L'exercice est normalement rempli (à vérfier)

module2/exo3/exercice.ipynb

@@ -2,12 +2,12 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
     {
      "data": {
-      "image/png": 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\n",
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Ee3uBW25h21RTo2d00ppyES3/j5L29p2O59SVK8Dtt7PvScT09EaKzGroKyuli6n42oMgxkhGRtiFXxXRoKiuYzw2hj4yMhL1JuAb3wC+//1wPzNq3bOzbJpfmASlWTTuVG0ROh+UbG4GMpkZ9z9QYNOm0mh0aWnD0O2LqsIeALajsq+bm+UXIVmETmmpNq7bXrvGiup3MTpa2mDaDVHKRdd5HRtDP3jwYNSbgLGx8Gtk69atMgc47KqDQWm+//7yx1QGRfkFTLfutbWNGSbNzcCWLcG05W1tZcbFsc5ksRr6+nr4K2LtVLqvZ2ZKDd0+B5/DdYsWFXlldJSlId1SOByRoes6r2Nj6KdlSbQQicLQdepeXQU+odiWJExTD0rzwED5Y/xW3CmXHFbUevo08CM/wn5ubgbOn5+o6P1WV5lxqBgbEM3dlx2nfW29+Mr2lzVCb2qSz5jhs2mcDF31GM/lgBtvBLKK68BEpSR0ndexMfQjR45EvQnIZsM3dJ265+acp4zx29b6evVoJAiC0jw0xHKwdghRyyWLqhMGCR8QBdig3TXXVNbsgS/jt872AEqNymroYa8SFeG0rwcHWZ1zgI3jDA2Vv8aqwelCHGSEDgB79rAZSn7RdV7HxtCrodHDyoreWtEidOqem3NOufCDv6GBaQ+LoDTPzalFqlas5qe7NvjoKLB798bvlS4H5+amGqFXg6EfP35casTnzrFeoQBw663imS7Ly/JKklZUDN3LndnevfKplCqkDS6qoNFDFI2Ddep2i9D5DJctW8LVHYRmStmS9qkp8fMq/TV1Vx6034bv2lVZswdu0PYIXTQ4yF9vLcwler1unPa1NUJ/2cuAM2fEr1PZ3qAj9BtuqCxCN77BRTVE6LojNhG6I3SnyHtoCNi3L/wLWRCa5+bYxciLoRcKpSYb9v7WFaHLUi720rlRcPz4cWnu2jo7Z+tW8awlVbjupaXy0ggclRz62hqrvV7p9qQResQR+toa24lJi9CdZnwMD28YepgplyA0T08Dhw556wRvj1h1X8jskWWlETo36O3bK0u5UKpvENyuubOzE4SoLbuvZJusTU0quQPJZlm/2UoxPkLv6emJ9PPHx5m5hW3oOnWLyohaWVlhF7GwUy5BaJ6aAm66yVuEbl9UpNvQ7QY17mW1igB+QaqrYwEIx2pgjY0bkaVslktdXXiD4D09PWhqYpGzG/b59V7YvLn0OxGhYvQjI8D11/vbBiu6zuvYGPqhQ4ci/fxs1tvc06DQqXtuzrl0KjecsCP0IDRPT3s3dPuiIt05dDs7RAltDzilEzhW05JVWgwzxXbo0CHh3dLKCtsOKwcPsry6EzU1zLh1jQNYB7Ir+Qxd53VsDD1TyQhEAIyNsc7iYaNT9/w8i9DdbmXDzqEHoXlqis1EkE1NVI3QdebQ7YYwF0CnB5HJyPav7PEw93cmkxEa+tAQm+ttRTbTxcr27excFVWXdDvOVVI6o6MbEfq2baULuLyg67yOjaG3ay6w8e1vO+fxsllm6GEvldapu1BgB77ItKw1L3SnXMbGgAcfZI0eKA1G89SUeAYHR2Qily6VRuhhp1yavJREVMRP7RJdukWG2d7ejm3byveFdcoi5/BhwNqK88qV8ubQbW1sOqGuJibWlcSVzEXXdV7HxtBn/V4KFXn8ceeFJuPjwDXXhL8MXqduQpixiQJDfgED9KdcxsbYtLThYeB3fxf4+tcr/zDricexGoCooQG/Y+GEfWeSy614qsmtAh8H8YIX3V/7mvriKz5DxMrs7Kzw4mqdssjZsqV0Zomodn1bGzNZ0bVxfd25mYfqhY+/rpK56LrO69gYeoM9oRYwS0vOhh5VZxfdukXREVBaZVF3hJ7LsRPxp38a+MM/BPr7XRLBCqyvs9WXVqxLyWUnr/Vx3Tl0+za0tGxSGhz0glNzC9l34MXQv/pVdmejgqimSUNDgzCokDUaqa3d2DZrHReOk6HL5t1zVGfbcCqJ0HWd17ExdN24GXrUVel0IesYYzV03ZGqtXEwq6yn57D02k9Udw69POVCXRc7ecVr5x7Am+6LF9k/FUSGDrh3LbLyxjcCTz7JfhZNu9y+nZmsaD/PzjovKvLahu6aa4CJysrvBE5sDH1V873v8rKzoYedauHo1i1LuWQyG40tdKdcrA0A2CwFPVOJvHax0Xkhs5d3BYD6+iuBGTrfdlm3ovV1eZDi5c6ktbUyQ19dXfVk6HfdBTz3HPtZZOhOEfqWLc6G7ra/7cdLTY1/X9B1XsfG0Fs1l4VbWnJfCg6EH6nr1i1LuVhNNoyUi7UBgK7bUT8Rui7d1rsSTnt7o29Dt3+HfHGRLOUyNyevtKiq+8oVNhNFNe0gMvTW1taSRT/8dbIObTU17BzM58WG3toqj9BbWiqL0KemgikbAOg7r2Nj6JUuunCjUJBH6Gtr5fnYsNCtWxahWwkjQreaUZDtuawDaU6d4EXznnXm0EXmtrY27Wjof/u3bPaHCLu58WYPspSLU2EuVUPPZIDbblOPrkWax8fHUVtbOrDa18cGyWX86I8Czzwj1lBby45nkebm5soM3TplkeM3wNN1XsfG0Pfs2aP1/Z3KqYbdxcaKTt2UquUv6+rEZWiDwt5zcZvTaieP7NghbxxsxT5lEdCbQ19dLb+AHDhwrdTQCwXghReAr39d/Lx9wM8aodvNrb6e6ZUNEKoaOi8NoYrI0PnxbTXGl14CXv5y+fu89rXAU0/JVzrX1Yn381ve4txpyG1/i1aJ1tb6Ozd0ndexMfT+/n6t7+9k6NYpfGHn0nXp5lP4ZIZuPcEI0ZtqskfoU7LlnYrk8xszknbs2Fgt6pRDF9Xo8BKhX7kC/Omfqm+jyNwmJ4ekhv7kk8A73ykfhJNF6KIcenMzm25XaYTutd+sSLPo+BZNWbRSV8ciensxNU5bmzjNdNdd8lQO4L6/7eWOAfb76Kj8b2ToOq9jY+i33Xab1vdvapLn0MfGginI44cgdPf3A48+WvoYX/ZfX19e40LU1Fbnhcz+eZUuurD2jWxrkxu6FZGhe2lwMToKdHerb6PI3O6442bpMfitbwH33CM/Tu2G7pRDD8rQva6eFmnmx7f1+HKbLw4Ar3gF8MMfip/r6Cg/flVwS7mIGojv3es8hiA7b3T5WWwMXXf5XKcI3Xrghj0oGoTubLZ8AcT8vLyOy+Qkm5IVFvaUSzZbWRlZ6ypRt5QLP+EqraI3MuJtCpso5XLu3ItCs750iaUKamqAN7xhY9qeFXspXF5CV5RyaW5m6ZJKDZ2vzaivV0tNiQzd7/F9773yz/SbzXAzdNHahj17nBcXra2JLy5p+VzN5XOdKsxdvhyuwXFyuWB0T02xcQArToW5Ll8uHzwKM+XS0eEe9jlVzrMbOo/Q7SdXY+PGYK9sBoOq7pGRyjvBv/rVtwsXFn35y8C73sV+7uwEurrKX2OP0Plg9/JyecGu5mY21VC0cAdQHzvgF0PVtINIs/34divZwNmyBfibvxE/95u/6f73IvyMmeze7TxtU3S3C6Tlc7VG6G71LlRuAYOmuxv4sR8LRvfUVPltupOhhx2h2w/6yclRxwjxyhXgPe+RP281N2vKxY61QJeoka8XRkZYdUfV2UAic+vuLt/XhQKL/PmALZ/7bL+Vt0fi/HWiPHNzM0tLyY5pr9M1Vbv3qEToPT3OA6JWbr1V/Pjhw2p/b8fPrKaGBudBUdliqjRC1xih807wKoQxKPrMM6xGxr33AseOBROh26MxrxG6TuwR+i23XO84lfKFF4Dz5+XPW6M8p6jLOv/Za0VCO4uLwC23eJuTbU+5iI7xb32LpVmsHDkCnDxZ/p6qdxNu7fdqa91rh1sj/xtuUFtcpBKhv/QSmwoZBfaUy9pa5StBZYZufIR+UnQEB4RbHekw8+aPP84Gez7yEXaReeGFlyp+z9XV8guW1dDtpiWK0HVfyKzf8dzcBUdD//73gTe/Wd6NSLW1WkuL2mIyVbwUa1pdLT/RRcf4s8+ywVAr997LjhMrov0j22fNzeoBjAzrlMXdu9kdihsic+OaCWHbG/bdoRW7ob/4InDffcD997MZTG615kXYx4c4uvzM1dAJIf9ACJkghJyyPPYQIWSUEHKi+O/HtWydhVtl91cBYO1d6EZtrd4mF9/7HvDhD29UQty9+xYtn+MUoU9Py/OrOrAbzy237HY09IUF4DWvEUepgPOArxWVRtFeLub79jGjU0FkbqJjXJQKam1Vr8Mt2v7mZrU8tRN+irc5ad66Va1rkU7sd3OXLgEf+ADw8Y8Dv/zLwHvf6/09ZTl0XX6mEqH/I4A3Cx7/S0rp0eK/bwS7WeWcky2RCwAnQ7evEtVdqMp68ra0AD09PutzCt7XOgXPWirWftKLTCTMu5SFhRGpofP9cfQocOKE+DWiOikiuKFb561XQkcHmy2jgsjcvBzjO3awaNYNUZTe3Fx5c2ivc9ABZ80tLewiVck4RqXYc+iXLm3MfLrmGm+D3hxZykWXn7l+fZTS7wKQ3NyGx277jP4AWV6WG7p9lWiYneCbm4GmpsonwFPKcuLWwcF8vnSRRRDdXPxiN9+DB6+RGnp3N3Ds2MbCmUrgOfTLl/2drBy+SKumRr38qmjaopdj/Od/Hvj85zd+93LBra+vvC/mxIT31IjI3LjmlhZ2gbZ3KQoTe8pFVaPTdy8zdF1+Vsn18IOEkJeKKRntN+iTKuGIT5widPuiojD7TLa0ABcvVt6WDGALImTlI7ZuLW0cEPZqWPvnra9PSw39mWdYuiUIeIRe6Rx060piVcQrRUuPcacaQh0d7HtzuiNwMpqPfUxxQ4v09np7fxFOmltaWLoxqgFRoNzQ7UGPH2Q5dF1+5tfQ/xbAAQBHAWQB/LnshYSQ9xFCugghXdlsFpOTk8hmsxgdHcXMzAwGBwexsrKC3t5eFAoFdBeX2/FpPd3d3SgUCpicnMTKygoGBwcxMzOD0dFR8PcbHh7G4uIi+vr6kM/nrw448Pfg//f09ODFF69gYGAA8/PzyGQymJiYwOjoLBYWLiGXy2FgYAC5XO5qV+5nnjmHjo6N95iYyGBxMY++vj4sLi5ieHjYt6be3t4yTQsLC1c11dYu49KlZVdNfLutmiYmJpDJZDA/P4