diff --git a/milestoneP3.ipynb b/milestoneP3.ipynb
index 846d24a..e37deb6 100644
--- a/milestoneP3.ipynb
+++ b/milestoneP3.ipynb
@@ -27,56 +27,44 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bf01ef32961119c7",
+   "id": "ee0b4cde8f0fd17",
    "metadata": {},
    "source": [
-    "## Table of content"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "9b5fb4d5f7daba7a",
-   "metadata": {
-    "ExecuteTime": {
-     "end_time": "2024-12-19T08:02:02.469352Z",
-     "start_time": "2024-12-19T08:02:02.467117Z"
-    }
-   },
-   "source": [
-    "\n",
-    "[Data pre-processing](#data-pre-processing)\n",
-    "\n",
+    "## Table of Contents\n",
     "\n",
-    "[Season Trends](#seasonal-trend-analysis)\n",
     "\n",
-    "\n",
-    "[Sentiment Analysis](#sentiment-analysis)\n",
-    "\n",
-    "\n",
-    "[Semantic Analysis](#semantic-analysis)"
+    "- ADA Project - DataBrewers\n",
+    "  - Table of content\n",
+    "  - Data pre-processing\n",
+    "    - Loading the data\n",
+    "    - Importation of the scripts\n",
+    "  - Seasonal trend analysis\n",
+    "    - Seasonal influence on beer ratings for low and high ABV beers\n",
+    "    - Seasonal trend in beer ratings at the scales of the US\n",
+    "    - Seasonal trend in beer ratings across the states\n",
+    "  - Sentiment analysis\n",
+    "  - Semantic analysis\n",
+    "    - Reviews exploration\n",
+    "    - Flavor analysis\n",
+    "    - Semantic analysis by seasons\n",
+    "      - Aroma preferences\n",
+    "      - Mouthfeel preferences\n",
+    "      - Palate preferences\n",
+    "    - Wordcloud by seasons\n",
+    "\n"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "ee0b4cde8f0fd17",
+   "id": "689ac375",
    "metadata": {},
-   "source": [
-    "\n",
-    "- Data pre-processing\n",
-    "- Seasonal trend analysis\n",
-    "    - Seasonal influence on beer ratings for low and high ABV beers\n",
-    "    - Seasonal trend in beer ratings at the scale of the US\n",
-    "    - Seasonal trend in beer ratings across the states\n",
-    "- Sentiment analysis\n",
-    "- Semantic analysis"
-   ]
+   "source": []
   },
   {
    "cell_type": "markdown",
    "id": "e3a9526c840c3b4a",
    "metadata": {},
    "source": [
-    "<a id=\"data-pre-processing\"></a>\n",
     "\n",
     "## Data pre-processing \n"
    ]
@@ -1211,6 +1199,14 @@
     "### Flavor analysis "
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "bf711142c05d8590",
+   "metadata": {},
+   "source": [
+    "We will now analyze the flavor ..."
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "36bedd8ad3816f65",