{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Concentration de CO2 dans l'atmosphère depuis 1958" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import os\n", "import requests\n", "import isoweek" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Import des données\n", "\n", "Les données ont été téléchargées au format csv depuis le site Web de [l'Institut Scripps](https://scrippsco2.ucsd.edu/data/atmospheric_co2/primary_mlo_co2_record.html\\) le 01/02/2025." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "data_url = 'https://scrippsco2.ucsd.edu/assets/data/atmospheric/stations/in_situ_co2/weekly/weekly_in_situ_co2_mlo.csv'" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Données locales déjà existantes.\n" ] }, { "data": { "text/html": [ "
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dateconcentration
0----------------------------------------------...NaN
11958-03-29316.19
21958-04-05317.31
31958-04-12317.69
41958-04-19317.58
51958-04-26316.48
61958-05-03316.95
71958-05-17317.56
81958-05-24317.99
91958-07-05315.85
101958-07-12315.85
111958-07-19315.46
121958-07-26315.59
131958-08-02315.64
141958-08-09315.10
151958-08-16315.09
161958-08-30314.14
171958-09-06313.54
181958-11-08313.05
191958-11-15313.26
201958-11-22313.57
211958-11-29314.01
221958-12-06314.56
231958-12-13314.41
241958-12-20314.77
251958-12-27315.21
261959-01-03315.24
271959-01-10315.50
281959-01-17315.69
291959-01-24315.86
.........
33812024-06-08427.01
33822024-06-15427.10
33832024-06-22426.54
33842024-06-29425.41
33852024-07-06425.73
33862024-07-13426.10
33872024-07-20424.36
33882024-07-27424.72
33892024-08-03424.42
33902024-08-10422.50
33912024-08-17422.80
33922024-08-24421.45
33932024-08-31421.57
33942024-09-07421.81
33952024-09-14421.39
33962024-09-21421.77
33972024-09-28421.51
33982024-10-05421.86
33992024-10-12422.13
34002024-10-19422.16
34012024-10-26422.36
34022024-11-02423.15
34032024-11-09423.18
34042024-11-16423.51
34052024-11-23424.03
34062024-11-30424.44
34072024-12-07424.93
34082024-12-14424.79
34092024-12-21425.35
34102024-12-28425.57
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3411 rows × 2 columns

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" ], "text/plain": [ " date concentration\n", "0 ----------------------------------------------... NaN\n", "1 1958-03-29 316.19\n", "2 1958-04-05 317.31\n", "3 1958-04-12 317.69\n", "4 1958-04-19 317.58\n", "5 1958-04-26 316.48\n", "6 1958-05-03 316.95\n", "7 1958-05-17 317.56\n", "8 1958-05-24 317.99\n", "9 1958-07-05 315.85\n", "10 1958-07-12 315.85\n", "11 1958-07-19 315.46\n", "12 1958-07-26 315.59\n", "13 1958-08-02 315.64\n", "14 1958-08-09 315.10\n", "15 1958-08-16 315.09\n", "16 1958-08-30 314.14\n", "17 1958-09-06 313.54\n", "18 1958-11-08 313.05\n", "19 1958-11-15 313.26\n", "20 1958-11-22 313.57\n", "21 1958-11-29 314.01\n", "22 1958-12-06 314.56\n", "23 1958-12-13 314.41\n", "24 1958-12-20 314.77\n", "25 1958-12-27 315.21\n", "26 1959-01-03 315.24\n", "27 1959-01-10 315.50\n", "28 1959-01-17 315.69\n", "29 1959-01-24 315.86\n", "... ... ...\n", "3381 2024-06-08 427.01\n", "3382 2024-06-15 427.10\n", "3383 2024-06-22 426.54\n", "3384 2024-06-29 425.41\n", "3385 2024-07-06 425.73\n", "3386 2024-07-13 426.10\n", "3387 2024-07-20 424.36\n", "3388 2024-07-27 424.72\n", "3389 2024-08-03 424.42\n", "3390 2024-08-10 422.50\n", "3391 2024-08-17 422.80\n", "3392 2024-08-24 421.45\n", "3393 2024-08-31 421.57\n", "3394 2024-09-07 421.81\n", "3395 2024-09-14 421.39\n", "3396 2024-09-21 421.77\n", "3397 2024-09-28 421.51\n", "3398 2024-10-05 421.86\n", "3399 2024-10-12 422.13\n", "3400 2024-10-19 422.16\n", "3401 2024-10-26 422.36\n", "3402 2024-11-02 423.15\n", "3403 2024-11-09 423.18\n", "3404 2024-11-16 423.51\n", "3405 2024-11-23 424.03\n", "3406 2024-11-30 424.44\n", "3407 2024-12-07 424.93\n", "3408 2024-12-14 424.79\n", "3409 2024-12-21 425.35\n", "3410 2024-12-28 425.57\n", "\n", "[3411 rows x 2 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "file_path = r\"C:\\Users\\33612\\Downloads\\weekly_in_situ_co2_mlo.csv\"\n", "\n", "if not os.path.exists(file_path):\n", " response = requests.get(data_url)\n", " with open(file_path, \"wb\") as file:\n", " file.write(response.content)\n", " print(\"Téléchargement des données et sauvegarde locale.\")\n", "else:\n", " print(\"Données locales déjà existantes.\")\n", "\n", "raw_data = pd.read_csv(file_path, names=[\"date\", \"concentration\"], skiprows=range(1,44)) # retrait des commentaires en haut du fichier .csv\n", "raw_data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Traitement des données" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Recherche d'éventuelles retrait des lignes vides :" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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dateconcentration
0----------------------------------------------...NaN
\n", "
" ], "text/plain": [ " date concentration\n", "0 ----------------------------------------------... NaN" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "raw_data[raw_data.isnull().any(axis=1)]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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dateconcentration
11958-03-29316.19
21958-04-05317.31
31958-04-12317.69
41958-04-19317.58
51958-04-26316.48
61958-05-03316.95
71958-05-17317.56
81958-05-24317.99
91958-07-05315.85
101958-07-12315.85
111958-07-19315.46
121958-07-26315.59
131958-08-02315.64
141958-08-09315.10
151958-08-16315.09
161958-08-30314.14
171958-09-06313.54
181958-11-08313.05
191958-11-15313.26
201958-11-22313.57
211958-11-29314.01
221958-12-06314.56
231958-12-13314.41
241958-12-20314.77
251958-12-27315.21
261959-01-03315.24
271959-01-10315.50
281959-01-17315.69
291959-01-24315.86
301959-01-31315.42
.........
33812024-06-08427.01
33822024-06-15427.10
33832024-06-22426.54
33842024-06-29425.41
33852024-07-06425.73
33862024-07-13426.10
33872024-07-20424.36
33882024-07-27424.72
33892024-08-03424.42
33902024-08-10422.50
33912024-08-17422.80
33922024-08-24421.45
33932024-08-31421.57
33942024-09-07421.81
33952024-09-14421.39
33962024-09-21421.77
33972024-09-28421.51
33982024-10-05421.86
33992024-10-12422.13
34002024-10-19422.16
34012024-10-26422.36
34022024-11-02423.15
34032024-11-09423.18
34042024-11-16423.51
34052024-11-23424.03
34062024-11-30424.44
34072024-12-07424.93
34082024-12-14424.79
34092024-12-21425.35
34102024-12-28425.57
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3410 rows × 2 columns

