diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb index 5a20b066f0da7a041980dcd94e36922c6a44c00f..0fd748c2d148f7b8286fd030514ae8e73dff39ed 100644 --- a/module3/exo3/exercice.ipynb +++ b/module3/exo3/exercice.ipynb @@ -58,7 +58,7 @@ "source": [ "Après inspection visuelle, les premières lignes du fichier CSV sont un commentaire, que nous ignorons en précisant **skiprows=43**.\n", "\n", - "**Attention: nous avons modifié le fichier source en ajoutant simplement le nom des colonnes afin de ne pas avoir une partie du commentaire dans l'affichage et afin que ce soit plus clair. Cela ne change rien aux données. Nous avons écrit une ligne entre la fin du commentaire et le début des données comme suit: Date, Concentration .\n", + "**Attention: nous avons modifié le fichier source en ajoutant simplement le nom des colonnes afin de ne pas avoir une partie du commentaire dans l'affichage et afin que ce soit plus clair. Cela ne change rien aux données. Nous avons écrit une ligne entre la fin du commentaire et le début des données comme suit: \"Date\", \"Concentration\" .\n", "Nous utilisons donc un fichier nommé *weekly_in_situ_co2_mlomodified.csv* comprenant la modification, mais afin d'avoir les données originales, le fichier source *weekly_in_situ_co2_mlo.csv* est tout de même gardé dans le répertoire sur GitLab.**\n", "\n", "Ensuite, nous affichons les données brutes." @@ -724,7 +724,7 @@ { "data": { "text/plain": [ - "" + "Text(0,0.5,'Concentration CO_2')" ] }, "execution_count": 7, @@ -733,7 +733,7 @@ }, { "data": { - "image/png": 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Kffx8AH7/2Ranb0dhpZND3z0hkuRYr8pkfKRV37Wqzsod+f6k9ive3daoo1cUJWDILfSGaYwxPpubgoOEPQd94/Pd4iKcY0+xkNvP7k/3hEiuGJtJoKChG0VROi1zV+3hyY82Ouff+9tS5/j2OatZtsNJBqRbXARLtlvnv7pgMACJtm5NlEuYLD4ylB9O7d1pdr22BJ3RK4rSafnZnNUA3H5Wf0KCg3w2NM1dnc/8dfuc86zkKL7aauXHp8dbM3lPvD6qEyhQngzq6BVF6ZTUu2SE95bWkNnFtwrUd0Zn8O+VeQB8b2IPGpvgKyxHPyIzAYBLRmfQ2GS4cER6O426Y9DQjaIonZKSqjrneHexr+TwoLQ4Squ9/bed2Y+c/FLn3LPwCnDZ2Ey/KxTS2qijVxSlU3LLP1c6x7uKq7jkz18754lRoRRXWo7+whHppMZGkGUvtkLgh2oORR29oiidgvfX5NP/vvk0NVmq58tzvbnyu0uqSLBn6f+6aRKJ0WFsPVABwOgeVpjmxqm9ATh3aDefbJxTAXX0iqJ0Cm59fRV1DU28s2oPjU2+JS52F1c7cgXjsrrQs0sUZYdshBqSHs+n/zOV310xsn0H7geoo1cUxe+pqvMqT67cVeKIjgEMz4hnd0kVX28rctrc8gU9k7whm76psQEfj28OdfSKovgda/NK+duXO5xzt4xBaHCQUywErKpPm/eVO8cAvZJjnP6sJN9snFMRTa9UFMXveHheDkt3FHPWoFR6JkXzx8+3On0vfZ3rzMp/cU5/jIFKW7bAE4cfl2UV7O7RJYqQYJ3P6m9AURS/orahkaX2jtYznlwIQGyE75zUkx9//vB0n/z57gmWfryIsPE3s/j49qntMGL/Rx29oigdyoHyGrbsL3fOy6oPr8v6+rLdAJw/PI3eKdGM6ZFIbEQIvZKjyewS6Vzn2QgFEBEafErG45tDQzeKonQo4x/5DIA3bpzIxN5J1Ll2vI7P6kJBea1z3iUqjOLKOv6z3itt0KOLd7FVHXvz6IxeURS/4P531wFw5XNLnLZlucV8k2dVe+rRJYqosGAOVlkyw578+JTYcC4ckc6Tlw5v5xF3HtTRK4rSbjQ2GT7fuB9jrDx4z3eAfqmxNDQ2+WTYAI60wVs/nsRHrpn87PHeik/PXDmKywJIVri1UUevKEq78ci8DfzgpWw+33gAgIpabzx+3tq9ziYnsITIANbnlxEWHERydDjfHpXh9PdJ8YZslKOjjl5RlHbjxa+s3Pi1eyyBsZW7Dvr0e6o/AYzpaaVILtxcwKD0OIKChNvO7Ov0902NbevhBgzq6BVFaTcSoyw9Gk+c/ZoXlwEwtHscocHCyp2Wfs17P5lMYpRVFKSgvNaJx7s1atwKlMrRUUevKEq74Sn04S4QAjCxVxL1jYaPc/YRERrE0PR4JyceYHSPxHYdZ6Chjl5RlDahqq6BYQ98xL7SGgDKaurJt48PVtU5ejXDusczpHscAB+t309mYhRBQeIjKzyqhzc//os7pvHhbVPay4yAQB29oihtwuD7P6K8poGJj1l58o/P99Z2XZ9f5mTQrN1TSlJ0uNM3wNarCQ0O4vnvj+WaST19Zvc9k6IZnB7XHiYEDMd09CISISLLRGSNiKwXkQft9pEiskREVotItoiMd91zj4hsFZFNIjKzLQ1QFKVz8NrSXc5xdX0jt76+CrBi7UkxYU7faX2SneOzB3flwYuHnnL68a1NS2b0tcAMY8wIYCQwS0QmAk8ADxpjRgL32+eIyGBgNjAEmAU8KyK6XU1RAphN+8rJunseOworD+vrnhDpqE2mxobTLS7Cpz/7vrMY0NWbQZOVrGqTrc0xHb2xqLBPQ+0vY395Pj/FA/n28cXAG8aYWmPMDmArMB5FUQKWmU8vAmD6UwsB2FtaTXCQOMe5hdamp1/MHMCrN3jdwaTeSYQGB/koTPbTtMlWp0VaN/aMfAXQF/iTMWapiPwM+EhEnsJ6wzjNvrw7sMR1e57dpihKgBIVFkxVnVcj/qN1+2hsMtw4tTfPLdrOP5bkAjA4LY50V7zdnSK5+eFz2VvqrRSltB4tWow1xjTaIZoMYLyIDAV+DNxujMkEbgf+Zl/eXDDNHNogIjfasf3sgoKCExu9oigdTl1Dk4+TB5wdrjOHdAXg8w0HrLTJ7vFEhXnnl5P6JDnHYSFBPtWglNbjuLJujDEHgYVYsfdrgLftrn/hDc/kAW7RiQy8YR33s54zxow1xoxNSUk5zmEritJRlNXUk3X3PF7473bAt8xfWrwVf88tqiQ1NtzZvZpfWuPUbnXj2f2qtC0tybpJEZEE+zgSOAvYiOW8z7AvmwFssY/fA2aLSLiI9AL6Actae+CKonQMv3hzDQAPz9sAWBk0Hg6U19LQ2MSizQWMzUokPjKU6DArFyMtPvKwZw3RNMl2oSUx+jTgZTtOHwS8aYz5QEQOAr8XkRCgBrgRwBizXkTeBHKABuAWY0zjEZ6tKEonY9VuX32at7Ktak9T+6ewaHMBX2wuoLCijin9rE/q3eIj2FZQSUKUNx6f+/j57Tdg5diO3hjzDTCqmfYvgTFHuOcR4JGTHp2iKH5HSky4Uwxkb2k1v/1kMwBhdubM9S9nAzChVxcAp5BISJDuz+wo9DevKEqLqahtIGdvmXP+8fr9zvHD3xrqc60nVOMpDTh7vOrFdxTq6BVFOSLVdY1k3T2Pq/+2FIC37aLcHpblFjvHXePCCQnyJt1F2rF5j258/66aH99RqKNXFOWIzF29B4D/binEGMOW/dbeye9P6gnA/LV7AXj75tMQERJsaeEp/bwyBn+9eiwvXjtWZYU7EHX0iqIckeLKOue4vLaBfyzZCcAPp/QmNiKEJnuHjGceX1hhxe77pMQ496XEhjNjYNd2Ga/SPOroFUVxGHL/f/jV3HXO+d5Sr278alc1qMwuUT6Kku5jQHe3+hnq6BVFAaCytoHKukZn1m6M4dUlXsXJ7QVW2ObRbw8DcKQMxmUlknqIUNnQ7vHtMWSlhbRI60ZRlMDHvdBaUdvA9S8t9+n/elsR4FWX3Ghn37jDNBsemsWeg9X0TY1B8R90Rq8opyjZucWU13iLcT/0QY5zvGV/OUt3WBk1b99s6RV6Cnl7HPtVE60F2Rum9HbuiwwLVifvh6ijV5QAp6nJ8GnOfozxagt+uaWQS/+ymGEPfEx9YxM19Y3UN3r795fVkmrH2Uf3SCQxKtRZaE2Jsdpvmd6X3MfPV8feCdDQjaIEOC99nevM1j3SA0t3FDn9O4sqmffNPp978g9Wc7C6nhtO7wVASZV35h8UpNWeOhs6o1eUAGfTvnLnuMGWI3jm861O286iKkKCLef96vUTCAkSlucWU9fQxMA0FR0LBNTRK0qA0dRkqGtocs49ZfzAmt0frLJy4z1lWHcWVfHkR5sAGJuVSEpsOMvs+HyvZNWHDwTU0StKgPHLd9bS/775NDYZjDGs3VPq9D08bwM/ec0qym0MxIaH8E2eNz8+IjSYrnERFNkbpTz58b+fPRKAS8dktJcZSiuiMXpFCSCamgxvLN8NwJ6Saoqr6thW4C3YfdagVPaV1QBw2ZgMcvaWsWCTVeHtO6MtJ94nJYbVthRxcowlaXDxyO50iQ5jXFaXdrNFaT10Rq8oAcT8dd5F1S0HyilxSRj0TIoiOjyEkkprYfWJS4fTMymK0mrr/MfT+gAwKM0rPuYu2j2lXwoRocFtOn6lbdAZvaIEEHsOVjnHb6/cw6geCQCEhwSxs6iK/IPV1DcahmfEIyI+NVo9pf40XTLw0Bm9onRidhVVsXS7N1Xy0Q83Osfz1u5lyfYi0uMjyHloFoCTK3/JqO4A9LSdu4hVnBtgsF3eb8bA1LY3QGkXdEavKJ0UYwxTn1wAwI7HzkPEm98+uW8S+0prWLenjEl9kggOEi4Z3Z23V1qyw4PTLS0az4zetZeK1NgINj98LqHBmi8fKOiMXlE6CXUNTRTZu1MBymoanOPiyjqamrzeul9qLDuLqthXVkNvO0VyYDdv7D0ryZrJ97aLgqTF+4qShYUE+bxxKJ0bndErSifhZ3NW8eHafWz8zSwiQoPZb2fPAOTsLfNx1l2iw2iwHX+W7ei7RHulgz0ywl3jIljwi2lOCEcJTHRGryidhA/XWhk1975j6cXvLfU6+vX5ZY6MwVOXjfCp5uTZ9HSg3Hu9e7beKzlaZQ0CHHX0iuKHlFbXM++bvc75f9Z5jz0Zj9e8uMxp21FQybaCClJiw7l0TIaPlo0ni+agS69GObVQR68ofkZDYxMjHvyYW15b6Tj7m15d6fQf6rBHZiawo7CS99bk08Wu2Xrd5F5Ovyf33bOr9dP/mdqm41f8D3X0iuJn7HPF3hdtLvDpm9IvmfzSaqfaU1RYMP27xrC90Nr9mmnH2kdlWvnzFwxPc+7t3zXWlhWORTm10MVYRelgGpsMTcYQasdkGly68DERvv+iGYlR5OSXcfM/rRn+M1eOYvP+CgorrOpQo3taDj4kOIjs+85yZvjKqY3O6BWlg/nRP7Lpd+98R3Hyr4u2O31bDlRQbMsY/OysfuwurqKoso6NtvTwjIGpdI3zZtO4VSuTY8J1kVUBWuDoRSRCRJaJyBoRWS8iD7r6bhWRTXb7E672e0Rkq903s60GryiBwKcbDgDw+rJdPt/BKum3zF5Yndo/hW12yAZg5pCuiIijVQOo6JjSLC2Z0dcCM4wxI4CRwCwRmSgi04GLgeHGmCHAUwAiMhiYDQwBZgHPiogqISkKUFPfyCc5+53NTe7yfpv2l/tcmxwTxoHyWvJKqgHokxzDU5eNcPo92jRje3qd+5ieiW02dqXzckxHbyw804hQ+8sAPwYeN8bU2tcdsK+5GHjDGFNrjNkBbAXGt/rIFcXP2F1c5bM7FeAvX2wjt9ArE/yvFXn88JVs3l5lSRG4c+GLK+qcClAA15/em8Ymw/LcYpKiw4iLDKFfV6/gWG+7SHfPZO9mJ1WXVJqjRTF6EQkWkdXAAeATY8xSoD8wRUSWisgXIjLOvrw7sNt1e57dpigBy47CSqY8sYA/f7HNaXtu0TYen7+Ri//0ldP2q7nWZqc1tt77hr1lTl9+abUTe++eEOnsXv1ic4GjNukpzA3eGX1suOZUKEenRY7eGNNojBkJZADjRWQoVsZOIjARuAN4U6ztds2t/phDG0TkRhHJFpHsgoKCZm5RlM7Df2wdePcmJ4+SpDuG7qHQ1qy5/uVswFo4zT9YzRvLrfj8M98d5YiK1dQ3MaCbpSjp3tE6sXeS0/aHK0fx2g0TWtUmJXA4rqwbY8xBYCFW7D0PeNsO7SwDmoBkuz3TdVsGkN/Ms54zxow1xoxNSUk5weErin/w0XrL0YccRfHRHZYpKK/16RuREU9hRR2b91tR0qHp8VTUekXLPCJkAFeOz2TmkK4EuzJqLhqRzml9k0/OCCVgaUnWTYqIJNjHkcBZwEZgLjDDbu8PhAGFwHvAbBEJF5FeQD9gWXPPVpRAwVN6r0u0lbdujHGKb3eLs8TG/rPeW/0pe2cJpa4drufbG5u2F1QwvlcXwkKCuGB4utOf5SrS/dglw/nr1WPbxhAlIGlJcC8NeNnOnAkC3jTGfCAiYcCLIrIOqAOuMVYKwXoReRPIARqAW4wxjUd6uKJ0NhqbDH//agdXju9BdHiIT+bMxr1WjH3rgQpH473RPqh3zegBVttFuZ+5cpSzMaqwoo6zB1uLrBGh3nlYL5ejV5Tj5ZiO3hjzDTCqmfY64HtHuOcR4JGTHp2i+CGf5Ozn4XkbeGz+RrY9eh5l1d4Qy76yGipqG7jiuSWAVcKvuNLKprl9zhoA/vc7w7jr32tZvcty9AO7xZLg2sHax9aID7N3ysaGh9A1zlcvXlGOB12uV5SjYIwhr6Ta0ZABuOnVFYA1swf4dMN+wCrHZwwUltc6u1kn9Uli4aYCthV4UyyT7cyZlbtKEIEeSVGIK4ehj602KSLkPn5+G1qnnCqoBIKiHIUP1+5jyhMLyLp7HsBhefKNTYbff7YFgCF2rdVCVxWob9u1WdfuKQXgyUuHO2mTy3OLyUiMJDwk2KnXCtA3RYtzK62LOnpPA6mVAAAgAElEQVRFOQoLNh3wOc9x5b0D7C2tZkIva2fqnTMHAji58NdM6km47cDveMsK24zITCA11grDVNU1kpXkjb2P6mEJkqUnRLa2GcopjoZuFMXF68t2kZkYxen9rFTFxChvpaZ1e0p5a0Wez/VvrcjjX3bboDRrRr9go/XmMHNINzISrZCPMRAk1iankCAhJEhoaDKO0wf4+7XjKK9p8EmbVJTWQGf0imKz52A197y9lu/9banT5pYo2FlU5dRlvWS0FZJ5+tMtTn9yTBhhIUF8Zjv6QWlx9EiKoqedA99kLImCkOAgp56r+40kISrMZy1AUVoLdfSKYrN5n1dUrLSqnvrGJj5w7XQtra5n5a4SMhIj+eV5g3zu/b/LRyAiPjLBiXZO/c6iqiP+zOun9Dpin6K0FuroFcXmV++uc45ziyrpd+98n/6cvaWszStldI9EkmPCSbdn96HB4rO5Cbw6NG4euniIczysezxRYcGkxWs8Xml71NErpywHymqoqvPmwHvkgAHyD3qP3/zRJMJCgthXWkN+aQ1Du1ux+DR70bRnUrSTNeORCf7uhB7O/Z50ysvHepVB3r1lMt/8+pzWNklRmkUXY5VTlvGPfgZA7uPn+xT0ACte71zXqwsDu8U6BUIGp8UD3vi6u8JTr+RoVuwscWQPAF7/4QSW55b4SAgHBQlBzer/KUrro45eOSU54CrAXVPfyEtf5Trn0WHB5OT7plGmxnqdef9uVp67x/HHuGSCf3pmP8qq65nsEhjr1zWWfl21ILfScWjoRjklqKxtoKbeK7l099trneMNe8scR77m/nOorGt0CoM8celwAFLtGXqX6DCflEiAK8Z5QzKZXaJ47vtjnU1RiuIP6IxeCXjqG5sY8uuPABxJgezcYqd/d0k1eSXVJMeEE+9KdwRvDVZPwQ/37H35vWexZvdBZgzs2qbjV5STRWf0SsCxdHsRX28tdM43udIm80qsVMeyGu8i7O1zVrO7pIrMLtbi6vWne1MePdkznk8Du4q9qZIpseGcNVidvOL/qKNXAo4rnlvCd19Y6jhn9wYot9P30Nhk+HpbkRO+cS+Renapfnt0d+IjQ/n0f6a23cAVpY1QR68EFHtLD0+RHG+HXwDyS2t4d7UVf/fscvUw0C7Xlxp3eHx9YLc41vz6HPqm6qKq0vlQR690al5ZnMuD7693zv+xeKdz7EmRTE+IJDosmNBgIf9gNT99YzUA35+U5ROmOW+YVeVp9vge9E6J5p2bT2sHCxSl7VFHr3Rq7n93PX//KtcJ0zS6qj15NkC99HUulXWNZHaJYtuBCif//frTe/nsYO2eaMXo4yJC+fzn0xjVI7G9zFCUNkUdvdJpcWvDf2bntO8srKJXcjQRoUFs3FvGyl0lzjXdEyLZVVxFiV2rNSwkyMfRuzNqFCWQUEevdBr2l9Xw7xV5To1WdwaMVaPV8J/1+wgS6J0cw+6Sai559msABnSNJTkm3NGK/8U5/QEcZUlFCWTU0Sudhkue/Zqf/2sNi7cVAd4CHwA7iyodSeFtBZWkJ0T46NXMu+10IsO8EgRDu1syBp7CH1dP7Nnm41eUjkI/qyqdBs/i6spdJZzWN9kp8DGwWyx5B6v5Js8qtn3veYPIK6ly3hAAQoKDiI3wvtwH22X/goKEjb+Z5RTiVpRARF/dil9yx7/WkHX3PGobrEXWilrvBqfVuy2HPid7N2A5+j0l1bxva8dfOaEHqXERVNZZ9z5w4WAAbp7W13mGZ6crWMVAgrSqkxLAqKNX/BJPeb4FGwsA+PuXO5y+gvJaXlmcC1gFuTMSo9hbWs0829HHhIdQVl3vXO8J08RHeuUNRNSxK6cO6uiVDmdXURWvLM51FlkbXdk0S7Zb4ZcoOyMmLiKENXml3P+ulTt/87S+ZHaJxHPLYLtuq3v2PqCbd5PTF3dM4793Tm8zWxTFH9EYvdLhTH1yAWDNuC8e2Z331+Q7fQer6gD4zQc5gFejZlBaHMWVtZw/PI3PNux3rr95eh/rWS5xstgI73FPe/FVUU4ldEavtDub95dT32jVVnXXWF21y4q9P7twKwB9UqJZvL3I596JvS05gw17y+hva7y7QzJd43xlDRRFaYGjF5EIEVkmImtEZL2IPHhI/y9ExIhIsqvtHhHZKiKbRGRmWwxc6Zy89NUOzvndIm7+50rAyo33sM9Oj9y836r2NLZnFw6U17KjsBKw6qyOyExwrvdo1cS5HH16grcG65s/msTnPz+jjSxRlM5DS2b0tcAMY8wIYCQwS0QmAohIJnA2sMtzsYgMBmYDQ4BZwLMiEnzYU5VTkgfet0Iwn+RY4Zbb3ljl9O0qrqKh0TvDH5GZgDE4oZwxPRO5ZlKW0z/Ijse7d7R2dzn68b260DslpvWNUJROxjEdvbHwFNQMtb88q2W/A+50nQNcDLxhjKk1xuwAtgLjW2/ISmeitLrecd7uCk8ePOGaXsnR5OwtI7fImr3fMXOAU4v1k5z9RIYG88vzBhEe4n3J9k21nHiX6DAAhmfEt50hitKJadFirD0jXwH0Bf5kjFkqIhcBe4wxaw5JVesOLHGd59lthz7zRuBGgB49epzY6BW/ZvG2Iq58fgndEyL56u4ZPmEawMmyAZzwzLxv9gFw5qBUGhqt/rV7SunRJYqwkCCiXbP30bboWERosFM5SlGUw2nRYqwxptEYMxLIAMaLyHDgXuD+Zi5vLkHZHNZgzHPGmLHGmLEpKSnHM2alk3Dl89b7vWdH6/6yWgBmDEwF4EC5dT6mZyJ3zhoAwOLthYSHBNEnJcZnkdUTj48IDebSMRlcPbGnj9NXFOXIHNd/ijHmoIgsxArP9AI8s/kMYKWIjMeawWe6bssA8lECnjnLd9EnJYaxrkIfbi7/62IABqXF8vnGA3yxydoM9e1R3Rlo57ov2V7MsO7xhAYHERHqXdpxO/WnLhvRViYoSkDSkqybFBFJsI8jgbOAVcaYVGNMljEmC8u5jzbG7APeA2aLSLiI9AL6AcvazALFL/jdJ5u5699rufQvi5vt90gZAAxJt2LpLy/OBWDagBQnzg44aZNubZrT+iS18ogV5dShJTP6NOBlO04fBLxpjPngSBcbY9aLyJtADtAA3GKMOXwVTgkofv/ZFue4scmwraDCp3/rAe/5hF7WjH99fhkpseF0T4ik3KVlM6CbtcjqntGf3s/J3lUU5ThpSdbNN8aYUcaY4caYocaYh5q5JssYU+g6f8QY08cYM8AYM7+1B610LDX1jWTdPY93VuU1219SVcedb30DeCUJHv5gAwB3zhpAUky4kwY5IiMBESHOtXvVM6N346nnqijK8aM7Y5Xj5qP1VmbM7XPWAFBWU+/TX1hR6yhMPnvVaABW2JWeLh5pJWA12Rk3o3okcChubZq5t0zm79eOa83hK8ophzp65ZjsLKp0NGcAcvaWOceNTYZRD30CQIZdc3VfaQ3d4iKY2LsLWcnRxEeGUtfQRGRoMOl29oynSMiw7t7cd4+8QTeXjMHIzASm21k6iqKcGOrolaNijOGMJxdyzu8WOW3bXPH2vJIqR23y0W8PA2BtXin7ymoY09PKc4+LtJaCeiZFOfLAno1PU1yx9xevHcfie2aohLCitDKaiKwclW/ZNVc9Oe8AuUVVxEaEUF7TQF6Jt1zfxN5JxISH8MqSnQBMG2DNxCPtRdUsl3Lkojunk1dS7ePUo8JCiArTl6SitDY6o1ccmpoMWXfPI+vueU7bGjvWDpbSZGOTYVdRFZP7WDPxNXne/rCQIPqmxlBQXktYcBAjbQEyj0hZQ5NXx6ZrXIQz41cUpW1RR38K8+RHG/lyi5Msxb9XerNoGpuMj0QBWKJj/1y6k7rGJib1SUIE5/6/Xj0GgB5dogDo1zWG0EPqsE7opbnwitIRqKM/Rdi0r5x/2CEVsMrx/WnBNr73t6VO2yKX099RWMG6PWU+z9heUMFLX+cCcO7QbqTHR/K1XYB7kJ3+6InEZCV7wzTPXDmK9PgIfnB6r1a1SVGUlqEB0VOEmU9bi6lnDkwlPSGSW15b6fSV19T7VGEC2FlURcghM/LthZVsL7DEx1LjIujXNYY9B6uJCgumu51x8+7qfPv+Sue+C0ekc+GI9NY3SlGUFqEz+lMAt/zA8txiAJbtKHbavt5WhDHGp4Rf9s4SfvvxJuvaX55JUnQYG+y0ykvHZACw0NaqAQgOsqbyf7hyFAC/vnBIW5iiKMoJoDP6U4Ds3BLn+P01+c6mJQ+fbzhApUuCAODPC7c5YZjUuAiSY8Id7fhpA3zVRt11WC8akc5FOntXFL9CZ/QBSG1DIwfKvdrvnlk8WCqQe0urfa6fk73bcfRPXjocgLDgIIJFuMUutl1SVceu4irAmyZ573mDAOhpL8AqiuKfqKMPMJqaDAPu+w/jH/nMqey0Pr+MXsnRnNYniZ1FVU7u+4MXecMrv3p3PQAXjUznguFp1DU20dBk6GOX4nPn0XskCi4fl8lYl5a8oij+iTr6Ts66PaXMXbXHOd/vmsnvLa3BGEN2bjFjeybSMymaHYWVrLZDMJP7JnHJ6O5OUQ+A8JBgdhZVOeeecn1Du3tFxTxpk/GRobz149O0Lqui+Dnq6DsR+QerOXBIOb4LnvmSn81ZzS7bOXuqOIG1mWlbQSUlVfWMzUqkX2oMpdX1PPKhpSTZMyma9PhIR3fmjpnWzHztnlLnGZ4Z/a0z+rWdYYqitCnq6DsJTU2G0x7/nPGPfkZVXcNh/VOfXADAip3ehdefvLaKhZsOADAuqwupdrFtD6HBQaTbcsHgnb0/dLE3pOOp7BRrf7/MzrhRFKXzoI7eT3n6081k3T2PJlswbJ9rJv/Q+zmAJUngwaP7/psPcnyes2r3QdLjI+idEkO0S0fGs8ja1eX8z+hvZdOcPbgr4Cs4NqlPEi9dN47HvzP85I1TFKVd0fRKP+XpT62KTS9+tYMbpvTmzwu3OX37bad/hj2L91Ba7dWFjwgNoqa+iZz8MoZlWFLAbu13TygmNTbCdY8lPpYWH8m2R88jyCUiKSKOSJmiKJ0LndH7OQ/Ps+LpbiceGhxEaXW9E1sHSyP+8437AWsm/qOp1ox9R2Elg9MsR58Q5a3L6nHqPZOt1MjT+/qW6gsOEpULVpQAQR29H1BeU88Fz/zXmamXVnmdepxdIPs9e9fq9AEp7CquYqO9S3WGqyjHv1dY2TfPXT3WERcDiA731l7903dH8+FtU1zPDyX38fN59YYJrW2Woih+gjr6dqagvJa73vrGRxly2AMfs25PGT+x9WdW2mX3YsNDqK5vpKTSqu4UERpEz6Roth6ocOQI7pg5gF9fOBiAL7daomSRYcHsLvGmSF42JtM5Pn94GoPTtf6qopxKqKNvZ6Y/tZA52bt58P2cw/qW21IF2wstQbDrp/SivtHwtp0nX1PfxLDu8TQ0Gf64YBtp8REM7Bbrk8fuKcfXy6Ue6anwpCjKqYk6+jakoraBrLvn8e8VXp33QWmxTh/glOHz0NhknMwZjwP3hHSeuXIUI+0F1cKKWkb1SEBEfDJnLh9rzd7dejMaa1eUUxt19G3I0F9/BMDP/7XGacs/aDntVXZ4xqMimR4fQZBYm6I8JEZZ0sH/3VJIdFgw5w9LIzbCOzsflWlVaOrqypyZ0s9KkRQRHrxoiFMQRFGUUxd19G1IaLA1k06NtWbcry7ZyR7bkW+zdd2vfH4JABP7JNFkcKSBH7p4CIl2lsyGvWUMSY8nKEiIc+nGezTgE6K8bckx3syaa07LYuaQbm1im6IonQd19C1g2Y5iNu0rP+o1m/eXM/Khj9lnpzwaY4ixd5NW1zVijOG+uet87nFn15w/LA2ALQes+qpXjMskItT75xlia82Eh3jbxvey4vEiwqwh3RiXlahhGkVRDkNX6Y7Bxn1lXP7XxQDkPn6+0/6zN1YRHBTEby8fAcA5v7MqOE187DM2/mYWW/ZXUFJVz8BusWzcV+4oRgI8cOFgHng/h/P+8F/AyoTxpEOuzy+jT0o04SHBjs4MwKA0T6k+8RmHh79oiEZRlCNwzBm9iESIyDIRWSMi60XkQbv9SRHZKCLfiMg7IpLguuceEdkqIptEZGZbGtDafL210Gf2vnS7V8vdkxK5ZvdB5q7O598r86ipbzzsGWv3lPL2KmsB9qqJPQH4yk59vOmMPoy3i2R7Fll/e9kInxqrnkIeIuKEfSb11sLaiqKcGC0J3dQCM4wxI4CRwCwRmQh8Agw1xgwHNgP3AIjIYGA2MASYBTwrIsHNPrmDeezDDbzlyoiZu2oP331hqVNf9VDK7UyZ33+2xWnbV1pzmKJkRW0De0qqiY8M5aLhVvbLK4utwtxnDkoly96N2tBkGJERT0RosCP9C5CZ6BUae+8np/PSdePI1OIeiqKcIMd09Maiwj4Ntb+MMeZjY4xHRnEJ4JE1vBh4wxhTa4zZAWwFxrfyuI+bD9fu5bzf/9eZlRtj+Oui7fzClRHzZvZu59gj+/vR+n1OW2F5Ld/kHeTzjQfI7GI549W7DzoFsT1U1jaweX85p/dNJt5eKM3ZW0ZYcBCjeyQSGep932tOy72wos457hYfoRoziqKcFC1ajBWRYBFZDRwAPjHGLD3kkh8A8+3j7sBuV1+e3XboM28UkWwRyS4oKDi0u9W5+Z8rydlb5mxKcqtBVtdZ4ZevtxU5bZ/ZujHuIhx5JdW8tnQXseEhjpbMB9/sZUeRlUHz7i2TAdi8v4LcoionK8ZD98TIwzRkdtr3uvEssiqKorQGLXL0xphGY8xIrFn7eBEZ6ukTkXuBBuCfnqbmHtHMM58zxow1xoxNSUlp5pYTp7iyjqIKbwGObFfNVI+W+2V/Wey05ewtdeSAwRL0KqyoZeO+MvYcrHY02PNKqtleUMmg9Dhmj7M2Jg1Jj+PtlXkM6BrrlNj7gx3a8UgHe3BXcvIwtb/X9gW/mMYTlw7n+5N6npjhiqIozXBc6ZXGmIPAQqzYOyJyDXABcJXxirfkAZmu2zIA39hGGzP6N58w5uFPnYLXRZXeUMjj8zcC+GTBrNldyl57hv/TM/uREhNObmEVv7LTIa+b3IvQYGFncSU5e8volxpDSHAQGYmRLNh0gJr6Jkb3THQUIT2cPzzN5zw711sU5LFLhgEwe1wPp61XcjSXj83UFElFUVqVlmTdpHgyakQkEjgL2Cgis4C7gIuMMVWuW94DZotIuIj0AvoBy1p/6Ba//3QLs55eRL1dCNstFrZxnyX89axLy32jnVGTHh/h5Lk/9EEOv37XcupDu8eTnhDBweo6yqobGJIex+D0ONITIlm6vZiK2gaGdbdkf0dkJPBNnlV279BZeFxEiM8CK3iLagNcMTaT1fefTbdmZvmKoiitSUtm9GnAAhH5BliOFaP/APgjEAt8IiKrReQvAMaY9cCbQA7wH+AWY8zhOYitQE19I7/7dDMb95Wz3d5pOn+dd/F0V7H1/rNmt1UMOy4ihNE9EqisbSC/tIZrT8tyrl2wyVonGN0jgZW7DvLV1iK2FlQw3V4IzUyMYrX9nD52yb2ucV4n7cmD94iJldV4y/0t/eWZTB+QwkvXjXPagoLERx9eURSlrTjmhiljzDfAqGba+x7lnkeAR05uaMfGXYxjy4FyBnSL5eZ/rnTadhZVOdkzANMGpLImz5sl45brbWwypMaGkxQTTpfoMIor62hsMs7CaEG5N+Y/xL7PrUvjqa16xbhMHp+/kUtdtVW7xkXw9+s6PPFIUZRTlE4tgVBS5Y29bz5EoiA2PIRdxVW8utTKX//WyHS6xUewv6zGSZmcOaQbPz2zn3OPJ6b+/Pe9u0xHZFj7wDbt9z4/yq696vn5vVO8m508nwB0QVVRFH+hUzv6YBEns+UPn2/lmzwrtJKVFMXg9Dh2FVXx3KLtADx52QhSY8OpqW/iy62FXD42g+AgITLMu4B6hZ1J415U9eTBP9eMxIBHdOz2s/o7bQO6xZL7+PkMz0g47HpFUZSOoFM7+n5dY/nwp1NIjrFkAjy672cO6kpqXATZO71ZLqHBQU5MvbHJOI64ybV42z/VWiw9NC0S4Jwh3bhxam/evvk0p+3+Cwdz/vA0zhrUtZUtUxRFaT06taP38PQVIwF42ZYZuO/8QT667def3gvwzWP3xNndwmFBQVZao4jw0MVDeP8np/v8nF+eN4jRPRKd8/SESP703dE+nwoURVH8jYBw9O4KS2A56sl9kp1zT3bNQNdM3aMGedagrvz0zH5k33eWzzO+PymLYRnxbTRiRVGU9iMgZIrduei3zrCSgc4b5i240T3BkiKIds28PXH44CDh9rO9MXZFUZRAIyBm9LERodxmZ8+My/IW48iwtWbcIZn0+Aif1EdFUZRAR9w7STuKsWPHmuzs7JN+TkF5LSmx3jCOp4JTvKvUnqIoSqAgIiuMMWOPdV1AhG48uJ08qINXFEWBAAndKIqiKEdGHb2iKEqAo45eURQlwFFHryiKEuCoo1cURQlw1NEriqIEOH6RRy8iBcDOY1yWDBS2w3DamkCwQ23wDwLBBggMOzrKhp7GmGMW3fYLR98SRCS7JRsD/J1AsENt8A8CwQYIDDv83QYN3SiKogQ46ugVRVECnM7k6J/r6AG0EoFgh9rgHwSCDRAYdvi1DZ0mRq8oiqKcGJ1pRq8oiqKcAOroFUVRAhy/cvQiEmt/l44ey8kQCHaoDf5BgNhwloiM6ehxnAyd3Qa/cPQiMlpE3gKuBzCddOEgEOxQG/yDALFhlIjMB94B+nb0eE6EQLABOrjwiIgkAQ8A44AuwBK7PdgY09iBQzsuAsEOtcE/CBAbgoE/A6OBh4FdwCC7L8gY09SBw2sRgWCDm46e0T+FNVmZiDVzuRqroVO8oF0Egh1P0PltCIS/w5N0chvssX4CTDHGzAX+DUwXkYjO4iBtG/5DJ7bBTbvP6EXkbKy0zo+Bm4wxtXZXAZAjIgOMMZvae1zHi4hcBqQaY/5EJ7VDRC4BzjDG/BS41RhTZXd1JhtGA5X2ODvr