{ "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 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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\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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OmTKFJk2aWLodlVLUqlWLrl27WmaTAsyfP59PP/2UuXPn8s4772AymQgMDKRnz56W8XG33347q1at4vPPPyc5OZmAgADGjh1rGUtRmPr16zN27FgmTJjA8ePHCQwMZOHChXmWSCnIo48+ytmzZ/n666+ZPXs2d9xxBz/99FOe8YUjR45k165dTJgwgcuXL1O7dm3CwsLw8PBgx44dvPnmm7z//vucP3+eKlWq0KhRIwYMGAAY/x1bt27Nl19+yenTp7Gzs6NRo0b88MMP3HvvvbY+ciGEqPBS0nLaq0IvWo9n/+z3EwD0W/sd96z5kkW39MDj0RdgYd5wyM5Osfp/d5RsZa+DKouZdkqpTsBvQAut9VGllCbXGLwCPtML+AUYqLX+0bxvEdBKa93oqrIPYgR9zbXWhwurS5s2bfTevXsLPB4aGlpi3ZDXIyEhgcqVK5d1NW4Y8rwKlt/veEhISJ6Z06Jg8ryKRp5X0cjzKpprPa+D5y7T77PtAHi5mdjzaleUUmitCXrhRyb/NpsHDm0k9aHBNAkYxMjgBpbZtGHv9S7wvKVFKbVPa93mmuVKO8BTSjliTIT4KdekikIDPKVUZYwWvCzgFq11hnn/esBda93hqvLdgA3AnVrrPKPvlVJPAk8C+Pj43Lpo0aIC6+vh4VHgTM6ylJmZWWLdoxWRPK+CnThxgri4OKt9iYmJBc5MFnnJ8yoaeV5FI8+raBITEzmW5Mwn+1O5t54j/RvkjJXLyNKMXG+9+PvnXV1xs8vCLWQrPp/MxDchmn8GPkzsk8MZsfEKbX3s2Xkxk+HNnAiulf9qBqWpS5cuNgV4Ni2TopSywwiIBgK1AOerimitdW0b6zYOY5mVd2y8tgPGLF1/jG7jjNyHgfwi1LxTGXPRWs8B5oDRgldYpB8aGlouW36kRapo5HkVzNnZmVatWlntkxaDopHnVTTyvIpGnlfRhISE8Mm2JABW/pvOjCdyxiG/vPQvwAjwAqq5ciY2mcYNmlLv+adg5UrCqviy/ZufuPNRYwi/+44NnE91AJJp17I5wUHFvxRWSbF1HbwPgBeA/RgtabavEpuLUioAeBUYCZiUUqZch03miRcJ2RM6zIHlPKAb0FtrffCqU8YCAflcqmqu40IIIYS4SSVcSaeys9HytnRfTs7z9+4P4otXZ+F/57NwNoy3uozg2zb92P/Q3ZYyVV0d+TfKCBYbVL+xWlFtDfCGAm9prSdd5/XqYrT+zc/n2EvmVyuMLlyAWcBDwANa6435fOYw0F8p5aq1zt3m2hQjCD1xnfUVQgghxA3k6qFn5y+n0LiGEeCZHOxIzciianIct7w6mvlLFpJQqw7q1w3MC0njqTvr4u6c0w2bnmvR43reN1aAZ+vy9g4YCxpfrwNAl3xeYAR9XTAHZUqpaRgtfY9prVcUcL5VgCNG1zHmzzlgBIXrZQatEEIIUTGlZ2YRk5j3a37zuQyr90fMM2UzszSp6Zncd/h3fvtqFJWWL+WLToP49ONlbPJtRkaWplN968xGHw40luq9s6E3dnaFjv4qd2xtwfsRI9tEfq1oNtNaXwZCrt5vXpbjtNY6xPx+HEaX8FzguFIq9ySKKK31v+bzHVBKLQY+Nk/eOAWMwliAeQhCCCGEqJBufWsD8Vcy+OfNnlZ5YL89nDOKzMFOcSzCCPB+nL+e+Ytfo9Ppv8hq3x711Vf88vtlqlxKw3QxHjsFbQKt02i2DazKu/cH0eeWG2fsXTZbA7wXgB+UUnOAX4FLVxfQWm8qxnpld4A/bn7lNg8jdVq2xzAmbLyNkarsL6CX1vrPYqyPEEIIIcoJrTXxV4yWupNRSTT3NxYgvpRkPUXAx90ZDh2CrycycNkyEp1cufTBdKq+8D+wt6fhP3+x9XgUHi6O1KzqipODdcemUorB7fIb6l/+2Rrg+WKMn7sXo9s0myZnJut/XoNCa62ueh9chM+mYASgL/zX6wshhBDixrFw91nL9vp/IiwBXkxSTpdtS393+m5dziM/fQ6VXNl6/wgm1+3O7y8/aCnTqIYby/48x4Gzl6l7g42xuxZbA7xvAC/gOeAI/3EWrRBCCCHE9dp/Jqcj8d/InPT0ialGloq6MedYtuU77HfuYGeTDnTc8jPzVp/CIdZ6DbwGPsbyWecupdC3HOaTvR62BnhtgEeyM0gIIYQQQpSVtMwsADxcHDmRK8D748+TTN4wi0f+/hU7NzdWPf8OYyu1JNTTk4PnDtC5obfVeVoHVLVsN/NzL53KlxJbZ9GeQVrtbnhKqWu+AgMDS7VOHTp0oFevXqV6TSGEEOXfichEAsev4dB560w7xyIS2BgaSRNfdwa0rsmZ2GR0VhYsW8a9Q7szbP9a0h8ZDv/8Q+T9g7iSoTkVnUR0YioNfKy7YT1ccpZEaVC9Yi2Gb2sL3tvAOKXUJq114jVLi3Jp586dVu/79+9PixYtmDx5smWfyWRCCCGEKGs/7TcWJR69aD+bXgy27O8x3Vi1zcfdREA1F6pFXyStTz9Mv6wh2qceT9w/kZ+/et4oE3EBgIkrDwFwS02PPNfp1sSH30IjqOddqSRvp9TZGuD1BGoCYUqpneSdRau11o8Wa81EsevQwSplLyaTCS8vrzz7hRBCiLJ2OsYYL3fSnEniam5O9ty26jsGfTUFB0cH3rlrBHNv7ceQ5i6WMj2a+QCw/UQMAE1q5O2G/erRa6Z1vSHZ2kXbCcgCEoDmwB35vEQF89tvvxEcHIybmxtubm707t2b0NBQqzIdOnSgW7du/PLLL7Rs2RJXV1eCgoJYs2ZNnvN99913NGzYEGdnZ4KCgli9enWeMklJSYwePZqmTZtSqVIl/Pz8uO+++zh+/LhVuVmzZqGUYt++fTz44INUrlwZf39/XnzxRdLSrEcTJCQk8Oqrr1K3bl1MJhO+vr4MHDiQmJgYS5kTJ04waNAgvLy8cHZ25tZbb833HoQQQpSOo+EJlu1085i7zCwjs0SVlHjemjuBhh9MZkud1vy2PIQv2/Yn086eas45C3OYHOxxtM95X8U1p0u2orMpwNNa17nGq25JV1SUruXLl9OzZ0+8vLxYsGAB33//PVFRUdx5551cvHjRqmxoaChjx45l7NixLFu2DE9PT+6//35Onz5tKbN69WoeffRRmjdvzvLly3n++ecZNWoUp06dsjpXcnIyqampTJ48mbVr1/Lpp58SFxdHx44drQKybA8//DDNmzfnp59+YuTIkXz00UdMmzbNcvzKlSt06dKFuXPnMnLkSNasWcMnn3xC5cqViY+PB+DkyZO0b9+eI0eO8Mknn7By5UqaNm1Kv379+PXXX4vzsQohhLBBZpbmTGyyZYxcWLTRirf+cDi3hR0g5IcxVN0WQtr0GTzZ/1VOmHImS1R2ss44kZ1u7P7W/tmJFW4KtnbRityefx4OHLh2uRJkatoUvviiRM6dlZXFc889R8+ePfnxx5yJ0507d6Zu3brMmDGD9957z7I/OjqaHTt2ULt2bQCCgoKoVasWy5Yt44UXjOUJJ02aRMuWLVm2bJnlH1j9+vUJDg62ura3tzezZ8+2vM/MzKRHjx54e3uzZMkSRo0aZVV++PDhvPLKKwB069aN7du3s3DhQsu+uXPnsm/fPpYvX07//v0tnxs40JLdjokTJ2Iymdi8eTMeHsb4jJ49e3L69GkmTZpEz549/9uDFEII8Z+MXrif1Iws2tf1ZMuxKCITUmngogkYM4oFG1ei69WD9Wtxat2aGlM28tfZy7g42pOSnkmAe/5tVy90b1jKd1G2bO2iRSllr5R6TCk1Rym1xvxzuFLqPy9wLMqnw4cPc+7cOYYOHUpGRobl5e7uTtu2bdmyxTotcbNmzSzBHUDNmjWpUqUKZ86cASA1NZX9+/czcOBAq7+eOnfuTI0aNfJc/4cffqBt27Z4eHjg4OCAu7s7qampHD16NE/Z3r17W70PCgqyXBdg/fr11K5dm27duhV4v+vWraNv375UqlTJ6n579OjBnj17uHLlyjWemBBCiOLyzA/7WPO30VPUyDzrNXPHDmjViiabfubbbo+gDh6E1q0B6FC3GgfPxeFgpxjaIQDHq3LGvtO/Oe/0b07Nqq6leyNlzKYWPKVUbYwUZQ2Bc0AEEISR1WKcUqqX1vp0IaeoWD7+uKxrQGpCAk4ldO7IyEgAhgwZwpAheVP6Nmxo/VdQtWrV8pQxmUyWwCg8PBytNT4+PnnKXb1v6dKlDB06lJEjR/Lmm2/i6emJnZ0d3bp1yzfQuvraua8LEBMTQ82aNQu6VTIzM4mNjWXOnDnMmTMn3zKXLl3C1/fGy0MohBDlXfNJv+LsaMfe17pb9q39O9yyHeBh4n/bF9Lpw0VQsyZj//cp0S3bMNw1J1hrWKMyKw4Ys2Wb+npAivVwniHta3MzsrWL9jPAHeiktd6RvVMpdTuwFPgU6Ff81RNlwdPTE4Bp06Zx55135jnu7OxcpPPVqFEDpRQRERF5jkVERFi14i1atIhmzZrx5ZdfWvYlJycTFxeX57O28PLy4kAh3en29vZ4eHjQu3dvxowZU+A5hBBCFK/tJ6JJTM0gMRVSMzIxOVh3CPrHRdLnuTep+uduDgf3oelP37P2o1086Gm9nElzv5ylT5r4VibuZKlUv9yzNcC7C3gmd3AHoLXerpSagBEAigoiKCgIPz8/QkNDLWPorofJZKJVq1b8+OOPvPLKK5Zu2s2bNxMeHk6LFi0sZZOTk3F0tJ7l9O233/7na/fo0YMVK1awadMm7r333nzL9OrVi7/++ougoCBZB1AIIUrJrM3/WraX7DnLsI6BlvcdT//FrJ+mUMlBMXHAOOIGPMSrds4kp2VS96r16m6v74WvhzNJqRk08XVnlwR4gO0BXiIQWcCxSCC5gGPiBmRvb89nn33GwIEDSU5OZsCAAXh6ehIeHs727dtp2LAhzz77bJHO+cYbb9C3b18GDBjAyJEjCQ8PZ9KkSVSvXt2qXK9evXj++ecZN24cPXr04I8//mDmzJm4uf23JNCPPfYYX3/9NcOGDWPChAm0bduWuLg4fvnlFyZMmECdOnWYMmUK7du3Jzg4mGeeeYaAgAAuXbrEwYMHuXDhArNmzfpP1xZCiJtdakYmu07G5kkRBmCfa6zc7C0nLQHegL838t66T7jgE4DTpnV8/+1x+OsC3ZoaQ3oCr2rBs7dTLBt1GxpwdpRpAdlsnWQxH3i6gGNPAd8VT3VEedG/f39+//13YmNjGTFiBD179mT8+PFER0fTrl27Ip+vT58+zJs3j7///pv+/fszffp0Zs2aRZ06dazK/d///R9jx47lu+++o1+/fvz222+sXbuWSpX+2wrjzs7ObNq0iWHDhvHFF19w99138+yzzxIfH2+ZMVu3bl327t1L48aNGTduHN27d+eZZ55h+/bteWb5CiGEsF2j19bx6Nzd7Pw37zJXIUejLNvt6lQDrcl4/XWmrZ3OH7WaUzt0Py6NG9LnFmMM9OiF+wGo45X3+8Cvigv+VVzy7L+ZKa31tQspNQp4BYgDlmFMsvABHgAqA++SK1et1npuSVS2JLRp00bv3bu3wOOhoaE0adKkFGtkm4SEBCpXrlh580qSPK+C5fc7HhISIsFtEcjzKhp5XkVzIz+vwPHGgvFP3lmXCffk/H9m3+lYBszMSZ95R63KfL9zDvzwA0ubd2NCr//j+NT7ACMnbbePNlvKnnr3nkLXs7uRn5ctlFL7tNbXTL9haxft5+afNYFm+RzPvSCbBm6YAE8IIYQQxS8tI8uyfXW6sfd+OWLZHlTHhYffexbC/uaDOx/hiw4DeXfALZbjgZ6umBzsSM3I4o4GXjfVYsXXw9YAr861iwghhBDiZjJlbSiuTvY83y3vIsKzc02iuBiXYtnWWrMnzEhpP7OFE+1feoxKERdJ+W4+XxyuAsDgdgGW8g72dvhXdeFkVBLuLjdPqrHrZVOAd1OtcSeEEEIIm8zZYkxZ7dzQm1YBOenC0jKymLbhmOV9eFzO+qRL951D6SyG7P+Fu2d8Q4qrG4MHTWHCHXfD4Z20qJmz7Em2ul6VOBmVlO9kDZG/IqUqU0rVB9oB/sB5YLfW+kRJVExov4UkAAAgAElEQVQIIYQQN4b+X+wg7L2czELHIxOsjsckpRGVkIq3mxOXlq1i1bzpBEX8Cz17cuTN6fy5/CT7Thutek/cmTe9/et9mpGWqenRNO+C+SJ/Ns2iVUo5K6XmAqEYM2rfN/8MVUp9pZSSxcOEEEKIm1juSZtO9jnhRXAjb5TOInrON9CkCU+99yxVUxI4O2M2rF1LYLN6APx5xgjw3J3zdsMGeLry3ePtqOJaUjmcKh5bW/A+BIYAk4BF5MyiHQy8jrEO3uiSqGB5oLWWQZ2iQrJlFr0QQhTEx91ERHwqABfjruBnXqrkUnK6pcw0z2guzBtDk4h/SWjYlIl9XmRf265sHX03AFUrOeHl5sTuU7EAeMg4u2Jha4A3CHhDaz0l176TwDvmwGcMFTTAc3R0JCUlBVfXmytJsbg5pKSkSPYOIcR/kpmliYhPpZKTPUlpmRyNSLAEeA/O3klg7Hne2/wVnu/vIa1KdX74v7c51Lk3K/adx1NZhx/1q7ux62QsdsrYFtfP1gDPBOwu4NgfUGJ578tc9erVOX/+PP7+/ri4uEhLnrjhaa3JyMggISGB6OhofHxkTIsQouhORScCkJSWCRhLoXRpBJHxV+h8ch+frvoAN2dH+PBDxjrfSrKdE8HVjEWKv33MesH82tUqsetkLNUqmahkKtL0AFEAW5/ib0AP88+r9QA2FVuNyhl3d3cALly4QHp6+jVKl54rV67g7Oxc1tW4Ycjzsubg4ICzszMBAQHyXIQQ/0l0opHfYFDbWizac5b4lHQ4ehT7F8czb80KLjdsit36tVC7Nn4/HmTjkUgSUzMwOdjR3N/d6lzdm/qweO9ZBrT2L4tbqZBsDfA+Ar5XSlUClpIzBu9B4B5gqFLKMu1Fa12hUv26u7tbAr3yIiQkhFatWpV1NW4Y8ryEEKL4XLicwqA5uwDo18KPNX+dp/XcGbBkFu4mZz7t+BA9539Mldo1AGOSRHRiKmdik/FyM+XpDevW1Icjb/XC5GBrBlVxLbYGeNk5QkZhnZNWXXU8m2T7FUIIISqAH/edIyUtg2EdAy37zl/OWbg4wCGDL5a+xR1HdqKHDqNDlZ7EVKrC4/5eljKBnkbX7MYjkTSpkX/aSGdHCR2Kk60B3mMlWgshhBBClDsbQyN4aelfgJFdwsG8/ImduXnHLz4S/3vuosbRo7ze7Sme++JjYt7ZCGA1lq5RDWPiRFpGFm0Dq5XiHdy8bM1kMa+kKyKEEEKI8uXnvy5Ytv86F8ettY1sFRmZmrox5/h+8USUXRpDB73NroBb6BVpTLz4ZLD1kJg6XjkzYzs3kmwUpUE6u4UQQgiRrxoeLpbtC7m6ZefNXMGSBeNwykyHkBC6jXoIgO93GplN/au4WJ3H3i5nzF2jArpoRfEqMMBTSs1QStUoysmUUvcrpQZdf7WEEEIIURqysjTvrztCTGJqnmPhcSm4Otljp+DQ+TgAkg8e4p3PxpBq70TUmvXQsiUta1UB4NwlIwhsZX6fW9tAo/XP203W3iwNhbXg1QVOKqUWK6X6KaU8ry6glLJTSrVUSk1USh0FZgKxRamAUmqdUkorpd6+an9Vcxq0aKVUklLqN6VUUD6fd1ZKTVVKXVRKpSildiql7ixKHYQQQoib1We/n2BmyL/c+nbeldBWHLiA1tAqoCp7wmLhwgXU3XeTYWfPoIffpWlwWwC8zEHb3+fj8PVwxs4u75qx3z3enj2vdpP1ZEtJgQGe1rov0AtwAZYBkUqps0qpP81B1BEgAdgHPAUsABpordfbenGl1GCgRT77FbDKfP3/AQMAR+B3pVTNq4p/DTyBkTKtD3AR+FUp1dLWegghhBA3I601H204lu+xyIQrAKSkZ9I6oAqXDhxG3347jpdieWzgZO67v5OlbHX3nFa5hj75d8G6ONnjXVla70pLoZMstNZbgC1KKV+MBY3bA36AM0aqsh+ALcBWrXVWUS6slKoCTMdIc7bgqsP9gE7AXVrr383ldwKngLGY06IppVoADwOPa62/Me/bDBwG3jSfRwghhBD5+Dcqyer9lfRMy3Il2d2tAKY/9/Hj/JdJdXZkyxeLOHTEjjntAizHXZ1ywok6XpVKuNbCFjZNstBaX9Raz9NaP6O1vk9r3UtrPURr/ZbWenNRgzuzD4DDWuuF+RzrB1zIDu7MdYgDfgbuvapcOrA4V7kMYBHQUyklfyoIIYS46aVmZJKUmpFn/5CvjMWKewf5AnAx7orl2NnYZAAeDt3EmHeeIMnJhXWzlvLkESN0qOLqaHWu+1sZWSia+MokivKgTGbRKqU6AY8AzxRQpBlwKJ/9h4EApZRbrnKntNbJ+ZRzAuoXQ3WFEEKIG1qfT7bRfsrGPPsj4o2JFdndqufNrXbhcVeYNvMXvvhpClNWfURa2/b0HzYNGjS0fDZ3qx3AtAdbsOCJ9jxwa62Sug1RBKWe0Vcp5QjMBj7UWh8toFg1ICyf/dkTOKoCieZylwopl+9qikqpJ4EnAXx8fAgJCbGl6uVKYmLiDVnvsiLPq2jkeRWNPK+ikedVNNf7vNIyNccjjXaQgs6TGm0sb7Lxj/2of5LJ+PRbfvt9Nen2DpwcMYL99z1EzLY0Dh7+B4Dgmg4Fnmvr2f9c1WIhv1+GUg/wgHEYEzfeKaSMAnQB+/9LOSta6znAHIA2bdro4ODgwoqXSyEhIdyI9S4r8ryKRp5X0cjzKhp5XkVzvc9rb1gsbNgJQJuOnXDLlWHijn//YOvxaJ5/4C6++nMVwVu3cvuimWQmJLIkqBv3r/6aurVq4hZ/BbZt5GS6BxBF22b1CA4un51k8vtlKNUATykVALwKjARMV42RM5knXiRgtMDl1/pW1fwzu9UuFggopFyRlmwRQgghKprj5uwSAF9uOcmY7jndrCYHe5rUqIzTr7/w29xnCYg5D/fcQx//voRWq8XgWsbCFdkpykKORgHgV8W5FO9A/BelPQavLsYM3PkYQVr2C+Al83YQxhi6Zvl8vilwRmud/dt6GKijlHLNp1wacKJYay+EEELcYF5Z/rdle8WB85btxXvOcGrbXsZ98gL06YO9gz3vPfshqStXccqnNiM61bGU9XCxnlDh7SYBXnlX2gHeAaBLPi8wgr4uGEHZKsBfKdU5+4NKKXegr/lYtlUY6+MNzFXOAXgIWK+1zrsstxBCCHET8vVwprE5TVhadCyJz4xm3dxnaX0+FD76iA+nLmV1zVacjEriSnoWt9T0sHzW3k4xY1DO8rId6+XJfSDKmevuojVPmvDVWp+5Vlmt9WUgJJ9zAJzWWoeY368CdgLzlVIvY7TsvYIxtu6DXOc7oJRaDHxsrscpYBRQBxhyXTcmhBBC3CBCjkby818Xmfagde6ACT/ltN7V83Zj96lYWLMGu0eH81hMDIta9KTjD1/g3qwOdTce56fDUSzZa8yS8LoqpVilXLNm7fPJVCHKl0Jb8JRSo5RSYUqpNKXUwQLyzLbGCKyKjXldvT7ABuAL4CcgE+iitb56fs5jwDfA28AaoBbQS2v9Z3HWSQghhCivhn+zh2V/niMuOd1q/4I/jLaXmlVdqBF2hHd/mAx9+pDi5UPf4R/T9OeF1GlmdMU29nUHYMsxY5xdUK4WPIDKzkaAF+RvvV+UTwW24Cml7gU+BzZhLBzcGfhBKdUTGKm1ziyuSmit8/wpoLWOBR43vwr7bArwgvklhBBC3FRORedkowiLSaKFaxUA0jKMHAQOmRksi9mE90fvE+/ozImnX2Dz/SM4vPEUNau6WD6b3X37b1QSjXwq4+5sPe6ufV1Pvn2sLZ3qe5X0LYliUFgX7VjgW621JcAyrx83A/BSSj0gY9yEEEKIshUWkxPgLdpzhha1jADvs99P0PbsId7fOAufiDCuPPAgnf3689KgDuw4GkVd70pW3bC5g70Az6vnLhqCG1UvobsQxa2wLtqmgFUaMfP6cXcDdwLrcmWUEEIIIUQZiE8xumVdHO0JORqF1hrS0