+pqSls334FP/jB+at/S+nGe8zPX8TU1Iam2dnZMk0zM9O+NbntJ76QiL/X6uo4pqfzQk0XLsyhpmYeAwMD2LQpj66uU8Lv5eTJk8jnmaa1tSsYGhrG8vJyiabJyfOYnl7D889n0N4u1kQpddXU378MSjPI5/O4VOz24LafstlpzM9fLtlPs7OzyOfzV4+9//3fHlx/vVjT4uIi3vrWDD71qWVcuJDFyspc2bHX1FTA4OC4cD+dO+esaW0tV7Kffu/3gH/5l9NSTbW1q+jtvVh27FnPp/V14OTJ0u9lfHwc+XweMzMX8OyzeTQ2Xgj0fPLiEZs3A5nM+FVNq6s54flk94ixsbGS88m6n2ZnVzA9Xe578/PznjQpQyl1/QdgH4BTXp+z/+vs7KR+GRsb8/23Vt7//vLHHn2U0tOnKX3wwfLn/v7vKc1kNn7/l39hr9WFdRv6+ij99KenK3q/9XX2nn19lP7zP288/sADGz9/5SuUnjkjfk60XUFjf++LF8foRz9a/rq1tdJt+8//pLSrq/x19u3/1KconZ0t/5z1dUofeojSz3+e0gsX1LZNxCOPUNrby37+f/+P0lzO/W8++UlKFxdLHxsbGyv5vKefpvSJJ5zf56/+itJnnqH0s58tf+7hh8XHuwoPPVT6+333UXr//Ru/27/jRx5xPy9E3yU/r0+coPTYMe/bGTTWbRSdByI++UlKFxbEz33965T+4Aflj3v1MwBdVMFjfUXohBDrDepPATgle21QFAJqtiiaVsZTLjU15TNY7DM+wuwzGcS0Oj6bpb1dPqfWWhPdT1PhSrGnXAgpCHPRJ04At9++8btsYNS+/Tt2sGl19ql6POctqrTohZGRjaJNlczJLhQK2LRp4xjMZNhUSCd+7deAT31KPMjZ1ua9WxHHvk/q61k+eWSEDV7aZxGp6rbDz+uWFrYwK444laCW5dDtzjoSAAAgAElEQVSD8jM7KtMWHwHwHICbCSEjhJBfAfBJQkgPIeQlAK8D8Ntats5Co59JoALGxsoXTXBDb2oqnzplz6+HOSja0gLkcoKjwQN8kc22baUHndX0rAektbCVFT5PWIVnn61samdjY6Pws+z58717y6cJiqaJ7djh3AleVm9DFWuNGNWpi/l8eX68sbGxZCrlxYvl1f3sNDSwXqyi123f7t/QrfB98d73Al/4ApvhYi+bu2ePP0Pn53VbW3BjI0HgZRzJfm5ZkRl6UH5mR2WWyzsppR2U0jpK6W5K6cOU0l+klN5GKX05pfQnKaWKk7X8M13plIYis7PlXz43bdbPsvxvwmwcbKWxEZiaquzDuKE7GbI1Qp+cFK8S9aL7S1/ydnLbI2rZvrbX/BbdScjakg0Pe+tW5JdKOsFPT0+XGLpoQZiIX/xF4O67yx+XlZH1Cp/X39rKjqETJ8qnLHZ0sGDJK3xfb9vG5nxXC6prGQBnQ5cNigblZ3Zis1J0l9dpBBJqasq/fD6FzKniIifMlAshQFNTZS6kUuzIWhNdVojMSxu6ixfVF9gA5Rca0b6WXYzsndpFenfsYNsjaobgVuvd64yf669XK1Ql+sxdu3YpLXZS5brrgIMHK3+fiYmNaZ3vfS9baGM3dHvXIVWCOq+Dxksazi1CF9396dIdG0MfGhqq+D3W11nUIvrymXm6n0xeO4NXyqzqkkAJIoOzL6SxplxkEbqXNnQ7d7Lbcr+I9vXCgrgH5oEDpXVdRMv+29rkKRc3w/YytxxQX0ks+tyhoaFADf2aa4C3v73y9xkf3zD0G25gph5US8wgzmsdBGnooghdl+7YGPphvyXULMzNsQNS9uVXW4QOADsrrJIlKgtrXSUKqEXoXmpk33CDWm0Pjj1aFe3r0VHxXG/7wKg9LQO4G7qTqbuNmQTZb/bw4cNXDT3stQBOTEyUNna4//7g3juI81oH1lWibvgxdF26Y2PoJ2TrvD0wO8sGc2RfviyHbiXMQVEAV+c1+8Vas4Xn0e11XKydeWQRumrK5dIllnbwc/vNEe3rsTHx6saXvQw4c2bjd9EdSW0ta/YgMvSZGee6NW4XMj+LigBxyuXEiRNXDX1mpvLl+UFhTbm44fVCFMR5rYNsNpgIXZZD16U7FoY+OwucPXsskPfZu7eyCF3noKiopkhHhb3vrHVZtm3bGBSWDfjISgmrplxEMyBUttHKsWPl+1rW7qy+nkXl/CIrq7SYz4sNfX3dORJz29/WKYsclbSLyPiOHTt2darqhQv+O+8EgfWCo1pOeft29aJhHNG+rgZmZtTTSqLZcRx7aWiOLt2xMPSGBuD73/fRidXGzIzY0PnJZc+hr6+XFwvSmXIRXc0rbcdmhS//Fxm629xzL53gvRZtsnP8+HHU1ZU2DpClXADgt34LeOghth9FHXoAZvIiQ29udjZ0N90iQ/fbOPj48eNXI3SVOeg6sQ42qy6B95P/191ashJU12O4DaqLnje6wcXmzcCOHRVWE4L3CF1kfDoHRUUj4irt2FRxMnQ3VFMuFy6w79jLhc9+wHd2dpbdxq6syOtR793LaoQ//LD4/QAWYYrmZKsYutP+vniRjRnYt8dtlo9oGzs7O0sMPcoI3c9x7qcEru7WktWK0Q0uCAGyqnVJHZiZYQN+9tthfnLZDV2Ux9SZchFH6MFN8eerRe2Doiqoplx4Jx4v87Ht6Yfu7u6SufEqvO51bIDylGTN8p494tKs995bbshW3C5Mou