diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index e2aee40c3eb403a0423f95eee4ad8903f7451ec8..0a8c8f9d228eda702e24d792668f263a109d081d 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -3544,7 +3544,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 11, @@ -3598,7 +3598,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 12, @@ -3631,30 +3631,30 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - " 4 3 2\n", - "3.674e-16 x - 4.72e-11 x + 2.33e-06 x - 0.04813 x + 663.9\n" + " 3 2\n", + "6.472e-13 x + 3.441e-08 x - 4.969e-05 x + 293.5\n" ] }, { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 16, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -3668,35 +3668,35 @@ "source": [ "x=data['Date Excel'].values\n", "y=data['seasonally adjusted filled [ppm]'].values\n", - "p4 = np.poly1d(np.polyfit(x, y, 4))\n", - "print(p4)\n", + "poly = np.poly1d(np.polyfit(x, y, 3))\n", + "print(poly)\n", "#xp = np.linspace(0, 7, 100)\n", "plt.plot(x,y)\n", - "plt.plot(x, p4(x), c='r')" + "plt.plot(x, poly(x), c='r')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "On a commencé par utilisé le format excel de la date pour avoir des données de type float pour pouvoir travailler avec numpy. En effet : Excel stocke les dates sous la forme de numéros de série séquentiels afin qu’elles soient utilisables dans des calculs. Le 1er janvier 1900 porte le numéro de série 1, et le 1er janvier 2008 le numéro de série 39448 car il se situe 39 447 jours après le 1er janvier 1900. Pour pouvoir afficher une date correcte, vous devez modifier le format de nombre (Format de cellule)." + "On a commencé par utiliser le format excel de la date pour avoir des données de type float pour pouvoir travailler avec numpy. En effet : Excel stocke les dates sous la forme de numéros de série séquentiels afin qu’elles soient utilisables dans des calculs. Le 1er janvier 1900 porte le numéro de série 1, et le 1er janvier 2008 le numéro de série 39448 car il se situe 39 447 jours après le 1er janvier 1900. Pour pouvoir afficher une date correcte, vous devez modifier le format de nombre (Format de