{ "cells": [ { "cell_type": "markdown", "id": "2a77e569-f09b-4101-930c-da81785fc9cc", "metadata": {}, "source": [ "**Sujet choisit** : Concentration en carbonne dans l'atmosphère depuis 1958" ] }, { "cell_type": "code", "execution_count": 48, "id": "76f0fa2e-ef1f-4f5f-91d3-cf292d911814", "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from scipy.signal import detrend\n", "from scipy import optimize\n", "import numpy as np" ] }, { "cell_type": "markdown", "id": "2358186f-7529-4156-bed0-33545eff08f7", "metadata": {}, "source": [ "dépendances : pandas, scipy, matplotlib, numpy" ] }, { "cell_type": "markdown", "id": "ee23e01d-275a-4778-aa9d-7d54b6bb96db", "metadata": {}, "source": [ "# Importation et formatage des donnés" ] }, { "cell_type": "markdown", "id": "88cd1d86-1e85-43b3-a495-6737a01928f3", "metadata": {}, "source": [ "Importation des donnés à partir le fichier \"CO2.csv\" téléchargé le 18/07/2024 depuis [https://scrippsco2.ucsd.edu/data/atmospheric_co2/primary_mlo_co2_record.html]" ] }, { "cell_type": "code", "execution_count": 49, "id": "3590a3be-2e15-4036-92e7-1e454fadf349", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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YrMnDate-excelDateCO2seasonallyfitseasonally-fitCO2-filledseasonally-filledSta
0adjustedadjusted fitfilledadjusted filledNaN
1Excel[ppm][ppm][ppm][ppm][ppm][ppm]NaN
2195801212001958.0411-99.99-99.99-99.99-99.99-99.99-99.99MLO
3195802212311958.1260-99.99-99.99-99.99-99.99-99.99-99.99MLO
4195803212591958.2027315.71314.44316.20314.91315.71314.44MLO
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" ], "text/plain": [ " Yr Mn Date-excel Date CO2 seasonally fit \\\n", "0 adjusted \n", "1 Excel [ppm] [ppm] [ppm] \n", "2 1958 01 21200 1958.0411 -99.99 -99.99 -99.99 \n", "3 1958 02 21231 1958.1260 -99.99 -99.99 -99.99 \n", "4 1958 03 21259 1958.2027 315.71 314.44 316.20 \n", "\n", " seasonally-fit CO2-filled seasonally-filled Sta \n", "0 adjusted fit filled adjusted filled NaN \n", "1 [ppm] [ppm] [ppm] NaN \n", "2 -99.99 -99.99 -99.99 MLO \n", "3 -99.99 -99.99 -99.99 MLO \n", "4 314.91 315.71 314.44 MLO " ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "CO2 = pd.read_csv(\"CO2.csv\", comment = '\"', sep = \",\", dtype = {\"CO2\" : float})\n", "CO2.columns = [\"Yr\", \"Mn\", \"Date-excel\", \"Date\", \"CO2\", \"seasonally\", \"fit\", \"seasonally-fit\", \"CO2-filled\", \"seasonally-filled\", \"Sta\"]\n", "# Supression des espaces dans le nom des colones\n", "CO2.head()" ] }, { "cell_type": "markdown", "id": "b2c80259-47ad-4e87-8fbd-8b471435ada9", "metadata": {}, "source": [ "On passe ensuite la date en indexe. Il faut d'abord suprimer les lignes 0 et 1 qui ne correspondent a aucune date. On garde uniquement la date et la colone \"CO2\" car c'est la seul variable que l'on va analyser." ] }, { "cell_type": "code", "execution_count": 50, "id": "f411db05-5955-41ca-833e-23d1621c9d1b", "metadata": {}, "outputs": [], "source": [ "CO2 = CO2[[\"Date\", \"Yr\", \"Mn\", \"CO2\"]].drop([0, 1])" ] }, { "cell_type": "markdown", "id": "eaf5261a-a8a6-45eb-aeb9-36c5c7d2dbe5", "metadata": {}, "source": [ "On formate la date et on la passe en index" ] }, { "cell_type": "code", "execution_count": 51, "id": "1134ea62-dd83-43a0-b0dd-8d8520c3ed75", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DateYrMnCO2
Date
1958-01-011958-01-01195801-99.99
1958-02-011958-02-01195802-99.99
1958-03-011958-03-01195803315.71
1958-04-011958-04-01195804317.45
1958-05-011958-05-01195805317.51
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" ], "text/plain": [ " Date Yr Mn CO2\n", "Date \n", "1958-01-01 1958-01-01 1958 01 -99.99\n", "1958-02-01 1958-02-01 1958 02 -99.99\n", "1958-03-01 1958-03-01 1958 03 315.71\n", "1958-04-01 1958-04-01 1958 04 317.45\n", "1958-05-01 1958-05-01 1958 05 317.51" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "for i in CO2.index :\n", " CO2.loc[i, \"Date\"] = f\"{CO2.loc[i, \"Yr\"]}-{CO2.loc[i, \"Mn\"]}\" # Regroupement dans annés \"Yr\" et des mois \"Mn\" dans la colone \"Date\" (suffisant car 1 donné par mois)\n", "CO2.Date = pd.to_datetime(CO2.Date, format = \"%Y- %m\") # Formatage de la date\n", "CO2.index = CO2.Date # passage de la date en index\n", "CO2.head()" ] }, { "cell_type": "markdown", "id": "e71111c8-1ff5-49aa-b37e-58c2a35a360c", "metadata": {}, "source": [ "On converti les chiffres en 'str' en donnés numériques 'float'" ] }, { "cell_type": "code", "execution_count": 52, "id": "abf25c28-f1e2-4148-bafd-ef82a70ff31e", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DateYrMnCO2
Date
1958-01-011958-01-011958.01.0-99.99
1958-02-011958-02-011958.02.0-99.99
1958-03-011958-03-011958.03.0315.71
1958-04-011958-04-011958.04.0317.45
1958-05-011958-05-011958.05.0317.51
\n", "
" ], "text/plain": [ " Date Yr Mn CO2\n", "Date \n", "1958-01-01 1958-01-01 1958.0 1.0 -99.99\n", "1958-02-01 1958-02-01 1958.0 2.0 -99.99\n", "1958-03-01 1958-03-01 1958.0 3.0 315.71\n", "1958-04-01 1958-04-01 1958.0 4.0 317.45\n", "1958-05-01 1958-05-01 1958.0 5.0 317.51" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "for i in CO2.index:\n", " CO2.loc[i, \"CO2\"] = float(CO2.loc[i, \"CO2\"])\n", " CO2.loc[i, \"Yr\"] = float(CO2.loc[i, \"Yr\"])\n", " CO2.loc[i, \"Mn\"] = float(CO2.loc[i, \"Mn\"])\n", "CO2.head()" ] }, { "cell_type": "markdown", "id": "8a3189e0-6a2a-4c2c-b752-7208cba1ca5a", "metadata": {}, "source": [ "Pour les régression, on rajoute une colone numérique pour la date au format Yr+Mn/12 soit un nombre décimal d'anné." ] }, { "cell_type": "code", "execution_count": 53, "id": "f9b6bf71-0d4b-4a3f-988e-6c2e70c5f741", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
DateYrMnCO2numDate
Date
1958-01-011958-01-011958.01.0-99.991958.083333
1958-02-011958-02-011958.02.0-99.991958.166667
1958-03-011958-03-011958.03.0315.711958.25
