diff --git a/module3/exo3/exercice_fr.ipynb b/module3/exo3/exercice_fr.ipynb
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index 0000000000000000000000000000000000000000..f1d1e5c14e47fdf69e66e995b9c2be355c16dfb0
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+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 340,
+ "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": 341,
+ "id": "3590a3be-2e15-4036-92e7-1e454fadf349",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Yr | \n",
+ " Mn | \n",
+ " Date-excel | \n",
+ " Date | \n",
+ " CO2 | \n",
+ " seasonally | \n",
+ " fit | \n",
+ " seasonally-fit | \n",
+ " CO2-filled | \n",
+ " seasonally-filled | \n",
+ " Sta | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 0 | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " adjusted | \n",
+ " | \n",
+ " adjusted fit | \n",
+ " filled | \n",
+ " adjusted filled | \n",
+ " NaN | \n",
+ "
\n",
+ " \n",
+ " | 1 | \n",
+ " | \n",
+ " | \n",
+ " Excel | \n",
+ " | \n",
+ " [ppm] | \n",
+ " [ppm] | \n",
+ " [ppm] | \n",
+ " [ppm] | \n",
+ " [ppm] | \n",
+ " [ppm] | \n",
+ " NaN | \n",
+ "
\n",
+ " \n",
+ " | 2 | \n",
+ " 1958 | \n",
+ " 01 | \n",
+ " 21200 | \n",
+ " 1958.0411 | \n",
+ " -99.99 | \n",
+ " -99.99 | \n",
+ " -99.99 | \n",
+ " -99.99 | \n",
+ " -99.99 | \n",
+ " -99.99 | \n",
+ " MLO | \n",
+ "
\n",
+ " \n",
+ " | 3 | \n",
+ " 1958 | \n",
+ " 02 | \n",
+ " 21231 | \n",
+ " 1958.1260 | \n",
+ " -99.99 | \n",
+ " -99.99 | \n",
+ " -99.99 | \n",
+ " -99.99 | \n",
+ " -99.99 | \n",
+ " -99.99 | \n",
+ " MLO | \n",
+ "
\n",
+ " \n",
+ " | 4 | \n",
+ " 1958 | \n",
+ " 03 | \n",
+ " 21259 | \n",
+ " 1958.2027 | \n",
+ " 315.71 | \n",
+ " 314.44 | \n",
+ " 316.20 | \n",
+ " 314.91 | \n",
+ " 315.71 | \n",
+ " 314.44 | \n",
+ " MLO | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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": 341,
+ "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": 342,
+ "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": 343,
+ "id": "1134ea62-dd83-43a0-b0dd-8d8520c3ed75",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Date | \n",
+ " Yr | \n",
+ " Mn | \n",
+ " CO2 | \n",
+ "
\n",
+ " \n",
+ " | Date | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 1958-01-01 | \n",
+ " 1958-01-01 | \n",
+ " 1958 | \n",
+ " 01 | \n",
+ " -99.99 | \n",
+ "
\n",
+ " \n",
+ " | 1958-02-01 | \n",
+ " 1958-02-01 | \n",
+ " 1958 | \n",
+ " 02 | \n",
+ " -99.99 | \n",
+ "
\n",
+ " \n",
+ " | 1958-03-01 | \n",
+ " 1958-03-01 | \n",
+ " 1958 | \n",
+ " 03 | \n",
+ " 315.71 | \n",
+ "
\n",
+ " \n",
+ " | 1958-04-01 | \n",
+ " 1958-04-01 | \n",
+ " 1958 | \n",
+ " 04 | \n",
+ " 317.45 | \n",
+ "
\n",
+ " \n",
+ " | 1958-05-01 | \n",
+ " 1958-05-01 | \n",
+ " 1958 | \n",
+ " 05 | \n",
+ " 317.51 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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": 343,
+ "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": 344,
+ "id": "abf25c28-f1e2-4148-bafd-ef82a70ff31e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Date | \n",
+ " Yr | \n",
+ " Mn | \n",
+ " CO2 | \n",
+ "
\n",
+ " \n",
+ " | Date | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 1958-01-01 | \n",
+ " 1958-01-01 | \n",
+ " 1958.0 | \n",
+ " 1.0 | \n",
+ " -99.99 | \n",
+ "
\n",
+ " \n",
+ " | 1958-02-01 | \n",
+ " 1958-02-01 | \n",
+ " 1958.0 | \n",
+ " 2.0 | \n",
+ " -99.99 | \n",
+ "
\n",
+ " \n",
+ " | 1958-03-01 | \n",
+ " 1958-03-01 | \n",
+ " 1958.0 | \n",
+ " 3.0 | \n",
+ " 315.71 | \n",
+ "
\n",
+ " \n",
+ " | 1958-04-01 | \n",
+ " 1958-04-01 | \n",
+ " 1958.0 | \n",
+ " 4.0 | \n",
+ " 317.45 | \n",
+ "
\n",
+ " \n",
+ " | 1958-05-01 | \n",
+ " 1958-05-01 | \n",
+ " 1958.0 | \n",
+ " 5.0 | \n",
+ " 317.51 | \n",
+ "
\n",
+ " \n",
+ "
\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": 344,
+ "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": 345,
+ "id": "f9b6bf71-0d4b-4a3f-988e-6c2e70c5f741",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Date | \n",
+ " Yr | \n",
+ " Mn | \n",
+ " CO2 | \n",
+ " numDate | \n",
+ "
\n",
+ " \n",