uj08WSWLhhPNZ0GK1fiuHgRCa6ViYhPZeORSAI9rXPGmsfDA9DMz71U70EUv8ICvMz8jpsnQnQDbgE2UkC2CCGEEEIUn8Dxa3htxd959r+09C8AHmpbi4txV7i8fhPcdhvt1i7k6zb34v7vMejXD3s7RfXKzqw7HA7ApiORBV5r+G2BJXIPovQUFuAdBe7I74DWeg8QjLHI8PfFXy0hhBBCZNPaSNo0f1feBSvqeRudaZ0bedPj2E48+t6DDg/n//qN462uT2DnltNSF1DNlRPmhY8Ht8ubM7ZdnWo0rlGZKq5OJXEbohQVFuD9CjyulMp3NUOt9d8YXbWJ+R0XQgghxPVLy9Tc88m2fI8lp2VwJDwBgA6bVzFzxbtENmhKzPY9rGlyBwNa17QqX6tazti6Z/JJNbbkqY6se/7OYqy9KCuFBXjTge4UktdVa30caAvcVcz1EkIIIW4qJyITLcua5HYhMYvQi/GW99PWHwWMVr2mr/+KQ2YGL2z5HpennmBP3ZZ8Ov4L1l1MA2BAa3+rc1V3NyZVONorq2BPVDwFzqLVWidgpAIrlNY6CthcnJUSQgghbianY5Lo9pHxVdqjmY/V7NarFxX+dNMJXuzRiMTUDOrFnOWj1R/RIvw4DB/OjNaPkpUMYYcuAtDsqjXrsk+VnqlL8G5EeXDNTBZKKXvgfoxWuuwO+7MYEyx+Ks718IQQQoib0VFzNyvA7lOx3BPka3l/MSnLqmzPZj6gNSmffM6ab8eR7OhMyoJFuAx+CJ9F+9l7+hJNfN2pWdUlTw7Z57s1JCYxjZd6NirZGxJlrtAATynVHPgRaAhkAVEYXba9gKeAY0qpB7XWB0u6okIIIURFlZSWYdmOSUqzbGut+eKAseTs6Lvqs/lYFE6x0fDoo1T//ntC6tzKy/c8x57BDwHgV8WFcwcu4OVmIiCfLlhHezveG3BLCd+NKA8Ky2Thh9FKFw88BKzRWiebj7lipBKbAvymlGqltT5fCvUVQgghKpyTUTmLFUfGX7Fsz881Jm9YYw9Mb0xi+J6V6Kx0vuoyjCltB7Lp5Zxh8GcvpQBw4Oxlet+S0woobj6FTbJ4FUgA2mmtl2YHdwBa62St9RKgHRAHTCjZagohhBAVk9aaTzedAMDH3WSVemziikO4pF3hmZ1L8GrRhP/bsZiN9duRfOAgy+99gs6NfajjlbMMytD2AZbt7OVTxM2psC7ae4ApWutLBRXQWscqpaYCrxR7zYQQQogK5pe/L3J7Ay+rPK/Dv9lj2Q7yr2JZ9oTMTPr9s5nXNn1F9aRL0KcP93j14B+fumz2rc2JyDCCG3lbnf+WmlUs27mDPXHzKSzA8wVCbThHqLmsEEIIIQowb0cYk1YZi1OEvdfbsn/zsSjLdqCnKye2/4ke9hVq1So+iY/nmF99qq9fDbfdxoTj0Qz9+g/WH44gPVPTuEZlq2u4ONnzy3N34GivqO6e7zK24iZRWIB3GfCz4Ry+GN20QgghhChAdnBXIK1pumI+L82bRqaDPUkPPMTLSf7Yd7uNmbfdBkADH6Pb9VdzurEmvnlzxua3T9x8CgvwtgFPA0sKKqCMzMRPm8sKIYQQIh/pmVmFHvdMusx322fRbP82NtdpzekPP2N1lLFkygPOOV/V3m4mHO0Ve09fwsnezmr8nRC5FTbJ4n3gDqXUYqVU9asPKqV8gMVAJ3NZIYQQ4qa27Xg05y+n5Nl/OiY5n9KG28IO8Ms3/6PJP3vI+vhjnhz8JmdNHlR1NcbpdQ/IGa9nZ6doWcsYZ1fJZI+jfWFf4+JmVuBvhtZ6D/A40A84q5TarpT6wfzaDpwxH3tCa727dKorhBBClF9Dv/6D29/blGf/B+uOWL3/ftdpyMgg7sWxzF88kfTK7tjt3o3dc89R38edI+EJRCWkcnt9T0wO1pksxnRrCECv5jVK7kbEDa/Q0F9r/T3QEpgLeAH9zS9v876WWut5JV1JIYQQorzLnY1iwz8RVsfWm9+P6FQHgAU/boMuXfD4aCo/BnVl6azlcIuxAHFANVcuXE7h8IV4fPKZKHFbfS82vxzMG/2al9StiArgmqnKtNZHgVGlUBchhBDihtXz4y2W7Se+22s1U9bd2YEWtaow8e5GJH02k9e2fw9kMu2RiXzq257jfVpaytbwcOaXQ8YkioY+lUFfznOt2p4y9k4UrsAWPKWUnVKqrzldWUFlgpRSfUumakIIIUT58m9UIhfyGWNXmBX7zxN/JYPax/6C9u1579fPOF29Nvz5J0sbdSa4kbfVWDpfj5xWu95BsgqZ+G8Ka8EbCnwBBBVSJgFYqJR6Qmu9sFhrJoQQQpQjWmu6TtsMwNePtqFrE58Cy7YOyFlw+MM5vzJt63wGHP4d/PxYMuZd3q7ckq3+gYTHH8PxqjF2uXPI+rg7828x34e4ORQ2Bm8o8I3W+lRBBbTWYcDXwKPFXC8hhBCiXIlPybBsj5r/p9WxBblyxt5auyrRiWkQHw/PPsvvc56kz5GtnH9qNBw9SmSfAcSnZrL3dCwAj91Wx+pc3Zr48GCbmnwxpDVODjJLVvw3hbXgtQY+teEcvwFDiqc6QgghRPk0/4/Tlm1H+5xWt7OxyUz46W/L+7DwOG7fv4nMz4djd+4ci1v04vRTz/HqUz0ACL1oTMZ4ftEBAO5taZ1TwMHejg8eaFFi9yFuDoUFeJWBAvPQ5nLJXFYIIYS44U3fcIw7GnjRJrCa1f7Zm3M6SxvmShEWEX8FALusTB4/tZ1RWxfgGXGOlIaNiVn1K69tTWV6u6aW8klpRktgQmoGXm5OeLqZSvJ2xE2qsLbfaKC2DecIMJcVQgghbmh7w2KZsfE4A2fvzHPs3pb+AHSq78X+M5dJuJIOQExSGp1O7WfNt8/x2o8fYPL25In7X2PvqhD2+TcBoEH1nIDwpR6NLNuNakj7iCgZhQV427BtbN1wJFWZEEKICuCRuca6/Vpb79das/NkDIGertxe3wsw0ohx4QL1xjzN/CUTqUYGmYsWk7xtJxsadOBoZBIbQyOp6upolR+2ub9HvttCFKfCAryPga5KqelKKaerDyqlHJVSM4C7gOklVUEhhBCitFQy5YxcupSUZtn+af95TkQmEhaTTL+WfnQ4c5CgofdBzZoEblrDnOCheJ0+jv1DD+Lt7oybyYGzscn8fiSS7k19sLeznimbnUPWW7pnRQkpcAye1nqnUupFYBowRCm1HsgeYVob6A54Ai9qrXeVeE2FEEKIEpaVpalVzYWzsSkcjUigQ11PAE5FJwFQ11XhM2k8CxZ+SqKPH1kTJ9I3uhaturXH3sVYv04phaebE/N2Gl+Zt9Sskuc6rQOqcio6CTfTNfMNCPGfFPqbpbX+WCn1JzAeI0WZi/lQChACvKe13lqiNRRCCCFKSVxKOu3rVuNsbAr/RiVaAjzH+MsMPLiBdw6vxOFMGAvb9uXUixPp2rYuoXN2MSKgqtV5rqRnWrbb1bGerAHwdOe6HDofR49mkk9WlAxbUpVtAbYopeww8tECxGitMwv5mBBCCFEuTV51mG93hPHPmz1xdcr5Gvz9SCQZWRonezucHe0Ii06C6GjSpk5j+Mef4J6WDC1awLzfmbMXmmXas+PfGADaXTXj9tPBrXnQPFGjrlfetGINfCrz65g7S/Auxc3O5hUUtdZZWutI8+s/BXdKqZ5KqU1KqXClVKpS6pxSaolSqulV5ZoppZYrpS4opZKUUoeVUi8qpRyuKueslJqqlLqolEpRSu1USsm/GCGEEPmav+s03+4IA+CHXTmLE2uteWr+PgAevS0Qb/ssWi2cA/Xq4Tj1fbbWacWAIR/An39CcDBebk7EJKZx9lIy1SubCPB0tbpOuzrVmDmkNT89cxsO9rJYsSh9pd35Xw3Yh5ECLQpjiZXxwC6lVJDW+rRSyg+j+/c88DzGEixdgalAdWBcrvN9DfQGXgZOAv8H/KqU6qi1PlAqdySEEOKG8dqKQ5btI+EJlu3Nx6JIy8gCoNXpQyyc/jg14yOhd2/u8etNaLUAo6CdEaxVdXVi/T8RVHF1pJlfzgzZ3O6WPLKiDJXqnxVa64Va65e11j9qrTdrrb8H7sdYKPkBc7E+GF3BD2qtl2itN2mtXwWWAI9kn0sp1QJ4GBijtf5Sa70ReBA4A7xZirclhBCiHEnNyGT/mWuv0x8Wk2TZ/mLjMepHn2Fb3G8QHEy6vT2DB71D9KJlluBu94SulvItzblmLyen06GOZzHfgRDXrzy0G8eYf6abf2YvyRJ/VbnLWNe3n/kzi7N3aK0zgEVAT6WUzD0XQoibUO9PttH/ix389k9EnmP3BBmTGh7pWJvQi/GkZ2TCt98yZ3w/fvv6GWrO+hiGDmXhFyvYWbsFB85cBmBI+wCquztbzvPArTUt200LaMEToiyVSYCnlLJXSjkppRoAs4FwjMAMYClGt+xnSqk6Sil3pVR/YBjGki3ZmgGntNbJV53+MEaQWL9Eb0IIIUS5o7XmRGQiACO/22t17ERkAluORXNnQ2861PUkLSWVxPsGwGOPccrDlwVPT4bQUJg3j0FdjaHhoReNtoYWtayXOvGqZKJWNWNhiVtrW8+gFaI8KKsFeP4AbjVvnwDu0lpHAmitI5RSHYGVGOPqADQwWWv9Qa5zVCP/XLmxuY4LIYS4iVyIu1LgsY2hkSSmZvDOfc3JTEvn458/pOrRbRwf8yr3O7bn5bubQGOjbaBmVVfsFOw6ZXQyVb5qvTo7O8XWsXeV3I0IcZ1sDvCUUu7APRgTI5yvOqy11m8V4brDAHegLvASsEEp1UlrHaaU8gaWA0kY4/JiMLJlvKaUStVav59dJYzAL09VbbiXJ4EnAXx8fAgJCSlC1cuHxMTEG7LeZUWeV9HI8yoaeV5FU5LPa+2pNKv3m37/HTtlfC0cPJqGvYITB3bR8MNp9Dm6jRUDn2RPi87o0DRqpp4lJOSc5bM+rortJ2JwsIOs8COExBwtkTpfi/x+FY08L4NNAZ5S6nbgZyDvctwGDdgc4GmtQ82bfyilfgHCMGbTPg2MBQKB2lrr7Ba6EKWUPfCWUuprrXU0RktdQD6nz24rj83nWPb15wBzANq0aaODg4NtrXq5ERISwo1Y77Iiz6to5HkVjTyvoimO57UnLBY3k4NVjleA4evWAMa6dLvDYmnSugO+HkZX6pLz+/CvEkeXjRvhl7V802UIhx54BjeTPY72Z+jTPRi7XCnFEkN+BTKoZHKkd/cu11Xf6yG/X0Ujz8tgawvexxhB2BPA31rrtMKL205rfVkpdYKcMXNBwIlcwV223YCjuVw0xli7/kop16vG4TUF0jC6foUQQlQwl5LSGDjLWET45JR7rIKybE393NkdFsvZ2BR8K5vI+Hk1Xd/9mPfOHYS4GBg5krWth2N3KZm0zCwCqrnmOU/ClQwA+rfyL/mbEqKY2TrJognwmtZ6X3EGdwBKKR+gMfCveVc4UF8pdfWo1fbmn+fNP1dhBHwDc53LAXgIWK+1Ti3OegohhCgfvjEvVAyw/d9oq2P1q7sBMKC1Mcs15tBR6NIFh/vupeu/e4hu3wnmzIHZs/F0c+aPU7GcjknON53Yrle6MqJTHSb2aZrnmBDlna0teGeA6152RCn1E/AncBBjGZSGwBggg5wZsrOAIcB6pdRUjDF4wRhj9X7SWp8F0FofUEotBj5WSjkCp4BRQB3z54UQQlRAWVk5w6+Hfb2bsPd6A8Ys2RORiXSq70VDEnlhy/cEz1gNjnYsfXoSb1e7lb1v9gZzZomLcSkAxCalUbOqa57r1PBwluBO3LBsbcF7AxhvnmhxPXYB9wHzgDXAC8BmoKXW+hiA1noXcAdGposZGC1192MsXnx14PYY8A3wtvl8tYBeWus/r7OeQgghyqnzl1Py7rxyhSVTvmb09oW89NFoTPXq8uzOJWytFQQHD/JBzU50bl4Tx1xpw0bcUdey7etx9dxBIW5strbg9QF8gFNKqZ3kncCgtdaPXusk5hmw79tQbhfGjN1rlUvBCBJfuFZZIYQQN77UjEx+2n+eWtVcOBtrBHp640bUqFFMOH6cLBRpjZvAM89wV1ITwqr5c8i3JlEJh6nrXcnqXN5uOR1TvW+RtGKiYrE1wOuEMVM2HmOB4avlt1yJEEII8Z+dik6ijpd1UPbU9/sAaFGzCmdjkhl64Bf4cDYJ1X15qf8EdtRuwd/THwTgoZB/eX/dESavOgzAsYgEq3O5u+R8BZoc7EvyVoQodTYFeFrrOiVdESGEECJb70+2cvhCfJ5JDiFHowBo5KZ45c9Z+P+2hqQuXfn0ySn8eiCKd+8PspT1rmy00KWkZwIwumsDq2s0ruGOnYJHOgaW8N0IUfrKQy5aIYQQwsrhC0aKsK+3nbLs09roLKoRH82oiY/ht+kX3g0ezv6ZC5h70JhNO6htLUv5Jr6VAdgbFouTgx2NfCpbXcPeTnHs7buZ1FcmUoiKpyiZLCoBI4A7AU/gSa31caXUIOCA1vpICdVRCCHETSQzK/9RP6sPXqT78V2898snODhoIhYsY/Z+R+rFp5Jh/oxSOWvZeVYyWvAi4lOp513J6lg2B3tp5xAVk02/2UqpWhhLm0wFGmAEedl/CnXBWMJECCGEsFnoxXiumLtPc/vzjPU69yciEyE1legRT/Pl8rexq10bdu2icv8+AIxddjDf81dxdbRs57fOnRAVma1/ukwDUjGCu1uxzve6GSPgE0IIIWxyMS6Fu2dspfHEdXmOHQ03JkO8Zx5Pd2H3AejYkcf2/cyCjv2pemAPNG2Kq5N1J9QTd1gPF3d2zJk4UdvTerKGEBWdrQFed2CS1voMeWfMngckj4sQQgibZQdxV7uSnslrKw4B0OcWXx4+8AsdBvZEnznDyAcmce71KWDKWd7krkgjl/QAACAASURBVMbVLdu9mudd6qRTfS8AhnaoXZzVF6Lcs3UMnhOQ/79G8ADS/5+9uw6P6vgaOP6deEIcQhJCgmtwd0KhQKGlhSqlRkupvnV3hxql7Y+6C9CWChTX4O4agiSQQNzd5v3jblayATYltMj5PE+ezN65e3fuLUknI+fUTnOEEEJcCu74drO5vCUug26NjSnUyhG9+rnpeF97DW8tmk9Mu54UfP4lS+cc49owP5vr1HG3/G+sS4S/3ef8NKGn3TEhLgWOjuDtAq49Rd0VwNbaaY4QQoiLXWpBhc3rTXFWsfO15rrdS9nw88OwfDnfXP8Irz4whfmZxnRrZa7ZSld3bADAk8NaVbuJQohLlaMjeO8Cs0w/PNNNx9oqpa7G2Fk76hy0TQghxAUqKbuIXpOWAbD2mcsI8/c0132+qxiAwa3rs+1YJomZRkaK3JhYfvj1JQbEbYf+/eHrr1m/PpvMzELyissAaFEl1MmQtsHmXLRCCAuHRvC01n8A9wPXA0tNh38AHgEe1Frbr5IVQghx0dJa8/ivO/l18/Fq62dttRx/aMZ2c7miQnMoyxjBe2p4axoGeJF/OA4eeACv9u3ocuIAR199B6KjoUUL/D1d2X8yhxmbqv8cIUT1HI6Dp7X+TCn1I9AbqA+kA+u01qdamyeEEOIilZZXwu/bEvh9WwK+ni52GxwW70s2l52tpk73nMg2l1slHea5396h27oF4KTYPHAUr7a/hrkvjAMnmW4V4mzUKMKj1jpfa71Uaz1da71IOndCCHFpOpKaZy7f+9M2u/pdCUZHbmjbYFLzis3HT6bmMnL/arYveQ06d6brpqXM6DwCffAgb4x6mMC2zXG26twF1nE7h3chxMVLQngLIYSosaNp+Tavj2cU2JXHdAkjI7+Eo2n5ZKdnwxdf0H5gF6bNeRufjFR4/33+mL2elwZPJM47iL0ncohsYLtLtq63pYM3LDL4HN6REBcX6eAJIYQ4pdWxqXy8LNbueHp+ic3rcV9tBKC4rJz+76wAICLQi8t9Snhy5ffUad4E7rmHJJ+63HXtixATA489RnAjY2p3S1wGWkPbUF+b697YPcJcfumqyFq9NyEuZg6vwRNCCHFp0Vpz69ebACNQcIBpunR3QjbvLooB4MvbunH3D1vwNGWNSMkxpmPbpBxh4v++wXPubCoqNMkDL2fOgOuYXBRC3zBXXNyMNGItgo2wJ8sPpAAQ5GMJYgzg5+nKn/f34a/tiTTw8zjHdyzExUM6eEIIIar108Zj5vKh1Dy61zGCEf+0Id58/PK2xrRpx/qesHYt6TPm8uvsOfRI2Ae+vpQ98ghR+W25dkw//t55AorzuS3SMu3aMMCLYF93FuxJAqCBVTiVSp0jAugcEXBO7lGIi5V08IQQQlTrRVPKMIADJ3Pobso24eSkQGuapx+H995j9p8zaDNlL5QW0wk4UK8R2S+9ht8jD+ISEEDFpGUczyjgiGndnruz7Q7ZlsE+JJtG/prUk5yxQtSGGnXwlFIhQARgN06utV5VW40SQghxfvl54zFu7d0YkpPx/+h9lu1eSrOMRAD8GjRjVrcR3PzUbXRZXkC2tz+HXx1hfm94oBfxpo0X4YH2I3SRDfxYHZv2r9yHEJcKhzp4Sqkw4CdgQHXVgAaca7FdQggh/kOVO2E7NvRjZ0I2MSezKX/vfZxefIGni4rY3rg9pa8/j+tVVxI1bRcAI4ZeTsaGJYzv3cjmWuGBXszamgDA3f2bQnGcTX1T06hdx4a2O2iFEP+coyN4nwLtgKeA3UDx6U8XQghxIfhzewLfrYtn5t298HSz/J3+8Ewj+0SjunUYGqjp9vR9OCfs5UT/Idza6lqmvHQTruH+AFzbJYPftyWYN0r0blrX5jP8PF3N5UZ166BP2Lbh2q4NiajrRc8mgefiFoW4JDnawesPPKS1/vFcNkYIIcS/p7xC8+gvOwEjw0TlGjsAF2cjilbXohTGvnQ3Zckp7HhtCgu7DufY2qNENrCEMxnRPoTftyUw05S2rE2VUCdjuoTx9ZqjgBEGZW+VDp6zk6JXlU6hEOLsOBoHrxBIOZcNEUIIcW5UVGi01nbHT2QVmsv7T+bY1G06mkHHEzHc9uQ4XIqLuHHsZDYNHMXhtHwa161j7gACNA3yNr/Hz9OV8EAvm2s1M9U7KfswKEKIc8PRDt6XwK3nsiFCCCFqX0WFpulz83l7YYxdnXX2ic1xmeZyQUkZ/Y9uY8bM51B+fqi1a9kf1pLVsWlsjc+kfZjtWjnrTlvnCH+7z/FwdebopBEcmTSyNm5JCOEAR6doE4FblVLLgflARtUTtNbf1GbDhBBCnL0/ths7XT9beZiJA5ra5Hat3NnaKdyf6JgUSsoqcHNxYvELU/nq99c4GdqExmtXoUJC8PWM42R2ERn5JXQMt+3EubtYxgp8PVypjlKq2uNCiHPD0Q7eZ6bvjYGoauo1IB08IYQ4j2iteeK3nebXexKzGdAyyPy6cs3cuJ4RPDlrF4cOn6DtpBe45vvv2d+sA202R0OAEWA4I7+EDFN6snZhtmvsXK2ma+t5yxSsEOcDRzt4Tc5pK4QQQvxj6w6nsTUuk/8b3MLmeGV2iErxVlOyK2JS2Hk8C4CO4f50OhFDxOUPQOJxPuxzE8cfeJz3AqrPHtE+zH4attJTw1v909sQQtQihzp4Wuv4M58lhBDi37Zwz0nu/WkbAH2a16NrI0un7P6fjeNvjW7Pe4tj2J2QBRgx6j5aFgvAfY2daTr5JWb99BEFQSEc/2M+H6wv424/240S9w5sxmcrD9M21Bc3F/vl25PGtKd9mB8erhISVYjzQU0zWbQDBgKBQDqwSmu95/TvEkIIca5Udu4AFu9NsungVbqua0P+2pHIkdR80Bqioxn6wye8Er+Tjkmx4OTEgm5DmXHjI9zaohOs38LwdiE21xjdOYzPVh5mbI/watsxtkdE7d6YEOKsOJrJwgX4DhiLkbmiklZKTQfu0FqX137zhBBCnI6nqzOFpcav3/ySMvPxnKJSc71baTFj9q3AL3opvHMU4uK4y8mFXaEt4M03Ydw4lmzIZM/BVJJyigBoGGA7gtcqxIdNzw+mvo9dpkohxHnI0RG8l4EbgJcwUpYlASHALaa6I6bvQgghatnJ7EKOZxTSo5pMDy5Oxt/cLYO92Z1oiWUXm5yHV0khPxdsh6bjuSkpiVQvfyqGRvFU22v4u3V/Zj85BEKMDRNND5fwx/ZEFu45CVS/WUI6d0JcOByNg3cL8LrW+k2tdbzWutj0/U3gDeA2Ry6ilBqmlFqulEpSShUrpRKUUr8qpdpWc24vpdRCpVSWUipfKbVbKXVTlXM8lFLvKqVOKqUKlVLrlVLV5csVQogL1nWfrueGz9ez7VimzfFtxzLJLTZG7Qa3CWbfiWyKSsshN5fsF19l7ad30vnjtyAykslPTKPHgz/w98v/Y22/Kyl2dad1iGU3bIifJwBrD6UDRnYJIcSFy9EOXgNg/Snq1pnqHREIbAUeBIYCzwKRwAallDk7tVJqJLAKY6TwZuBqjGDLVf98/Bq4G2Nk8UrgJLBIKdXJwfYIIcR5L9GUceK6T9fZHM80hS0BI5YdJSWkvvUeNGnCZT9+yPGWHWDdOli6lPDrRqKVE8k5ReQVlXF770Y21wr1s/x67dtc0oYJcaFzdIr2BNAXWFpNXR9T/RlprWcAM6yPKaU2AQeA64D3lVI+wLfAJ1rrR6xOXVrlfR0xOn93aq2/NR1bCewFXgNGOdImIYQ4H1SmEqsaELi8wpJirKJKtrH/rThkvEdX0HHNQhZ9/TzhmSfQgwczuuFI+o0dQYfeRtiSa7s05Pk/93A0LZ/c4jIa1a1jc61gX0sHb1Cr+rV2X0KI/4ajI3g/A88rpV5USjVVSnkqpZoopZ4Fngd+PIs2pJu+l5q+Xw8EAe+f4X2jTO/5pfKA1roMmAkMU0pJtE0hxHmlunywlcZ/t9kc1sTa9I22UaqsR+22H8ui17Fd7PrzaULuHU+pswtz3/qSwz//yY6QljQM8DSf6+HqTD1vd+btMtbYNaln28ELsRrBqy7dmBDiwuJoB+8VYBbwKhAL5AGHgDetjjtMKeWslHJTSrUAPseYip1pqu6HkQqtvWndXZlS6rhS6mWllHWApUjgqNa6wPbq7AXcgOY1aZMQQpytWVsTOJZe9VeSISO/hCbPzufP7Ql2dYUl5UTHpLJgT5JdJzC70Pjb94MbOwJwMDkXgKO7DjLtr0nMnPEcPqWFMH06N93/GZva9mLtYePv5j7N6tlcq20DX3KKjDV7zYK8beq83S0TOu2q5JoVQlx4HA10XAbcrJR6ExiAsZYuA1iptd73Dz53I9DVVD4EXKa1TjG9bgB4AdOB1zHW7A0BXgT8gUdN5wUCtiuODRlW9dVSSk0EJgIEBwcTHR39D27hv5WXl3dBtvu/Is+rZuR51UxeXh5Ll6/gicUF+LopPrrMNsRIhdbcucjo+L01ZxcB2Yds6mcfsozKTft9Oe3qWf6WfW9xPgDlSQcBWLh6MwEfLSTiiy9pUFLKvFG34XPfWCo8PHCLLWD/0QR2xEKwl+LI7k0csW5HfrG5fGjXRo5UmQ4O8VIkFWjWr1n9zx+GA+TfV83I86oZeV6GGgU61lrvxRghO1u3Ar5AU+AJYIlSqp/WOg5jVNEDeF5rPcV0frRSqi7wgFLqFa11NkY8vurmO8649Utr/QXwBUC3bt10VFTUWd7Ovy86OpoLsd3/FXleNSPPq2aio6NJ9W4G7CKnRNs9u8z8Eli0BADt7GpX/9b2lVSuUglv3pqoTmHGuVrDwvkAjBk2iDnT3+WeX78h5GgMaxp15PlhD7Dsk7twMeWCTV44j+SCcur7uDOgTRBRUR1tPmd94X7WJB7hjj6NuWxQpP199C2nuKwCP0/Xs3wipyf/vmpGnlfNyPMynLKDp5SKAE5qrUtN5dPSWh9z9EO11vtNxY1KqQVAHPAMcC+WNXlLqrxtsak+EmPnbgZQXbsqw7hnVFMnhBDnxA/rT53RsTJ4MEBaXold/cHkPHM5JccyyjZ9k/FrtVHmCZyuu5Yf/vyT1MBgmDmTW7bVAaXMnTtrKbnFNK/vbXf8xm7hbDiSwV39qk8v7uHqLKnGhLhInG4E7yjQG9iE0QE79epgwz/6raC1zlJKHcKyZq5yhLDq51WOzFVYnTdaKeVVZR1eW6AEY+pXCCH+FbsTswEjc0RZeYVNx2trvO1qkuyCUvy8jFGylQdTbepm70zk7gFNAZj64ypeXzeTm3ctBg93Fo19kNdaDGPOyMth+1JeGNnG5r1ebs4UlBhZLZoH2XfwmgZ5M/uBvmd5p0KIC8HpNlncCRy2Kp/p6x9RSgUDra0+6y/T9+FVTh0GFAGVuW/nAK4Yu24rr+UC3Ags1loXI4QQ/4KScsvfo4Wl5Ww/nmVTvzkugxBfD16/ph0AqXmWEb2ETOPv08pRtT2JOZCVRf7jT7Hq87u5aecinCfeDbGx7Lr9ARKLFTsTjOu3CvGx+ZxujS1Lj6sbwRNCXDpOOYKntf7eqvxdbXyYUupPYBuwC8gBWmJsmijDFBZFa71HKfUd8JpSysl0/hBgAkY2jTzTeTuUUr8AU5VSrhgjjvcBTYBxtdFeIYSw9tOGeMorNLf3aWxz/LeDttOuexOz6W7qbKXkFDF7xwl6NA4k3BS2JLvQkjP2WHoBLk6Kp4a3ImXfISL/+AH92TjqZGfzV9uBhH/0Ll0HdwegbIfRsfss2tg6YZ2JAiDQy7J2LjzQdqOHEOLS4tAmC6XUcuB+rfWBaupaAp9prS9z4FIbMHLaPo4RyuQ4EA1MMm2wqHQPkAj8HxCMMUX8mNb6wyrXG48RquUNjB22O4HhWmv7YFJCCHGWXvjLmEDo06wuLYIto2cn8oyVIyM7hLJkbzInsy0jdJ9EG5MTm+IyeMazNQA5haVQXs7yxVuJ+XY+/3ciBvfhU/gweiW6ooKya65hwai7eOSAZmP39uZrXdWhAZ+vPMK+kznUreNGkI9tuM9Xr25Hp3B/bu7ZSFKNCXGJc3QXbRTGrtfq+AADHbmI1vpt4G0HzisBXjB9ne68QuAx05cQQpwzuxOyzeU9J7JtOnh7040O3uQx7dmdkG3TwUvPLyE4N41by47T9PW5/LRkPV2+T4WUJC6rqOAyoFw5QaeOHLn5Lu7w6s5nL17H5s3H8XFPpL5VJ87fNEKXV1xGzyb22Sb8PF25o2/1GyiEEJeWmoRJOdUmi2YYgY+FEOKCNnXpQaYujWXFE1F2mR6u+t8ac3ntoXRGd25o934fD1fquUG9vdvhw1XoHTt48s8FRGQnA6Dr1KGOX0PiI7vRZkIHvj1ezsISX76Yeg9+9QMoS8ohYepqpm86xtHUfJrV97ZJXRbqZ8lM0aVRgN3nCyFEpdOFSRmPMQUKRufuC6VUbpXTPIF2wLJz0zwhhPj3TF0aC8DwqauIeeMK8/E9idk2583amsB71xsx5rTWhGWnMPLAaug/mZkbNuFWZqzJKw+qz8F6jVgw6Hruef52VKdOjH5hES3qe7PksYF89+4K2oT44lff6Kw1NuWHzS0q41BqHlEtg2w+19lJUcfNmfyScjqFSzoxIcSpnW4ErwIoN5VVldeV0oFPcWDaVQghzmfWKcKKyyrQWptHz75bF2euC/ByJbOg1Kg/coT4W+9m7foVRmWXLszpN5ql/k2Z9tH9/J5UwdO/72bpYwPBaldrbEoeKTlFxKcXcEO3cPNxD1dnIgK9yCsqJfUUsezev6Ejf2xLpKuM4AkhTuNMu2i/B1BKrQDuq26ThRBCXEi2xmdSXFpOn+a2eVoTMgttXk9ZcpDHh7YCjBE7gPF9G1NcVkH0ki3sm/gYbX/6jHoViin9xnH7x89Rt1NbMlYdZuH8AyT71GXLhoMEeLnSLMgy3Rvk405qbjGL9iYB0L5K3tcG/h6siDFi41XXwRveLpTh7ULP8ikIIS52p4uDZ6a1HiSdOyHEhS6roIRrP13HzV9tJDXXNlTmLtMmirdGG7tWc4ssoUz6Na9HmC7k5ZNrGffUbaz79E4iv5pK7mWXM3jCp3zUdyx1O7UFoE2osR/tWEYBW+Mz6doowGYd3eQxxvVfmmPEdO/VtK5NO6w7fJENbDt/QgjhqBrlolVKdQRaYeSKtaG1/qG2GiWEEOfCH9sSzeXtxzIZGhlifr3+SBoAQ9rU57W5Tri5OEFREfmz/mT8ux8x8MgWKCujSZPmvN9vHKU33ER6SDjJWxO4sqlV/LkAI/7cV6uPciQtn/4tbEcKKzdKVM4Iu7nY/p2dkW/kpA3z9yTEz+5XrRBCOMTROHj+wDygV+Uh03frnbXSwRNCnNdem7vPXD6alm8uxyTl8tMGI+9rgJcrvZNiaP7aZ3DLaupkZtLOO5CM8fdQ/9478ercmTnvRdOhnj++ps7ZtS0sHbzKTtnS/cbO2dFdbHfbNq5nCUA8qmMDuzaWlBshV54d0fqs7lUIcWlzdATvLaAuMABYDYwGsjFSlPUGbjonrRNCiFqyNT7D5vWkBQe4Z2AzAIZ9sJIeCXsZGrse1+YP8G18PEUubnD9tfzYKor3yhuy87UR5vc2qVeHQyl5aK3p27wuSlni3nm4WtJyB3i52u129XKz/Np9Y3Q7u3a+clVbWof4MELW2QkhzoJDa/Aw8sC+hZGJAiBBax2ttb4NWAo8fC4aJ4QQNbXjeBZ3/7CF8grb0J1frzlqLruYsjxUFBahv/2WBd/+H79Of4Y7dy6AyEjmPD6Z3o9MR//8M3ND2hMaaLvZIczfk+ScIo5nFNCivm0+WIB7BjYFLOvxTsXXw9XuWF1vdx4Y1BwnyUQhhDgLjnbwQoEjWutyoAgje0WlP4CRtd0wIYT4J66ZtpYl+5KZvjHe5vj83cau1eb1vXkhKoK7N/6BbtYUdeedKK1Z+OibOKWnw7x5pFx9PZnOHhxOzWPj0QwGtbbNGhHk405Gfgn5JeXV5nwN8jayTzQM8LSrA/j9vt7Mf6h/bdyuEEJUy9EOXhJGrleAeIxp2UrNa7VFQgjxD2mtcTeti9t4NMPmeKV3A1K58c4RPB/9DQVNWvDzK58z/M7/sWfYteBtjNRV5nh9e2EMYN9RC/ByM5er68QNbBlEiK8HozqGVdvOro0Cadvg9KN7QghxNhxdg7cGo1M3F/gReFkp1RgoA24H5pyLxgkhRE0s2JNEcZmxSWH94XTz8fT8EjxKi3h65fd0fvtvips258axk7j92ds5lpAFK49wUw9LwOHKDt66Q8bO2jFV0pJlFpSYy/2a12Nzqm07WgT7sOG5wbV6b0IIUROOjuC9Ciw0ld8FpmFMy47F6Nz9X+03TQgh7MUk5dL4mXl8tfqIXZ11xomMghIqTOvwTiyMZt53DzN+69/w8MMUbtrCxoj2vL3wAPtO5FDP242GAZap1soRuvyScpoF1cHTzdnmc64y7X69o09j6rjXKNqUEEL8KxwNdHxYa73aVC7VWj+utW6otQ7UWt+stU4/0zWEEKI2vDV/PwBvzNtvV9e0npEx4tZejdAaDhxLh6efpt0NI3AvKyFx1lyYOhW/QGN6ND69gB3Hsux2urYMtiwzrm6NXbMgb+Imj+SVUZG1dl9CCFGbztjBU0q5KaUylFKj/o0GCSHEjxvieWn2nmrrVh60zIceTM41l4tKy5m5+TgArUN9iMg8SXnfvvDOO6wbOIrhd04j7FpjP5hSitGdjfVxucVlXN3Jdq2cs9UO1lAJNiyEuACdcW5Ba12ilCrD2D0rhBDnlNaaF/8yOnfD24XQp5klE8SuhCybc/edyDGPtmUVGBkgfIrzuezHjxj97TRKnVxg1iyePxJIvxDbTQ2V6+wAujUOsGvHhH5N+GrNUV672j5WnRBCnO8cXYP3F3DduWyIEEIALNufYi6viU2zqSstN9bUPTKkBUpBXLqRjaKiQvPQd+uYsOkPNn41kdBpU1javCdX3PkxazoMJD69gFYhtvHq4qwyWVSmD7P23Ig2xLwxHFdnR39NCiHE+cPR1cELgI+UUrMwOnsnsU1ThtZ6eS23TQhxkUrPK2bq0lieG9HGbgPDhB+2mMsZ+SU2dcVl5QD0aBJIAz9Po5NWWEjOp1/ywStvEJabSsGgIfD+Ozz0ywkAlh8wOoyVU7KV7otqxuJ9yadso5OTwt3J+ZT1QghxPnO0g/e76fsY01cljZGXVgPym1AI4ZCJP25la3wm7cJ8ubF7hE1dPW830vJKaFKvDolZhTZ1KTnFgJEOrLNLAV2//wkemot/aipHGrTiiZGP8vPPz4CT4o3iQF74aw8xyTn4ebrSqK7tZolO4f48e0Vru46fEEJcDBzt4F1GlRE7IYT4p/KLywB4d1GMTQevsKSctLwSHru8JbEpeew4nmnzvkd+2UGnEzG0uO9zPlo4H6eKciquuIJPuo3mveJQ5j3c35ziy9sUvmTtoXS6NQpAKdvUX0opcy5aIYS42DjUwdNaR5/jdgghLhEVFZqETGNkLi2vhNyiUnxMOVmPpOUBRhgSJwV/7zxBSk4h9eNi2TP1K5bO/pPmGQlUBASw/+YJ3OfVjV/fuYX3Ji0DhU1eWBdnS4euayP7TRRCCHExc2j1sFLqiFKq4ynq2iml7COOCiEuaSezC0nILLA7fjyzgLziMoZFBgOw/6Ql1MlPG4z8sU2D6tCtPJOH1s7Ap3MH6NiRNt9NI8U7kC9uegKnY8dIfv5VjgWEciK7EKXgyg6huLlYfqWNbB9qLvdqVvdc3aYQQpyXHJ2ibQy4n6LOA2hUK60RQlwUyis0vScZ+662vDCEet6WXx/7TuQAMKpjGIv2JnM4NY8eTQIBWBS9h9v2r6LV6Ndx2riRXkBql16UfvAwgw4HkF7Hn9g3rwBnJ0L9jJRkP66PR2toH+Zn0wbrKdnIUMn7KoS4tNQkx86p1uB1A7JOUSeEuAQt22/ZnbotPpOhkSHm1zsTsnFSMKh1EO4uThxJzYO4OCoef5xNf/6Fi66A9u0pnzSZqIQQRl3Vk/IKSE86jI+7izlsSbMgbwD+3J4IQM+m9qN0717XgZ82HrOJeSeEEJeCU3bwlFKPAo+aXmrgb6VUSZXTPIFAYOa5aZ4Q4kK0IiYVpcDV2Ykl+5LNHbzM/BI+W3mYIB93vNxcaOnnQqvvPoF531CmFd90v4YGD0xg1G1X4Ay4vh/N4ZR88w7YPx/oY/4MNxcnlAJt+tMzsoH9KN313cK5vlv4Ob9fIYQ435xuBO8IsMxUvh3YAqRWOacY2Ad8VftNE0Kczxo/Mw+A9c9eZhcoeMamYwT7utM+zI9dCdnm43+YRts6hfvD9u189c54gtMS0Vdfw6O97mBelguHbxluPt/Hw5WFe5NoE+pL6xAfmte3DVb8+OUteW/xQQAJSCyEEFZO2cHTWs8GZoN5LctrWuuj/1K7hBAXiDk7TtiEG6kMgZKcU8ygVu5sPJqBLitDf/sdntNm8ZybF3ftLYMJC3H1CeDmG9/g8bfvZ96n6xjUKsgmD+x+03q9/SdzGNWxgd1nX9c13NzBE0IIYeFomJTx57ohQojzT0Z+CYF13OyOZ1plmPhl8/FqO3jjekbQqK4XLQ7vprTr07jt2skwT1+8SwpwDq4PDz7I7tF3sm5ePO32JgHQOcI2nMm347sz7quNALQLs5+CDfHzYPYDfWkSVOfsb1YIIS4iDm+yUEo1BW4AIjB2zlrTWuu7arNhQoj/1vuLY/h4+SHGdA5jyo2dbOrenL8fgCAfdzILbJfmPjh9OwC9/SDirWeYuGgWWYH12fzmNMZlR7D4kf60DPEFpfCOzwTiOZRixL+7qYfternK3bUAPZtUH+qkY7j/Wd2nEEJcjBzq4CmlrgZ+w4ib6uKExQAAIABJREFUl4Kx9s6aZLkQ4iLz8fJDgLFu7rVr2pkzQwDM2poAwJ19m/D2wgNkF5bi52kEK950NJ0xe5dz+eff45qbzWc9xrB27H1EtmqI65ojNAs2OneAeXRwT2I2bs5O1Ktju9vVel1ddZsohBBCVM/RVclvANFAqNa6gda6SZWvpo5cRCk1TCm1XCmVpJQqVkolKKV+VUq1Pc17PldKaaXUT9XUeSil3lVKnVRKFSql1iulBjh4T0Jc8srKK1i6Lxmtbf9GyyuxfZ2cU2Quz95hbJS4P6oZzUxTo4tMU6wVm7cwc8azTJn3Aa6tWlC2aTOTB93J6qRijmXkEx7gZbPGLtDL6OCl5BZTUl5hTjNWHRfZRCGEEA5z9DdmU+A9rXXVXbQ1FQhsBR4EhgLPApHABqWUXbBkpVQfYByQc4rrfQ3cDbwEXAmcBBYppTqd4nwhhJXmzy9gwg9b+HTlYZvj6UVGEOH7ooy1dXtPWH4EH565AwBvDxcGNK9Ls7TjuMyYDlddhVOP7rRIO8aCB1/Gad06XDtbfhTj0grM4U4q+XiceRJhw7OD2fbi5f/sBoUQ4hLl6Bq8A8BZ5/rRWs8AZlgfU0ptMl3/OuB9q+OuwBfAm8A9Va9lSp12M3Cn1vpb07GVwF7gNWDU2bZXiIvZ2wsPmMvWHTiASRuNEbv+zevxafRhEk25YwFcysu4PHYDYzZ8iMeuLSzLzDQqQkKYNWI8r7YczrT7BoGTEwoY2SGULXEZHEnLo2fTQJvPsR6x++aObtW2M8Sv6pJfIYQQZ+JoB+8pYKpSaqPWurbzzqabvpdWOf4k4IzR6bPr4GF04EqBXyoPaK3LlFIzgWeUUu5a66prBYUQJp9GW0bt5u06ybSbjXJJWQVF5Ua5Y7g/Xm7OxCVnw8qVlP81mw1ffEu9gix0eDhcey3fVISyuW4TPnnzFt6ctILuEQEMaBlkvra3mwvJOcaPYp9m9U7ZnlNtohBCCFFzjnbwXsEYwduvlIoFMqrUa631QEc/VCnljNF5awRMBpKwyoahlGoGvACM1FqXWOeUtBIJHNVaV81mvhdwA5qbykJc0ibN38/VncJoe4pNCmH+niRmFaK1RilFSq5lvV2dlJOMj57O2A8XQk4qysWVbU26EvDIA3S/Zyw4O3Nszl5WbTnO0axiMgtKiWoVZHP90ooKc7lLhP2O1/XPXoa7izN13GuSOVEIIcTpqKqLq6s9SalozrBTVms9yOEPVWoL0NX08hAwSmu936p+CZCstb7F9DoOWFP52nRsMeCrte5V5dpDgCXAAK316lN8/kRgIkBwcHDXmTMvvExreXl5eHt7/9fNuGBcqs/r94Ml/H3EGBz/brglVlyF1ty9uIBhjV3xc1fMOFDCtMFe+OhSipatJ23RegYn7iI47SQAaxp1xOeWUcwI7szMRDc+v9wLd2fjD69FcaXMOFDCkAgXlh4r4+XeHjTxczZ/1tL4Un7aX4K3K/xv8MUZr+5S/ff1T8nzqhl5XjVzsT+vQYMGbdVaV7+mxYqjgY6jzrpFtm4FfDE2bzwBLFFK9dNaxymlbgG6A63PcA1F9Z3OU2/DM9Faf4Gxvo9u3brpqKioGjT9/BAdHc2F2O7/yqX4vHKLSrlj4WLz6wEDBprXvB1IyqF80Wou79GW0nLN8s3L6btgL/4/fgtpaeS4eeF02SC4/DJ+rt+B5/cUs+rRQcT8sp02oRUMG9zffN20rQnMOLCTXGdfArxyGX/1YJt2RAG3J+fi4+F60a6nuxT/fZ0NeV41I8+rZuR5Gf6TORGr0bqNSqkFQBzGurkngCnA20CRUqpyPscJcDW9ztdal2JME0dUc/nKUPhVp5GFuCjlFZdx4GQO3RrbbmD4YX28zest8ZnmwMEvzTZWLzRJS0C98zZrlv+Ns66AUaN4Orgf6xu0ZNXLxj6l8IOpsGcTxzML2JOYzV39bKMiZZkCHW88euofuRbBPqesE0IIUfscDiyllApTSk1RSm1RSh1VSrUzHX9EKdXznzZAa52FMU3bHKgHBAFvAZlWX+EYWTQygZGmt+4FmiilvKpcsi1QYrqmEBe19Lxi2r28iOs+W09SdpFNXXFZhc3r4xnGctW84jKO7j7EO/On0nFYH9qtWcRPnUfwzsd/k/zDTH4JaEOvCMtIW7CvUV4Vm0ppuaZ9mJ/NdR0JdSKEEOLf5VAHTykVCezGmFo9gTFyVpmgshHw8D9tgFIqGGM69jDGZotB1XwlA0tN5TWmt84BXIHrra7lAtwILJYdtOJScNMXG8zlz6rEspu76wQAX91mLNVIzCqEtDRyH3iY1Z9PYMye5fDYY6ijR3l1yD1MT3VhTWwaAJF1LWvogn2N7BKfrzQ20HdoaNvBu75ruFW5YW3dmhBCiLPg6J/e7wP7gWFAEcYIWaV1GFOqZ6SU+hPYBuzCCF7cEngUKAPe11oXYWTMqPq+IoxNF+Y6rfUOpdQvGOFbXIGjwH1AE4zgyEJc9GJNOVwBvlsXxyujIgHQWnMkNR+AAS2DaEAx4VMnQ/SvBOcX8EfkIILeeZ2BV/RGAa2CfYhJzmVFTAqBddwI97H87VeZggzA38uVhgGeNm2wjmV3e5/G5+AuhRBC1JSjU7T9gMla6zzsNzYkAyEOXmcDcA3wPTAPeAxYCXTSWh908BrWxgPfYqRSm4cxlTtca73tH1xLiPPSpAX7afzMPJt0YQDlFbY/ihGBltUKv245DkCbzATcnniMBVNvY/Tcb9BXXMELr0/n2VGPMWC4ZQN6Zcds7q6T9GlWFyer0ERKKe7q1wSA1iE+nCJsEQDtqkzfCiGE+G84OoJXcZq6ekDhaerNtNZv4+BoX5X3NT7F8UKMTuJjNb2mEBeKyqnRj5bF8ubo9ubjsSm5ADw/og1H0/OZtTWBigqNU0E+x6Z+xq+rZtMjYR+4urK/00Bej7yKbz6cyLwPVjGmc4hNR61yGhagX/N6UGCb2aJZkBFyoK63O9VZ+thA8orLaueGhRBCnDVHR/A2YYyWVecGYG3tNEcIYS0117KUdOVBSyro4rJyhk81wjx6e7jQtn4duh3aRvEtt0JICE9On0S9gmz0u+9CYiJFP/7M3uBmbI7LILuwlMgw26DH9X0smyr6NrfPNlHZF2wTUv1u2Ob1vekUbh/EWAghxH/D0RG814GlpuDC0zGmaYcopR4GRgMDzlH7hLgkTFlykMgGvgyLtF3tsCshC4D+LeqxOjaN/OIy6ri7cDTNWF/XJCORG/5YQ+n3P3BL0gnKfHzRY8cyrrQ19YYO4qObuwDgnW+EMNlxzLhei/q2HTXr+HThgV7YbteAMV3CyCsq47Y+jWrtnoUQQpw7jgY6XqmUugaYCnxjOjwZI37dNVrrjeemeUJc/E5kFfLRslgA4iaPtKl7Z2EMAJe1rs/q2DRWxKRwZftQilet5Ys/3mBo7AZwdqbksiE80ONWBjx2J17+3qybsZ3nG1pG1DxcjV2xO00dxpbBtlHe63m74ebsxGNDW1bbRncXZ+4e0LTaOiGEEOcfh+Pgaa3naa1bYOx87Qe00Vo31VovOGetE+IS0GfycnO5sKTcpi6nyEgzNrJDKGiN87Kl0Ls3HW8cQY/je9gz4WFISMB94QKWdRjIroxiNhxJB+COvo3N16nM87o5LpN63m52a+mUUhx88wruHdjsXNyiEEKIf1mNI5RqrQ8hQYSFqJFJC/bz+cojrHl6EA0DLLtdq+6EPZCUQ+eIAJtjY7qEERR/iB9nvUz/I9sgIoIXL7+X39sNZsc7Y8DFCSegbagvm0zZJPo2r4urs+Xvt3Cr0CbOTmfM5ieEEOIC52ig4w+UUj+eou5HpdR7tdssIS48RaXl1R4/nlFg3gn71eqjNnU7jmcCcEU7Y+3dvpOW3asnswvJTs3kll8/RHXqRMcTB/nztico2rufH7tcydX9WuHmYvkR7hIRQGxKHrEpeXSt0kl0sersWYdTEUIIcXFydIp2FLD4FHWLMGLbCXHJeuGv3bR+cSF/bEuwq5u5+Zi5vGhvkk3dtZ+uB4w1cj4eLuw9YerglZUxZewzLP3qPrr8/h1MmMADr8xkSuQVHMwy4owPbGm729V62nVI22C7drQ27YD90pTZQgghxMXL0Q5eGHD8FHUJpnohLmo/rI+j7+TllJXbh4X8aYPRiZu2wn71QmWokzB/T9xdqv+Re25EG9qG+nLgeAZMn05Fm7a8u+Ajcvzqwrp18NlnBDUO43hGIX9tN1KQtQ6xDXUS4GXJONGqmnAmMyf2YsHD/fH3crOrE0IIcXFxtIOXCTQ/RV1zILd2miPE+amotJyXZu8lMauQFTGpNnU7j2eZy4dT8ymt0gHck5hD76Z1GdkhlBPZRWhtrLuLM4U68S3KI2jVUp76YwpfPns1jBtHrnJhwpgX+WXaLOjdG4CxPSMA+GatMc0bfpqpVncXZ7tj/l5utAn1reZsIYQQFxtHO3hLgeeVUjbzPqbXzwFLarthQpxPth3LNJd3J2TZ1D3x206b11vjLeeuPZTGvpM5ZBWWEuLrQUlZBalxifDNN6SPuZHoz+9m14c3wZVX0mHNAtZFdCD5x1/4ftqfLG3Rk0eHtjJfK9QqVh3Yb5YYblrHd1tviVUnhBCXOkc7eC8C3kCsUmq6UuodpdTPwEHT8RfOVQOFOB/8stmyQuGj5bbTsN4exmb0l65sC8Bm005WgHFfGSEi72hZB89Zv/Dl769Rt0VjuOsuIratZV/9JvDGG7BsGVs2HeD/rn6ao30GcyAlj0Z1vfD1sEy71q1jWWP3oumzrPl7uRE3eSSvXd3u7G9YCCHEBc3RQMdxSqnuwGvA5UBdIA34E3hZax1/7pooxH9v9o7KdW8+HEiyrEjILixl+7Es6tZxY3zfxrw2dx/vLznI//VpCOvW8cSqH+gXt52O7xxCaU2SdyCLLh/LwFceovsfydwb1ZwRV7QGwCcxG4CYpFwOnMw1b4qo5OlmmXatHK0TQgghquNwHDytdRxw27lrihD/rUMpeaw9lMZNPcJt1rCl5xmbJJydFFGt6nMgKZeKCo1TZgbbF28m6vBmoryKUS+t4r1562mTchTePwZlZdyrnEho0Q517yswfDgj5qfTPqIugUFNQaXQq2mg+XMammLVfbP2KPHpBdzUI9yujaF+HpzMLiLE18OuTgghhKhU40DHQlyMKio0Q6asBCC/pIz7oyx7itYcSgPg14k9SZ27hEdXzyGv7dP4xuwlCoiqPNHJiSjfuuz3C6P8sceZ7hbB5LwgXhjbk8Y9jA0SvWK3EpOUyx7TaF1kAz/z51Tubo1PLwCgb3PbMCgAs+7rw6GUPAlWLIQQ4rQc7uAppQYCY4EIoOrwgdZaD67NhglxLizdl0z3xoH4WYUUAUjKKTKX0/NKbOr+3nmC/skxdL76eZx27WQoiqT2XfGdPJnv091Zngnfv3wdhIQQvTOJJ37bSfQTUbz/yVry3Uvp38LSUSsp0xxOzeeNefsBCPKxTRlmrb6P/ShdmL8nYf6e1ZwthBBCWDjUwVNK3QN8CqQDsUBx1VNquV1C1LrM/BIm/LAFgLjJI23qjmcUVFsuKSmjy9cfcP/qGRAeDt9/z6CDvvTp0hQPV2e+XRvHZX3rQ8OGADTwNzpl+07mkFVQyj0Dm9qkJlu6P9lc9nS1D2XyylVteeXvfQAE1pF4dUIIIf4ZR3fRPg5MB8K01n201oOqfp3DNgrhkNLyCoZ9sIoPl8ZWW//DesteoH0ncmzqEjILzeXF+5IpLCmHvDyyR43m/tUzSLjmJti3D267jcAGQRxIyuXbtXEANKlXx/zeBn7G6NrTs3YBEFAlqPB713c0l78d392ujdmFZYCx1k6mYYUQQvxTNclk8a3WuuSMZwpxDlVUaGKSqo+r/eRvO4lJzuWDpQdJzCq0q/9g6UFz+e2FB8zl9LxiXpq9B4DruzYErZn1yifQrh11F89n8pAJ+M/4Aby9AWjXwI/txyyx8DpH+JvLIX4eOCnILTY6auP7NrZpw1UdQ83lTuH+VHV9t4ZENvDl9/v6nPIZCCGEEGfiaAdvK9D0XDZECEd8tuoww6auYnGVnK4Af5lCmQAMfGeFTV1l9ohKXlYhR75ec5T8knLQmrtz9vHHT09w66SHoE4dHrn3Aw7feg/eVvHoTmZb1us9NLgFV3ZoYH7t4epM47rGiF7HcH+7jBLuLs70aBLI8MgQPKqZom3g78m8h/rTQNbZCSGEOAuOdvAeAh5RSg04l40R4kzeWRgDwMQft572vLIK2w7dN3ssg88DWgZxonKET2vK9+zlji1zWPTNA7SccDP18zL5euzjpKxazxzfZnRvHGBzLetMEVdUE4/uiCkFmfMpZlh/vac3n93a9bTtF0IIIc6Go7to/wZ8gRVKqQKM3LTWtNZa8iOJc6rqKFxJWQVuLsbfKDlFpebj/ZrXM4c2AdiTmM3qRGPK9PHLW/Ll3G30it9N+f6ZqLl/8+yxYwDktY6E97/nXdWajcdzCT1hdNS6N7bEqgPoZDUlWzUYMcCwyGAW7U3mrTHtz+Z2hRBCiH/M0Q7eMkCf8SwhaonWGqVsh8DyTOvaKu04nkWPJkbna9aWBMDowJVVaNYcSiM5I4/gsgJiZ6/irs2LGFOSQOTCk9y/azfOuoIKLy8SO/diWptRtL1tDLfdbOwVarniELP3pnL/z9sAaBfmZ/O5vh6u3NCtIVd1bGDXRoBpN3ehpLwCLzcJMymEEOK/4WiqsjvOcTuEMGv38iLyisvY/cpQfKzWvv24wdgFO2lMe16evZfFe5PMHbztx7NwqihnrDpJ+m9/0H/+YoKmHILSUkYDowHdqBG0acOWjgN4ryyMR5+/lbeWHeZ4RiGTxkaZPyfI2zY2nauz/UqGd67raHeskouzEy7VvEcIIYT4t8gQg/jXzdqawM8b4/njvj52I2CxybnmkboVMamM6mjZwLAlzlgZcH3Xhvy65Ti7E7Ph4EGSfv+bEd/9wevHduH/bh51nZ3ZHtyc7aNvp1O/jjy2JoXcNq355pWbAWiSU8Tmt5axJ62QPYlGuBTrdmQUWNbrdWhoO3onhBBCXAgcHmZQSrVXSs1SSqUqpcqUUilKqV+VUrLQSNTIE7/tZPuxLL5YdcSu7oHp28zl6RvjbeqOpOYxsn0oLlmZXLtxDs+8cRe0akXIc0/QPimWRS16w/TpkJzMgw9O44nu41gcdS2zm/Skbev65uvU9/XAy82ZbfFGqJM7+jS2+ZwW9b3N5ZHtQxFCCCEuNI5msugOrAQKgTlAEhACXAWMVEoN0FqfflujuKT8b3ksoX6eXNu1oc3xghLLOrojqfl27ysrtyz13HAkw1z+eWM8ZUeOcs+KRTD+T24pLeVAvUaUTHqbHxp05Y29hXx5e3doG4zC2AixbH8Kq2KNzRbt6tmGJAnwcmOhKdTKsEjbnbCD2wSby3dUiWMnhBBCXAgcnaKdBOwBBmutzVFmlVI+wFJT/dDab564EH28LJb3lxhBha/u1MBmPdr+k5YMEvkltpsmsgtLOZKWz/i+jSksKWfurpPGZot9+3Cb8Agr9q3AydkZJkxgesdhPHfEmdUTL+OX7zbTuVEAl7e1dMzahfkxf3cS+05k0znCHw+XUpvPCqzjZg6G3LWRbRgUgEeHtGRzXIZdHDshhBDiQuDoFG0vYJJ15w7A9PptoHdtN0xcuCo7dwB7qqQEW3Eg1Vyeu+ukTd0zvxvpvdqE+tIiqA5d9m+kdPgV0K4dI2NW81PnERTuj4FPPiGwb09QikOpecSm5DG0re0oXEFxOQA7E7KrDWUS5GNspGgf5mcOtWLt4SEt+GlCz5rcthBCCHHecHQE70whUiSEigCgrLzC5vWvW46bU3K9vziG/604ZFNfXqFxdlJordmyYT937Ytm1Pr3cNq5k7uyMykNqs+++5/kZpfOXH1Ze7ybNQbA2934pzv+280AdImwTftlPTrYPswfCjNs6odFBrP8QAqHU/PO/qaFEEKI84yjI3gbgedMU7JmSqk6wNPAhtpumDj3jqUXsDU+48wnVlFWXsHjv+7kl83H7Ori0o11dZNMQX43HTWuX1Gh+Xi5pXP3wY0d8S3KY/f0OTB5Msd7DmTdp3fw4oqv8cjOpPCqq3noqidZMG8DK66bSJanL48Pa2V+v5PV5lsnZR+r7uHBLfD1cCGygS/XdG5AVTd2j+Du/k348a4eNb5/IYQQ4nzn6Ajec0A0EK+UmgucxNhkMRLwBKIcuYhSahhGh7AtEACkAuuAV7TW+0znDAbGY0z7NgBOAIuBl7XWKVWu5wG8DtwC+AM7gKe11qscvK9L1qGUPIZMWQnAlheGUK9K7LeKCs3/zdxOp4b+3D3ANg3xr1sS+H2b8bUqNo1pN3cx183fbWxc6NjQn2GRwcQm58Ly5ZR/9DH/i0lnUYte3HBFZ3q++zQjf/kVtwpjpK2wXgTfdLuaa/73EsHdO+JeWs7clxYSkVFCYlYhoX4e+FrFxOvVtK657OykqONu+0/Z38uNXa8MO+0zeH5kW0cflxBCCHFBcTTQ8SalVC/gJWAYEAhkAMuB17XWux38vEBgK/AJRucuAngG2KCUaq+1jgfuBbyBN4AjQAvgVWCYUqqD1tp6Tu1rjE7mk6ZzHwAWKaV6a613ONimS9Ii0w5SgG3xmQytspP0t63HmbfrJPN2neSG7uH4eVo6V9uPWTLVzdt1kqeG5dOobh201kwxrb9rE+TJuJW/EDznN0iNx8nPn94lFVx5YLWR+M7bm78HXMPu9n3of9NQbp0TR5tQX+7pbgQQ9nB1JrKBH1viM8grLqO5VegSACcnxfVdG/Lb1gQCvNxq+/EIIYQQFzSHAx1rrXcB153Nh2mtZwAzrI8ppTYBB0zXfh+4X2udanXKSqXUQYwwLTcA35je1xG4GbhTa/2t6dhKYC/wGjDqbNp6odNa89SsXfy2NYGljw2geX3bjQbOVnOcyTlFNnXZhaW8szDG/HpvYjZ9mtcDoLS8gt+2GmnBujUKYEt8Jim5xTSqW4e98ek0SzvOjSEa1bcvAzZvZnNYW5Le+5glnYfw8sKDLOnrSTOPCujVi3XLjrFgz0mS4o3Awu9e18GmHR6uTuZQKRP6NbG7x4cGtyA2JY9PxnWxqxNCCCEuZadcg6eUclJKXaWUaneac9orpa46yzakm76XAlTp3FXabPoeZnVslOk9v1Qe0FqXATMxRvts5xwvQlkFJTR+Zh6zTB0uawmZheaO2AdLYu3q0/OKcXFSODspknOKbeo+WhZLRkEJH97UCYDUPEt9ZTYJgBeuNKY4C9KzYOpUGvXswLKv72Pim/dDQgLHp33N9be8w45h1/LngXQa1/el2dWXw7Bh4OdHqJ8HWQWlFJWWE+rnYbeObrPVZ7UMtt8JGx7oxV8P9KWBv+cZn5UQQghxKTndJotbMEbb7KPRWuQCM5RSY2vyoUopZ6WUm1KqBfA5RuDkmad5y0DT9/1WxyKBo1rrgirn7gXcgOY1adP56kBSDkOmrCQ1t9iubqNpA8MTv+20q4uOsSxXnLf7JMVl5Tb1X64+ipOTItjHnYRMyyM8lJLL9+viuKl7uHmd26T5B8z1H5imYPt4FhOyZC7vzfuAPlGd4NFHOREQwuQbnoa//4aDB9E33gQYnc2YpFz6tahn04b6plAli/cl0ybU1+4e+lud3ySoTnWPRwghhBDVUFpXH+FEKbUYiNFa/99pL6DUh0ArrfVwhz9UqS1AV9PLQ8AorfX+U5zrgzGCVwF0MI3SVbbPV2vdq8r5Q4AlwACt9epTXHMiMBEgODi468yZp+tb/rfuWGj0r71d4X+DLZ2cvLw8Pt7rTEymEZbkk8FeeLkqu/e1q+vMnvRyHu7iTuf6xox8bonm/5YX0C3YmaJyyCnWvNbXGAX7fFcRO1LKeXuAFx7OMHGJ0fn7fog7jX76icxlmwjJSSM0xxhozXGvw8FufXEaO4oxxxvTrq4zT3T3ACC7WPPwCkvn8a52bvRvaLWWL6WMD7cZHdfIuk482d12JC4ht4IX1hrBiKcO8sTf3eHMenby8vLw9vY+84kCkOdVU/K8akaeV83I86qZi/15DRo0aKvWutuZzjvdGrwuwMcOfNZSYJyjDTO5FfAFmgJPAEuUUv201nHWJymlXDBGEcOAvpWdu8pqqo+/p6o5ZkNr/QXwBUC3bt10VFRUDZv/7zBCmKwHoAwnrNsZHR1NTKZlcLUiuBVRHYxwILlFpbBwMQDf3zeIrm8sxT+sGVFNPWD+fOZRF3Dl5et7s2DDQQLff5uBq/NRr7zMy8Waga18GTXU6H93iVlLen4JA3+dAd9/T3qD1mR170XoiChKevWm65/JjOjaiKNp+UA2rRqFEhVlbJTIKy6DFYvMbbyiX1e6NQ40v+5VWs6H2xYC0DIilKioTjb3X16hSXE/SLfGgQxoGXRWzzI6Oprz9b/z+UieV83I86oZeV41I8+rZuR5GU7XwfMBMk9TXynTdK7DrEbrNiqlFgBxGLtp7608RynlBHwPDAFGmjZ5WMvA2IVbVYBV/XkvIbOAKUsO8sqoSJswIABfrjpqLrs62Y5exedYplz9vVxZE5vGlaYO3mFTjteJA5oSWJjDPVv/ImreqxCzA0pLGQk0aNqR9tm9af3jz7jm51Lu54+64gqKbp5Kl579zNfuEhFA1lffwewvWTDydu5rdz0/T+gJzevhBpTOmcfsHSfM5z99hSVWnZerbZqvsADbEToPV2d8PVzIKSrj2Sta2z0bZyfFY0Nb2R0XQgghxOmdroOXBjQC1pzhGhGmc/8RrXWWUuoQ9mvmPgNuBK7TWi+r5q17gdFKKa//b+/O46Os7j2Of34hCSQoYd/CKooQsC7gglWsYHvvAAAT7ElEQVRUwErFikVUvNYFr12s9mqhvYpbsWoV627b6221aqtFatGKW0FUpFpxaxULguICiOyLYV/C7/5xngmTmQlMvMMkmXzfr9e8JvM853meMz8m5DfnnOechHF4ZcA2QtdvnXfMhJcBeGX+St659sQq+9o123WfyPqtO1hRvoW2zUL354dR1+yIQ0v5eOWGynVVWb+ez/78NGNmPstFLy3E3n2Hcdu380nnA+HSS/lN6ZGsfP5FrnjvKXjgATYMG87ofQcwZtRRHH36EB56fDw+YiIszIeKCoaunk/P539Neb8j+Vn/UbQvLODr+1cdSxcztE972u7bpPJ1Xp5RXNiITdtCMhq/L+aBCw7ntQWrKpcOExERkf+/3Q1qehU4P41zXMCek8BqmVk7oBfwcdy224GLgNHu/tdqDp0CFABnxB2XT0gKp7l78l0JtWDdpm2c+qtXGXrX7udeXr1xW9IyXw+/vhDYtW7qJ6t2dcn+e1UFhfl5TBjRl51vvU2/B+9mx2H98JISTvvJefxw1uM0oQLGjOFnN/yJS8f+Du64g4kVbVh6/vdpsnQJlJfTeNJE3u14IO82bsOfxt1DjzWfUzZkAHTrBj160P+CEWwsLOK6kVewYksFFx/fo9r3cEjCcmEAAw/Y1bUaPzVLzOHdWnL5kJ6Y7bFnXURERNK0uxa8u4BXzexOwuoQ2+J3mlkBcBswCDgmxfFJzOxJ4J/AbKAc6An8GNhBmAMPM7sCGEOY7+6jaILlmJXu/jGAu79rZpOAu6K6fApcDHSn5mMC95obnvmA2Z9/CcCW7RU0ieu2XLym6g3AC1ZuoFf7cDfpR8vXV26f+N2jGHLHKyz9cjNs3owvWECP12Zw5br5FHS5kKeXLWMnxobD+rPx8isYt7gx83p8jVm3jADgifFTWb+0nOXlW1iydjMjDu0E+fmQn08xUNq8iE9WbmBBiwOZc9WDTOi6FRo1grw8KChg5LsFLFkXJhPu0qq4Sp1fGnscg24PK2IUF1btkgW45+xDuf7pOYw6PFVvuoiIiOwN1SZ47v66mY0lJF7nRHetLox2dwVOBFoBY9093bVoZxEmKx5LmMpkMWEJtJvjbrD4ZvR8YfSI9zChxTBmNHATYdWL5sB7wFB3/2ea9dnrnnt/aeXPHy3fwEGdwlxv2yt2JrXqLVm7uTLBGz3+cc5YOJtTijfSbcxEJv59NmW/XwWrlmHu3AFsa7oPDDuZMZs6MaN7P64+fyAPvPopcwvLeeOqwZXnbVFcyPotOxj3xPvsdDgpYdWK4sJG/PXdL8gzGHTC4ZAw7m3Je89W/nxsQvfsfm123al09hHJSVxhfh43ffugdEIlIiIiGbLblSzc/S4z+yfhBohvE9adBdhMSMxuqW4qkmrONwGYsIcyx9fgfJsJrX1j0j0m2zZv33UzxNylX1YmeMsefoz2X5TzcevO3HnWwfx40nu8t3gdgz+fzZYbf8GrM2cA4Pn5WGkpBRXFvNi2FyMu/QF3L3Je2NGcR+6+iMKSpoxbv5UnbprOsvItzF1aDkC7ZrvGu00fcxxfu34qL81bQYeSJpR1rDrn3EcrwupvOx0O796S6hzXsw35jarv1S/YzT4RERHJnj0uVebuM4GZ0V2tseab1e5esZvDJNK1VTELV4eu2GlzlnPW4V1gxw5aXXsFU5d+wT9GXMjAln3Z8NZETvntC7B2BRVtO3Dbsd9h+/DTGHf5adCoEedc8zxFhY04/NJjuPPWlxnZs4DmJWFevNb7FJJn8EGU3J1+WKcqdSjMz2NHRZhRplur5AmDTyxrxwtzlwNwaJcWSftjJpz+tZTbn/nRMWxPGD8oIiIitacma9HuBFbssaBUce2wMpoUNOLiR9/hxXkrmL9sPQe235djTp/AlTMe5MzJ98Pk+znHjDd6D2DAXb/k0NnN2JZfwKyLBoexcMCgXm1ZsGIDsz4JK7sd2mbXP52ZsdPhmdmhO3jEYaVJ9dixMyR4fTomrxhxw/C+lQnePo2r/0i0L0m+CxZIWmJMREREalfaCZ58NUPK2gFwyQn7c8vz85j45iKuGdabNcUl/PfJlzPsxstpOvtf3Nv6MO78zHnqhK+zbe5rFBU0qpJQFUXTjfxx1kJaFBfQYZ/q7zodEC0xFi/WkjioV9ukfe1LmjD54qPZtiN1K9zkiwcw94vymr51ERERqSVK8LLke8fuxy3Pz2PF+i385Z3PAbj37ENpenBHOHUYeS9+BJ99yGWP/QuAnw/vU+X40uZFLFm3mSXrNnNQaQl5tiPpGgDnHtWVvBTTkfzvuf2Y+MYijkyR/AH061p912y/ri3p17X6sXkiIiJSt2hUfJbk5RnH9WzDojWbuOm5sJDHkfvtSppGRXegfrZ6EyVFBYzsV3Uc3Rn9Olf+PPyQjknnv3vUIbTZtzHXnNI75fV7tW/G9cP7ppyLTkRERHKLErws6tyyiEWrN9Gz3b6UNi+qsrJDq6aFlT93b900aeLfzi13LfOVqpt1+CGlvHX1EBrnJ89FJyIiIg2LErws6tuxhPItO3hn4VqOPaDqfHJ5ecbZR4RWulTLdsUnfKnuhBURERGJUYKXRWf278wlJ4Slvgb3bpe0f2jfDkDyNCcxlw0+gO8P3C/lGDsRERGRGN1kkUV5ecZPT+rF9wb2oKSoIGn/wANa8+bVg6t03cb78Yk993YVRUREJAeoBa8WpEruIHTDVpfciYiIiKRLCZ6IiIhIjlGCJyIiIpJjlOCJiIiI5BgleCIiIiI5RgmeiIiISI5RgiciIiKSY5TgiYiIiOQYJXgiIiIiOUYJnoiIiEiOUYInIiIikmPM3Wu7DrXKzFYCC2u7Hl9Ba2BVbVeiHlG8akbxqhnFq2YUr5pRvGom1+PV1d3b7KlQg0/w6isze9vd+9d2PeoLxatmFK+aUbxqRvGqGcWrZhSvQF20IiIiIjlGCZ6IiIhIjlGCV3/9trYrUM8oXjWjeNWM4lUzilfNKF41o3ihMXgiIiIiOUcteCIiIiI5RgleFplZJzO718xeN7NNZuZm1i1FuUPM7G9mtsHMys1sipntX805e5vZ42a2ysw2m9l8M7ssocwYM3vazJZG1xy/V95ghmUyXmY2Pjo+1WNLQtkGH6+oXBcze9jMFkXn+9DMbjSzpgnlFK9QrruZ/cXM1pnZRjN72cyS7uSrx/EaaWaTzWxh3P81N5vZvgnlWpjZ/dH/SRvNbLqZHZTifE3M7JdRHDZH/w4DU5RTvEK5X5jZNDNbHcXhgmqu2+DjZWb9zey3ZjYv+t1eZGaPmln3FNetl/FKhxK87NofOBNYC/w9VQEzOyDaVwKcA4wGugEzzaxtQtn+wBtAY+Ai4GTgdqBRwmm/C7QF/pqh95EtmYzX/cCAhMcQYAcwJeG0DT5eURI3HRgIXAsMI8RwLPD7hNMqXmatgFeBvsD3gVHRrpfNrHfCaetrvH4CVABXAUOB/wEuBl4wszwAMzPC79NQ4EfA6UABIQ6dEs73ACEW1wGnAEuBqWZ2SEI5xSv4EVAEPLOH6ype4fevD3AP8E3gSuAw4G0z65xw3foarz1zdz2y9ADy4n6+CHCgW0KZ+4F1QPO4bZ2ALcCt8ecC5gBPpntdID+65vjajkW241XN+c+NzjlM8Ur6fH0jOv4bCcffQkiKixWvKvG6JorL/nHbmgLLgT/nyOerTYpt50XvYVD0enj0+oS4MiXAGuCeuG0HR+VGx23LB+YDUxSvqvFKiMP+0TEX7O5z3ZDjVc25ugI7gZ/nQrzSeagFL4vcfWcaxY4CXnf3dXHHfQ78G/h2XLnjgTLgjgxdt87JcLxSOZ/wB3jqV7hunZPheBVGz+UJx68jfLmwGl63zslwvI4CPnL3BXHlNhJa/04xs/waXrfOcfeVKTa/FT2XRs+nAl+4+8txx30JPE3440xcue3ApLhyO4DHgJPMrHHcdsWL9OOgeKU+l7svBFbGnSu2vV7GKx1K8OqeCmBbiu1bgR5m1iR6fUz03MTMZpnZdjNbYWb3mFlRVmpaN6Qbryqi5vwTgEejPywNRbrxmg58BEwwszIz28fMBgGXAfdFyUtDkG68dleuCOixd6pX646Lnj+InvsQkt9Ec4AuZrZPXLlP3X1TinKFhFaqXPRV49VQZSxe0VCJtnHnynlK8Oqe+UA/MyuIbYgGmfYhtJq0iDZ3jJ4nAdOAE4FbCV1Nf8pabWtfuvFKdC7h8//wXq9h3ZJWvNx9C+FLRGwowHrgRcL4n0uzXOfalO7naz5wQDQWL1YuDzgietkyO9XNHjMrBX4OTHf3t6PNLQljGhOtiZ5bpFlO8Qqq+/8r52UyXlEL+n2EFrwHMlzVOksJXt1zN6EJ+T4zKzWzrsCDQOybSaw5OfZv94i7X+fuM9z9NuB64DQzK8tqrWtPuvFKdB7wL3efnYU61iVpxStqmZpE+MZ7LuGb9E+Bs4BfZ7vStSjdz9d9hN/JP5hZDzPrQBjg3T2hXE6IWkqeIow7HB2/izCOKemQFK/TKZcTMhCvBmUvxOtXwNHAd9w9VYKYk5Tg1THu/hpwCTAS+Bz4DGhOaGnaxq5vKquj5xcSTjEtek68Ey0n1SBelczsCKAXDa/1ribx+k/COM+T3f0Rd58ZfYEYC/zAzA7OctVrRbrxcvdPCHfZ9gMWAF8Q7tS+MzrV0mzWe2+Kkv8pwH7ASdGYxJg1pG59i7WsrE2zXNLvbX2VoXg1GJmOl5ndDHwPuNDdpyXuz2VK8Oogd/8NoeWkL9DF3YcQumTfcPftUbE5seIJh8e+yeRUi8HupBmveOcTvhk2pK7sSmnG6yBgrbt/nHD4m9Fz4tQfOSvdz5e7Tya09pUR7qbtR2jpW+zui7Jf88yLuqonE7qeT3b39xOKzCF0XycqAxa5+4a4ct3NrDhFuW2EJLney2C8GoRMx8vMriZMkXKZu/9xL1S5TlOCV0e5+1Z3n+Pui6NJHIcQ5gWKeZ4wgHtowqEnRc9v04CkES8AzKyQMEfSc9XctdUgpBGvZUALS57Q98joeUk26llXpPv5cvcKd//A3T82s46ELu2kcvVRNKbwUWAwMNzdZ6UoNgUoNbPj4o5rBnyLqvNNTiHMX3ZGXLl8QrymufvWzL+D7MpwvHJepuNlZv8F3Ahc7e737rWK12H5ey4imWRmI6Mf+0XP3zSzlcBKd38lurvzYuAfhASuH2HixyfcfWLsPO6+Omp6vtbMyoGXgP6ESUMfjp+uIZoQuRu7EvqyuHo8l+JOtjojU/GKcwqhib/a7lnFC4CHgDHAc2Z2E7CI8Pm6FngHeC3umg0+XlHLw63AK4SpZfoA4wgtDrcnXLO+xuvXhITsJmCjmR0Vt+/zqCttCvA68IiZ/ZTQZTaO0LNwa6ywu79rZpOAu6LYfUqIc3dCV3clxSuIkpo2QPtoU38z2wDg7n+JK9fg42Vmo4C7gL8BLyWcq9zd58aVra/x2jOv5Yn4GtqD0KWa6jEj2t+OMEXFKsIflLmEcU/5Kc5lhD/CCwjdGgsJdx0VJJR7aDfX7VbbMclWvKLyTxHGLxbu5pqKVyhbBvwZWAxsBj4EbgNaKF5V40X4svwMYV7FrcDHhNaD4hTXrJfxIow/rK7e4+PKtSSsdrIG2ES4+/rgFOcrIszjuYwwcfQbwPGKV7XxmlHd+RSvqvHaQwxm5EK80nlY9AZFREREJEdoDJ6IiIhIjlGCJyIiIpJjlOCJiIiI5BgleCIiIiI5RgmeiIiISI5RgiciIiKSYzTRsYg0GGaWzrxQC929296ui4jI3qQET0QakgEJr58E3gPGx22r98tkiYgowRORBsMT1rc0s63AqsTtIiL1ncbgiYhUw8yGmNkMM9sQPZ41s94JZWaZ2XQz+5aZzTazzWb2tpkdZmYFZvZLM1tuZqvN7HdmVhR3bC8zczO7yMzuNbNVZrbRzJ4ys84J17nAzN6L9n8Z/XxhtmIhIvWLEjwRkRTMbAQwlbAO7X8A5xIWe59pZh0SipcBNxDWnz0LaEZYGP13QAlwHnALMJqwOHqinwGlUbnLgKOB582sUVSXwYT1N18ATgXOJKyh2Twjb1ZEco66aEVEEphZHnA3MNXdR8ZtfwX4hJCEXRl3SEvgSHdfHJVrAkwCWrv7KVGZqWZ2AnAGcF3CJVcBp3u0OLiZfQpMB0YBjxLGDi5z95/EHTM1E+9VRHKTWvBERJL1AToBj5hZfuwBlANvAQMTys+JJXeRedFzYhI2D+hMssdjyR2Au79ISPpiN4W8CXQws4fM7GQza/aV3pWINBhK8EREkrWNnh8Ftic8hgCtEsqvTXi9bTfbm6S43vJqtpUCuPs04GygB6Hrd7WZTTWzPnt8JyLSIKmLVkQk2eroeSwwM8X+LRm+Xrtqts2IvXD3x4DHzGxfYBBwK/As0C3DdRGRHKAET0Qk2fvAF0Bvd78jC9cbaWY3x43BGwy0Bl5PLOju64GnzOxAYIKZNXP38izUUUTqESV4IiIJ3L3CzC4FHjezYmAyoVWvPfB14EN3/1UGL9kGmGxm9wMdgJuBOcBjAGZ2C+HO3FeApUAX4IfALCV3IpKKEjwRkRTc/cnortergAeAIkJy9TrwSIYvdz1wMPAHoJhwB+0l7l4R7Z8FXAKMAFoQxuf9Dbg2w/UQkRxhcTduiYhIFplZL+AD4Fx3z3TSKCINmO6iFREREckxSvBEREREcoy6aEVERERyjFrwRERERHKMEjwRERGRHKMET0RERCTHKMETERERyTFK8ERERERyjBI8ERERkRzzf1POFQyIWVM4AAAAAElFTkSuQmCC\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", 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" ] }, "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=\"Composante 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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HwcHB+tWrV68mk8m8q1Wr5hYcHGyQ/5wXL17UbdKkSSUDAwMvMzMzzzZt2lQMDw/XLirOX3/91cLFxaW6TCbzdnJycp82bZqVXC4vsm2bNm0yUcZiZ2dX43//+59denq6AICQkBCZnp6e1+LFiy2U5bdt22asra3tffjwYQMgp4dP06ZNK02YMKG8hYWFp76+vlfnzp2dnj9/njvnYFpamujXr18FCwsLT5lM5u3p6el64MAB5aqb2LNnj5EQotauXbuMPDw8XPX09Lzc3d2rnThxIk8v8IMHDxr4+vpW1dPT87KysvLo2bOnQ3x8fO69gp+fX9VevXo5jBgxws7MzMzT3Nzcc9CgQfbK18DPz69qdHS0zowZM+yFELWEELVUzx8TE6NV3HMREZVW7/uD7BqA9gDWADgAYBSAHQBqS5IUCwCSJCkAfAbgIIClAHYCkANoKklSZL76+r6oayaAvQAqAGglSdKlkm8KERERlSpJD4HVrYGH54FOvwONxwPilXPj03vw1Vdfxa5bt66c8vmaNWssunfvHivyvT8zZ860CggIsJk6derDCxcuhLVp0ybx66+/djl16pQeADx79kyjY8eOlR0cHDJOnDhxfebMmQ+///57e9U6IiIitJs3b17V3d097cSJEzcOHDhwOzMzU7Rp06ZyVlZWgfEtWLCg3MyZM+0mT54cHRIScm327NmRv/32W/k5c+ZYFtam7du3Gw8aNKjioEGDnly6dCls2bJl9wMDA81GjhxpBwCenp4ZM2bMiPz2228dwsLCZNHR0VpDhgxxHjlyZEyzZs1SlPWcO3fOKDQ0VC8oKOjW+vXr7/7777/GI0aMyG3TsGHD7AMDA82WLFly//Tp09erVauW1rFjx8oRERF5EkaTJ0+2nzVrVtSpU6dumJqaZvfu3dtZoVAoz6HXoUOHKm3atEk8d+7c9S1bttwNCwvT79Gjh5NqHbt27TLX0tKSgoODb86dO/fB6tWrrVetWmUOAIGBgXesra2zRo0aFRMRERESERERUtDrUtxzERGVRu97FaEfAfxYjHLxAPq9+CmqXBqAMS9+iIiIiAr26BqwsTOQmQL03AZUbPzqY+i9GTBgQPy0adMqhIaGykxMTOTHjx83WbZsWeS3335rq1puyZIlNkOGDHk0ZMiQeABYuHBh9KlTp4zmzJljs2vXrvAVK1aYZ2VliS1bttw3MTFR+Pr6pj9+/Dhm+PDhzso6fvnlF0s3N7fUxYsXRym3bd269b6lpWXN4OBgg+bNm6cgn/nz55efOnXqw759+yYAgKura+adO3difv/9d6vvv//+aUFt+vHHH8sPHTr00TfffBMHANWrV89ITEx8OHjwYOdly5Y91NDQwLhx42IPHDhg0qNHD2czM7NsBweHjDlz5sSo1qOhoSHla8/DUaNGOS1atCgKADZs2GD5yy+/RHTr1i3pxfMIZ2dnowULFlguWrQoWlnP1KlTo9q1a5cMAFOmTIlu2bKla3h4uLaLi0vWjz/+aP3ZZ5/FT5s27fGL4hlLly6NqF+/vltUVJSWnZ1dNgC4uLikL1y4MBoAPDw8MlavXv3syJEjRoMHD463traWa2pqSkZGRnIHB4dC51sp7rmIiEojta8iRERERFSiwo8DW3oAOoZAvyDAuqC59EmdLC0t5Z9++mnCsmXLypmamsr9/PySK1eunGf+lfj4eI2nT59qN2zY8Lnq9jp16iQfOnTIBABu3LihV7Vq1TQTE5PcpZcbN26cJ2Fy5coV/VOnThkrh7Coun37tix/giU6Olrr0aNHOuPGjXMcP3587mS8crlcSJKUv4pcYWFh+qGhoQZLliyxUW6TJAnp6ekakZGR2o6OjlkAsH79+vvVqlVzv3Pnjt7FixfDtLTy/nleUHuysrLEjRs3ZACQnZ0tmjZtmvuaaGlpwdvbO+XmzZt6qvX4+PikKR87ODhkAUBMTIy2i4tLVmhoqMGDBw9k+vr6uSt5Ktt248YNmTLp4ebmlqZap42NTdbTp0+LHFqVX3HPRURUGjHBQkRERGXX5Y1A4EjA3CVnpSAT+1cfQ2rRv3//2EGDBjnr6+srJk2aFFVYufzDhlS3FZXwUFIoFKJdu3bxu3fvDi9OXMo5RubNm/egSZMmz19RPJckSWLMmDHRPXv2TMi/z9bWNncs0sWLF/WSk5M1ASAiIkLH1dW12BP7Kof4CCFeanj+10lHR0fKv095vEKhQNeuXWMnTpz4GPk4OTnlxqOlpZXnPEKIYr3m+WMuzrmIiEojJliIiIio7JEkIHgOcOxHoGJToMsaQM/s1ceR2rRv3z55+PDhUmJiolavXr0S8+83NzdXWFpaZv3777+G7du3z5389syZM0aVK1dOB3J6WGzbts3i2bNnGsbGxgoA+Pfff/NMcuvp6Zm6fft287S0NKGnp/fK7ECFChWyrayssu7evSsbMWJEXHHb4+bmlnrr1i1dd3f3Qle2jI2N1Rw4cKDz4MGDH6elpWn069fPOTQ0NMzc3Dy3x8rt27f18rdHW1tbqlatWgYAaGtrS0eOHDFyc3OLA4Ds7GxcunTJ4Isvvogvbqzu7u6pt27d0isq1uLQ1taW5HJ5kRMbvatzERF9iDhbNxEREZUt8ixg5+Cc5ErNnkCPrUyulAIaGhq4du1a2L17964WlvgYMWLEo2XLltksX77c/OrVq7JRo0bZXrx40XDChAmPAGDgwIHxmpqaUvfu3Z0uXLigu3PnTuP58+eXV61j7NixT9LT0zXatm3rcvjwYYPr16/r7Ny50/iLL75wSkhIKPBv44kTJ0YHBATYTJs2zSokJER2/vx53cWLF1t89913NgWVB4BJkyZF796923zUqFG258+f1718+bLumjVrzIYMGZLbjapPnz6OZmZm2T///HP0kiVLHhoYGMj79evnqFqPXC4Xqu2ZNm2afbdu3WKNjY0VxsbGil69ej2dPn263datW00uXbqk+9VXXznGxcVpjxkzpsC5YQqJ9VFoaKh+jx49HE6ePKl37do12ebNm0169Ojh+Oqj/5+dnV3GqVOnDMPDw7VVVw0qiXMREX2I2IOFiIiIyo70JGDrV0B4MPDJZKDhOK4UVIqYmZkpito/adKkJ8nJyZr+/v72cXFxWs7Ozulr1669W69evTQAMDExUWzfvv3OiBEjHOrVq+fm7OycPmPGjIc9e/aspKzDyckpKzg4+Ob48ePtOnbsWDkzM1PDxsYms3HjxkmFJXbGjBkTa2BgoPj111+tZ8+ebS+TyRSVK1dOGzx48JPCYu3UqdOzP//8886sWbPKL1++3FpTUxNOTk7pPXr0iAWAJUuWmB8+fNjk1KlTN2QymQQAGzduvNewYUO35cuXJw0ePDgeAPz8/JKrVauW1qJFi6rp6ekarVq1SliyZMlD5XmUj4cNG+aUnJysWa1atdSdO3f+p5zjpThq166dduDAgVuTJk2ya9mypatcLkeFChUy2rRp81JPoqJMnz49etiwYY6urq41MjMzhSRJF0vqXEREH6IiJ+f6GPj4+EgXLlxQdxiv7dixY2jSpIm6wygRbFvpVZbbx7aVTmW5bUDZbt8btS0xEtjwBRB/D2i3CPDqWSKxva23ed+EEBclSfIpaF9ISMh9T0/P2LeJjT4snTp1coqPj9c6evToHXXHQkREOUJCQsp5eno6FbSPPViIiIio9Iu6BGzuBmSlA713AU4N1B0RERERfWSYYCEiIqLS7eZeYFs/wMAqJ7liVU3dEX0Y/h5eAU+u67/Xc1q5peLzJZHv9ZxEREQfCCZYiIiIqHSSJODMUuDAJMDOG+i+FTC0VHdURO/M9u3b76s7BiIiKj4mWIiIiKj0yc4E9o0FLq0DqrUHOi4DdAxefdzHhD1JiIiI3isu00xERESlS3oSsLFzTnKl4Vigyx9MrhAREX1Ebt26pSOEqPXvv/++36Gwr8AECxEREZUecXeBVc2BiJPA5wFAsymABv+c+ZikpaWJr7/+uoKZmZmnnp6e1yeffFLp7t272iV5zj179hg1a9bMxdLS0kNPT8+rSpUqbgsXLrTIX0YIUSv/z+XLl3WVZfz8/KoWVKZSpUrVixNHTEyMlpWVlYcQolZMTEyenujnzp3T8/X1raqrq+ttZWXlMW7cuPIKRZGrXpcaUVFRWjKZzLt8+fI15HL5ezlnQe/T3Llz84xBVCgUmD59upWzs3N1HR0db0tLS49hw4bZFVXv/Pnzy9WuXbuKkZFRTSFErVu3bunkL3PixAn9evXqVTYyMqppampas3v37o5JSUml+oNu0aJFFvr6+l7qjqO49u7da+jl5eVqampaU1dX19vZ2bn6lClTrFXLXLhwQbdVq1YV7e3tawghao0ZM8Y2fz12dnY1CrqWmjRpkrt0fGRkpFanTp2crKysPPT09LwaNmxYOTQ0VFZUfJ06dXIqqF49Pb0CX+Ply5ebCyFqNW3atFJB+/OLiIjQ1tbW9n706JFmccqrg4uLS2ZERERI3bp1U9UdiyoOESIiIqLS4cHZnJWCIHGloI/YgAEDKhw8eNB09erV4ZaWltljxoyp0LZt28rXrl27rqVVMn/anjhxwqB69eppEydOfGRvb58VGBhoMm7cOCddXV1pyJAh8aplL1y4EGZpaZmtfG5ra5v7ODAw8E5GRoZQPk9PT9fw9vau3qFDhzx1FKZnz55Obm5uqcHBwSaq2+Pj4zXatGlTxc/PL/n48ePXw8LCdIcPH+5sYGCgmDZt2uM3b/mHISAgwOKTTz5JvHHjhv727duNv/zyy2fv47wLFiyI6Ny5c6Lyubm5eZ7szqBBg+wPHTpkOnPmzIfe3t6pCQkJmg8fPnwpYaIqNTVV45NPPnnWtm3bRH9//wr599+/f1+7bdu2Vdq2bZsQEBDwIDExUXP06NEOXbt2dQoKCrr37lpHRTE2NlYMHTr0sbe3d5qhoaHiyJEjhmPHjnXU19dXfPvtt08BICUlRcPBwSHz888/T5w5c2aBibXz58/fyM7O/QhAZGSkdsOGDd06deqUAOQk6dq1a1dJQ0MDW7duvWNubi6fM2eOTcuWLavcvHkzzNjYuMAs6YoVKyJ/+eWXh6rb6tev71q7du3n+ctev35dZ8qUKfa1atV6aV9h/vzzTxMvL68UGxub95PRfANaWlpwcHDIfnXJ96tUZ0KJiIjoI3F5I/DHZ4CuCTDgMJMrZZBCoYCDg4N7/m+JQ0NDZUKIWidOnNCPi4vT/PPPP8tNmzbtYceOHZ81aNAgddOmTfdu376tt2vXLuOSiu2nn356tGjRougWLVqkuLm5ZU6cOPFpixYtEnbu3GmWv6ytrW22g4ND7o9q0sfa2lquuu/w4cOGaWlpGkOHDo19VQwzZsywSktL0xgzZsxLCZOVK1dapKena/z555/hvr6+6X369EkcPnz4o4CAAOuierEIIWrNnj3bskmTJpX09PS8bG1tayxdutRcuV/ZBX/ZsmXmtWrVqiqTybydnZ2r79ixI/e1Vvbc+fPPP42rV69eTVdX17tWrVpV7969q713717DqlWruunr63s1bdq00pt+G75x48ZyX331VVyXLl3iVq9eXe5N6ngTZmZmed4vQ0NDSbkvJCREtnbtWqsdO3bc6dWrV6Kbm1tm/fr107p27ZpUVJ1Tpkx