36EXsM8YUw38pJP+Ha7EmvFmG2PeM8b8y24XoAnYDEQBNR03yqMjImcANcaYpQDGmLft9k5jw5Fotxm9iAwRkTeAe4FiAGNMrYh4xmCAdKDKvt4vF59EJEZE/g38HCi2x1nXmewQkcEi8hrwK+BWEelqjKkSEc8bf2ewoZeIzAP+BLwiIjPs11NnsiHLjv++ALxqO/Qq1yWdwQYRkZuAO4EdwJMicp2IxICztrAROBOI8NzTUeNtDhGJFZG3seLwPxKRRLtdREQ6gw3Hok0dveeXISJdgEVAsTFmmjEm23ON52OQPWNpBC5uyzGdCIf8UTOB/caYicaY18F6Mfu7Ha6/xVTgeWCJMWYU8DQwCcAY02B/92sbbH4BrDbGTALmAjdAp7RhqTHmTOBz4DciMsTT6a82uLGd4CTgcWPM34FbsBziVI+txpg8YClwqesef6IO6/f/PSAfuAyc/2tjx+T93Yaj0tYz+ggAY0wxVuwxHEBErhWRc0Skt33uGce/gFR74cmffpERruPhQAaAiNwM3C8iZ4iI+xp/tCPS/p4DnGOM+YOIhAH9sD6WIiJBLkfkjza4Z1OVQL3dHg9sEJEBh1zvzzZ4PnmsB7BDgOOB74pIqut6v7NBRL5vv+a72E0bgO4iEmKM+RRYC5yO9/8kFNiC9TfzC1w2JNjhvheAT7HCM2NFpL99XZAxpsn+e/mVDcdDmzh6ETlbRD7B+hg3227+PTBORPYCFwHnAXNFpJ9rcaM7kOkvC08uO56wY5AAK4G9IvIi1kymFLgHuFaslXqwXuB+YcchNsw2xhQaYyrFWlSqw/qnvAqsT1cuZ+I3f4tDXk+X22P8EugnIquAWUAwVvjjHNeblT/b0IAVwhwlIiNEZASwDuiJlW3jwS9ssKMYaSKyALgG6zXzjIjEAbuBVLzph3Ow4vXJAMaYeiAGyGrvcbs5gg1/EpFkY0yN/f+wGDgAXA7W/4Tt7BuAWDrYhhPGGNOqX1h/7KVYHzdHAf8Efmn3XQhc47r2b8AjrvNewLmtPaZWtOPnWAvYvwVWAKH2tVcDzwLJ/mRHMza86vpbeMZ+ht2eYp8H+bkNrwG/sPsGAG+7rv0VVijKo+Hkrza8DtyM5Th+BXyA9cY11rbvJ657O9wGINj+3h941T4OsV/zLwOhwIv2/0G83f8S8KDrGeKnNjwD/PuQa79t29YX6xNYtD/YcFL2t9IvMcjlIK4CnnX1/QA4iJWh4lxvf/+O+9qO/jqGHdfbdiQAU7Fiet+1+4ZjLeQE+bkNzf0tzgLeB0I6euzHaUNXIAXrk+Igu+904C1/+Ids4WvJ8+ba29V3C3C9fdzRzjEEeBT4X6wJwYXAy4fYuB8YYb+O/gjcY/e9CJzvB3+HY9kgwF6s7DP3fb8EtgL7PK+vzvx10qEbEbkOyAN+YzetBa4UkSz7PBTYhpXjDDgfh64Bfg18dLJjaA1aYEcIVlbBE8aYRVgzx5+LyF3AG8BX9nM6bDX+BP8Wn2LNJE9rt4EehRbasN3uL8cKc9wmIj8F/ooVZ+1QWvha2gb8zj7fYd93I9abwCro2AU/sVINVwCJWA7vN1hrItNFZLw9vibgIeB/7dfRc8DpIrLUvm9hBwzdoYU2GCwbHnDddxlWduACYLgxZkP7jrwNOMl3yxisjIefYsWuB9rtT2N9PP0KKywwDJiHFcdLwlqYXQiM6+h3uhOw40Ogm90/DvgRMKmT2TDPZUMocCOQ1clsmA9EY8WCb8UKIUzsZDbMA7ra/T8DlvvR/8QU4GrX+bPAj4FrgRV2WxDQDWvBOMtuSwC6d/T4T8CGN4FervumdPT4W/V30Qq/zB7298eBOfZxMNZM63T7PBMrZhdif/XsaNaMFnkAAAO4SURBVMNP0o6Ijh7vSdrwdyC8o8d7kja8DIR19Hhb4bUUbp9HdfS4D7EhCitLzhPbvgp4zD5ejbXBDqxPg6939HgD1YbW+jrp0I0xZpd9+DTQS0RmGitDoNQY86XddxP2pg9jTIMxZufJ/tzW5jjtqG/uGR3NcdhQDTR0xBiPxXHYUImVY+53HOdryZP3X3X4kzoOY0yVMabWeLN9zsbaqQtwHTBIRD7A+pSysiPGeCwCwYZWo5XfQX8EfOE6Hw+8iyvc0Rm+AsEOtcE/vjq7DVifRIKwQmV97ba+WCGa0/GTME2g23CyX61WStC1seAtrFXsWqyFsS3GmG2t8kPagUCwQ23wDwLEBgHCsDYUvYOV9VSEFfYo68ixtZRAsOFkabUNU/YLOgprwfVKYJcx5j+d5QXtIRDsUBv8gwCxwWDl/l8F/A/wjjHmms7kIAPBhpOltdUrb8aKdZ1tvCqCnZFAsENt8A8CwYY8rHTD/1MbOietFrqBzinI3xyBYIfa4B8Egg1K56dVHb2iKIrif3R0hSlFURSljVFHryiKEuCoo1cURQlw1NEriqIEOOroFaWNEJEEsaqQKUqHoo5eUdoAu9pYAlYevaJ0KOrolYDFrgv6jYisEZF/iEhPEfnMbvtMRHrY170kIn8Qka9FZLuIXGq3zxGR81zPe0lEviMiwSLypIgst5/1I7t/mogsEJHXsDToHwf6iMhqEXmyA34FigK0/s5YRfELRGQI1k7IycaYQrEKWb8MvGKMeVlEfgD8AfiWfUsalsDVQOA9rEpVbwBXAB+KVUj9TCw98+uxlCjHiUg48JWIfGw/Zzww1Bizwy40MtQYM7LtLVaUI6MzeiVQmQG8ZYwpBDDGFGMVc3/N7v8HlmP3MNdYxdFzsMoUgqV2OMN25ucCi4wx1cA5wPdFZDVWLdgkoJ99zzJjzI42tEtRjhud0SuBigDH2vbt7nfrnwiAMaZGRBYCM7Fm9q+7+m81xviUwRSRaVg6+YriV+iMXglUPgMuF5EkADt08zUw2+6/CvjyCPe6eQOrSMUUvPWNPwJ+LCKh9rP7i0h0M/eWA7EnbIGitBI6o1cCEmPMehF5BPhCRBqxCm7fBrwoIndgVRq6rgWP+hh4BXjPGFNnt70AZAErba3zAryxfvcYikTkKxFZB8w3xtxxsnYpyomgomaKoigBjoZuFEVRAhx19IqiKAGOOnpFUZQARx29oihKgKOOXlEUJcBRR68oihLgqKNXFEUJcNTRK4qiBDj/Dy6KBVXwwXUTAAAAAElFTkSuQmCC\n", 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\n", 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\n", 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\n", 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" ] @@ -758,7 +758,12 @@ ], "source": [ "raw_data.plot(\"convert\",\"Concentration\")\n", - "raw_data[-75:].plot(\"convert\",\"Concentration\")" + "plt.xlabel(\"Date\")\n", + "plt.ylabel(\"Concentration CO_2\")\n", + "\n", + "raw_data[-75:].plot(\"convert\",\"Concentration\")\n", + "plt.xlabel(\"Date\")\n", + "plt.ylabel(\"Concentration CO_2\")" ] }, { @@ -785,7 +790,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -804,6 +809,8 @@ "fig, ax = plt.subplots()\n", "ax.plot(raw_data[\"convert\"],raw_data[\"Concentration\"], linewidth=.75)\n", "ax.plot(raw_data[\"convert\"],raw_data[\"smooth\"],linewidth=2)\n", + "plt.xlabel(\"Date\")\n", + "plt.ylabel(\"Concentration CO_2\")\n", "\n", "\n", "plt.show()" @@ -823,7 +830,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -837,6 +844,8 @@ "source": [ "fig, ax = plt.subplots()\n", "ax.plot(raw_data[\"convert\"],raw_data[\"Concentration\"]-raw_data[\"smooth\"])\n", + "plt.xlabel(\"Date\")\n", + "plt.ylabel(\"Concentration CO_2 - fit\")\n", "ax.set_xlim(\"2018-01-01\",'2020-01-01')\n", "\n", "plt.show()\n" @@ -856,7 +865,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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3Gblp80nnMONL5iQaHMn43Jibyv6KVqpbe4wORXjYllONLEiNJinKv2bbj+X2/AyauvrZcqrR6FAmjbr2Pp9P+HbnjgVgP1Dg+rp/2OOAsPlUA7OTI0mfGmF0KONyw+JUwLmyoAgcHX2D7K9sZd1s/7rQccfFcxJJiAzhxf3Sie8LNruD+o4+UmPNdcfyn66v87TWM7XWM4ZtM70dnC909dvYW9bCJX7Ylj09PoIlGbG8Ls1hAWXH6SbsDh2QiSXYauGWpel8eKKBJpmJ73UNnf04NKa7Y/ml6+tObwdilB3FTQzaNev8rBlsyI1LUims7aC4QYr8BYotRY1EhQaxNNP/hxmP5LZl6dgcWlZE9YE6V/HJFJPdsQwqpZ4E0pVS/3f25osAvW376SYiQqzkZ/pnl9H1i1OwKGTiWYDQ2jnMeG1OAsHWwJy/PCs5iiUZsbxyQM5ZbxtahyXFZJ331wPvAr18un9laPN7O4qbWDkjjpAg//wQJ0eHsTYngVcP1uDwcT0g4XlF9V3UtfdxsZ/eQbvrptxUjtd1yJwWL6trG0osJmoK01o3aa2fB27UWj999uaJAJRSf1RKNSiljnlif+NR09ZLaVM3F8zy7w/xzXlpVLf2UlAhFY/93ZYi5whFf22addd1rjvtTYekf9Cbatt7mRJiJTosyKfHdesyXWt92IsxPAVc7cX9n9OO000AXJDj33MFrlowjfBgK68elIln/m7b6SZmJUWacj0gT0qKCmNNdgIbD9fK2kJeVNfWR0psuM/rHxre/qO13goYsij29uImEqNCmZ3svyXJAaaEBnH1wmm8caROqsf6sb5BO/vKW1jr5xc67roxN5WK5h6OVLcbHUrAquvo83n/CpggsRjF4dDsKG7igpwE01czdsfNeWl09tk+mewp/M+Bylb6Bh1+fwftrqsWTCPEamGjNId5TV1br38kFqXUG94IZIxj3q+UKlBKFTQ2embG7skznTR