+ " | Date | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ " | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | 1958-01-01 | \n",
+ " 1958-01-01 | \n",
+ " 1958.0 | \n",
+ " 1.0 | \n",
+ " -99.99 | \n",
+ " 1958.083333 | \n",
+ "
\n",
+ " \n",
+ " | 1958-02-01 | \n",
+ " 1958-02-01 | \n",
+ " 1958.0 | \n",
+ " 2.0 | \n",
+ " -99.99 | \n",
+ " 1958.166667 | \n",
+ "
\n",
+ " \n",
+ " | 1958-03-01 | \n",
+ " 1958-03-01 | \n",
+ " 1958.0 | \n",
+ " 3.0 | \n",
+ " 315.71 | \n",
+ " 1958.25 | \n",
+ "
\n",
+ " \n",
+ " | 1958-04-01 | \n",
+ " 1958-04-01 | \n",
+ " 1958.0 | \n",
+ " 4.0 | \n",
+ " 317.45 | \n",
+ " 1958.333333 | \n",
+ "
\n",
+ " \n",
+ " | 1958-05-01 | \n",
+ " 1958-05-01 | \n",
+ " 1958.0 | \n",
+ " 5.0 | \n",
+ " 317.51 | \n",
+ " 1958.416667 | \n",
+ "
\n",
+ " \n",
+ "
\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": 345,
+ "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": 346,
+ "id": "8b63af24-80fc-40cc-8399-b171d80990cb",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 346,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "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": 347,
+ "id": "61b5187b-9066-4333-a44d-c87a2969f318",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 347,
+ "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": 348,
+ "id": "d3c3e9f0-da4a-4e9f-9366-d108891040d4",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 348,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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GToVcl+OyVOW6xTwh2AcajXPmlcHTDbdfmIgQX9brNMdgh4iIqIPY7AIfbMrGgYIa5ViTzY6Nx6SmgNMHRQEAymstOFQkz7gKcwY7rrusejVrHEinxmCHiIiog7yzPhPP/pCB6xdvU45lltWhxmSFn4ceE1PDATmzs+uENPtqaFyg8l7XfjquGR/6Y6zZISIi6iBL5K3k1Q1WNNns0Ou0yCl3LmE5ipAr6i2oMVkBAMPjncGO65Zyx7Zz+nPM7BAREXUQk8WmPD4h76hy1ObEB/sgyMcdWrkMp8kuoNUA8UHOnVWuy1gXpYR23Il3c8zsEBERdYDaRivqzE3K86PFtUgK9VV2XSWE+ECn1SDIx13psxPi6wG9S/+cqQMjsSOnCpP7h7MQuRWY2SEiImpj5iYbrDa76lhRTaPq+ZESqQA5XS5WTpILjl2DmPBmYx883XRYeNVAXJwS1m7n3hMx2CEiImpDNQ1WXPyv9fjLO5thtzunlxc0m15+tKQWJcZGHCw0AgBGJ4UAAMJcApzmwQ6dmTNaxsrNzcWJEyfQ0NCA0NBQ9O/fHx4eTKcRERF9vScfRTWNKKppxJasCoxJloKYomops+Om08Bqk6aZ78mtAgCkRhoQKjcI7B3mq4yJCOeMqzZx2pmdnJwcPPLII4iPj0evXr1w0UUX4dJLL8WIESPg7++PiRMn4ssvv4Tdbj+NT2vpxRdfhEajwd///nflWGNjI+69914EBwfD19cXM2fORElJierrcnNzMW3aNHh7eyMsLAwPPfQQmpqaTvIdiIiI2p+jZw4A/Hq4VHmcXV4HuIx1KKgyIb9Kyva49szpG+GnPI4J5NiHtnBawc7cuXMxePBgZGdn4/nnn0dGRgZqampgsVhQXFyMlStXYuzYsXjyyScxaNAg7Nixo1UnsWPHDvznP//BoEGDVMfnzZuH77//Hl9++SV+++03FBYW4qqrrlJet9lsmDZtGiwWCzZv3owlS5bgo48+wpNPPtmq709ERNRWCqqcy1VFRmedztESKdg5PzEYAGBusuOYfCzGpX9Ov0iD8njGkKgOOeee7rSWsXx8fJCVlYXg4OAWr4WFhWHcuHEYN24cnnrqKaxatQp5eXk477zzTusE6urqMGvWLPz3v//F888/rxyvqanB4sWLsXTpUowbNw4A8OGHH6Jfv37YunUrzj//fPz888/IyMjA2rVrER4ejiFDhuC5557DI488gqeffhru7u6nfyeIiIhaQQgBIQCtVqM6XuhSm1MiFyULIXBULkgeHBsALzcdTFYb9svFydGBzmCnf5QB8yb0QWSAJ6JdgiA6c6eV2Vm4cOFJA52TmTJliir78mfuvfdeTJs2DRMmTFAd37VrF6xWq+p43759ERcXhy1btgAAtmzZgoEDByI8PFx5z+TJk2E0GnHw4MFTfk+z2Qyj0aj6Q0RE1Bq3f7wT41/9DQ0WZ+mEsdGKWpft5SW1UrDze2YFimoa4emmRd8IPwT7Sr+MHyqS/v2J8ncGNRqNBvdP6I2/jojtwKvp2Tp1N9ayZcuwe/duLFy4sMVrxcXFcHd3R0BAgOp4eHg4iouLlfe4BjqO1x2vncrChQvh7++v/ImN5Q8UERGdvkarDWsPlSK7vB4bjjprdAqb7bgqMZohhMCP6YUAgL8Mj4GfpxuCfdQrD66ZHWp7rQ52KioqcO+99yI1NRUhISEICgpS/TldeXl5uP/++/Hpp5/C07Njt9bNnz8fNTU1yp+8vLwO/f5ERNS95bvU5eRW1juPV0rH+4T7AgAsTXZUNVixL09arhor78wKbtYQMIrLVe2q1VvPb7jhBmRmZuLWW29FeHi4arx8a+zatQulpaUYNmyYcsxms2HDhg3497//jdWrV8NisaC6ulqV3SkpKUFERAQAICIiAtu3b1d9rmO3luM9J+Ph4cGt8kREdMbyqhqUx+kFzlIIx+iH3mF+qKizoKLegpyKeqWB4OBY6d+zIJfMjp+HHv5ebh149ueeVgc7GzduxKZNmzB48OCz+sbjx49Henq66tjNN9+Mvn374pFHHkFsbCzc3Nzwyy+/YObMmQCAI0eOIDc3F2lpaQCAtLQ0LFiwAKWlpQgLk7pJrlmzBgaDAampqWd1fkRERKeSV+kMdrLK6pTHjmAnIcQb2eX1qKi3YMvxCtjsAoHebspsq0h/54oGszrtr9XBTt++fWEymU7jnX/Mz88PAwYMUB3z8fFBcHCwcvzWW2/FAw88gKCgIBgMBtx3331IS0vD+eefDwCYNGkSUlNTccMNN+Cll15CcXExHn/8cdx7773M3BARUbs5XuoMcE5UNEAIAXOTHasPSqsL8cE+iPCvRUaREduzK5VjjtWQhGBnXx3W67S/VtfsvP3223jsscfw22+/oaKiol13Nb322mu47LLLMHPmTFx44YWIiIjA119/rbyu0+nwww8/QKfTIS0tDddffz1mz56NZ599tk3Pg4iIyJVjyzgA1JmbUFFvwff7ClFWa4ZOq8EFvUOUUQ/OYMfZIPBUTQSpfbQ6sxMQEACj0aj0vnEQQkCj0cBms