diff --git a/src/algo_newton.ipynb b/src/algo_newton.ipynb
index 1ee093d2ac81c8c704168cf7fa90daac07319f04..452eabd42b868eecf594a75641c9f6e464ffa3e8 100644
--- a/src/algo_newton.ipynb
+++ b/src/algo_newton.ipynb
@@ -21,36 +21,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "LoadError",
-     "evalue": "LoadError: syntax: invalid escape sequence\nin expression starting at /Users/gergaud/git-ENS/optimisation-numerique/projet-optinum/src/Algorithme_De_Newton.jl:42",
-     "output_type": "error",
-     "traceback": [
-      "LoadError: syntax: invalid escape sequence\nin expression starting at /Users/gergaud/git-ENS/optimisation-numerique/projet-optinum/src/Algorithme_De_Newton.jl:42",
-      "",
-      "Stacktrace:",
-      " [1] top-level scope",
-      "   @ ~/git-ENS/optimisation-numerique/projet-optinum/src/Algorithme_De_Newton.jl:42",
-      " [2] include(fname::String)",
-      "   @ Base.MainInclude ./client.jl:444",
-      " [3] top-level scope",
-      "   @ In[1]:4",
-      " [4] eval",
-      "   @ ./boot.jl:360 [inlined]",
-      " [5] include_string(mapexpr::typeof(REPL.softscope), mod::Module, code::String, filename::String)",
-      "   @ Base ./loading.jl:1116"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "using LinearAlgebra\n",
     "using Documenter\n",
     "using Markdown  \n",
     "include(\"Algorithme_De_Newton.jl\")\n",
-    "# @doc Algorithme_De_Newton"
+    "@doc Algorithme_De_Newton"
    ]
   },
   {
@@ -62,30 +41,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "LoadError",
-     "evalue": "LoadError: syntax: invalid escape sequence\nin expression starting at /Users/gergaud/git-ENS/optimisation-numerique/projet-optinum/src/Algorithme_De_Newton.jl:42",
-     "output_type": "error",
-     "traceback": [
-      "LoadError: syntax: invalid escape sequence\nin expression starting at /Users/gergaud/git-ENS/optimisation-numerique/projet-optinum/src/Algorithme_De_Newton.jl:42",
-      "",
-      "Stacktrace:",
-      " [1] top-level scope",
-      "   @ ~/git-ENS/optimisation-numerique/projet-optinum/src/Algorithme_De_Newton.jl:42",
-      " [2] include(fname::String)",
-      "   @ Base.MainInclude ./client.jl:444",
-      " [3] top-level scope",
-      "   @ In[2]:9",
-      " [4] eval",
-      "   @ ./boot.jl:360 [inlined]",
-      " [5] include_string(mapexpr::typeof(REPL.softscope), mod::Module, code::String, filename::String)",
-      "   @ Base ./loading.jl:1116"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "using Test\n",
     "\n",
@@ -97,7 +55,9 @@
     "include(\"../test/tester_algo_newton.jl\")\n",
     "include(\"../src/Algorithme_De_Newton.jl\")\n",
     "\n",
-    "affiche = false\n",
+    "affiche = false # Mettre affiche = true pour afficher les résultats \n",
+    "\t\t\t\t# des appels à l'algorithme de Newton. Cela peut vous\n",
+    "\t\t\t\t# servir pour les réponses aux questions en fin de notebook.\n",
     "\n",
     "@testset \"Test algo newton\" begin\n",
     "\t# Tester l'algorithme de Newton\n",
@@ -107,30 +67,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "LoadError",
-     "evalue": "LoadError: syntax: invalid escape sequence\nin expression starting at /Users/gergaud/git-ENS/optimisation-numerique/projet-optinum/src/Algorithme_De_Newton.jl:42",
-     "output_type": "error",
-     "traceback": [
-      "LoadError: syntax: invalid escape sequence\nin expression starting at /Users/gergaud/git-ENS/optimisation-numerique/projet-optinum/src/Algorithme_De_Newton.jl:42",
-      "",
-      "Stacktrace:",
-      " [1] top-level scope",
-      "   @ ~/git-ENS/optimisation-numerique/projet-optinum/src/Algorithme_De_Newton.jl:42",
-      " [2] include(fname::String)",
-      "   @ Base.MainInclude ./client.jl:444",
-      " [3] top-level scope",
-      "   @ In[3]:7",
-      " [4] eval",
-      "   @ ./boot.jl:360 [inlined]",
-      " [5] include_string(mapexpr::typeof(REPL.softscope), mod::Module, code::String, filename::String)",
-      "   @ Base ./loading.jl:1116"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "#using Pkg; Pkg.add(\"LinearAlgebra\"); Pkg.add(\"Markdown\")\n",
     "# using Documenter\n",
@@ -189,28 +128,23 @@
     "$$ f_{2} : \\mathbb{R}^2 \\rightarrow \\mathbb{R}$$ $$ (x_1,x_2) \\mapsto 100(x_2-x_1^2)^2 + (1-x_1)^2 $$ \n",
     "\n",
     "Justifier que l’algorithme puisse ne pas converger pour $f_{2}$ avec certains points initiaux.\n",
-    "\n"
+    "\n",
+    "**Remarque.** Vous pouvez mettre `affiche=true` dans les tests de l'algorithme de Newton pour\n",
+    "vous aider.\n"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Julia 1.6.6",
+   "display_name": "Julia 1.8.2",
    "language": "julia",
-   "name": "julia-1.6"
+   "name": "julia-1.8"
   },
   "language_info": {
    "file_extension": ".jl",
    "mimetype": "application/julia",
    "name": "julia",
-   "version": "1.6.6"
+   "version": "1.8.2"
   }
  },
  "nbformat": 4,