1958-04-011958-04-011958.04.0317.451958.333333
1958-05-011958-05-011958.05.0317.511958.416667
\n", "
" ], "text/plain": [ " Date Yr Mn CO2 numDate\n", "Date \n", "1958-01-01 1958-01-01 1958.0 1.0 -99.99 1958.083333\n", "1958-02-01 1958-02-01 1958.0 2.0 -99.99 1958.166667\n", "1958-03-01 1958-03-01 1958.0 3.0 315.71 1958.25\n", "1958-04-01 1958-04-01 1958.0 4.0 317.45 1958.333333\n", "1958-05-01 1958-05-01 1958.0 5.0 317.51 1958.416667" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "CO2.insert(4, \"numDate\", CO2.Yr+CO2.Mn/12)\n", "CO2.head()" ] }, { "cell_type": "markdown", "id": "2020e917-95e7-4e4f-89d0-8b7989996d73", "metadata": {}, "source": [ "# Visualisation" ] }, { "cell_type": "code", "execution_count": 54, "id": "8b63af24-80fc-40cc-8399-b171d80990cb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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VnLiYsU1GfHIaM9ccIS4plX5fbOZA5BW83Jz455VOtKhWlpS0dNq/vYpNxy7h6eLIrH4tcHN2xN/LjcG317C87hv3N6RGlv3GfDyc+f3Z2/nnlU5Mf7iZTTZFlVuzxRNWy5GIiBRbV5PT6D1zAwejrtCyWlm+fbKNZe2eDUcvMHfTSQDS0g3GLdrL7bXKs+dMLC//lDGY2s3Zgf5tq/H5uuP8sPUUu0/HEnEpgUo+bsx5ojWVfd15oWsdHv1iM+b0jKaI0aF1rQZHj+xcmwAfN2pVKEPIbeWy1ejoYKKyr3shPRHJpJYjEREpsZJSzcxYfYTJf4Rz7Hy81fE3/wjnYFTGVPltJy/z9YYTACwPj2LgV1sxDOjVuCJNqviQkGLm83XHLMGod7PKbB7bhf/eXZ/git4kpJgJO3kZZ0cTMx9rQZ1rY5Da1SrPs51q4WCC5lV9GRBSzao+F6eMgHWjYCSFzxatc2o5EhGRIhd28hJrDp4nNDiQRlV8rM799+c9/LzjDACLdp7lr+fuxMPVkb6fbmTXtS0yOtfzZ+WBaD5efYT6Fb0Z9m0YaekGXeoH8N6DTfh15xl2nd7D5+uOA1Dbvwz/693I0so0o19zBn+9lWPnrzKuZzBNg6y3onohtC5DO9yGi5MDTho0XSzkZ7aZwpGIiBSalLT0bFtZxCSk0H/2FhJSzMz55wS/jmhPzQplAJi2/JAlGHFtIcXP1h3DzcmRXadj8XF35n8PNKJ7w0B6fbSe/efiePzLLQB0DQ5gVr/mODk6cF/TyszdeJJ9Z+NwcjDx/kNNrbbOqFHek5WjOxCbmGq10nRWnsVwE9bSyBZjjhR/RUSkwMUmpvLYF5upM24JI+ZtJ/3a+J00czpvLz1AwrVVpq8kp/HO0oyd5L/ddJIPVx4GYPDtNfj02kKLs9YcZdqKQwBMuq8BPRtXxNHBxKt317e8X0UfN/73QCNLK4+bsyMLh4Yws19zFg1vn611imvdMTcLRlL85GelIsVgERGxmeMXrnI1OY2Gla+Hj6vJabywYBfrj1wA4Pfd57i9VnkebBnEk3O3sebgeQBe7l6Pd5YdYOm+SOZviWDCr3sBGH7XbYzpVg9zukGN8p6W7Tc61q3AvU2u7xt2e+3yjOtZn9OXExl8ew0qeFnvfODh4sTdjUruLvSSwRYTAhWOREQkx9LM6ew+E0ujyj7ZFiz87O+j/O/PAwA826kWL4TWJSYhhQFfbmHX6VhMJuhUN2Ns0Mw1Rzl9OZE1B8/j6uTA230ac3+zyhyOusLPO87wys8Zg6bvbhTIi6F14dqsr1Gda/PcDzupUtadN+9vmG3w7ZN31Cy0ZyEll8KRiIjkSFKqmWe/38Hy8CiaV/Vl3pC2uDk7kpiSMZvs49VHLNd+vPoI9zerzNif97DrdCxlPZx578EmtLutPO3eWknEpQTL9W/1acT9zTI2WX2+ax0W7z5LqtnAzdmB8b2CrQLQ/c0q06qGH/5erlpNWm7IFnur6ZMlIlLKbD1xie+3RHAxPjnbuXWHz9Pjw3V0mrqGpXsjLcfPxCRy38f/sDw8CoDtETF8+c9xzOkGT38bZgk6j7WtSse6FTAM6PvpRrYcv4S7syM/PB1C5/oBuLs4MqZbPcvrPtK6Kg80u75qdJCfB5MfaET3BoF8NbA1mbvQZ1XZ113BSAqUWo5EREqgK0mpnLqUSP2KXlYtL+Fn43jks02kpRu8u+wgc59obRkftPpgNMO+DSMpNR2A0Qt20iSoAyZMDJ6zlYNRVyhfxoU7alfglx1n+OzvYwD8feg87s6OvPdgE+5uFMjy8CjWHDzPhfgUAIbcUcOyZhDAI62DKOvhDEBog8BstT/UMoiHsuw/JpIbmR/3/CwCqXAkIlLCRMUl0ffTjZy4mECnev581r8FTo4OHIy8wqNfZAQjgEtXUxj2XRirX+jIZ+uOWWaJta3pR3RcMscuXGX6ysPsOxvHgciMYLRoeHsq+rizPeIyJy8mWH7nvz3r07NxxmDnrsEBvNC1Dh+tPkKAtytPdbjNqj6TyUQPDYwWO6Z2SRGRYujUpQQmLQ5n8a6zVscvxifT74vNlj3DVh2I5vN1x7kYn8zgr7cSk5BKo8o+rHqhA2U9nDl1KZG3lx7g3WUZIadX44p8MaAVkx9oBMD3WzK21PBxd+bHoe2oUtYDRweTZZA0QJMqPjzauqrlzyaTiWc712b7+K4sHXUnZbQ+kBQBIx/LQOoTKyJip37deYaft5/hoZZBllYZrm202u+LzURcSsC0ATxcHOlcP4DYhFQem72FI9HxVPRx48GWQUxfeZjpKw/z684znL6cSLVyHsx9ojVlPV3o26oqn6w9alk1+sEWVXj3wSZwrfWoS/0AVuzPGGP0xv0NqZ5lQ9VejStyLjaRyNhkhnaoiaND9kGwCkVSFLTxrIhIMRYZm8THqw/j6eLE0A63UdYzYwHCpFQzr/+2j/lbTwGw9tB5PFxbcVddfy7GJzP02zAiLmW0DBkGjJq/k7VjOvLMd9vZfy6O8mVc+e7JNlQr58mSPec4HB2fscu8qxOzB7S0vE+/NlX59O+jGAYEersx/p5gS20mk4mpDzbh+60R1K/oTYc6FaxqN5lMPHWndXeZiD3RxrMiInYqPjmN5eFRxCamWh03DIOh34bx7aYIPv37GE/O3UaaOR3DMBjz427mbz2FyYSlRWbyH/uJjkui96wNbD1xGXdnR2b2a05wRW/ik9N49PPNbD5+CQ8XR757sg01K5TB0cHEy90zZoa5Ozvycb/m1PK/PjA6yM+DcT2Dub9pJb59sg3ebs5WNfp4ODO0w23ZgpGIXdMikCIiRe9AZBzHz1+lW4NAHLJ0L52LTaTPzA2cjU2iSll3fhrWjgBvN9LTDSb9Hs7OUzGWa8NOXubPvZGcv5LM4l1ncXIw8fmAlrSsVpZ2U1ZxJDqe9m+vItVsUKWsO3MGtaKWvxdp6QYjv99h2Zn+qTtrUjfwegDqEhzAqhc64OfpcsOtMQbfXqPAn49IUcjPxrNqORKRUs8wDL5Yd4xHP9/Egci4bOe/XH+cppP+oseH6zh9OcHq3OoD0dz70T8M+247Y37cbTkefSWJIXO3cTY2CYDTlxMZt2gv6ekGo37YyZwNJwD43wONGNm5NgAv/7ib//25H4BxPetzV11/vNyc6de2GgCpZgNHBxOfPNbC0gJ0d8NAKvtmrAVUztOFITdYIbpmhTLaM0xKDS0CKSKSC/8cucCuLK01mb7dHMGbf+xnw9GLDJ6zjaRUs+Xc4l1nmfR7ODEJqew/F8fUvw5ZzoWdvMSIedtJMWesC/TT9tPsOxtLQkoafWZtYO+ZOPw8XfhqYCscTLA8PIpXF+1l8a6zODuamP5IMx5tU5WHWwXh4uRAYqoZc7rB3Y0CGdCuuuV9nmhfHT9PF1wcHXjz/oZW+5Y5OTows19zht91G789e7t2jhe5Jj8bzyociUiJEX42jrkbTxBx0bp1Jz3d4MMVh+n3xWYemPkPS/ees5w7ceEq//tjv+XPZ2IS+THsNAC/7z7Liwt3AdA0yBeuhaWzMYks2xfJg59s5GqKmXa3lePuRhmLGX686ghT/zrEqUuJVPBy5dvBbbirnj+9GmdskPr9lggAXr27vmXT1Eq+7ky8twEOJvBydWJsj/pWCzf6e7ux4ZVO7HytK49kmTKfqUmQL2O61bO0IImUZtp4VkRKFcMwWB4exZmYRP7TogpeWQYQ7z8Xx30z1pNqNvBwOcCCp0NoWNmHVHM6I7/fwZJrW2GkG/DSj7tpWd2PkxcTGDV/B4mpZtrW9CM0OJBJv4fz6d9HCfLzYOT3O0g3MhY1nNWvOY/N3symY5eY8Os+Nh+7SLoBd9WtwAd9mxF1JYkleyMt7wPwzn8aE1zJG4AXQ+uydF8kKWnpNK/qS/+Q6lb39kjrqoQGBwBQroz1bvIAbs6OBfZcRUoijTkSkRLlQnwyade6qrKasfoIT30TxsTF4Tw2ewup165ZsO0UA77cQqo54z+HCSlmXliwi/R0gwm/7mXJ3khcnByY/EBDGlTyJi4pjbeWHGDI3G2cvpxIlbLufNC3GY+0rko5TxdOXUpkwJdbSDegd7PKfPpYxgrTT1+bur5ifxRXktNoWa0snz3eEh8PZ+oEeNGj4fWtMB5uFcRddf0tf65azoMfnmrLO30a8+2TbW64LlC5Mq43DEYiknO2WOdI4UhECp1hGFxNTrvhudnrj9Nq8gq6ffA3Z2MSLcffWnKA97KM99l1KoZvNp5k3eHzvPTjbqKvJFPZ150/Rt5OGVcnDkZd4alvtvH9lowp8bP6Nadfm2q82C1jZecfw05z6WoKtfzL8PuztxPo44a7iyNPZJm9VbO8J5MfaGSZgdaxbgWaVc3oXguu6M3Mfs2tNkB9uXs9Wtfw49E2VRnf6/qaQZmaVS3LQ62C8HBRo71IgdPeaiJib8LPZgxGDvRxszqesY3FNvacieXF0LoM63h9IcEdEZeZ/Ec4hgFHz19lwq97+WJAK5buPccna48C8OTtNahZoQz//WUPk34Px9UpI5z0bFyRd//TGA8XJ/q1rcqna4+xYn80XOvS6lw/o8uqY50KNA3ytUyjf/c/ja1mcg1oV52wk5dJTjMzoVcD3F2ud2eZTCbmDGrNyYtXCa7ojdO/doavVs6TBU+HFMDTFJGcMtlg0JHCkYjkyZmYRLaduESnev5WY3/M6Qav/baXbzdF4O7syBcDWtK+Vnm41mL05h/7LcHk7aUHaF3DjxbVyvJT2Gle/20f6QbUr+jN4agrrNgfzTebTvLetX2/hna4jVd61CPNnM4X645x7MJVktPSCa7ozdQHm1jG5Qy+vQbfbDxJQoqZHg0DGZZl41OTycS0vk35Yeupay1BZa3uq4yrE18ObHXT+/Zxd6ZxFV8bP00RsTWNORKRAnH6cgKHry0umNXR8/GEvr+WUfN30nP6ei5fTbGc+3jVEb7dlDEjKzHVzKu/7CElLZ2ryWmMmLeDX3acAaB6OQ8Apv51kDUHo3nxx11cSU6jWVVf5j/VlievrdczftFeYhNTaVzFh9Fd68C16evj7wnGxdGBugFefNq/hdWAZX8vN35/9nbmP9WWGY82t1qYEaBGeU9e6VGPtjXLFchzE5GiY4vZagpHIqWYYRiEn40jOc2c7dyGIxfo8v5auk77m3eXHbAcj0lI4aUfd3M1JeN3Ii4lMPnawoULtp7iw5UZ44JeuyeY8mVcOHExga83nGDAl1v4Y885nB1NTOndiO+GtMXJwcSGoxcZ+NVWDCNj49OFT4fg4+7Ms51qUelal5y7syMf9G2Ki9P1/2TdVdefA290Z9nzdxLk55Gt/poVytC2ZrlswUhE5P+jbjWREm7TsYucupTAfU0rW4WL2IRUhs/bzvojF6gX6MV3T7axzJSKSUjh5Z93k5SaMRtsxuqjdKjjTwUvVwZ9tYUTFxPwcHFk0n0NeXHhLhbtOEPNCp68szSj++uR1lUZ2K46rk6O/PeXPZbw5OXqxJwnWtGimh8Aw++qxYcrDwNQJ6AMb9zf0DKOx9PViYXD2vHjttO0ruFHzQplst2bgo+I/FvmfxXyswikwpFIMZeUambRjjM4OTrQu1llq8AwfeVh3l+e0ZLz++5zzBnUCpPJRGxCKv1mb2LvmYytMg5EXuHln/bwxYCWxCak8p9PNnLqUiJ+ni6E3FaOP3afY+zPuynj6sSJiwlU9nXniwEtqV/Rmx/DTrHp2CVLMBp8ew1evTtjEcOHWlbh6w0nLPt+vXF/Q0swAniuS218PZxZc/A843vVz7aWT2Vfd0Z1qV0oz1FEJJPCkUgxkJRq5mDkFW7zL0OZLNtDRMYmMfCrLRyIzAgfR6LjeaVHxi7sP2yNsAQjgLWHzrPm0HlCapZj4Jwt7D0TRzlPF8b3CubFhbtYsT+KjUcv8sbv4RyJjsffy5VP+7egZoUyrD14nqPnrwLg4eLIT8PaWWahDb69JpuOXYJrKzX/9+76loDm5OjA7IEtmbH6KFX9PLivaSWr+zKZTAxqX4NB7bX5qYjYVn4GZCscidgBwzAIO3mZpNR0Qm4rZ7VA4IkLVxnw1RZOXmuxWfzs7fh5unAlKZVnvguzBCOAL9Yd4+FWQRy7EM9/f9kLwIi7apFiTuezv4/x3rKDNK7iw46IGHw9nJk3pC11A71Yf+QCP4ad5pHPNwFQvowLcwe3pl5gxurO9zSpZNn24oXQulbT8zvX8+fJ22twKSGFF0PrZlvcsEpZD6b0blTAT1BEJIO2DxEpRs5fSebn7adpX6u81cahhmEwav5Oftt1FoDuDQKZ9VhzTCYTpy4l8Mjnmzh3bWf3MzGJvLP0AG/e35CBX21le0QMjg4m/hx5B//7cz9rD53n8S+3EH0lCXO6wX9aVOGF0DpcTkhl3uYI9p2NY9/ZjK60jx9pTt3AjJ3dh3a4zbKfmMkEHz3S3BKMAMZ0q0uAtyu1/b0se4hlcnAwMe4GCx6KiBSlfAw50mw1EVs6HHWFvWdisw0EjL6SxD0frWfKkgPcN+MfNhy5ANe6y8b/utcSjACW7otk2b5IzsQkWoLRbRU8+eSxFgDM33qKEfN2EHbyMm7ODnzyWAvqBnox5trKzxGXEkhKTadDnQpM6d0Ik8mEn6cLg7Os/DzkjhrcXru85c+1/MvwSo96NKrsw+v3NCDkNusp7n6eLjzXpQ49G1e0yQJrIiIFR4tAithcqjmdi/Ep2VZ2Bjh2Pp73lx8iyM+DUZ1rWw0g/njVYcv2Fn2aV+G9BxtjMplISjXz/A87iYzLaP0xpxuM/WUPq17oyPM/7LRsVPpW70aciUnko1VHGLdoHx4ujpy+nEj1ch7MG9KWAG837m1Sid92nWXpvozfmdK7EV2vbVbasLIPD7WswoJtpwmpWS7b1hbDOt6Gg8lEuTIu9G0VlO3ehna4jaFZFksUESnOjHyMOlI4klInISWN137dhwG8EFqHij7ulnNHouMZ+NUWTl9OZGSnWjzftY6lpeTUpQQe+nQjF+IzFjxMSjXz2j0NMAyDqX8d4uPVRyyv89P209xRuzzdGwby0Kcb2X06FjdnB354KsQyfujej9ez72wczo4m3urdmD4tqhCbkMqcDSe4EJ8MQJWy7pZgBPB0h5os3n0Ww4CejSpyf9PKVvf2dp/GjOsVjJerU7YWHjdnR838EpEST4tAitxESlo64WfjSE+3/ptDYoqZJ7/exsKw0/wYdpoBX24h8dpihoejrtB/9mZOX87Y7HT6qiPMuzYIee+ZWHp9tN4SjAC+2XiSI9HxTF95xBKMXgytY1nFeeaaI0z+Yz+7T8fi5erER480p0mQL4PaZXRvZY79efXu+vRpUQUAHw9nXuqeMdvMzdmBLwa0pJLv9fDWoJIPC58OYeqDTXjvwSbZApDJZMLbzVldXyJS6uVnzJFajsSuGYZx0y/6DUcucPTCVe5rWgnvLHt7xSak8sDMfzh24So9G1Xkw4eb4uToQFKqmae+2caGoxct1x6KiufTv4/Sp3kVnv4mjHOxSdSs4Mlddf2Zvf44U/86RHBFb56Ys5XYxFQaVvZmVr8WvP7bPlYeiKbL+2strzXx3gYMaFeduKRUPl93jENR8RyKigfgo0eb0bGuPwDD77qNExev8suOMzzQrDID2lW3uq/+bavRsU4FnBxNZG3VytSyuh8tq/tlOy4iIrYYcQQmIz9LSJZCcXFx+Pj4EBsbi7e3dw5+Q25lz+lYwk5e4qFWQXi4XM/q8clpDP9uOxuOXuD2WuV598EmlL+2erM53eD7LRG8/ts+0tIN6lf05udh7XB3ceT05QT6z97C8QtXLa/1eEg1xvcK5ulvwlh1IBp3Z0fmDm5NVFwSI+btsKonwNuVP0fegY+7M12n/W31Ok2q+PDtk23wcnPm2Pl4un3wN6nmjH99htxRg1d7Xp+x9dU/x5m4OPyG5zLFJaXesPtLRETybkfEZR6YuYHKvu7880ony/HcfH+r5UgKVOb6PekGtKpe1ioI/LUvkme+205ausH8raf4cmArKvm6k5xm5qm511t4Vh88zwsLdjFnUCtOXExg2LfWa/vsPxfH5+uOcVddfwbN2WLp+nqgWWV+2XGGuRtPsu3EZcLPxeHm7MCXA1vRqrofhmEwt/pJtpzIWMCwdQ0/3v1PY8sWGs91qc2o+TsBqBfoxddPtLbsPl+zQhkmP9CIj1cdoXUNP17pUd/qvge2q06gtxvnYpN4rG21Gz6brK1dIiJiG7b4C6dajnKpNLYcGYbBhqMXSU4zc2ftCpa9rwDSzOlMXBzO77vP8mK3uvRrcz0IpKcbjF6wk0U7M6apD2pfndfuaQDAn3vOMXrBTsveXQB3Nwrko0ea8+z32/lzTySeLo6MDq3L20sPkJKWzrie9fnqnxOciUm0bEzq5+nC6AW74Nq+XVeS06gX6MV/767PnXUq8NKPu1iw7fr6PZ/1b2mZ3QVw6WoKn6w9irebE890rGW19YZhGMzbEkFMQiqPtK6Kn6dLgT5nERHJv52nYrh/xj9qOZLrTl9OwM/TxaqLKtPV5DTLmjn/TtZJqWaOX7hKzQqeuDpZ72/12m/7mLvxJAChwQF82r+FZYHC6SsPs/Da4oGv/rKXeoHetKhWllOXEhjz4y7LthIAX/1zgp6NKrI/8grjF2Ws3tyhTgVeDK3LPR+vZ+neSB78ZAPbI2JwdjTxaf+W3F67PHGJqXy48jBv/pGxeWnN8p7Mf6ot/t5umNMNPlp1hOMXrnIlOY1a/mVYODTE0sLzcvd6rDl4nktXU3i1Z32rYMS19Xv+e7d1q08mk8lkFfZERMT+2WKggsKRHbqanIajgynbJpxcm2q+61QMd9Quj7+39To88zZH8OqiPfh7ufLdk22p5W+9i/nI73dkDCKuH8Dnj7ewBKQTF67y6OebOBubhI+7M2/3aUT3hhUxDIO3lx60BCOAv8Kj+H33OWoHlOGBGRtITDVbvceEX/cypXcjHvlsE1dTzLg7O/Lug41Zf/gC87eeYtT8nZy/Nk39kdZVGd+rPh4uToQGB/BXeBTbI2IwmWBa36aWRQqHdbyNRTvPcPJiAhV93PjmyTaWe3d0MPFiaF2Gz9tOZV93Pu3fwhKMAMqVcWXlCx1IN8DHXd1YIiLy/1O3Wi7Zolst7OQl3l12kDtqV2BYh9usunKORF/h4c82YU43+GJAK1pUK2s5t2TPOZ79fgdp6QZebk7Mf6otDSr5XHvNyzz82UbLAOH2tcrx7eA2pKUb/Bh2mhbVyjLs2zDL5qEfPdKMe5pUYv3hCwyZu80q5Hi4OLLpv535ZuNJ3l2WsdP6uJ71iU9O44MVhwn0dsPV2cGy19f4XvVpVd2Pu95bQ1xSmuV1mlf15YO+zahazoPTlxO467012erLDGiXr6bw5Nxt7Ii4zMT7GtL/X+N0LsQns/t0DK2q+1mFn0yxiamUcXXKtq+XiIiULrtPx3Dvx/9QyceNDWM7W46rW60QJKWaOXMujtr+ZazG4HBtjZ3Z64+z72wsA9tVt5p2ffpyAgO/2sqVpDQ2HbuEi6MDQ+6sCdfW0hn41fUBxUPmbmPpc3dQoYwr87LMzgK4kpTG+EV7+WlYOyb/sZ8v1h+HawOHj52/yj9HLrL20HnmbjzJqgPRtPvXZqZv/hFOUqqZV3/ZS4o5ncZVfJj+cDMGzdnK8QtXafz6X5Zrx/Wsz5N31ORKUipfbzhhWem5oo+bZRNUgBe71WXCr/sAqOzrzpcDW+HrkXGuSlkPnryjJrPWHKWWfxmmPtjUqmuvrKcLPw4NIT457Ybhp3wZVzrVC8h2PJNahURExFbUcpRLmcmz4+Q/OB5n0KNhINP6NrV0ge09E8urv+xh1+lYuDZIePWYjpQv48qW45cYNX+HZRNRAC83JzaN7czKA9G8/ONuElPN1KzgSUKymci4JB5tUxUvVyc+/fsYAPc2qcTYu+vR4Z01pJjTaV7Vl+0RMXBtw9K3/9OYj1cd5vN1x7PVXiegjGXdnay6Nwjkw0ea4urkyC87TvP8D7ss517qXpdnOtay/PmbjScYfy0Afda/BaENrm9Cak43eOP3cM5fSea5LrWpHeCV7b0uX03Bx93ZqrVMRETEVvacjuWej9dT0ceNjXlsOVI4yqXMhxv03AIcXD0AKOfpwrwhbYmMS+Lpb7aRlJqOs6PJ0oX0cKsgqpXz5L2/DmJON6hS1p1vBrdh0FdbOHExgbY1/SwDl2+vVZ6ZjzVn/9k4+n62yeq9Xwytw7COtXB0MDFx8T6++ueE5VzmAoRcWwTxzndXE5uYajnfqLIPSalmDkfH07tZZX7ecQaAASHVmHBPA6tWpTn/HGfGmqP8p0UVXr62WnOmzJlr8clpdGtgvTu7iIhIUbNFOFK3mg1cvJpCr4/W4WAykZyWTusafkzoFUxiqpkHP9nI/K2nLNc+0Kwyb97fEE9XJ568oybjFu21BKNHWlflzfsb4uhgok3NcnSu58/KA9E4OZh4q09j/nNtiwmAsT3qc+ZyIn+FRzH49hpWqyz7eDgzs19zPlhxiItXUzh2/ipGli34HmwZxD1NKuHt7kzzqr7ZZq4NbF+Dge1rcCMmk4n2tcrf8JyIiIi90PYhdiCjlcigWVVfvh3cBhenjHFIIzvVYvqqjH23nul4G2O61bWEkYdbBbF411k2H7/EHbXL88Z91i04Ux9qwuJdZ2lbs1y2LioXJwc+7d+CqLjkG+4e375WedrXKs+ag9EM/Gqr1TmTCe6q518gz0FERKQo2WLTAYUjG+tQp4IlGAGMDq1Ly+p+nLyUwMOtgqxaaZwcHfh+SFuOXbhKtXIe2QZ2+3q40D/Eet+trEwm0w2D0Y0YRkaXmIiISGlwvb8k9xSObMx0g+Wn7qxT4abXOziYsq1HZNN6bhChNRRaRETk5hxycI3kgr3uIWoY5CNDi4iIFC/56SxROLIxe8tGN6pHu8CLiEhJZYuvuGITjmbNmkXjxo3x9vbG29ubkJAQlixZYjmflJTE8OHDKVeuHGXKlKFPnz5ERUVZvUZERAQ9e/bEw8MDf39/xowZQ1pa2g3ereQxLP9HRESk5MvPV16xCUdVqlThrbfeIiwsjG3bttGpUyfuu+8+9u3LWJDw+eefZ/HixSxcuJC1a9dy9uxZevfubfl9s9lMz549SUlJYcOGDXz99dfMmTOHCRMm2LROe2uUyazHMK4PTbO3GkVERGzlRmN/c6vYDMi+5557rP48efJkZs2axaZNm6hSpQqzZ89m3rx5dOrUCYCvvvqK+vXrs2nTJtq2bctff/1FeHg4K1asICAggKZNm/LGG2/w8ssv8/rrr+Pi4lJEd1awbvQhUTYSEZGSrtSNOTKbzcyfP5+rV68SEhJCWFgYqampdOnSxXJNvXr1qFq1Khs3bgRg48aNNGrUiICA6/tzdevWjbi4OEvr040kJycTFxdn9XMr9jyeR1P5RUSkpCtVY44A9uzZQ5kyZXB1dWXo0KH88ssvBAcHExkZiYuLC76+vlbXBwQEEBkZCUBkZKRVMMo8n3nuZqZMmYKPj4/lJygoqEDuraDc6ENix/lNRETERvLeIFCswlHdunXZuXMnmzdvZtiwYQwYMIDw8PACfc+xY8cSGxtr+Tl16lQOfsv+aCq/iIiUBkW2QnZERAQnT54kISGBChUq0KBBA1xdXfNfzf/DxcWFWrUydohv0aIFW7du5cMPP6Rv376kpKQQExNj1XoUFRVFYGDG5qiBgYFs2bLF6vUyZ7NlXnMjrq6uubo3e2uVySzHwMjS/2pnRYqIiNiRHLccnThxgpdffplq1apRo0YNOnToQI8ePWjZsiU+Pj507dqVhQsXkp6eXrAVZ5Genk5ycjItWrTA2dmZlStXWs4dPHiQiIgIQkJCAAgJCWHPnj1ER0dbrlm+fDne3t4EBwcXWs2FTt1qIiJSimRORCrwAdkjR46kSZMmHD9+nDfffJPw8HBiY2NJSUkhMjKSP//8k9tvv50JEybQuHFjtm7dmoNXzZ2xY8fy999/c+LECfbs2cPYsWNZs2YN/fr1w8fHh8GDBzN69GhWr15NWFgYgwYNIiQkhLZt2wIQGhpKcHAw/fv3Z9euXSxbtoxx48YxfPhwm7Z62WIKYUHI6FZTx5qIiMj/J0fdap6enhw7doxy5cplO+fv70+nTp3o1KkTr732GkuXLuXUqVO0atXKpoVGR0fz+OOPc+7cOXx8fGjcuDHLli2ja9euAEybNg0HBwf69OlDcnIy3bp1Y+bMmZbfd3R05Pfff2fYsGGEhITg6enJgAEDmDRpkk3rtLdWGU3lFxGR0sSyvl8+XiNH4WjKlCk5fsHu3bvno5ybmz179i3Pu7m5MWPGDGbMmHHTa6pVq8aff/5ZANXZPyOfTYwiIiKlRbGarVYc2FurTNYVsq8fs7cqRUREbCs/a/vlerbaxYsXmTBhAqtXryY6OjrbAOxLly7luRixvawxSC1HIiJS0tnir/+5Dkf9+/fnyJEjDB48mICAALVC/Iu9Po6suchOSxQREbGZAh9zlNW6detYv349TZo0ycfbllz2NlvtRuHVXgOciIhIfhXJ9iH16tUjMTEx/+8shcvQ3moiIlJ6FOrGszNnzuTVV19l7dq1XLx4MVebspYG9tYqc6MpjfbWuiUiImI7+f+Oy3W3mq+vL3FxcXTq1MnquGEYmEwmzGZzvosS27EakF2EdYiIiBSmQp2t1q9fP5ydnZk3b54GZBcjhnF9bzX9TyYiIiVVkWw8u3fvXnbs2EHdunXz/+4lkL2FRTsrR0REpFDkp7ck12OOWrZsyalTp/LxllIUDLS3moiIlHxFss7Rs88+y6hRoxgzZgyNGjXC2dnZ6nzjxo1tUFbxZX8NNZrKLyIikhu5Dkd9+/YF4IknnrAcM5lMGpBt5wxDK2SLiEjJZ7LBzrO5DkfHjx/P+7uVAvbWKnP9M3K9U01T+UVERG4u1+GoWrVqBVNJCWFvseNG9dhbgBMREbGVzK+4Qt0+BODgwYN89NFH7N+/H4D69evz7LPPagabHVO3moiISM7kerbaTz/9RMOGDQkLC6NJkyY0adKE7du307BhQ3766aeCqbIYsb+p/BqQLSIipU+hLgL50ksvMXbsWCZNmmR1/LXXXuOll16iT58+eS5GCk7GZ0RNRyIiUrIVycaz586d4/HHH892/LHHHuPcuXP5r6iYs7dWmRuOObK7kVEiIiK2VaiLQHbs2JF169ZlO75+/XruuOOOfJRSMthb7Mga1jTmSERESjpbNADkulvt3nvv5eWXXyYsLIy2bdsCsGnTJhYuXMjEiRP57bffrK4V+2AYWaby21uCExERsbH8NAjkOhw988wzAMycOZOZM2fe8BzXBgKXygUh7Sx53ChB21eFIiIitlMkG8+mp6fn/12l0Bn5HLkvIiJSnORnP9FcjzmSW7O3VhnLCtlG9mMiIiKSXZ7C0cqVK+nVqxe33XYbt912G7169WLFihW2r64YsufgoXYjEREpLfLTWZLrcDRz5ky6d++Ol5cXo0aNYtSoUXh7e3P33XczY8aMvFciBcrAyPJBseMEJyIikg9FMubof//7H9OmTWPEiBGWYyNHjqR9+/b873//Y/jw4fmvqhiztzWEbvQhsefWLREREVso1HWOYmJi6N69e7bjoaGhxMbG5qMUKUgZe6upY01EREo2W2zjletwdO+99/LLL79kO/7rr7/Sq1evfBdU3Nlbq4ym8ouIiOROrrvVgoODmTx5MmvWrCEkJASuLQL5zz//8MILLzB9+nTLtSNHjrRttZJnhgZki4hIKWBpACjMRSBnz55N2bJlCQ8PJzw83HLc19eX2bNnXy/OZCqV4cjeWmVuPJXf3qoUERGxH7kOR8ePHy+YSkoIe8sdVvWo6UhEREo4S6OAFoGU/1+WvdWKuBIRERF7lqNw9NZbb5GYmJijF9y8eTN//PFHfusqtuxuKv+NBmTbV4kiIiI2V+CLQIaHh1O1alWeeeYZlixZwvnz5y3n0tLS2L17NzNnzqRdu3b07dsXLy+vvFckBUJT+UVEpDSwRSNFjsYczZ07l127dvHxxx/z6KOPEhcXh6OjI66uriQkJADQrFkznnzySQYOHIibm1u+Cyu27KxV5nrfa5Zj9lakiIiIjeWnOSDHA7KbNGnC559/zqeffsru3bs5efIkiYmJlC9fnqZNm1K+fPl8lFFy2Fvs0HhsEREpTYpk+xAHBweaNm1K06ZN8//uUmgM4/reahpzJCIiJV1+hpJotpqN2dsaQnZWjoiISIGyxdeewlEpYeRzzQcREZHipFA3npVbs7+GmoyKrFfILrpqRERECpQNvuMUjmzM3oJH1no0k19EREqLAl/nSIq/rAPT7G1clIiIiK0U2jpHWV29epW33nqLlStXEh0dTXp6utX5Y8eO5buo4szecoem8ouIiOROrsPRk08+ydq1a+nfvz8VK1ZUK0QxYXA9Hel/MRERKamKZJ2jJUuW8Mcff9C+ffv8v3sJZG+rT98ovCrPioiI3FyuxxyVLVsWPz+/gqmmBLDb4GFoKr+IiJR8VsNJ8jgqO9fh6I033mDChAmWPdXEvmV+SLS3moiISM7kultt6tSpHD16lICAAKpXr46zs7PV+e3bt9uyPsknTeUXEZHSJOtwEsPIW49OrsPR/fffn/t3kSJnGNc71ey2609ERMQO5DocvfbaawVTSQlhb7P3btSFZl8VioiIFIy8dpjkOhxlCgsLY//+/QA0aNCAZs2a5fWlShR7DR5GPncoFhERKQ5s8T2c63AUHR3Nww8/zJo1a/D19QUgJiaGu+66i/nz51OhQgUblCW2ktmQZViPyBYRESnxMhoFcv+ll+vZas8++yxXrlxh3759XLp0iUuXLrF3717i4uIYOXJkrgsoaeysV82K2o1ERKSks8X3cK7D0dKlS5k5cyb169e3HAsODmbGjBksWbIk/xXdxJQpU2jVqhVeXl74+/tz//33c/DgQatrkpKSGD58OOXKlaNMmTL06dOHqKgoq2siIiLo2bMnHh4e+Pv7M2bMGNLS0gqsbnuRdY0jTeUXEZHSIK+NArkOR+np6dmm7wM4Oztn22fNltauXcvw4cPZtGkTy5cvJzU1ldDQUK5evWq55vnnn2fx4sUsXLiQtWvXcvbsWXr37m05bzab6dmzJykpKWzYsIGvv/6aOXPmMGHCBJvVaW/BQ1P5RUSkNCmSjWc7derEqFGj+P7776lUqRIAZ86c4fnnn6dz5875Luhmli5davXnOXPm4O/vT1hYGHfeeSexsbHMnj2befPm0alTJwC++uor6tevz6ZNm2jbti1//fUX4eHhrFixgoCAAJo2bcobb7zByy+/zOuvv46Li0u+67TXbrWswcheaxQREbGlvDYK5Lrl6OOPPyYuLo7q1atz2223cdttt1GjRg3i4uL46KOP8lZFHsTGxgJYtjIJCwsjNTWVLl26WK6pV68eVatWZePGjQBs3LiRRo0aERAQYLmmW7duxMXFsW/fvhu+T3JyMnFxcVY/xUnm0gIajy0iIqVCUWw8GxQUxPbt21mxYgUHDhwAoH79+lahpKClp6fz3HPP0b59exo2bAhAZGQkLi4ulhl0mQICAoiMjLRckzUYZZ7PPHcjU6ZMYeLEiTmuzd6Ch6UedamJiEgpk9c9RfO0zpHJZKJr16507do1T2+aX8OHD2fv3r2sX7++wN9r7NixjB492vLnuLg4goKCCvx9bc1qQLb61UREpISyxVdcjsLR9OnTeeqpp3Bzc2P69Om3vLagp/OPGDGC33//nb///psqVapYjgcGBpKSkkJMTIxV61FUVBSBgYGWa7Zs2WL1epmz2TKv+TdXV1dcXV1zXJ+95Y4brnMkIiIiN5WjcDRt2jT69euHm5sb06ZNu+l1JpOpwMKRYRg8++yz/PLLL6xZs4YaNWpYnW/RogXOzs6sXLmSPn36AHDw4EEiIiIICQkBICQkhMmTJxMdHY2/vz8Ay5cvx9vbm+DgYBtVamfp6BqNORIRkdIg63dcXhsGchSOjh8/fsN/LkzDhw9n3rx5/Prrr3h5eVnGCPn4+ODu7o6Pjw+DBw9m9OjR+Pn54e3tzbPPPktISAht27YFIDQ0lODgYPr3788777xDZGQk48aNY/jw4blqHSpOMqc0Zt06xN5at0REROxJrmerTZo0iYSEhGzHExMTmTRpkq3qymbWrFnExsbSsWNHKlasaPn54YcfLNdMmzaNXr160adPH+68804CAwP5+eefLecdHR35/fffcXR0JCQkhMcee4zHH3/cpnXba/BQr5qIiJQGthhXazJyuRupo6Mj586ds3RLZbp48SL+/v6YzeZ8F2XP4uLi8PHxIei5BTi4emQ7/2n/FnRrcOPxS0UhKi