53ya//M+vXrVc89PT2xaNEiLFq06JRfEx8fj5UrV57x9yQiImoNq82ubBl3yCmvxzE523PtebGI9PdSRj2YrNK/i/FBLsGOS2bH0WSQ2k+rg51Zs2bBzc0NS5cuPasCZSIioq7uq135+Cm9CK9eM0QpIv5hfyEarXaE+LojMcQX23MqUVBtUmp3HJka17ocAIhzCXACfdwxdWAEKuosDHY6QKuDnQMHDmDPnj1ISUlpnzMiIiLqAqrqLfjHl/sAAF/uzMNtFyQCAH6W63JmjYrHCbkgubimEcfLpMdJodK28+aFx3FB6jlXb88a3gFXQTiTmp0RI0awLw0REfV4G46VKY8PF9cqj4/Ij0ckBCJC7nycW9mAXHmHVqIc7DQf9eBas0Mdq9WZnfvuuw/3338/HnroIQwcOBBubureAM2HeRIREXVHRTXOIZ5786oBuXOyY3t5SoQfsuRszvbsStjsAj7uOqVWp3lmJ8yPu4Q7S6uDnWuuuQYAcMsttyjHNBpNmxQoExERdRXFLsFOdnk9LE12ZJbWwS6kpoChvh6IkOtyHMXJvUKd28s93XTK1+u1Gta4dqJWBzvZ2dntcyZERERdSInRGezY7AK5lQ04ViotYSWH+UKj0bQoQnbU6zhcPiQKPx8swXuzWZ/TmVod7MTHx7fPmRAREXUhxS7BDgAcL6vDsRIpg9M7TApqIv3VS1WJIepg5/VrhqDeYoOvR6v/uaU2dEZTz48cOYI5c+Zg/PjxGD9+PObMmYMjR460/dkRERG1s03HyvHXd7cgs7RWddyxjOUoLM4pr0emvFyVLAc7wT7ucNM5l6cSXZoFQi7zYKDT+Vod7CxfvhwDBgzArl27MHjwYAwePBi7d+/GgAEDsHz58vY5SyIionZyx/92YntOJW75aKdyrKbBqhQoj06SJpUX1TQis0wd7Gi1GqVTMk4S7FDX0Opw8+GHH8b8+fNbjGR46qmn8PDDDytDO4mIiLq6JpsdDRZpY01uZQMarTZ4uumQLo+DiA3yQr9IP+X1ExXS9vLeYc4RD1X1FuVxrxAGO11RqzM7RUVFmD17dovj119/PYqKitrqvIiIiNrMgYIaXPjSr/hhf6HquGv/HNfnn23PBQAMiglQJpU7ppf7euiV7eUAcNmgKADA+YlB8HbnklVX1Or/Vy6++GJs3LgRycnJquObNm3CBRdc0JbnRkRE1Cb+/vle5FY2YM7SPUpwAgA7cipV7ztYWIPYQC/8mC798n7r2F5w00p5AceMqyR5J5bDA5P6YHh8IGYMiQJ1Ta0OdmbMmIFHHnkEu3btwvnnnw8A2Lp1K7788ks888wz+O6771TvJSIi6myOwmLIgzzddFIA0zzYOVxUqyxFxQV5Y1hcIMpqzar3xASqd2CFGzzx1/Ni2/Hs6Wy1Oti55557AABvv/023n777ZO+BrkCnQ0GiYios9U2WlXPjxTXYkC0PxosTVh/RBoJcdWwaHy9uwAlxkYclZey+oRLdTkhvu7wcdehXq7tiWrWW4e6vlbX7Njt9tP6w0CHiIi6AtesDgDkV5kAAGsyStBgsSE2yAsT+4UDAMrrzDgqvz8lQtpxpdFolHlXOElvHer6zqjPDhERUXfRPNgprJaCnW/2FAAArhwSjTC54LiszoyccmnelWuDwCSXLeVRAczsdDdnFOz88ssvuOyyy5CUlISkpCRcdtllWLt2bdufHRER0Vly9MZxKKoxQQiBXSeqAACTB0QgxFcOdmrNyvZy1ynlfSKcW82Z2el+Wh3svP3225gyZQr8/Pxw//334/7774fBYMDUqVOxaNGi9jlLIiKiM3SwwAi4NAIsrG5EZb0FxsYmQJ5n5Qh2Gq12FMiZn7ggZ7Bz/fnxuP78OFwxJAr9owydcBV0NlpdoPzCCy/gtddew5w5c5Rjc+fOxZgxY/DCCy/g3nvvbetzJCIi+lN15iY8tiIdF/UJxVXDYgAAdrvAvvxqAMDUARF4c10mCmtMyKmQlqqi/D2V6eSuRchebjqE+jl76Rg83fD8FQM74aqoLbQ6s1NdXY0pU6a0OD5p0iTU1NS01XkRERG1ypLNOfh2byEe+GIfGixS1ia/yoTaxia467W4KCUMkGt2ssulpaoEl47HMYHOTE6vEB9VLx3q3lod7MyYMQMrVqxocfzbb7/FZZdd1lbnRURE1Crrj5Qqj9cekh5nlUv1OgnB3koNTmmtGQcLpV/Ok1x2WfWNdNbl9AlXTy+n7q3Vy1ipqalYsGAB1q9fj7S0NEBuKvj777/jwQcfxJtvvqm8d+7cuW17tkRERCdhabJjX55zdSGzROqV4yw29kGwjzvc9VpYmuxKf51Ul/qbfpEGfLtXGifRO9wP1HO0OthZvHgxAgMDkZGRgYyMDOV4QEAAFi9erDzXaDQMdoiIqM0dLamFp16HOJfdUoeKjLDY7MrzE5VSkJMtbyN3LEtF+Xsip6JBOZ4a6Qx2RvUKUh4PjQvokGuhjtHqYCc7O7t9zoSIiOhP1DRYMePfm9BotWPfk5Pg7+0GAMqUcodcOdg5XuZYxpJqc6ICvJAjZ3vg0iUZAIbGBWL13y9ERZ0Zo5NCOuR6qGOwqSAREXUbWeV1aLRKGZzPd+Yqxx2ZmtFJwQCA3IoGCCGUIGhAtJTBcZ1rFenvCS93nerzUyL8MDqZgU5Pc1rBzosvvgiTyXRaH7ht2zb8+OOPZ3teRERELTh64EAe2ulwQt5KPkYOVCrqLTheVofqBivcdBqkyE0BY112XDmyPdTznVawk5GRgbi4ONxzzz346aefUFZWprzW1NSE/fv34+2338bo0aNxzTXXwM+PhV1ERNT2CqqcwU6xsVF57ChEHhjtDy+5b46jCLlPuB889NKxWJdGga7bzqlnO62anY8//hj79u3Dv//9b1x33XUwGo3Q6XTw8PBAQ4P0AzZ06FDcdtttuOmmm+DpybkhRETU9lwzO8U1UrCTU16v1Ob0DvdFpL8nssrrsTWrAmgW1MQGOZexWIR87jjtAuXBgwfjv//9L/7zn/9g//79OHHiBEwmE0JCQjBkyBCEhHCNk4iIzp7VZsdLqw6jqsGKF68aCL3OuQhxtMS5dFVU0wghBJbvzoddABenhCLS3wsRcrCzLasSABDvks1JjfRHn3BfRAV44aqh0R17YdRpWr0bS6vVYsiQIRgyZEj7nBEREZ3Tlm3PxX83Sjt/x/cNw6UDIwEAVfUWbJUDGAAwWW0wmppwSK7dubhPKAAgwl9aXag1S12UXQd6ernr8PO8iyCEYIfkcwh3YxERUZdyQB7cCQBf7ylQHt+yZAcAIMDbDf5e0pbzIqMJx0qlYMexjTwmQD2VPC6oZW0OA51zC4MdIiLqUgprnHU5maVSLU6NyYr9+dI28hvTEhAlBzQ55fVKTx1H1+OkMPWoB9fMDp2bGOwQEVGn+GJHHmZ/sB3VDRbV8UKXIuS8ygZYbXZszaqAzS6QFOqDeRP7IMIgTSTflFkOIYBAbzeE+LoDzeZdueu0CDdw08y5jsEOERF1uEarDQ8v348NR8vw8ZYTynEhBAqrnVvKm+wC+VUmHCmWlqqGxgUCACL8pczOhqPlgJzVcSxN9XLZfWW126HTcsnqXMdgh4iIOtymY+XK40NFzhqdslozTFYb4BK0nKhwbi13ZG0i5SJkxxKW65RyHw+9kuUZFMPt5XQGu7Hq6+vx4osv4pdffkFpaSnsdrvq9aysrLY8PyIi6oEc4x0AYF9etfL41yOlgDzeIdDbHdnl9aiosyCrTHp/UqhzxpWrPs2mlH9/31i88vNR/G1kbLteB3UPrQ52brvtNvz222+44YYbEBkZyYp2IiJqNdfmgEXGRlia7HDXa7EpU2oEOKFfOHLkgKii3owsObOTKGd2Bkb7qz6vd5g62In098LLVw9u78ugbqLVwc5PP/2EH3/8EWPGjGmfMyIioh4v32XsgxBAUY0J8cE+OCgP7hwWFwijSeqTk1FoRL3FBr1Wo+ysSg7zhV6rQZNdAM2WsYiaa3XNTmBgIIKCgtrnbIiI6JzgmtmBHPzUmZuQJWdz+kcZECzX3ezIqQIAxAV5w03upqzTajA41lmPE+zr0YFnT91Nq4Od5557Dk8++aQyE4uIiOhUNh4rwz2f7sL2bGfn43pzk7IsFRMo1d7kVzVgf75UuxPp74lgXw+lyNgRGCWGqrM3b88ahvMTg/DopX077Hqoe2r1MtYrr7yC48ePIzw8HAkJCXBzc1O9vnv37rY8PyIi6qYq6y24bclOmJvs2HSsHNv+bwK83HVYe6gE5iY74oO9MSY5BEu35aKgyoTiGjMAYESCtHoQ5KPO1jiKkx3CDZ5YdkdaB14RdVetDnauuOKK9jkTIiLqUY4U18LcJO3YNTY2Iau8Dv2j/PH9vkIAwIzBUfB2l/4Zyq8yoaxOCnZGJki9dMIN6mAnMbTl2Aei09HqYOepp55qs2/+zjvv4J133kFOTg4AoH///njyySdx6aWXAgCKi4vx0EMPYc2aNaitrUVKSgoee+wxzJw5U/mMyspK3Hffffj++++h1Woxc+ZMvPHGG/D1ZbEaEVFnKqpR1+VkldUjOcwXvx0tAwBMHxylNAvMrzIpy1WpUQYAQEqEH9x1WlhsUsCUFMq/1+nMnHFTwV27duGTTz7BJ598gj179pzRZ8TExODFF1/Erl27sHPnTowbNw6XX345Dh48CACYPXs2jhw5gu+++w7p6em46qqr8Ne//lX1/WbNmoWDBw9izZo1+OGHH7BhwwbccccdZ3pZRETUSo1WG34+WIwak1V1vKimUfU8u7weeZUmWG0CPu469A7zVWp2jpfVKTOx4oOlDI6HXod+kc4t5c1rdohOV6uDndLSUowbNw7nnXce5s6di7lz52L48OEYP348ysrKWvVZ06dPx9SpU9G7d2/06dMHCxYsgK+vL7Zu3QoA2Lx5M+677z6MHDkSiYmJePzxxxEQEIBdu3YBAA4dOoRVq1bh/fffx6hRozB27Fi89dZbWLZsGQoLC1t7aUREdAaufHsz7vjfLrzw4yHVcceMK8e4hpyKeqV3TkKIDzQaDaLlYKei3gIhAF8PPYJ93JXPmHV+PLzcdJiUGo4gl+NErdHqYOe+++5DbW0tDh48iMrKSlRWVuLAgQMwGo2YO3fuGZ+IzWbDsmXLUF9fj7Q0qeBs9OjR+Pzzz1FZWQm73Y5ly5ahsbERF198MQBgy5YtCAgIwIgRI5TPmTBhArRaLbZt23bK72U2m2E0GlV/iIio9Wobrcq4h43H1L/wOnrpDIuTtoiXGs3IqZCDHTl7E+rrAQ+985+i+GBvVbPav46IxaHnpuC92SNAdKZaHeysWrUKb7/9Nvr166ccS01NxaJFi/DTTz+1+gTS09Ph6+sLDw8P3HXXXVixYgVSU1MBAF988QWsViuCg4Ph4eGBO++8EytWrEBycjIg1/SEhYWpPk+v1yMoKAjFxcWn/J4LFy6Ev7+/8ic2lu3EiYjORInRrDwurGmEsVFayqppsGJLlrMbMgAUGxudwU6I1BzQNbsDAL3DuFRFba/VwY7dbm+x3RwA3NzcWszJOh0pKSnYu3cvtm3bhrvvvhs33ngjMjIyAABPPPEEqqursXbtWuzcuRMPPPAA/vrXvyI9Pb3V38fV/PnzUVNTo/zJy8s7q88jIjpXlRjVdTmHi6SC4y1Z5bA02ZEc5ovx/cKU956okHq0OepyACAm0Ft5zMGd1B5avRtr3LhxuP/++/HZZ58hKioKAFBQUIB58+Zh/PjxrT4Bd3d3JVMzfPhw7NixA2+88QYefvhh/Pvf/8aBAwfQv39/AMDgwYOxceNGLFq0CO+++y4iIiJQWlqq+rympiZUVlYiIiLilN/Tw8MDHh7stklEdLaaBzsF1Q0AgnCkWGoaODgmAOEGaUJ5bWMTMgqlJS/HRHMACPJ2/gI9MEY984qoLbQ6s/Pvf/8bRqMRCQkJSEpKQlJSEnr16gWj0Yi33nrrrE/IbrfDbDYrHZq1WvUp6nQ6JYOUlpaG6upqpWAZANatWwe73Y5Ro0ad9bkQEZHTzpxKlNeZVceKmwU7hdXS86MlUoYnJcIXvh56eLvrALkQGXJtjsPQOKmvTpifB4bGMrNDba/VmZ3Y2Fjs3r0ba9euxeHDhwEA/fr1w4QJE1r9zefPn49LL70UcXFxqK2txdKlS7F+/XqsXr0affv2RXJyMu688068/PLLCA4OxjfffKNsMXd83ylTpuD222/Hu+++C6vVijlz5uDaa69Vsk5ERHT2duRU4up3tyDUzwM/3DdWydYUVKl76Th65RwqljI4fcL9oNFoEGHwVOZe+bjrEOoyy+qa82IR5OOOC/uEQq87444oRKfU6mAHckHZxIkTMXHixLP65qWlpZg9ezaKiorg7++PQYMGYfXq1crnrly5Eo8++iimT5+Ouro6JCcnY8mSJZg6daryGZ9++inmzJmD8ePHK00F33zzzbM6LyIiUvtxfxEAoKzWjJXpRbh5TC8AwEF5WeqC3iHYeKwcBVUmlNeZkVUmBTZD5ExNmMFDCXbig31UO6483XSYPpi/oFL7Oa1g580338Qdd9wBT0/PPw0kWrP9fPHixX/4eu/evbF8+fI/fE9QUBCWLl162t+TiIhab1NmufLYUWRstdmVbeeT+kdg47FyFFabsEMe+tk3wg8B3lJvHEcmCM3qdYg6wmkFO6+99hpmzZoFT09PvPbaa6d8n0ajOateO0RE1PXY7AIn5C3jAJTHm49XwNxkR6C3G9ISgwG5keBheQTEIJdi4wiXYMe1XoeoI5xWsJOdnX3Sx0RE1PMVVksjHhwcmZ1v9xYA8kBPx9iHeosNBwpqgGbby0P9nDU6CczsUAdrdSXYs88+q+yUcmUymfDss8+21XkREVEX4WgE6Oh0nF9lghAC6flSUHNxShg83XTKmIetcjNB1wxOsK9z1MPFKaEdev5ErQ52nnnmGdTV1bU43tDQgGeeeaatzouIiLqIAwVSXc4oeanKYrOjtNaMbLngOCVCGtYZ7ZLdAYC4IGewM6V/JK4YEoW3Zw1DmJ9ni+9B1J5aHewIIVRV9A779u1DUFBQW50XERF1MKvNjuvf34YbP9iOCpd+Ost35wMApvSPUIZxbs2qQJNdwM9Dj0h/KXiJ8vdSfZ5rsOPlrsPr1w7F1IGRHXQ1RE6nvfU8MDAQGo0GGo0Gffr0UQU8NpsNdXV1uOuuu9rrPImIqJ1ty6pUdl39Z0MW/m9qPxTVmJBZWgetBrhscCT+t/UEKust2HBUel+fCD/l34OoAGew4+eph79Xy9FCRJ3htIOd119/HUII3HLLLXjmmWfg7++ssnd3d0dCQoIyrZyIiLqfdYed43ccW8p35FQBAFKjDDB4uiHc4IFDRcAGecJ5n3Dn4M6oAOfyVFyQ90lXAYg6w2kHOzfeeCMAoFevXhg9evRJh4ESEVH3lV5QrTx2NAV09Mw5L0EqU3BsIS+rlZa5+oT7KV8T4zK9nNvLqStpdQfliy66SHnc2NgIi8Wiet1gMLTNmRERUbtY9GsmjpfW4cWZg+Au77ASQuBoiXPzSUG1CSaLDTtypGBnpBzsRAeo63JSXIId12WshGBuL6euo9XBTkNDAx5++GF88cUXqKioaPG6zWZrq3MjIqI2Zm6y4V+rjwAALu4bhhnymIbyOgtqTFZoNYBeq4XFZseRklockQd6jpCDneY9cvpEOIOd3mF+iPT3hLe7DrPTEjrwqoj+WKt3Yz300ENYt24d3nnnHXh4eOD999/HM888g6ioKHz88cftc5ZERNQmjrlkbza7jIDYovTG8VG2kO86UQUhgBBfD6UpoOuoh2Afd4S4DPT0ctfht4cuwZp5FyHCn9vLqetodbDz/fff4+2338bMmTOh1+txwQUX4PHHH8cLL7yATz/9tH3OkoiI2oSj8BgAMlwe/29LDiB3Q3Y0B9yfL9XwRLvU4rhmdk5Wl+Ou10KrZWEydS2tDnYqKyuRmJgIyPU5lZXSeu7YsWOxYcOGtj9DIiJqM44aHAAoqDJJ/1ttwo6cKmg0wN9GxindjvfLHZJjXGpxfD30uGZELKL8PXHr2MQOP3+iM9Hqmp3ExERkZ2cjLi4Offv2xRdffIGRI0fi+++/R0BAQPucJRERtVrzJrA2u8Avh