9y3z537aKUS3d3NzZvZsfB5GTlNcsrwc+dqErK0g6vYWIaunTHwtABoKOjgrXZRWZnnfNi9rm0okYPmzbpm4EgjtCvC+zzrr1Wf4TO2b/f/9TFo0ePOg40yXj/+4Ff/VXxc7/8y+LHX/GK8jK2VvxcwN0aB8s4evRoye9hl2Cw4sfQ/UTods1xxes5qkt3bAw9iHKT9ka6Iqw7RjbTQJehiyL0paWJwDq57NjBBg39GLpqhM6/G9Ul8KIcY19fny9DJ4S1phPxyld6ey+OH2Orr3fvySky676+Pm8fpJGwIvRq0swJoym8Lt2xMfTWgFYyeIl6wm7FJorQ9+7d7in1YGVlpfQCsWkTG+iSTaUSNV3gqJzg1vok113HpjC6Iappsn///hJDF3WuDwtd01RFQcH+4mhyNcxB5/vbyzx7PxH6/kpH0DUgW4sRJLp0x8bQ5+eD6+brZOrW58KeCywy2nx+xnHmwPKy3ABUlv1zCGHpGNn0NJWUi3XGh+qFUzSta2xsrGz1alSNg50uZEG1ruOMFYuhyJaLhwnX7eW792PoY34KwGim0oYnKujSHdAaN/1sqbRNOcTGx9uHiXBbdBI04hz61rIIfWYG+Nd/ZQNvs7PA294GvOlN5e/nxdCbm1mKRHbyqqRc7H0mVSJN0UWsra0N6+sbhu40ZVE3Tjn073yH5eD9ILrgtRWjh4sX2WBtlPA7Ey+LivykXNqqZfWUBb/llFV72QL6dMcmQl9zS0r6xF4e12pCskUBugarROZWV7dSZuif+QzwhjcAf/InwKc/DTz9tPj9vBh6SwswOCiP0FVSLn4bB9u/4+Xl5ZKUi2xRURg46f7mN8UXUhVEF7vlYh/A1dVo56ADG7qtdVzccIrQ19fF582ytfdhleBllShnyxb1WkeAPt2xMfSamspdVHRAOfUTlRHmLBfRYo21NVaUCmC55YYG8YkkquMigxu6LELn+Xcn7ItsVIqdiS6aNTU1qKvbmF46Olp5U2O/yHLoJ04AL395sBf3muJAQXNztHPQgY07E3sdF5W/ESGraVIT1eCIBNaGTl0zx+sgvi7d1fVtOrBJIVmpOu/Z2hXGj6HrQhShb9++yXVQ9Cd/EnjssfLHRRH61q3i2+Jt25wjdBXsA5z797vPdBHflZTmwMbHvZ9gQSGL0B99FHjHO/y9p+zWnOtubY3uAsbhur2kXJxKEcsM3b6vo2bzZmbMXjO8Xg1dl+7YGHqhkCtZCm4nn2eF/h95xP29rNUF7YYe5dxfUYReU7NYZuj2O4QjR4Biz9sSRIbe3i4+8Fpa2AWxkjED+3enMhddpHnRdsURzYQJC1HUmcmwW3K/A5eyVB7X/Ud/VD2DonNz3hahye5eZYZu39dR43fhoNeFcLp0x8bQr7220fH2/cwZ4IMfZKby+c+XP7+6unFAWWdQOOXQw0YUre7d2+aatiCERdb2qfqi1mrXXiuei9/SwgZYg7wTVDF0kblVWjI4SERL4L/wBVYT3C+y6aFcdxidldyw3pkEEeTIDL2a9jXgv7SH1whdl+7YGPra2rTjCHpXF9DZyW6DOzqAz32u9HnrKlHrl2839Npaf4tCgkAUrV6+PFISMchu13/mZ4B/+zf3z2hvF0dc27ZVZubWCyZn+3Y2l98JkaGPeCmmrhn76uH5efb9qyzM8hqtVpNuv0XovKZcqkkzwHT7mX/h1dB16Y6NoR84cK1jpHr+PHDjjeznt761vNqdtfmx9ctfXi41dKdSmJwwV4redFNpD7GFBbEhq9ZO6egQD3y2tFSWP+dFuayoXPhEmg8G0TctQKz7+9QptamKjY3yWQ8yc6sm3X4N3etFrJo0A7wQoPe/82rounTHxtCnpy8opR5kWOsbO0XovMmFLM+pE1GEfvr06ZLfnebI3ngjMDDg/BkdHeJmvE1N7gOPThcyWdlcN1N30kxINPvBiQsX1Oq9O03hk6Vc7Ps6SoIuEy0z9GrSDLBt9DMH3ZrGVUGX7tgY+pEjN0oNXTRoZp/NIYvQ7YbOp9oFsaiIUuD731d/vShaPXLkSMnvTob+C7+wUULWCZHJ1tSwlJVfnBpbOF0IRIZt1RzGqj03rN+XauMJ2WwiQG5u9n0dJUGXiY6DZoBdyPwcb15rwevSHRtDz2R6pV9Yby9rRWbFXsJUNULnq92mpytf9t/bC3z2s+qvF0Wr9kL4Tobe2Mjmp7/0kscNLfJ7v+f8vFN+tKtLvF3bt7PvXoboIsY1b9rEZpREPYXPilNdditOqTuZuVVTswdC2HhBUAO0cdAMsHQLT916QWWdhhWjG1wAwCtfeYs04jl+vDy6tFf7cxoUtZ6g3NCdInTVQdGnn1Y7+TmiaNVeCN9tWfJ73gN88Yvibks6+M532IXg939f/Hmtrc63oqKLGNfc0gL09UW3SpTjZ8zEKUKXpVyqrdmDlznoHK+DotWmubMTeM1rgnmvQkH+fRjd4AIAzp8/KY3QrQOiHPsgodXQeRMBgH3p1jVLPIfuFqGrnORjY95u36z9Pzn2K7lbBci6OuDOO4GvfU29J6JfPv1ptujnL/9SHtW4FWwSXcS45pYWdpdTTRG6KnGP0AF/hu51ULTaNAeJ0/iP8RH6q199xDFHZb8SXnstOyA59lt72ZVTJYeuUu+aH9itrd4b51qxX8lFpm/np38a+NKX9He8uXwZ+Lmfc75jUTF0+4nONW/bxnLzYRZIE8H1