58uOPPz5q0qRJgTe727ZtM9HQ0JDWrVsX4enpmdG4cePUZcuWRRw4cMDs2rVrhfZq8PPzq9qjRw+Hvn37VjA2Nq5pbGxcc/DgwfaqPX7s7OxqjBkzxrZDhw7O+vr6XuXKlfPM//smhKg1Z84cy2bNmrno6el5OTk5uQcGBhrdvXtXu0GDBpX19PS8XF1d3U6cOFHsYRl79uwx+uabb5zS0tI0lD0tlL09li5dau7u7l7NwMDAy9zc3LN169YVw8PDtVWPzd9j630MDWnYsGHqoEGDEnx8fNJdXV0zhw0bFt+wYcNnJ0+eNFSWady4ceqKFSseDhkyJF5PT6/AX7T8nwe7d+82MTAwkPfp0ycBAK5duyYLCQkxWLJkSUTTpk1TPT09M9avXx+Rnp6usWrVKvOC6gQACwuLPNfmzZs3ZQ8fPpSK8eVeAAAgAElEQVQNHjz4qWq5jIwM0a1bt4qTJ0+OcnR0zChu+/fs2WPatm3bBAC4c+eOdrNmzVxMTExq6unpeTk7O1dfsWJF7mdfeHi49meffVZRed01adKkkmoPnDFjxthWrly5+m+//WZhZ2dXQ19f36tz585O6enp4qeffrK0sbHxMDU1rTlgwIA81+urro3814HyWtm1a5eRh4eHq56enpe7u3u1/NfqwYMHDXx9favq6el5WVlZefTs2dMhPj7+neVFmGAhIiKiD5dCnrNK0K5hgEMdYNBRwMJF3VFRCdDQ0EDPnj1jN27cmOcGetmyZeVcXV3TGjRokHry5En97Oxs0aFDh9weDJUqVcqqWLFi+okTJwxfrjVHQECAub6+vldRPwEBAYXezBQkOTlZ09TU9KVvT318fKpZWlp61K1bt0pgYKBRUXWsWbPGslGjRkmVKlXKKqrcyZMn9X777TebTZs2hWsUMCTuzJkzBj4+PsmqCYC2bdsmPX36VPv27dtF9qiYO3euXdu2bRPPnj17/auvvno6YsQI5/w3rv7+/vZDhw59cubMmeuNGjV61qNHj0qqNzoAMGPGDLsFCxZEBgcH33j27JlWly5dXGbOnGkbEBAQERQUdOv27dt6EydOfGkIxasEBQUZJiYmanXq1OlZ//79444cOWIaHR1dZFeloKAgw1e9399++63Nq849ceLECmZmZp7u7u7V5s6da6l68/fXX3+Z2tvbZwYGBhrb29vXsLOzq/HFF184RUVFvVU3qoyMDA0tLS1JNTGnr6+vAIAjR44Ueo0DwK5duywUCgWCg4Nv/vzzzxGbNm0qN2PGjDwJlBUrVli7urqmnTlz5vrEiROjfvzxR7s//vjDVLXMggULyn/55ZcJ586du16jRo2Uvn37Vvz666+dhgwZ8vTs2bPXra2tM/v16+dU3DY1b978+fTp0yN1dXUVERERIRERESH+/v6PACAzM1P88MMP0efPnw/bvn37f/Hx8VpdunSpWNy6C/Ptt9/avOoaCAoKKvL1VHXy5Em9S5cuGTZs2LDYvUDyUygU2Lhxo2XHjh3jjYyMFEBOLzbg/99jANDU1ISOjo6kmsx5leXLl1tWqlQp/dNPP01R3f7NN9/YVahQIfN///tfXHHrSkhI0Dhz5oxxly5dEgFg0KBBjmlpaRpBQUG3Ll++HDZv3rxIZW+u5ORkjaZNm1aVyWSKgwcP3goODr5pbW2d1bJlyyrJycm5H1ZRUVE6gYGBpn///fd/69evv7tv3z6zFi1aVLpw4YLBvn37bi9atOj+2rVrrdavX597Lb7ptTF58mT7WbNmRZ06deqGqalpdu/evZ2VieZz587pdejQoUqbNm0Sz507d33Lli13w8LC9Hv06OFU3NfnVThEiIiIiD5MGcnAziHAzT2A3yCg5Y+AJv90KcuGDh0aO2/ePNvDhw8bNGvWLCU7Oxt//fWXxahRo2IAIDo6WltTUxM2NjZ5EhvlypXLevz4caHzsHTr1i2xYcOGKYXtBwA7O7sikxyqNm/ebHL69GmjgwcP3lRuq1ChQuacOXMe1K1bNyUjI0OsXbvWokOHDlX27t17q3Xr1i/dlF29elV2/vx5w/Xr198t6lzPnj3T6NWrV8W5c+c+cHZ2zgoLC9PNX+bJkyfatra2eeJXDk16+PChtqura2Zh9bdq1Sph/PjxsQDg4eHx6Pjx48YLFiywbtSoUbiyTJ8+fZ4MGDAgAQBWr14dGRwcbPLLL79YLlq0KFpZZurUqVGtWrV6DgB9+/Z9MmnSJIfjx4/faNCgQSoAdO3aNS4wMPClHj+vsmLFinLt2rVLkMlkkqura6aHh0fK8uXLLYoa+tSgQYOUc+fOXS+qXtVhXAUZN25cdPPmzZONjIzkBw4cMPb397ePjY3Vmjt3bgwA3Lt3TxYTE6Ozfft285UrV4YLITBhwgT71q1bV7p8+fJNTc03m7qiZcuWz/z9/e2///57mylTpjxOTk7WGDdunB0AxMTEFDnXkKWlZdaaNWsiNTQ04OXllX779m3dgIAA66lTp+a+Vh4eHs/nzJnz6MXjjAsXLhgsWrTI+uuvv84dCtWlS5e4wYMHxwPAlClTYvz8/MybN2/+rFevXokAMH78+Mft2rWrEhMTo1W+fPlXDtHQ1dWVTExM5EKIl4Z0jBo1KvfG383NLXPZsmUPvL29q9+9e1fbxcWl2L+T+Y0ePfppr169Eooq4+TkVOjvhZK1tbVHQkKCllwuF6NHj46eMGHC01cdU5i///7bOCoqSmfIkCG5dXh6eqbb2tpmTpgwwX7dunX3TUxMFDNmzLB+/PixdlGfaari4uI09+3bZ/b9999HqW7fsWOH8e7du81CQkKK/F3Ib+fOnSaOjo7pbm5umQDw8OFDnXbt2iXUrVs3DQBUP09+//13M0mS8Ndff91XJn83btwYUa5cuZpbt241UX5uKBQKsXnz5vsWFhZyX1/f9JUrVyadPXvWKCYm5qqurq7k7e2dvnjx4pQjR44Y9+nTJxF482tj6tSpUe3atUsGgClTpkS3bNnSNTw8XNvFxSXrxx9/tP7ss8/iVT4/MpYuXRpRv359t6ioKC07O7u3HnLEv1KIiIjog6Ob9hj4vQXw9BbQag5QZ4i6Q6L3wMHBIbtp06ZJq1atKtesWbOUbdu2mSQlJWkNHDiwyDlKJEkCAKmw/WZmZgozM7Nid48vyj///GMwcODAirNmzYps2rRp7uSKnp6eGZ6enrk3Ts2bN0+JjIzUmTdvnk3r1q3v5K9nyZIllpaWllldu3ZNzL9P1YABAyr4+vo+V950FEYIkaf9L14TCCEKLK9Up06dPMkfX1/f5wcPHswzx0v9+vVzk1OampqoWbNmys2bN/VUy/j4+KQpHysTYL6+vrnbrK2ts+Li4l7r3iM+Pl5j//79Znv37r2t3Na9e/e4pUuXWheVYDE0NJTc3d3f6v2eN29ejPJxvXr10uRyOX799dfyygSLJEkiMzNTbNiwIdzDwyMDAGxtbcM9PT3dg4ODDT755JMiE3qF8fHxSV+8ePH9yZMnV5g7d66dhoaG1Ldv3ycWFhbZmpqahV7jAODl5fVctYdT/fr1n8+bN882Pj5ew9zcXAEAfn5+eeKqU6dOSlBQUJ7El4eHR+77przh9PT0zN2mTOZFR0cXK8FSlBMnTuj7+/uXv3Hjhn5SUpKW8rq9d++eztskWKytreXW1tZvPX9IcHDwzWfPnmkeP37cYPr06fbOzs4Zw4cPL9acSfmtXLmynLu7e2q9evVyX0uZTCZt2bLl7sCBA51sbGxqampqom7dus8aNWpU5FAzVStWrDBXKBRi0KBBuQmJmJgYrSFDhji9mKvqtV6HXbt2mbZu3Tr382bo0KFPxo8f73D48GGTRo0aPevSpUtiw4YNUwHg4sWLBlFRUTJDQ8M8k+ump6dr3L17N3eYkI2NTaaFhUVuHJaWltnOzs4Zurq6ksq2rNjY2NzPiDe9NlQ/ixwcHLJevB7aLi4uWaGhoQYPHjyQ6evr5/ZYVNZ748YNGRMsREREVPY8OAPvSxMATQC9tgEun6g7InqP+vfvHztw4EDn5OTkyDVr1pRr0aJFgvIGwdbWNksul+PRo0daqpPHxsXFaderV6/QrvsBAQHmY8eOdSzqvAsWLIgYOnRokTdOBw4cMOzUqVPlCRMmRE2cOPGV32T7+Pik7Ny586WhR+np6eKvv/6y6NmzZ6y2dtFfUp88edL40aNHOlpaWuWA/78ZqFChgufQoUMf/fbbb1FWVlZZT548yVORcs6K1+mZ8zZ0dHRyb5SUSR2ZTJZnmzL24lq1apVFenq6RosWLVxVt8vlcvzzzz8GLVq0KDCJERQUZPjFF19ULqrukSNHxvz000+PihtL3bp1U2bNmqUZGRmpVaFChWwbG5ssTU1NSZlcAQB3d/cMTU1N6f79+zoA3ijBAgBDhgyJHzJkSHxkZKSWsbGxQgiBVatWWVesWPGVPS7ehYLeS21t7Ze2ve0qVc+ePdNo165d5QYNGjz7/fffw21sbLKfPHmi1apVq6oZGRkaAKBMKqleO5mZmUVnDZEzRGjRokXliyqzY8eO/5S9rgqj7K3h5+eX9vjxY+2ffvrJ9k0SLFFRUVqHDh0y/emnnx7k39ewYcPUmzdvXo+Li9PMyMgQtra22R4eHq6enp7FWh3njz/+sGzZsmWCakLp4sWLek+fPtX+/PPPqyi3Kd8vLS2tWhcvXrzm6en5UhIyKysLx44dMwkMDMxNao4ePTq2ffv2STt37jQ5cuSIcbNmzVxHjBjx6Oeff45WKBRwdXVN3bJly0sTMKv2ElO9foCca0hLS+ulbcpheMW5NgpT0PWrbLtCoUDXrl1jJ06c+FKCtjg9moqDCRYiIiL6cFzeAASOQrbMEjp9dwJWrq8+hsqUzp07J40aNUqxYMECyyNHjpj89ddf/yn31a9fP1VLS0vavXu3sXL1nrt372rfu3dPt0GDBoXeKL2LIUL79+837Ny5c+Vx48ZFT5ky5Ulx2nL16lV9Kyurl+rdsGGDaWJiotbQoUNfmaTZv3//bdWVh06dOmUwatQop717995yc3NLB3J6IcyYMcM+NTVV6OvrSy+OM7a0tMyqUqVKkTcNZ8+eNQSQ+833+fPnDSpVqpSuWubUqVMG7du3TwZyblCuXLli0K5duyKHX7wL69atK9e7d+8nI0aMyPM6TZgwwX7lypWWhSVY3sUQofwuXbqkL5PJpHLlyskBoGHDhs8XLlwowsLCZNWrV88Acr4Bl8vlwtnZ+Z30lqpQoUI2ACxcuNBCR0dH0b59+yJXT7p8+bKhQqGAshfLqVOnDCwtLbOUvVeAnPdX9ZizZ88auLi4pKOE6ejoSAqFIk9iJCQkRDcxMVFr3rx5UcpERv75YKytrbOBnNV3lEnV8+fPv3Jy23c1REiVQqFAZmbmG81hGhAQYKGjoyP169ev0OSMsodHaGioLCwszGDq1KnRhZVVOnr0qP6tW7f05s+fH6m6vVGjRinnzp0LU9323Xff2SUlJWktXbo0omrVqgW2fd++fUZ6enqKRo0a5UnuuLi4ZI0bNy523LhxsZMmTbJZuXKl1c8//xzt7e2dunv3bnMbG5ts5e/Gu1Cca+NNuLu7p966dUvvbXu4FYUJFiIiIlI/eTZwyB84vRio2BSXyvdHAyZXPkpaWlro3r177OzZs+2srKyylDf2QM4NyJdffhk7ZcoUexsbmyzlMs1VqlRJU534Nr+3HSK0Z88eoy5dulTq3bv30/79+8c9ePBASxmr8qZv+vTpVs7Ozpk1a9ZMy8jIEGvWrLE4dOiQ6dq1a1+aY2X16tWWderUeaac40DV7NmzLVeuXGkVHh4eBuTMk6G6Xzkvg4eHR7pyeMaAAQPi582bZ/vll186+/v7R1+/fl138eLF5ceOHRtd0KS4qoKCgkwXLFiQ0qJFi+RNmzaZnTlzxvjo0aM3VMusXbvWqmrVqhne3t6pCxcutIqJidEZNWpUsZJMb+rs2bN6YWFh+r///vt9X1/fPAmAHj16xH3zzTdOCQkJD8zMzF7qRvG2Q4Q2bdpkEhMTo92oUaPn+vr60oEDB4zmzp1r271796d6enoSAHTo0OGZm5tbap8+fZwWLlz4AABGjRrl4OHhkaK8OT169Kh+v379nFevXh2uHE724MEDrYcPH2pfv35dFwCuXLmiFxcXp+ni4pKp7IEwe/Zsy0aNGqUYGxvL9+7dazx9+nT7SZMmRb3qBvbp06fa/fv3rzBq1Kgnly5d0l+6dKnN6NGjY1TLhISEGH733Xc2PXr0SPjnn3+MduzYYbF8+fLwwup8V1xcXDIyMjLEzp07jevUqZNqaGiocHFxydTR0ZEWLFhgNXr06CdXr17VmzFjRp7ljqtXr55hY2OT+cMPP9jOnz//4Z07d2Rz5swpsmcK8PZDhGbNmmVVsWLFDHd393QAOHTokNGyZctsevfunXvdp6eni0uXLukCOav1PHr0SOvUqVN6xsbGCtXrT6FQYMOGDZbt2rWLL+h6Xb16tZmlpWW2i4tLxqVLl/QnTpxYoXnz5olffPFF7mdax44dnQBg586d91WPXbZsmaWjo2NGmzZtklW3GxsbK/L/3piYmMjlcrnIv13Vzp07TT/99NM8wxH79u1boW3btklubm7piYmJmocOHTJWJmEHDRoU/9tvv9m0bt260tSpU6NcXFwyw8PDdXbs2GE6cuTIpzVq1Hij38PiXBtvYtKkSY+aNGni2qNHD4fhw4c/NTExUYSGhuoGBgaabtq0KQJ4+TP4dXEVISIiIlKv1HhgY6ec5IrvQKDHn8jWLnLxFSrjhg4dGpuVlSW6d+8emz9BsHLlysjWrVsn9OnTx6V58+auBgYGij179vynuurKu7ZmzRqL9PR0jRUrVlg7Ojp6Kn98fX2rKctkZmaKSZMm2fv6+lZv1qyZ65kzZwy3bNlyR3XyUAC4fv26zpkzZ4z69etX4NLMsbGx2vfv339pItuiWFhYyPft23f70aNH2g0aNHAbN26cw+DBgx/5+/sXOk+J0vjx46P//vtvM19f3+pr1661/PXXX+83btw4z7fX/v7+DxctWmTt5+dX/ejRoybr16+/8zbzYwD/v6Tqnj17CvxlDwgIKOfo6JhRu3bttPz7unbtmiRJEn7//ffXWvmpuHR0dKRVq1ZZNWnSpJqPj4/bsmXLrCZMmBC9YsWK3F4Cmpqa2Ldv351y5cpltWjRwrVdu3ZVypcvn7lnz547ygluU1JSNO/fv6+bkpKSO+PtwoULrerXr+82dOhQZwDo1q1bpfr167tt3bo199v58+fPG3z22WdVfHx8qq9du9Zy/vz5EZMnT35lQqtDhw5xcrlcNGjQoNo333zj2K1bt9gpU6bkuQYGDRr0+Nq1a3q1a9d2mz17tt348eOj+/bt+9a9kVSXXi7Ip59+mtKjR4+n/fr1c7a1tfX09/e3sbW1zV68eHF4UFCQqZeXl/usWbNs58yZk6cnhkwmk9atW3fvwYMHMj8/v+rTp0+3nTZtWlRh53lX5HI5fvjhB3s/Pz+3evXqVVu5cqXl5MmTH/7222+5546IiNCuX7++W/369d0iIyNlmzdvtqxfv75b/hWW9u7daxQREfHSEspK0dHR2gMHDnT29PR0nzBhQoXOnTvH7dq1K8+Qm6ioKFlUVFSeZboTEhI0AgMDzXv16vX0VYnU4jp48KBpx44d83xmKRQKjB071sHLy8u9bdu2VSwtLbM3btwYDgBGRkaK48eP33R0dMz46quvXDw8PNwHDBjgnJiYqPU2PVqKc228idq1a6cdOHDgVmRkpKxly5auvr6+bv7+/naqPQ3f5DNYlXjdsZBljY+Pj3ThwgV1h/Hajh07hiZNmqg7jBLBtpVeZbl9bFvpVJbbBpSR9j29DWzqAiRFAZ/9DHj3BlBG2laIt2mbEOKiJEk+Be0LCQm57+npWeBNe2lz5MgRgxYtWrjeuHEjtHLlyu9l3omPkRCi1urVq+8VdoN969YtHVdX1xrBwcE38g8ZeFu//vqrxfTp0+1v3bp17V0OLfhY+fn5VXV1dU1bt27dS3N8KNnZ2dXo37//k+nTp78y8fY6bt68qePm5lYjKCjoZmHDtujDd/LkSb1WrVpVjY2NDVGdP4leFhISUs7T09OpoH0cIkRERETqcXMfsGMQoKUD9N0PVPBVd0SkZmlpaeLu3bs6kydPtv30008TmFwpu4KCgkz8/f0fMrlS+u3cudOkY8eOcUyulG6ZmZnip59+esDkytthgoWIiIjeL0kCTvwCHJ4GlK8JdNsImNirOyr6AKxcudJ89OjRTlWrVk1dt27dfXXHQyVn//79L606QqXTd9999xTAKydspg9b06ZNU1WXnqc3wwQLERERvT8Zz4Fdw4HrfwPVvwA+DwC033ioM5UxI0eOjBs5cmTcq0vSuyBJ0sWi9letWjXzVWXow3Du3LlbryoTFRUV+j5iIfqYMcFCRERE70fcXWBLTyD2NvDpdKDeSECIVx9HREREVAowwUJEREQl785hYHt/AALotR1waaruiMoiSZIkCCatiIiISsSLRYJeWm5bics0ExERUcmRJODEQmBDJ8DIFhhwiMmVEiKESMrMzNRWdxxERERlVWZmprYQIqmw/UywEBERUcnIeA5s6wcc8geqdwT6/wNYuKg7qjJLLpeviY6ONlAoFOzCQkRE9I4pFAoRHR1tKJfL1xZWhkOEiIiI6N2LDwc2dwdibwHNpwL1vgE0+L1OSVIoFAHPnj3zDg0NbQBAU93xEBERlTFyACcUCkVAYQWYYCEiIqJ36/YBYMdAQALQaweHBL0ntWrVygTwtbrjICIi+lgxwUJERETvhkIOHJ0NHJ8P2NQAum4AzJzUHRURERHRe8EECxEREb291Hhg5xDgvwOAVy+gzQJAW1fdURERERG9N0ywEBER0duJuQps6QkkxwBt5gN+A9UdEREREdF7xwQLERERvbmrfwK7RwL65kDf/UAFX3VHRERERKQWTLAQERHR68vOAPaOBS6vBxzrA53XAEbW6o6KiIiISG2YYCEiIqLXk3Af+LM3EBMCNBgDNPkO0NJRd1REREREasUECxERERXffweBbf1zHnfbBLi2VW88RERERB8IJliIiIjo1eTZwNFZwImfAWv3nOSKmaO6oyIiIiL6YDDBQkREREV7/gTYPgAIDwa8ewOt5wLaeuqOioiIiOiDwgQLERERFe5eMPD3UCA1HuiwBPDqpe6IiIiIiD5IGuoOgIiIiD5ACgXw73xg/eeAtj7QL4jJFSIiIqIisAcLERER5ZUaD2zrB9w7Crh3Atr/BugYqDsqIiIiog8aEyxERET0/yJOA9v7AymxwGcLgVp9ACHUHRURERHRB48JFiIiIsoZEnRqEXB4GmDqCPQ/ANh6qTsqIiIiolKDCRYiIqKP3fMnORPZ3jkEuHUA2i8GdI3VHRURERFRqcIECxER0cfsXjCwYyCQngS0mQ/4DuCQICIiIqI3wAQLERHRx0ieDRyfDwTPASwqA712ADbu6o6KiIiIqNRigoWIiOhjk/woZ5WgiJOARzeg7XxAZqTuqIiIiIhKNSZYiIiIPia39gN/DwOy0oCOywGPrhwSRERERPQOaKg7ACFEkBBCEkLMVNnm9GJbQT+m+Y7XFULME0LECCHShBCnhRCN3n9LiIiIPmDZGcDeccDmboCxHTD4X8CzG5MrRERERO+IWnuwCCG6A/AsosiPAHbn25ac7/nvANoCGA/gHoDhAA4IIepKknTlXcVKRERUaj29DWzvBzwKBeoMB5r7A1oydUdFREREVKaoLcHyoifKLwBGA9hUSLF7kiSdKaIOTwA9APSTJGnNi23BAMIATAfQ/p0GTUREVJpIEnBlY07PFW09oNtmwLWNuqMiIiIiKpPUOURoLoAwSZI2v0Ud7QFkAdiq3CBJUjaALQBaCiH49RwREX2cUuOBbX2BXcMBex9g6CkmV4iIiIhKkFoSLEKIBgB6Axj2iqI/CiGyhRBJQojdQoga+fZXBxAuSVJqvu1hAHQAVHo3ERMREZUiD84AKxoDNwKBZlOA3rsA4/LqjoqIiIioTBOSJL3fEwqhDeAKgJ2SJE1+sU0CMEvleXkA/gD+AfAUgCuA7wGUA+AnSdKNF+X+AWAsSVKdfOdoDuAggEaSJB0vIIZBAAYBgLW1da0tW7aURFNL1PPnz2FoaKjuMEoE21Z6leX2sW2lU1luG/By+4QiG44RW+EYsQ3pupa47jYWycZV1RjhmyvL793btK1p06YXJUnyecchERER0TtQrDlYXgy1qQugDgBbAHoAYgHcAvCvJEn3XuOcE18cP6uwApIkxQAYorLpuBAiCDk9UyYB6KUMDUBBGaIil0SQJGkFgBUA4OPjIzVp0qS4sX8wjh07htIYd3GwbaVXWW4f21Y6leW2Afnal3Af+KsvEH0J8OwBvdZzUEvXWJ3hvZWy/N6V5bYRERF9zIpMsAghKgEYBaAnABMACgBJANIAmAPQBSAJIS4CWApgnSRJiiLqc0BOgmQAAFm+OVJkLya+TZYkSZ7/WEmSIoUQJwD4qmyOB+BQwKnMVPYTERGVXcqJbPdPBIQG0OUPoPrn6o6KiIiI6KNT6BwsQojFyOkx4oucFXl8AehKkmQhSZK9JEn6AMoD+AI5Q35+BhAmhKhdxPkqIicpswFAgsoPAIx78Tj/PCt5wkLeHithAJyFEPr5yrkByARwp4i6iIiISjWtrOfAtn45E9mWr5kzkS2TK0RERERqUVQPFnsAtSVJulJYAUmSHgPYBWCXEOJ/AAYD8ARwtpBDrgBoWsD2o8hJuvyOQpIiL3q/1AewU2XzbgDTAHQB8MeLcloAugL4R5KkjMJiJyIiKtXuHoHv+f8B2c+ATyYDDcYCGupcHJCIiIjo41ZogkWSpNf6CuxFMmPRK8okAjiWf7sQAgAiJEk69uL5AuT0rjmNnEluqwL4DjlDlGar1HdFCLEVwMIXk+eGAxgKwBk5w5qIiIjKlqw04PAM4MwSZOvbQ9ZnB2Drpe6oiIiIiD56xZrkVg3CkJMo6QPACDkT6h4BME2SpFv5yvZFzoS5MwGYAggB0EqSpEvvLVoiIqL3ISYE2DEYeHoD8B2Ii7qfohGTK0REREQfhGInWF4MvakLoAJy5lHJQ5Kk1W8ahCRJIt/z1QCKVZ8kSWkAxrz4ISIiKnsUcuDUb8DRWYC+BdBzO1C5ORTHjqk7MiIiIiJ6objLNHsjZ+4TexS8BLKEYiZEiIiI6DUkRAA7BgGRZ4Bq7YDPFgIG5dQdFRERERHlU9weLMsAPAfwOYCbyFmhh4iIiEqKJKFS6Z4AACAASURBVAGX/gAOTMp53nEF4PElIAr6noOIiIiI1K24CRY3AF9KkrSvJIMhIiIiAM+fADuHAHcPA86NgA5LAFMHdUdFREREREUoboLlNgCDkgyEiIjooydJwLXtwL5xOasFtZ4H+A7g8stEREREpUBxEyzfA5gjhDgrSdKDkgyIiIjoo5QaD+wbD1zbBtjVAj4PACyrqjsqIiIiIiqmYiVYJEkKEkI0AfCfEOI2gISXi0iN33VwREREH4Ube4C9Y3KSLE0nAw3HABqa6o6KiIiIiF5DcVcR+hbABABPATwDIC/JoIiIiD4KaQnA/onA1a2ATQ2g5zagvIe6oyIiIiKiN1DcIUKjACwHMEKSJCZXiIiI3tatIGDPqJwJbRt/CzQcC2jpqDsqIiIiInpDxU2w6AP4i8kVIiKit5SWCPwzCbi8AbCqDnTfDNh6qTsqIiIiInpLxU2w7AdQF8CREoyFiIiobLtzGNg1HHj+GKg/Cmj6PaAlU3dURERERPQOFDfBshDAWiEEAATh5UluIUnSvXcYFxERUdmRlgAcmARc2QiUqwJ02wTYeas7KiIiIiJ6h4qbYDn54t8ZAKYXUobLHRAREeV3az+weySQFp8zz0rjiey1QkRERFQGFTfB0g+AVJKBEBERlSnPnwJB3wLXtgHW7kCvbUB5T3VHRUREREQlpFgJFkmS1pZwHERERGWDJAFhO3OWX05PBJp8BzQYwxWCiIiIiMq44vZgySWEsAVgByBKkqTodx8SERFRKZX0ENg7Dri9HyhfE+j9N2BdXd1REREREdF7oFHcgkKI3kKIcACRAM4AiBRChAshepVYdERERKWBJAEX/wCW1gXuHQNazAQGHGZyhYiIiOgjUqweLEKIEQAWATiEnIluHwOwBtAdwB9CCBNJkpaUWJREREQfqvh7wK4RQMRJwLEB0GExYO6s7qiIiIiI6D0r7hChsQDWSpLUL9/21UKItQDGAWCChYiIPh7yLOD0YuDYT4CmDtBuEeDdGxBC3ZERERERkRoUN8FiA2BLIfs2Afjy3YRDRERUCkRfAQK/AWKuAK6fAa3nAiZ26o6KiIiIiNSouAmWUAAuheyrDODauwmHiIjoA5aRDBz9ETgb8H/t3XeYnGW5gPH7+WZT6AkQI4SSBAkhdAglgJAQOkgXUARBUQT0INYgKuoRQTwWbEc9AmINoiIlEAiRpYSEXmIooQUCAtIiBEh2d773/DGzMNnMbjbZOpv7d13ftTvfvO1hZrPsM2+B1YbABy+FLQ7r6VFJkiSpF2hvguUMYHJEvAz8LaVUjIgCcCTwReDYrhqgJEm9wmPTYMrnYMF8GHsSTPw6rDK4p0clSZKkXqK9CZY/A2tSWiZUjIjXgMFAAVgI/DneXXOeUkobd/ZAJUnqEQtfguu+BHP+BuuOgo9NhY126elRSZIkqZdpb4JlOpC6ciCSJPUGW50zlTcWF5n3nf3hvt/BtK9Dw1sw4WzY7QyoG9DTQ5QkSVIv1K4ES0rpxC4ehyRJPW7kWVPIE2wWz8AlB8L8WbDRuNIJQUNG9fTwJEmS1Iu1dwaLJEl91g+nzeXC6Y+xCos4o+4KTi5MIX95MNlhv4BtjvXoZUmSJC1T1t6CEbFpRFwaEXMj4s3y199ExPu6coCSJHWl5uTKxOwepg34Ep+qu5q/Fvdgh9fOZfjkNRl+1rU9PURJkiTVgHbNYImI8cC1wNvAFOBFYCjwAeCYiNg/pXRzVw1SkqSusNU5U1ll8cv8vN+lHFi4k0fzDTi64WvcmTYHIAt48ryDeniUkiRJqgXtXSL0feA+YL+U0sLmmxGxBnBD+fmxnT88SZK6xqaTruSkwnWcOeCvZCS+13g0vyoeTGP5V+OwQQOZMWliD49SkiRJtaK9CZYxwDGVyRWAlNIbEfFd4E+dPjJJkrrA8ElT2DkeZkr/ixmVPce04g58q+kjzE9DlyhnckWSJEnLo70JlmeB/q081x94rnOGI0lS1xg+aQpDeI3v9/sTRxZu45l8CB9v+DzT8x2WKOeyIEmSJK2I9iZYvgt8MyJmppTeSaZExDDgHOA7XTE4SZI6avikKWTkHF+4kS/U/ZlVWMzPmg7hp02H8TYDlyjrsiBJkiStqPYmWPYE1gCeiIhZvLvJ7S7l78eXN8IFSCmlj3b2QCVJaq/mk4EAdoqH+Wa/S9k8e4YZxS34atPHeCqtt1Sdeec7a0WSJEkrrr0Jlt2BIvA8sHH5ovwY4P0VZVPnDE2SpOU3fNIUAIawgC/3m8xRhVt4Lq3DqQ1ncF2+ExBL1TG5IkmSpI5qV4IlpTSiqwciSdKKqpyxUkcTxxem8fm6y+lHEz9vOoQLm45gcZWtxNxvRZIkSZ2lvTNYJEnqdSoTKwC7ZbP5et3v2Cx7lpuLW/ONpo9WXQ4EcMbETTlzn1HdNVRJkiT1ca0mWCJivZTS860930a996aUXujYsCRJalvzUiCADeIlzq77PQcU7mJePpRPNHyOafkOVFsOtPOItbnslHHdOFJJkiStDNqawfJ4RPwa+N+U0iNtNRIRqwCHA18C/gJ8u/OGKEnSuyoTKwNo4LS6qzilcDWJ4ILGo7moeGDV5UAmViRJktSV2kqw7AFcAMyJiAeBW4EHgJeAxcBgYCSwE7AXkJfL/6ArByxJWjltdc5U3lhcLD9KHJzNYlK/P7FBvMxVxXGc1/hhnmedpep59LIkSZK6Q6sJlpTSPcDEiNge+ARwMPDpFsUWAXdQmrnyh5TSG101UEnSyumYX87kjqdefefx5vE0X6/7HeMKD/FQvjHHNn6KWfmYperNO/8g6uvrGT9+fDeOVpIkSSurZW5ym1K6FzgVICLeA6wPDAReAeallBq7dISSpJXWyLOmkKfS9+vwH75YdxlHF25mAavx1caT+GNxIjnZEnXcvFaSJEk9YblOEUop/Rv4dxeNRZKkdzTvtTKABj5auJ5P1/2dgTRwUfEAftJ0OK+z2hLl553vccuSJEnqOR7TLEnqVUadfS0NxQQk9snu4ay6PzIye4F/FLfl3KbjeCINW6K8iRVJkiT1BiZYJEm9wm7nT+e5BYsA2DKe5Kv9/sAu2cM8lg/jhIYvc0u+zRLlPRVIkiRJvYkJFklSj6o8dvk9vMYX6v7MUYVbeI3V+WrjSUwuTqCp4teViRVJkiT1RiZYJEndruXJQANZzMmFazmt7irqaOKi4gH8uOkI3mDVd8pkAU+e53IgSZIk9U4mWCRJ3apyxkqQc1g2g0n9/sTQWMB1xR35TtOHmZ+GLlHHfVYkSZLU25lgkSR1i8rECsDu2WzOqvsjW2RPc38+ktMb/ou70+glygwbNJAZkyZ25zAlSZKkFdJqgiUinlmB9hJwUErpnys+JElSX/LuqUDlxzGfs+r+yITCA8zPh/BfDadzdT6ORLZEvTMmbsqZ+4zq7uFKkiRJK6StGSwbANcCL7WzrQz4CNC/o4OSJPUNLTew/Xzd5RxVuJk3WYVvNx7H74r7sLjFr43+hWDuuQd291AlSZKkDlnWEqFvpZTubE9DEVEHHN/xIUmS+oLm5MoavMUn6q7h5MJ19KOJi4sH8NOmw/gPqy9R3k1sJUmSVMvaSrB8DZjf3oZSSk0R8TXgueUZQERMBfYDzk0pfbXi/mDge8BhwCrATODMlNLsFvUHAv9NafbMIOB+4MsppVuWZxySpM7RfEJQfxo5rnAjn677O4NZyLX5Tny36dilNrB1KZAkSZL6glYTLCmlc5e3seWtExEfArapcj+Aq4ARwGeA14CzgJsiYtuU0rMVxS8CDgK+CDwJnA5cHxHjUkr3L28MkqQVN/KsKaSUc0g2i8/VXc7w7EVmFLfgvKYP8c80comyngwkSZKkvqTHThGKiEHAD4EzgT+2ePoQYHdgr5TSTeXyM4GngC8B/1W+tw3wYeBjKaVLyvduBuYA3yq3I0nqYs3LgXbN/slX+v2RLbN5PJxvxAkNX+aWfGsg3inrjBVJkiT1RctMsETEcGAYMDeltNSGtxGxLnBgSum3y9n3BcCclNKfIqJaguVfzckVgJTSfyLiauBQygmWcrlG4LKKck0RMRmYFBEDUkqLl3NckqR2ak6sbB1P8KW6yexemMOzaV3OaDiNq/NdyStOBnLGiiRJkvqyto5p7gf8HjiqfCuPiIuAz6eU3qwouglwCdDuBEtE7A6cQJXlQWVbANWOep4DnBARq6eUFpbLPZVSeqtKuf7A+8rfS5I6SfMeK1A6cvlzdX9h/8JdvJTW5NuNx/Hb4r400O+d8p4KJEmSpJVBpJSqPxHxBUqbx34HuAsYT2nmyGPAfimlF8rldgZuTykV2tVhKXFzP3BF86a2EZGo2OQ2IuYC96aUjm1R92Tg/4CNUkrzI+IGYM2U0i4tyu0NTAP2SCndWmUMnwQ+CTB06NAdJk+e3J6h9yoLFy5k9dVXX3bBGmRstasvx2ds8Pn6N3llUen7YbzEZ+qu4OjCzbzJQH7ddCAXFQ9gIasuUWezwRln7bxKVwy7Xfry6wZ9Oz5jq27ChAn3pJTGdvKQJElSJ2hridBHgW9XbFw7tbyU50pgRkTsnVJ6agX6/DKlU4Ha2hA3gGqZn1jBcktIKf0K+BXA2LFj0/jx49sq3ivV19dTi+NuD2OrXX05vpU5tq3Omcobi4sADOZ1Pl13JccVbiRIXFLcn580HcYC1liqXm/Ya6Uvv27Qt+MzNkmSVGvaSrCMAG6rvJFSejAidqU0O+S2iNhneTqLiI2As4GTgQERMaDi6QHljW/fAF4F1q7SxODy19fKX18FNmqj3KvLMz5J0rsqEytr8BYn103h44XrGEgDVxR35wdNH+R51qla1/1WJEmStLJpK8GyAJb+P+eU0vMRsQdwA3Az8I3l6G8kMJDS3i4tfaF8bUdp35R9q5QZAzxT3n+FcrnDI2LVFvuwjAEagMeXY2ySJOCH0+Zy4fTHAFiVRRxfmMZpdVeyVrzFNcVd+GHTkTyRhlWtO2zQQGZMmtidw5UkSZJ6hbYSLA8ABwJ/a/lESunViJgAXAtcuBz93Q9MqHL/JkpJl4soJUWuAk6KiD1TSjcDRMSawAdY8kjnq4BvAh8ELi2XqwOOAW7wBCFJWj6jzr6WhmJiAA18uDCdU+uu5j2xgPriNnyv6WjmpBFV6+08Ym0uO2VcN49WkiRJ6j3aSrD8HfhaRKyTUnql5ZMppTciYl9KCZj92tNZSmkBUN/yfkQAPJ1Sqi8/vgqYCfw+Ir5IaUnQWZT2Vrmgor37I+Iy4EflzXOfAk6ltLzpuPaMSZL07qyV/jTykUI9n6m7gqGxgDvy0Xyq4bPcm6rvpeJSIEmSJKmk1QRLSun/KJ3Y06qU0tvAAZ09qJRSHhEHA/8D/JzSsqKZwISU0vwWxU+itGHut4FBlGbe7J9SurezxyVJfU0psfIm/XiYowu38tm6v7J+vMod+Wg+23g6M/MtqtYzsSJJkiQtqa0ZLN0mpbTUqT8ppVeBj5Wvtuq+DXyufEmS2qF5xkpGzgcLt3B64UqGZy9yfz6SLzWewm35lrQ8kC0LePI8EyuSJElSNctMsETEpsBngb2ADcu35wPTgR+nlOZ23fAkSZ2p+WSgjJxDs9s5o+5vjMxeYHY+nJMavshN+baYWJEkSZKWX5sJlog4jtIyoTrgHkqb1AawMfBJ4OMR8cmU0u+6eqCSpBVzzC9ncsdTpVPrCxQ5JJvFGXV/Y5PseebkG3NKw5lcn4/FxIokSZK04lpNsETEjsBvgCuBz6SUnm/x/PrAj4GLIuLRlNKdXTlQSdLyGz5pCgBRnrFyet2VbJo9x6P5BpzS8FluyMeSyJaq5x4rkiRJ0vJpawbLJODmlNJR1Z5MKf0rIj5IaanQJOCILhifJGkFjDxrCnmCfjRxSHY7p9VdySbZ8zycb8ipDWcwNd+xamJljQEFZn9z/x4YsSRJklTb2kqw7A58uq3KKaUUEf8L/LRTRyVJWiG7nT+d5xYsoh9NfLBwK6cX/s5G2Us8lG/MaQ3/xXX5TlUTK+CsFUmSJKkj2kqwrAW80I42XiiXlST1kObESn8aOa5wM58qXM2G2Us8mI/gnIYTq25e2+w3+6/G+PHju3W8kiRJUl/TVoLlX8Bo4NZltDGmXFaS1M2a91gZyGJOKNRzWt1VvDde4558U77WcCL1bSRWmmes1NfXd9NoJUmSpL6rrQTLdcCXI+LylNKCagUiYjDwReDarhicJKm65sTKKizihMI0Pl53He+JBdyZb8YXG0/h1nwrqiVWPBlIkiRJ6hptJVi+DRwFzIqIrwDXppQWAUTEQOAg4DvAmuWvkqQu9MNpc7lw+mMArMlCTizcwEl1UxkcC7m1uCWfbvoMd6bRVEusuL+KJEmS1LVaTbCklJ6PiH2BvwCXA8WIeKn89JBy3SeAfVNKLhGSpC7SPFsFYAivcVLd9ZxQuIHVYxHTitvz86ZDuS9tWrXuGRM35cx9RnXXUCVJkqSVVlszWEgpPRARmwNHAnsBG1L6aHQ+peOZ/5ZSauzyUUrSSqgysbJB/JvTCldyZOE2+tHEtfnO/KzpUB5OG1etO2zQQGZMmthdQ5UkSZJWem0mWABSSk3AZeVLktSFtjpnKm8sLr7zePN4mlPqruYD2UyaKPCX4p78qngQT6f3Vq3vHiuSJElSz2g1wRIRawLnUNp7ZXorZSYCBwLnpJQWds0QJanvG3X2tTQU0zuPd4hHOa3uKiYW7uPNNIBfFw/k4qYDeJG1W23DfVYkSZKkntPWDJZPA8cAX22jzO3AJcALwPc6cVyS1Oe1nK0S5OyV3cepdVczNpvLy2lNftB4FL8p7sfrrFa1jZ1HrM1lp4zrriFLkiRJakVbCZbDgF+klN5urUBK6e2I+CWl04ZMsEhSO1Xur1JHE4cVZnBy4VpGZ/N5Lq3DOY0f5c/FPXmbgVXru3mtJEmS1Lu0lWDZHPhKO9q4A/hy5wxHkvq+5uTK6rzFMYV6Tq67lvXiVR7ON+SzDadxTb4LTa388+wyIEmSJKl3aivBUge054SgRqBf5wxHkvqmkWdNIS9vsTKUVzm57lqOKdzEmvE2s/LN+Urjx7kp35bSQW1LchmQJEmS1Pu1lWCZD2wJ3LyMNrYEnu20EUlSH1KZWNk8nubkuikcks0EYGq+I//XdBAPpk2q1vWoZUmSJKl2tJVguQH4TERclFJaVK1ARKwKfAa4risGJ0m1Zrfzp/Pcgsp/MhPvz2ZzcuFa9iw8yFtpAL8t7sslxf14Nr1nqfr9C8Hccw/svgFLkiRJ6hRtJVi+CxwH3BgRn0kp3Vf5ZERsB/wUeA9ucCtJS2xcO4AGDs5m8cm6a9gse5YX0mAuaDyG3xcn8jqrL1V3jQEFZn9z/+4criRJkqRO1GqCJaU0PyIOBS4H7o6IF4B55aeHA+8FXgEOTSnN7+JxSlKvVbkMaC0WckLhBj5SdyNDYwGP5BvyxcZP8vfi7jS2+CfX2SqSJElS39HWDBZSSrdExGbAJ4GJwIblp/4J/Aj4dUrpta4doiT1TpXLgTaJ5zipMJUjC7eySjRwS3ErPl88ldvyLam2ca37q0iSJEl9S5sJFoCU0gLggvIlSaK0HCjIGZ89yEcL1zOh8ACLUx1/K76fS4r7Mzdt2GrdMyZuypn7jOrG0UqSJEnqastMsEiS3jV80hQG0MBHCjdzYuF63pf9i3+nQfyg8Sj+UJzIK6xVtZ4zViRJkqS+rdUES0T8AzgtpfRIexqKiAy4ETglpfRYJ41PknqFE6e+yfpTL2VS3TSOKdzE4FjI/flIPttwGtfku9DUyj+nJlYkSZKklUNbM1jGA2ssR1uxAnUkqdcq7bHyNuOyh/hFvxvYJ7sbgOvynfht077cmUbTcn8VTwOSJEmSVk7LWiL094hYvBztpY4MRpJ62jG/nMkdT73KQBZzWGEGJ/SfxpjsaV5Lq/OL4gf4Y9NEnmNI1brzzj+om0crSZIkqbdoK8Fy6Qq2+fIK1pOkHjN80hQANoh/c3bdDRxVuIXBsfCdY5avKu7KYvpXresyIEmSJEmtJlhSSid150Akqbs1J1WCnN2zOXyscB3jswcoknF9PrbVZUDNsoAnz3PWiiRJkiRPEZK0kmhOplRak4V8sHALxxVuZGT2Ai+lNflx8XAmN03gBdZpsz2XA0mSJEmqZIJFUp/1w2lzuXD60oeajYl5fKQwjUMLt7NaLObe/H38V8PpXJ/v2OoyoGY7j1iby04Z11VDliRJklSjTLBI6pNGnjWFvGLb7QE0cFA2i+PrbmS77HHeTv25prgLFxcP4OG08TLb22xwxvVfPqALRyxJkiSplplgkdTnVC4HGh7Pc2yhnmML/2BQvMnj+fp8q/F4/lJ8P6+z+jLbal4KVF9f31XDlSRJktQHmGCR1Gfsdv50nluwiDqa2De7m2MLN7FHYTZNKeOGfCy/K+7DrHxzElmb7bi/iiRJkqTlZYJFUs075pczueOpV1mfl/lC3XSOKdzEkHidZ9O6fL/xKCYXJ/ASg9tsw6SKJEmSpI4wwSKpJm11zlTeWFykjiYmZvdySb+b2DN7EIDp+fb8qTiB+nxb8jZmq5hUkSRJktRZTLBIqgnNs1SabRAvcVrdjRxRuJWhsYAX0mB+Ujycy4t78mwaslR9T/+RJEmS1JVMsEjq1SpPAxpAAxOze/lQ4R/sls0hJ7gp35Y/Fffi5nwbihSWqu8sFUmSJEndwQSLpF6p8iSg98WzHFu4icMLt7FOvMFzaR0ubDqCy4t78i/WrVp/2KCBzJg0sbuGK0mSJGklZ4JFUq9RuQxoVRZxUGEWRxfq2TGbS0MqcGO+A5OLE7gt36rNvVXOmLgpZ+4zqruGLUmSJEkmWCT1vHcTK4nt4zGOLtTzgcJMVovFPJ6vz/mNx/Ln4nheZc1ltuWSIEmSJEk9wQSLpB7TfBLQEBbwqcItHFG4lVHZc7yVBnBVcRyXF/fknjQKiGW2ZWJFkiRJUk8ywSKp2w2fNIV+5eOVP9jvZvbIHqRfFLk7H8WXGz/BNcVdeJNV2mwjC3jyPJMqkiRJknoHEyySukVp09rEFjGPr9XdxmHlDWufT2tzUfEALitO4Km0XpttOEtFkiRJUm9lgkVSpzlx6pswdcpS94ewgI8VZnJU4RbGZE/TkArckI/lL8U9uCXfps0Naz0NSJIkSVItMMEiaYVUHqNcTX8amZDdx1GFW5iQ3U9d5MzOh3N248eYUtyZBazRZn1nq0iSJEmqJSZYJC2XthMriW3jCY4u1HNQYRZrxVu8kAbz6+JBXF7cgyfSsGW2b2JFkiRJUi0ywSKpTc0n/bRlw3iRw7MZHFm4hY2zf/N26s+1+U5cVdyNW/Ot2lwC1MzEiiRJkqRaZoJF0hJ+OG0uF05/bJnl