cellule)." ] }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "The model gives 430.40 ppm of atmospheric CO2 in June 2025\n" + "The model gives 425.62 ppm of atmospheric CO2 in June 2025\n" ] }, { "data": { - "image/png": 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o1q0bXbp0AWxD7w4ePBiAatWqUb58+dSgT28YYx8fH2bPns2kSZNISkri5MmT7N2796ZB7+vrS4kSJdi+fTunT5+mZs2alChR4oZ248ePZ968eQAcO3aMsLAwTp06dc2Qyd27d0+tLTMaNGjA6NGjiYiIoEuXLlSuXPmGNrcaCrlz587kz58fgA4dOmT6+97KsmXL2LVrV2r/e3R0NGFhYaxZs4bHH38cV1dXypYte1tjAz3++OOAbdC1ixcvpv4RvzqUc758+WjWrBmhoaEULVqUOnXqpP5fuf/++1Mf8hIQEJD6iU7lMFfHsNmxAxYsgIAAqyu6qQyDXkRG8u+J1qbAy/aQbwOMAEJEJO3DVBcA3xtjxgJlgcrAjYeTt+FWR97ZpUqVKmzdupXFixczcuRIWrVqRefOnfHz82PDhhtPN/Tp04dffvmFwMBApk2bxqpVqwDbEe6mTZtYtGgRQUFB7Nix47aG3k1KSuLIkSN8/PHHbN68mWLFitGnTx/i4+NvWX///v2ZNm0ap06dSvcoddWqVaxYsYINGzaQP39+mjZtmrpOk4n+xTx58pCSYuvJS1vLE088Qb169Vi0aBGtW7fm22+/pWLFitcse7OhkMeNG5ep7327RITPP/889Y/vVYsXL77j73f9clenbzY/7X7NzHDTysGJwHPPweLF8NVXYP/k5qju5s7YL4BCwHJjzA5jzEQAEdkDzAb2Ar8Bz4tI8l1Xeo+dOHGC/Pnz8+STT/Lyyy+zbds2qlatypkzZ1KDPjExkT179gAQExNDmTJlSExMZObMmanrOXz4MPXq1eOdd96hZMmSHDt2jCZNmqS2OXjwIEePHqVq1ao3reXixYsUKFCAIkWKcPr0aZYsWXLTtld17tyZ3377jc2bN98QcGA7qi1WrBj58+dn//79bNy4EbANmbxq1SrOnTtHYmIic+bMSXf9vr6+bN26FeCaK1X+/vtvKlasyJAhQ+jQoQO7du2iUKFCxMTEpLa52VDITZo0Yd68eVy+fJmYmBh+/fXXDLczM1q3bs1XX32V+hCWgwcPEhcXR5MmTZg1axbJycmcPHnyto6sr56zWbduHUWKFEn9FDZ//nzi4+M5d+4cq1atok6dOlmyDcrB/Pe/8M03MHIk3OFFCvfSbd0wJSKrgFX215Vu0W40tit0cqy//vqLV155BRcXF9zc3Pjqq6/ImzcvP/30E0OGDCE6OpqkpCSGDRuGn58f7777LvXq1aN8+fIEBASkBtsrr7xCWFgYIkLz5s0JDAykWrVqPPvsswQEBJAnTx6mTZt2zRHf9QIDA6lZsyZ+fn5UrFiRRo0aZVh/3rx5adasGUWLFsXV9carW9u0acPEiROpUaMGVatWpX79+oBtyOS33nqLBg0aUKZMGWrVqkVy8r9/p68eob788st069aN77777poujx9//JEZM2bg5ubGfffdx//93/9RvHhxGjVqhL+/Pw8//DBjxoxJdyjkWrVq0b17d4KCgihfvnyWXU3Tv39/wsPDqVWrFiKCp6cnv/zyC507d+aPP/4gICAg9eRzZhUrVoyGDRty8eLFax4sU7duXdq1a8fRo0cZNWoUZcuWva2uL5UDfPcdvPGG7TLK0Tkk5jLzvMHs/srwmbHqtiUnJ0tgYKAcPHgwy9b5wgsvyJQpU7JsfTlFSEiIbN68+abTV7355pupz9G9U1OnTpXnn38+3ff0d8IBLF8ukiePSLNmIgkJVleT6WfG6qBmTmjv3r1UqlSJ5s2bp3sy9E6MGjWKTZs2ZdkJ0pykePHi9OnT557cMPX+++9TuHDhbP0+6g7t2gVdukC1ajB3LuTNa3VFmaYPHlEqh9DfCQsdO2a7GQps49j4+Ny6/T2S2QePOPSgZiKSLVdhKJXTOMIBWa517hy0bg0XL9oeBeggIX87HLbrxsPDg3Pnzul/cJXriQjnzp3DwwHvuHR6MTHQti38/bftWvmb3Lvi6Bz2iN7b25uIiAjOnDljdSlKWc7DwwNvb2+ry8hVki/HM2nQf+l84Aj3/fgjNG1qdUl3zGGD3s3NjQoVKlhdhlIqN0pO5vdnX+ND7+b4vluDhzt2tLqiu+KwXTdKKWUJESKfG8Z/itfH2yWRFs91t7qiu+awR/RKKWWFM6+9xaC4csQUK8DXfevh5przj4c16JVSCrgYn8jij6fzqtQFb+jT0JeGlUpaXVaW0KBXSuV6l64kUfOtpSRjG2G0kEceXmxZxeKqso4GvVIq13v3k19IJh8AQ5pW5KU2znVjmga9UipXi5/xPQtPu4IH7Ho1hMJFC1pdUpbL+WcZlFLqTv38M8ve/4YYj4J81zPQKUMe9IheKZULiQh7Zi1EXn6dIb0+obBHHhr55bhHW2eaBr1SKtcZ9/VvfBbuAr0+AeA/rari4uK842pp0CulcpVvpi7js/CU1OkvnqhJ+xplLawo+2nQK6VyhX/OxdFj/CpOJkCF2DMsH9WWPKVLWV3WPaFBr5RyalvCz/PoxA2p01VjTvHVkJa5JuRBg14p5eSGztqR+rr1qT18/XFfKOkcd7xmlga9UsrpxCUkMWjmNh6pUYbI6MsUjo9lzL4F1JsyNteFPGjQK6Wc0I5jUaw5eIY1B23Ps5ixezb15nwLxYpZXJk19IYppZTTmb4+/Jrp4Nm5N+RBg14p5WS2H73Asr2nAfhyz08s7V8T1+K5N+RBu26UUk4kPjGZzl+uB+DzA/NpO/MzKFzY4qqsl+kjemOMqzFmuzFmoX26uDFmuTEmzP5vsTRtRxpjDhljDhhjWmdH4Uopdb0VH00GYMjpzbSf8amGvN3tdN0MBfalmX4V+F1EKgO/26cxxlQHegB+QBvgS2OMa9aUq5RS6RCB//s/1q7bTaHkKwz9aiSmQAGrq3IYmQp6Y4w30A74Ns3sjsB0++vpQKc082eJSIKIHAEOAXWzplyllLpOSgpT/zMW3yv1+DGwNbUfKIurh7vVVTmUzB7RjwOGAylp5pUWkZMA9n+v3mbmBRxL0y7CPk8ppbJWUhJbn32Ft/NWS501rGVVCwtyTBmejDXGtAciRWSrMaZpJtaZ3hBwks56BwIDAcqVK5eJ1SqlVBoJCXz33LuM8nwIgHc7+PFosA/58mpP8fUyc9VNI6CDMaYt4AEUNsbMAE4bY8qIyEljTBkg0t4+AvBJs7w3cOL6lYrIJGASQHBw8A1/CJRS6mZWbD3CvK/n8VuJulR2TeCJtjXpWb+8Uw81fDcy7LoRkZEi4i0ivthOsv4hIk8CC4De9ma9gfn21wuAHsYYd2NMBaAyEJrllSulcqX1mw/Sf85eFhWvSrKLKz++1p6nG1XQkL+Fu7mO/gNgtjGmH3AUeAxARPYYY2YDe4Ek4HkRSb7rSpVSuZqI8P7M9UzaHQVAcGH4v6caUbxAXosrc3xGxPpek+DgYNmyZYvVZSilHFRicgq9x61g/ZlEABp4uvHDf1pZXJX1jDFbRSQ4o3Z6Z6xSyqFtDj/PY/bx5BuePsCoZ1tRtoZeWXM7NOiVUg5r5qZ/eH3ebgBan97DuHeeJJ+Pcz/2Lzto0CulHNKRM7GpIV8z9gRff/asDmlwhzTolVIOJ+biJTqPWYYreZhw/k9qvv+6hvxd0GGKlVKOJSqKD4aNI8rFnRF5T9Dmmw8o7akhfzf0iF4p5TCO7TxA52nbOVsqkO5F4xkw4hkwen383dKgV0o5hE0L19J93UVwL4SbgRGDH8FoyGcJDXqllOXe/XQ+k0/b4qhcoTysGNGSvHm0ZzmraNArpawjwnfvfsvkS2WpFnuavl3r81Cd+zXks5gGvVLqnktMTmHUzzsptOYP5osnFILJb3TB676iVpfmlDTolVL31OUryYR8+DuRcYlQ0DaO/NTewRry2UiDXil1T4gIS3afYt7KPUTGJdL8yFbK1Q