diff --git a/module2/exo1/toy_notebook_fr.ipynb b/module2/exo1/toy_notebook_fr.ipynb
index 995709f9f19469458dc0b00be92610c8f1580df9..770c59e26b7c8dab85509b0e8462dcf581a5cd02 100644
--- a/module2/exo1/toy_notebook_fr.ipynb
+++ b/module2/exo1/toy_notebook_fr.ipynb
@@ -59,16 +59,11 @@
    ],
    "source": [
     "import numpy as np\n",
-    "\n",
     "np.random.seed(seed=42)\n",
-    "\n",
     "N = 10000\n",
-    "\n",
     "x = np.random.uniform(size=N, low=0, high=1)\n",
-    "\n",
     "theta = np.random.uniform(size=N, low=0, high=pi/2)\n",
-    "\n",
-    "2/(sum((x+np.sin(theta))>1)/N)\n"
+    "2/(sum((x+np.sin(theta))>1)/N)"
    ]
   },
   {
@@ -112,7 +107,7 @@
     "fig, ax = plt.subplots(1)\n",
     "ax.scatter(x[accept], y[accept], c='b', alpha=0.2, edgecolor=None)\n",
     "ax.scatter(x[reject], y[reject], c='r', alpha=0.2, edgecolor=None)\n",
-    "ax.set_aspect('equal')\n"
+    "ax.set_aspect('equal')"
    ]
   },
   {
@@ -141,13 +136,6 @@
    "source": [
     "4*np.mean(accept)"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {