aisé d'obtenir une approximation (pas terrible) de $\\pi$ en comptant combien de fois, en moyenne, $X^2 + Y^2$ est inférieur à 1 :"
+    "Il est alors aisé d’obtenir une approximation (pas terrible) de p en comptant combien de fois, en moyenne, $X^2 +Y^2$ est inférieur à 1 :"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "3.1120000000000001"
+       "3.112"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -143,6 +144,13 @@
    "source": [
     "4*np.mean(accept)"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {