diff --git a/C2W3_FreezeD_(Optional).ipynb b/C2W3_FreezeD_(Optional).ipynb
index 9d45575..a3acab4 100644
--- a/C2W3_FreezeD_(Optional).ipynb
+++ b/C2W3_FreezeD_(Optional).ipynb
@@ -803,12 +803,7 @@
     {
       "cell_type": "code",
       "metadata": {
-        "id": "4qLS71xrbyQm",
-        "outputId": "e606cbac-a9d0-4cda-8c20-75c320027ade",
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 481
-        }
+        "id": "4qLS71xrbyQm"
       },
       "source": [
         "# Download public StyleGAN 256x256 resolution model to `stylegan-256px.pt`\n",
@@ -817,39 +812,7 @@
         "    !wget --load-cookies /tmp/cookies.txt \"https://drive.google.com/uc?export=download&confirm=$(wget --quiet --save-cookies /tmp/cookies.txt --keep-session-cookies --no-check-certificate 'https://drive.google.com/uc?export=download&id=1QlXFPIOFzsJyjZ1AtfpnVhqW4Z0r8GLZ' -O- | sed -rn 's/.*confirm=([0-9A-Za-z_]+).*/\\1\\n/p')&id=1QlXFPIOFzsJyjZ1AtfpnVhqW4Z0r8GLZ\" -O stylegan-256px.pt && rm -rf /tmp/cookies.txt"
       ],
       "execution_count": null,
-      "outputs": [
-        {
-          "output_type": "stream",
-          "text": [
-            "--2020-10-18 19:57:19--  https://drive.google.com/uc?export=download&confirm=rrR8&id=1QlXFPIOFzsJyjZ1AtfpnVhqW4Z0r8GLZ\n",
-            "Resolving drive.google.com (drive.google.com)... 108.177.125.101, 108.177.125.138, 108.177.125.113, ...\n",
-            "Connecting to drive.google.com (drive.google.com)|108.177.125.101|:443... connected.\n",
-            "HTTP request sent, awaiting response... 302 Moved Temporarily\n",
-            "Location: https://doc-04-70-docs.googleusercontent.com/docs/securesc/v6t3ak7laoki5c26pj521oo38p229egn/3d2c3glguhtc1hc3tkplkkh7kkh41dt5/1603050975000/04891893430065212435/16332041203202668392Z/1QlXFPIOFzsJyjZ1AtfpnVhqW4Z0r8GLZ?e=download [following]\n",
-            "--2020-10-18 19:57:19--  https://doc-04-70-docs.googleusercontent.com/docs/securesc/v6t3ak7laoki5c26pj521oo38p229egn/3d2c3glguhtc1hc3tkplkkh7kkh41dt5/1603050975000/04891893430065212435/16332041203202668392Z/1QlXFPIOFzsJyjZ1AtfpnVhqW4Z0r8GLZ?e=download\n",
-            "Resolving doc-04-70-docs.googleusercontent.com (doc-04-70-docs.googleusercontent.com)... 108.177.125.132, 2404:6800:4008:c01::84\n",
-            "Connecting to doc-04-70-docs.googleusercontent.com (doc-04-70-docs.googleusercontent.com)|108.177.125.132|:443... connected.\n",
-            "HTTP request sent, awaiting response... 302 Found\n",
-            "Location: https://docs.google.com/nonceSigner?nonce=6a4gjtfm9t1l6&continue=https://doc-04-70-docs.googleusercontent.com/docs/securesc/v6t3ak7laoki5c26pj521oo38p229egn/3d2c3glguhtc1hc3tkplkkh7kkh41dt5/1603050975000/04891893430065212435/16332041203202668392Z/1QlXFPIOFzsJyjZ1AtfpnVhqW4Z0r8GLZ?e%3Ddownload&hash=31aca3m4gqe3vsv1naoafgn1k314u6hu [following]\n",
-            "--2020-10-18 19:57:19--  https://docs.google.com/nonceSigner?nonce=6a4gjtfm9t1l6&continue=https://doc-04-70-docs.googleusercontent.com/docs/securesc/v6t3ak7laoki5c26pj521oo38p229egn/3d2c3glguhtc1hc3tkplkkh7kkh41dt5/1603050975000/04891893430065212435/16332041203202668392Z/1QlXFPIOFzsJyjZ1AtfpnVhqW4Z0r8GLZ?e%3Ddownload&hash=31aca3m4gqe3vsv1naoafgn1k314u6hu\n",
-            "Resolving docs.google.com (docs.google.com)... 74.125.203.139, 74.125.203.113, 74.125.203.102, ...\n",
-            "Connecting to docs.google.com (docs.google.com)|74.125.203.139|:443... connected.\n",
-            "HTTP request sent, awaiting response... 302 Found\n",
-            "Location: https://doc-04-70-docs.googleusercontent.com/docs/securesc/v6t3ak7laoki5c26pj521oo38p229egn/3d2c3glguhtc1hc3tkplkkh7kkh41dt5/1603050975000/04891893430065212435/16332041203202668392Z/1QlXFPIOFzsJyjZ1AtfpnVhqW4Z0r8GLZ?e=download&nonce=6a4gjtfm9t1l6&user=16332041203202668392Z&hash=l11l6ep34pm046032mqa11e850igtcj2 [following]\n",
-            "--2020-10-18 19:57:20--  https://doc-04-70-docs.googleusercontent.com/docs/securesc/v6t3ak7laoki5c26pj521oo38p229egn/3d2c3glguhtc1hc3tkplkkh7kkh41dt5/1603050975000/04891893430065212435/16332041203202668392Z/1QlXFPIOFzsJyjZ1AtfpnVhqW4Z0r8GLZ?e=download&nonce=6a4gjtfm9t1l6&user=16332041203202668392Z&hash=l11l6ep34pm046032mqa11e850igtcj2\n",
-            "Connecting to doc-04-70-docs.googleusercontent.com (doc-04-70-docs.googleusercontent.com)|108.177.125.132|:443... connected.\n",
-            "HTTP request sent, awaiting response... 200 OK\n",
-            "Length: unspecified [application/octet-stream]\n",
-            "Saving to: ‘stylegan-256px.pt’\n",
-            "\n",
-            "stylegan-256px.pt       [<=>                 ] 691.85M  40.7MB/s    in 17s     \n",
-            "\n",
-            "2020-10-18 19:57:37 (40.2 MB/s) - ‘stylegan-256px.pt’ saved [725461173]\n",
-            "\n"
-          ],
-          "name": "stdout"
-        }
-      ]
+      "outputs": []
     },
     {
       "cell_type": "markdown",