1mQhhxRmckjhdnbKHiVPwcx8DD9pPJzrizvyBqsus43+hWDuuQd2xrAlSZIkqUeZYJHUrlkqAANoYK/sPo4o3Moe2YMMiCYezTfggsajuaL4fp5nnXb1t/OItbnslHEdHbYkSZIk9RrdmmCJiP2ALwNjgMHAS8DtwDdSSg+VywwHnmqlicEppQUV7Q0E/hv4CDAIuB/4ckrpli4KQepTlrVRLUBGzrhsDh/IZnJg4Q7WjLd5IQ3md8V9uKK4O3PSiHb15WlAkiRJkvqy7p7BsjZwD/BzSsmVjYBJwKyI2Cql9HRF2fOAq1rUf6PF44uAg4AvAk8CpwPXR8S4lNL9XTB+qU8YedYU8tRWicSW8RSHFWZwYOEO1o9XWZgGcn2+I1cUd+f2fIuq+6qsMxDu+YZ7qUiSJEla+XRrgiWl9CfgT5X3IuJO4BHgKOD7FU89mVKa1VpbEbEN8GHgYymlS8r3bgbmAN8CDunc0Uu1b9TZ19JQbD2zMiKe57DCDA7OZrJJ9jyLUx235lvx38Xj+Ue+HYvp/07Zast86uvru2rokiRJktSr9YY9WF4pf21cznqHlOtc1nwjpdQUEZOBSRExIKW0uJPGKNW0tvZYGcZLHFSYxcGFWWydPfXOZrUXNx7A1cVdeJ3VlyjvaT+SJEmStLQeSbBERAEoABsD5wMvAJNbFDsvIn4BvAncDJydUppd8fwWwFMppbda1JsD9AfeV/5eWmm1tsfKuvyHgwszOaBwJztnjwDwYD6C/278CNcUd+FF1n6nrCf9SJIkSdKyRUptbsTQNZ1G3A3sUH74OHBISunh8nPrAecAN1Dap2U08BVgXWCninI3AGumlHZp0fbewDRgj5TSra30/0ngkwBDhw7dYfLklrmd3m/hwoWsvvrqyy5Yg4ytY06a+ibVfqrX5nX2KdzDB7LbGZc9RCESj+QbMqW4M3/Pd2N+GvpO2d/sv9oK9e1rV5uMrXb15fiMrboJEybck1Ia28lDkiRJnaCnEiybA2sCI4EvAEOB3VNK81opvyGl2ShXpZQ+Ur43DVg9pTSuRdl9KCVnWk2wVBo7dmy6++67OxBNz6ivr2f8+PE9PYwuYWzLr7WZKmuxkP0Kd3FAdifvz2ZTFznz8qFclY/j6uKuPJY2ADpvloqvXW0yttrVl+MztuoiwgSLJEm9VI8sEWqehQLcERHXAfMonSb0qVbKz4+I24AdK26/SukUopYGVzwv9UltbVa7FguZmN3LwYVZ7J7Npn8UmZ8P4dfFg7iqOI6H0sZAANU3qpUkSZIkLb8e3+Q2pbQgIh6ntGdKWwKWWPkwBzg8IlZtsQ/LGKCB0tIjqc845pczueOp6nnDtVjIvoW72T+7iz2yB+kXRZ5N63JJcX+uLo7jn2kEzUkVgGGDBjJj0sRuGrkkSZIk9X09nmCJiKGU9ln5QxtlNgJ2A66ouH0V8E3gg8Cl5XJ1wDHADZ4gpL7ih9PmcuH0x5a6P5jX2btwtU3bRQAAGc9JREFULwdns9g1m0O/KPJcWoeLigdwXXEnHkwjSWRL1FljQIHZ39y/u4YuSZIkSSuNbk2wRMQVwL3Ag8DrwCjgTKAJ+H65zPeBDJhJaZPbzYCzgBz4TnNbKaX7I+Iy4EcR0Q94CjgVGAEc100hSZ2urZkqQ3iNfQv3sH92J7tmcyhE4pl8CBcVD2BKcRdmt5ip0syTgCRJkiSpa3X3DJZZwNHA5ykdpTwfqAfOq9jgdg6lRMmJwBrAy8A/gG+mlB5t0d5JwLnAt4FBwAPA/imle7syCKkrtJZYWZ+X2bdwNwcW7mBszCWLxFP5UH5ePJTri2OXWv5TyT1WJEmSJKl7dGuCJaX0XeC7yyhzMXBxO9t7G/hc+ZJq0lbnTOWNxcUl7m0Sz7Fvdg8HFmaxVTYPgIfzDbmw6QiuzXfmsTSM1pIq7q8iSZIkSd2vx/dgkVY21Y5UDnK2iHnsV96odtPsOQAeyEfyncYPMS0fy1NpvVbbnHf+QV02XkmSJEnSsplgkbpYa0t/6mhi5+xh9s7uZf/CXawXr9KUMu7IN+d3jXtzQ3EsL7BO1TbdrFaSJEmSehcTLFIna+3UH4DVeJvds9nsV7ibvbL7GBRvsjj145Z8a/6neDQ35dvyKmu22rYzVSRJkiSpdzLBInWSakt/AN7Da+xduJeJ2b28P3uQ/lHktbQ60/Ptub44llvyrVnEgFbbdbaKJEmSJPV+JlikDqi+/CcxKp5l7+we9i3cw7bZEwA8m9bl0uJ+3FjcgXvSpjS18ePnTBVJkiRJqi0mWKQVMPKsKeTp3cf9aGJcNoeJ2b1MLNzHBvEyAPfnm/C9xqO5IR/b5sk/zUysSJIkSVJtMsEitVPLJUDr8B/GZw+wd+Ee3p/NZvVYxNupP7flW/Kz/FD+UdyOF1l7me32LwRzzz2wq4YtSZIkSeoGJlikVmx1zlTeWFysuJMYHfOZmN3LXoX72C4eJ4vEC2kwVxZ3Y3q+HTPyLVlM/zbb3XnE2lx2yriuHbwkSZIkqVuZYJEqtDwBaBUWMS57iL2y+9ircB/rR2m/lQfzEVzYdAQ35tvzUNqYRNZmu81Lf+rr6xk/3uSKJEmSJPU1JlgkltysduN4gYnZfYzP7mfn7BEGRCNvpgHcmm/NhfmR/KO4HS8xqM323EtFkiRJklYuJli0UtvqnKk0LH6bXbKH+XrdA+yV3cfw7EUAHs/X53fFvbkp35a78tE00K/Nts6YuCln7jOqO4YtSZIkSeplTLBopTN80hQ2ihcZn93PhdkD7DLgYVaNxSxK/bg934KLG/fnpnxb5qeh7WrP2SqSJEmSJBMs6tN2O386zy1YxCosYpfsYfbIHuSm/vczojxL5al8KH8u7kl9vi0z8zHL3KC22bBBA5kxaWJXDl2SJEmSVENMsKjPaE6mlCQ2j2c4OHuQPfs9wNjsUfpHkbdTf2blm3NJ4/7ckm/NvLReu9t3CZAkSZIkqTUmWFRzhk+aUvX+OvyHw7LZ7F74J7tns3lvvAbAw/lGXFw8gNvyrbgr36zds1T6F4K55x7YaeOWJEmSJPVdJlhUM1omVgbQwNjsUXbP/sme2YOMyZ4G4NW0OjPzMdyUb8etxa14kbWXqx/3VJEkSZIkLS8TLOr1Rp19LQ3FRJAzOuazW/ZP3p/NZsfsUVaNxTSmAvekUVzQeDS35lvzzzScRLbc/ZhYkSRJkiStKBMs6rWGT5rCUF7l0MKD7NpvDrtnsxkSrwMwNx/GZcXx3JJvzR355rzFwBXqw2VAkiRJkqTOYIJFvULzBrVrsZBdsod47sYfM73/Q2ySPQ/AS2ktZuRbclu+FTOKW/I866xwX25WK0mSJEnqbCZY1K1GnjWFPL37eFUWsVP2CMdnD7Fr/zlsGfPIIvFGWoU789FMbpzArfnWPJI2BGK5+8sCnjzPpT+SJEmSpK5lgkVdquXGtP1pZNt4nN0K/2TXbA7bxBP0jyINqcB9aVN+1HQkt+djuD+9j6blfHuaTJEkSZIk9RQTLOp0lUmVfjSxdTzBztkj7JI9xE7ZIwyMRoopmJ1GclHxQGbkW3J3PopFDGhX+y7xkSRJkiT1NiZY1CmaT/qpo4nt4il2yR5ml+whxmaPslosBuDRfAP+WJzIzHwMd+Sb8zqrLVcfwwYNZMakiV0xfEmSJEmSOsQEi1ZI8yyVfjSxVTzJx7NHGNdvDmOzuaxakVD5a3EPZuRbcGc+mtdYc4X68qQfSZIkSVJvZ4JFrdrqnKm8sbi4xL1+NLFtPM5nCg+xY/boUgmVPxf35M58NHfkm/MKa3Wo/3nnu5+KJEmSJKk2mGDRElpuSrsKi9g2e4JdsofYOXuEbeNxBkYjeQoeTaWEysx8DHflo3l1BWeoNGtOqNTX1zN+/PgOtSVJkiRJUncywbKS++G0uVw4/bF3Hg/iDXbKHmGHbC47Z4+wRcyjXxQppmBOGs4fintzZz6aWfnm/IfVl7s/91GRJEmSJPVFJlj6qObESbVlNpVLf9bjFQ7NHmbn7BG2zx5jdDYfgMWpjgfSJvyqeBB35aO5Jx/FG6y63OPYecTaXHbKuI4FI0mSJElSL2eCpca1XNJT7fl3kix5kS/9fDKHNt3F2H6PslP2COvHqwC8nlbh3nwUVzeO4458NLPTSBbTf4XGZFJFkiRJkrSyMcFSI1ou5QFgatvJlVVZxLbZ4/zoq3/ls5u9xsInZnEBb0E/eDEN4s58NL/MN+PufBQPp43JyVZ4fJ70I0mSJElamZlg6UWO+eVM7njq1RWsnRjGy2yfPcb22WPslD3C6HiGQiTyFDz82Ibcm4/jznwz7kmjeDYNAWKFx+oJP5IkSZIkvcsESw/Y7fzpvP52I7O/uX/Vo5Dbox9NjIl5jM0eZbvscbbPHntnuc9baQD35e/jZ/mh3Jtvyj35Zu6fIkmSJElSFzLB0gOeW7AIWPb+KZXW4xW2yx5j2+wJdsjmsmXMY0A0AjA/H8Ld5aU+9+SjeDRtSNMKvrRnTNyUM/cZtUJ1JUmSJElaWZlg6WY3PfrvZZYZQANbxDx2yOaybfY422ZPMCxeAWBx6sfsNIJLi/tyf74Jd+eb8W8GL7PNeecf1GpCx+U+kiRJkiR1jAmWbrLb+dPfmblSKcgZES+wTTzBNtkTbJ89xubxDP2itGzomXwI9+ab8qv8YO7NN+WRtBGN7XzZWkuqZAFPnmdSRZIkSZKkzmKCpZvMmDSR3c6fzqIFL7JNVkqmbBePs032BGvFWwC8mQbwQL4Jv8oP4sF8E+7JR/Eya7XZ7rJmn8w7/yBGnlVKsgwbNJDn/7PI5IokSZIkSZ3MBEtXm38nPDMLnrubGQPug4HPANCUMuamDbmmOI770yY8kG/C42lYm0clVyZT6uvrGT9+fLuG0JxQmTFp4orHIUmSJEmSWmWCpatd/Vn49xwYtBFssAPs9AlOvTnjptfXZxEDlirufiiSJEmSJNUeEyxd7fBfwOpDYY2h79z6393e3ZPF/VAkSZIkSap9Jli62npbV73tch1JkiRJkvqO1jf8kCRJkiRJUruYYJEkSZIkSeogEyySJEmSJEkdZIJFkiRJkiSpg0ywSJIkSZIkdZAJFkmSJEmSpA4ywSJJkiRJktRBJlgkSZIkSZI6yASLJEmSJElSB5lgkSRJkiRJ6qBIKfX0GHpURLwEPN3T41gB6wIv9/Qguoix1a6+HJ+x1aa+HBv07fiMrbqNU0pDOnMwkiSpc6z0CZZaFRF3p5TG9vQ4uoKx1a6+HJ+x1aa+HBv07fiMTZIk1RqXCEmSJEmSJHWQCRZJkiRJkqQOMsFSu37V0wPoQsZWu/pyfMZWm/pybNC34zM2SZJUU9yDRZIkSZIkqYOcwSJJkiRJktRBJli6UURsEBE/iYiZEfFWRKSIGF6l3LYRMTUiFkbE6xFxVUS8r5U2N4+IyyPi5Yh4OyIejYgzKp4fFREXRsSD5faeL7e3TW+OLyK+Ua5f7VrU3fF19msXERtFxKUR8Uy5vbkR8e2IWK0PxDYiIv4SEQsi4s2IuCkixrYo012xHRURf42Ipyt+Ps6LiDValBscEb8u/xy9GRE3RsRWVdobGBHfK4/37fJ/sz36SGzfiYgbIuKV8nvgxCplai62iBgbEb+KiEfK7+9nIuIPETGiJ2Lrgvg2jogrK9p6OSLqI+KAnoivs9+XLeqcVX5v3tYXYovWf8dt292xSZKkzmGCpXu9DzgaeA24tVqBiNi0/NxawHHAScBw4JaIeE+LsmOBO4ABwMnAgcD3gUJFsX2BCcClwAeA04AhwB0RsUMnxdWsM+P7NTCuxbU30ARcVVGuu+LrtNiilES5EdgD+BpwEKV4Pw9cXNFkLca2DnAbsCVwCnBs+ambImLziia7K7YvAEXgK8D+wP8CpwLTIiIrjzkovaf2Bz4DHAn0K495gxbtXQR8Avg6cDDwPHB95R9ENRzbZ4BVgGva6LMWYzsW2AL4MXAAMAnYHrg7Ijbsgdg6O77VgZeBr1L6HfBxYCFwbUQc0QPxdfb7knKdkcDZwL+rPF3Lsf2GpX/Xze2B2CRJUmdIKXl10wVkFd+fDCRgeIsyvwYWAIMq7m0ALAIuqGwLmANcsYw+16W8107FvbUo/TH9294aXyvtH19u86Dujq+TX7t9y/X3bVH/fEoJpFVrOLavlmN4X8W91YAXgT/3wOs2pMq9E8ox7lV+fGj58YQWY3kV+HHFvW3K5U6quFcHPApcVcuxVb4PKCXcEnBilfZrLrZW2toYyIFvdXdsXfHaVWmrDpgPXF3Lr12LNq4HfgnUA7fV+vuyfD8B315Gn932vvTy8vLy8vLq+OUMlm6UUsrbUWwXYGZKaUFFvWeBfwKHV5QbD4wBfrCMPl9OKaUW9/5D6ROyYe0beft0cnzVfJTSH+rXV9Ttlvg6Obb+5a+vt6i/gFLiLMp1azG2XYDHUkqPV5R7k9Lsl4Mjoq58r7tie6nK7bvKX5v7OQT4V0rpphZjuZrSH0tUlGsELqso1wRMBvaLiAHle7UYW7veB7UYW7W2UkpPAy9Vjrmb/63s1NeuSvtNwH8ovV+b79Xca9csIj5MadbRWa30WbOxtaPPbntfSpKkjjPB0vsUgYYq9xcDm0TEwPLj3ctfB0bErIhojIh/R8SPI2KVtjqIiLUpLeF4uNNG3X7tjW8J5anVE4A/lP94aFUPxtfe2G4EHgO+GxFjImL1iNgLOAP4RTkhUVUNxNZWuVWATVrroBtj27P8tbmfLSglilqaA2wUEatXlHsqpfRWlXL9Kc38qKoGYlthtRhbebnae1jGmLv5561D8UVEFhF1EfHeiPgaMAr4WVsd1sJrFxGDgR8CX0opvdreDmshtrJTI2JxlPYH+kdEvH9ZHfbw73BJktQGEyy9z6PADhHRr/lGeQO9LSjNbBhcvr1++etlwA3APsAFlJZ4/HEZffyk3NaPOm/Y7dbe+Fo6ntL79dJ29NFT8bUrtpTSIkoJsuZlXm8A0yntffHpZfTRq2Mrl9u0vBdLc7kM2Kn8cO02+ujy2CJiGPAt4MaU0t0VY3qtSvHmP+YGt7NcLcfWETUVW3kW1S8ozWC5aBldd8vPWyfFdwGlGSvPA18Cjk0pTV9G17Xw2n2P0myN3yxn17UQ2+8p7amyN/BJYB3gHxExfhld9+TvcEmS1AYTLL3PhZSm/f4iIoZFxMbAJZQ2MoTSvgHw7mv3+5TS11NK9Sml/wG+CRwWEWOqNR4RZwEfBj5duYyjG7U3vpZOAO5LKT3YVuM9HF+7YivP9riM0ifox1P6BPSLwDG08YlzLcRG6Q/XDPhtRGwSEetR2lx0RItyS+iO2MqfHF9JaY+YkyqforQXwlJVqjxuT7mW/dZCbCvaby3G9lNgV+AjKaVqfwg399stP2+dGN+PgB0pbYR6HfDHiDi4jX57/WtXns1xAnBqy2Uyy+i318cGkFI6PqV0WUrp1pTS7ykl3v8FfLuNfnv6d7gkSWqDCZZeJqU0AzgdOAp4FpgHDKI0c6OBdz8Fe6X8dVqLJm4of922xX0i4lPAd4CvppQubvl8d1iO+N4RETsBo1nG7JWejm85Yvs4pT10Dkwp/T6ldEs5OfZ54FNR5fjNWoktpfQkpVOGdgAep/THwjhKU/yh9On6ErojtnJS6ypgJLBfef+YZq9SffZJ8yfNr7WzXLX3bq3EtiL91lxsEXEepZkCH0sp3dDy+Ypy3fLz1pnxpZSeTSndnVK6JqV0NDAL+J9W+q2V1+6XlGYZPRsRgyJiEKUNfAvlxwOq9FsrsS0lpfQGMIVSoqxavz3+O1ySJLXNBEsvlFL6OaXZDVsCG6WU9qa0JOiOlFLzpoVzmou3qN78KdkSMwUi4njg58D3U0rndsnA26md8VX6KKVPCVtd+tRb4mtnbFsBr6WUnmhR/c7y18rjjGstNlJKf6U022UMpdOEdqA002V+SumZyja7I7bysqa/UlqmdGBKaXaLInMoLXVqaQzwTEppYUW5ERGxapVyDZQSSpX91lJsy9tvzcUWEWdTOqL5jJTS79rot1t+3rrhtbubKvsC1dhrtznwKUpJieZrN0qbab9G6Yjkyn5rKbZWu6DKDJje8ntAkiQtQ+oFRxmtjBetHIfbStmtKK2t/1DFvXUoHZH70xZlzyq3W3lM7uGUEhS/qpX4Kp7rT2m2zpVt1O/W+DrhtftGy9eofP+T5fvvr9XYWim3PqVPdc/q7teNUhL5z+WflYmtlDmsHPOeFffWLL/vflJxb9tyuY9W3KujtNHk1S3arKnYWtRp9ZjmWo0N+K9y2a8so99u+XnrqteuRfuzgEdr+bWjNNOv5XU/MLv8/Qa1GlsrddcEngFu7on3pZeXl5eXl1fHr0ip3cua1Qki4qjytxMpfTJ3GqXNFl9KKd1cPi3nVOB2Siev7AB8BZiaUjqmRVvnAF+jtLnhP4CxwDnAZSmlE8tl9qC0bOghShuoVs5sWZxSuq+3xldu7whKnxYemVL6W5Xnuy2+zootIoYDDwIvAOdS+h/qsZRey7nATimlvEZj60fp/XgzpWOot6CU9HuC0h8kDeVy3RJbRPxvOZ5zKW0iXOnZlNKz5U14bwM2pLQXzmvlMW8NbJNSml/R3mRgv3K5pyj9NzkY2DWldG+Nx7YnMAR4L6VNNH8G1AOklP5Sq7FFxLGUZr9dT2mPqkqvp5Qe6s7YuiC+b1BakjKD0r8p76W0DHFv4MMppcndGV9nvy+rtF8P1KWUdq+4V3OxRcQXgM2AmygtpdwYaL43MaV0a3fGJkmSOklPZ3hWtovSJ1vVrvry80MpHeP7MqU/ZB+itDdHXZW2AvgcpaUJDcDTlE406FdR5htt9DmvN8dXLn8lpU/++rfyfLfF18mv3RhKn4TOB96mlFj5H2BwLcdGaUbHNcCL5XJPUNqwcdWeeN0o7RXTWj/fqCi3NnAxpZk2b1E61WmbKu2tAvyA0h+yi4A7gPF9JLb61tqr5dgonT7T5vu7B37eOjO+Qygl2P9N6WfuaUr7g+zWF96XrbxPb6v12ChtRjyD0r+pjZR+z11FKcHe7bF5eXl5eXl5dc7lDBZJkiRJkqQOcpNbSZIkSZKkDjLBIkmSJEmS1EEmWCRJkiRJkjrIBIskSZIkSVIHmWCRJEmSJEnqIBMskiRJkiRJHVTX0wOQpO4SEe05l/7plNLwrh6LJEmSpL7FBIuklcm4Fo+vAB4AvlFxb3G3jUaSJElSn2GCRdJKI6U0q/JxRCwGXm55X5IkSZKWl3uwSFIrImLviKiPiIXla0pEbN6izKyIuDEiPhARD0bE2xFxd0RsHxH9IuJ7EfFiRLwSEf8XEatU1B0dESkiTo6In0TEyxHxZkRcGREbtujnxIh4oPz8f8rff6y7/ltIkiRJapsJFkmqIiKOAK4HXgY+DBwPDAFuiYj1WhQfA/w38G3gGGBN4Crg/4C1gBOA84GTgLOqdHcOMKxc7gxgV+C6iCiUxzIRuBiYBhwCHA38BhjUKcFKkiRJ6jCXCElSCxGRARcC16eUjqq4fzPwJKUkyKSKKmsDO6eU5pfLDQQuA9ZNKR1cLnN9REwAPgh8vUWXLwNHppRSuf5TwI3AscAfKO0d80JK6QsVda7vjFglSZIkdQ5nsEjS0rYANgB+HxF1zRfwOnAXsEeL8nOakytlj5S/tkyCPAJsyNIub06uAKSUplNKujRvynsnsF5E/CYiDoyINVcoKkmSJEldxgSLJC3tPeWvfwAaW1x7A+u0KP9ai8cNbdwfWKW/F1u5NwwgpXQD8CFgE0pLj16JiOsjYotlRiJJkiSpW7hESJKW9kr56+eBW6o8v6iT+xvayr365gcppcnA5IhYA9gLuACYAgzv5LFIkiRJWgEmWCRpabOBfwGbp5R+0A39HRUR51XswTIRWBeY2bJgSukN4MqI2Az4bkSsmVJ6vRvGKEmSJKkNJlgkqYWUUjEiPg1cHhGrAn+lNKvlvcBuwNyU0k87scshwF8j4tfAesB5wBxgMkBEnE/pZKKbgeeBjYDTgFkmVyRJkqTewQSLJFWRUrqifOrPV4CLgFUoJTdmAr/v5O6+CWwD/BZYldIJQqenlIrl52cBpwNHAIMp7c8yFfhaJ49DkiRJ0gqKioMrJEndKCJGAw8Dx6eUOjtpI0mSJKkbeYqQJEmSJElSB5lgkSRJkiRJ6iCXCEmSJEmSJHWQM1gkSZIkSZI6yASLJEmSJElSB5lgkSRJkiRJ6iATLJIkSZIkSR1kgkWSJEmSJKmDTLBIkiRJkiR10P8DS8PrfufT/HAAAAAASUVORK5CYII=\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 }