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" ], "text/plain": [ " date concentration\n", "1 1958-03-29 316.19\n", "2 1958-04-05 317.31\n", "3 1958-04-12 317.69\n", "4 1958-04-19 317.58\n", "5 1958-04-26 316.48\n", "6 1958-05-03 316.95\n", "7 1958-05-17 317.56\n", "8 1958-05-24 317.99\n", "9 1958-07-05 315.85\n", "10 1958-07-12 315.85\n", "11 1958-07-19 315.46\n", "12 1958-07-26 315.59\n", "13 1958-08-02 315.64\n", "14 1958-08-09 315.10\n", "15 1958-08-16 315.09\n", "16 1958-08-30 314.14\n", "17 1958-09-06 313.54\n", "18 1958-11-08 313.05\n", "19 1958-11-15 313.26\n", "20 1958-11-22 313.57\n", "21 1958-11-29 314.01\n", "22 1958-12-06 314.56\n", "23 1958-12-13 314.41\n", "24 1958-12-20 314.77\n", "25 1958-12-27 315.21\n", "26 1959-01-03 315.24\n", "27 1959-01-10 315.50\n", "28 1959-01-17 315.69\n", "29 1959-01-24 315.86\n", "30 1959-01-31 315.42\n", "... ... ...\n", "3381 2024-06-08 427.01\n", "3382 2024-06-15 427.10\n", "3383 2024-06-22 426.54\n", "3384 2024-06-29 425.41\n", "3385 2024-07-06 425.73\n", "3386 2024-07-13 426.10\n", "3387 2024-07-20 424.36\n", "3388 2024-07-27 424.72\n", "3389 2024-08-03 424.42\n", "3390 2024-08-10 422.50\n", "3391 2024-08-17 422.80\n", "3392 2024-08-24 421.45\n", "3393 2024-08-31 421.57\n", "3394 2024-09-07 421.81\n", "3395 2024-09-14 421.39\n", "3396 2024-09-21 421.77\n", "3397 2024-09-28 421.51\n", "3398 2024-10-05 421.86\n", "3399 2024-10-12 422.13\n", "3400 2024-10-19 422.16\n", "3401 2024-10-26 422.36\n", "3402 2024-11-02 423.15\n", "3403 2024-11-09 423.18\n", "3404 2024-11-16 423.51\n", "3405 2024-11-23 424.03\n", "3406 2024-11-30 424.44\n", "3407 2024-12-07 424.93\n", "3408 2024-12-14 424.79\n", "3409 2024-12-21 425.35\n", "3410 2024-12-28 425.57\n", "\n", "[3410 rows x 2 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = raw_data.dropna().copy()\n", "data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Conversion de la première colonne au format `datetime` :" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "data[\"date\"] = pd.to_datetime(data[\"date\"], format=\"%Y-%m-%d\") # Conversion de la première colonne en dates" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Premier aperçu des données :" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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iIiIifSRovHldYwsdXcFF0QUGq7fup/FgTycQA+6/6SJmBYwsB38nkDs+WO17Rm32zh4daBQRERHpA19+8g1+unE3AIUF8PSyK6ipCmXtX11gxvp3DnnWKkYWs3RhJeFIlCfWNfkOK86fNtrTCSTR+eOxVxvBjDuunKFuIGeRMtciIiIiZ+iB5xuSgTVAVzd8e1UDADVVIcpLvANgKkYWA9DZ7XwjzU+e6kq+92dXTPf9rEMBva2XLqzkN//9an7z1asUWJ9lCq5FREREztAvt+z1rW3ffyz5/am09PPBY5kPHF4weVTy+6boCd/9sSOK38sWpZ8ouBYRERE5Q/PPG+NbmzgqdiAxHIly8lRuBwwNWL5kTvJ6/1H/IcgxZQquz2UKrkVERERyUFvfxGe/Vx84rvzIyVO+ta37WglHooGTFy3Dz3h/Wj31jIoRvmcqykty37T0Ox1oFBEREenF/3y+gYdfbgTglW0HATy1zX/Yd8z3TreLjTRPn7xowLLF1ayIf16qy9MOP7ak1VcbcMsl097LH0H6iTLXIiIiIlmEI9FkYJ2wavMez/3dAbXRADtbjvvWpowp5bq5kwKz163tnZ7rJfMme66XLa72ZLbl3KPMtYiIiEgWQWUdrSkdPp7d0BwwXzFmzPBhnDjV7lm7+5pZPJPhnQOt3mcT2fFVm/ewZN5kdQIZAPKeuTazQjN7w8x+Eb8ea2YvmNm2+P+GUp79upltN7OtZvbRfO9NREREpDc7DvhLPjY2H0kOikkPiFPtO+q9d9fiapYurORglnfSLV1YyQ+/sFCB9QDRH2UhXwYaUq6XAy8652YBL8avMbMLgduBucD1wHfNrBARERGRPAuarJhYzzRd8ZkNzQC8e6gt8D5Aeo+QynGxA4rjMxxK1GHFgS+vwbWZTQM+BvxHyvKngO/Hv/8+cGPK+pPOuXbn3DvAduCyfO5PREREpLa+iU+vWMs//morf/xonSfATgTQQYzY8Jj0A4vZJGq1b85wKFGHFQe+fGeuHwT+Gu9/uE10zu0BiP/vhPj6VODdlOea42siIiIieRGORLn3uU3JEeMdnd08mxJQZ2qZB1BeUhTY8aMgy0uJA4o1VSHuWlztuXeXDisOCnkLrs3s48B+51w411cC1nz/DmNmd5rZ62b2+oEDB85ojyIiIjK0Pbxmhy/Y2J9SDz13yuiM777W2BK4/uWPzAIgVDbMs37j/CmeuunlN8zhWzddxIdmVfCtmy5i+Q1zkIEvn91CrgQ+aWY3AKXAKDP7EbDPzCY75/aY2WRgf/z5ZuC8lPenAbvTP9Q59wjwCMCll16a6XCuiIiISK/2BUxATM32Rdsyjynv6PRPXVw8q4KieOo62tbTUcSAWRPLfc8vXVipg4qDTN4y1865rzvnpjnnphM7qPhb59yfAD8D/jT+2J8CP41//zPgdjMrMbMZwCxgXb72JyIiIhI0AfHFt/cn665DGUaNFxUap7q9Ob7Rw4v4wRcW8sO6iO95l+WzZHA5G0NkHgCuM7NtwHXxa5xzW4CngbeAXwJ3O+e6zsL+REREZAgIR6L8/Pd7fOtd3Y66xhbCkSj/65dvB77b3e04lZa5nh3PTLcHZLQBXtq6P3BdBpd+GSLjnHsJeCn+fQvwkQzP3Q/c3x97EhERkaGtrrGFru7gCtNQWTG3/PvajO92O4ikteAbE89M33bpeYEHHYNKUGTw0fhzERERGbRq65v47Pfqqa1v8t3LVqax8o3MLfgySfSoXn7DHKaM9vervm2BaquHAo0/FxERkUGptr6Je+Kjy1/ZdhDoGScejkST94Js3++fyphNYYG3R/WE8lJ2H+npOlI1tkwHF4eIXjPXZjbBzG4ys7vN7A4zu8zMlPEWERGRc9pjv3vHe/1qT6lGtuEwAKOGD/Ot3bW4msumB/ehnjFuhKdH9dGTpzz3hxVm65gtg0nGINnMrjGzXwH/CSwBJgMXAvcBm8zs78xsVP9sU0RERCR34UjUl33efuB4sgvI9n3Zpyqmt+BbPKsiax/qsSO8JSYzJ3jb7s0YP7LXPcvgkK0s5Abgi845X5GSmRUBHyfW7eOZPO1NRERE5D2pyzDgZcWaHTz6uUtpamkLvJ9w5ESn5zpx7DFTJ5AxafXbd101k9Vv76OzG4oKYtcyNGQMrp1z/yPLvU5gZV52JCIiInKGFlWPw/CPen6jKUo4EmVvyhTGhAIgOHTuGVt+24JK3mzOXKudUFMV4qllV1DX2MKi6nEaaz6E9Hqg0czGAJ8Dpqc+75z7y/xtS0RERCS78M5D/Hbrfj58wcScg9eDxzp4NqDe+r9cOJHO7m5++/YB3705k8qThxGXLqzkH3/1tmf6IvR0CklVUxVSUD0E5XIw8XligfUmIJzyJSIiInJWhCNRbn+0jodW7+DWh1/ztdp7eM0OX9Y6YUO87jqhwGDZVTMpKggOi6aNLfNcFxf6n0vtFCJDWy6t+Eqdc1/N+05EREREcvTshmZOdcXC565uxzdWbmL2pPJkprjx4PGM776Tdm/ymOHUVIUYH5B9Bkjv83HhlHL2be0pK1kwXRlq6ZFL5vqHZvZFM5tsZmMTX3nfmYiIiEiAcCTKU+vf9ax1udhhRYj1t87Wp/pUV3Bl9dwpo3P6+f/tw++jKB5BFRXA8iWZu4jI0JNL5roD+EfgXnrOBTigOl+bEhERkaErHImyYs0O9h89yW0LKn3DV+oaW+gMGFv+YsM+auub+MbK7AcOu9JevXByrLNwevu9hPR6ah1WlGxyCa6/CpzvnDuY782IiIjI0BaORLnt4bUkOt692byJppbjnh7TmcaWdztYtXmPL3juTaJNXqbPDaqn1mFFySSXspAtQPZmkCIiIiJ9IJaV9q6teLkxOfwFYMvuIxnfnzv59ObbnT++Z7JiUOa6qAAF0XJacslcdwEbzWw1kKzeVys+ERER6WuLqscFrtc1tlBTFYrXW/vm2wGxrh+t7Z0Z7wVUknDtnImen53eG/uKmRW5bl0EyC1zvRK4H1iLWvGJiIhIHtVUhaiuKPOtJ0o2gjLbSQ5e3eavYr1x/hT+7Irpga+UDx/m+dk/+dIVVI0to7jQWDyrgh98YeFp/xlkaOs1c+2c+76ZFQMXEPuPua3OueCKfxEREZEzFBpRDAe9Famb46Ugr2zzD3lJ6AYih/yVrLMmlrPx3cPBPyutzrqmKsSav77mNHcs0qPXzLWZ3QDsAP4F+Ddgu5ktyffGREREZOj58pNvEI74A+GDre2EI1HqGg+d1ucVFhiLqsex/+jJwPvZ6rdF3otcykL+GbjGOXe1c+4q4Brgf+d3WyIiIjJYhSNRHlq93XNIMbH+0427M76X6GOdq+njynh62eXUVIWYUTEi8JnTbCwi0qtcDjTud85tT7luBPbnaT8iIiIyiMVa7b1GZ7ejwOAfbrwo2cf6odXbs74blH2eM6mchr2tgc9feX5FstNHy/HgilaNLZe+llMrPjN73sw+b2Z/CvwcWG9mN5vZzXnen4iIiAwi331pe3IATLeDe5/blMxg7zlyIuN7L769j9Ephw8BFs+q4Lyx/sOPCdv29QTdS+ZN9t2/a3G12uxJn8slc10K7AOuil8fAMYCnyD2rynP5mdrIiIiMtisf6fFc+2AZzY0U1MV4mPzJtOwJzgL3dUNL6d1AskWWAO0p7QVSWTHH3u1Ecy448oZvsmPIn0hl24hf9YfGxEREZHBLRyJcvRkl2/d4v87rZdgOd2B1naWXTWTJ+qbCOrOd3laz+ylC/2j1EX6Wi7dQqrN7OdmdsDM9pvZT81sRn9sTkRERAaW2vomPvu9emrr/YNeHs5wIPHmeN3zoy+f3oHFivISaqpCGTPY5WllJCL9IZeykFrgIeCm+PXtwJOAuqqLiIhIUm19E/c8twmAV+IlHKmZ4g3vRgPfe2HLXgC2pJWElBUX0tbhz3RDLNudOIzY3hmcDc807VEkn3I50GjOuR865zrjXz9CnWtEREQkzUOrt2W8rq1v4mBrcMeOp19/l2+vavCtz5syKuPPWpZyGPHG+VN990uHFeiwopwVuQTXq81suZlNN7MqM/tr4D/NbKyZjc33BkVEROTcF45E2XXY2ypv1+GTyU4gqzbvyfhutO0U63Z6s9pjhhfxtSVzKMwQqbS2dya/X37DHGaN9/ax/ujcSaezfZE+k0twfRuwDFgNvAR8CbgDCAOv521nIiIiMmDUNbYErifqrOdOzpyFDvrn8IqRsXrqTwVkpYPeeeG/X82N86cwpmwYN86fwoO3X5zLtkX6XC7dQnR4UUREZIgLR6I8s6EZI3YAMb3kIlRWHPjevqOx7PUjLzd61qeNKaX5cPBIcoA7PlgNQE1liGc37PLcS623TqWAWs4FGYNrM/ugc+7VLPdHAZXOuc152ZmIiIicE8KRKJ9esZb47BeeXN/E08uu8ATY0bbgeurLq8fx7IZmX6u8gxkmJkJsOEziIOSP6iK++x+YNlr11HLOylYWcouZrTWzvzGzj5nZZWa22MzuMLMfAr8AhvfTPkVEROQseWZDczKwhthAl9QDiLX1TdQGBMEQa4eXOikx4bwxmUOIpkNtye/fjbb57h8+cSqXbYucFRkz1865vzKzEPBHwKeBycAJoAF4OFtWW0RERAaPg63tvrX1O6OEI1G27m1Ntt8Lsm1fK4cCstRlJZkrUytT+lZfO2ciKzfu9ty/XocV5RyWtebaORcFHo1/iYiIyCAVjkSpa2xhUfU4X8lFR5e/j7Qjdogx00HGhJUbdzMt5M1SFxhMHFUKHAl8J/WwYqKO+vlNexhWWMBnF1Wx/IY5vf55RM6WXIbIiIiIyCBWW9/EfSs30e2guKiAJ764yBNgHwjIXENsSEvriVPJgTGZHDrmff8jcyZy9ewJ/PqtfYHPL5k32XP94O0X67CiDBi5tOITERGRQSociXLPc5uSNdUdnd08u6HZc79hj79mGmKTFXMZMd52quc4Y2EB3HXVzIwHIG+cP8Uz1VFkoFFwLSIiMoR9Y6W/Xjq1LKOuscVzmDHVyo27AkeMjx8Z3JYPYNLo4dRUhVhUPS4wCMk07lxkoMgaXJvZKDObGbD+/vxtSURERPpLU4u/G0dzSreOIxkyzBA7ePidX73tWSswuLgyS5s8F4vUa6pCTBhV4rvdeOBYb1sWOadlDK7N7FbgbeAZM9tiZgtSbv/ffG9MRERE8m/x7PG+tQ1NPaPIn31jl+9+QkdnN2sbD3nWLpo6mqtnT8j4ztSUFnw3BkxfnDF+ZNb9ipzrsmWu7wFqnHPzgT8DfmhmN8fvWd53JiIiInl378cu9K0db+8iHIm12jt4LHPmemOzv9vHbQsq2bw7uAsIwPkTy5PfL79hDjPHj/DcvyZLYC4yEGQLrgudc3sAnHPrgGuAe83sL/GWY4mIiMg5rLa+ic9+r57a+ibfvb/JUHP9zIZmz8HGhGzZtUnlJSxdWJn1mfSx5amdQQrIPOlRZKDIFly3ptZbxwPta4BPAXPzvTERERE5c1958g3ueW4Tr2w7yD3PbfIE2A8838CLbx8IfO9gazv7j570rBnw+SurMv6si84bA8DNaQF0QsXIYl8P7WsumEDpsAIKDYqHFQQekBQZSLIF119Kv++cOwpcD9yRz02JiIjImfufzzf4phs+tHpb8vunw/7MdML48hLebD7sWbt0eoiPXzQl4zsTymMHFGuqQkwfV+a7H3TQsaYqxON/voiv/pfZPP7ni3zBt8hAk238+ZsAZjaDWKbaAQ3OuUbg8f7ZnoiIiLwX4UiUR15u9K1H204l7weNJU/YsusI+1u990NlxdS9cyjw+QLzZqy/c+t8/ujf1ybrSBP9rYPUVIUUVMugkTG4NrNRwH8AlwIbif1r0AfMLAx8IZ7FFhERkbMk28jyusaWwANSJzpihxWD+lunCjqsOL68hPoM486rK0Z49lBTFeInX7qCZzY0Y8QCbwXQMhRkG3/+L8BbwO3OuW4AMzPgG8C/AZ/L9sFmVgq8DJTEf85PnHP/v5nNB1YApUAn8F/jByYxs68DXwC6gL90zv3qDP5sIiIig1Y4EuWPH6mjo6ubwgLjm59laoLvAAAgAElEQVSa55lsuKh6HIa/A4EDVqzZwVsZpi5mc/Ml0/jC99cH3ps3dbRvTRlpGYqy1Vxf6Zz720RgDeBi/h64PIfPbgc+7Jz7ADAfuN7MFgH/C/i7eIu/v4lfY2YXArcTK0G5HviumRW+lz+UiIjIYPfshmY6umK/oru6Hfet3EQ4EvU8M3p4cA6tIaBV3oWTywOe7HHZ9FigfPX7/H2xAd45eDyXbYsMetmC6zPqZR0PxBNjlobFv1z8a1R8fTSQOGnxKeBJ51y7c+4dYDtw2ZnsQUREZLB68a29nutuR7J1Xiyr/RqHT3QGvnuys9tzvXhWBd+88SIKM/zmLyo0vrZkDgAP3n4xBQHPTRhVepp/ApHBKVtw/Tsz+5t4KUiSmX0DqMvlw82s0Mw2AvuBF5xz9cBXgH80s3eBfwK+Hn98KvBuyuvN8TURERFJEY5E2dvqP4y4v7UdiNVbd3RlHklxsqPLe32qi5qqEF/8ULXvWTP4+0/O85R3fPD8Ct9zmQ4rigw12YLrvwAuArab2TNm9hMz2wF8IH6vV865rnj5xzTgMjObR6zF3185584D/gr4XvzxoP9e9v3NYGZ3mtnrZvb6gQPBvTlFREQGs7oMhwoTv0gXVY/zZJfTM82JcpKEpkNtAOwIKO1wDla+4W3Z94MvLGTxrAqKC43p48p45ktXqLZaJC5bK76jwKfjg2QuJPb/s19zzu043R/inDtsZi8Rq6X+U+DL8Vs/JtaRBGKZ6vNSXptGT8lI6mc9AjwCcOmll2pSpIiIDErhSDRjp41QWXHgO0G/FAsM7vxQNY++2kgipk7PaicGt6QPjUnYvv+Yb+0HX1jY+x9CZAjKmLk2s4+a2R8553Y4537unPuZc26HmX3GzK7r7YPNbLyZjYl/Pxy4FnibWMB8VfyxDwOJbvY/A243s5J4b+1ZwLr3/kcTEREZmMKRKLc9/Bq19U08Xt/EbY+85jmsmGlE+JH4+rMbmumOx8/dDlrbO7lqVvBBRIBZE2OHGW9bUBl4f+aEke/ljyEyJGUrC/k7YE3A+ovA3+fw2ZOB1Wb2e2A9sZrrXwBfBL5jZm8C3wLuBHDObQGeJtb+75fA3c65rsBPFhERGcSe3dBMZ3dPdrmzy/HMhp7SjNYTpwLfez0SJRyJ8mLDPs/6hkiUosLgX/kF1pO5XrqwkuKAU43L44cZRaR32fpclznnfEXNzrm9Zjaitw92zv0euDhg/VWgJsM79wP39/bZIiIig9kf9vp7UB+MH1YE+N2Og4HvdTt4YFUDe4+2e9ajbR1ckqEm+pMfmOIpORlfXsKuwz3lIRUji1VPLXIasmWuS83MF3yb2TBgeP62JCIiMrQdPN7uW0utkm5qacv47o4D/kOJN86fSnlJcD5tRNr63dfM8lx/9brZWXYqIumyZa6fBR41s//mnDsOEM9Y/0v8noiIiPSxcCTKzoP+4DlRT/3Z79Vz5GRw/2og1t4jxdiyYSy/YQ6f/V594OPb9nmz5Ikpj6s272HJvMmeqY8i0rtswfV9wD8AETOLxNcqibXO+0a+NyYiIjIUPbxmR2DXj/U7o9TWN/HKtuCSkIQjafXYY0fEOossmTc58N32tIEyEAuwFVSLvDcZy0Kcc53OueXE2uN9Pv5V6Zxb7pwLPkkhIiIiZ2TLnqOB6w747uptvvXhRd5f5emzY2aMj3X6WLqwkmlj/FMUM3UIEZH3JlvNNQDOuRPOuU3xrxP9sSkREZHBrLa+iWu/8xLX/vMaauubkuvhSJRd0cy/ave1+muxv/GJuViGseXQMzkxHInSfNjbx7pqbJky1CJ9LFtZiIiIiPSx2vom7nluU/I68f3ShZU8vCb7nLa0cmqGDytg6cJKXtl2gFWb9/qeP3/8iGSnj6CpjsMC2u6JyJnpNXMtIiIifeep9U0Z1/ZlmJCYMKq00HP90bmTADjWHnzA8Y4PVie/X1Q9zvdLv3q8hsOI9LWcgmszm2pmV5jZ4sRXvjcmIiIyGDUd8rfKK4nXTbeezH6k6VBbTxC9eFYFD94eGyexZN7kXn9uTVWIf7jpIgriyeqiQmNZvGRERPpOr2UhZvZt4DZikxMTExMd8HIe9yUiIjLo1NY3EW3zZ5kd8MDzDTSmteAbPbyIIyeCs9IlwwoD11Ot2rzHU1O9dGElsyeVU9fYwqLqcRoOI5IHudRc3wjMds75T1GIiIiIx92Ph1m99QDTx5XxzRsv8gSwQSUhEDtsuDVgKuP48lKOnDgW+M47B3sy4Ks27wl8JiijXVMVUlAtkke5lIU0AsPyvREREZGB7itPvsF/btpLW0cXb+1p5dMr1hKORJP3S4qCf+12O+js8vebvuPKGRRm+E09tqznV/PcyaMC76sTiEj/yyVz3QZsNLMXgWT22jn3l3nblYiIyAD0m4Z9nutuF+vSUVMVora+iXU7oxnehBOnvMH1jfOnsHRhJS9t3c+v39rne35MWXHy+/Lh/hxYR0CwLiL5l0tw/bP4l4iIiGQQjkQ51t7lW9+2r5VwJMp9KzcFvNUjfSrjrInlAByOjz1PV1Fekvw+0QkkNZy+ds7EXLYtIn2s1+DaOfd9MxtObDrj1n7Yk4iIyIDzjQzBc11jC7MmltMdNNM8g8ICY1H1OAAOtfk7iBhwyyXTktc1VSF+/KUruO+5TbwbbePaOROTnUREpH/l0i3kE8A/AcXADDObD/y9c+6T+d6ciIjIueKB5xv4wWs7OdXtmDVhpOewYm19E2/t8R9IBAiVFdN6wh8gF5p/VHnCvCmjkp9dXTGC7fu9hxqvu3Ci71BiTVWIVV9Rp1yRsy2XA41/C1wGHAZwzm0EZuRxTyIiIv0qHIny0OrtnsOHqR54voEVLzfSdqqbU13Od1gxUxcQgPPGlvFawHTET3xgSrLndLrL41lrgGVXzfQcahym/tQi57Rcaq47nXNHzDx/A5zGP26JiIicu8KRKLeuWEuXi5VbLFtczfIb5nie+eUW/2jxbgfPbmimpipESaaWHsBvt+5nVIm3J/XYsmF89vLp/OL3e+hOn2kOtKZMXKypCvH0sit4ZkMzBtx8yTS10hM5h+USXG82s6VAoZnNAv4SWJvfbYmIiPSPh9fsSJZnOGDFy41UjhvhaWM3/7wx7Gxp8727vzXWRGtfa+ZREJ1dzjNZEWLZ7LrGFjozFGKnr6o3tcjAkUtZyF8Ac4m14asFjgBfyeemRERE+suW3Ud8aw+t3ua53n80OHg2YpnvyCFv4F1WnH164m0LKpMHFtMVmPewoogMLL0G1865Nufcvc65BfGv+5xzJ/tjcyIiIvkUjkTZddj/K23X4ZPJeupwJMob72buT/3shmbf2rwp/qEuCfOnjWbpwkpqqkJUjS3z3b/zQ9XKUosMYLlkrkVERAa02vomPvu9emrrvQcP6wIOGiY8sKohVo/98FrfgJeEw20dvLrtoGdtUnkJN16cOfOcOvBl9qRy3/3GlLHmIjLw5FJzLSIiMmAlOn0AvBIPhBP11Nv2BbfPA9ix/xh1jS1kG3T4eiTq61/d0d3N5oBSk4TUUeWpg2ASGg8c862JyMChzLWIiAxa4Ug0GVgnJNrm1dY3sXLj7ozvThpdmjX4BgIHw8wcP5KDWQ44pmaub7lkGund+KrHj8z6M0Xk3NZrcG1m483sHjN7xMweS3z1x+ZERETORFA99L4jsRrrVZv3ZH13aqgssGxkUkC2OdXyJXMYn+WZUFlx8vuaqhD333RRst91kXpYiwx4uZSF/BR4BfgN0JXf7YiIiPSdcOSQb21vazu19U0smTc5WSYSZM0fDjAsYMrLyNIiyJCZnjqmNHkY8Yn6JoIqSqJtHZ7rpQsrmT2pnLrGFhZVj9NhRpEBLpfgusw597W870RERKSP7TkS3NzqqfVN3Lag0rc+tmwYh9pio8o7OrvpSLv/Xy6cCMD2A8GHDudOGQ3EMtLV40f4nisssMAWfOpjLTJ45FJz/QszuyHvOxEREeljpUXBv+Y6Oru597lNvvWqcf7WeKmWXTWTq2dPCLxn8fsJwwKmNtZUjlEQLTLI5RJcf5lYgH3SzFrjX0fzvTEREZFchCNRHlq9PdmXOqG2vol9rem555h3D7X5piAaMG5k5lrp+dNGU1MV8pV1JCyY7s0+FwcE9u2dWVqPiMig0GtZiHPO34RTRETkHLD0kddY2xirqy4uNJ648/JkgJvoChLkWIf/CNGyxdUcbe8MeDom0eUj02TF8yd6f13etqCSN5s3+dZEZHDLqRWfmX3SzP4p/vXxfG9KRESkN1958o1kYA3Q0eV4JqU7yOlkiedPG83yG+YwqiRzzinRn7qmKsScgOEvbWmB+dKFlXzrpos4f/wIzp8wkm/ddFGyv7aIDF69Zq7N7AFgAfB4fOnLZvZB59zyvO5MRESGvHAkmrGLxm8a9vmeT/SXDkeibN3r7VE9ZvgwDp84FfhzElnp17JMbEztT11e6v/1ufHdw761pQsrFVCLDDG5dAu5AZjvnOsGMLPvA28ACq5FRCRvausi3LdyMw4YllbyATCyuIhj7d7yjsPxeuhnNzT7aqoXzBjLC2/5A3LoyUpPHFUK+KcrFpi3HCQoK3793Ek5/KlEZLDLdULjmJTvR+djIyIiIgnhSJR7Vm6mG3D4Sz7CkSj7j/l7Ta/bGSUcibJqk39AzMyKERl/XiIrveyqmRQG9LaurhjhCezTa6cXz6pg+Q1zevtjicgQkEvm+n8Cb5jZamKHqRcDX8/rrkREZEj79qoG39obKd1A6hpbAkePA9z33KZkr+qE4cMK2LInuNFVala6pirEx98/mZ+mjUW/ds5Ez3Wi1GPV5j0smTdZpR8ikpRLt5AnzOwlYnXXBnzNObc33xsTEZHBK1stdTgSZd3OqO+dyKG25PetGWqnAXa2+Ae8fHTuJC6bMS5wIuOlaQNcXtvhfya13jpB9dQiEiRjcG1mFzjn3jazS+JLiX+Pm2JmU5xzG/K/PRERGWxq65v4xk8309XtKDTjmzfO8wSpD6/ZEfheW0cXtfVNzJ5UzoqXGzN+/oTyUk8gPmv8CB68/WJfH+xM0uu4IXP7PRGRdNky118F7gS+E3DPAR/Oy45ERGTQCkei3LdyU7Kko8s57n1uE7MnlVNTFSIciWY8dAixMozNu/0HDlO1tnuz2jPGjwRipSRB0g8nzpk0knDTkZTrck1VFJGcZTzQ6Jy7M/7tEufcNalfxDqIiIiInJZnNjT7aqUdPdnqusYWX5ePVONGFLN9X2uWJ+DQcW9w3XjgGJA5+5x+OPGej82lMH6msdDgH266KOvPExFJlcuBxrXAJTmsiYiIZOXvwxGz7+hJIHstNcA7B4/zZrM3c102rIC2U5kHxiQy1zVVIaaGhrMreiJ5r2Jksa9uuqYqxNN3XZGxJlxEJJuMmWszm2RmNcBwM7vYzC6Jf10NlPXbDkVEZNC4+ZJpgeuJoDvbEBeA/fEgPNWsieUsnlUR+HxhAdx11czk9d1Xn++5/9XrZge+V1MV4u5rzldgLSKnLVvm+qPA54FpwD+nrLcC9+RxTyIiMoD9pmEfv96yl2GFBdx8yTRPgFpTFWJ4UQEn0uqcNzYfoba+iY609fEjizlwrCN53XK8g3S3Lagk2tbBywGdQG5bUOn5+WqhJyL5ljG4ds59H/i+md3inHumH/ckIiIDVDgS5c+//3ry+sfhZp744qJkgPvtXzb4AuuEx15tZPsBbxu9GRUjaDnWQeKNji5vRfak8hKWLqzM2AlkVIn/15xa6IlIPuXS5/oZM/sYMBcoTVn/+3xuTEREBp4Va7Z7rjs6u6lrbEkG1z95vTnoNQAOHvNnpUeXFcdqRjKccvzwhbHhLlv3Bh9y7K3MRESkr/U6/tzMVgC3AX9B7K+4TwNVObxXambrzOxNM9tiZn+Xcu8vzGxrfP1/pax/3cy2x+999D39iURE5KxZ13jIt5bo0lFb3+Qp8UgXMHWcCeUlGScxFhbALfEa7lWb/ePOAUqKev01JyLSp3L5W+cK59zngKhz7u+Ay4HzcnivHfiwc+4DwHzgejNbZGbXAJ8C3u+cmwv8E4CZXQjcTixDfj3wXTMrPO0/kYiI5M2PXtvJ0kfrqK1v8t2rrW/iyMlO3/oLW2JDfZ9a738n1bypoz3XN86fws2XTMv4i2rGuBHJjPjcyaMCnzl/YnnWnyki0tdyacWXOJrdZmZTgBZgRm8vOecccCx+OSz+5YAvAQ8459rjz+2PP/Mp4Mn4+jtmth24DHgtxz+LiIhkkG3ceOozz2xoxsB3EBFiwfN9P90CwNodsXKL1Nrlx373TuDnrty4i+U3zOFwL2323tpz1HPd1tFFTVWI6gkj2b7/mO/5sSOKk98HjScvsJ7MtohIf8klc/1zMxsD/COwAdgJPJHLh5tZoZltBPYDLzjn6oH3AR8ys3ozW2NmC+KPTwXeTXm9Ob4mIiJnIByJsvTROr7z66185j/qAg//1dY3ccu/r6W2vonH65v440f9zz32qnfk+D+/sNVzfaLDPzYcoKSokNr6JiItbYH3E9JrrhO9r++4MjifM6asJ7gOGhAzecxwtdITkX6XNbg2swLgRefc4XjHkCrgAufc3+Ty4c65LufcfGLt/C4zs3nEsuUhYBHwP4CnzcwIni3gq7QzszvN7HUze/3AgQO5bENEZEh7dkMz7Z3ddDs4FT9gmCociXLvc5s8ax0Bz+094u0xffBYR7I8JByJsufICYK8G20LzGovmB6iKKjQOi4xOXH2pN5LO2qqQlSMLPYuumyzHkVE8iNrcO2c6wa+k3Ld7pw7kuWVTJ9zGHiJWC11M/Csi1kHdAMV8fXUWu5pwO6Az3rEOXepc+7S8ePHn+5WRESGlHAkylPre/5R0OHP8mYaOR5KyQyHI1GOBWSmE3XUdY0tGQ8edjvYe9gfeC9fMoebLp4S+M7osqJkyUl6kJ9QUV7iub6k0pulnjvFW8MtItIfcikL+bWZ3RLPLufMzMbHy0kws+HAtcDbwErgw/H19wHFwEHgZ8DtZlZiZjOAWcC60/mZIiLi9eyGZjpTot5u13PAMCE1iE4Vbesp0/j2qobAZxLdOHobW54emE8dU0pNVYimQ8HZ7vEjegLnoJIP8NdTL7tqJsMKY7+qhhUay1ImM4qI9JdcDjR+FRgBdJrZSeIdR51zwUeze0wmNoSmkFgQ/7Rz7hdmVgw8ZmabgQ7gT+OHH7eY2dPAW0AncLdzLriAT0REchKUTP7BaztZfsOc5PWW3cH/ILltX0/v6Ia9RwOfGVNWTDgSZcXL3nrs4kLzDXxJlcgqF2XoCXXHB6uT39dUhTh//AjPgJnzx4/w1VPXVIV48s7Lez24KSKST7kMkXlPfYycc78HLg5Y7wD+JMM79wP3v5efJyIifkETCttOdVNb35Qsu9iQYbrhxncPA7GSkNaTwbmO1Vv38+4h/0HF7iz1zgbJrPKu6Enf/cWzKnwTFO/4YDX3pNSFpwbfqWqqQgqqReSsymWIzIu5rImIyNkRjkR5aPV2X3ePcCTKI2kZ5YRErXQ4EqUhw3TD6+dOAmKlJZmc6nLsbDnuW39flv7SC6b3BMCJn5Fq825/lnzpwkq+ddNFfGhWBd+66SKNLxeRc1bGzLWZlQJlQIWZhejp5jEKCD6BIiIi/Sq88xB/tOI1HLFsyY+/dEUycK1rbKE7w3sTR5UC8PCaHYH3r5szIVk6kimznVAxsph3UzLQ08aU8ieLpnsyzalSW+hdN3eSr6SkIEPaZ+nCSgXVInLOy5a5XgaEgQvi/5v4+inwUP63JiIivbn78Q3Juupu4L6UgDbTQUWAq2dPAGBHwHAWgDXbDhKORKmtb/JltlNPtxcYjCjxDnC5avYEz2HIbII6gVx8nso6RGTgypi5ds79H+D/mNlfOOf+tR/3JCIiOQhHouxtbfespZZoZAtwN8cPMZ7sDK6lPtXZzTMbmln3ziHfvcqxZUTiddbdDt5OC74T7f5KhxVw8pQ/d57aQm9R9TjP4cfCArhLXT5EZADL5UDjv5rZFcD01Oedcz/I475ERIa82vomHlq9jROnurm1ZpqnwwcEt8dLlHsAHDrW7rufYMSC812H/QcKIRYgP/36u4QCxoq3ZwjIoWfkeE1ViOvnTmLlRu+4AsPbQq+mKsQTd16edey6iMhA0mtwbWY/BGYCG4HE36gOUHAtIpIntfVNnprlRF1yIsAOR6Ks2+mvhW461EY4EqWmKsTvdgQPXxlWaNx8ybTA4PyCSSN5e2+sVKSzy9HW0em5b8QOK+49Ghy4X5rSrSPRbSTVlHh/61Tq8CEig0kuQ2QuBa50zv1X59xfxL/+Mt8bExEZyh571d/lY+XGXcnvMx1E7HY9Ge0jJ7xlIbMmjARgxrgRbN3bypvN3v7WJUUF1FSN9awd7/CWdVx74cTA3tkJqYcV5583xnd/VKk/Ey4iMpjkElxvBvy9kkREJG9OngoovYhHteFIlBfe2pfx3e37j/GVJ99gz5Ge7LIBF0yOtcf7w/5j3PPcJto7vYFzxchijrd7M9WpjFg99JJ5k3P6M8wKaMdXXJTLrx0RkYErl7/lKoC3zOxXZvazxFe+NyYiMtjV1jfx2e/VU1vf5Ls3YVSJb21vazu19U3UNbZkzR5H2075ap1HlhbRsCt4ymLC3dfMCuzekfChWRXUVIVYurCSq99XEfhM+mHF9Fj6tgVqpScig1su48//Nt+bEBEZau5+PMx/btoLwCvbDgIkeziHI1E2vhs8kvyp9U38zSfmZv3soMC7pKggdtowg/nTRrN0YSUr32jOWE995MSp5PeHjp/y3Q86rPjUsitYsWYH+4+e5LYF6lMtIoNfr5lr59waYCcwLP79emBDnvclIjJo1dY3JQPrhIdWb0t+X9fYQneG1HRJUQEvbNkbfDOLiytD3HHljIz3Ez/ua0vmYBli8JKUNPSpLn+LvdHDiwIPKz76uUv56X/7oAJrERkSchl//kXgJ8DD8aWpwMp8bkpEZDB76KXtvrWDx3oOH/YWPKdPNCzNoY75rqtmMntSOZly1xPiLfxqqkJ88gPBQ3jPT6mhDqqdLsgUlYuIDCG51FzfDVwJHAVwzm0DJuRzUyIig1U4EmVX9IRvvb2zm9r6Jh54voGNzcElIQCvB4wiH1ZoFGaJa+dMKqemKsQzG5oz1mqnDm45dDx4+Exqycfl1eN892+99LzMmxARGSJyCa7bnXPJv2nNrIjgkj4REenFsxuaM957an2TLyudLqhc5DMLq7L2ib44fi9T/L04flAxYe7kUb5nKkYWe54pTxsus2B6yDfkRkRkKMoluF5jZvcAw83sOuDHwM/zuy0RkYGrtr6Ja7/zEtf+8xpfJ5DmaFvG91IPDKbKcg6RxbMqWH7DnMC2dxAbJ57ION98ybTADPd5Y8s8160B7fi+et1sz3VivHmhQemwApYvUWAtIgK5dQtZDnwB2AQsA54H/iOfmxIRGajSJysmvk8c5jvQmnkk+dGA4HpqaDgXTirnhYb9ge/sPhIbXz53yujA+x+5YGIy41xTFeKbN17k2V/QntKT4wumh3yHEWuqQjz+54uoa2xhUfU4TVgUEYnLJXM9HHjMOfdp59wfAY/F10REJM1jv3vHt/bU+lj2OhyJ8tae1ozvTowfKkx199XnJw8bBnKxUDjaFlwnndp3GuC5N/xlKenP3HLJNIoLDQOKCy1jVrqmKsTd15yvwFpEJEUumesXgWuBY/Hr4cCvgSvytSkRkYHqcECQe7gtlpFOjCUPYkB5qfev5ETGOGjITMIdH6wGYmUaBeavyR5V4v3Mdw/5y1JSDypCLGh+4s7LlZUWEXkPcgmuS51zicAa59wxMyvL9oKIyGBVW9/EU+ubmDiqlGVXzfQEnuFI1NNSL6G9MzbKvCkgsDViZRgOWLfT2wkkVFYMwObdwd1Dpo4p9ZRrBB12fC1t4uKN86d6Dk3eOH9KYPBcUxVSUC0i8h7kElwfN7NLnHMbAMysBvD3kRIRGeS89dRHWL11P0/eeXkyCM3UCWRRvG3dzIoRnumHk0eVsCfDNMRUBzPUaS+YPjb5faax5eklJYmOHr/cspfr505Shw8RkT6WS3D9FeDHZrY7fj0ZuC1/WxIROTf97xe2eq5PdTnqGluSwfW2fcH11L/YtIfLZoxjbeMhz/pF08awr2FfxmmMiVro9JrohHcOHk9+v6h6HAVA+tzE1P7VCctvmKOgWkQkT3IZf74euAD4EvBfgTnOuXC+NyYi0t9q65v41L+9yp0/eJ1w2rCWcCTKgYCSj0RAHY5Efe8kdHY5vrt6m68LR0V5CZdmKL0wemqh02uiE1Kz0jVVIX78pSuYM6mc4cMKuHByOc986QqVdoiI9LNcMtcAC4Dp8ecvNjOccz/I265ERPpZbyUfD6/ZEfheohyjrrGFrizjtdID80TwnOlzx5UXe1rojSkt4vBJb//p9Kx0TVWIVV9ZnHkTIiKSd70G12b2Q2AmsBHoii87QMG1iAwaD63e5rlOL/loPHAs6DX2t7YTjkRpzTAAJqG901uwsWB67MDg+AwlH2NKvRMQK8pLPMH11DGlykqLiJyDcslcXwpc6JzTyHMRGbDCkWjG1nLhSJRdh0/63kkNmKvHj2T7geO+Z5yDFWt28MJb+05rP2PinUAyDX9JtNhLvU4d/nL3NbNO6+eJiEj/yCW43gxMAvbkeS8iInkRjkS5dcVaulxsHPjTy7y1yCsylGaktrFbdtVMfh0QQBcUwP6j/sC8N4lDikHDX8YML/JNRExcr9q8hyXzJvvui4jIuSGX4LoCeMvM1gHJflDOuU/mbVciIn3o26sakvXQXd1w33ObPLXJG98NPohYUtRz5nvr3lYMGGmwjqwAACAASURBVF06jAunlCc7f3R1w+jhw3zvlpcUUj1+JG82+3tUpx5WDOrysWDGuMD9LF1YqaBaROQcl0tw/bf53oSISD5t3n3Uc92wt5VwJEpNVSjWBaQ1eHR4onQj9bDj4ZOnfC31goa8fGZhFZXjRvBm8ybfvU+lDG6pqQrxDzddxH3PbaIbKCoIbp8nIiIDQ6/BtXNujZlNJNYxBGCdc25/frclItJ3iosKaOvo8qw9s6GZmqpQxsEvAC++vY9wJMpDL23P+vmHjnsPM84aP4LlN8zJOLa85bg3mF+6sJLZk8o1blxEZBDotc+1md0KrAM+DdwK1JvZH+V7YyIifWX2xHLf2vZ4f+oDGaYfQqzkY8WaHeyKnt5Q2lPxqTBPrQ8OrudOHuVbq6kKcfc15yuwFhEZ4HIpC7kXWJDIVpvZeOA3wE/yuTERkVx9+YkNvNiwn8pxZXzzxot8AeqeIycx8AxxOXQ8uBQk3fp3gseKZ3P93EkATBxVCvhLRsoDarRFRGRw6DVzDRSklYG05PieiEjefe579fz0zT0c6+jirT2tfHrFWs+kxMfrIjQdavNNR2w8eJxwJMruw22e9UlpfacPn/AOboHYgcRM5k8bnRwtviygdtqIHWIUEZHBKZcg+Zdm9isz+7yZfR74T2BVfrclItK7cCTKy9sOeta6Xc/URIB//e229NeSzz2zoZmdLd7gOmvkHL+9bHF1xvvHUmq7a6pCzJnkLUm5YFK5Sj9ERAaxXoNr59z/AB4G3g98AHjEOffX+d6YiEhvMo0O3xavp37g+Qb2Hs1cU/27bQc51u496Hjj/KkUZAmw/3hhJctvmMP4kcXBD6TN27okLZBOvxYRkcElY3BtZueb2ZUAzrlnnXNfdc79FdBiZuoTJSJ5F955iE//+1oWfes3PPB8g+9+ppHkicz1D+oinvX0oLn5sPegYlGBcV28XjpIYYEl+1PPqBgR+Ez6ZMWbL5lGcVEBRqxryc3x90VEZHDKdqDxQeCegPW2+L1P5GVHIiLESj5uWfFa8nrFy40AyXrmcCTKOwf948gBQmXF1NY3+drvpSeku7q9WeYxZcOoa2yhO71AO+4jF0xIlnTMmljOup3e4TNTx5T6hrzUVIV44ouL1GZPRGSIyFYWMt059/v0Refc68D0vO1IRIRYPXS6p19/N/l9XWNLcupiuj/sb+Xe5/zDW8ZlKuWI++p1s1lUPa63smuAwAz0qNLgLiBqsyciMnRkC65Ls9wb3tcbEZGhJRyJcs9zm7j3uU2e7h4JiT7UqQ61nUo+my0I7urG1x1kREkhN1+cuSSjvKSQpQsrqakKccEkf19sgIqUTiI1VSHOnzDSc7+4SI2URESGumy/Cdab2RfTF83sC0A4f1sSkcEuHIly64q11NY38Xh9E7f8+1pfgP3WnqOB76ZmtDMkrgNNHlWatb/0R+ZMTH4fdOjQIFlvnXDHlTM817ct8JaEiIjI0JOt5vorwHNm9hl6gulLgWLgpnxvTEQGr2+vavCVdHz1qY2s+etrgFiXj/QuHgkH4xMVv/nzLZ71kcWFnjZ46e74YDWzJ5VTXFhAR1e37/6Ikp6/Dm++ZBqPp40unzKm1FfWkaivXrV5D0vmTfbVW4uIyNCTMbh2zu0DrjCza4B58eX/dM79tl92JiIDWjgSDTzEF45EfQcBAXalDHN5Ouyvt07XsNdbNnKyM3Ngfdfi6mTge/c1M/nfv/H3vu4tC56pnnrpwkoF1SIiktTr+HPn3GpgdT/sRUQGiQeeb0h29ygsgKeXXZEMsJ8NOKgIsTrpRGlIttHkv2nYxwPPN9De6c0+jywZxuETpwLfqRzX0zav6VCb7356yUfqEJoE1VOLiEgu9NtCRPpUamANsaD526t6elRnyhA7YvXUmYLvhG4HteuafOuXzRib8Z1Vm/ckv29Kn8iIv+RjUfU40mNp1VOLiEgu8hZcm1mpma0zszfNbIuZ/V3a/f/PzJyZVaSsfd3MtpvZVjP7aL72JiL/r707j6+qvvM//vokIYFAgEvYxQQDiihuBGUZ61axxenUrW7Y5VfbClNncTrt1Drtb7pYfzi2M+3MWLEd7TbGpQu2taDSjmuRqBEqKCqLJiIgW9ghCcnn98c5N7n3nnPDltwk8H4+Hj7MPefcky9fLsnnfu/n+/l0jpra+rTAOmnVprZ61Hsa9md9/uadDWzamb2jYtLujHsM6FPArPPHkJ/lJ9qpI/q3fh2Xb33cwPQCSJXlCR6eNY3ppwzjjFEDuOOK05T6ISIiB+WAaSFHoAG4yN13mVkv4HkzW+Dui83seGA60Lr8ZGanANcBpwIjgT+Y2Ununj2RUkS6lWyrzoVha8Sa2np+s3Rdu/d4NyZtY3C/QjbvaksVydwMOaQkWHn+92vO5O8eWhp5fmqVkBMG9+XPa7ennR87LFp6r7I8wY8+OandsYqIiGTqtJVrDyR7E/cK/0v+Svx34J9I/4T4MuAhd29w97eBVcA5nTU+ETl8VdV1fOK+aqoyKmpkS/nYsLOBquo6Fq/Z0u7GwXe37olsVASYWNZ+85VkSbyzYq7LsyDNI2lLRj53XIk9ERGRw9WpOddmlm9mS4GNwEJ3rzazjwLvufufMy4/Dng35fHa8JiIdCN3/P51bpu3jOdWbua2ecvSAuwJIwdkfd7DL9WRKG6/Q+J72/ZGjp09OsEF44Zmfc7wkqLWlI0v/TLzxwoM6leYlk89Y8KItPOzzqtQ50QREekwnZkWQpjScaaZDSSomX068M/AJTGXxzVbiyxymdlNwE0AZWXKgRTJparqOn743Ntpx+5+amVrcPvauu1xTwNgWP/ePLqk/c2KO/al51IbcOuM8bGt0JP69W77Mba0blvk/MCMEnqqTS0iIp0pJ9VC3H0b8DRB6scJwJ/N7B1gFPCKmQ0nWKk+PuVpo4BIcqa7/9DdJ7n7pCFDhnT20EUklGxXnmndtn2tJfTejEnpgKAc36zzx7D8vfSui8W98sjL1sMcGJnoQ2V5Imubc4AThrS1II+rGHLjuRWRYzMnl/Hzz0xWYC0iIh2uM6uFDAlXrDGzPsDFwBJ3H+ruo919NEFAPdHdNwC/Ba4zsyIzOwE4EXixs8YnIvGy5VNnWz12grrQNbX1kRbmSYax8LUN7GlK35986nEDuOkD0eA3qU9YD+/KLDnRBsw+f0zr4599ZjLnnTiYgjwYWNxLVT5ERCTnOjMtZATwUzPLJwjiH3H3x7Jd7O6vmdkjwOvAfuBmVQoRyZ2a2no+99OX2LonaMTy3MrNQFsaRXurx4niQu55elXWzYr7Wzy2NvWBUj7iVp1TTRqdiORL/+wzk9t9joiISGfqzGohr7r7We5+urtPcPdvxlwz2t03pzz+truPcfdx7r6gs8YmIulqauu56p5FrYF10v3Pt9WsPrWdzYrL122nOqarYarMfOrxw0vaTfkYP7ykNbCP65gIHHCDpIiISK6pQ6OIZA1e96a0GH/6zY1Zn7/q/Z3sbDi0D5qOH1QMQElR/AdoTSnNXqZUlLabmy0iItJdKLgWOUbMmb+CKXf8gWvmLorkRu/c2xT7nAJri2ife2tT1nuviymhN/u8Cgb1PfDK8mvrd8Qe75XSbrGyPMFHzxgZuWZwSdEB7y8iIpJLCq5FjgFz5q9g7rNr2LCjgRffqedj96QH2C9kWbmu3bqndYNj6ip2pi270huzDC8p4tZLxzNhZP8sz2gLjDPrTicVFqT/eOqbscKdZ2r+IiIi3Y+Ca5FjQOZmQgfmPrO69XFRQfYfBQuWr+eF1e3nU2cG3sna0+11Y0wGxjMnl9G3MD9y/tqz06t8ZN7rg+OHqfmLiIh0OwquRY5yVdV1kc2EAK+HDV9qaut58Z34EnoApX0L2d+SHtqWFEWD4VTJ2tPZVqXPzqjyURbmXyeldl1MumriKArzDQMK8y2tBJ+IiEh3oeBa5ChQU1vP3U+tiq0z/fBL0RJ4AIT51F//7fJ27/325t2RYz+5cTLnjM6+apwMfGdOLosNxG+dMT7t8VkZK9AXnTIs8pzK8gQP3jSVL35oHA/eNFWr1iIi0i11avtzEel8NbX1XD13ES0OBXnGw7PSA8+h/XsD0bbk/YsKqKmtZ9l78RsKk9Zs2pX2+MxRA6gsT/DlGeO56p5FkevHDunbbuBbXJgfOX/VxFH88uV3aWp2euVb1lzqyvJoXWsREZHuRCvXIj3cPzy0hGTWxv4W56sZLcorBveNfd6KDTu5NyXvOqlfRv5zZom9VWGwXVmeYGBxAfkZP0UuHp++6jx+RPqmxrhNjlqVFhGRo4WCa5Furr2UjznzV1BXn14Gb8WGnWmty594bUPWe79SF73n1LGD2x3P8YkgP7qquo5te/bTnFFEZGdDen73l2eMbw3A8/OCx3EqyxPcfOFYBdYiItKjKS1EpBurqq7jn+ctwwnaj3/7itPSNvo9uvS92Oc9/FIdMyeXUVNbzztb9mS9/57GaOOX2eePYc2mXazeFM21Brj9itNav0ecTTsb0h5Xlid4ZNY0Fq/ZwpSKUgXPIiJyVFNwLdKFamrrswadNbX13JaS4uHAbfOWMS5sGw7Qu1d81Y5kab24tI9UzRlVQAaXFFJZnmD6+GGs3rQmcn35oOLW7z0sSy53XGMX5UqLiMixQmkhIl1kzvwVXHXPIu564k2ujuma+KtX1sY+L1mf+kCr0jW19Tz5+vtpx/plVO5oyKhPfdbxQQBc0qdX7D0b9retdM/KUgpPjV1ERORYpuBapJPMmb+CC+56ijnzV0TOVVXXMffZtpXhFieyEXHV+ztj7/t2uKEwW/AN8HJtfeyq9b6maBpIqmQJvURxfNvyy888rvXryvIEF508JO389FPU2EVERI5tCq5FOsEn76tm7rNreGfLHuY+uyYSYN//p7cjz3lnS3qO89bdTbH3HtQ3CHyXxmxGTGrx+M2KyefGGZ+SblK/pzFyfkBxAbdemr4Z8eYLT1RjFxERkRQKrkU6WFV1Hc+u3Jx27IEXa1u/rqmtZ/XGXZlPY29TS1pqyLa90QAXYGBxITW19by+Pn5lOylzs2LfwnxuuXhc1uuPT+mSGLdy3Suz5h4qoSciIpJJwbVIB4urorFzX3Nr4Lx4zRY8ckXgzgXBCvec+SvYvCs+uIb4jYoD+2TsT/b073LqyP7MnFzG2KH9Yu+ZenXcyvXA3vF52CqhJyIi0kbBtUgHCzoiRs0JA+cpFaVZn7tifdAt8WeLa7Ne89SbG1m0enPk+DknpN93T1P6ZsWxw0oAuPEvToi979CUKh9TKkopyPjpcOO5FVnHJCIiIgEF1yIdrCHLpsFkKsjCdpq67G5sZs78FZGUjjxr+7qp2dmV0TWxpCifWeePyfoPOs/aqniMG14Se82VKVU+KssTPDxrGtNPGcYZowZwR0Z9bREREYmnOtcih6imtp5fvbIWIwhIU9Mh4vKtk4b17x2pEhLn8Zjgu6R3Adv37o+5OnDD5PLgC4O4nJNxw9o2Ky5esyVy/riBvSNpHZXlCX70yUntjlVERETSaeVa5BDU1NZz9T2LqKqu44HqOq6594W0TYgLlq/P+tyVm3Zl7WqYZAZlKRsLIYiX+2XJdwYYXlLErZeOZ/GaLbRkSeZuSulRPqWiNG0lHOCvTh/Z7rhERETk4Ci4FjkEdy5YQWomc3OLp20utOhTWu1vdhozmrZkam4hsvJ98vASTh3RP+tzhg0IcrynVJRm/Qd9wpC2TYyV5QmuP6ctxcPI3jRGREREDo2Ca5EUVdV1fOK+aqqq41eYV23aHTm2JmzqUlNbnzUlJGn99n1pj8sHFUdWkTPV72lk1vljsgbuU8MNkpXlCYb2j7YeN4jUn75y4ih698oj36CoV167myxFRETk4CnnWiRUVV3HbWGXxOdWbubx5ev52Wcmp11TXJjP1oz4uqk5yMX4dTsdE5O27U1vDDNueAnlpcXtBuXJrohmkep6AOxsaMvFnlJRyqNL16WdLxtUHJtP/cBnp7B4zRamVJSqjJ6IiEgHUXAtx4Sa2noeeamOrbsbGdq/d2QjIkTzpZ9duZlbHlrC9647q/Ue67btjdy7duseamrreaU22hHxvBMHH3A1O1vNa4ATh/Tl1kvHc/dTq7LmU6cePnFYtBJIavCdqrI8oaBaRESkgyktRI4KNbX13P3UqrTNhannrv/hCzz88loWrtgYbkRcFLm2NKY1+KNL17Ved+8zq7MGuHcuWMGKDekdEwcUF/DhCSPaHffgkiJmtHPN8IF9gOz51EZbiT2I76w4ZkjfdscgIiIiHUfBtfR4QfC8mLueeJNr7n0hki+9eM0WGpvTo+LmFpib0eVw+bodsfef+8xqqqrrePL197OO4Y0N0VbkQ/oWtVs9BILAeObkMi44aXDs+WTgXVmeYOTAaHOak4eXpK0+Z3ZWNODWGePbHYOIiIh0HKWFSI937zOraQxLzTW3OF/7zXLGpQSdcau5AEvebVu5rqquY1XY5CXT25t2sS9LY5iklpgl7WRHw+eypIXMPq+idYzNMUVEBpcUpjVuOWXkANZuS98QWZjRRnFKRSm9e+XR2NRCXp7xzcsmKPVDREQkh7RyLT1aTW09f1yRvqLc3OJpjVIyV3OTtuxsbE35uP2x17J+j4oh/dotsQfQkBEdjx9ewszJZcycXMbgkmhwP6C4gFsvbVtRtphvUJSf/s9z1vljIpVFrj07vWticqPiP35oHA/PmqquiiIiIjmmlWvp0Rav2UJzXAWNlKoci1fHrxx7+PyFr21gT1P2+tMVg/sesKtiU8Ygjk9pBDOwTyGbd6YH+EP6ppfMe+v9aFrJKSMHpD2uLE/wi9nTmPvMajbu2Me1Z5fFBs/aqCgiItJ1FFxLj5atPvMvX1nLrZeOp6a2nudWRdt9JyWKC5n79Kp2v8evspTYG1hcwLY98ZU4Bpe0Bc8Xnzw0knKSTBlJKhtUzIYdDWnHMmtTg1qSi4iIdHdKC5Fub878FZz2L49z+tefYM78FWnnFr62IfY5m3c1UlVdl9Y9Mc7Tb25kZ0N6PnVmhsamXdG0krNHJzhndPbGK6kVPDK7H04/ZVhkxfnLM8aTzAIxgzuuOE2rzyIiIj2QVq6lS1VV17Fg+XpmTBgRm+IwZ/6KtJSM5NfJfOWqF+M7KQI8/FJdpC51vpGWRrKkLlq6b8zQflk3NyYlK3DEVRAZn1HBI7nJsGl/C70K8rKuSD8ya5qauoiIiPRwCq6ly1QtruW2R5cDbRU1MgPsny+ujTzv8dc2tKZ87NgXn5YB0Li/JbLqXJCfR/P+tvzquM2ON/7FCXx13jKyZWEnq3zE1dQGOOswuyEqV1pERKTnU1qIdJnbf/962uM7H09P+ZgzfwW7G6Ml8M48fiDAAVM+mmLq2w3ok/5+cn/GJckqHxefMizrfZNpHtnanU/I2IgIQeB884VjFTyLiIgc5RRcS6f5+4eWcMY3nuSWh5ZEzlVV10UqdGzfuz9tNfjxLPnU723bS01tPQszUjIGFafnNu+Oaft9xvHtB7fJVedZMakbAHnWtokyW9vybKX/RERE5Oin4Fo6xfTvPs1vlq5j+94mHl26jsv/6/m08w+/FJ8rnVqfuiylnF2ql96p595nVkeC2/0ZjVw274p2K5x9/hguP3Nk1nGnbkSMM7BPr9bV56smjopsfkwNvkVEROTYo+BaOtyc+StYuWl32rGla7entSUf2j/ayrsgry0wDUroxdenBlizKbrhMLNbYVNGsD1yYG8qyxN8Yuro2HuWDypuDZyzld+7ZtLxrV9Xlic4fVR6Cshpxw1Q6oeIiMgxTMG1dLhHl74Xezy5Wl1TW89bG6JNU/a3wJvh8XufWY1ny7sAdsVsZJxYluBvLxoLQEFmK0Pg5gtPBLLnSg9MSSvZvLMhcn5Qca+0rooQ7ZCY+VhERESOLaoWIoespra+3coXRQX5sc9r3N9CTW0918xdFNtVEeDup1YybnhJbIm7VBsygl8jyJNOBs6ZKSLJjYoAG2MCZ4CpKekcQ0qKIuf3NkU3Vybv2V45QRERETl2KLg+htTU1vPVect4t34PF48fxveuOyv2uvZqT9fU1nPdvS/Q1OJBQHteRdpqbk1tPXVb98Tet7AgL2u78qT3tu3jHx9ZGjleVJBHQ2ZpjxRnjw7K2H32py/Fni/p3fZSHxoTOEN6s5crJ47iger0vPDRpX1jnzdzcnwbchERETn2KC3kGFFTW89V9yxixYad7Gpo5tGl67JW8bht3jKeW7mZ2+YtS8uThiBdI5nL7ARNXaZ/9+m089li52vPLjuozX7vbIkG56nBcSYj6HAI8ekgQFpgfuVBbESsLE9wxxWnpZ2/PeWxiIiISBwF18eIuTE1of+wIpp6MX/ZurTHmVU9Xlu3PfKclZt288n7qoFox8Oi/CCMPXVECeOGl7TmVKfKEg+nqRgcv2oMbavWAGeVxW8mTM2FrixP8Mu/nsb44SX06ZXHKSNK+MXsaZEUl5mTy/jVX0/jSx8aF3teREREJJPSQo4SVdV13P3USvY2tXBN5ajIxruNO/ZFnhNX6q5vYXqt6OXrtlNTW98aWG7b0xT7/V98ZysA2/emny8syKOhuZnX1+/k+h++QFNMTsjpxw1g6dpo0J40/ZRhDC0p4sV34jsiDiwubP161vljIvnaBXnRzo+V5QkW3HJe1u+Zep2CahERETlYnbZybWa9zexFM/uzmb1mZt8Ij99lZm+Y2atmNs/MBqY85ytmtsrM3jSzD3XW2Hqaquo6PnFfdSRFI+mBxbXcNm8Z723bx9bdjcx9dg1z5qd3O5wak47xrcvT0xze37GP51dtYmBKF8PmlraydNk6JgKcM3oQc+avoDEjeB4/oj8QpJA0NnskZeTs0Ym0XOc4s88fE5vKEaeyPEF5xpuGE4eWHMQzRURERI5cZ6aFNAAXufsZwJnAh81sCrAQmODupwNvAV8BMLNTgOuAU4EPAz8ws/iyE8eQzBzozKAZ4DtPvhk59kB1bdrjtzZG0zEWZnRAvHPBGzQ1O+edNCTteDKorXoxPrgf3r+Iv7/4pEgJvuJeeVx+VvamLAbcOmM8MyaMyHpNMuWjsjzB9CwtyQdnbFD8t2vPbE01Ua60iIiI5FKnBdceSHb66BX+5+7+pLsnixQvBpLR12XAQ+7e4O5vA6uAczprfN3FLQ8t4eSvLuDs2xfGrkxn5jzPfXZNWovwquo66mNSNXY2NLdeV1Vdx/++sSlyzdxn17R+zwdfrOPXS97jI6ePYErF4LTrTh05gKrqOnZk1JYuKQre+7y/o4Eb/ntxpARfeWnfdluBJ5u6jBteQn5M4nV+XhB8J10wbmjsfTK7KlaWJ/jFbOVKi4iISO516oZGM8s3s6XARmChu1dnXHIjsCD8+jjg3ZRza8NjR61bHlrCo0vXsW9/C5t2NcZW58jMYYb0zYk/eGpl1vsnr8vWajx5ruadrdz262UAPPbqeh5dkt5k5ek3N8beo3evIJh2oKGphZ370sd6VnmCKRWlWdM5jhvYBwhanje3RHOxTxpakhYYL4/ZTDm8pCg2eK4sT3DzhWMVWIuIiEhOdWpw7e7N7n4mwer0OWY2IXnOzP4Z2A88kDwUd4vMA2Z2k5m9bGYvb9oUXY3tSZ7ISMsAuP/5Na1fV1XXxZalS1bkqKmtZ+226EbFpOQmxmybECGoH/39P65snejG5hZWZbQWX7NpF0UF0ZdKxZB+rV87sDXj+0wYOaD1XJyxw4Jc6Gzl+d7P2IQZ9wIZNiDaRl1ERESkq+SkFJ+7bwOeJsilxsw+BXwEuMG9tcn1WuD4lKeNAtLrwgX3+qG7T3L3SUOGDMk83a3U1NZz91Or0tI4kqqq69jbFG2Ksi1l9XfB8vWx992yq7G1S2J7plaUUlNbz7tZmroA7Ny3n2dXbk47NiYlaAZYs3l3pFLHeScOpld++y+f+j2NWVuN51tbOkdleYIh/Qoj14wdmj6OKyeOIvNbqt24iIiIdCedWS1kSLISiJn1AS4G3jCzDwNfBj7q7qlR32+B68ysyMxOAE4EXuys8XW2mtp6PnbPIu564k0+NndRJN0jW6rGlp2NrcF4ad9owAnBSvDiNVtIFMefbx1DXdA4JntfQ1iRUXc6ucmwsry1iAsxGRs4MDgmIE69z5SK0qyr1p/7QEVaysYJMXWsMzdDVpYneGTWNKafMowzRg3gjitOU2dEERER6VY6s871COCnYcWPPOARd3/MzFYBRcBCMwNY7O6z3f01M3sEeJ0gXeRmd4+v+9YNJFeOp1SUxub1zpm/ojWwdIfb5i1j3PC2HOKh/XsD0RxiJyh9V1meaK0dHSdRXBjJjc60OiO9A4Kaz80t2VM1kpsMS/vGtwhPmjFhRNaVdQjaoif/rA9V10UC/DWbd6c9PnFYSWR1PG4zZGV5gh99clK7YxMRERHpKp0WXLv7q8BZMcfHtvOcbwPf7qwxdZQ581dw77NrcIImKQ9+bkokwH71vWjgPPeZ1a2B4ZjBfVmY5f6bdzZQVV3HunbyqX/+wjuRVefhJUVs2NnQ+rh/715s3