3DwTM1eHanASSokJ5RYZw+q2dxc1YLYqVM/1zhOJ4xYQHc8ncRF4/UotdBp54XN+gnYbOftJifT/x+3zuWNI8HsUYtNaPa63ztdb5iYme6dTcXuxMUIFydWi1KNbnpvLxqQZauweMDkech+3FTSxOjyEqLNjoUHxmfW4ajZ397C5tNjqUgDO0wFdGnO/7684nsRz0eBQG2F7cTE5SpM+Ls3nTzXnpDNo1rx+RpgV/09E3yJHqtoC50HHXpXOTiAwNktFhXlDd6kwsRpSqGndi0Vrf68kAlFLPAbtwluavVkrd58n9j6Rv0M7esuaA+xDPT41mQWo0f9lTKSNt/Mye0hYcGtZkB9Y5OZawYCtXLkjmrWMy8MTTqlzFaf3ljsWjtNZ3aq1TtNbBWut0rfUT3j5mIHeS3rUqk5NnOmVOi5/ZUdxEWLCFpZmxRofic+tznQNPPj4lA088qbq1l2CrMqRCtuGJxQg7ipsCtpP0xtxUosKCeHZ3hdGhiHHYUdzE8qw4QoP8Y6E5T1qbHU9CZIiMDvOwqpYeUmPDDVmBdFImlu2nm8jLiA3ITtKIkCBuXZrOW0frpHqsn2jo6ON0Q1fAjFAcryCrhesXp/LhyQY6+gaNDidgVLf2kmHQUiBjLU1sVUp9RSn1M6XU2rN+9n3vhuYd7T2DHKlpD+gP8d+tymTQrnlhn6x54Q92lARGBYiJuCkvjQGbg3eOnjE6lIBR3dpL+lRjKjiMdcfyGLAOaAb+Tyn16LCf3eK1qLxoV2kTWsOFswL3Q5yTFMma7Hj+sqdS5gf4gR3FzcRGBDM/JdroUAyzJD2GrPgIXpMq3R7RO2CnqavftIllhdb681rr/wVWApFKqVeUUqGAX05X33a6iSkhVpZkBHYn6V2rMqlp65WZ+CantWZncROrZ8ZjMaAt3CyUUqzPTWNXaTNnXKXexfmraRsaEWbCpjAgZOgbrbVNa30/cAj4CPDLAls7iptYNTM+YNe6GHL5/GSSo0N5do904ptZZUsPte19rM6ONzoUw63PTUVrZEVUD6hqGZrDYs47lgKl1KcqD2utfwo8CWR5KyhvqWrpoby5hwsCuBlsSLDVwoZl6WwtaqS+Q64AzWpoxvnqmZJYZiZGsjg9RprDPKB6aA6LGTvvtdZ/p7V+Z4Tn/6C1/mRIlVLqCm8E52k7iidXJ+ktS9NxaGQJWBPbVdJMQmQoOUl+2QDgcTflplFY28GpM7IA2ERUt/YSEmQhITLUkON7qj3oFx7aj1dtL24iOXryfIizEyPJmx7LyweqZSa+CWmt2VXazKqZcQFRYdsT1uemEmxVMqJxgqpae0iPDTes385TicX0nwqHQ7OzpJm1AVIm310blqVTVN/FsZoOo0MRZylr6qa+o1/6V4aJjwzlyvnTePVgNf02KfFyvqpbe0k3qOMePJdYTH85fLyug5bugUnTDDbk+sWphARZePmArC5pNrukf2VEn1ueQWvPIO8frzc6FL9V1dJjWMc9TKKZ95Otf2VITHgwV8xPZuOhGgZsDqPDEcPsKmkmOTqUGQlTjA7FVC7ISSAtNlyaw85TV7+N1p7BgEgs5R7aj9dsL3auJZ4UHThl8t21YVk6rT2DbJYif6ahtWZ3aQurZ8ZPqqZZd1gsitvy09le3ERVS4/R4fgdo0eEgRuJRSmVpJT6iVLqJaXUi67vk4e/Rmtt6ln4/TbnWuKTYZjxSC7MSSAxKpSX9ktzmFmUNHbR1CX9K+dyW34GAC/KOTtu1QbPYYGxa4WtBfa5Hj4DPOv6fs/ZtcPM7EBFG32DDtZOsrUuhgRZLdycl8bmkw20yOqSprCrxNm/skr6V0aUFhvOhbMSebGgSsoSjdMndywm7rx/BLhJa/0jrfUmrfVGrfWPgJuAR8d4r2kEcpl8d92Um4bNoXnzaJ3RoQicHfepMWFMN/DDb3Z3LM+grr2PbacbjQ7Fr1S19hIWbCF+SsjYL/aSsRJLtNb6M0sRa60PAVHeCcnzdpRMvrXEzzYvJYo5yVFslMmShnM4nP0rq7Klf2U0l89LZmpEsDThjlN1aw/pUyMMPbfGSixKKTV1hCfj3HivKTjXEm+fdKPBzqaUYn1eKgUVrdIharCihk5augdkmPEYQoIs3LgklfeO19PeK+u0uKuqpZcMA/tXYOzk8D/Ae0qpdUqpKNd2MfC262emt6e0BbtDT7q1xEeyPjcNgI1Si8lQQ/0r0nE/tluXpTNgc/DGESlM6a6hOxYjjVUr7HHgJ8DPcA4pLgN+Cvyb1voxr0fnAZN5LfGzpcWGs2JGHK8erJESLwbaXdpMRly44R9+f7AoLYbZyZG8LM1hbmnvHaSjz2boiDBwozlLa/2G1voirXW81jrB9f3rvgjOE3aWTN61xEdyc14aJY3dUuLFIA6HZk9ZC6tmyN2KO5RS3Lo0nQOVbZQ0dhkdjukNNXMbOSIMxh5u/LBS6oERnv8HpZTpC082dPRRVD951xIfybULUwixWqQ0uUFOnOmgrWdQmsHG4ea8NCwKXpGyRGMqb+4GICve2GoOY92xXA88PsLzvwSu83w4nrXT1ZY9WeevjCQmIphL5iay6XAtNruUePE16V8Zv6ToMC6ancgrB2pkTssYyptciSXBxHcsgNZaf+avj+s504+T3FHcREx4MPNTJ+9a4iO5cUkajZ39HKhsMzqUSWd3aTNZ8RGkxBjbBu5vNixLp66975PELEZW1tRDcnQoESFBhsYxVmLpUUrNOvtJ13O93gnJM7R2lslfkx2PdRKvJT6SC2cnYLUothbJxDNfsg/1r8gw43G7fF4ykaFBMsF3DOXN3YY3g8HYieWHwNtKqS8qpRa5ti8Bb7p+ZlpVLb3UtPVKk8MIosOCycuIZavMaPapwtp2Ovtsck6eh7BgK6tmxrGzpMnoUEytvKnbFNWyxxpu/DbO8i2XAE+5touBW7XWb3k5tgnZVeo8AWUS2sgump3I0Zp2qR3mQ7K+/cSszUmgorlHJvieQ0ffIM3dA2T6wR0LWutjWut7tNbLXNs9WuujvghuInaXtpAQGTJpliEer4tmJ6I1UofJh3aVNDMzccqkXLrBE4aqZwytrSQ+raLJmXBnGNxxD35SlmW8nGtdNLNS1ro4p0VpMcRGBLO1SD6kvmCzO9hX3ir9KxOQkxRJUlQo2yWxjKhsaKix2ZvC/FVFcw917X3S5DAKq0WxNieBbacbZRa+Dxyr7aCr3ybn5AQopbggJ4GdJc04ZNjxZwwNNc6Mk8TiFUNt2XJ1OLp1sxJp6Ozn5JlOo0MJeAXlLQCsmDF5l27whLU5CbR0D8g5O4Ly5m5SYsIIDzG+yohbg52VUonAl4Gs4e/RWt/rnbAmZldpM4lRoWQnGp+5zezC2c42661FjcxLkbk+3rSvvIWMuHCSpX9lQtYO62eR+WmfVt7UTWa88f0r4P4dy0YgBvgA51Djoc10hvpXVkn/yphSYsKZnRzJttPSZu1NWmv2V7SyPFPuViZqWkwYOUmR0s8ygvLmHlMMNQY371iACK31Q16NxEPKm3uo7+hn1SReLXI8LpqVyDO7K+gdsJviFjoQlTf30NQ1wLKszyxtJM7DBTkJvLCvin6bXYrLurT3DtLSPWCKyZHg/h3LG0qpa70RgFLqaqXUKaVUsVLqnye6P1lLfHwump3IgM3xSb+U8Lyh/pXlWXKx4wlrsuPpHbRzUEoSfeJvNcL8K7F8E2dy6VNKdbq2CdddV0pZgd8A1wDzgTuVUvMnss/dpc0kRYUy0yS/YLNbMSOOKCmV4VX7K1qJDgsiJ1HmVHnCqux4LErmsww3VNXYLE1hbiUWrXWU1tqitQ5zfR+ltfZEz9kKoFhrXaq1HgCeB9af786kf2X8woKtXL1wGu8cO0PfoN3ocALSvvIW8rPisEjNOo+IDgtmSUas9A0OU97Ug1Iw3eB1WIYod+cwKKVuBC5yPfxYa/3GhA+u1Abgaq3137se3wWs1Fp//VzvyY+K0gXLlo34s95BO4er2piREElydOhEw5s02noHOVnXwazkKOKnhBgdTkAZtGv2V7SQERdBWqxUNPaUqtYealp7yc+KI0gSNsUNXXT0DbJ0+rn78dSWLfu11vm+iMetOxal1H/ibA477tq+6XpuokY6Iz6T6ZRS9yulCpRSBYODg+fcWUevDYDocGNLRvubmLBggq0Wmrv6jQ4l4HT1O8/XqLBggyMJLDHhzgugjt5z/z2YTPoG7YQFm2cgg7t/ga8FcofWZlFKPQ0cBCba2V4NZAx7nA7Unv0irfXjuBYcy8/P13z88Yg7+/lzB9lT1szu710G0hTmNgW8vqmQv+ytpOD7lxMtfwQ95ndvn+CP28s4+uOrwEQffH8Xbndw30/e46a8NH5+8yKjwzHcXT99j2sWpfDvo/0ufPg3cTwz72OHfR/joePvA2YppWYopUKAO4BN57Mj6V+ZmPW5qQzYHLx77IzRoQSU/eWtLEqLMdXVZCAItlpYNTNe5rMA7T2DtPYMMsMkQ43B/cTyH8BBpdRTrruV/cC/T/TgWmsb8HXgXeAE8FetdeH57KusqZuGzn4ZZnyecjNimR4XwabDn7lhFOepb9DOkep28mWYsVdcMEvK6IO5ik8OcXdU2HPAKuAV17Zaa/28JwLQWr+ltZ6ttc7WWv/8fPezu9Q5V0ASy/lRSnHjklR2FDfR2Cl9LZ5wrKadAbuD/EyZGOkNF85ylneZ7KPDypq6AMgySTkXGCOxKKXmur4uBVJw9olUAamu50xjd2kzydGhpvrl+pv1uak4NLxxRO5aPKGgohWAZZJYvCI7MZKUmDC2F0/uNYWKG7oIsihTLPA1ZKzO+28D9wOPjPAzDVzq8YjOw1D/yups6V+ZiFnJUcxLiWbjoVq+tHaG0eH4vYOVrWTFRxAfKUPfvWGojP57x+uxOzTWSTrsuKi+i6yEKYQEmadY/VhLE9/v+vYarfUlwzecI8VMQfpXPOfmvFQOVbVR5ioRIc6P1poDlW3kjTKvQEzcBbMSaO8d5FhNu9GhGKa4oYvZyeaq6uBuitvp5nOGkP4Vz7lxSRpKwWsHa4wOxa/VtvfR2NlP3vTYsV8szttQGf3JOjqsb9Cc+RPdAAAfmElEQVRORXM3OUlRRofyKWP1sUxTSi0DwpVSeUqppa7tYsA0nRnSv+I502LCWJMdz2uHamRlyQk4WOnsX8nLkDsWb0qIDGV+SjTbTk/Ofpaypm4cGmYl+dcdy1XAf+OcuPgozr6WR3D2vfyLd0Nzj8xf8bybctOoaO7hYJVUjz1fhyrbCA2yMDfFXFeSgejC2Qnsr2ilu99mdCg+V1TvXElzdrK5zrOx+liedvWnfPGsPpYbtdav+CjGUUn/iuddvXAaoUEWaQ6bgINVbSxOjyHYap4O1UC1blYig3Y9KZd+KG7owmpRZCWYq7XG3XksLyulrlNKfVcp9cOhzdvBuWOof2WlrCXuMVFhwVwxP5nXD9cyaHcYHY7fGbA5OFrTTm6G9K/4wrKsqYQHW9lSNPmaw07Xd5EZH2G6Bc/cLUL5O+BzwDdwlpa6Dcj0Ylxu2+XqXzHLOgSB4