diff --git a/Notebook_final.ipynb b/Notebook_final.ipynb
index e7a611eab84796f140d6e4242fb63b7a76999ca3..14c60f969efcac0e13ac2d8f04a9cddff8e25493 100644
--- a/Notebook_final.ipynb
+++ b/Notebook_final.ipynb
@@ -74,7 +74,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 340,
+   "execution_count": 369,
    "id": "08fb3b94",
    "metadata": {},
    "outputs": [],
@@ -104,7 +104,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 341,
+   "execution_count": 370,
    "id": "30d3cb31",
    "metadata": {},
    "outputs": [],
@@ -136,7 +136,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 342,
+   "execution_count": 371,
    "id": "6f3f138a",
    "metadata": {},
    "outputs": [],
@@ -165,7 +165,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 343,
+   "execution_count": 372,
    "id": "55614aa7",
    "metadata": {},
    "outputs": [],
@@ -199,7 +199,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 344,
+   "execution_count": 373,
    "id": "2aa90a1b",
    "metadata": {},
    "outputs": [],
@@ -236,7 +236,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 345,
+   "execution_count": 374,
    "id": "fa2e9678",
    "metadata": {},
    "outputs": [],
@@ -311,7 +311,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 346,
+   "execution_count": 375,
    "id": "922de5b4",
    "metadata": {},
    "outputs": [
@@ -321,7 +321,7 @@
        "8.182333695034458"
       ]
      },
-     "execution_count": 346,
+     "execution_count": 375,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -345,7 +345,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 347,
+   "execution_count": 376,
    "id": "86342dc9",
    "metadata": {},
    "outputs": [
@@ -422,7 +422,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 348,
+   "execution_count": 377,
    "id": "3c2a6c3e",
    "metadata": {},
    "outputs": [
@@ -432,7 +432,7 @@
        "1.9645635951448925"
       ]
      },
-     "execution_count": 348,
+     "execution_count": 377,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -460,7 +460,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 349,
+   "execution_count": 378,
    "id": "cefbc06c",
    "metadata": {},
    "outputs": [
@@ -748,7 +748,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 350,
+   "execution_count": 379,
    "id": "ac4d6894",
    "metadata": {},
    "outputs": [],
@@ -776,7 +776,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 351,
+   "execution_count": 380,
    "id": "096c6386",
    "metadata": {},
    "outputs": [],
@@ -806,7 +806,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 352,
+   "execution_count": 381,
    "id": "3b228554",
    "metadata": {},
    "outputs": [
@@ -836,7 +836,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 353,
+   "execution_count": 382,
    "id": "b331c627",
    "metadata": {},
    "outputs": [],
@@ -907,7 +907,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 354,
+   "execution_count": 383,
    "id": "f2d615c4",
    "metadata": {},
    "outputs": [
@@ -917,7 +917,7 @@
        "6681.201308241339"
       ]
      },
-     "execution_count": 354,
+     "execution_count": 383,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -946,7 +946,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 355,
+   "execution_count": 384,
    "id": "e6d9554a",
    "metadata": {},
    "outputs": [
@@ -1015,7 +1015,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 356,
+   "execution_count": 385,
    "id": "852abdb9",
    "metadata": {},
    "outputs": [
@@ -1025,7 +1025,7 @@
        "0.0"
       ]
      },
-     "execution_count": 356,
+     "execution_count": 385,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1054,7 +1054,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 357,
+   "execution_count": 386,
    "id": "27b25fce",
    "metadata": {},
    "outputs": [
