diff --git a/federated_learning/FedAvg_FedProx_MNIST_iid_and_noniid.ipynb b/federated_learning/FedAvg_FedProx_MNIST_iid_and_noniid.ipynb
index 4b8c81d435a0058cc1852c634bcea0032a739519..61c02d21aeceb8d4fc9fb6581b6f1d27d90dab0d 100644
--- a/federated_learning/FedAvg_FedProx_MNIST_iid_and_noniid.ipynb
+++ b/federated_learning/FedAvg_FedProx_MNIST_iid_and_noniid.ipynb
@@ -9,8 +9,10 @@
    ]
   },
   {
-   "cell_type": "raw",
+   "cell_type": "code",
+   "execution_count": null,
    "metadata": {},
+   "outputs": [],
    "source": [
     "! curl -o create_MNIST_datasets.py \"https://gitlab.inria.fr/epione/flhd/-/raw/master/federated_learning/create_MNIST_datasets.py?inline=false\"\n",
     "! curl -o create_synthetic_MNIST_datasets.py \"https://gitlab.inria.fr/epione/flhd/-/raw/master/federated_learning/create_synthetic_MNIST_datasets.py?inline=false\""