diff --git a/module3/exo1/2mm-taux-de-pages.svg b/module3/exo1/2mm-taux-de-pages.svg
new file mode 100644
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diff --git a/module3/exo1/Test.ipynb b/module3/exo1/Test.ipynb
index 9593551bdc50b2571abdd01e9a04592d8351e4a4..4eb4a2ad27c63f089ed837ddae7b0f0f7ad6c941 100644
--- a/module3/exo1/Test.ipynb
+++ b/module3/exo1/Test.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -12,21 +12,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 18,
    "metadata": {},
    "outputs": [],
    "source": [
-    "memoire = np.array([75.08, 70.15, 64.41, 57.89, 51.33, 44.45, 36.69])"
+    "memoire = np.array([92.43, 90.9, 88.82, 86.04, 82.66, 78.85, 73.23])"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [
     {
      "data": {
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\n",
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sszjqqKN45plneOKJJ+jXrx8AM2bMWFvr66mnnmLs2LHA32t1fe1rX2PChAkA1upSTTDBkaR2prFaXcOHD6dz59J9IYcffjgLFizYoN1rr73GAw88wOmnnw5A165d2XHHHQE2WuvLWl2qVSY4ktSObKxWV0PXXXcdH/3oRzdoO3fuXHr06MEnP/lJDj74YM444wzeeOMNgI3W+rJWl2qVCY4ktSMNa3UtWrSIN954g5tuumnt9ksvvZTOnTtz2mmnbdB21apVPProo5x55pk89thjbLfddlx22WVrt62p9fXNb36Tk046icxcW6trxowZzJ07d51aXaNGjWLJkiVtdu5SazLBkaR2ZGO1uqBUbuKuu+7i5ptvbnR+TN++fenbty+HHXYYACeeeCKPPvro2m1N1fqyVpdqjQmOJLUjG6vVdc8993D55ZczZcoUtt1220bbvve972XXXXfl2WefBWD69OkccMABAM3W+rJWl2qNTzKWpHZkY7W6+vfvz1tvvcWwYcOA0kTja6+9dp1aXVC6Ffy0005j5cqVvO997+P6668H4FOf+lSjtb7AWl2qTdaiaoKPkW+etaia5neoafaPpE1lLSpJqgEmgVLLOAdHkiTVHBMcSZJUc0xwJElSzTHBkSRJNccER5Ik1RwTHElSh/Lss88yaNCgtT/bb789V155JY8//jiHH344gwYNoq6ujocffrjR9uPHj6d///4MGDCAU089lTfffBOAr3zlK/Tp02ft5655ttCDDz7IwIEDGTJkCM899xwAy5cv58gjj6SjP2qlpmVmVX6ALwBPAbOBW4BtgJ2AacCc4rV7c59zyCGHZKWUbpZs25+Oxv5pmt+hptk/zbOPmrZq1ars2bNnzps3L4cNG5Z33313Zmb+4he/yCOOOGKD/RcsWJB77LFH1tfXZ2bmyJEj8/rrr8/MzIsuuii/+c1vbtDm+OOPzz//+c85derUPPvsszMz8+yzz8777ruvMielJgGzMpvPM6oyghMRfYD/BOoycwCwFXAKcB4wPTP3AaYXy5IkNWr69Onstdde7L777kQEr732GgCvvvoqvXv3brTNqlWrWLFiBatWraK+vn6j+63RpUsXVqxYQX19PV26dOH5559n4cKFHHHEEa1+Pmo91XzQX2egW0S8DWwLLALOBz5UbJ8E3Ad8qRrBSZLav8mTJ3PqqacCcOWVV3LkkUcyduxY3nnnnbVFShvq06cPY8eOZbfddqNbt24MHz6c4cOHr91+zTXXcMMNN1BXV8cVV1xB9+7dOf/88xkzZgzdunXjxhtvZOzYsXz1q19ts3NUy1RlBCczFwLfAl4EFgOvZuZUoGdmLi72WQzs0lj7iBgTEbMiYtayZcvaKmxJUjuycuVKpkyZwsiRIwGYMGEC48ePZ/78+YwfP57TTz99gzavvPIKd955Jy+88AKLFi3ijTfe4KabbgLgzDPP5Pnnn+fxxx+nV69efPGLXwRg0KBBzJw5kxkzZjB37lx69+5NZnLyySczatQolixZ0nYnrbJV6xJVd+BYYE+gN7BdRIwqt31mTszMusys69GjR6XClCS1Y7/85S8ZPHgwPXv2BEoV0UeMGAHAyJEjG51k/Otf/5o999yTHj160KVLF0aMGLF2pKdnz55stdVWdOrUif/4j//YoH1mcskll3DhhRcybtw4xo0bx6hRo7j66qsrfKZqiWrdRfXPwAuZuSwz3wZ+BvwDsCQiegEUr0urFJ8kqZ275ZZb1l6eAujduzf3338/APfeey/77LPPBm122203Zs6cSX19PZnJ9OnT6devHwCLFy9eu9/tt9/OgAED1mk7adIkjj76aLp37059fT2dOnWiU6dO1NfXV+L0tJmqNQfnReDwiNgWWAEMBWYBbwCjgcuK1zurFJ8kqR2rr69n2rRpfP/731+77gc/+AFnnXUWq1atYptttmHixIkALFq0iDPOOIO7776bww47jBNPPJHBgwfTuXNnDj74YMaMGQPAueeey+OPP05EsMcee6zz2fX19UyaNImpU6cCcPbZZ3PCCSfQtWtXbrnlljY8c5UrSndcVeHAEeOAk4FVwGPAGcC7gFuB3SglQSMz8+WmPqeuri5nzZpVoRgr8rFNqtJ/jhZr6z6yf5rXkfrI/mmefSStKyIeycy65var2l1UmXkRcNF6q9+iNJojSVKzTAC1MT7JWJIk1RwTHEmSVHNMcCRJUs0xwZEkSTXHBEeSJNUcExxJklRzTHAkSVLNMcGRJEk1xwRHkiTVHBMcSZJUc0xwJElSzTHBkSSphjz77LMMGjRo7c/222/PlVdeyYUXXsjAgQMZNGgQw4cPZ9GiRRu0nT9/Ph/+8Ifp168f/fv356qrrlq7bWPtH3zwQQYOHMiQIUN47rnnAFi+fDlHHnkk1SroDVWsJt5arCZeXVYTb5rfoabZP82zj5pm/zRt9erV9OnTh9///vd0796d7bffHoCrr76aP/3pT1x77bXr7L948WIWL17M4MGDef311znkkEO44447OOCAA3jttdcabT9ixAguv/xy5s2bxz333MMVV1zBF7/4RY455hiOOOKIVj+ncquJO4IjSVKNmj59OnvttRe777772uQE4I033iAayQ579erF4MGDAXj3u99Nv379WLhwIcBG23fp0oUVK1ZQX19Ply5deP7551m4cGFFkptN0bmqR5ckSRUzefJkTj311LXLF1xwATfccAM77LADM2bMaLLtvHnzeOyxxzjssMOabH/++eczZswYunXrxo033sjYsWP56le/WpkT2gSO4EiSVINWrlzJlClTGDly5Np1l156KfPnz+e0007jmmuu2Wjbv/3tb5xwwglceeWV64zcNNZ+0KBBzJw5kxkzZjB37lx69+5NZnLyySczatQolixZUrmTbIIJjiRJNeiXv/wlgwcPpmfPnhts+8QnPsFtt93WaLu3336bE044gdNOO40RI0Y0uk9j7TOTSy65hAsvvJBx48Yxbtw4Ro0axdVXX735J9MCJjiSJNWgW265ZZ3LU3PmzFn7fsqUKey///4btMlMTj/9dPr168fZZ5+9zrbm2k+aNImjjz6a7t27U19fT6dOnejUqRP19fWtdUqbxLuomuDs/OZ5F1XT/A41zf5pnn3UNPuncfX19ey6667MnTuXHXbYAYATTjiBZ599lk6dOrH77rtz7bXX0qdPHxYtWsQZZ5zB3XffzW9/+1s++MEPcuCBB9KpU2kM5Gtf+xof+9jHNtp+zfGOPvpopk6dSpcuXfjNb37DZz7zGbp27cott9zCvvvu22rnVu5dVCY4TfAfTvNMcJrmd6hp9k/z7KOm2T9bnnITHO+ikiSphm2pSaBzcCRJUs0xwZEkSTXHBEeSJNUcExxJklRzTHAkSVLNMcGRJEk1xwRHkiTVHBMcSZJUc6qS4ETEfhHxeIOf1yLi8xGxU0RMi4g5xWv3asQnSZI6tqokOJn5bGYOysxBwCFAPXA7cB4wPTP3AaYXy5IkSZukPVyiGgo8n5n/DzgWmFSsnwQcV7WoJElSh9UeEpxTgFuK9z0zczFA8bpLYw0iYkxEzIqIWcuWLWujMCVJUkdR1QQnIroCxwD/uyntMnNiZtZlZl2PHj0qE5wkSeqwqj2C81Hg0cxcUiwviYheAMXr0qpFJkmSOqxqJzin8vfLUwBTgNHF+9HAnW0ekSRJ6vCqluBExLbAMOBnDVZfBgyLiDnFtsuqEZskSerYOlfrwJlZD7xnvXUvUbqrSpIkqcWqfYlKkiSp1ZngSJKkmmOCI0mSak5Zc3Ai4j3APwC9gRXAbOCxzMwKxiZJktQiTSY4EfFB4HzgvcDjlJ5Lsw2lpw/vHhGTgfGZ+bdKBypJklSu5kZwRgCfy8y5629o8BTio4CfViA2SZKkFmkywcnMLzSxbSUmNpIkqR3apEnGETEkIqZFxG8i4l8qFZQkSdLmaG4Ozi6Z2bAe1DnAicX73wI/r1RgkiRJLdXcHJwfRsRDwLcz8y3gVeAE4B3g9UoHJ0mS1BJNXqLKzGOAp4FfRMSpwOeBrsBOlCYgS5IktTvNzsHJzDso3Sn1XkqTip/MzG9n5l8qHZwkSVJLNJngRMTREfEAMBV4BDgNODkiboqIPSofniRJ0qZrbg7O14EPAN2AuzLzUOCsiNgf+CYwssLxSZIkbbLmEpzXKM216QYsW7MyM5/B5EaSJLVTzc3BGUFpQnFnSpenJEmS2r3mnmS8FBjfRrFIkiS1ik16krEkSVJHYIIjSZJqjgmOJEmqOWUlOBFxbEQ8HRGvRsRrEfF6RLxW6eAkSZJaornbxNe4Ajg+M/9YyWAkSZJaQ7mXqJaY3EiSpI6i3BGcP0TEzcAdwFtrVmbmlIpEJUmStBnKTXDeA7wDHNNgXQImOJIkqd0pK8HJzH+tdCCSJEmtpdy7qPaOiF9FxBPF8sCIOL+yoUmSJLVMuZOMfwiMo3SZCuCPwKiKRCRJkrSZyk1wtsvM361ZyMwE3t6cA0fEjhHx04h4pnjGzvsjYqeImBYRc4rX7ptzDEmStGUqN8F5KSL2pDSxmIg4DvjLZh77KuCezNwfOAh4GjgPmJ6Z+wDTi2VJkqRNUu5dVJ8DfgTsHxH/D1gMnNLSg0bE9sA/Af8OkJkrgZURcSzwoWK3ScB9wJdaehxJkrRlKvcuqueAj0TEDkBk5vLNPO77gGXA9RFxEPAIcBbQMzMXF8dcHBG7bOZxJEnSFqjJS1QRcUpExJrlzHy1YXITEXtExD+04LidgcHAhMw8GHiDTbgcFRFjImJWRMxatmxZCw4vSZJqWXMjOH2AxyLiYUqjLMuAbYC9KV1Keo2WXUJaACzIzN8Xyz+llOAsiYhexehNL2BpY40zcyIwEaCuri5bcHxJklTDmhzBycwrgDrgdmBX4GjgH4CXgNMz87jMfHZTD5qZfwHmR8R+xaqhwJ8oPRl5dLFuNHDnpn62JElSs3NwMnMV8MvipzX9X+DmiOgKzAU+SSnhujUiTgdeBEa28jElSdIWoNy7qFpdZj5OaXRofUPbOhZJklRbyn0OjiRJUodhgiNJkmpOucU2e0TE9yPirmL5gIj494pGJkmS1EIbTXAi4tQGD9r7MXA/pTupAOYAX6xsaJIkSS3T1AjObyjViwLYJTN/QlFNPDPfBlZXODZJkqQW2WiCk5kLgM8Ui29ExE78vdjmEOD1yocnSZK06Zq8TTwzXynejgV+DrwvIu6n9ITjEyscmyRJUouUW2xzVkR8GOgHBPCnogK4JElSu1PuXVQjgK0z8wngKOCmiBhU0cgkSZJaqNzn4HwlM18vKof/C/A/wLWVC0uSJKnlyk1w1twx9XHge5l5G7B1ZUKSJEnaPOXWolocEd+ldHmqriiQ6VOQJUlSu1RuknISpQf9HV3cWbUzcF7FopIkSdoMTY7gRMR2mfkGpUTonmLd9sDfgAcrH54kSdKma+4S1U+BjwJPUXrIXzTYlsBuFYpLkiSpxZp70N9Hi9ddm9pPkiSpPWnuEtXAprZn5pOtG44kSdLma+4S1Xeb2JbAP7ViLJIkSa2iuUtUH2yrQCRJklpLc5eojsjM+yPimMa2Z+aUyoQlSZLUcs1dohpG6fk3IxvZloAJjiRJaneau0T1X8XbCzLzxYbbIsJbxCVJUrtU7pOM7yhznSRJUtU1NwdnX6AfsMN683C2B7apZGCSJEkt1dwcnP7ACGBH1p2H8zrwfyoVlCRJ0uZobg7O7cDtEfGPmfnbNopJkiRpszQ3grPG6Ij4t/VXZuaYVo5HkiRps5Wb4Py6wfttgOOB+a0fjiRJ0uYrK8HJzP9puBwRNwLTKhKRJEnSZip3BGd9ewK7b86BI2IepcnKq4FVmVkXETsB/wPsAcwDTsrMVzbnOJIkactT1nNwIuKViHi5+FlOafTmy61w/A9n5qDMrCuWzwOmZ+Y+wPRiWZIkaZOUO4Kzc4P372RmViIY4FjgQ8X7ScB9wJcqdCxJklSjyhrByczVDX5aK7lJYGpEPBIRa+7G6pmZi4tjLgZ2aaxhRIyJiFkRMWvZsmWtFI4kSaoVLZ2D0xo+kJmLImIXYFpEPFNuw8ycCEwv9hS8AAAWq0lEQVQEqKurq9RokiRJ6qDKrUXV6jJzUfG6FLgdOBRYEhG9AIrXpdWKT5IkdVxlJzgRcfiah/1FxHs2p5p4RGwXEe9e8x4YDswGpgCji91GA3e29BiSJGnLVdYlqoj4L+ADwF7ADZQe9vcT4B9beNyelEpArInhJ5l5T0T8Abg1Ik4HXmTd+leSJEllKXcOzonAwcCjAJm5MCK2b+lBM3MucFAj618Chrb0cyVJkqD8S1RvFXdPJUBEbFu5kCRJkjZPuQnOzyLiu8AOEfFJYCpwXeXCkiRJarlya1FdHhEfBVZSurR0aWb+sqKRSZIktVDZz8EpEhqTGkmS1O6VexfVKxTzbxp4FZgFnJOZ81o5LkmSpBYrdwTnO8ASSreGB3AK0AN4Drge+HBFopMkSWqBchOc4Zl5eIPl70XEzMw8PCLOrURgkiRJLbUpTzIesd77KBbfae2gJEmSNke5Cc4o4D8i4uWIeAn4D+Bfi+fhfL5i0UmSJLVAubeJPwd8dCOb72+9cCRJkjZfuXdRbQ38O9CfUh0qADJzTGXCkiRJarlyL1HdAOwBfBz4PaWim29WKCZJkqTNUm6Cs29mng/8LTN/BBwFDKhcWJIkSS1XboLzdvG6PCL6Ae8Gdq9MSJIkSZun3Ofg/CgiugMXAb8CtgX+u2JRSZIkbYZy76L6fvF2BrBb5cKRJEnafGVdooqI7hExPiIejojfR8S3ihEdSZKkdqfcOTiTgdeA0yg99O914H8qFZQkSdLmKHcOzs6ZeVGD5XER8UglApIkSdpc5Y7g3B8RJ65ZKGpR/bIyIUmSJG2eckdwPgl8PiLeBhLoCrwaEZ8FMjN3qlSAkiRJm6rsS1QVjUKSJKkVlXub+OpKByJJktRayp2DI0mS1GGY4EiSpJpTdoITEYdHxL8V798TET7RWJIktUtlzcGJiP8CPgDsBdwAbAP8BPjHyoUmSZLUMuWO4JwIfAx4AyAzFwLbVyooSZKkzVFugvNWZialZ+AQEdu2xsEjYquIeCwi7iqWd4qIaRExp3i13pUkSdpk5SY4P4uI7wI7RMQnganAda1w/LOApxssnwdMz8x9gOnFsiRJ0iYpK8HJzMuBu4ApwEHApZl55eYcOCL6AkcDP2yw+lhgUvF+EnDc5hxDkiRtmcp9kjGZ+Utat/7UlcC5wLsbrOuZmYuL4y2OiF1a8XiSJGkL0WSCExGvUMy7aUxLa1BFxMeBpZn5SER8qAXtxwBjAHbbzbvVJUnSupobwdkZCOAiYBlwY7F8GrA5E40/ABwTER+jdMv59hFxE7AkInoVoze9gKWNNc7MicBEgLq6uo0mYJIkacvU5ByczFydmauA4Zl5dWa+kpkvZ+Z3gONbetDMPD8z+2bmHsApwL2ZOYrSHJ/RxW6jgTtbegxJkrTlKvcuqoyIkyMiACLi5ArFcxkwLCLmAMOKZUmSpE1S7iTjTwDfASZExDvATEqXqTZbZt4H3Fe8fwkY2hqfK0mStlxlJTiZOZfSLd2SJEntntXEJUlSzTHBkSRJNccER5Ik1ZyyEpyIuD4i3t1guW9ETK1cWJIkSS1X7gjOLODhiBheFNucAUyoXFiSJEktV+5dVN+NiCcoJTZ/BQavqRklSZLU3pR7iepU4DrgU8BNwM8jYkAlA5MkSWqpch/0dxrwT5n5F4CIeD9wM3BQpQKTJElqqXIvUX18veWHIuKwyoQkSZK0ecpKcCJi4kY2jWnFWCRJklpFuZeopjd4vw2lSuLzWz8cSZKkzVfuJar/abgcETcC0yoSkSRJ0mZq6ZOM9wR2b81AJEmSWku5c3BeAbJY7AS8DJxXqaAkSZI2R7lzcHZu8P6dzMyN7ilJklRl5c7BWR0ROwB7AdtExJr1v6tgbJIkSS1S7iWq04GzgT7AH4EhwEzgQxWLTJIkqYXKnWT8eaAOmJeZHwQOAaxFJUmS2qVyE5w3M3MFQER0zcyngP0rF5YkSVLLNXmJKiI6Z+YqYHFE7Aj8HPhVRLwMLGmLACVJkjZVc3NwHgYGZ+YxxfKFETEU2AH4RUUjkyRJaqHmEpxYf0VmTm9sR0mSpPaiuQSnR0ScvbGNmfntVo5HkiRpszWX4GwFvItGRnIkSZLaq+YSnMWZeXGbRCJJktRKmrtN3JEbSZLU4TSX4AxtkygkSZJaUZMJTma+3FaBSJIktZZyn2TcqiJim4h4OCKeiIinImJcsX6niJgWEXOK1+7ViE+SJHVsVUlwgLeAj2TmQcAg4KiIOBw4D5iemfsA04tlSZKkTVKVBCdL/lYsdil+EjgWmFSsnwQcV4XwJElSB1etERwiYquIeBxYCkzLzN8DPTNzMUDxustG2o6JiFkRMWvZsmVtF7QkSeoQqpbgZObqzBwE9AUOjYgBm9B2YmbWZWZdjx49KhekJEnqkKqW4KyRmcuB+4CjgCUR0QugeF1axdAkSVIHVa27qHpExI7F+27APwPPAFOA0cVuo4E7qxGfJEnq2Jor1VApvYBJEbEVpSTr1sy8KyIeAm6NiNOBF4GRVYpPkiR1YFVJcDLzSeDgRta/hE9PliRJm6nqc3AkSZJamwmOJEmqOSY4kiSp5pjgSJKkmmOCI0mSao4JjiRJqjkmOJIkqeaY4EiSpJpjgiNJkmqOCY4kSao5JjiSJKnmmOBIkqSaY4IjSZJqjgmOJEmqOSY4kiSp5pjgSJKkmmOCI0mSao4JjiRJqjkmOJIkqeaY4EiSpJpjgiNJkmqOCY4kSao5JjiSJKnmmOBIkqSaY4IjSZJqjgmOJEmqOSY4kiSp5pjgSJKkmmOCI0mSak5VEpyI2DUiZkTE0xHxVEScVazfKSKmRcSc4rV7NeKTJEkdW7VGcFYBX8zMfsDhwGcj4gDgPGB6Zu4DTC+WJUmSNklVEpzMXJyZjxbvXweeBvoAxwKTit0mAcdVIz5JktSxVX0OTkTsARwM/B7omZmLoZQEAbtspM2YiJgVEbOWLVvWVqFKkqQOoqoJTkS8C7gN+HxmvlZuu8ycmJl1mVnXo0ePygUoSZI6pKolOBHRhVJyc3Nm/qxYvSQiehXbewFLqxWfJEnquKp1F1UAPwKezsxvN9g0BRhdvB8N3NnWsUmSpI6vc5WO+wHgX4E/RsTjxbovA5cBt0bE6cCLwMgqxSdJkjqwqiQ4mflbIDayeWhbxiJJkmpP1e+ikiRJam0mOJIkqeaY4EiSpJpjgiNJkmqOCY4kSao5JjiSJKnmmOBIkqSaY4IjSZJqjgmOJEmqOSY4kiSp5pjgSJKkmmOCI0mSao4JjiRJqjkmOJIkqeaY4EiSpJpjgiNJkmqOCY4kSao5JjiSJKnmmOBIkqSaY4IjSZJqjgmOJEmqOSY4kiSp5pjgSJKkmmOCI0mSao4JjiRJqjkmOJIkqeaY4EiSpJpjgiNJkmpOVRKciLguIpZGxOwG63aKiGkRMad47V6N2CRJUsdXrRGcHwNHrbfuPGB6Zu4DTC+WJUmSNllVEpzMfAB4eb3VxwKTiveTgOPaNChJklQz2tMcnJ6ZuRigeN1lYztGxJiImBURs5YtW9ZmAUqSpI6hPSU4ZcvMiZlZl5l1PXr0qHY4kiSpnWlPCc6SiOgFULwurXI8kiSpg2pPCc4UYHTxfjRwZxVjkSRJHVi1bhO/BXgI2C8iFkTE6cBlwLCImAMMK5YlSZI2WedqHDQzT93IpqFtGogkSapJ7ekSlSRJUqswwZEkSTXHBEeSJNUcExxJklRzTHAkSVLNMcGRJEk1xwRHkiTVHBMcSZJUc0xwJElSzTHBkSRJNccER5Ik1RwTHEmSVHNMcCRJUs0xwZEkSTXHBEeSJNUcExxJklRzTHAkSVLNMcGRJEk1xwRHkiTVHBMcSZJUc0xwJElSzTHBkSRJNccER5Ik1RwTHEmSVHNMcCRJUs0xwZEkSTXHBEeSJNUcExxJklRzTHAkSVLNaXcJTkQcFRHPRsRzEXFeteORJEkdT7tKcCJiK+C7wEeBA4BTI+KA6kYlSZI6mnaV4ACHAs9l5tzMXAlMBo6tckySJKmD6VztANbTB5jfYHkBcNj6O0XEGGBMsfi3iHi2DWLbVDsDf93URhEViKR9sn+a1qL+AfuoOfZP8+yjptk/zatwH+1ezk7tLcFprEtygxWZE4GJlQ+n5SJiVmbWVTuO9sr+aZr90zz7qGn2T/Pso6Z19P5pb5eoFgC7NljuCyyqUiySJKmDam8Jzh+AfSJiz4joCpwCTKlyTJIkqYNpV5eoMnNVRHwO+BWwFXBdZj5V5bBaql1fQmsH7J+m2T/Ns4+aZv80zz5qWofun8jcYIqLJElSh9beLlFJkiRtNhMcSZJUc0xwNkNEbBURj0XEXcXyjyPixOL9TsW2T1Y3yuqIiC9ExFMRMTsibomIbbb0/omI6yJiaUTMXm/9/y3KkzwVEd8o1n1ozfeqWL4kIn4VEVu3ddxtpfiOPBwRTxR9Ma5Y/82IeCYinoyI2yNix2L9FtdHABGxY0T8tOiTpyPi/Q22jY2IjIidi+Wa76PG/l018Z3pEhGTIuKPRd+d36DNvAb9dkhEvBARB7f9GbWuiNg1ImYU5/tURJxVrP9KRCyMiMeLn481aDMwIh4q9v9jRGxTrO9QfWSCs3nOAp5ef2VE7EBpovTEzLy+zaOqsojoA/wnUJeZAyhNGD+lwfYttX9+DBzVcEVEfJjS07oHZmZ/4FvrN4qIC4APAMdl5lttEGe1vAV8JDMPAgYBR0XE4cA0YEBmDgT+DJy/fsMtqI8ArgLuycz9gYMofgdFxK7AMODFxhrVcB/9mPX+XbHx78xIYOvMPBA4BPg/EbFHw4YRMRD4KXByZj5WubDbzCrgi5nZDzgc+GyDEkjjM3NQ8XM3QER0Bm4CPl38TvoQ8HbDD+wofWSC00IR0Rc4GvjhepveBfwS+ElmTij2jeIvitlFNnxyG4dbDZ2BbsU/lm35+/OMttj+ycwHgJfXW30mcNma/+Fk5tKGGyPii8DHgH/JzBXFuqHF6Ncfi79ea+Kv8Sz5W7HYpfjJzJyamauK9TMpPR9rrS2pjyJie+CfgB8BZObKzFxebB4PnEsjD0et5T5q7N9VE9+ZBLYrfi91A1YCrzVo2g+4A/jXzHwY1o4231GMBs0s/ufeYWTm4sx8tHj/OqWEuE8TTYYDT2bmE0WblzJzdYPtHaaPTHBa7kpKv0zeWW/9t4HfZub4ButGUPqL9CDgn4FvRkSvNomyCjJzIaWRiBeBxcCrmTm12LzF98969gU+GBG/j4j7I2JIg20fAD4NfHTN//iLoeIfU/rL6UBKieSZbRxzxUTpsu/jwFJgWmb+fr1dPkUpQV5jS+uj9wHLgOuL5OSHEbFdRBwDLFzzP6X1bGl9tL6G35mfAm9Q+r30IvCtzGyYHN0JfC4zf9tg3TjgsWI06MvADZUPuTKK0aqDgTX/rj5XJCXXRUT3Yt2+QBaXMh+NiHPX+5gO00cmOC0QER8HlmbmI41svhc4NiJ2abDuH4FbMnN1Zi4B7geGNNK2JhT/UI4F9gR6U/qLaVSxeYvvn/V0BrpTGjo+B7g1Ym0Vl+colS8Z3mD//YAXMvPPxfIkSn/R14TiOzCI0l/ch0bEgDXbikssq4CbGzTZ0vqoMzAYmJCZB1P6n/VXgAuA/95Imy2tj9Zq5DtzKLCa0u+lPYEvRsT7GjT5NXBGRGzVYN0/AjcCZOa9wHuKy+wdSkS8C7gN+HxmvgZMAPai9MflYuCKYtfOlM75tOL1+IgY2uCjOkwfmeC0zAeAYyJiHqWK5x+JiJuKbZMpfXHujoh3F+u2nNJsJf9M6Zfnssx8G/gZ8A/FNvtnXQuAnxWXZx6mNCK4c7FtCaXLCuOLuTqwhfRVcdnlPoq5FRExGvg4cFqu+/CuLa2PFgALGoxs/ZRSwrMn8ETxO6kv8GhEvLfYZ0vrI2Cj35lPUJq/9HZxOfhBoGGtpc8Vr99r+FGNfHyHeoBcRHShlNzcnJk/A8jMJcUfFO8AP6CU/EHpO3Z/Zv41M+uBuyl9x9boMH1kgtMCmXl+ZvbNzD0oTZ69NzNHNdh+JTAduD1KJSceAE4uht97UPpL6eEqhN5WXgQOj4hti9GIoTSYjG3/rOMO4CMAEbEv0JUG1XuLv7BHADdFxCDgGWCPiNi72OVfKY14dXgR0SP+frdLN0qJ8jMRcRTwJeCY4hfuOrakPsrMvwDzI2K/YtVQ4NHM3CUz9yh+Jy0ABhf7rmm3xfQRQBPfmRcp/UEaEbEdpZHTZxpsfwc4FdgvIi4u1j1AaTSDiPgQ8NdiBKRDKH4H/wh4OjO/3WB9w2kAxwNr7kL7FTCw+P3dGTgC+FODfTtMH7WrUg21JDO/FBHXUxq2+wTwfuAJSlntuQ1/+dSazPx9RPwUeJTS8PBjlB75/f0G+2xx/RMRt1C6I2HniFgAXARcB1wXpVtcVwKjMzP/fpUKMvMPUbqdfgrwYeCTwP8Wv3z+AFzbpidSOb2AScXQdyfg1sy8KyKeA7YGphX9MjMzP92w4RbURwD/F7i5+ONgLqVzbVat9tFG/l2dT+Pfme8C11P6n3kA12fmkw0/LzPfiohjgfsjYgmlS4DXR8STQD0wui3OqxV9gFIC+8difhuU5smcWiS7CcwD/g9AZr4SEd+m9J1I4O7M/EXDD+wofWSpBkmSVHO8RCVJkmqOCY4kSao5JjiSJKnmmOBIkqSaY4IjSZJqjgmOpLJFxHvi79WH/xLrViPuupE2v4qId0dE54hYXqzbu8Etqy2J45KI+HxL20uqfT4HR1LZMvMlSo92JyK+AvwtMzeogL5emyOL/f19I6nNOIIjqVVExM8j4pGIeCoizmiwfsGaJxRvpF3niPh2RDwcpcJ/Z2xkv/+OiGcjYhqwT4P1+xSjRI9ExAPFE6HXb3tJREyKiBkRMSciPlWs3z4i7o1SUcEno1Rnbk2bcRHxTERMi4j/WTNiVM7xJFWff1FJai2jM/PliNgWmBURt2XmK2W0G0OpeO2hEbE1MDMipmbmi2t2iIhDgRMojR51BR4HHio2TwTOyMznI+IDwDWsW1hyjQMp1UTbnlKtpl8ALwPHZubrUSoA+yBwV0QcTqmO0UGUnojbkuNJqiITHEmt5QsRcUzxvi+lSsWzymg3HOgXEacUyztQGqF5scE+/wTclpkrgBUR8XOAYmTocOC2BuUtNvZ77Y7MfBN4MyIeoFSxfipweUT8I6UaO7tGxM6UqiPfkZlvAW9FxF0tOJ6kKvIfpqTNFhH/TCkJOTwzV0TEb4Ftym0OfCYzpzezX2N1ZYJSYb9BZRxn/fYJ/BulhGpwZq4qahltw8arbW/K8SRVkXNwJLWGHYCXi+SmP6XRkXL9CvjMmknIEbFflKqJN/QAMCIitomI7SldPqK4BLY4Io4v2naKiIM2cpzjImLrYoTmg5RGl3agdHlsVUQMA/oU+/4WOKbY/93Ax1pwPElVZIIjqTX8Atg2Ip4A/hv4/Sa0/T4wB3i8qKo+gfVGlzPzYeB2ShXn/5dSwrPGKcCni2M/RZH8NOIPwC8pzaW5KDOXUKpm/w8RMQsYWcRBZj4E3AM8Cfy0aPvqJh5PUhVZTVxSzYuISyhdWrpyE9q8KzP/FhHbURrRGZ2ZT1YsSEmtyjk4ktS4H0XEfpTm5FxnciN1LI7gSJKkmuMcHEmSVHNMcCRJUs0xwZEkSTXHBEeSJNUcExxJklRz/j8++B8cCCjVJAAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 576x432 with 1 Axes>"
       ]
@@ -48,18 +48,19 @@
     "\n",
     "plt.bar(numerical_indices, memoire, color='blue', width=4)  # Largeur des bandes ajustée à 5\n",
     "plt.xlabel('Taille de page')  # Nommer l'axe des x\n",
-    "plt.ylabel('Taux de page utilisé')  # Nommer l'axe des y\n",
+    "plt.ylabel('Taux de page utilisé (en %)')  # Nommer l'axe des y\n",
     "#plt.title('Histogramme de A en fonction de l\\'indice')  # Titre du graphique\n",
     "plt.xticks(numerical_indices, labels)  # Utiliser les étiquettes pour l'axe x\n",
     "\n",
     "for i in range(len(numerical_indices)):\n",
-    "    plt.text(numerical_indices[i], A[i], str(A[i]), ha='center', va='bottom')\n",
