diff --git a/code/Traitement Langage Naturel/TALnegation.ipynb b/code/Traitement Langage Naturel/TALnegation.ipynb
index be0ed57..4f8b7e1 100644
--- a/code/Traitement Langage Naturel/TALnegation.ipynb	
+++ b/code/Traitement Langage Naturel/TALnegation.ipynb	
@@ -6,13 +6,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "#pip install unidecode\n",
-    "#pip install dataclass\n",
-    "#pip install nltk\n",
-    "#import os\n",
-    "#from unidecode import unidecode\n",
-    "#import nltk\n",
-    "#from dataclasses import dataclass"
+    #pip install spacy
+    #!python -m spacy download fr_core_news_sm
    ]
   },
   {
@@ -264,7 +259,7 @@
     "    averageScore = averageScore +scoreRev\n",
     "    \n",
     "    #Caractéristique de l'avis analysé\n",
-    "    miniKey = set(miniKey)\n",
+    "    #miniKey = set(miniKey)\n",
     "\n",
     "averageScore /= len(reviews)\n",
     "print(\"Format: [[Mot-clé, score associé]]\\n\")\n",