diff --git a/results.ipynb b/results.ipynb
index e178242..48e637b 100644
--- a/results.ipynb
+++ b/results.ipynb
@@ -6951,36 +6951,16 @@
    "cell_type": "code",
    "metadata": {
     "ExecuteTime": {
-     "end_time": "2024-12-20T22:31:58.759330Z",
-     "start_time": "2024-12-20T22:31:54.192004Z"
+     "end_time": "2024-12-20T22:37:42.805780Z",
+     "start_time": "2024-12-20T22:37:39.461479Z"
     }
    },
    "source": [
-    "%pip install wordcloud\n",
     "from src.utils.word_cloud import generate_word_cloud\n",
     "\n",
     "generate_word_cloud(global_names.clean_df)"
    ],
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Requirement already satisfied: wordcloud in /opt/anaconda3/envs/ada/lib/python3.11/site-packages (1.9.4)\r\n",
-      "Requirement already satisfied: numpy>=1.6.1 in /opt/anaconda3/envs/ada/lib/python3.11/site-packages (from wordcloud) (1.26.4)\r\n",
-      "Requirement already satisfied: pillow in /opt/anaconda3/envs/ada/lib/python3.11/site-packages (from wordcloud) (10.4.0)\r\n",
-      "Requirement already satisfied: matplotlib in /opt/anaconda3/envs/ada/lib/python3.11/site-packages (from wordcloud) (3.9.2)\r\n",
-      "Requirement already satisfied: contourpy>=1.0.1 in /opt/anaconda3/envs/ada/lib/python3.11/site-packages (from matplotlib->wordcloud) (1.2.0)\r\n",
-      "Requirement already satisfied: cycler>=0.10 in /opt/anaconda3/envs/ada/lib/python3.11/site-packages (from matplotlib->wordcloud) (0.11.0)\r\n",
-      "Requirement already satisfied: fonttools>=4.22.0 in /opt/anaconda3/envs/ada/lib/python3.11/site-packages (from matplotlib->wordcloud) (4.51.0)\r\n",
-      "Requirement already satisfied: kiwisolver>=1.3.1 in /opt/anaconda3/envs/ada/lib/python3.11/site-packages (from matplotlib->wordcloud) (1.4.4)\r\n",
-      "Requirement already satisfied: packaging>=20.0 in /opt/anaconda3/envs/ada/lib/python3.11/site-packages (from matplotlib->wordcloud) (24.1)\r\n",
-      "Requirement already satisfied: pyparsing>=2.3.1 in /opt/anaconda3/envs/ada/lib/python3.11/site-packages (from matplotlib->wordcloud) (3.1.2)\r\n",
-      "Requirement already satisfied: python-dateutil>=2.7 in /opt/anaconda3/envs/ada/lib/python3.11/site-packages (from matplotlib->wordcloud) (2.9.0.post0)\r\n",
-      "Requirement already satisfied: six>=1.5 in /opt/anaconda3/envs/ada/lib/python3.11/site-packages (from python-dateutil>=2.7->matplotlib->wordcloud) (1.16.0)\r\n",
-      "Note: you may need to restart the kernel to use updated packages.\n"
-     ]
-    },
     {
      "data": {
       "text/plain": [
@@ -6992,7 +6972,7 @@
      "output_type": "display_data"
     }
    ],
-   "execution_count": 39
+   "execution_count": 61
   },
   {
    "cell_type": "markdown",