6JNv9baXVs14RQfDyyL+QpIiJS3MUnp9HwtWUAHHijO27OjpDl+zs2NhZvb+9bvkauW44Mw7hhKtu1a5dlzaHSzN4ajuytHhERkYJUaGOOAMqWLYvJZMJkMlGnTh2rgGQ2m4mPj2fo0KF5q6IEKRbT5ItBiSIiIkUlx+Hogw8+wDAMnnjiCSZOnIiPj4/lnIuLC9WrV7fMChM7coMgVBzym4iISH4V+CKQAwYMAKBGjRq0a9fuhpvPihplREREilKhLQKZVYcOHSz/nJSUREpKitX5/2+QkxSuG+1OrAAnIiKlQaFtPJuQkMCIESPw9/fH09OTsmXLWv2UdvbWZWVv9YiIiBSkGzUK5Fauw9GYMWNYtWoVs2bNwtXVlS+++IKJEydSqVIl5s6dm++CirviEEaKxaBxERGRfMrrGn+57lZbvHgxc+fOpWPHjgwaNIg77riDWrVqUa1aNb777jv69euXx1KkICgGiYhIaWKLv//nuuXo0qVL1KxZE66NL7p06RIAt99+O3///Xf+KyrmbNGcV9Dsv0IREZH8y+U61xa5Dkc1a9a07K9Wr149FixYANdalHx9ffNUhBScG3WhqVdNRETk5nIdjgYNGsSuXbsAeOWVV5gxYwZubm48//zzjBkzpiBqLF7sLHjYWTkiIiJ2L9djjp5//nnLP3fp0oUDBw4QFhZGrVq1aNy4sa3rK3aKQxgpDl1/IiIieZG1dySvA7Jz1XKUmppK586dOXz4sOVYtWrV6N27t4KRnVIXmoiISO7kKhw5Ozuze/fugqumBCgO0+SLQYkiIiJ5krV3pNAWgXzssceYPXt23t5NCp260ERERHIn12OO0tLS+PLLL1mxYgUtWrTA09PT6vz7779vy/qKHUURERGRomPVO5LHlqNch6O9e/fSvHlzAA4dOpS3dy3B7K7L6gb12F2NIiIidiTX4Wj16tUFU4kUCAUhEREpTawbjgppEcgnnniCK1euZDt+9epVnnjiiTwVUZIUhzE+xaFGERGRopLrcPT111+TmJiY7XhiYqI2nrVDikEiIlJa5XW2Wo671eLi4jAMA8MwuHLlCm5ubpZzZrOZP//8E39//7xVUYIUh26s4lCjiIhIXthiSZ0chyNfX19MJhMmk4k6dercsJiJEyfmu6Dizt5yxw33ViuSSkRERApXXlfIznE4Wr16NYZh0KlTJ3766Sf8/Pws51xcXKhWrRqVKlXKYxlSUBSERESkNLHF916Ow1GHDh0AOH78OEFBQTg45Hq4UulQDNJIcVjFW0REJL+MPA46yvVU/mrVqhETE8OWLVuIjo4mPT3d6vzjjz+ep0KkYCgHiYhIaWKL771ch6PFixfTr18/4uPj8fb2tmqFMJlMpT4cFYdp8vZfoYiISNHJdd/YCy+8wBNPPEF8fDwxMTFcvnzZ8nPp0qWCqbIYsbeWmhuFNXurUURExFayNtrkdUB2rsPRmTNnGDlyJB4eHnl8SylMCkIiIiK5k+tw1K1bN7Zt21Yw1ZQAxSGLaEC2iIiUBgW+CGSmnj17MmbMGMLDw2nUqBHOzs5W5++99968VSIiIiJiB3IdjoYMGQLApEmTsp0zmUyYzWbbVFZMqVVGRESkaJlMGa1Ged14Ntfh6N9T98WavWUje6tHRETE3uVrJcekpCTbVSKFQmFJRERKOstXXR7HHOU6HJnNZt544w0qV65MmTJlOHbsGADjx49n9uzZeauiBLG37PHvqfz2Vp+IiIi9yXU4mjx5MnPmzOGdd97BxcXFcrxhw4Z88cUXtq5P8kktRSIiUtpkjv8ttHWO5s6dy2effUa/fv1wdHS0HG/SpAkHDhzIYxklh72HEQ0YFxERubU8LQJZq1atbMfT09NJTU21VV3FmH2FD/uqRkREpPDkdZ2jXIej4OBg1q1bl+34jz/+SLNmzfJWhRQahSURESnp8vtdl+up/BMmTGDAgAGcOXOG9PR0fv75Zw4ePMjcuXP5/fff81lO8WdvvVb/7kazt/pEREQKSl7XOcp1y9F9993H4sWLWbFiBZ6enkyYMIH9+/ezePFiunbtmqcipOAoC4mISGmT34aAXLccAdxxxx0sX748f+9cQtl7GPn31H4REZGSqtDGHG3dupXNmzdnO75582ZtSGuHs8HsrBwREZECl9+GgFyHo+HDh3Pq1Klsx8+cOcPw4cPzVYwUAoUlERGRW8p1OAoPD6d58+bZjjdr1ozw8HBb1VVs2Vv2sLeWLBERkQJ37auv0BaBdHV1JSoqKtvxc+fO4eSUpyFMUogUlURERG4t1+EoNDSUsWPHEhsbazkWExPDf//7X81WKwZjfOy9PhERkfzK/Koz8jgiO9dNPe+99x533nkn1apVsyz6uHPnTgICAvjmm2/yVIQULJMp7yP2RURESptch6PKlSuze/duvvvuO3bt2oW7uzuDBg3ikUcewdnZuWCqLEbsfaq8vdcnIiKSX5m9JHltGMjTICFPT0+eeuqpvL1jCWeP3VamfAxKExERKW3yFI4OHz7M6tWriY6OJj093erchAkTbFWbFAB7DG8iIiK2lN9eklyHo88//5xhw4ZRvnx5AgMDraaKm0wmhSM7ZMoy6EjZSERE5NZyHY7efPNNJk+ezMsvv1wwFYnNKRCJiEhpkt8xR7meyn/58mUefPDBvL1bKWDv3VZaFFJEROTWch2OHnzwQf7666+Cqeb/8ffff3PPPfdQqVIlTCYTixYtsjpvGAYTJkygYsWKuLu706VLFw4fPmx1zaVLl+jXrx/e3t74+voyePBg4uPjbVajPc4GUx4SEZHSyMjjdKRcd6vVqlWL8ePHs2nTJho1apRt+v7IkSPzVEhOXL16lSZNmvDEE0/Qu3fvbOffeecdpk+fztdff02NGjUYP3483bp1Izw8HDc3NwD69evHuXPnWL58OampqQwaNIinnnqKefPmFVjd9kQ5SURESrr8ftflOhx99tlnlClThrVr17J27VrrYkymAg1HPXr0oEePHjc8ZxgGH3zwAePGjeO+++4DYO7cuQQEBLBo0SIefvhh9u/fz9KlS9m6dSstW7YE4KOPPuLuu+/mvffeo1KlSvmu0R5baUxZJ/PbYX0iIiIFodDWOTp+/Hje3qmAHT9+nMjISLp06WI55uPjQ5s2bdi4cSMPP/wwGzduxNfX1xKMALp06YKDgwObN2/mgQceyPa6ycnJJCcnW/4cFxdXCHdjYwpEIiJSiuR3fG2uxxxlZRhGnvctsbXIyEgAAgICrI4HBARYzkVGRuLv72913snJCT8/P8s1/zZlyhR8fHwsP0FBQbeswx5bjrKy8/JERESKXJ7C0dy5c2nUqBHu7u64u7vTuHHjEruvWuYmu5k/p06duuX1djkgu6gLEBERKUSWjWfz+Pu57lZ7//33GT9+PCNGjKB9+/YArF+/nqFDh3LhwgWef/75PJaSP4GBgQBERUVRsWJFy/GoqCiaNm1quSY6Otrq99LS0rh06ZLl9//N1dUVV1fXAq29MGkqv4iIyK3lOhx99NFHzJo1i8cff9xy7N5776VBgwa8/vrrRRaOatSoQWBgICtXrrSEobi4ODZv3sywYcMACAkJISYmhrCwMFq0aAHAqlWrSE9Pp02bNjapwx6zhz3WJCIiUmAsi0AW0lT+c+fO0a5du2zH27Vrx7lz5/JURE7Fx8dz5MgRy5+PHz/Ozp078fPzo2rVqjz33HO8+eab1K5d2zKVv1KlStx///0A1K9fn+7duzNkyBA++eQTUlNTGTFiBA8//LBNZqrZq6xdfQpKIiIit5brMUe1atViwYIF2Y7/8MMP1K5d21Z13dC2bdto1qwZzZo1A2D06NE0a9bMsp/bSy+9xLPPPstTTz1Fq1atiI+PZ+nSpZY1jgC+++476tWrR+fOnbn77ru5/fbb+eyzz2xWo71nD3uvT0REJL8KfczRxIkT6du3L3///bdlzNE///zDypUrbxiabKljx463bCIzmUxMmjSJSZMm3fQaPz+/Al3w0R5bZuyxJhEREXuV65ajPn36sHnzZsqXL8+iRYtYtGgR5cuXZ8uWLTdcJ0jsiwZki4hISZf5XVdoi0ACtGjRgm+//TZv71ji2V/4sL+KRERE7FeuW47+/PNPli1blu34smXLWLJkia3qkgKioCQiIiXd9U6SvDUd5TocvfLKK5jN5mzHDcPglVdeyVMRJYk99lpl7Uqzx/pERETsSa7D0eHDhwkODs52vF69elbT7Esre8we9liTiIhIQbHMVsvjmKNchyMfHx+OHTuW7fiRI0fw9PTMWxVSiBSVREREbiXX4ei+++7jueee4+jRo5ZjR44c4YUXXuDee++1dX3Fjl3OBrPDkkRERApaXtc5ynU4euedd/D09KRevXrUqFGDGjVqUL9+fcqVK8d7772XxzKksNhjdhMREbGl/DZU5Hoqv4+PDxs2bGD58uXs2rULd3d3GjduzJ133pmvQkoKe8we9liTiIhIQSvUdY5MJhOhoaGEhobm7V1LMHtsmbGarVaklYiIiBS8/H7X5bpbTYo3ewxvIiIi9kThyMZMdtg2o0AkIiKlSeb3nlFYi0BK8WaP4U1ERMSeKBzZmD220thhSSIiIgUofxvPKhyVAto+REREJOdyHI5SU1N56aWXqFWrFq1bt+bLL7+0Oh8VFYWjo2NB1Cg2pGwkIiIlnWXMUUG3HE2ePJm5c+cydOhQQkNDGT16NE8//bTVNUZeqyhB7LFlxg5LEhERsVs5Xufou+++44svvqBXr14ADBw4kB49ejBo0CBLK5Jdbp0hVvS/kYiIlHSWjWcLerbamTNnaNiwoeXPtWrVYs2aNWzYsIH+/ftjNpvzVEBJY4/hww5LEhERsVs5DkeBgYFWm80CVK5cmdWrV7N161YGDhxYEPUVO/aZQ+yzKhERkYJQaGOOOnXqxLx587Idr1SpEqtWreL48eN5q0BERETEjuR4zNH48eM5cODADc9VrlyZtWvXsnz5clvWVizZYxdW1prssT4RERFbyu+CxzkOR9WqVaNatWo3PV+pUiUGDBiQr2Kk4CkciYiI3FquF4FcuHAhvXv3pmHDhjRs2JDevXvz448/Fkx1xZA9bs9hfxWJiIgUvAIfc5Senk7fvn3p27cv4eHh1KpVi1q1arFv3z769u3Lww8/rHWOikHLjD2GNxEREVvK73dxjrvVPvzwQ1asWMFvv/1mWeso02+//cagQYP48MMPee655/JXkdicvQc2ERERe5LjlqOvvvqKd999N1swArj33nt55513sm0pUhrZYw7J2lqkoCQiIiVdoS0CefjwYbp06XLT8126dOHw4cN5KkIKj7KRiIjIreU4HLm7uxMTE3PT83Fxcbi5udmqruLLDtOHWotERKQ0ydytosAHZIeEhDBr1qybnp8xYwYhISF5q6IEsfcBz/a4vYmIiIg9yfGA7FdffZWOHTty8eJFXnzxRerVq4dhGOzfv5+pU6fy66+/snr16oKtVvJEcUhEREqjvM6hz3E4ateuHT/88ANPPfUUP/30k9W5smXL8v3339O+ffs8llFy2GPDTNbWIjssT0RExK7kOBwBPPDAA3Tr1o1ly5ZZBl/XqVOH0NBQPDw8CqpGERERkRy7vvFs3tqOchWOADw8PHjggQfy9Galgd23zNh9gSIiIkUrxwOyV61aRXBwMHFxcdnOxcbG0qBBA9atW2fr+oodex/wbN/ViYiI5J+l5SiPv5/jcPTBBx8wZMgQvL29s53z8fHh6aef5v33389jGVKQ7DyviYiI2JUch6Ndu3bRvXv3m54PDQ0lLCzMVnUVW/aYQ7KGI3tv2RIREcmvzGV1Cnydo6ioKJydnW963snJifPnz+etChERERE7keNwVLlyZfbu3XvT87t376ZixYq2qqvYsseGGau91Yq0EhERkYJ3/bu4gPdWu/vuuxk/fjxJSUnZziUmJvLaa6/dcFPa0sb+V8gu6gpERETsW46n8o8bN46ff/6ZOnXqMGLECOrWrQvAgQMHmDFjBmazmVdffbUga5U8UiASEZHSKK9jjnIcjgICAtiwYQPDhg1j7NixloWVTCYT3bp1Y8aMGQQEBOStipLEzoOIvbdsiYiI5Fd+v+lytQhktWrV+PPPP7l8+TJHjhzBMAxq165N2bJl81mGFCTFIRERkZzL9QrZXNtLrVWrVravpgSwxy4sq73V7LA+ERERW8r83ivwRSAlZ5Q9REREijeFo1JAgU1EREqTzO+9Al8EUnLG3legtvf6REREiprCUWmgPCQiIqVJ5sazeWw6UjiyMXvMIaab/LOIiIhkp3BkY+q1EhERKVqWMUd5/H2Fo1JAU/lFRERyTuHIxux9BWqFIxERKeks6xxptprcjPKQiIhIzpXacDRjxgyqV6+Om5sbbdq0YcuWLTZ5XXtsmclak723bImIiOTX9TFHmq2WYz/88AOjR4/mtddeY/v27TRp0oRu3boRHR1d1KWJiIhIESuV4ej9999nyJAhDBo0iODgYD755BM8PDz48ssvi7q0ApG1tcgeW7ZEREQKhMYc5UxKSgphYWF06dLFcszBwYEuXbqwcePGbNcnJycTFxdn9XMr9h4+7Lw8ERGRfMvvd3GpC0cXLlzAbDYTEBBgdTwgIIDIyMhs10+ZMgUfHx/LT1BQUCFWaxv2HthERETsSakLR7k1duxYYmNjLT+nTp265fV2P+BZSUlEREq4zO/ivC4C6WTTaoqB8uXL4+joSFRUlNXxqKgoAgMDs13v6uqKq6trIVYoIiIiRanUtRy5uLjQokULVq5caTmWnp7OypUrCQkJyffr22PDjNUK2UVaiYiISMEzWTaezdvvl7qWI4DRo0czYMAAWrZsSevWrfnggw+4evUqgwYNyvdrK3yIiIgUb6UyHPXt25fz588zYcIEIiMjadq0KUuXLs02SLukyBrY7LFlS0REpCDkdRHIUhmOAEaMGMGIESNs/romO08f9l2diIhI0St1Y45KIzvPayIiIjaljWftjD3mEKu91ZSUREREbknhyMaUPURERIrW9Y1n80bhqBSw2lutSCsRERGxfwpHNmbv3VZ2Xp6IiEi+XV/nKG9tRwpHpYACkYiISM4pHJUCVuscqWNNRERKOEvLUR5/X+FIREREJAuFo9LAai5/URYiIiJSiLTOkYiIiEj+h5AoHJUCppv8s4iIiGSncFTKaOaaiIiUdNcHZGsqv9yEApGIiEjOKRyVAprKLyIipYll+xANyBYRERHJP4WjUiDrlibqYhMRkRLv2pedWo4kRxSOREREbk3hqBRQHhIRkdLEMuYoj7+vcFQKWC+QragkIiJyKwpHIiIiUqJY1jnK46AjhaNSIGtrkcYciYiI3JrCkYiIiJQoGnMk/z+1FomIiOSYwlEpYLVCtvrVRESkhDNpnSMRERER21E4KgWsp/KLiIjIrSgciYiISIlyvSFAU/nlJjSVX0REJOcUjkoZZSMRESnpri8CmbffVzgqBdRaJCIiknMKR6WA1YBsJSURESnhMoeTaBFIERERERtQOMqj4tQAYzUgu0grERERKQQacyS5UZxCnYiISFFQOMqj4pQxFIhERKQ0ub7xrNY5khxRUhIREbkVhaM80qwvERER+6R1jopIcYpGWYOcMp2IiMitKRyJiIhIiaJ1jopIcWqBMd3kn0VERCQ7haNSwHqF7KKsREREpOBdH3Ok2WqFTClDRESkJFI4yqtilI2su9WKUeEiIiJFQOFIRERESpT8DiFROMqj4tT+oqn8IiIiOadwVMooHImISElnmcqvRSALV3EKGcWoVBERkSKncJRHxSlwWE3lL1aVi4iI5J5lKr82nhURERHJP4WjPCpO3WpW7VzFqm4REZG805gjERERERtQOMqj4tQAY1LDkYiIlCKZS9io5aiQmYpRv5rVCtnFqG4REZGiUGzC0eTJk2nXrh0eHh74+vre8JqIiAh69uyJh4cH/v7+jBkzhrS0NKtr1qxZQ/PmzXF1daVWrVrMmTOnkO5ARERECkNmM0AeG46KTzhKSUnhwQcfZNiwYTc8bzab6dmzJykpKWzYsIGvv/6aOXPmMGHCBMs1x48fp2fPntx1113s3LmT5557jieffJJly5blup7i1P6ibjUREZGccyrqAnJq4sSJADdt6fnrr78IDw9nxYoVBAQE0LRpU9544w1efvllXn/9dVxcXPjkk0+oUaMGU6dOBaB+/fqsX7+eadOm0a1bt0K9HxERESkYmY0Cl6+mcPpyAgBX4hJy/PvFpuXo/7Nx40YaNWpEQECA5Vi3bt2Ii4tj3759lmu6dOli9XvdunVj48aNN33d5ORk4uLirH6geDXBZF34UUOORESktJj8535uf3s1t7+9mm4frMvx75WYcBQZGWkVjADLnyMjI295TVxcHImJiTd83SlTpuDj42P5CQoKAuDuhhWZ+mATqpfzYPGI22lQyZun76xZQHeXP6ENAvByc8LbzYku9QNy8BsiIiLFV/cGgXi5OuHq5GD5cXHKeeQp0m61V155hbfffvuW1+zfv5969eoVWk3/NnbsWEaPHm35c1xcHEFBQUy4pwHe3t70aVEFgD9G3lFkNf5/ejevQu/mVYq6DBERkULxcOuqPNy6qtWxuLg4fN7L2e8XaTh64YUXGDhw4C2vqVkzZ60xgYGBbNmyxepYVFSU5Vzm/888lvUab29v3N3db/i6rq6uuLq65qgGERERKf6KNBxVqFCBChUq2OS1QkJCmDx5MtHR0fj7+wOwfPlyvL29CQ4Otlzz559/Wv3e8uXLCQkJsUkNIiIiUvwVmzFHERER7Ny5k4iICMxmMzt37mTnzp3Ex8cDEBoaSnBwMP3792fXrl0sW7aMcePGMXz4cEvLz9ChQzl27BgvvfQSBw4cYObMmSxYsIDnn3++iO9ORERE7IXJMPK6uHbhGjhwIF9//XW246tXr6Zjx44AnDx5kmHDhrFmzRo8PT0ZMGAAb731Fk5O1xvI1qxZw/PPP094eDhVqlRh/Pjx/2/XXlZxcXH4+PgQGxuLt7e3je5OREREClJuvr+LTTiyFwpHIiIixU9uvr+LTbeaiIiISGFQOBIRERHJQuFIREREJAuFIxEREZEsFI5EREREslA4EhEREclC4UhEREQkC4UjERERkSwUjkRERESyKNKNZ4ujzAXF4+LiiroUERERyaHM7+2cbAyicJRLV65cASAoKKioSxEREZFcunLlCj4+Pre8Rnur5VJ6ejpnz57Fy8sLk8mU7XxcXBxBQUGcOnXKrvZea9WqFVu3bi3qMiz0nHJGzyln9JxyRs8pZ/Sccqa4PSfDMLhy5QqVKlXCweHWo4rUcpRLDg4OVKlS5f+9ztvb264+LI6OjnZVTyY9p5zRc8oZPaec0XPKGT2nnClOz+n/azHKpAHZpcTw4cOLuoRiQc8pZ/ScckbPKWf0nHJGzylnbPGc1K1mY3Fxcfj4+BAbG2tXSdre6DnljJ5Tzug55YyeU87oOeVMSX5OajmyMVdXV1577TVcXV2LuhS7pueUM3pOOaPnlDN6Tjmj55QzJfk5qeVIREREJAu1HImIiIhkoXAkIiIikoXCkYiIiEgWCkciIiIiWSgc3cDff//NPffcQ6VKlTCZTCxatMjqfFRUFAMHDqRSpUp4eHjQvXt3Dh8+bHVNx44dMZlMVj9Dhw61umblypW0a9cOLy8vAgMDefnll0lLSyuUe7QFWzwngI0bN9KpUyc8PT3x9vbmzjvvJDEx0XJ++/btdO3aFV9fX8qVK8dTTz1FfHx8odyjLeT3OZ04cSLbZynzZ+HChZbr9HmCyMhI+vfvT2BgIJ6enjRv3pyffvrJ6prS/nkCOHr0KA888AAVKlTA29ubhx56iKioKKtrivtzmjJlCq1atcLLywt/f3/uv/9+Dh48aHVNUlISw4cPp1y5cpQpU4Y+ffpkew4RERH07NkTDw8P/P39GTNmTLZ/r2bMmEH9+vVxd3enbt26zJ07t1Du0RZs9ZxGjhxJixYtcHV1pWnTpjd8rwULFtC0aVM8PDyoVq0a7777boHeW34oHN3A1atXadKkCTNmzMh2zjAM7r//fo4dO8avv/7Kjh07qFatGl26dOHq1atW1w4ZMoRz585Zft555x3LuV27dnH33XfTvXt3duzYwQ8//MBvv/3GK6+8Uij3aAu2eE4bN26ke/fuhIaGsmXLFrZu3cqIESMsS7ufPXuWLl26UKtWLTZv3szSpUvZt28fAwcOLNR7zY/8PqegoCCrz9G5c+eYOHEiZcqUoUePHqDPk+W6xx9/nIMHD/Lbb7+xZ88eevfuzUMPPcSOHTtAnyfL74eGhmIymVi1ahX//PMPKSkp3HPPPaSnp0MJeU5r165l+PDhbNq0ieXLl5OamkpoaKjV5+X5559n8eLFLFy4kLVr13L27Fl69+5tOW82m+nZsycpKSls2LCBr7/+mjlz5jBhwgTLNbNmzWLs2LG8/vrr7Nu3j4kTJzJ8+HAWL15c6PecF7Z4TpmeeOIJ+vbte8P3WbJkCf369WPo0KHs3buXmTNnMm3aND7++OMCvb88M+SWAOOXX36x/PngwYMGYOzdu9dyzGw2GxUqVDA+//xzy7EOHToYo0aNuunrjh071mjZsqXVsd9++81wc3Mz4uLibH4fBS2vz6lNmzbGuHHjbvq6n376qeHv72+YzWbLsd27dxuAcfjw4QK5l4KU1+f0b02bNjWeeOIJy5/1ecrg6elpzJ071+q1/Pz8LNfo82QYy5YtMxwcHIzY2FjLNTExMYbJZDKWL19uGCXwORmGYURHRxuAsXbtWsO4ds/Ozs7GwoULLdfs37/fAIyNGzcahmEYf/75p+Hg4GBERkZarpk1a5bh7e1tJCcnG4ZhGCEhIcaLL75o9V6jR4822rdvX0h3Zlt5eU5Zvfbaa0aTJk2yHX/kkUeM//znP1bHpk+fblSpUsVIT08vkHvJD7Uc5VJycjIAbm5ulmMODg64urqyfv16q2u/++47ypcvT8OGDRk7diwJCQlWr5P1NQDc3d1JSkoiLCyswO+joOXkOUVHR7N582b8/f1p164dAQEBdOjQweo5Jicn4+LiYrVJoLu7O0C2510c5ebzlCksLIydO3cyePBgq9cp7Z8ngHbt2vHDDz9w6dIl0tPTmT9/PklJSXTs2NHyOqX985ScnIzJZLJauM/NzQ0HBwera0rac4qNjQXAz88Prv17lJqaSpcuXSzX1KtXj6pVq7Jx40a41rLdqFEjAgICLNd069aNuLg49u3bB7f4d2/Lli2kpqYWyr3ZUl6eU07c7DmdPn2akydP2qx+W1E4yqXMD8XYsWO5fPkyKSkpvP3225w+fZpz585Zrnv00Uf59ttvWb16NWPHjuWbb77hscces5zv1q0bGzZs4Pvvv8dsNnPmzBkmTZoEYPU6xVVOntOxY8cAeP311xkyZAhLly6lefPmdO7c2TJGolOnTkRGRvLuu++SkpLC5cuXLV1FpeU5/dvs2bOpX78+7dq1sxzT5ynDggULSE1NpVy5cri