@@ -1190,7 +1190,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 358,
+   "execution_count": 387,
    "id": "57d9bdeb",
    "metadata": {},
    "outputs": [
@@ -1235,7 +1235,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 359,
+   "execution_count": 388,
    "id": "07ebe9e4",
    "metadata": {},
    "outputs": [
@@ -1245,7 +1245,7 @@
        "19152.656735088283"
       ]
      },
-     "execution_count": 359,
+     "execution_count": 388,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1272,7 +1272,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 360,
+   "execution_count": 389,
    "id": "5c5a6125",
    "metadata": {},
    "outputs": [
@@ -1395,7 +1395,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 361,
+   "execution_count": 397,
    "id": "4f3518c7",
    "metadata": {},
    "outputs": [],
@@ -1445,7 +1445,7 @@
     "\tprobleme = cp.Problem(objectif, contraintes)\n",
     "\tprobleme.solve(solver=cp.SCIPY, scipy_options={\"method\":\"highs\"})\n",
     "\n",
-    "\tif (print_dual): print(contraintes.dual_value[0])\n",
+    "\tif (print_dual): print(\"Valeur duale de la contrainte de budget =\",contraintes[0].dual_value)\n",
     "\treturn objectif.value"
    ]
   },
@@ -1489,7 +1489,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 362,
+   "execution_count": 391,
    "id": "e0a8c553",
    "metadata": {},
    "outputs": [],
@@ -1505,7 +1505,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 363,
+   "execution_count": 392,
    "id": "85a5e73a",
    "metadata": {},
    "outputs": [
@@ -1543,7 +1543,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 364,
+   "execution_count": 393,
    "id": "9f664d7f",
    "metadata": {},
    "outputs": [],
@@ -1559,7 +1559,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 365,
+   "execution_count": 394,
    "id": "f61b216b",
    "metadata": {},
    "outputs": [
@@ -1606,13 +1606,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 366,
+   "execution_count": 395,
    "id": "b94f582a",
    "metadata": {},
    "outputs": [
     {
      "data": {
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",
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",
       "text/plain": [
        "<Figure size 640x480 with 2 Axes>"
       ]
@@ -1709,37 +1709,138 @@
    "id": "6145880c",
    "metadata": {},
    "source": [
-    "On constate que pour un pourcentage de budget allant de 0 à environ 50, la décroissance de l'inconfort est linéaire. Jusqu'à 100% du budget, la courbe ressemble davantage à une parabole. On peut s'aider de l'analyse post-optimale pour calculer la pente de la droite.\n",
+    "On constate pour l'intervalle 13050 que pour un pourcentage de budget allant de 0 à environ 50, la décroissance de l'inconfort est linéaire. Jusqu'à 100% du budget, la courbe ressemble davantage à une parabole. On peut s'aider de l'analyse post-optimale pour calculer la pente de la droite. Pour l'intervalle 22504, c'est sur l'intervalle $[0\\%,30\\%]$ que la droite se trouve.\n",
     "\n",
-    "Le problème peut être représenté sous la forme standard par : $\\min_x \\mathbf{c}^Tx$ tel que $Ax = b$ et $x \\ge 0$. Nous avons vu que lorsque l'on obtient la valeur optimale $x^*$ de ce problème, on peut prédire l'évolution du sommet et du coût optimaux. Dans notre cas, la quantité que l'on modifie est le budget alloué. On change donc (voir formulation) la contrainte $\\sum\\limits_{i=0}^{n-1}c_i(p_{n_i}+p_{r_i})\\le Budget$ en $\\sum\\limits_{i=0}^{n-1}c_i(p_{n_i}+p_{r_i})\\le Budget + \\Delta b$, avec $\\Delta b$ représentant un petit incrément de budget. Or, il a été vu que si l'on modifie le membre de droite de $Ax = b$ en remplaçant $b$ par $b+\\Delta b$, le nouveau sommet (primal) devient $x_{new}^* = B^{-1}(b+\\Delta b)$ et le coût optimal est augmenté de $\\mathbf{y^{*}}^T\\Delta b$, avec $y^{*}$ la solution du dual.\n",