+    "    plt.text(numerical_indices[i], A[i], str(A[i])+'%', ha='center', va='bottom')\n",
     "\n",
-    "plt.ylim(0, 90)\n",
+    "plt.ylim(0, 100)\n",
+    "plt.yticks(range(0, 101, 10))\n",
     "\n",
     "plt.tight_layout()\n",
     "\n",
-    "plt.savefig('test.svg', format='svg')\n",
+    "plt.savefig('2mm-taux-de-pages.svg', format='svg')\n",
     "\n",
     "plt.show()"
    ]
diff --git a/module3/exo1/test.svg b/module3/exo1/test.svg
index a107f6d5029fc313d95db5e7148f00c40842f9ed..27291874873a3e7fc0a1927a19a4984781c45a51 100644
--- a/module3/exo1/test.svg
+++ b/module3/exo1/test.svg
@@ -19,66 +19,66 @@ z
   </g>
   <g id="axes_1">
    <g id="patch_2">
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+    <path d="M 51.425 390.2 
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-L 45.05 14.8 
+L 51.425 14.8 
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 " style="fill:#ffffff;"/>
    </g>
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-    <path clip-path="url(#p376aa88f01)" d="M 68.534091 390.2 
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-L 68.534091 77.032978 
+    <path clip-path="url(#pe673dfa1ac)" d="M 74.619318 390.2 
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+L 74.619318 43.21778 
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 " style="fill:#0000ff;"/>
    </g>
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-    <path clip-path="url(#p376aa88f01)" d="M 141.921875 390.2 
-L 171.276989 390.2 
-L 171.276989 97.596556 
-L 141.921875 97.596556 
+    <path clip-path="url(#pe673dfa1ac)" d="M 147.101562 390.2 
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+L 176.09446 48.9614 
+L 147.101562 48.9614 
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    </g>
    <g id="patch_5">
-    <path clip-path="url(#p376aa88f01)" d="M 215.309659 390.2 
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+    <path clip-path="url(#pe673dfa1ac)" d="M 219.583807 390.2 
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-    <path clip-path="url(#p376aa88f01)" d="M 288.697443 390.2 
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+    <path clip-path="url(#pe673dfa1ac)" d="M 292.066051 390.2 
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