/Eu04Nmj1Q2urynJoGvVIq24kIo+bvZsbGowB0PbKRT157FAIDLa4sd9CgV0plu7BTF5mx8Sjddy6lcMliPPPRICivY9bcKxr0SqlstXVfBCMmrQL3Ygwpb/Aa/zrk1THk7yUNeqVUtjm5bQ9dZ4eDezE+LhqJ1/vj9E5XC2jQK6WyXHxiMt9OWsSCHSeghA9vVXPj0T5PW11WrqVBr5TKMociY5i/7TifrzoMuEIJH75uU47WTQOsLi1X06BXSmWJ5BThowV/sezQhdR5619sRNnSen281TTolVJ3JTlF2BkRxeRft7HsWDxeF8/QuZwHg19+DPc8rlaXp9CgV0rdhYSkZHpPCWXj3+cB8I49y0/dq3JfSAOLK1NpadArpe5IcorQ7av17Dx+MXXef59qyH11K1tYlUqPDhGnlLpts0KPEvjmb+w8fpEhf/7AK8mHKZbfjRr+5a0uTaVDj+iVUrdlVuhRXp37V+p0z8GPUrpbJ54T0QeFOCgNeqVUphw5G0frcWu4kpQCQN+jG3j61V6UrlEVQEPegWUY9MYYD2AN4G5v/5OIvGmMCQImAh5AEvCciITalxkJ9AOSgSEisjSb6ldKZbMLcVdYvvc0Hyzaw5WkFIIj9vBRifNUnPo2uLtbXZ7KhMwc0ScAD4lIrDHGDVhnjFkCvAO8LSJLjDFtgY+ApsaY6kAPwA8oC6wwxlQRkeRs2galVDb5aWsEL8/ZmTo9fvnndBjZHx4dbmFV6nZlGPQiIkCsfdLN/iX2r8L2+UWAE/bXHYFZIpIAHDHGHALqAhuysG6lVDaLunSF9xbuBeDB8O30P7eLkFmfQ2W9qianyVQfvTHGFdgKVAImiMgmY8wwYKkx5mNsV+80tDf3AjamWTzCPk8plUMs3XOKZ77bCsDCqUOo3rU1LtP+Bx4eFlem7kSmLq8UkWQRCQK8gbrGGH9gEPCiiPgALwKT7c3TOyMj188wxgw0xmwxxmw5c+bMnVWvlMpyX606nBryA3YsxP+z0bh8+aWGfA52W9fRi0gUsApoA/QG5trfmoOtewZsR/A+aRbz5t9unbTrmiQiwSIS7OnpeZtlK6Wyw8zVB/nwt/0ATN/1PcO/eAV69LC4KnW3Mgx6Y4ynMaao/XU+oAWwH1t4h9ibPQSE2V8vAHoYY9yNMRWAykBoVheulMpa65ds4PUltl/j7uY0IfOn4VaposVVqayQmT76MsB0ez+9CzBbRBYaY6KAz4wxeYB4YCCAiOwxxswG9mK77PJ5veJGKce06kAks0KP8vqpDQw+VgLyF+G96m48+VRfq0tTWcjYLqqxVnBwsGzZssXqMpTKdZq8v5yj0VcA8EhJ4td+tahc1SeDpZSjMMZsFZHgjNrpnbFK5UJzt0Uw47edHLWPR1bKNZkvBj5I5YolrC1MZQsNeqVyERFh2qow3l4aRrkLJ2l/OZI3h7THM7iG1aWpbKRBr1QusnTBet7eEEXD8J1ML3Uat3EfQL58VpelspkGvVK5wJFT0QwZv4y/UvLjHXuW7/oG49qqldVlqXtEg14pJ/fPtr10+H4fMXnyA/DtkOa4VvG2uCp1L2nQK+WsRGDSJDrvLUxMvsK8UiaBQYM74+KiwwnnNvqEKaWc0alT0L49X09Zxvl8trEH+zzbQUM+l9KgV8rZzJ3L6tY9eEMq8n4z241PU/oEU8BdP8DnVrrnlXIWFy7A0KFs+z2Up58cQ4qxHcf9PKgBtcsXt7g4ZSUNeqWcwcKFMHAgp+OSGDToa7yKFeA/rapSrUwhqt1XOOPllVPToFcqJ7twgaP/eZ13okuy4qlvAMjn5srcp4J5oIwGvLLRPnqlcqpFi1jTshtNSrVjReV6AHgWcmfOsw005NU19IheqZwmKgqGDWPv4jUM6/k+vgVd6Vz/fhKTU3iiXjnKFtU7XdW1NOiVykEO/7SIl5ccZvt9j0Hfxyjo7sq3Ax+kUqmCVpemHJgGvVIOLDlF+N+GcD5eup+4Kym2mZ73p74/unOAhrzKkAa9Ug4qMiaeF2ZuJzT8/DXz//tINbrVr8DOiGhqlStqUXUqJ9GgV8oBnYlJoPEHf5CQLPTZsoCy+V259Gg3fPwq0SGoLHlcXahdvpjVZaocQoNeKUcjwgcTFpGQ7M5rq6cx8OEAePVVyJvX6spUDqVBr5QDkfDjUN5GAAAVqklEQVRwvnrzG34u05BBR/9k4OS3oXp1q8tSOZwGvVKOIDkZvvySGTP/4KOm/WnhEcfgyW9CPnerK1NOQINeKavt3Qv9+7P5aDSjnvyI+mULMOG5NrjncbW6MuUk9M5Ypaxy5Qq8/TYEBRF/+AifPjOagu55mPLsgxryKkvpEb1SVti0Cfr149ixMwx64Vt25y0BcfBsSHny59VfS5W19H+UUvdSdDTho/7Ll4fimdv2vyS5XHvk/mhtfcSfynoa9ErdCyKsnDKPt7dGEV64CdSwzfYs5M4jNcpSrUwhOtf0ws1Ve1NV1tOgVyq7hYcTOfRlnn7gaShcGoB3O/rRpIon5UsUsLg4lRtkGPTGGA9gDeBub/+TiLxpf28w8AKQBCwSkeH2+SOBfkAyMERElmZP+Uo5sMREUsZ+ytcLt/Nho6cB6NuwPG1rlCXYV5/4pO6dzBzRJwAPiUisMcYNWGeMWQLkAzoCNUQkwRhTCsAYUx3oAfgBZYEVxpgqIpKcPZuglAPasIFDL71Bi5CXoJEfAK39SjPqET+M0Qd0q3srw6AXEQFi7ZNu9i8BBgEfiEiCvV2kvU1HYJZ9/hFjzCGgLrAhi2tXyvFcuAAjR3Jg7m+07jsBAH+vwrzdwV/HplGWydSZH2OMqzFmBxAJLBeRTUAVoLExZpMxZrUxpo69uRdwLM3iEfZ5169zoDFmizFmy5kzZ+5uK5Symgj88ANUq8ax2Qvo/vQ4AIY2r8zCwY015JWlMnUy1t7tEmSMKQrMM8b425ctBtQH6gCzjTEVgfQ+l0o665wETAIIDg6+4X2lcozDh2HQICLXbyasUSv+r0lfJMmwZGB9faSfcgi3dS2XiEQBq4A22I7U54pNKJAClLTP90mzmDdwIkuqVcqRxMfb7mz18+PjlHLUfWEGPWs+RVSKC9/ow7mVA8nMVTeeQKKIRBlj8gEtgA+x9ds/BKwyxlQB8gJngQXA98aYsdhOxlYGQrOpfqWssXgxDB4Mf//NiSee5gufzgAMaV6ZJ+uVo1RhD4sLVOpfmem6KQNMN8a4YvsEMFtEFhpj8gJTjDG7gStAb/uJ2z3GmNnAXmyXXT6vV9woZ3Ai6jKlz5/C9aUXiVyxmnHtnufwwIYcTMhD3oRkfhvWmIqe+lg/5XiMLZutFRwcLFu2bLG6DKVSiUjqZZAiwmdL9zNu1d8AVDofwaHi1w5VML1vXUKqeN7zOlXuZozZKiLBGbXTO2OVus6BUzH0mRrKUw18aVm9NF9/v4Y5p/49ILoa8o/X9aFRpZJULlWIqvcVsqpcpTKkQa9UGskpwvCfd3EyOp4Pf9vPp0v2cMW40j18I//p+SDrvPxIShaaVPHkviLaD69yBg16peyiLyVS578ruJKUQs+85zgYHkkKhg8qQ+Xpb4C7O12sLlKpO6BBr3K1C3FXCIuMZXP4ecYsPZA6f9gnQ/Fs1RQ+/RR8fS2rT6msoEGvcq3zcVd4emooOyOiU+e9t3QCj8eE4TpnJrRta2F1SmUdDXqVq8QnJrN872nG/x5GWKRtCCc3Umjwzy4+XzyWIv8ZCsPngof2vyvnoUGvcoXLV5L5aOl+pv4ZnjrPL38KoxaOp/7mFfDYY7BrG5Qvb12RSmUTDXrl9P6KiGborO38fTYudd7P+2ZRe8EM8PeHP/6AZs0srFCp7KVBr5xWXEIS245eYMD/tlDQPQ/P1fei98rvKfL1F3jk94AvvoBnnoE8+mugnJv+D1dOq9/0zWz8+zyeBd1ZVDycUgOegPPnbeH+zjtQsqTVJSp1T2jQK6e07+RFNv59HoAFi96j1MbV0KQJjB8PgYEWV6fUvaVBr5zO+N/DGLv8IABrJ/ajTCE3mDULunUDfYyfyoU06JVTGbt4D+PXhBN4+hAvbJqDz5CBMGIEFChgdWlKWUaDXuV4ySmCq4EVk35i/JH8AHxxaRs+i76DChUsrk4p62nQqxztVHQ89d//3T6Vn0qxkfzcoTxFWk23tC6lHIkGvcqxlq/Zzfvz/wI32