+    "Le problème peut être représenté sous la forme standard par : $\\min_x \\mathbf{c}^Tx$ tel que $Ax = b$ et $x \\ge 0$. Nous avons vu que lorsque l'on obtient la valeur optimale $x^*$ de ce problème, on peut prédire l'évolution du sommet et du coût optimaux. Dans notre cas, la quantité que l'on modifie est le budget alloué. On change donc (voir formulation) la contrainte $\\sum\\limits_{i=0}^{n-1}c_i(p_{n_i}+p_{r_i})\\le Budget \\Leftrightarrow -\\sum\\limits_{i=0}^{n-1}c_i(p_{n_i}+p_{r_i})\\ge -Budget$ en $\\sum\\limits_{i=0}^{n-1}c_i(p_{n_i}+p_{r_i})\\le Budget + \\Delta b\\Leftrightarrow -\\sum\\limits_{i=0}^{n-1}c_i(p_{n_i}+p_{r_i})\\ge -Budget + (-\\Delta b)$, avec $\\Delta b\\gt 0$ représentant un petit incrément de budget. Or, il a été vu que si l'on modifie le membre de droite de $Ax = b$ en remplaçant $b$ par $b+\\Delta b$, le nouveau sommet (primal) devient $x_{new}^* = B^{-1}(b+\\Delta b)$ et le coût optimal est augmenté de $\\mathbf{y^{*}}^T\\Delta b$, avec $y^{*}$ la solution du dual.\n",
     "\n",
     "En résolvant le problème pour un pourcentage de budget dans l'intervalle qui nous intéresse, i.e. $[0\\%,50\\%]$, on peut demander au solveur de nous fournir la variable duale associée à la contrainte $\\sum\\limits_{i=0}^{n-1}c_i(p_{n_i}+p_{r_i})\\le Budget$. Commme il n'y a qu'une contrainte incrémentée, il n'y qu'une variable duale d'intérêt.\n",
     "\n",
-    "Résolvons donc le problème pour un budget de 25% du budget minimal à allouer :"
+    "Résolvons donc le problème pour un budget de 20% du budget minimal à allouer :"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 367,
+   "execution_count": 400,
    "id": "13a297f7",
    "metadata": {},
    "outputs": [
     {
-     "ename": "AttributeError",
-     "evalue": "'list' object has no attribute 'dual_value'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
-      "Cell \u001b[1;32mIn[367], line 2\u001b[0m\n\u001b[0;32m      1\u001b[0m cout_minimal_obtenu_a_la_tache_1 \u001b[39m=\u001b[39m \u001b[39m8.182333695034458\u001b[39m\n\u001b[1;32m----> 2\u001b[0m resoudre((\u001b[39m25\u001b[39;49m\u001b[39m/\u001b[39;49m\u001b[39m100\u001b[39;49m)\u001b[39m*\u001b[39;49mcout_minimal_obtenu_a_la_tache_1, \u001b[39m360\u001b[39;49m, \u001b[39m13050\u001b[39;49m, \u001b[39m22.5\u001b[39;49m, \u001b[39mTrue\u001b[39;49;00m)\n",
-      "Cell \u001b[1;32mIn[361], line 46\u001b[0m, in \u001b[0;36mresoudre\u001b[1;34m(budget_autorise, volume, intervalle, heure, print_dual)\u001b[0m\n\u001b[0;32m     43\u001b[0m probleme \u001b[39m=\u001b[39m cp\u001b[39m.\u001b[39mProblem(objectif, contraintes)\n\u001b[0;32m     44\u001b[0m probleme\u001b[39m.\u001b[39msolve(solver\u001b[39m=\u001b[39mcp\u001b[39m.\u001b[39mSCIPY, scipy_options\u001b[39m=\u001b[39m{\u001b[39m\"\u001b[39m\u001b[39mmethod\u001b[39m\u001b[39m\"\u001b[39m:\u001b[39m\"\u001b[39m\u001b[39mhighs\u001b[39m\u001b[39m\"\u001b[39m})\n\u001b[1;32m---> 46\u001b[0m \u001b[39mif\u001b[39;00m (print_dual): \u001b[39mprint\u001b[39m(contraintes\u001b[39m.\u001b[39;49mdual_value[\u001b[39m0\u001b[39m])\n\u001b[0;32m     47\u001b[0m \u001b[39mreturn\u001b[39;00m objectif\u001b[39m.\u001b[39mvalue\n",
-      "\u001b[1;31mAttributeError\u001b[0m: 'list' object has no attribute 'dual_value'"
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Valeur duale de la contrainte de budget = 2043.7646964520766\n"
      ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "9455.733996151686"
+      ]
+     },
+     "execution_count": 400,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
     "cout_minimal_obtenu_a_la_tache_1 = 8.182333695034458\n",
-    "resoudre((25/100)*cout_minimal_obtenu_a_la_tache_1, 360, 13050, 22.5, True)"
+    "resoudre((20/100)*cout_minimal_obtenu_a_la_tache_1, 360, 13050, 22.5, True)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "7c079cc9",