Z2eB/2R00dSv6eJZ96Kz1dPbjJsz/CSImZOLqNuy26ey0gpAThndKK1iU1leYKBxb0i+diZwfWVE0fx8Mvvsj+sk11YkHdQrdJFREREuhO1Pz9EVdV1zA0Da4DG/S2RvOKq6joa9keTMd4OV5Jrauu599k1kfNJQ0qK2q3wAdHgFKBf7wIuP3Nk6+PMzZDDS4r43nVn8aEs9aKhbZNhey4Kn5+t+Uvmqnhm7jRE00AqyxM8fNNUZk4u44bJZbFvWERERES6O7U/P0RxQW9mMJmtPF6yusavX1mbNS0DgrrSC5ZlT7kAYoP3dLahkwAAEZ9JREFUiiH9Yo8nnX58kEe9fP2O2PN5KZsMh5RkTwtJXjOlopSCPMj8lo0ZB748YzxXz13Umrudnxd0XcykVuMiIiLS02nl+hAFudLpkiXnIFi1zlYer7gwn5raeh7I0sY86d5nVkfSKEYNbL/knAGzzh/D/ubswXWyk+HmlNSRVJNSgtsrJ44ipq9LWl3pyvIEF50cXQXPrOCRbOqSXJV+ZJYau4iIiMjRSSvXh+jCcUNZ+Pr7acdSN97d93z2dI/fLF3Hum17I8eN9NXvd+ujpfPGjxzA+u37aM6y5H3xKcOoLE/EBv/J75HZybA9leUJhpYUsWFHeiB+UUZKSeZwxg8via3goVVpERERORZo5foQvRazUfHB6trWUnsbd2bfhOjA8nXRlIwBfdLf48SVvpt9/hi+edmE6ImU8xBfCxrg7NFtwe3gLCkfmSklxUXR916ZAfrQjHtNVAAtIiIixzAF14fIY7Kl127bx23zlvHJ+6rZuS+9emD/3vlpj/c0RqsL/tOHx1MQ5mDEdSGcHq5K3zClPPZ8+aDitFSNCSMGRK4ZmFITO9sKdmY6xyXj01epLz9zZGT1+cqJoygsyMMIKnxceQir4yIiIiJHGwXXh+iqyuMpzI8LcYmUpSsqyOOvzjiu3fudMWoAMyeXMeeq0wDo3Sv9r8RoW5Wuqq6L3Qg5sDi9asfuxv2Ra1JXqyvLE4wuLU47nyyvlyq1GogR1KLOVFme4MHPTeGLHxqnCh8iIiJyzFNwfYgqyxM8eNNUpseUs8sMfIsK8jh1ZHQVOVVytXhDuAkysyX6ySmNZ7KV58tccR6U0dkxLt/6u9ec2bphMc/g7o9XRu47paKU3r3yyDco6pW97nRleYKbLxyrwFpERESOedrQeBiSXQLPnfPHrJVBAGaeUxbbZTBpcElh62rxo0vei72mKaX6R1FB9L3Q4H6FkRXnsRndDpObHTP/DL+YPa3dLpOV5Qke+OyUdq8RERERkTZauT4Cn7/wxKznBvQp4NZLxzOlohSLzyLhCxePa/16b5YSeicMaWvAEpeW8YXp4yLHrpo4isJ8C/Kg8y22pjQc3IqzVqVFREREDp6C6yMwc3IZ5504OPbcuDAQrixPcHJMUHz26ETaivOpI/rH3ic1ME5uHgQwg9nnVWQte/fgTVODPOibpiowFhEREckRpYUcoUtOHc6zGRsZIb06R1PMqnRlWXrAe8G4oTyZUT97cL/CtMA4uXnwYNI0VFdaREREJPe0cn2Etu9tij2eWp2jIiW1I+kPb2xMexyXmz2xLD4PWmkaIiIiIt2TgusjNKWitLVGdVK+pVfnmBWX8+zptUWmVJSmlfjLz8vyPBERERHpthRcH6HK8gTfvGwCBXnBBsKCPONbl58WSeeYfV5F2vNuPLcicp8Hb5rKzMll3DC5jEdmTdPqtIiIiEgPY+5xbUl6hkmTJvnLL7/c1cMAoKa2/oC50FXVdSxYvp4ZE0bEbkQUERERke7JzGrcfdIBr1NwLSIiIiLSvoMNrpUWIiIiIiLSQRRci4iIiIh0EAXXIiIiIiIdRMG1iIiIiEgHUXAtIiIiItJBFFyLiIiIiHQQBdciIiIiIh1EwbWIiIiISAdRcC0iIiIi0kEUXIuIiIiIdBAF1yIiIiIiHcTcvavHcNjMbBNQ29Xj6ESDgc1dPYhjhOY6dzTXuaX5zh3Nde5ornNHc92m3N2HHOiiHh1cH+3M7GV3n9TV4zgWaK5zR3OdW5rv3NFc547mOnc014dOaSEiIiIiIh1EwbWIiIiISAdRcN29/bCrB3AM0VznjuY6tzTfuaO5zh3Nde5org+Rcq5FRERERDqIVq5FRERERDqIgmsRERERkQ6i4FpEREREpIMouO4BzMy6egzHCs11bmm+c0dz3TXMLL+rx3Cs0Fznjua6fQque4b+AGamv6/Op7nOLc137miuc8TMPmpm3wNw92YFIp1Hc507muuDpx+y3ZyZXQGsNbMZ7t6iX4ydR3OdW5rv3NFc546ZnQPcDXzKzKpAgUhn0Vznjub60OgHbDdmZmOAfwB+BvyPmV2qX4ydQ3OdW5rv3NFc51wp8HfungDGm9mDoECkkyTQXOfKIDTXB011rrsxM0sAF7j7vHDl6afA9e7+ezPLc/eW8Dpz/UUeETPrD3xQc50bem3njpkNBC5y919rrnPDzIa6+8Ywz/1lYJW7XxueG+bu73ftCI8eZjbY3TdrrjufmQ139w2a6wNTcN0NmdnFwFZ3f8XMCtx9f3j8cuDnBL8YHzOzs4CV7r6rK8fbk5nZdGCUu//YzHq7+77wuOa6E5jZMMDDwKOXuzeFxzXfHczMegF57t5gZoXu3hge11x3sPDnyElAgbt/P/WNSriq9yLwCvAEcB7wZXff22UD7sHM7ERgR2ogZ2b5KSuomusOYmYXACcCfdz9P8Jjhe7eqLlun4LrbsbMLgV+QPDxy2/DY3kA4Ue5VwA/AuYRvOivdvdNXTXenix8E/Mw0Ac43d1Xhe/ITXPd8czsMoL0hN7A9939wfC1beEvRs13Bwnn+hqgiKB18WJ335EM+jTXHcfMziWYx1uBTwNLCH6uLE4ujITX7QCaCD6xWdYVY+3pwtf1fwK/A+5097qU13TqQpTm+giFsch3gP8Cvgg87u6fD8+lLoxormMouO5GzKwf8BjwLXf/o5n1Ach8J2hm9wMfJfio99Xcj7TnM7O/BL4NzAY+ADSGK055yXzU8P+a6w5gZmcTBHMfB8qBrwAz3H1nxnWa7yNkZpOA/wZuBEYCXwKeBu7LCEY01x3AzL4AlLj7N8ysN/BVoB/wsLu/EF5zAfBj4CPu/lqXDbYHM7MBwAPAG8BGYBjBm/TW13R43QVoro+ImZUBDwFfC2ORAQSxyWeBtzTXB6YNLd1EuGLaDOwKX8yDCD66fcTMbjOzqeF15wAno1+Ihy1MTbgauMXdFwPbgI+kBNTJlWvNdccpA/7s7suB54F84Htm9mkzOwH02u5A5cBSd3/F3R8DHiQIoi9JfgpmZpPRXHeUZcBUMzspTCv7FrAHuCHlmj7AdAUgh8/dtwN/C3yT4M3iPuAWMxudsVegN5rrI9UA3B7GIoUEr+d9wKCMudbrOgutXHczZnYPUA+MJXinuBq4hCBP9evhRrAid9/QhcPs0cysAOgb/rBOHnsceNXd/ynl2ACCXDPN9REys1OB2wle2xcA9xMEJVcAL7n73Xptd4xw5frzwIPuvtDMbgPGAOMIciL/pNf2kTGz4wlWT3sRBCLfAV4F5rv7+nAF+1ngHnf/cdeNtOcLV1HfJ8hn351yfDJwGUEw/UWgkmBVdXvsjeSAwrleTxAbNmacuxe4392rzWxKuDAlWRR09QCOdeFqXS9gv7tXE3yc+ylgKPCIu+8zs53AXWZW6u5bunC4PVo410XAbnd/JTzWJ0y7uRO41swS7l4fbpDZDugH9WFKeW3vdvelZvY14Cyg1N1vD6/ZCXzVzP7H3eu7cLg9Wspc73L3l81sBXCTmf0DwRvzvzSzmwjeqP9Jr+3DF6aU3QksImjM8yWCTxn/Jjhtz7v7G2b2O4JPI+UwZcz1QDP7mru/CRAGeRBspHseOAU4Hb2uD0vKXL8A9Dezfwlfx8nN0AOAYjO7HviWmX3A3dd35Zi7MwXXXSh8Md8B/B443sw+4e5/E66KnAP8X+A2go/U84CWLhtsD5cx16PMbK+7z0rJZ3+TIPC7jmC1Sb8Uj0DGfJeZ2XZ3vxlYbmZnm9kH3f2PBLmpe1EQctgy5rrczNa7+xfNrIRgxTr5kW0C2J/lNnIAYereKGAOQSC9gmAhZBHwFwQbv64HPmFmSwl+llzQJYPt4bLM9ceBp8ysNQ0hDLCvB0YA57p7XVeNuadqZ67/N3WugfcI4pFC4DIF1u1TcN1FzKyY4IX8hTCvqQx4Jcz3vdnMNgIzw9WPYcDntLJ3eLLM9cvhjucbAdx9nZn9K8Fq30+BvRm5ZXKQ2pnvYnf/NLAW+KyZ/S3BG8dPu8rAHZYsc70k/ATmM8DS8Lq/Az5BsNdADkO4CXQdwcreSmCju/+rmTURrJxOc/d/NLMPEKTg/Ke7r+rCIfdYWeb6u+FcP2lmF7r7W2Eq2YXAleF+DjlEBzHXF4WfFmwAPgZ8yN3f6MIh9wja0Nh1DNhJkEtG+I77x8BFZvb/3H2Ru/8N8NfAJe7+564bao8XN9c/BSab2XdTrvsDQe3fPQqsj0h78/11gvzU74bHrtJr+4jEzfX9wJTka9uCqkODgBvcfUVXDbQnM7OxFlS8GUjw8fgNyZ8R7v7vBOVTvxWmmT3n7v+twPrwHGCu/wP4PnBb+Ga9Hpjs7ku6bsQ91yHMdSHBJtJzFVgfHAXXOWZmJwGEGzNeBx43s6vDzQJ9gL8EBptZaXjdWnff1mUD7sEOYq7/iiC3bGB43XZ339plA+7hDmK+P0KwUt3H3V9293nu/nbXjbjnOpTXdpj69A29iTk8ZvYR4NcEbwq/QVAO7vNm9pWUyx4iqPW7L/cjPHoc5Fw/QrCJNJnS15DTQR4lDmGuG9290d1fcvd3u2CoPZLSQnIofDE/Yma/c/drw+of9QQfIW4DvuruTWY2lCCvSQ7TIc51n/CYHKZDmO9Sgk1gu9u7n2R3OK9tfRJzeMxsGkHwcb27LzGzHxLsh5kGLLagS91DwLnARIIVQKXvHYZDnOtKwrnWa/vQHeJcn2Vmg7TwdGhUii9HzKwv8CuCd4rTCEqOXR9z3ccJGptc7u6bczvKo4PmOrc037mjuc6tMAg5yd1/Ej4eAvwkrL5SQdAwZh9BYPJpV4e6w6a5zh3NdedTcJ1DZjYS2EFQl3MuwcctM8NzBcDFBAXyb3L3pV020KOA5jq3NN+5o7nOnXAFr68HrePzCapS/A641IN61uUEVRTS6ubLodNc547muvMp5zqH3H2du+8KV5JmAUVm9j/h6ZMJUkE+ql+IR05znVua79zRXOeOuze7+47woRGk3WwNA5CPE5Qm66UA5MhprnNHc935tHLdhcxsMHAXwce7ecD57r6ua0d1dNJc55bmO3c017llZj8h6GJ3CfB/9JF559Fc547mumNpQ2MXcvfNZvYqMAOYrl+InUdznVua79zRXOeGmRlBF8wPhP//oLuv7NpRHZ0017mjue4cCq67UFgA/1KCOtZ6l9iJNNe5pfnOHc11boRVKRrN7FvASwpAOo/mOnc0151DaSFdzMx6u7tqo+aA5jq3NN+5o7nOHTMzlX/LDc117miuO5aCaxERERGRDqJqISIiIiIiHUTBtYiIiIhIB1FwLSIiIiLSQVQtRESkBzGzUuCP4cPhQDOwKXx8jrs3dsnAREQE0IZGEZEey8y+Duxy9+909VhERCSgtBARkaOEmX3KzF40s6Vm9gMzyzOzAjPbZmZ3mdkrZvaEmU02s2fMbI2ZXRo+97NmNi88/6aZfTU8XmJmC8zsz2a23Mw+1rV/ShGR7k3BtYjIUcDMJgBXANPc/UyCtL/rwtMDgCfdfSLQCHwd+CBwNfDNlNucEz5nIjDTzM4kaFDzjruf4e4TgIU5+OOIiPRYyrkWETk6XAycDbwcdDSmD/BueG6vuyeD4mXAdnffb2bLgNEp93jC3esBzOxR4FyC/O45ZjYH+J27/6nT/yQiIj2YgmsRkaODAfe7+9fSDpoVEKxWJ7UADSlfp/4eyNyE4+6+wswmEaxg32Vmj7n7HR07dBGRo4fSQkREjg5/AK4xs8EQVBUxs7JDvMclZjbQzIqBy4A/mdlxBJsmfw78G0HKiIiIZKGVaxGRo4C7LzOzbwB/MLM8oAmYDaw7hNs8D1QBY4Cfu/vScMPjHDNrIVgBn93BQxcROaqoFJ+IiGBmnwUmuPstXT0WEZGeTGkhIiIiIiIdRCvXIiIiIiIdRCvXIiIiIiIdRMG1iIiIiEgHUXAtIiIiItJBFFyLiIiIiHQQBdciIiIiIh1EwbWIiIiISAf5/7XdCWoddltsAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 6))\n", "plt.plot(data[\"date\"], data[\"concentration\"], marker=\".\")\n", "plt.xlabel(\"Temps\")\n", "plt.ylabel(\"Concentration en CO2 (ppm)\")\n", "plt.xticks(rotation=45)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1. Une oscillation périodique superposée à une évolution systématique plus lente :" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Afin de séparer la composante oscillante de la tendance générale de cette série temporelle, nous allons utilisier `seasonal_decompose` issue de `statsmodels.tsa.seasonal`. La bibliothèque `statsmodels` permet de réaliser des analyses statistiques sur des séries temporelles." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "from statsmodels.tsa.seasonal import seasonal_decompose" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La variation de concentration en CO2 évoluant de manière saisonnière, on estime *a priori* sa période d'oscillation à 52 semaines, c'est-à-dire un an." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "decomposed_data = seasonal_decompose(data['concentration'], model=\"additive\", period=52)\n", "\n", "data['tendance'] = decomposed_data.trend #Extraction de la tendance\n", "data['oscillations'] = decomposed_data.seasonal #Extraction des oscillations" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig1, ax1 = plt.subplots(figsize=(10, 5))\n", "ax1.plot(data['date'], data['concentration'], label=\"Données brutes\")\n", "ax1.plot(data['date'], data['tendance'], color=\"red\", label=\"Tendance\")\n", "ax1.set_xlabel('Temps', fontsize=16)\n", "ax1.set_ylabel('Concentration en CO2 (ppm)', fontsize=16)\n", "ax1.legend()\n", "plt.xticks(fontsize=16)\n", "plt.yticks(fontsize=16)\n", "plt.grid()\n", "plt.legend(fontsize=16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Traçons les deux composantes (lente et rapide) sur des graphes séparés afin de les visualiser : " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig2, ax2 = plt.subplots(1,2, figsize=(18, 6))\n", "\n", "ax2[0].plot(data['date'], data['tendance'], c='r', label=\"Tendance\")\n", "ax2[0].set_xlabel('Temps', fontsize=16)\n", "ax2[0].set_ylabel('[CO2] (ppm)', fontsize=16)\n", "ax2[0].legend(fontsize=16)\n", "ax2[0].tick_params(axis='both', labelsize=16)\n", "ax2[0].grid()\n", "\n", "ax2[1].plot(data['date'], data['oscillations'], label=\"Oscillations\")\n", "ax2[1].set_xlabel('Temps', fontsize=16)\n", "ax2[1].set_ylabel('$\\Delta$ [CO2] (ppm)', fontsize=16)\n", "ax2[1].legend(fontsize=16)\n", "ax2[1].tick_params(axis='both', labelsize=16)\n", "ax2[1].grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2. Caractérisation des oscillations périodiques" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous nous concentrons désormais sur la composante rapide afin de la caractériser. Nous allons ajuster cette composante oscillante avec une fonction de la forme $f(t) = A sin(2\\pi f t + \\phi)$, de cette manière nous pourrons extraire l'amplitude des oscillations $A$ et leur fréquence $f$. \n", "\n", "Cet ajustement par un sinus fait l'hypothèse qu'il n'existe qu'une seule fréquence caractéristique dans ces oscillations. Cette hypothèse est raisonable dans le cadre de l'étude d'une variation saisonnière de la concentration en CO2 dans l'atmosphère. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "import scipy.optimize as spo" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pour que l'ajustement avec `scipy.optimize.curve_fit` fonctionne, il faut d'abord convertir les dates contenues dans notre série de données du type `datetime64[ns]` vers un type numérique comme le `float64`. La ligne de code ci-dessous convertit les dates en numéro de semaine." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "data['date_num'] = (data['date'] - data['date'].min()) / np.timedelta64(1, 'W')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les données peuvent désormais être ajustées :" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "def sin_fit(t,A,f,phi):\n", " return A*np.sin(2*np.pi*f*t + phi)\n", "\n", "guess = [2,1/52,0] #dans l'ordre : amplitude, fréquence, phase\n", "popt, _ = spo.curve_fit(sin_fit, data['date_num'], data['oscillations'], p0=guess) #ajustement des données par un sinus" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Revenons au format `datetime64[ns]` pour tracer les données proprement : " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "data['date_bis'] = data['date'].min() + pd.to_timedelta(data['date_num'], unit='W')" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig3, ax3 = plt.subplots(figsize=(10, 5))\n", "ax3.plot(data['date'], data['oscillations'], marker = '+', label=\"Commposante oscillante\")\n", "ax3.plot(data['date_bis'], sin_fit(data['date_num'],*popt), label=f\"Fit $f(t) = A sin(2\\pi f t + \\phi)$ \\n $A$ = {popt[0]:.2f} ppm, $f$ = {popt[1]:.3f} /semaine, $\\phi$ = {popt[2]:.2f} rad\")\n", "ax3.set_xlabel('Temps', fontsize=16)\n", "ax3.set_ylabel('[CO2] (ppm)', fontsize=16)\n", "ax3.legend(fontsize=14,bbox_to_anchor=(1, 1.03))\n", "ax3.tick_params(axis='both', labelsize=16)\n", "ax3.grid()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "L'amplitude des oscillations est de 1.800 ppm, leur fréquence est de 0.019 /semaine. Cela correspond à une période de 52.388 semaines, soit une année, comme attendu.\n" ] } ], "source": [ "print(f\"L'amplitude des oscillations est de {popt[0]:.3f} ppm, leur fréquence est de {popt[1]:.3f} /semaine. Cela correspond à une période de {1/popt[1]:.3f} semaines, soit une année, comme attendu.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.3. Caractérisation de la composante lente et extrapolation jusqu'à 2050" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "D'après les derniers [rapports du GIEC](https://www.ipcc.ch/), la concentration en CO2 dans l'atmosphère augmente avec une tendance principalement exponentielle. \n", "\n", "La composante lente de notre série temporelle sera donc ajustée par une courbe exponentielle de la forme $f(t) = y_0 + A e^{t/\\tau}$. Cela permettra d'extrapoler les données jusqu'en 2050.\n", "\n", "Par construction, la tendance extraite des données brutes avec `statsmodels.tsa.seasonal.seasonal_decompose` comporte des NaN pour les 26 premières semaines et les 26 dernières semaines. L'ajustement avec `scipy.optimize.curve_fit` ne supporte pas le type NaN. Nous choisissons de supprimer les lignes correspondant à des NaN afin de pouvoir utiliser `scipy.optimize.curve_fit`." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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dateconcentrationtendanceoscillationsdate_numdate_bis
271959-01-10315.50316.300673-2.45960541.01959-01-10
281959-01-17315.69316.272115-2.48331642.01959-01-17
291959-01-24315.86316.223173-2.29735243.01959-01-24
301959-01-31315.42316.164327-2.16171344.01959-01-31
311959-02-14316.94316.111827-1.96628746.01959-02-14
321959-02-21316.61316.063269-1.74090247.01959-02-21
331959-02-28316.62315.995865-1.48838648.01959-02-28
341959-03-07316.81315.914712-1.26243549.01959-03-07
351959-03-21316.73315.844904-0.99074551.01959-03-21
361959-03-28316.71315.791923-0.71027552.01959-03-28
371959-04-04317.72315.746442-0.49346953.01959-04-04
381959-04-11317.12315.706442-0.27685354.01959-04-11
391959-04-18317.64315.671346-0.09649155.01959-04-18
401959-04-25318.32315.6501920.14943856.01959-04-25
411959-05-02318.27315.6416350.22377457.01959-05-02
421959-05-09318.78315.6498080.44397458.01959-05-09
431959-05-16318.05315.6750960.46854259.01959-05-16
441959-05-23318.43315.7095190.73370560.01959-05-23
451959-06-06318.53315.7517310.95211962.01959-06-06
461959-06-13318.14315.7966351.15887363.01959-06-13
471959-06-20317.88315.8355771.27816664.01959-06-20
481959-06-27317.76315.8636541.47699765.01959-06-27
491959-07-04316.86315.8939421.59992166.01959-07-04
501959-07-11316.83315.9319231.54097567.01959-07-11
511959-07-18316.45315.9638461.78109968.01959-07-18
521959-07-25316.16315.9907691.94315669.01959-07-25
531959-08-01315.62316.0152882.11789170.01959-08-01
541959-08-08314.91316.0383652.07479571.01959-08-08
551959-08-22315.00316.0657692.16892173.01959-08-22
561959-08-29314.15316.0959622.07550674.01959-08-29
.....................