eYnUnXTHJVr1UseFU1NTOs2TExfNQSLTDKQROvr7e4SDNLISpoQ4n4Cy56w5dJmRqKwmO3sWOHwYOHiQLan3S09Pj+e/qakBPvQh9vlR45R6AMQpF66Zp8aiXL1r5fJlb4WqvKZc/OxrnayseC+5sHUrmwpsR2Zu1aY5SGR9BwB9umNj6DfffEhowr29wC23uP+9anTFDd2pq4/KlK6nnwZ+7MfYIOW5c2qfLeLQoUPYtEkc9TjxmtdUNmslKPykXA4dOgSAff9edeuAHzvDw+pVEP2kXLjuaqGhwXsdelkJ3bhoDhKnCF2X7tgYeiaTET4uGhCtBB5Z2XPrVlS62IyMsObDN97Icvx+yWQynqdE6cJ6UVxYcG/nB/hLufB9vW1b9AOiVoaH1eagA/6mLcqO8ajo6PC+BkC2v+OiOUicGpXo0h0bQ29vbxfeeg8OygfkrDWKVW/b7Uu9RbilXKzG57W5sp329varxcTCmrkio7bWe0lbN0MXHfTtxfv8ajF0fuyIVsPKcFtYJDK39qhKSkrwU8LXq6FXm+ZKsHuMU4SuS3dsDH3WYWRRZtZ79rB5zEHjFqEPDm7UK6+U2dnZqxF6lK3YgNKL0+hoae1zGW6lFERjIHxfb98O/NRP+dxYDSwuqs/LttZzt5PLiXPoTsd4FLzznd7/xmvKpdo0V0J9fakvOOXQdemOjaE3SLoXO0Xeqp3nveIWofP8eRA0NDRcjdD9tsYKCmsbuqAidFENbb6v6+qCmxNcCUHX7pGZm+wYj4rXvc7738j2t2wKX7VprgR7PRenCF2X7tgYOlB+Yi0tOedx+Vx00Qou2fQqFdwGRe251sZG781zrVSToVsjdJV0iNsUz2rocB82Tid63JFF6CrTbeOOvZ5LFM2+Y/MVrwoc1K2TTUcHqwUiulXmaQw/U+KcUi6Ulpe4PXDA/8Do6urq1W2N2tCtKZfVVe9dXVQR7esocZsC6xVZw45q0+0HtzsyO0nQzPESoevSHRtDbxUse3Qz9JoaFp1bC3NxnMpdup28TimXc+fK8+eVTF1sbW2tqgjdSyNcv4j2dZQQwsYvgmrULgsiqk23H7waehI0c7wYui7dsTH08fHxshNBtdektTAXZ9s29riscbRTKscpQv+f/wHe8pbSxw4c8L+4aHx8/KqhqxaG0kWlM3ZUGR8f1/8hHti8GejvV5+y6IYsYKg23X6QpVxkJEEzx27oToOiunTHxtD37NmDujqU9BVVNXRZhH7pktgg5+acl5s7Rejj4+VRdEuL/3nke/bsuZpyiTrfHHTTAxl7om55b6OhgRUJU52y6Jdq0+0Hr+NFSdDM8RKh69IdG0Pv7+8vW2Bz+bL7NL76emayogh9bKy0dC6nocHZ0GXGtrgofr9K6O/vL5n/HSU85bK2prdpc39/v74390FDAyvl4DVCl13IZCmXatPtB69lZJOgmSMydNmgqC7dsTH022677WrhLI6oCbKdPXtYfXC7obe0yA29qck5XypLuTz5JPCGNzhvj1duu+22YN+wAnjKJcimEyJzqybNAIuyREGBX2RGX226/eJlokFSNAMbs9E4ThG6Lt2uhk4I+QdCyAQh5JTlsTZCyBOEkIHi/9rr4R0/fvxqaVsv7N0LnDwpTrlks3JD95NyeeEF4I47xH9jX3SgSjWVF+URuuqiIhVE5lZNmoHgGybLqDbdfvGSYkuKZqB8lblTDj3K8rn/CODNtsfuA/AkpfQmAE8Wf9dKZ2dnWcpF5cDZt49F6PbGyjzlIsqhNzd7j9D5dEXZXFu/i5x4mc2VFfHqwjDhxjYyordGebWVVG1oCLZIWNhND6qZpGm2elJVls+llH4XwLTt4bcB+GLx5y8CeHvA21UGj9C9Di7u2sXKedqNdssWloMXRejvfz8rrCVDFG2/9BLw8pfL/8ZvGV1+JRcNtoYNT7morhJVQWRu1Ra1NTT4qylTWyteVCULRKpNt1+83JkkRTPHeuF3yqFXW4OLdkppFgCK/3ssg+8dUYSucuDU1gKidBUh5f1EOW6r+EQLTR5/HHjTm+R/c/Cgv7no/Eo+Nxd9s2SecgmigTZHZG7VFrVt3uxvyqLXOdnVpjtITLkrsXrU2horXyEitg0uCCHvI4R0EUK6stksJicnkc1mMTo6ipmZGQwODmJlZQW9vb0oFAro7u4GsHEF6+7uRqFQwHe+8x3U1q5icHACMzMzOH9+FLncAiYnJzE8PIzFxUX09fUhn8/j5MmTJe+xb18WACsqn8vlMDAwgPn5eSwsrGF1dQoTExPIZDKYn5/HwMAAcrnc1QL0/D34/ydPnkQ+n8fU1GUsLi5ieHgYk5OTGBlZxNKSXFNbG3Dq1FiJpt7eXqysrGBwcBBTUzNYWJgH/464pqeffhr5fB5razO47rry7bFrymQymJiY8KWpr6+vRJN9PwEryGTGQSnFiy+K95NV08zMDEZHR7G4uIDLl933E///qaeeCk2TyrF3+fJ53HBDrkSTfT+JNDU1Ac8++1LZfrpyZVWo6bvf/W5omkT7SUWTyrG3tLRUtp/4vGv7e3z729+OhSbVY+/uu4Evfek88vk8JicnsbQk1vTMM8940qQMpdT1H4B9AE5Zfj8LoKP4cweAsyrv09nZSf2ytrZGJyYo/Zu/Yb9nMpR+7nNqf1soiB+//Xb2Pn546KGNn2dmKP3kJ93/5oEH5M+trFD68Y+XP762tkYppfTXf53SbNbjRgZMoUDpgw866xDxp39K6dKS+LkHHyx/jGuuFgoF+THkxJe/TGlfX/njIs2UVp9uv4iOj6Rr5qyuUvrRj7KfZZop9a4bQBdV8Fi/EfpjAN5d/PndAP7b5/soc+7cuZLbmYkJ9fZYstu9bduCmTfe1wfcemtl7yHLt50r5mkOHAB27qzsMyrFbys4p9SDKOVyrpIWTxoQVYRUwa10sJ1q0x0GSdNsbUDvhC7dKtMWHwHwHICbCSEjhJBfAfAJAG8khAwAeGPxd63s3r0bmzdvDEb6aWBrpxJDtxrR0BCwf39l2yKb4rS7OD/wwx/Wu5hHFT+rVb3mkncHNScyYmRdi2QXh6To9nLxS4pmKyqrZXXpVpnl8k5KaQeltI5SuptS+jCldIpSeg+l9Kbi//ZZMIEzOTlZcqCoLvt3YufOYMpbXrigNmjmdKDLIvTJyUnf26WDyUnvdwpeDb3aNPtFplt2UUyKbj6FV4WkaLZy113Ac885v0aX7tisFG0qVsviB0oQhn733f7TCNa/W1lRKyXrdJDLIvQmlcadIeJnyqJTf00R1abZL14LVSVFt0rPXU5SNFu5807gBz9wfo0u3bEx9DXbhN4gKg++972V/X2QyCJ0u+6o8WvoXiL0atPsF5luWRCRVN1OgUxSNFvh6zWcgkVdumNj6AUvFX+qFKcdLIvQq013oeB92b/M2AoF8XdSbZr9ItLtZG5J0W2/M3Gaj50UzXbcegfo0h0bQ28shuN+UyRBw0/M9XX11lpOJ7MsQm+MsgC6gKYm76kupz6TootYtWn2iyjl4rQcPCm67fvbBM127rwTOHFC/rwu3bEx9Olp7eOuvhgbU09BOPUxlZlbtenet8/7bBuvjYOrTbNftmwpj9KczC0pur0YelI027nrLlZKWIYu3bEx9F3FYhpRN3ng8DsFL1MWneYlyyL0XX6KiGjkXe/y/jdeDb3aNPtFVCLCydySott+Z2KCZjtbtwIf/KD8eV26Y2PoQ0NDV39eX3e++oXJ0JB6nQ8nQ5dF6Fbd1cC993r/G5nuuGiuBHuKcHVVXjUzKbq9ROhJ0SzC3orSii7dsTH0w4cPX/3Zz1xoXWQyrImGCk7T92QRulV3XKmvF6+eS7JmjpcIPSm6vUToSdHsFV26Y2PoJ4ojDPX1wMWLla8SrRR+oubz8hF8O07zkmXR6gmnkZWYIBvIlqVckqBZhpO5JUW3lwg9KZq9okt3bAz92LFjAFh5ysHByhcVBYWXnL6fHDrXnURkF7Eka3ZKuSRFtxdDT4pmr+jSHRtD52Ulm5tZXfGoDb2mxlszXMBfhJ60BgBWZBexpGsOuy1Z2HhJuSRFs1eqrcFF6PCC8E1N1RGhb97MDlovtWD85NCT0gBAdCcjS7kkRbOIKNqShY19zMQEzV6JbYOLoOAF4JubWU9Le4/QsGloAPr71QdEAX8ROtedRGSGnmTNTimXpOi2j5lcvCjvtpUUzV7RpTs2hn706FEAGy2eol4xunkzcOaMt7K5fnLoXHcSkUVuJmoGkqv7/HngxhvFzyVVsxu6dMfG0Pv6+gAwQw+yA7tfGhpYYwsvhu6UcpFF6Fx3EpFF6EnW7GToSdJtT7HJArAkafaCLt2xMfT9Redsbo5+yiLATsrz5701bhYtBefIFkvtr7RzRhUjM/QkaSakdPDcKeWSJN2cqSmgrU3+fBI1q6BLd2wMfWyMNVhubo5+QBTYqKbmZcWqnzQR151EZNFqkjQ3NpZexJ0i9CTp5sf6c88Br3qV/HVJ0uwFXbpjY+htxct8czNQDeUfGhrYoiLdtDmFNzFHFqEnSbOXOdlJ0s3p7gZuv13+fBI1q6BLd2wMfXl5GQA7GR58MOKNKW6H10YPgPfiYlx33BEVqpIZelI0A+XjJqurckNPkm6ObGyIk0TNKujSHRtDr7EUHa+GZskNDZU3hlahRrXYepXT0MDMzIosWk2KZqB8ZpNThJ4k3ZQyM3cri5EkzV7QpTs232adasGUkNi2DfBTX8drHr3adPtFVEJXFqEnRTNQHqGvr8sDkiTpBoAXX3ROtwDJ06yKLt2xMfRFL912Q+DWW4G3v93733lNuVSbbr94MfSkaAac1x7YSZJuQoBnn3UeEAWSpdkLunTHxtB3Vku93JBJim6RocsWUyVFM+CtQXaSdNfUABMT7mWuk6TZC7p0x8bQR0ZGot6ESEiKbtGiKkrF/ViTohko1+2UckuabvuYiYgkafaCLt2xMfSDBw9GvQmB4DWHnhTdXiLVpGgGylMuTim3JOneupWlJd1IkmYv6NIdG0M/ffp01JsQCF5z6EnRLTJ02cUtKZoB53IPdpKk++abgde/3v11SdLsBV26q2ACoBpHjhyJehMCobaWLUhSnXqZFN0iQ5dd3JKiGSjX7XSHliTdr3ud2uuSpNkLunTHJkJPSiF8L7MegOTo9pJySYpmgM3Dtq4odrpDS5JuVUzUDKQNLhJTCN/LLTiQLN2qhp4UzV4xUbeJmoG0wUViruROTS5EJEm3iRE6wObbP/448JGPOE/jS5puFUzUDOjTHZscelKu5F4NPSm6N29m885VSIpmzq5dbL79gw86j50kTbcKJmoG0ggdPT09UW9CIHjNoSdFt5fpmknRzPnN3wRe+1r3gfCk6VbBRM2APt2xMfRDhw5FvQmB4DWHnhTdXjBRM2CmbhM1A/p0x8bQM5lM1