yP7irikMG54R4qUK25xZUo5Fg16laOICOcjL7B5/DQGJVWmVEIibdzOMWJQGyqUL2V1eUo5JA16lSN8s+ZvTkZfZlXoIf5OzANUxUOSWPBcQ0pXr2R1eUo5NA165fAiY+IZvXiffSoPlePO0Cm4HM1aBlO6bGFLa1MqJ9CgVw4pISmZ0CPnCd12mM+3nwPg+9/HUWVwX0o++RS4uFhcoVI5hwa9cjhnYxOoN3oFyWmeW/9G3ggarp4P+fNbV5hSOZQGvXIIl64k8Z/ZOynu4crMLccBaPL3Vq54+/Bar8bUqNnO4gqVyrk06JVD+Gb1YZbsPpU6/eHR3+n+em8dl0apLKBBryy3Zs4Kxm25DMaFKjGn+aCZF7U+GGt1WUo5DQ16ZZ09e4geOYqnqvfDK+4Cy+sY8vfqoydalcpiGQa9McYDWAO429v/JCJvpnn/ZWAM4CkiZ+3zRgL9gGRgiIgszYbaVQ607egFFvwZRvymzXhvXsvcgIcB6NY+mPxtqltcnVLOKTNH9AnAQyISa4xxA9YZY5aIyEZjjA/QEjh6tbExpjrQA/ADygIrjDFVRCQ5G+pXOcjxY5F0/3ITibiAhy809qVgXlcG1CvHC60esLo8pZxWhkEvIgLE2ifd7F9XL3z7FBgOzE+zSEdglogkAEeMMYeAusCGrCpa5QwiwtI9p4iJS6Di+t8ZEF6APK5ufBYdSun+vchXvhy+JfOTP6/2ICqVnTL1G2aMcQW2ApWACSKyyRjTATguIjvNtQ9z8AI2ppmOsM+7fp0DgYEA5cqVu7PqlcNKSEpm0c4TvDRnl33OfRR2i2dGizLUbvOhpbUpldtkKujt3S5BxpiiwDxjTA3gdaBVOs3Te4SP3DBDZBIwCSA4OPiG91XOk5ScwpGzcXy34R/mbv6H2GQoezGS1w7/TkTnx2nasQXVyhSxukylcp3b+swsIlHGmFXYumcqAFeP5r2BbcaYutiO4H3SLOYNnMiSapVDG714H1P/DAegwvnj1Iu/wLONK1Dni//plTRKWSgzV914Aon2kM8HtAA+FJFSadqEA8EictYYswD43hgzFtvJ2MpAaLZUrxzG1hWbmPrnWQDe3vQ9vXs0gb4vgZubxZUppTJzRF8GmG7vp3cBZovIwps1FpE9xpjZwF4gCXher7hxXguWbmPIypOp08Pznab3om90TBqlHEhmrrrZBdTMoI3vddOjgdF3VZlyaEkRxxnz8U987WEbC94gzH0qkJrVfTJYUil1r+l1beq2zF65l51L1jHTxQvsIT+5w/0EB91PkfzaTaOUI9KgV5lyMvwEoyauYAUlwMV2tWzZgnmYOziE+4p4WFydUupWNOjVLZ0IP0n4pO94IsUPKEGhlCt83daXK2W8CKniyXX3UCilHJAGvUpfdDTrP5nME1eqYhvNAqoVdePjXg/i76XXwiuVk2jQq2vFxMD48Sz+eTXPtxwMBu7L58qMQY2437OgHsErlQNp0Cub2FiYMAE++ogNBbx47on3CSruxqd9G1GhZAGrq1NK3QUN+twuOhq++IKUT8exukh5jrQbyDtlHwRgwsDGeBXNZ3GBSqm7pUGfW507R/y48SRN/JrhjZ5mcf9p17z95iPVNeSVchIa9LnN6dMkfDKWEWGGX6o2hn51AfApno/m1UrjWcid1n6lqVSqkMWFKqWyiga9E4pNSGLp7lO09r+Pgu62XTxn+S7ilyyl3KKfGVuvGzurVgWgSy0vnqhbjmDf4laWrJTKRhr0TmjssoNM+fMI3647QlfffEz98wjHXfJD3urQ2fa4vjfaPcBTDXzJm0dHlVTK2WnQO5ltRy8wbf0Riru7sO/kRd47eRFc8uOZEs/brStxiPw87H8flUtr14xSuYUGvRPZfzKaF6euxzMhlhVjn6bZM99wNn9RQvv6UbiCDx5urlaXqJSygAa9E0hKuMK4Cb/y9ak8eCQmMPbPaRR6721+79WG0yYvpfToXalcTYM+J4uLg8mTmbB0H18EtMcr/jzjq0HtD34Bd3eKADpYgVJKgz4nioiACRMIXbCKd4O781dAezqWFD57qac+sk8pdQMN+pxCBDZu5NspS3mvRB0KJtQi9pEHU99++7lWGvJKqXRp0DsoESEpRfh+/d/MX7kHj4ijFI08weJqtnDPV6wwsZeSAJj/fCOK5s9rZblKKQemQe9ALl9JZumeU4RU8WTYd6GsDo+2v5MHile0fWEL9mplCnEhLhE3V0OJgu7WFa2Ucnga9A5CRKj93nIuXbn2OepVL59lfktPEh9qTtevN9It2IdAn6IA3FdEL5dUSmVMg94BHDlyihemrOdSou3IvFDCJQaY4zTqGEL1Bm3wyOuKB7DsxRBrC1VK5Uga9BYREQ6vCiV69s90LRICuNPn2EZebeqLxxM9oICOAa+Uyhoa9PfahQswaxbvrYlgcvmGUMR2lP56jYIM+OBdi4tTSjkjDfpsFnHhEl6F8mJWrGDe7FX8t4A/Vc+cY1O5ugS4JVA70JfmgT40ruxpdalKKSelQZ8NEpNTOBF1mbBtB+j/+8l/3yjVGFdJ4fADtWlVuTRvPeKHZyG9YkYplb0yDHpjjAewBnC3t/9JRN40xowBHgGuAIeBp0Ukyr7MSKAfkAwMEZGl2VS/w9m4+SA9fg5L972Hq5fikx41yZ9X/74qpe6dzCROAvCQiMQaY9yAdcaYJcByYKSIJBljPgRGAiOMMdWBHoAfUBZYYYypIiLJN/sGOd3Rw8d5d+YGjp2NYX/+UgAERkWws6g3M7pUxreyN15F82GMsbhSpVRulGHQi4gAsfZJN/uXiMiyNM02Ao/aX3cEZolIAnDEGHMIqAtsyLKqLSQi7DlxER+XKxRZ8RuXf/yJJv4DgXyQ3/aM1TVdfChXtx2nL8ZTurCHtQUrpXK9TPUhGGNcga1AJWCCiGy6rklf4Ef7ay9swX9VhH3e9escCAwEKFeu3O1VfY8cj7pMcrJQrkR+Nv59jrD9R5m5IZz9iVeHGygO/gNT2xfJ58bEJ2tT7v4SABrySimHkKmgt3e7BBljigLzjDH+IrIbwBjzOpAEzLQ3T69/QtJZ5yRgEkBwcPAN71vh2PlL9Ji0kV4NyvNEvXJ0+fJPTl9MoKrLZQ6k5LO3Sn9Mmf3vttEHeyilHNJtnRUUkShjzCqgDbDbGNMbaA80t3fxgO0I3ifNYt7AiSyoNcuJCBsOn8O3ZAGW7D7Fuwv3AvDBkv18sGQ/ACXjLpBy+SLVPDx4vlQCfq0bUbFeDVJShONRl0lMTkFAQ14p5bAyc9WNJ5BoD/l8QAvgQ2NMG2AEECIil9IssgD43hgzFtvJ2MpAaNaXfnsSk1NITpHUQF65P5JXftrJ2dgr17TzjD1PvsQEjhYrw5ALO3mpbml4uBOULXtNOxcXg0/x/PesfqWUulOZOaIvA0y399O7ALNFZKH9JKs7sNx+NclGEXlWRPYYY2YDe7F16Txv9RU30ZcTaTd+LS7GML2HH5tXbmP4vn9LKpBwiaZHttH3Uhi1G/pD69ZQpw7kaWdh1UoplTXMvz0u1gkODpYtW7Zk6ToPRcbw9NTNdC6bh/PHTjHj4o1jx0zc9SNt/EpDSAg0agTFimVpDUoplZ2MMVtFJDijdk5x586x85d47cetDLsvAa+jYcQdPEyLQs0AGH8BoACPHljD0ynHWFC9KUUr+PD0ow3wKK5H7Eop55ezg/6vv5AhQ5jvWoG1wV1Z+w9AOShku1zTWy7Tx8twxcubx994h2IF3fGztGCllLr3cnbQFyxI84A+/J2/5A1vvdCsEi+1rIKLi96NqpTK3XJ00EcULZ0a8t/1qwtAHd/iuLm64KoBr5RSQA4P+stXkmnxQCn6N65I/YolrC5HKaUcUo4O+sqlC/Ft7zpWl6GUUg7NxeoClFJKZS8NeqWUcnIa9Eop5eQ06JVSyslp0CullJPToFdKKSenQa+UUk5Og14ppZycQwxTbIyJAQ5YXYcFSgJnrS7CArrduYtud/YpLyKeGTVylDtjD2RmTGVnY4zZotude+h25y6OtN3adaOUUk5Og14ppZycowT9JKsLsIhud+6i2527OMx2O8TJWKWUUtnHUY7olVJKZZMsC3pjjI8xZqUxZp8xZo8xZqh9fnFjzHJjTJj932JplhlpjDlkjDlgjGmdZn5tY8xf9vfGG2OMfb67MeZH+/xNxhjfrKr/Tt1iu98yxhw3xuywf7VNs4wzbLeHMSbUGLPTvt1v2+c7+/6+2XY79f4GMMa4GmO2G2MW2qedel9flc5257x9LSJZ8gWUAWrZXxcCDgLVgY+AV+3zXwU+tL+uDuwE3IEKwGHA1f5eKNAAMMAS4GH7/OeAifbXPYAfs6r+bNjut4CX02nvLNttgIL2127AJqB+LtjfN9tup97f9lpeAr4HFtqnnXpf32K7c9y+zrIjehE5KSLb7K9jgH2AF9ARmG5vNh3oZH/dEZglIgkicgQ4BNQ1xpQBCovIBrFt/f+uW+bqun4Cml/9y2iVW2z3zTjLdouIxNon3exfgvPv75tt9804xXYbY7yBdsC3aWY79b6Gm273zTjsdmdLH73940dNbEc7pUXkJNhCEShlb+YFHEuzWIR9npf99fXzr1lGRJKAaMBhHhZ73XYDvGCM2WWMmZLmY63TbLf9I+0OIBJYLiK5Yn/fZLvBuff3OGA4kJJmntPva9Lfbshh+zrLg94YUxD4GRgmIhdv1TSdeXKL+bdaxnLpbPdXwP1AEHAS+ORq03QWz5HbLSLJIhIEeGM7cvG/RXNn326n3d/GmPZApIhszewi6czLUdsMt9zuHLevszTojTFu2MJupojMtc8+bf/ogv3fSPv8CMAnzeLewAn7fO905l+zjDEmD1AEOJ+V23An0ttuETltD4QU4Bugrr2502z3VSISBawC2pAL9vdVabfbyfd3I6CDMSYcmAU8ZIyZgfPv63S3Oyfu66y86sYAk4F9IjI2zVsLgN72172B+Wnm97Cfda4AVAZC7R8BY4wx9e3rfOq6Za6u61HgD3ufl2Vutt1XfwHsOgO77a+dZbs9jTFF7a/zAS2A/Tj//k53u515f4vISBHxFhFfbCcM/xCRJ3HyfX2z7c6R+zqrzuoCD2L7yLEL2GH/aoutv+l3IMz+b/E0y7yO7cz0Aexnoe3zg+0/vMPAF/x7Y5cHMAfbSY5QoGJW1Z8N2/0d8Jd9/gKgjJNtdw1gu337dgP/Z5/v7Pv7Ztvt1Ps7Tc1N+ffqE6fe17fY7hy3r/XOWKWUcnJ6Z6xSSjk5DXqllHJyGvRKKeXkNOiVUsrJadArpZST06BXSiknp0GvlFJOToNeKaWc3P8DPUaP/qx4AzgAAAAASUVORK5CYII=\n", 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\n", 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" ] @@ -3712,10 +3712,10 @@ "end_pred=pd.Timestamp(year=2025,month=6,day=1)\n", "end_pred_xl=(end_pred-ref_excel).days\n", "xpred=np.linspace(data.iloc[0]['Date Excel'],end_pred_xl,900)\n", - "plt.plot(xpred, p4(xpred), c='r',label='Polynomial regression')\n", + "plt.plot(xpred, poly(xpred), c='r',label='Polynomial regression')\n", "plt.plot(x,y,label='seasonally adjusted filled [ppm]')\n", "plt.legend()\n", - "prd=p4(end_pred_xl)\n", + "prd=poly(end_pred_xl)\n", "print('The model gives %.2f ppm of atmospheric CO2 in June 2025' %prd)" ] }, @@ -3728,16 +3728,16 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 14, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, @@ -3768,16 +3768,16 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 15, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" },