6uvL000/zyy+/UKtWLdDnCYC2bdvi6enJyy+/TEJCAlevXuXFF1/EbDZbrilpzyk9PZ3nnnuO9u3b07BhQ7g2Ps3FxQVfX1+rawMCAoiMjLRckzUYZZ7PPMe1f/e++OILwsLCMAyDbdu28cUXX5CamsqFCxcK6Q5tI6/PKSe6devGzz//zMqVK0lPT+fQoUNMnToV7PQzpXCUS87Ozvz8888cOnQIPz8/PDw8WL16NT169LD6W9ZTTz1Ft27daNSoEf369WPu3Ln88ssvHD16FIDQ0FDeffddhg4diqurK3Xq1OHuu++Ga3/TK+5y8pwyxzc8/fTTDBo0iGbNmjFt2jTq1q3Ll19+CUCDBg34+uuvmTp1Kh4eHgQGBlKjRg0CAgJKzXPKKjExkXnz5lm1GqHPk+W68ePHExMTw4oVK9i2bRujR4/moYceYs+ePaDPEwAVKlRg4cKFLF68mDJlyuDj40NMTAzNmze3XFPSntPw4cPZu3cv8+fPt/lrjx8/nh49etC2bVucnZ257777GDBgABTDf/cK8jkNGTKEESNG0KtXL1xcXGjbti0PP/ww2OtzKup+PXv37z79rGJiYozo6GjDMAyjdevWxjPPPHPT14mPjzcAY+nSpVbH09PTjTNnzhgJCQlGeHi4ARhbtmyx8V0UvLw8p2PHjhmA8c0331hd/9BDDxmPPvpotteJjIw0rly5YsTHxxsODg7GggULCuReClJ+P09z5841nJ2dLdf9W2n+PB05ciTbeBvDMIzOnTsbTz/9dLbX0efJMM6fP29cvnzZMAzDCAgIMN55551s1xT35zR8+HCjSpUqxrFjx6yOr1y50gAs95+patWqxvvvv28YhmGMHz8+2/iZzP9ubd++3ep4SkqKcerUKSMtLc2YOXOm4eXlZTVmy97l5zlldbMxR5nS0tKM06dPG8nJycaff/5pADf971lRssO4Vnz4+PhQoUIFDh8+zLZt27jvvvtueu3OnTsBqFixotVxk8lEpUqVcHd35/vvvycoKIjmzZsXeO2F6WbPqXr16lSqVCnbtNFDhw5RrVq1bK8TEBBAmTJl+OGHH3Bzc6Nr166Fdg+FISefp9mzZ3PvvfdSoUKFG75Gaf48ZY7p+/ffQh0dHS2tlFnp8wTly5fH19eXVatWER0dzb333pvtmuL6nAzDYMSIEfzyyy+sWrWKGjVqWJ1v0aIFzs7OrFy50nLs4MGDREREEBISAkBISAh79uwhOjracs3y5cvx9vYmODjY6vWcnZ2pUqUKjo6OzJ8/n169etlni8i/2OI55YajoyOVK1fGxcWF77//npCQkJv+96xIFXU6s0dXrlwxduzYYezYscMAjPfff9/YsWOHcfLkScMwDGPBggXG6tWrjaNHjxqLFi0yqlWrZvTu3dvy+0eOHDEmTZpkbNu2zTh+/Ljx66+/GjVr1jTuvPNOq/d55513jN27dxt79+41Jk2aZDg7O9/0b4H2KL/PyTAMY9q0aYa3t7excOFC4/Dhw8a4ceMMNzc348iRI5ZrPvroIyMsLMw4ePCg8fHHHxvu7u7Ghx9+WOj3m1e2eE6GYRiHDx82TCaTsWTJkhu+T2n/PKWkpBi1atUy7rjjDmPz5s3GkSNHjPfee88wmUzGH3/8YblOnyfD+PLLL42NGzcaR44cMb755hvDz8/PGD16tNU1xf05DRs2zPDx8THWrFljnDt3zvKTkJBguWbo0KFG1apVjVWrVhnbtm0zQkJCjJCQEMv5tLQ0o2HDhkZoaKixc+dOY+nSpUaFChWMsWPHWq45ePCg8c033xiHDh0yNm/ebPTt29fw8/Mzjh8/Xuj3nBe2eE7Gtf8+7dixw3j66aeNOnXqWD6jmbP6zp8/b8yaNcvYv3+/sWPHDmPkyJGGm5ubsXnz5kK/55xQOLqB1atXG0C2nwEDBhiGYRgffvihUaVKFcPZ2dmoWrWqMW7cOMsHwDAMIyIiwrjzzjsNPz8/w9XV1ahVq5YxZswYq6mzhmEYd911l+Hj42O4ubkZbdq0Mf78889Cv9f8yO9zyjRlyhSjSpUqhoeHhxESEmKsW7fO6nz//v0NPz8/w8XFxWjcuHG2qdr2zlbPaezYsUZQUNBNm+r1eTKMQ4cOGb179zb8/f0NDw+PG35e9HkyjJdfftkICAgwnJ2djdq1axtTp07NNp26uD+nGz0jwPjqq68s1yQmJhrPPPOMUbZsWcPDw8N44IEHjHPnzlm9zokTJ4wePXoY7u7uRvny5Y0XXnjBSE1NtZwPDw83mjZtari7uxve3t7GfffdZxw4cKBQ7zU/bPWcOnTocMPXyQyJ58+fN9q2bWt4enoaHh4eRufOnY1NmzYV+v3mlMnIeDgiIiIiotlqIiIiItYUjkRERESyUDgSERERyULhSERERCQLhSMRERGRLBSORERERLJQOBIRERHJQuFIREREJAuFIxEREZEsFI5EpMQZOHAgJpMJk8mEs7MzAQEBdO3alS+//PKGm9DezJw5c/D19S3QWkXE/igciUiJ1L17d86dO8eJEydYsmQJd911F6NGjaJXr16kpaUVdXkiYscUjkSkRHJ1dSUwMJDKlSvTvHlz/vvf//Lrr7+yZMkS5syZA8D7779Po0aN8PT0JCgoiGeeeYb4+HgA1qxZw6BBg4iNjbW0Qr3++usAJCcn8+KLL1K5cmU8PT1p06YNa9asKdL7FRHbUTgSkVKjU6dONGnShJ9//hkABwcHpk+fzr59+/j6669ZtWoVL730EgDt2rXjgw8+wNvbm3PnznHu3DlefPFFAEaMGMHGjRuZP38+u3fv5sEHH6R79+4cPny4SO9PRGzDZBiGUdRFiIjY0sCBA4mJiWHRokXZzj388MPs3r2b8PDwbOd+/PFHhg4dyoULF+DamKPnnnuOmJgYyzURERHUrFmTiIgIKlWqZDnepUsXWrduzf/+978Cuy8RKRxORV2AiEhhMgwDk8kEwIoVK5gyZQoHDhwgLi6OtLQ0kpKSSEhIwMPD44a/v2fPHsxmM3Xq1LE6npycTLly5QrlHkSkYCkciUipsn//fmrUqMGJEyfo1asXw4YNY/Lkyfj5+bF+/XoGDx5MSkrKTcNRfHw8jo6OhIWF4ejoaHWuTJkyhXQXIlKQFI5EpNRYtWoVe/bs4fnnnycsLIz09HSmTp2Kg0PG8MsFCxZYXe/i4oLZbLY61qxZM8xmM9HR0dxxxx2FWr+IFA6FIxEpkZKTk4mMjMRsNhMVFcXSpUuZMmUKvXr14vHHH2fv3r2kpqby0Ucfcc899/DPP//wySefWL1G9erViY+PZ+XKlTRp0gQPDw/q1KlDv379ePzxx5k6dSrNmjXj/PnzrFy5ksaNG9OzZ88iu2cRsQ3NVhOREmnp0qVUrFiR6tWr0717d1avXs306dP59ddfcXR0pEmTJrz//vu8/fbbNGzYkO+++44pU6ZYvUa7du0YOnQoffv2pUKFCrzzzjsAfPXVVzz++OO88MIL1K1bl/vvv5+tW7dStWrVIrpbEbElzVYTERERyUItRyIiIiJZKByJiIiIZKFwJCIiIpKFwpGIiIhIFgpHIiIiIlkoHImIiIhkoXAkIiIikoXCkYiIiEgWCkciIiIiWSgciYiIiGShcCQiIiKSxf8B2mu6IFYldHkAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "CO2.CO2.plot(ylabel = \"CO2 concentration (ppm)\")" ] }, { "cell_type": "markdown", "id": "598cfa11-21b0-4f45-a524-30842f504755", "metadata": {}, "source": [ "On trouve des valeurs abhérantes (concentration négatives) entre 1958 et 1959, entre 1963 et 1964 et après 2024 qu'on visualise en zoomant sur ces périodes :" ] }, { "cell_type": "code", "execution_count": 55, "id": "61b5187b-9066-4333-a44d-c87a2969f318", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize = (12, 3))\n", "plt.subplot(1, 3, 1)\n", "CO2[\"1958\":\"1959\"][\"CO2\"].plot(ylabel = \"CO2 concentration (ppm)\")\n", "plt.subplot(1, 3, 2)\n", "CO2[\"1963\":\"1964\"][\"CO2\"].plot()\n", "plt.subplot(1, 3, 3)\n", "CO2[\"2024\":][\"CO2\"].plot()" ] }, { "cell_type": "markdown", "id": "b203d19e-57bc-403f-a44e-375969f230e6", "metadata": {}, "source": [ "Ces valeurs abhérantes sont enregistrés sur une durée de 1 mois (sauf après 2024), correspondant à l'enregistrement de la moyenne mensuelle. Elle sont probablement due à un problème dans l'acquisition des donnés car la même valeur (-99.99ppm) revient de façon ponctuelle. On les supprime donc dans le [Pré traitement](#-Pré-traitement)" ] }, { "cell_type": "markdown", "id": "95af2fd0-56c5-4d6b-8b89-23175181218f", "metadata": {}, "source": [ "# Pré-traitement" ] }, { "cell_type": "markdown", "id": "6e37d360-ed32-4d79-bb05-c8dd3c7f34ac", "metadata": {}, "source": [ "On supprime toute les concentration négatives (physiquement impossibles)" ] }, { "cell_type": "code", "execution_count": 56, "id": "d3c3e9f0-da4a-4e9f-9366-d108891040d4", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "CO2 = CO2[CO2.CO2 >= 0]\n", "CO2.CO2.plot(ylabel = \"CO2 concentration (ppm)\")" ] }, { "cell_type": "markdown", "id": "7bf3b108-9db7-45bd-9dd0-ef3af0dfc672", "metadata": {}, "source": [ "On cré une variable t donnant l'année en décimale pour l'utiliser en dehors su dataframe CO2 lors de la regression." ] }, { "cell_type": "code", "execution_count": 57, "id": "a31868d2-3fba-4cea-b7ac-c90837675678", "metadata": {}, "outputs": [], "source": [ "t = np.array(CO2.Yr+CO2.Mn/12, dtype = float)" ] }, { "cell_type": "markdown", "id": "68497b3b-513c-4b43-9df3-8271a9dff565", "metadata": {}, "source": [ "# Traitement" ] }, { "cell_type": "markdown", "id": "5ccce9af-abb2-4b36-9f5a-b9e8a4adfec2", "metadata": {}, "source": [ "On detrend le signal pour séparer les tendances à long terme (de 1960 à 2024) et à court terme (anuelle)" ] }, { "cell_type": "markdown", "id": "574ce7ea-2ae7-459b-8d15-f67a069541d8", "metadata": {}, "source": [ "## Detrending linéaire" ] }, { "cell_type": "code", "execution_count": 58, "id": "aee55e97-521c-474c-9ece-f47d3a228af6", "metadata": {}, "outputs": [], "source": [ "CO2.insert(4, \"lin-detrended-CO2\", detrend(CO2.CO2, type = \"linear\"))" ] }, { "cell_type": "code", "execution_count": 59, "id": "8d20a321-3e03-4d1f-9bd0-b565f0af276a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "CO2[\"lin-detrended-CO2\"].plot()" ] }, { "cell_type": "markdown", "id": "679630d4-4838-428e-93e7-bcd77d4b4be9", "metadata": {}, "source": [ "## Régression exponentiel" ] }, { "cell_type": "markdown", "id": "68e2eb6d-63ce-41c1-8972-c3ee9c19bf00", "metadata": {}, "source": [ "Au vue de la courbure obtenue ci dessus, on remarque qu'un modèle linéaire n'est pas suffisant. Aussi la concentration semble d'avantage suivre une loi exponentiel, on développe donc un modèle exponentiel de type $ c(t)=K*e^{\\alpha t}+c_{0} $ où c(t) est sa concentration à la date t et K, $c_{0}$ et $ \\alpha $ des paramètres à déterminer par régression." ] }, { "cell_type": "code", "execution_count": 60, "id": "cfb632f3-c334-4fd9-a337-7c5f47e057ec", "metadata": {}, "outputs": [], "source": [ "def c(t, k, alpha, c0):# definition du modèle\n", " return k*np.exp(alpha*t)+c0\n", "#c(t, 1, 0.0001, 0)\n", "params, cov = optimize.curve_fit(c, t, CO2.CO2, bounds=([0, 0.001, 0], [5, 0.1, 20]), method = \"trf\") # Optimisation des paramètres" ] }, { "cell_type": "code", "execution_count": 61, "id": "0421ab8a-fdac-4ed1-ad1d-aae354d0b607", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(t, c(t, params[0], params[1], params[2]))\n", "plt.plot(t, CO2.CO2)" ] }, { "cell_type": "markdown", "id": "a4a31b2d-9f03-4e15-a9d7-a2bdd57df3d0", "metadata": {}, "source": [ "Finalement, le modèle exponentiel ne permet pas de suivre la tendance de la courbe, ce qui peut être vérifier en traçant ci dessous le graph sur une échelle log car il ne forme pas une droite." ] }, { "cell_type": "code", "execution_count": 62, "id": "e9c55212-59e1-4553-b80e-f87b061de482", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plt.yscale(\"log\")\n", "plt.plot(t, CO2.CO2)" ] }, { "cell_type": "markdown", "id": "797f3e31-d903-4f33-b9e7-455a1f5bcd99", "metadata": {}, "source": [ "## Modèle polynomial du 2nd degré" ] }, { "cell_type": "markdown", "id": "db305555-0fa8-4d64-a521-f70af39ec12f", "metadata": {}, "source": [ "### caractérisation de la tendance à long terme" ] }, { "cell_type": "markdown", "id": "4a8d96df-cd5e-4c17-918b-605d8e6a9cb7", "metadata": {}, "source": [ "On fait donc l'hypothèse d'une tendance polynomiale du 2nd degré dont on développe le modèle ci dessous" ] }, { "cell_type": "code", "execution_count": 63, "id": "7bb79d96-af74-4532-82d5-855908fb3df5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Année')" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def p(t, a, b, d): # definition du modèle\n", " return a*t**2+b*t+d\n", "\n", "params, cov = optimize.curve_fit(p, t, CO2.CO2) # Optimisation des paramètres\n", "c_out = p(t, params[0], params[1], params[2])\n", "# Plot\n", "plt.figure(figsize=(12, 5))\n", "plt.subplot(2, 1, 1) # graph tendance long terme\n", "plt.plot(t, CO2.CO2, label = \"Mesures\") # trace les donnés\n", "t2 = np.linspace(1958, 2030, 1000) # prolongement de la courbe jusqu'en 2025\n", "plt.plot(t2, p(t2, params[0], params[1], params[2]), c = \"r\", label = \"Tendance long terme\", ls = \"--\") # trace le modèle\n", "plt.ylabel(\"CO2 concentration (ppm)\")\n", "plt.legend()\n", "plt.subplot(2, 1, 2) # graph tendance court terme\n", "plt.plot(t, CO2.CO2-c_out)\n", "plt.ylabel(\"Detrended CO2 concentration \\n (ppm)\")\n", "plt.xlabel(\"Année\")" ] }, { "cell_type": "code", "execution_count": 64, "id": "b2395213-33a8-4a4f-828e-4e186d5dac97", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 1.34530689e-02, -5.19488613e+01, 5.04545763e+04])" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "params" ] }, { "cell_type": "markdown", "id": "3e7ec9cf-0d28-4413-84d9-e86c9c222dcb", "metadata": {}, "source": [ "On obtiens un modèle représentant bien la tendance et définit par : $c(t)=at²+bt+d$ avec a = 1.36006066e-02 ppm/an², b = -52.5333910 ppm/an et c = 5.10334886e+04 ppm" ] }, { "cell_type": "markdown", "id": "c7ed181f-3938-4880-9fe3-5fe415548709", "metadata": {}, "source": [ "### Caractérisation de l'oscilation anuelle" ] }, { "cell_type": "markdown", "id": "8a4839b6-57dd-473b-8e74-811fa3adaccc", "metadata": {}, "source": [ "Pour lire les caractéristique des variation, on zomm sur le graphique ci dessus (ici entre 2016 et 2024 mais un autre intervalle conviendrais aussi) " ] }, { "cell_type": "code", "execution_count": 67, "id": "034116eb-fb1b-4ce5-8cf6-f16f0feb5003", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'Date')" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "tsample = t[t>2016]\n", "tsample\n", "plt.plot(tsample, CO2.CO2[CO2.numDate>2016]-p(tsample, params[0], params[1], params[2]))\n", "plt.ylabel(\"Detrended CO2 concentrration (ppm)\")\n", "plt.xlabel(\"Date\")" ] }, { "cell_type": "markdown", "id": "7ef44811-7819-4a72-92af-5aaf216a2457", "metadata": {}, "source": [ "Par lecture graphique, l'oscilation est caractérisé par une période de 1 an et une amplitude variant entre 6 et 7ppm" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 5 }