JsQCF5TLknRDajPwU+SZi+YqNtEzYA+3bEx9PZqaFMUAKKUi5PRJUW3F0zUDJip20TNgD7dsTH02dnZqDchEEQpl7U1ed3opOj2gomaATN1m6gZ0Kc7NobeIOusGzNEKRenri5J0e0FEzUDZuo2UTOgT3dsDD0pbN4s7twjKiObkpKS4oXYGPqqSi3OGEBI+RQ+pwg9Kbq9YKJmwEzdJmoG9OmuaGERIWQYwAKAdQB5SukdQWyUiNbWVl1vHTr2QVCnCD1JulUxUTNgpm4TNQP6dAcRob+OUnpUp5kDwPj4uM63jxSnxsFJ1i3DRM2AmbpN1Azo0x2blMuePXui3oTAEKVcZBF6knQDanPRk6ZZFRN1m6gZ0Ke7UkOnAB4nhBwnhLwviA2S0d/fr/PtI8UpQk+S7oaGjXouTsaeJM1eMFG3iZoBfborNfS7KaXHALwFwAcIIT9qfwEh5H2EkC5CSFc2m8Xk5CSy2SxGR0cxMzODwcFBrKysoLe3F4VCAd3d3QA2qpF1d3ejUChg06ZNWFlZweDgIGZmZjA6Ogr+fsPDw1hcXERfXx/y+TxOnjxZ8h78/56eHuRyOQwMDGB+fh6ZTAYTExOYmJhAJpPB/Pw8BgYGkMvlrtZasL/HyZMnkc/n0dfXh8XFRQwPD3vWNDaWRaFQQG9vL1ZWVjA0NIJcbkGoqa6uLhaa+H7imkT7aXV1CuPjbD/lcnlMTmaF2wMgNpqCPPYaGhoSp8ltPxUKhcRpUtlPjY2NnjQpQykN5B+AhwD8X6fXdHZ2Ur90dXX5/ttq44EHSn//9rcpfeop8WuTpPvhhym9cIH9vLRE6Sc+IX5dkjR7wUTdJmqm1LtuAF1UwYd9R+iEkK2EkGb+M4B7AZzy+35uJKnMppccepJ0t7QA09PsZ6c0U5I0e8FE3SZqBqqzfG47gO8RQk4C+CGAr1NKvxnMZpWTpEL4ommLMnNLkj/Kt3kAAAdVSURBVO577gG+8Q32s9NFLEmavWCibhM1A1XY4IJSeh5AaB1ek3wlNyVC376dlT1YWzNHsxdM1G2iZqA6I/RQ4YMYSaC+nhkaxylCT5JuAHjrW4Gvfc0szaqYqNtEzYA+3bEx9FtvvTXqTQgMewldp2g1SboB4K67gOeeM0uzKibqNlEzoE93bAz93LlzUW9CYNhL6DpFq0nSDbAB4b17gf5+uaEnTbMqJuo2UTOgT3dsDH337t1Rb0Jg2EvoOkWrSdLNede7gC98QX4RS6JmFUzUbaJmQJ/u2Bj65ORk1JsQGPaUi1OEniTdnNZWYMcO+UUsiZpVMFG3iZoBfborqrYYJk1NTVFvQmDYUy5OEXqSdFv58IeBxkbxc0nV7IaJuk3UDOjTHRtDX1tbi3oTAqOpCbAWW7tyRd6CLkm6rTiNCSVVsxsm6jZRM6BPd2xSLoVCIepNCAxRo2j76lFOknSrYqJmwEzdJmoG9OmOjaE3yu7PY4ior6iMJOlWxUTNgJm6TdQM6NMdG0Of5kVAEoA9h+5EknSrYqJmwEzdJmoG9OmOjaHv2rUr6k0IDC8RepJ0q2KiZsBM3SZqBvTpjo2hDw0NRb0JgVFfz+qZqJAk3aqYqBkwU7eJmgF9umNj6IcPH456EwJFpRUbkDzdKpioGTBTt4maAX26Y2PoJ06ciHoTIsFE3SZqBszUbaJmQJ/u2Bj6sWPHot6EQJmf3+ivKZuyCCRPtwomagbM1G2iZkCf7tgYetIK4f/8zwMf/zhw//3AhQvy1yVNtwomagbM1G2iZkCfbkJVk7kBcMcdd9Curq7QPi8OUMrasu3YEfWWpKSkVCuEkOOU0jvcXhebCJ13xU4ahDibeVJ1O2GiZsBM3SZqBvTpjk2EXigUUFMTm+tPYJio20TNgJm6TdQMeNeduAi9r68v6k2IBBN1m6gZMFO3iZoBfbpjY+j79++PehMiwUTdJmoGzNRtomZAn+7YGPrY2FjUmxAJJuo2UTNgpm4TNQP6dMfG0Nva2qLehEgwUbeJmgEzdZuoGdCnOzaGvry8HPUmRIKJuk3UDJip20TNgD7dsTF0E0fCATN1m6gZMFO3iZoBfbpj823WyXq0JRwTdZuoGTBTt4maAX26Q52HTgi5DMBhobsjOwGY2CLcRN0magbM1G2iZsC77r2U0mvcXhSqoVcCIaRLZWJ90jBRt4maATN1m6gZ0Kc7NimXlJSUlBRnUkNPSUlJSQhxMvTPRb0BEWGibhM1A2bqNlEzoEl3bHLoKSkpKSnOxClCT0lJSUlxIBaGTgh5MyHkLCHkHCHkvqi3RweEkBsIIU8RQs4QQk4TQj5UfLyNEPIEIWSg+P/2qLc1aAghmwghLxJCvlb83QTNrYSQrxJC+or7/K6k6yaE/Hbx2D5FCHmEENKQRM2EkH8ghEwQQk5ZHpPqJITcX/S2s4SQN1Xy2VVv6ISQTQA+A+AtAG4B8E5CyC3RbpUW8gA+TCl9GYA7AXygqPM+AE9SSm8C8GTx96TxIQBnLL+boPmvAXyTUnoYwBEw/YnVTQi5HsD/AXAHpfRHAGwC8A4kU/M/Aniz7TGhzuI5/g4Atxb/5rNFz/NF1Rs6gFcAOEcpPU8pvQLgUQBvi3ibAodSmqWUdhd/XgA7wa8H0/rF4su+CODt0WyhHgghuwH8BIC/tzycdM0tAH4UwMMAQCm9QimdRcJ1A6gFsIUQUgugEcAYEqiZUvpdANO2h2U63wbgUUppjlI6BOAcmOf5Ig6Gfj2Ai5bfR4qPJRZCyD4AtwN4HkA7pTQLMNMHcG10W6aFvwLwuwAKlseSrvlGAJcBfKGYavp7QshWJFg3pXQUwKcAZABkAcxRSh9HgjXbkOkM1N/iYOhE8Fhip+YQQpoA/DuA36KUzke9PTohhLwVwASl1LTW77UAjgH4W0rp7QCWkIxUg5RizvhtAPYD2AVgKyHkF6LdqqogUH+Lg6GPALjB8vtusFu1xEEIqQMz8y9TSv+j+PA4IaSj+HwHgImotk8DdwP4SULIMFgq7fWEkH9GsjUD7JgeoZQ+X/z9q2AGn2TdbwAwRCm9TCldA/AfAF6FZGu2ItMZqL/FwdBfAHATIWQ/IaQebADhsYi3KXAIIQQsp3qGUvoXlqceA/Du4s/vBvDfYW+bLiil91NKd1NK94Ht129TSn8BCdYMAJTSSwAuEkJuLj50D4BeJFt3BsCdhJDG4rF+D9g4UZI1W5HpfAzAOwghmwkh+wHcBOCHvj+FUlr1/wD8OIB+AIMA/iDq7dGk8dVgt1ovAThR/PfjAHaAjYoPFP9vi3pbNel/LYCvFX9OvGYARwF0Fff3fwHYnnTdAD4KoA/AKQBfArA5iZoBPAI2TrAGFoH/ipNOAH9Q9LazAN5SyWenK0VTUlJSEkIcUi4pKSkpKQqkhp6SkpKSEFJDT0lJSUkIqaGnpKSkJITU0FNSUlISQmroKSkpKQkhNfSUlJSUhJAaekpKSkpC+P/1ueHDqNoP0gAAAABJRU5ErkJggg==\n",
       "text/plain": [
        "<Figure size 432x288 with 1 Axes>"
       ]
@@ -21,14 +21,14 @@
    "source": [
     "import matplotlib.pyplot as plt\n",
     "data = [14.0, 7.6, 11.2, 12.8, 12.5, 9.9, 14.9, 9.4, 16.9, 10.2, 14.9, 18.1, 7.3, 9.8, 10.9,12.2, 9.9, 2.9, 2.8, 15.4, 15.7, 9.7, 13.1, 13.2, 12.3, 11.7, 16.0, 12.4, 17.9, 12.2, 16.2, 18.7, 8.9, 11.9, 12.1, 14.6, 12.1, 4.7, 3.9, 16.9, 16.8, 11.3, 14.4, 15.7, 14.0, 13.6, 18.0, 13.6, 19.9, 13.7, 17.0, 20.5, 9.9, 12.5, 13.2, 16.1, 13.5, 6.3, 6.4, 17.6, 19.1, 12.8, 15.5, 16.3, 15.2, 14.6, 19.1, 14.4, 21.4, 15.1, 19.6, 21.7, 11.3, 15.0, 14.3, 16.8, 14.0, 6.8, 8.2, 19.9, 20.4, 14.6, 16.4, 18.7, 16.8, 15.8, 20.4, 15.8, 22.4, 16.2, 20.3, 23.4, 12.1, 15.5, 15.4, 18.4, 15.7, 10.2, 8.9, 21.0]\n",
-    "plt.plot(data,color = 'blue',linewidth=1)\n",
+    "plt.plot(data,color = 'blue',linewidth=0.5)\n",
     "plt.grid(linestyle=':')\n",
     "plt.show()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {

module3/exo1/incidence-PAY-25.csv

+# @source="réseau Sentinelles, INSERM, Sorbonne Université, https://www.sentiweb.fr", @meta={"period":[202012,202405],"geo":["PAY",1],"geo_ref":"insee","indicator":"25","type":"all","conf_int":true,"compact":false,"age_group":false}, @date=2024-02-07T16:56:02+01:00, bundle=1707321343
+week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name
+202405,25,330337,312319,348355,495,468,522,FR,France
+202404,25,314616,299073,330159,472,449,495,FR,France
+202403,25,260433,246176,274690,390,369,411,FR,France
+202402,25,223175,209907,236443,335,315,355,FR,France
+202401,25,207680,192579,222781,311,288,334,FR,France
+202352,25,204801,189186,220416,308,285,331,FR,France
+202351,25,281235,264279,298191,423,397,449,FR,France
+202350,25,281168,265632,296704,423,400,446,FR,France
+202349,25,286802,271137,302467,431,407,455,FR,France
+202348,25,247301,232152,262450,372,349,395,FR,France
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