33552023-12-09421.23422.399231-2.4596053428.02023-12-09
33562023-12-16422.57422.468173-2.4833163429.02023-12-16
33572023-12-23422.06422.549904-2.2973523430.02023-12-23
33582023-12-30421.76422.616635-2.1617133431.02023-12-30
33592024-01-06422.85422.674519-1.9662873432.02024-01-06
33602024-01-13423.13422.752212-1.7409023433.02024-01-13
33612024-01-20422.65422.831923-1.4883863434.02024-01-20
33622024-01-27422.27422.903654-1.2624353435.02024-01-27
33632024-02-03423.97422.979327-0.9907453436.02024-02-03
33642024-02-10424.62423.039231-0.7102753437.02024-02-10
33652024-02-17423.58423.097308-0.4934693438.02024-02-17
33662024-02-24425.10423.159327-0.2768533439.02024-02-24
33672024-03-02424.50423.213942-0.0964913440.02024-03-02
33682024-03-09425.09423.2774040.1494383441.02024-03-09
33692024-03-16425.71423.3389420.2237743442.02024-03-16
33702024-03-23425.94423.4050000.4439743443.02024-03-23
33712024-03-30425.02423.4782690.4685423444.02024-03-30
33722024-04-06425.99423.5492310.7337053445.02024-04-06
33732024-04-13425.43423.6172120.9521193446.02024-04-13
33742024-04-20426.91423.6808651.1588733447.02024-04-20
33752024-04-27427.13423.7486541.2781663448.02024-04-27
33762024-05-04426.51423.8238461.4769973449.02024-05-04
33772024-05-11427.20423.8993271.5999213450.02024-05-11
33782024-05-18426.26423.9579811.5409753451.02024-05-18
33792024-05-25426.68424.0074041.7810993452.02024-05-25
33802024-06-01426.78424.0744231.9431563453.02024-06-01
33812024-06-08427.01424.1500002.1178913454.02024-06-08
33822024-06-15427.10424.2069232.0747953455.02024-06-15
33832024-06-22426.54424.2599042.1689213456.02024-06-22
33842024-06-29425.41424.3281732.0755063457.02024-06-29
\n", "

3358 rows × 6 columns

\n", "
" ], "text/plain": [ " date concentration tendance oscillations date_num date_bis\n", "27 1959-01-10 315.50 316.300673 -2.459605 41.0 1959-01-10\n", "28 1959-01-17 315.69 316.272115 -2.483316 42.0 1959-01-17\n", "29 1959-01-24 315.86 316.223173 -2.297352 43.0 1959-01-24\n", "30 1959-01-31 315.42 316.164327 -2.161713 44.0 1959-01-31\n", "31 1959-02-14 316.94 316.111827 -1.966287 46.0 1959-02-14\n", "32 1959-02-21 316.61 316.063269 -1.740902 47.0 1959-02-21\n", "33 1959-02-28 316.62 315.995865 -1.488386 48.0 1959-02-28\n", "34 1959-03-07 316.81 315.914712 -1.262435 49.0 1959-03-07\n", "35 1959-03-21 316.73 315.844904 -0.990745 51.0 1959-03-21\n", "36 1959-03-28 316.71 315.791923 -0.710275 52.0 1959-03-28\n", "37 1959-04-04 317.72 315.746442 -0.493469 53.0 1959-04-04\n", "38 1959-04-11 317.12 315.706442 -0.276853 54.0 1959-04-11\n", "39 1959-04-18 317.64 315.671346 -0.096491 55.0 1959-04-18\n", "40 1959-04-25 318.32 315.650192 0.149438 56.0 1959-04-25\n", "41 1959-05-02 318.27 315.641635 0.223774 57.0 1959-05-02\n", "42 1959-05-09 318.78 315.649808 0.443974 58.0 1959-05-09\n", "43 1959-05-16 318.05 315.675096 0.468542 59.0 1959-05-16\n", "44 1959-05-23 318.43 315.709519 0.733705 60.0 1959-05-23\n", "45 1959-06-06 318.53 315.751731 0.952119 62.0 1959-06-06\n", "46 1959-06-13 318.14 315.796635 1.158873 63.0 1959-06-13\n", "47 1959-06-20 317.88 315.835577 1.278166 64.0 1959-06-20\n", "48 1959-06-27 317.76 315.863654 1.476997 65.0 1959-06-27\n", "49 1959-07-04 316.86 315.893942 1.599921 66.0 1959-07-04\n", "50 1959-07-11 316.83 315.931923 1.540975 67.0 1959-07-11\n", "51 1959-07-18 316.45 315.963846 1.781099 68.0 1959-07-18\n", "52 1959-07-25 316.16 315.990769 1.943156 69.0 1959-07-25\n", "53 1959-08-01 315.62 316.015288 2.117891 70.0 1959-08-01\n", "54 1959-08-08 314.91 316.038365 2.074795 71.0 1959-08-08\n", "55 1959-08-22 315.00 316.065769 2.168921 73.0 1959-08-22\n", "56 1959-08-29 314.15 316.095962 2.075506 74.0 1959-08-29\n", "... ... ... ... ... ... ...\n", "3355 2023-12-09 421.23 422.399231 -2.459605 3428.0 2023-12-09\n", "3356 2023-12-16 422.57 422.468173 -2.483316 3429.0 2023-12-16\n", "3357 2023-12-23 422.06 422.549904 -2.297352 3430.0 2023-12-23\n", "3358 2023-12-30 421.76 422.616635 -2.161713 3431.0 2023-12-30\n", "3359 2024-01-06 422.85 422.674519 -1.966287 3432.0 2024-01-06\n", "3360 2024-01-13 423.13 422.752212 -1.740902 3433.0 2024-01-13\n", "3361 2024-01-20 422.65 422.831923 -1.488386 3434.0 2024-01-20\n", "3362 2024-01-27 422.27 422.903654 -1.262435 3435.0 2024-01-27\n", "3363 2024-02-03 423.97 422.979327 -0.990745 3436.0 2024-02-03\n", "3364 2024-02-10 424.62 423.039231 -0.710275 3437.0 2024-02-10\n", "3365 2024-02-17 423.58 423.097308 -0.493469 3438.0 2024-02-17\n", "3366 2024-02-24 425.10 423.159327 -0.276853 3439.0 2024-02-24\n", "3367 2024-03-02 424.50 423.213942 -0.096491 3440.0 2024-03-02\n", "3368 2024-03-09 425.09 423.277404 0.149438 3441.0 2024-03-09\n", "3369 2024-03-16 425.71 423.338942 0.223774 3442.0 2024-03-16\n", "3370 2024-03-23 425.94 423.405000 0.443974 3443.0 2024-03-23\n", "3371 2024-03-30 425.02 423.478269 0.468542 3444.0 2024-03-30\n", "3372 2024-04-06 425.99 423.549231 0.733705 3445.0 2024-04-06\n", "3373 2024-04-13 425.43 423.617212 0.952119 3446.0 2024-04-13\n", "3374 2024-04-20 426.91 423.680865 1.158873 3447.0 2024-04-20\n", "3375 2024-04-27 427.13 423.748654 1.278166 3448.0 2024-04-27\n", "3376 2024-05-04 426.51 423.823846 1.476997 3449.0 2024-05-04\n", "3377 2024-05-11 427.20 423.899327 1.599921 3450.0 2024-05-11\n", "3378 2024-05-18 426.26 423.957981 1.540975 3451.0 2024-05-18\n", "3379 2024-05-25 426.68 424.007404 1.781099 3452.0 2024-05-25\n", "3380 2024-06-01 426.78 424.074423 1.943156 3453.0 2024-06-01\n", "3381 2024-06-08 427.01 424.150000 2.117891 3454.0 2024-06-08\n", "3382 2024-06-15 427.10 424.206923 2.074795 3455.0 2024-06-15\n", "3383 2024-06-22 426.54 424.259904 2.168921 3456.0 2024-06-22\n", "3384 2024-06-29 425.41 424.328173 2.075506 3457.0 2024-06-29\n", "\n", "[3358 rows x 6 columns]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_sans_NaN = data.dropna(subset=['tendance'])\n", "data_sans_NaN" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def exp_fit(t,y0,A,tau):\n", " return y0 + A*np.exp(t/tau)\n", "\n", "guess = [300,100,25e3] #dans l'ordre : offset, amplitude, temps caractéristique\n", "popt, _ = spo.curve_fit(exp_fit, data_sans_NaN['date_num'], data_sans_NaN['tendance'], p0=guess) #ajustement des données par une exponentielle" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Construisons un axe temporel qui s'étend jusqu'au 1er janvier 2050 afin d'extrapoler nos données :" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dernier jour de l'axe temporel : 2050-01-01 00:00:00\n" ] } ], "source": [ "temps_2050 = np.linspace(data['date_num'].iloc[0], data['date_num'].iloc[-1]+1305,len(data['date_num']+1305)) #axe temporel jusqu'à 2050, type = float64\n", "temps_2050_datetime = pd.to_datetime(data['date'].iloc[0]) + pd.to_timedelta(temps_2050, unit='W') #conversion vers le type = datetime64[ns]\n", "\n", "print(f\"Dernier jour de l'axe temporel : {temps_2050_datetime[-1]}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous pouvons désormais tracer la tendance des données recueillies jusqu'en 2024 et leur ajustement extrapolé jusqu'en 2050 : " ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig4, ax4 = plt.subplots(figsize=(10, 5))\n", "ax4.plot(data['date'], data['tendance'], marker = '+', label=\"Tendance\")\n", "ax4.plot(temps_2050_datetime, exp_fit(temps_2050,*popt), label=f\"Modèle exponentiel \\n y0 = {popt[0]:.2f} ppm, A = {popt[1]:.2f} ppm, tau = {popt[2]:.2f} /semaine.\")\n", "ax4.set_xlabel('Temps', fontsize=16)\n", "ax4.set_ylabel('[CO2] (ppm)', fontsize=16)\n", "ax4.legend(fontsize=14,bbox_to_anchor=(1, 1.03))\n", "ax4.tick_params(axis='both', labelsize=16)\n", "ax4.grid()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Le modèle prédit une concentration en CO2 de 510.70 ppm au 1er janvier 2050.\n" ] } ], "source": [ "print(f\"Le modèle prédit une concentration en CO2 de {exp_fit(temps_2050[-1],*popt):.2f} ppm au 1er janvier 2050.\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 2 }