+   "metadata": {},
+   "source": [
+    "Le solveur nous apprend l'inconfort pour 20% est de 9456, mais surtout que $y^{*}=2044$. Donc, si l'on ajoute un petit budget $\\Delta b$, c'est-à-dire que l'on ajoute $(-\\Delta b)$ au membre de droite de la contrainte de budget, la solution (l'inconfort) devrait changer de $\\mathbf{y^{*}}^T(-\\Delta b) = -2044\\Delta b$. Dans notre cas 1% du budget représente $0.0818\\$$ donc l'inconfort va changer d'une valeur de $0.818\\times (-2044)=-167$.\n",
+    "\n",
+    "Donc, la pente est d'environ -167 par pourcent.\n",
+    "\n",
+    "Vérifions cette valeur théorique. Si l'on passe d'un budget de 20% à 30% du budget minimal à allouer pour un inconfort nul, on devrait avoir une variation d'inconfort d'environ $10\\times(-167) = -1670$. Par conséquent, l'inconfort devrait être de $9456-1670=7786$."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 401,
+   "id": "7d03cc2d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "7786.255703567915"
+      ]
+     },
+     "execution_count": 401,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "resoudre((30/100)*cout_minimal_obtenu_a_la_tache_1, 360, 13050, 22.5)"
+   ]
+  },
+  {
+   "attachments": {},
+   "cell_type": "markdown",
+   "id": "5eb757f9",
+   "metadata": {},
+   "source": [
+    "C'est bien la valeur obtenue !\n",
+    "\n",
+    "Cette approximation de l'inconfort est en réalité exacte tant que $B^{-1}(b+\\Delta b)\\ge 0$, où $B$ est la matrice des variables de la base du tableau simplexe du problème. En-dehors du domaine de validité de cette inégalité, l'approximation n'est plus exacte et elle surévalue la variation du nouveau coût optimal. Le domaine hors de l'intervalle $[0\\%,50\\%]$ est tel que la variable duale $y^{*}$ est variable et non plus constante. On peut le voir en résolvant les problèmes ci-dessous :"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 405,
+   "id": "1359b547",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Valeur duale de la contrainte de budget = 2066.038771528725\n",
+      "Valeur duale de la contrainte de budget = 2043.7646964520766\n",
+      "Valeur duale de la contrainte de budget = 2036.042620899515\n",
+      "Valeur duale de la contrainte de budget = 2015.3824537180549\n",
+      "\n",
+      "Valeur duale de la contrainte de budget = 1992.4084547788225\n",
+      "\n",
+      "Valeur duale de la contrainte de budget = 1727.3669914785114\n",
+      "Valeur duale de la contrainte de budget = 1118.9338873755696\n",
+      "Valeur duale de la contrainte de budget = 892.7378006683173\n",
+      "Valeur duale de la contrainte de budget = 670.4271279008\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "313.91528460992583"
+      ]
+     },
+     "execution_count": 405,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# La variable duale est constante\n",
+    "resoudre((10/100)*cout_minimal_obtenu_a_la_tache_1, 360, 13050, 22.5, True)\n",
+    "resoudre((20/100)*cout_minimal_obtenu_a_la_tache_1, 360, 13050, 22.5, True)\n",
+    "resoudre((30/100)*cout_minimal_obtenu_a_la_tache_1, 360, 13050, 22.5, True)\n",
+    "resoudre((40/100)*cout_minimal_obtenu_a_la_tache_1, 360, 13050, 22.5, True)\n",
+    "print()\n",
+    "# La variable duale commence à varier\n",
+    "resoudre((50/100)*cout_minimal_obtenu_a_la_tache_1, 360, 13050, 22.5, True)\n",
+    "print()\n",
+    "# La variable duale n'est plus une constante\n",
+    "resoudre((60/100)*cout_minimal_obtenu_a_la_tache_1, 360, 13050, 22.5, True)\n",
+    "resoudre((70/100)*cout_minimal_obtenu_a_la_tache_1, 360, 13050, 22.5, True)\n",
+    "resoudre((80/100)*cout_minimal_obtenu_a_la_tache_1, 360, 13050, 22.5, True)\n",
+    "resoudre((90/100)*cout_minimal_obtenu_a_la_tache_1, 360, 13050, 22.5, True)"
    ]
   },
   {