ua8NFp7Btk6CT+sE3WiroMBm0NGhPlIaJCV1dnxk/JcLWroNF3/Crg/KmyN1vpuoFVr/RNgNZ8uHmkIrTW7SqR/xRsump3I1IhgXpXmsHH7pONeRoT5zEWzEihv7qGiefIMk++32alo7jFd/wq4n1j6XF97lFKpwCBg+Ay6ksYumrr6WS39Kx4XbLVw/eJUPjhRT9ck7BSdiINVbUyLDiMlRtZf8ZV1c5IAJtVdS3lTD3aHJseP71heV0rFAv8FHADKgee8FZS7hta3X50ticUbbspLpW/QwfvHpeLxeBysbJO7FR/Lio8gIy6cLUWTZz7L0IiwWSabwwJuJBallAX4UGvdprV+GWffylytteGd97tLW0iNCTPNcpyBZun0qaTFhrPxkNQOc1dTVz+VLT2SWHxMKcVFsxLZVdLEgG1yDDg53dCFRcHMRPP1L4+ZWFyLez0y7HG/1trw+gmfzF+R+mBeo5TixtxUtp1uktUl3XSo0jn3Rzrufe+i2Yl0D9g54OrjCnTFDZ1kxk8x5Vo/7jaFvaeUulWZ6C94UX0Xzd0DMn/Fy9bnpmJ3aN46Wmd0KH7hYFUrQRbFwlRPrYUn3LUmO54gi5o0w46L6rtM2b8C7ieWbwMvAv1KqQ6lVKdSqsOLcY1pV4mzLVU67r1r7rRo5iRHSXOYm/aVtzIvJZrwEPNdRQa6qLBglmZOnRQd+AM2B+VN3aYcagzuT5CM0lpbtNYhWuto1+Nobwc3ml2lzaRPDSdD+le87sbcVAoqWif9Sn1j6R2wc7CyVQaTGGjd7EQKazsCfrG6iuZubA5tyqHG4P4EyQ/dec5XHA7NnrIWuVvxkRuXpALwuiwANqr9Fa0M2rUkFgOtm50IEPDNYacbnKtG+mVTmFIqTCkVByQopaYqpeJcWxaQ6osAR3LyTCdtPYPSv+IjGXERLMucysaDklhGs7OkCatFsVzWuDfMgtRokqJC2XyqwehQvKqovhOlnKtomtFYdyxfAfYDc11fh7aNwG+8G9q57SqV+Su+dlNeGqfqOzlabfiAQNPaVdrMkvQYIkPHWphVeItSikvmJLG1qBFbANe5O1HXQVb8FNP25Y1V3fiXWusZwD9qrWdqrWe4tiVa61/7KMbP2FXSRGZ8BKmxMrPZV25ckkpYsIXn9lUaHYopdfXbOFLdLhc7JnDJ3EQ6+2zsrwjcYceFtR0sSDW0m3tU7nbe/0optUYp9Xml1N1Dm7eDGzEWYE9pC2uyE4w4/KQVEx7MtYtS2HSodlKuezGWfWUt2B2a1TPlvDTa2pwEgiyKzacCs5+lrWeA6tZeFph4SLu7nfd/wrng1wXActeW78W4zql3wE5nv401cmXoc3eumE5Xv403ZU7LZ+wqbSbEamFZpkyMNFpUWDDLs+L4OED7WY7XOmd6mPmOxd3G4HxgvjbBWrVd/TYsIInFAPmZU8lJiuT5vZXcnm94cWtT2VXSTO70WNO2eU82l85N4udvnaC2rTfgmsyP1Tr7Oc2cWNydIHkMmObNQNzV3W9j7rQo4iNDjQ5l0lFKccfyDA5Utn1SAE9Ae88gx2rb5WLHRC6Z6xx2HIijwwprO0iJCTP130B3E0sCcFwp9a5SatPQ5s3AzqW73yb9Kwa6OS+NYKviub3SiT9kT1kzWksVCDPJTowkfWo4m08GXj+Ls+PevP0r4H5T2I+9GcR4aGBtjnyAjRIfGcqVC6bx6sEaHrp6rikL4PnazpJmQoMs5EpFY9MYGnb80v5q+m120y3de756BmyUNHZx3aIUo0MZlbujwrbgXIMl2PX9Ppzrshhihaxvb6jPr5hOW88grx+WCZMAu0ubyc+aGjB/vALFJXMT6R20s6e0xehQPOZEXSdam7t/BdwfFfZl4CXgMddTacBr3gpqNBEhVqLCgo04tHBZkx3P3GlRPLG9DBOM5zBUU1c/J890SvOsCa3JTiAs2MKHJ+qNDsVjCl0d9wvTzN0U5m4fy9eAtUAHgNb6NJDkraBGI7OajaeU4r4LZnDyTCfbTk+eFftGMrSK6docSSxmExZs5cJZibx/vD5gLoAKazqYGhFMSkyY0aGMyt3E0q+1Hhh6oJQKwtnd4XNTJLGYwo25qSRGhfL7baVGh2KonSVNRIUGsdDkTROT1RXzkqlt7+N4naGrfHhMYV07C9NiTL+4obuJZYtS6l+AcKXUFTjXZnnde2Gd25QQSSxmEBpk5Ytrsth2uomTZwLjQ3s+dhQ3s3JmPEFWdz9KwpcunZeEUvD+cf9vDhuwOTh1ppP5fnAR4+6n4Z+BRuAozsKUbwHf91ZQozF5op5UvrByOuHBVv6wrczoUAxR1dJDZUuPjFI0sYTIUJZOnxoQieV0QyeDdm36ocbgfmIJB/6otb5Na70B+KPrOTGJxUaEcFt+OhsP1dDQ0Wd0OD6307WKqfSvmNsV85MprO2gtq3X6FAmpLDG2TLgD82u7iaWD/l0IgkHPvB8OMLf3Lt2BjaH5tndFUaH4nM7iptJiAw17fKwwunyeckAfODno8MKa9uZEmIlK36K0aGMyd3EEqa17hp64Pp+QmsCK6VuU0oVKqUcSilDClqKictKmMIlc5L4y94qBmyBu/7F2bTW7CxpZk12vOk7Uie7nKRIZiZM8fvmsKM17cxLicZiMf/55m5i6VZKLR16oJRaBkz0vvIYcAuwdYL7EQa7a3UmTV39vFN4xuhQfOZ0QxdNXf3Sv+InrpifzO7SZjr6Bo0O5bz0Ddo5VtPBUj+pnu1uYvkW8KJSaptSahvwAvD1iRxYa31Ca31qIvsQ5rBuViKZ8RH8aVe50aH4zI5iZ/+KTIz0D5fPT2bQrtnip2u0FNa2M2B3+M2yDO6WdNmHc3niB4GvAvO01vu9GZjwHxaL4u9WZrKvvJUTATJfYCw7ipuZHhdBRtyEWoSFjyydPpX4KSG866d31QXlztUwl04PoMTishxYDOQBd7qzgqRS6gOl1LERtvXjCVIpdb9SqkApVdDY6J9XHIHutvx0QoMsPLMr8DvxbXYHe0qbpUy+H7FaFFcuSOajkw30DdqNDmfcCipayYqPIDHKvKXyh/PqCpJa68u11gtH2DaOJ0it9eNa63ytdX5iYuJ43ip8JDYihPW5qbx2sIb2Xv9sx3bXoao2OvttXDBLmsH8ybWLUugZsLOlyL8uTrXWHKhoZVmm/xTfdfeOJR9Yq7X+qtb6G67t/3kzMOF/7l6dRe+gnZf3VxsdildtPtWA1aK4cJZc5PiTVTPjiY0I5m0/W1q7vLmH5u4B8rP8oxkMDFxBUil1s1KqGlgNvKmUeteT+xe+tzAthtyMWP68pyJgiv6NZPPJRpZlTiUmXKps+5Ngq4Wr5k/jgxP+1RxWUO4s++8vHfdg4AqSWutXtdbpWutQrXWy1vqqiexPmMMXVk6npLGbPWWBswbGcGdcBQ0vmWNIcW8xQdcsmkZXv43tflSVe39FK9FhQeQk+s9EXL9bQVKY2/WLU/nZG8f5855KVgXgUr0fu9ZQH1pTXfiXtTkJxIQH89bROi6fn2x0OG4pqGhlWeZUv5gYOWQ8K0ieBKJc2wnXc0J8SniIlVuXpfPOsTqauvqNDsfjNp9qIDUmjDnJUUaHIs5DsNXCFfOTef9EPf028zeHtfUMUNzQRX6W/3Tcg/ujwm4H9gK3AbcDe5RSG7wZmPBfX1g5nUG75qUA68QfsDnYfrqJi+cmSRkXP3bdohQ6+2yfTHI1swOV/jV/ZYi7fSz/CizXWt+jtb4bWAH8wHthCX+WkxTFihlx/GVPJQ5H4HTiF5S30D1gl/4VP7cmJ56osCDePGL+yZIF5a0EWRS5GbFGhzIu7iYWi9a6Ydjj5nG8V0xCX1g5ncqWHnaUmP+q0F0fnWwgxGqR+mB+LjTIypXzp/Fe4RnTjw4rqGhlQWo04SFWo0MZF3eTwzuuEWFfVEp9EXgTeNt7YQl/d/XCacRNCQmocvqbTzWwcmYcEbKKqd+7OS+Nzn6bqUvp9w3aOVzV5lcTI4e423n/T8BjOEu6LAEe11p/15uBCf8WGmTl9vwM3j9eT1VLj9HhTFhVSw8ljd3SDBYgVmfHkxwdymsHa4wO5ZwKylvptzm4YJb/3SGPmliUUjlKqbUAWutXtNbf1lr/A9CslMr2SYTCb92zJhOLUjy5o9zoUCZsaC2PS+dKYgkEVoviptw0Pj7VSLNJRy9uKXI2vfrjsP2x7lj+F+gc4fke18+EOKeUmHCuX5zCC/sq/XYdjCHvFp5hTnIUWQnmX71PuOemvDRsDs0bR8xZ4mVLUSMrZvhn0+tYiSVLa33k7Ce11gVAllciEgHlvgtm0j1g54W9VUaHct5augfYV97CVQv8Y0KdcM+8lGjmToviFRM2h9W191JU38VFs/2z0OlYiSVslJ+FezIQEZgWpcewckYcT+4ow2b3z6WLPzhRj0PDlQs8Wi5PmMAtS9M4XNVGaWPX2C/2oa2uCszrZvtn0+tYiWWfUurLZz+plLoPkIW+hFv+/sKZ1Lb38fYx888bGMl7hWdIiw1nQWq00aEID7txSRpKYbpO/C1FjUyLDmN2sv/UBxturMTyLeBLSqmPlVKPuLYtwN8D3/R+eCIQXDY3iaz4CP6wrdTvqh5399vYerqJK+Yny2z7ADQtJoy12Qm8eqjGNJN5bXZnhYd1sxP99pwbNbForeu11muAnwDlru0nWuvVWmv/vPwUPmexKB5Yl83h6nae2lludDjjsrWokQGbg6ukGSxgbViWTlVLLztLmo0OBYDD1W109Nm4aLb/Fjp1dx7LZq31r1zbR94OSgSezy3P4PJ5Sfz7Wyc46Kp/5A/eLTzD1IhglvvRIktifK5eOI2pEcGmmcy75VQjFgUX5Phnxz1IWRbhI0opHrktl+ToML7+l4O0dg8YHdKYBu0OPjzZwGXzkgmyykclUIUFuybznqinvqPP6HDYUtRI3vSpxET470Jy8mkRPhMTEcxvv7CUxs5+vv3XQ6Zp0z6X3aXNdPbZpBlsErhzxXTsDs0L+4wdFt/SPcCRmnbW+XEzGEhiET62OD2WH1w/j82nGnne4A/xWN44XEdEiJULZ/lvk4RwT1bCFC6clcBzeysNHRb/zrEzaO3/FR4ksQif+7tVmaycEcfD7540bZNYz4CNN47Uct2iFMKC/auyrDg/X1iZSV17H5tPNRoWw2uHashOnOL3Q9slsQifU0rxk/UL6Oyz8V/vnTI6nBG9dfQM3QN2bl+eYXQowkcun5dEcnQof95jTCd+bVsve8tauCk3zW+HGQ+RxCIMMXdaNHevzuS5vZUcrW43OpzP+GtBFTMSppCfKaPBJosgq4U7lk9nS1EjFc3dPj/+psO1ANyYm+rzY3uaJBZhmH+4YjbxU0L5wcZjpurIL2vqZm9ZCxuWpfv9laMYny+snE6wxcLjW0t9fuzXDtaQNz2WzHj/L3QqiUUYJjosmO9dM5dDVW38tcA8Hfkv7a/CouDWpelGhyJ8LCk6jFuXpfNiQTUNPhx6fOpMJyfPdHJTbprPjulNkliEoW7OS2PFjDh+/tYJU8whsDs0L++vYd3sRKbFjFaDVQSqB9bNxOZw8MT2Mp8dc+OhGqwWxXWLU3x2TG+SxCIMZbEofnHrYgZsDv711WOG1xLbdrqRMx193JYvnfaTVWb8FK5fnMqzuyto7/H+OkIOh2bjoVouyEkgITLU68fzBUkswnAzEqbwnStn88GJel43eNGlF/ZVMTUimMvm+fc8AjExD16cTfeAnad3lXv9WPsrW6lp6+WmPP/vtB8iiUWYwr1rZ7AkPYYfbyo0bKnYmrZe3jtez235GYQGydyVyWxeSjSXzU3iyR1l9AzYvHqsJ3eUERUaxJXzA6fCgyQWYQpBVgsPb1hCZ98g//LqUUOaxJ7ZVQ7APWuyfH5sYT5fvSSH1p5Br1bkLmns4u1jZ7hrdSZTQv1vCeJzkcQiTGPOtCgeunou7xbW8+uPin167J4BG8/tqeSqBcmkxcriqAKWZU7l8nnJ/OajYq+NEHtsSwkhVgv3XjDDK/s3iiQWYSr3XTCDm/PSeOT9It4r9N2SP68cqKGjz8a9awPrAy4m5gfXz2PQrvnPd056fN917b28erCGzy3PCJhO+yGSWISpKKX4j1sWsTg9hn944RBF9Z1eP6bDoXlyRxmL02NYJjPtxTCZ8VO478IZvHKgxuPrCP1+axkODV++cKZH92sGkliE6YQFW3nsrmWEhwTxlT/tp3fA7tXjbStuoqSxmy+tzZKZ9uIzvnZJDklRofx4U6HHKkS0dA/w3N5K1i9JJSMuwiP7NBNJLMKUUmLC+b87cylr6ubhdz3fDDFEa83vt5aSGBXKdYsCZ7in8JzI0CAeunouh6vbeXG/ZypE/H5bKb2Ddh68ONsj+zMbSSzCtNZkJ/DFNVk8uaOc3aXeWY/8v987xfbiJh5Yl01IkHwcxMhuzktjRVYcP3n9OMUNE2uePVTVxuNbS7llaRqzkqM8FKG5GPZJUkr9l1LqpFLqiFLqVaVUrFGxCPP67tVzyIqP4J9eOkx3v2fnEzy5o4zfbC7hzhXTuXdtlkf3LQKLxaL45Z25hAdb+cqf9tN1nudi74Cdb79wiKSoUH50wwIPR2keRl6ivQ8s1FovBoqA7xkYizCpiJAg/uu2JVS39vIfb5/w2H43Ha7lp28c56oFyfzbTQulb0WMKSUmnF/dmUdZUzcPvXzkvOZa/eKdk5Q2dfPfty0hJtx/17Qfi2GJRWv9ntZ6KO3vBqSUrBjR8qw47ls7g2d3V/Lrj05PePLk7tJmvvPXQyzPiuOXd+RhtUhSEe5Zk5PAP141hzeP1PGHbeMrUrntdCNP7Szni2uyWJsT2Mtdm2Wq573AC0YHIczroWvm0tw9wH+/V0RDZz8/umHBeSWEyuYeHnx2PxlxEfz+7nxZdliM24Prsjlc1cbP3zpBU3c/371q7pjn4rbTjXztzwfITpzCP18z10eRGseriUUp9QEwUgGcf9Vab3S95l8BG/DnUfZzP3A/wPTp070QqTC7YKuFR25bQmJUKI9vLaWxs59Hb88lPMT9xNDRN8h9T+/DoeGJe5YHdFOE8B6lFL/+/FJ+vKmQx7aUcrq+i1/ekUtU2GfPJ601T+0s59/ePEFOYiR/uGdyXMwoI8uUK6XuAR4ALtNa97jznvz8fF1QUODdwISp/WFbKf/25gmy4iN4eMMSVsyIG/M9NruD+54uYEdxE8/ct4I12YHdFCF840+7K/jxpkLSYsO5dWk6Vy1MZk5yFK09gxSUt/D6kTpeP1zLlfOTefRzuUQaWA9MKbVfa53vk2MZlViUUlcDjwLrtNaN7r5PEosA2FnSxEMvH6G6tZd7Vmfx3avnEBEy8od20O7gO389zKbDtfz85oV8YWWmj6MVgWxXSTP//d4pDlS2ojXETQmhpXsAgBCrhQcuzuZbl83CYnBf3mRJLMVAKDA0QWG31vqBsd4niUUM6e638fA7J3l6VwWpMWF8//r5XLNw2qdGePUN2vn6Xw7ywYl6Hrp6bsBOSBPGa+js44PjDRRUtDArKYrlWVNZmBZjmqavSZFYzpckFnG2gvIWfrCxkBN1HVyQk8DdqzOJDAsiPNjKo+8Xse10Ez9dv4C7V2cZHaoQhpHEMgpJLGIkNruDZ3dX8Mj7RXT2/W3ymkXBwxuWsGGZjGYXk5svE4tZhhsLMSFBVgtfXDuDm5emU9bUTe+And5BGykx4cxLiTY6PCEmFUksIqDEhAeTmyHVgYQwklTdE0II4VGSWIQQQniUJBYhhBAeJYlFCCGER0liEUII4VGSWIQQQniUJBYhhBAeJYlFCCGER0liEUII4VGSWIQQQniUJBYhhBAeJYlFCCGER0liEUII4VGSWIQQQniU3y30pZTqBE4ZHccYEoAmo4Nwg8TpWRKn5/hDjOA/cQLM0VpH+eJA/rgeyylfrYJ2vpRSBWaPESROT5M4PccfYgT/iROcsfrqWNIUJoQQwqMksQghhPAof0wsjxsdgBv8IUaQOD1N4vQcf4gR/CdO8GGsftd5L4QQwtz88Y5FCCGEmWmtvboBGcBm4ARQCHzT9Xwc8D5w2vV1quv5eNfru4Bfn7WvO4GjwBHgHSDhHMdc5npdMfB//O3O7CLgAGADNpgxxmE/3wBoIN+McQL/AxxybUVAm8Fx/hyoArrOej4UeMEV/x4gy0txfs4VYyHw8CifByPPzQnF6MNzc6K/S1+dm+7G6Ytz8wpgv+v3sR+41N3/z/M9N0fbfJFYUoClru+jXP/R84GHgX92Pf/PwC9c308BLgAeGP4fiXNodAOuPyyu9//4HMfcC6wGFPA2cI3r+SxgMfAMn/7wmibGYTFsBXbz6Q+vqeIc9ppvAH80OM5VruOe/eH9KvA71/d3AC94Ic54oBJIdD1+GrjMZOfmhGP00bnpkTh9cG6OJ05fnJt5QKrr+4VAzXh+T+dzbo62eb0pTGtdp7U+4Pq+E2cGTgPW4/zPwPX1JtdrurXW24G+s3alXNsUpZQCooHas4+nlEoBorXWu7Tzt/LMsH2Xa62PAA6zxujyM5wn0Kf2b8I4h9wJPGdUnK597NZa143wo+HHfAm4zLUvT8Y5EyjSWje6Hn8A3Hp2IAafmxOO0cXb56an4hzirXPTrThd+/DFuXlQaz302SgEwpRSoe7+ns7n3ByNT/tYlFJZODPrHiB56Jft+po02nu11oPAgzhv1WpxZu8nRnhpGlA97HG16zm/iFEplQdkaK3fMHOcw+LIBGYAHxkY52jScDZDoLW2Ae04rzY9FifOpoO5SqkspVQQzg9kxjliMeTc9ESMvjg3PRHnsDi8dm6OI87ReOvcvBU4qLXux/1zbkLn5tl8lliUUpHAy8C3tNYd5/H+YJx/ZPKAVJxtm98b6aUjPKf9IUallAVn+/B3zBznWY/vAF7SWtsNjHPU3Yzw3Kf+DRONU2vd6orzBWAbUI6zPXrcsZyL0TH66tz08O/Sa+fmOOIcjcfPTaXUAuAXwFfcPcY4X+cWnyQW1x+Il4E/a61fcT1d77r9GroNaxhjN7kAWusS163aX4E1SimrUuqQa/spzkybPux96Zyj+cSEMUbhbB/9WClVjrNtdpNS6pOSESaJc7g7GNbUYFCco6nGdSXpurKMAVo8HCda69e11iu11qtx1rI7bbJzc6Ix+urc9OTv0pvnprtxjsaj56ZSKh14Fbhba10y7Bif+T156tw8F68nFleb4RPACa31o8N+tAm4x/X9PcDGMXZVA8xXSiW6Hl/h2qdda53r2n7ouj3sVEqtch377rH2bZYYtdbtWusErXWW1joLZwfpjVrrAjPFOez3NgeYCuwavnNfxznGPoYfcwPwkStJeTJOlFJJrq9TcXbK/sFk5+aEYvThuemR36UPzk234hxjFx47N5VSscCbwPe01juGXjzK/+eEz81RaTd6+Cey4RxRoXE2YwwNAbwWZ1vihziHzX0IxA17TznOzN2FM5POdz3/AM5OrCPA60D8OY6ZDxwDSoBf87dhc8td++sGmoFCs8V41ms+5tMjb0wVJ/Bj4D9N8n/+sOt9DtfXH7ueDwNexNkmvheY6aU4nwOOu7Y7Rvk8GHluTihGH56bE44T35yb7sbp9XMT+L7r3Dk0bEty9//zfM7N0TaZeS+EEMKjZOa9EEIIj5LEIoQQwqMksQghhPAoSSxCCCE8ShKLEEIIj5LEIsQolFJ21ySyQqXUYaXUt5VzFvpo78lSSn3eVzEKYTaSWIQYXa92TiJbgHOC5rXAj8Z4TxYgiUVMWjKPRYhRKKW6tNaRwx7PBPYBCUAm8CecpdUBvq613qmU2g3MA8pwVqD9P+A/gYtxrsHxG631Yz77RwjhY5JYhBjF2YnF9VwrMBfoBBxa6z6l1CzgOa11vlLqYuAftdbXu15/P85Z0P+mlAoFdgC3aa3LfPqPEcJHgowOQAg/NFQJNhj4tVIqF7ADs8/x+iuBxUqpDa7HMcAsnHc0QgQcSSxCjIOrKcyOs6rsj4B6YAnO/sqzF4P65G3AN7TW7/okSCEMJp33QrjJVWX5dziXqNU47zzqtNYO4C7A6nppJ84y80PeBR50lUFHKTVbKTUFIQKU3LEIMbpwpdQhnM1eNpyd9UNlzH8LvKyUug3YjLP6Kzgr0tqUUoeBp4Bf4hwpdsBVkryRkZfRFSIgSOe9EEIIj5KmMCGEEB4liUUIIYRHSWIRQgjhUZJYhBBCeJQkFiGEEB4liUUIIYRHSWIRQgjhUZJYhBBCeNT/B6z+zaZeOi89AAAAAElFTkSuQmCC\n", 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" ] @@ -875,6 +884,8 @@ "plt.axhline(y=0, color='r', linestyle='-')\n", "ax.set_xlim(\"2018-01-01\",'2020-01-01')\n", "ax.set_ylim(-2.5,2.5)\n", + "plt.xlabel(\"Date\")\n", + "plt.ylabel(\"Concentration CO_2 - fit \")\n", "\n", "plt.show()" ] @@ -897,7 +908,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -929,6 +940,8 @@ "plt.axhline(y=0, color='r', linestyle='-')\n", "ax.set_xlim(\"2018-01-01\",'2020-01-01')\n", "ax.set_ylim(-2.5,2.5)\n", + "plt.xlabel(\"Date\")\n", + "plt.ylabel(\"Concentration CO_2 - fit\")\n", "\n", "plt.show()" ] @@ -977,12 +990,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Nous créons une nouvelle liste de date pour avoir des dates jsuqu'en 2025. Nous définissons la pas de temps à 1 semaine en utilisans la fonction * timedelta*." + "Nous créons une nouvelle liste de date pour avoir des dates jusqu'en 2025. Nous définissons la pas de temps à 1 semaine en utilisans la fonction *timedelta*." ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 13, "metadata": { "scrolled": true }, @@ -1944,13 +1957,7 @@ "1977-06-25 00:00:00\n", "1977-07-02 00:00:00\n", "1977-07-09 00:00:00\n", - "1977-07-16 00:00:00\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "1977-07-16 00:00:00\n", "1977-07-23 00:00:00\n", "1977-07-30 00:00:00\n", "1977-08-06 00:00:00\n", @@ -2339,7 +2346,13 @@ "1985-01-05 00:00:00\n", "1985-01-12 00:00:00\n", "1985-01-19 00:00:00\n", - "1985-01-26 00:00:00\n", + "1985-01-26 00:00:00\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "1985-02-02 00:00:00\n", "1985-02-09 00:00:00\n", "1985-02-16 00:00:00\n", @@ -2636,13 +2649,7 @@ "1990-09-22 00:00:00\n", "1990-09-29 00:00:00\n", "1990-10-06 00:00:00\n", - "1990-10-13 00:00:00\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "1990-10-13 00:00:00\n", "1990-10-20 00:00:00\n", "1990-10-27 00:00:00\n", "1990-11-03 00:00:00\n", @@ -2985,7 +2992,13 @@ "1997-04-19 00:00:00\n", "1997-04-26 00:00:00\n", "1997-05-03 00:00:00\n", - "1997-05-10 00:00:00\n", + "1997-05-10 00:00:00\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "1997-05-17 00:00:00\n", "1997-05-24 00:00:00\n", "1997-05-31 00:00:00\n", @@ -3653,13 +3666,7 @@ "2010-04-17 00:00:00\n", "2010-04-24 00:00:00\n", "2010-05-01 00:00:00\n", - "2010-05-08 00:00:00\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "2010-05-08 00:00:00\n", "2010-05-15 00:00:00\n", "2010-05-22 00:00:00\n", "2010-05-29 00:00:00\n", @@ -3723,7 +3730,13 @@ "2011-07-09 00:00:00\n", "2011-07-16 00:00:00\n", "2011-07-23 00:00:00\n", - "2011-07-30 00:00:00\n", + "2011-07-30 00:00:00\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ "2011-08-06 00:00:00\n", "2011-08-13 00:00:00\n", "2011-08-20 00:00:00\n", @@ -4319,13 +4332,7 @@ "2022-12-31 00:00:00\n", "2023-01-07 00:00:00\n", "2023-01-14 00:00:00\n", - "2023-01-21 00:00:00\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ + "2023-01-21 00:00:00\n", "2023-01-28 00:00:00\n", "2023-02-04 00:00:00\n", "2023-02-11 00:00:00\n", @@ -4430,8 +4437,32 @@ "2025-01-04 00:00:00\n", "2025-01-11 00:00:00\n", "2025-01-18 00:00:00\n", - "2025-01-25 00:00:00\n" + "2025-01-25 00:00:00\n", + "\n", + "\n" ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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"\u001b[0;32m/opt/conda/lib/python3.6/site-packages/scipy/interpolate/polyint.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m 76\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 77\u001b[0m \"\"\"\n\u001b[0;32m---> 78\u001b[0;31m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx_shape\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_prepare_x\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 79\u001b[0m \u001b[0my\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_evaluate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 80\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_finish_y\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx_shape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/scipy/interpolate/polyint.py\u001b[0m in \u001b[0;36m_prepare_x\u001b[0;34m(self, x)\u001b[0m\n\u001b[1;32m 88\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_prepare_x\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 89\u001b[0m \u001b[0;34m\"\"\"Reshape input x array to 1-D\"\"\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 90\u001b[0;31m \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_asarray_validated\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcheck_finite\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mas_inexact\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 91\u001b[0m \u001b[0mx_shape\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 92\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mravel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx_shape\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - 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"\u001b[0;31mValueError\u001b[0m: object arrays are not supported" - ] - } - ], - "source": [ - "from scipy import interpolate\n", "\n", - "date_tampon=[]\n", - "for i in range(len(raw_data[\"convert\"])):\n", - " date_tampon.append(raw_data[\"convert\"][i])\n", - " \n", - " \n", - "y=signal.savgol_filter(raw_data['Concentration'], 57, 1)\n", + "#date_convert=pd.Series(date_convert) \n", + " \n", + "for i in range(len(date_extra)):\n", + " print(date_extra[i])\n", + " \n", + " \n", + "print(type(date_extra[0]))\n", + "print(type(raw_data[\"convert\"]))\n", "\n", - "f = interpolate.interp1d(date_tampon, y) \n", - "#xnew=[]\n", + "date_convert = pd.DataFrame({\"convert\":date_convert}) \n", "\n", - "#xnew = np.arange(date_extra[0], 2*delta+date_extra[-1], delta) \n", + "raw_data=raw_data.append(date_convert, ignore_index=True)\n", "\n", - "ynew = f(date_tampon)\n", + "raw_data=raw_data.interpolate(method ='linear', limit_direction ='forward')\n", "\n", - "plt.plot(date_tampon, y)\n", - "#plt.plot(date_extra, ynew)\n", - "plt.show()" + "raw_data.plot(\"convert\",\"Concentration\")\n", + " " ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], - "source": [] + "source": [ + "Nous avons maintenant un liste qui contient une suite de date jusqu'un 2025 et nous allons l'tuiliser pour extrapoler les données. Nous ne sommes pas parvenu à trouver les focntions pour exrrapoler correctement els données, nous ne pouvons aller plus loin. " + ] }, { "cell_type": "code",