5zbyyvqLTBZbNh4VNpGPjwuEBH+ngiWl6YcHZJdd1kBwD//MqiDroCobbQ6s3PzzTdj3759AIBHH30UixYtgqenJ+bNm4eHHnqoPc6RiIhaoclmx5yluzH0uTX4fl+hcnxvXhUq6i3w89Qrc64Kqk3K0taQWOkX1hAfd9XnRTcLdoi6m1ZndubNm6c8njBhAg4fPoxdu3YhOTkZgwYx2ici6ijGRis89Tpl+7jD6oMl+GF/EQDg6e8OYrq848qR1bkkJQxHiqWdVgXVJhwqlnZc9YuUWocEuxQd4yTbzYm6m1ZldqxWK8aPH49jx44px+Lj43HVVVcx0CEi6kDVDRaMWbgOY/+5Dpml6uHMjsJiyEtVNQ1WAEB6gVSDk5YUrGRrCqpMOCIHO30jpW3kvV26IoOZHeoBWhXsuLm5Yf/+/e13NkREdFoOFhpRa25Caa0Z7/52XPXagcIa1fPcygYAwKEiZwbHka3JKKpBjUkKhhzbykfEq4c6M7ND3V2ra3auv/56LF68uH3OhoiIToujeBgAVh8shtVmB+Si5IOFUg2Ou076Kz63sgHldWaU15mh0UjzrBzZms3Hpf46oX4e8HaXKhvc9Vr0dWkW6OfJ8UDUvbW6ZqepqQkffPAB1q5di+HDh8PHR91N89VXX23L8yMiopM4UeEMdmobm5BZWod+kQYU1jSiusEKvVaDCalhWJlejNzKBggIAEByqC+83fVKtsYxAyuhWc+cV/86BH95dzPGJod06HURtYdWBzsHDhzAsGHDAABHjx5tj3MiIiIXR4prkRTqA73OmYzPLm9QvSe9oAb9Ig1Il+t1ksN8lflUxTUmpa7n4pRQ4CTbyeOC1L+4pkYZ8Psj4+Dr2ep/Joi6nFb/FP/666/tcyZERNTCD/sLMWfpHvx1RAxe+stgQO6X42gOODQuAHtyq3GwoAZieAze25AFABgWH4hIeWRDUU0jcuRMUFpSMHCSouOTdUMObLYFnai7anXNzi233ILa2toWx+vr63HLLbe01XkRERGgFB9/sTNfWbram1eFGpMV/l5uuGJINACgsKYRxcZG7M6thlYDzLkkGRH+8o6rahNy5ExQ7zCpFifEx0O1Zf1kwQ5RT9HqYGfJkiUwmUwtjptMJg4CJSJqQ1abXTW4c2+etET162Gp4/GFfUKVgZtltWYcKJAKk/uE+yEqwEvJ7BwsNMJis8Ndr0WUXKuj1WpUu6zighjsUM912stYRqMRQggIIVBbWwtPT+dEW5vNhpUrVyIsLKy9zpOI6JxzoqIe5ia78tzRD+c3ebzDJSmhyjRyKdiRtpz3j/IHACXYcUgM8YHOZUhnmJ+HsqsrPlhds0PUk5x2sBMQEACNRgONRoM+ffq0eF2j0eCZZ55p6/MjIjpnHS2pa/a8FpYmOw4XSxmc8xKC4Bh9VVZrxtESRx8daakqyMcd3u46NFhsAIDEUHVAMyQuANuyKzG+bxgCvbm9nHqu0w52fv31VwghMG7cOCxfvhxBQc6mU+7u7oiPj0dUVFR7nScR0TnHkcmJDvBCQbUJWeX1yCytg9Um4OepR0ygl5L5sdjs2CcvcyWFSh2QNRoNEoJ9kCHPvnIcd3hwYgqmDojEgGh/1cBQop7mtIOdiy66CACQnZ2N2NhYaLWtLvchIqKTaLLZsXhTNobFB+K8BOcvksdKpWDnkr6h+GRrLoqqG5XApV+kARqNBp5uOhg89TA2NqGwphFw6YTseOz4muaZHXe9FoPl4Z9EPVmrt57Hx8ejuroa27dvR2lpKex2u+r12bNnt+X5ERH1eO/+dhwv/3wU7notjj5/qXLcsYx1UZ8wfLI1FyarDbtzqwAAvcOcWZpQPw8YG5sAAHqtRtVDxzXwcezEIjrXtDrY+f777zFr1izU1dXBYDCoUp8ajYbBDhFRK32+Mw8AYGmyo87cBF8PPcxNNqV4eGC0P0J8PVBeZ8YWebyDaxAT5ueJ43In5Lhgb1XzwemDo/D78XJc2DsU/aMMHXxlRF1Dq9eiHnzwQdxyyy2oq6tDdXU1qqqqlD+VlZXtc5ZERD2YYyo5AByRi4/359fAZhcI8nFHuMED0QHSzqqT7Z5y7MgCgMQQdV1OSoQfVtwzBvMm9mFdDp2zWh3sFBQUYO7cufD2Zk8GIqLT1WSz47YlOzH3sz2w24Vy3NhoVZagACBDHuK58Vg5AGB0UjA0Go3SH8fBdZaVKtgJ5RZyouZaHexMnjwZO3fubJ+zISLqobZnV2LtoRJ8t68QvxwuVY4XVKmbtGYU1crvl5arRidJgzhdgx2dVoO4UwQ7rstbRCRpdc3OtGnT8NBDDyEjIwMDBw6Em5u6N8OMGTPa8vyIiHqEnzNKlMerDhRjYmo4cNJgxwi7XSjdkIfGSbulXIOdpFAfeOh1ynNPl7EPY5I4pZyouVYHO7fffjsA4Nlnn23xmkajgc1ma5szIyLqIYQQWHvIGexkljmbBe6Tp5SnRhqQUWTE0eJaZJXXoc7cBE83rbLrylGzAwApEepC40v6huGFnw7jiiFRqowPEUlavYxlt9tP+YeBDhGd6zYeK8OX8u4qh2Oldch3yeAcL62DEFLdzg/7iwAAN41OAABpe/kJKQBKCfdTdla5ZnaGx6l748QH+yD96UlYeNWgdrsuou7srDoDNjY2tt2ZEBF1c8fL6nDD4u146Kv92JpVoRx3DPAcHh8InVaDOnMTSoxm5FU2ILu8HnqtBpcOjECAPLJh1wmpl06My3DO3mF+iAn0wtC4APxtVFyL7+2h16nmXhGRU6uDHZvNhueeew7R0dHw9fVFVlYWAOCJJ57A4sWL2+MciYi6hW/3FCiPP9/hzO44dlgNiQ1AhEFajiqsMeH3zHLluJ+nG8L9pNd2yY0DY1yyOV7uOmx46BJ8dddoVb0OEf25Vgc7CxYswEcffYSXXnoJ7u7uyvEBAwbg/fffb+vzIyLqNvJclqr2y7U4AHCw0DGN3IBwg7RzqqSmEZvkYGd0slRUHCa/llkq1fS4dkIGAK1Ww+wN0RlodbDz8ccf47333sOsWbOg0zl/uxg8eDAOHz7c1udHRNRtuO6sOlHRAKvNDrtdKJmd/lH+iPCXsjdFNY1KN+SxcrDjyPo4RDcLdojozLR6N1ZBQQGSk5NbHLfb7bBarSf9GiKic0FBtTPYabIL5FY2QKvRoN5ig4dei6RQH4TJS1V78qpRUW+Bu06LIfIwzvBmwU5MIHdWEbWFVmd2UlNTsXHjxhbHv/rqKwwdOrStzouIqMt6b8NxTH5tAwpdgxubHcVGadNGiK+0xJ9TXq8sYfWNkHZWOTI7jqaBMUFecJf75DiWuByiA5jZIWoLrQ52nnzyScyZMwf//Oc/Ybfb8fXXX+P222/HggUL8OSTT7bqs9555x0MGjQIBoMBBoMBaWlp+Omnn1Tv2bJlC8aNGwcfHx8YDAZceOGFMJmcf8FUVlZi1qxZMBgMCAgIwK233oq6urqTfDciorNXXNOIF1YexpGSWny0OUc5nllWB5tdwNtdh/5R/gCAslozDspLWKnyMcdSVYnRDACIc9lxFeaS2Qn0doOPR6uT70R0Eq0Odi6//HJ8//33WLt2LXx8fPDkk0/i0KFD+P777zFx4sRWfVZMTAxefPFF7Nq1Czt37sS4ceNw+eWX4+DBg4Ac6EyZMgWTJk3C9u3bsWPHDsyZMwdarfO0Z82ahYMHD2LNmjX44YcfsGHDBtxxxx2tvSwiotOy4WiZ8nhbtnP48Xb58fD4QITJ4xvK68wu9TpSI8CwZtmbeJdgx3UZi0tYRG3njH5tuOCCC7BmzZqz/ubTp09XPV+wYAHeeecdbN26Ff3798e8efMwd+5cPProo8p7UlJSlMeHDh3CqlWrsGPHDowYMQIA8NZbb2Hq1Kl4+eWXERUVddbnSETnJiEEzE12eLqpt3kfLq5VHh8qNMJmF9BpNdiWJQU7IxOC0GCVGqyW11mUzI4j2GlehBznMr3c9TV2QiZqO63O7OzYsQPbtm1rcXzbtm1nNSDUZrNh2bJlqK+vR1paGkpLS7Ft2zaEhYVh9OjRCA8Px0UXXYRNmzYpX7NlyxYEBAQogQ4ATJgwAVqt9qTn6GA2m2E0GlV/iIhcfbY9D32fWIWf0otUxw8XO/++sNjsyK9qgBBCyfKMSgxGiK+UvckoMqK8zgytBugrj3hoXoTcL8JPeeyo9QFnXBG1qVYHO/feey/y8vJaHC8oKMC9997b6hNIT0+Hr68vPDw8cNddd2HFihVITU1VmhU+/fTTuP3227Fq1SoMGzYM48ePx7FjxwAAxcXFCAsLU32eXq9HUFAQiouLT/k9Fy5cCH9/f+VPbGxsq8+biLo/q82Oz7bnotTYshv8/61IBwDc/elu1fEjLpkdAMgqr0dWeT3K68xw12sxKMZfCVocS1uJob7wcpcyRM3rcFKjnHOu9DotZqfF48I+obhqWHSbXSfRua7VwU5GRgaGDRvW4vjQoUORkZHR6hNISUnB3r17sW3bNtx999248cYbkZGRAbvdDgC48847cfPNN2Po0KF47bXXkJKSgg8++KDV38fV/PnzUVNTo/w5WfBGRD2DzS6w6NdM1fgGh/c2ZGH+1+m4+aMdyqwqAKgzN6ne53heVmtGRb0FGg1wSUooACC7rF4JaobEBsDTTYdQX3VdTv8o9eDOYB9nBifA21312rOXD8DHt4xssXxGRGeu1cGOh4cHSkpKWhwvKiqCXt/6EiB3d3ckJydj+PDhWLhwIQYPHow33ngDkZGRgLzV3VW/fv2Qm5sLAIiIiEBpaanq9aamJlRWViIiIuIPr8GxA8zxh4h6ps+25+Jfq4/g2ve2qo4LIfD2r5kAgIOFRuzJc+l4XFCjeq+jWaAjq5MQ7IOkUGkaeVGNSQl2zu8VBDQb2ul4v6tbxvZCQrA3lt42qs2uk4hOrdXBzqRJk5TMiEN1dTX+7//+r9W7sU7GbrfDbDYjISEBUVFROHLkiOr1o0ePIj4+HgCQlpaG6upq7Nq1S3l93bp1sNvtGDWKf4kQkTSF3KG6waI8Lqs1o95iU567TiU/3GypqqhGem1LljTeoV+kn6oT8qEiefaVPI08JtAL7jrnX6/NOyHfe0ky1j90iTImgojaV6tTMS+//DIuvPBCxMfHK00E9+7di/DwcPzvf/9r1WfNnz8fl156KeLi4lBbW4ulS5di/fr1WL16NTQaDR566CE89dRTGDx4MIYMGYIlS5bg8OHD+OqrrwA5yzNlyhTcfvvtePfdd2G1WjFnzhxce+213IlFRACAoyXOvlsHCowY21sKMJoHNK51O47gxaG4phFCCHy5Mx8AMG1gFASE8lpORT0AoFeIlO3R67ToFeKDIyXS94hhc0CiTtXqYCc6Ohr79+/Hp59+in379sHLyws333wz/va3v8HNza1Vn1VaWorZs2ejqKgI/v7+GDRoEFavXq1kiP7+97+jsbER8+bNQ2VlJQYPHow1a9YgKSlJ+YxPP/0Uc+bMwfjx46HVajFz5ky8+eabrb0sIuqBrDY7cisblOfHSmuVYKd5oXGJa7Ajv+bv5YYakxVFNY0oqzWjtFbaWTW+XxgOyEtd+wtqYGmyQ6fVqAZ3JoU5gx3OuCLqXGfUZ8fHx6dNGvctXrz4T9/z6KOPqvrsNBcUFISlS5ee9bkQUc+TX2WCze4sPC52CWgcgYifhx615ialo7HNLnBE3l4+rm8YVuwpQFGNCSfkoCkqwAuebjplC7mlSdpMERPoBTeXpatrz4vDyvRi+LjrEOnPYIeoM51RsHPs2DH8+uuvKC0tVXZNObR2ZAQR0dmy2wX+b0U6/Dz1eGyac1NDdrl6dExxjUuwI2dvLuwTih/Ti5TMTk5FPRqtdni6aXF+YpAc7DQip1xaqnIUG4cbPKHRAI5NXM2LkC/sE4rPbj8f7nqtMvuKiDpHq4Od//73v7j77rsREhKCiIgIaDQa5TWNRsNgh4g6XEaREct2SC0kbh2bqBQPZ5c3qN7nCHZsdoGjJY5gJwQ/phehtFbK7CzfJdXlDIkNQHSAt/J1Jyqkz3J0NnbXaxHl76VMOk84ScfjtKTgdrpiImqNVgc7zz//PBYsWIBHHnmkfc6IiKiV9uU7t41vz6nEjMHSBgVHZue8hEDsyKlSsjcZhUaYm+zwcddhRIK0Xdzx2o9yx+Qb0xKUoKm4phHZjiJklwxOXJC3EuzEN8vsEFHX0ercalVVFa6++ur2ORsiojOwK6dKebz7hPNxjpzZSUuUMixF8q6qdYel/lxje4cgUg5oGiw2lNY2KgXNI3sFKcFOrbkJ++WAKjHUGdTEBjlrcXqFMNgh6qpaHexcffXV+Pnnn9vnbIiITsFmF3jkq/245j9bUO/S4VgIgY2Z5crz42XOOp1suc7mfDnYMTfZUWOyYvNx6f0Xp4TB210PP08pyb05swJCSDOqgn094OvhfC2vUsrgJMrNBJs/HhDt327XTkRnp9XLWMnJyXjiiSewdetWDBw4sMV287lz57bl+RERAQBW7CnA5zulupxv9hZg1iipueiholqUyfU2cAlwKustyhJT/2h/BHq7oarBivwqE/bnS9vGR8QHAgDC/DxQ29iEDXIDwt5hzuGcUf5eONIo1fe46TSIddlGfs2IWNQ1NmFiajhC/dQjIoio62h1sPPee+/B19cXv/32G3777TfVaxqNhsEOEbWLAy4jHH7YV6QEO44AZXCMP/bl16Cg2oRGqw378pzLTv5ebojw90JVgxW/HS2DyWqDn4deGfkQbvDE8bJ6bDwmZXxSXCaRR/h7KtvU44N9oHfZXh7o445/TE7pkOsnojPX6mAnOzu7fc6EiOgP5Fc5d1YdKjZCCAGNRoPf5SWsK4dGI6usHrXmJuRVNiiBy5BYaYRDhMEDh4qADUel4KhflAFarUZ+TarNcWSIeoc7l6ccNT0AkMi6HKJu6ayaPwghVJOCiYjO1oe/Z2PK6xuQVabukeOomQGA6gYrSmvNsNsF9soZnJG9gpUBnCcqGvDVLmnJ67JB0lBhR7HxNnloZ3KYM6CJcAloACAl3O+kr7nW6BBR93FGwc7HH3+MgQMHwsvLC15eXhg0aFCr52IRETXXZLPjme8zcLi4Fn//fK9yXAihyuxAbgqYXVGP2sYmeLpp0SfcF5EBUmCy+XgFjI1N8PPU4+I+YQCACIO6i7FrlsY1e6PVAH1clrEcnZLRLEAiou6j1ctYr776Kp544gnMmTMHY8aMAQBs2rQJd911F8rLyzFv3rz2OE8iOgfsctk2fqCgBja7gE6rQU5FA+otNui1GozsFYTNxytQUG1CZb00xXxAlD/0Oi0cYxkcu616hfg4l6r81QXESarMjjMQGhjtD4Onc+NFaqQBAOCh12LKgIj2uXAialetDnbeeustvPPOO5g9e7ZybMaMGejfvz+efvppBjtEdMYyXKaN2wVQWG1CbJA3vtlTAMgdiWMCvbD5eAWKaxrR2GQDAPSTA5IoOUPjmGju2ugvotl8quTQk9fljEkOUb1vcGwAlt4+CinhfvD1OKMJO0TUyVr9X25RURFGjx7d4vjo0aNRVFTUVudFROegzFJ1nc7xsjr4eOjxzm/HAQBXDYtGboVUu1NibFQGezp2T0UGqAOaXi4jHCJclqM89FqlvgdyBijQ2w3e7nrcfkFii/ManRTS4hgRdR+trtlJTk7GF1980eL4559/jt69e7fVeRFRD2a12bE/v7rFBofmwU5WWT0OFtbA0mRHTKAXrhgSrSxHFdU0KsM8+8rBTlSzQmNVZscl2IkK8IJO65zr5+Ohx/qHLsHqeRci0Me9Ta+ViDpfqzM7zzzzDK655hps2LBBqdn5/fff8csvv5w0CCIiam7Rr5l4fe0xPD6tH26TMym1jVaky710xiQH4/fMCuRXmZSgpF+kARqNRlmOOlpSiyJ5sGefU2R2EkKcmR2Dlx4hvu4or7NgcEzLbsf+Xm4tjhFRz9DqYGfmzJnYtm0bXnvtNXzzzTcAgH79+mH79u0YOnRoe5wjEfUwr689BgB4/sdDuHVsL2g0Gqw6UIwGiw1JoT6Y2C8cv2dWoKC6AU12O+Ayk8qRoXEEOtEBXkpBcWSzzE6CS2ZHo9Hgg5vOw9GSOkwdyEJjonPJGVXbDR8+HJ988knbnw0R9XjGRqvqebGxEZH+XjhYKBUnj+sbhphAKSNTUG1CvVkqQk4KkQqKm/fE6euyTdzTTad6LajZktSgmAAMigloy8shom6g1TU7K1euxOrVq1scX716NX766ae2Oi8i6qGOlajrcgqqpILjo/JIht7hfoiW508VVJmUnVWOpSqDpx5eLkGN62gHuHRMPi8hEBqNBkRErQ52Hn30UdhsthbHhRB49NFH2+q8iKibyyytxZTXNyjbxh1OVNSrnjuGdR6Vg6A+4X7KTqmqBivK6+QRDnJfHKlux5ndaR7sPDk9FQ9M7IOPbh7ZLtdFRN1Pq4OdY8eOITU1tcXxvn37IjMzs63Oi4i6uSe/Pah0QnbddZVToe6EnF9lQnWDRQlqksN84e/lBj+XnjZxQd7wcXlucCkmdvTYcRgWF4i543ur3k9E57ZWBzv+/v7IyspqcTwzMxM+PhySR0RSpjc93zml3LEUBZfMjrte+usnv8qE4/IcrCh/T6Vxn2MpCyfJ3rg2BOzF4ZxE9CdaHexcfvnl+Pvf/47jx48rxzIzM/Hggw9ixowZbX1+RNSFCSHw6bYT2JNbpTpuNDWh1tykPHfU40CeaQUAF/cJBQDkVTYo/XVcRzhEu2wj79ss2LnjwkRcNyoOa+ZdCDfdWc0zJqJzQKv/lnjppZfg4+ODvn37olevXujVqxf69euH4OBgvPzyy+1zlkTUJX23rxCPrTiAK9/eDLvduVSVV9VyqQoAGixNSuAzY0gUACC7vN4Z7LhkbFwzO33C1cFOSoQfXrhyIHo3O05EdDKtXtT29/fH5s2bsWbNGuzbt0+Zen7hhRe2zxkSUZf17d5C5fGevCoMjw8C5GyNq1y5TmfL8QrYhdQrZ1SvYABAYY1JmYnlOlU8LsjZEPC8hKB2vhIi6snOqIJPo9Fg0qRJmDRpUtufERF1Cza7wI7sSuX5jhyXYKdZZsfx/KPNOQCAaYMiEeLrDl8PPerMTfg9swJoFuzMHBaDsjozJqVGtOitQ0TUGlzsJqI/1GSz48Ev9uHJbw+odlUdKjKq6nLyXQKcw0XSUtX5iVLwU1Btgs0usDNHqu255rxYaDQaxLsM6kSzYCfQxx3zL+2H4fGB7Xh1RHQuYLBDRH9o+e58LN+dj4+3nMChImeh8b78atX7HHU5drvAhmPlAICrhsYAAIprGpFVVgeT1QZvd51Sm5PgspMqwNsNwRzCSUTtgMEOEf2hXw+XKY9Xphcpj0/IdTh9wqXAxRHsHCo2orzODG93HaYOigQAmJvs2JQpBUCpkQZluGeCS2YnKdSXHY+JqF0w2CGiP5Rf7VyechQSA0BOudQvZ0xyiPS+qgYIIbDhqBTUnJ8YDF8PvZKt2Shne1x75rgO6nTtnUNE1JYY7BARIA/oLJYnibtyZGwgbxN3yJV3XKUlBkOjARqtdlTUW7DxmJQJurC3FASFy1PKHZkd17qcYS71OK5bzYmI2tJpBztWqxUPP/wwkpOTMXLkSHzwwQeq10tKSqDT6U759UTUdQkhcN1/t+KSl9crPW8AoLbRiuoG55Ty3MoGWJrsMDfZkFUmBT59IwwI95MCmqMltUoR8oVy08CoAOk1S5MdaNZLJynUFw9M7INQPw9MHxzVIddKROee0w52FixYgI8//hh33XUXJk2ahAceeAB33nmn6j2uOzWIqPvIqzThQIERJqsNr689qjoOAP5ebvBy08FmF8ivakBGoREWmx1BPu6IDfJCjJyV+XF/ESw2O6IDvJQxDs1nV7lmdgBg7vje2PHYBI59IKJ2c9rBzqeffor3338f//jHP/D8889j586dWLduHW6++WYlyGFxIVH3tCWrXHnsWpezI0fqo9M/yoBIOUNTbGzEnlxpJ9bgGH9oNBrEyg0A1x+RlrD6Rfopfx8MiglQPs/bXYcIA3vmEFHHOu1gp6CgAAMGDFCeJycnY/369di8eTNuuOEG2Gy29jpHImpnrktXeZUNaLJJS06OouKxvUOUpapSoxkb5LqckXIXZEdmp6BaygS5LlUNiXUGOwZPN2i1/KWIiDrWaQc7ERERquGfABAdHY1ff/0VO3bswE033dQe50dEbeiDTdmY+OpvqgaAAFBY7SxMttoECqpNsNrs2JoldTa+IDkU4QYPQA6GNh+Xjo/vFwa4BDsOrsFOqJ+H8rje0gQioo522sHOuHHjsHTp0hbHo6KisG7dOmRnZ7f1uRFRG2q02vDsDxk4VlqHRb+qf3HJrzapnmeX12NfXjXqzE0I8HZDapQBYfLy0+/Hy2FpsiPA2w295fqbmEB1J+SkMHX9zUt/GQQAWHDlwHa5NiKiP3Las7GeeOIJHD58+KSvRUdH47fffsOaNWva8tyIqA1tOOpsDuhalwMAhXKwEx3ghYJqE7LL65VdWGOSQqDTahAmZ2i2Zkl1PCnhzrqc5pmdxBB1EfJfR8Ri2sBIeLtzxyYRdbzTzuzEx8dj8uTJp3w9KioKN954Y1udFxGdoczSOjzy1f4WS1Vb5CUpAMgorFHqcurNTSirNQMAxiRLNTg55fX4PdNZrwOXfjkOfV2aA0b6q4OdwJOMffDx0HMTAxF1ilY3Ffzyyy9x1VVXYcCAARgwYACuuuoqfPXVV+1zdkTUKkIIXP3uZny+Mw9Pf3dQ9dq2LOeEcqtN4ITcFHDd4VIAQFyQN4bFSU3+ssrrlezPeQnSsebBjusWcne9FgZPKVHcfLgnEVFnO+1gx26345prrsE111yDjIwMJCcnIzk5GQcPHsQ111yDa6+9ln12iDrZ8bI6VMnLT2sPlcIqZ2/MTTYcLZGGeIb4SlmXYyXSDqzf5OWtqQMjlV43+/Kq0WCRdlg66nEcBcoOccHqupwf7rsAE/qF46npqe16jURErXXawc4bb7yBtWvX4rvvvsPhw4fxzTff4JtvvsGRI0ewYsUKrFmzBm+88Ub7ni0R/aH0ghrV8zw5e5NZWocmu4C/lxsu6C11Nj5eJgU7B+SvGRYXAMdylLFR2jUV7OMOTzepzibMT53ZiQtSZ3Digr3x/o0jMK5vePtcHBHRGTrtYOfDDz/Ev/71L1x22WUtXpsxYwZeeumlFiMkiKh95FU24C/vbMbXu/NVx9PzmxceS1vKMwql4/0i/ZRi4qIaE8xNNqXHTv9of4T4qWttogKctThezYqLowM4y4qIuofTDnaOHTuGCRMmnPL1CRMm4NixY6365u+88w4GDRoEg8EAg8GAtLQ0/PTTTy3eJ4TApZdeCo1Gg2+++Ub1Wm5uLqZNmwZvb2+EhYXhoYceQlMTe3lQz7Z4UzZ2nqjCA1/sQ26FsxD5QLPMjmOX1bZsqV5nSGygUntTXGPGwUIjmuwCgd5uiPL3hLe7Hl5uzqDGMdfqZNz1nCNMRN3Daf9t5eXlherq6lO+bjQa4enZujbwMTExePHFF7Fr1y7s3LkT48aNw+WXX46DB9WFla+//vpJd3HYbDZMmzYNFosFmzdvxpIlS/DRRx/hySefbNV5EHUnQgisP1KqPN+bL/13abcLHCyUgp0R8jRxR0fjLXITwLSkYET6O8Y+mLBdDoLOSwhS/htzze7EN6vLmTUqDu56Ld6fPaJdr5GIqC2ddrCTlpaGd95555SvL1q0CGlpaa365tOnT8fUqVPRu3dv9OnTBwsWLICvry+2bt2qvGfv3r145ZVXTrpE9vPPPyMjIwOffPIJhgwZgksvvRTPPfccFi1aBIvF0qpzIeouMkvrkOOSzSmokgKa7Ip61Fts8HTTKnU5hdUmlNWaUVBtgkYjBUHOzE4jdsjBzsheQcrnBfs4C5H7R6mHeD5/xQDsenwCJqSyLoeIuo/TDnYee+wxLF68GH/961+xfft2GI1G1NTUYOvWrbj66qvxwQcf4LHHHjvjE7HZbFi2bBnq6+uVoKmhoQHXXXcdFi1ahIiIiBZfs2XLFgwcOBDh4c6/eCdPngyj0dgiO+TKbDbDaDSq/hB1F78cLlU9d/TTcSxhpUYaEBsk1dMU1piUbE+vEB/4eOiVzE55nUUpaHYd1hns0iMntdnEco1GAz9Pt3a6MiKi9nHaHZRHjx6Nzz//HHfccQeWL1+uei0wMBCfffYZxowZ0+oTSE9PR1paGhobG+Hr64sVK1YgNVXaujpv3jyMHj0al19++Um/tri4WBXoAFCeFxcXn/J7Lly4EM8880yrz5WoI9ntAku25CAl3A+jk0OU446C4phAL+RXmZSlqvR8KXAZGO2vFBYXVjfioFycPCDKHwAQ5OMOd50WFpsdpXIzwd4uPXMcS1chvh7KVnQiou7stIMdALjyyisxefJkrF69WilG7tOnDyZNmgRv7zNrJJaSkoK9e/eipqYGX331FW688Ub89ttvyMzMxLp167Bnz54z+tw/Mn/+fDzwwAPKc6PRiNjY2Db/PkRnY82hEjzzfQYA4Ku70jAiQVpqchQdj+oVjPyqfOTLy1iOLM2AaH9lp1RBtUnpr9M3Uup4rNFoEO7vgbxK6etCfN1VHY/vH98bA6INuCQlDHodi5CJqPtrVbADAN7e3rjyyivb7ATc3d2RnJwMABg+fDh27NiBN954A15eXjh+/DgCAgJU7585cyYuuOACrF+/HhEREdi+fbvq9ZKSEkCe0n4qHh4e8PDwOOXrRF3Bt3sLlMcbjpW3CHZG9grE8t35KKgywW4XyvbyAdH+CDd4QqMBLE12pQg52WUSeYTBUwl2XDshA4C/txuuGhbTAVdIRNQxTvvXtnXr1iE1NfWk9S01NTXo378/Nm7ceNYnZLfbYTab8eijj2L//v3Yu3ev8gcAXnvtNXz44YeAXDSdnp6O0lJnDcOaNWtgMBiUpTCi7shuF9h0rFx5nltRrxx39M5xBD8mqw178qpRa26Ch16L3mG+cNdrlcGdRTXS+5NcgpoIl1lWvcOcM66IiHqi087svP7667j99tthMBhavObv748777wTr776Ki644ILT/ubz58/HpZdeiri4ONTW1mLp0qVYv349Vq9ejYiIiJNmZ+Li4tCrVy8AwKRJk5CamoobbrgBL730EoqLi/H444/j3nvvZeaGugW7XWDRr5lobLLhzouSYJCLf4+U1CpdjAEgV+6E/HNGMSw2Ozz0WsQFeSPMzwOltWasOlAEAOgXaVCWniL9vVBilGpy9FqNquNxhMvoh97h6swOEVFPc9qZnX379mHKlCmnfH3SpEnYtWtXq755aWkpZs+ejZSUFIwfPx47duzA6tWrMXHixNP6ep1Ohx9++AE6nQ5paWm4/vrrMXv2bDz77LOtOg+izvLxlhy8suYoFv16HK+vcTbl3Jsn9c4J8JaCH0ew89UuqWPyzWN6wU2nVbohrzooFeQPiHb+MuLa4Tg+2BtuLvU3rv1zmi9jERH1NKed2SkpKYGb26m3nOr1epSVlbXqmy9evLhV7z/ZoNH4+HisXLmyVZ9D1FWsPliiPD5U5FwidhQVT+kfgWU78lBeZ0G9uUnZiXVhH2l3VnSgN3bnViv1NwOj/ZXPcO1+nBSqDmiuHhGD4ppGlBgbcV5CEIiIerLTzuxER0fjwIEDp3x9//79iIyMbKvzIupRimpMLUY5CCFwoNB5zDGYEy4TyYfFBSrZnczSOiXD4yg2bj6faoAq2HG+ltQse+Oh1+Efk1Pwr6sHqzI+REQ90Wn/LTd16lQ88cQTaGxsbPGayWTCU089ddIhoUTnOiEEZv13G2b8exP25ztHruRVmlDrUpdTWmtGbaMVlia70ggwOdwX8XKtzcZjZbALwM9Dj1C5+NixjAUA7jqtqtjYNdhxzfgQEZ1rTnsZ6/HHH8fXX3+NPn36YM6cOUhJSQEAHD58GIsWLYLNZjurDspEPdWBAiOyyqXdVG//ehzv3jAckIuQIXcpLq01o7zOjBMVDThR0YCqBitC/TwwMNofsUHe2Jdfg3Vy5+TEMF9ljlW0S7DTN9JPNZxzdFIwxiQHY0C0P6b0P3UrBiKinu60g53w8HBs3rwZd999N+bPn6/Uz2g0GkyePBmLFi1q0c2YiIBNmc4t5AeLnMtWjvqb5DBfuOk0KK8zo7DahO3Z0tDO6YOi4KbTIlbO7OzOlbJCSaHO4uLYwFNnb/w83fDpbee323UREXUXrWoq6CgGrqqqQmZmJoQQ6N27NwIDA9vvDIm6uWOltcrj/CoTGq02eLrplBqd5DBfWG127MuvQWG1yZnxkYdwOmZZObgWG8cH+2BgtD8EBO6+OKmDroiIqHtpdQdlyLOwzjvvvLY/G6JurLLegt0nqjC+X5iyzAQAx8vqlcdCANnl9YgJ9MIvh6SdWP0iDagxWQEAhTWNOFIsBTsp4VL9TZjfqYMdN50W3983tp2vjIioe+M2DKI2YG6y4W/vbcVtH+/E8t3OMQ9CCGTJy1W+HtLvFlll9Vh3uBRVDVb0CvHBJSmhSvZmb141qhqs0Gqc/W/CDOoGmclhHM5JRNQaDHaI2sD6I2XK8tNHm7OV46W1ZtSam6DVAOcnBgMASoyNyjb0C3uHQK/TKlvIlTlWYb7wctcBAMINzsyORgPEBTHYISJqDQY7RK2w+mAxRi5YizUZJarjrlvKDxYa0Wi1AQCOy1md+GAfxAZJAU1JbSMOFEgNBPtHSUXFkc365QyKcQ7ADfV1ZnYMnm6qHVdERPTn+LcmUSs8+e0BlNaacfvHO2FusinH0wuc3Y+FcDYIdPxvUqiPkqEpNZpxuFh6v6MI2bXbMQAMiHKOfXDXa5EYImVzxvUNa8erIyLqmRjsEDVjbLTihZWHWnQ8rqgzK4M1ASCnXOpmbLcL7JNnWXnIWRdHB+StWY5lKT9lCvnRklpUNUgFyYnyNvIQHw+4u3Qy7h2unkS+4p4xWHzjCDw1PbUdrpiIqGdjsEPUzKPL9+O9DVm459PdquOHimpVz/Pk0Q1HSmpRY7LC212Hy4dEAQCyyupQUWdWBnTOGBylZHYOFkpZnQiDJ7zdpaJlrVaDYF935bObD+f093bD+H7hCPB2BxERtQ6DHTonVTdYMO7l9Xjoy32q4za7wMp0KUDJrWxAg8U5zsFRgOyQXyUFO9uypCaAw+MDERsoNQAsNjbiUFEtbHaBxBAfpEYZVOMbACAhxFv13HX0gyMLREREZ4/BDp2Tfj1Siqzyeny5K18JVgAgp6Je9b49uc7C42PNgp28KmnS+PYcaalqVK8ghMtbyIuNZqWZoCNLExfkDS83nfL1ic0mkb/1t2G4OCUU8y/tq+rTQ0REZ4fBDp2T9uU563HWHy1THmcUGlXvS5frdoQQ2CIHRWOSpS3keZUNEEIo28VHJQa7FCE34pi8E6t3uBTU6LQa9I101uL0jVDX5UT4e+Kjm0fizovYCZmIqC0x2KFz0t48Z8bG0bEYQIuiZEewk1lahxMVDXDXa3HteXGAnNkpqmlEeZ0FOq0GA6P9EWFwZHYaldlXrpPIB7tsKU9pVoRMRETtg8EOnXPMTTZVBsc12NkqZ2+uHBoNADhcJL1vR04VAGB4XKCSkcmvbFCKjXuH+cLTTacEO9UNViVwci02vv78OOVx3wjn9nIiImo/ZzQbi6g7yyg0wmKzQ6fVwGYXKKg2KYXIjkzO1SNisGJPAQqrGyGEwJ5cKdgZFh+AGLkIudbchM3HpYnmjn45Bi89vN11aLDY0GCxQaNRz7JKDvPDRzefByHvsCIiovbHzA71aMu25+Lr3fmqY44lrIv6hMLgKcX7eZUmZJbWwS6AEF93DIsLBACYrDZUN1ixR/6aobGB8HLXIUTuarz6gLRzy9EJWaPRIC7IucsqJtBLGfvgcHFKGC5JYXNAIqKOwmCHeqzfjpbh0a/T8cAX+1BZb1GOO4KdIbEBiAuWApO8ygalxiYpVFqScgQ0h4trlU7IQ+KkmhvH6IfCmkYAQGqkc0kq1iXYSW6244qIiDoegx3qsb7d65w+vs+lINmxnXxoXIDSFye3sqHF7qloeYTDqgNFEELK0jgCIMfXOaS6jHdwzew074RMREQdj8EOdXsbj5Vh8aZs2OxCdbyw2qQ8dmRzKurMyJU7Hw+KCVACk7yqBuw6IdXlpEQ45lVJ2Zsf5SaDQ2KdO6kcmR3HY38vZ/2NYwQE5JlYRETUuRjsULcmhMBNH+7Acz9k4P2NWarXiuQlJgDYJ08ldwQ9SaE+8PdyQ4wc7OzPr8FOuTngJSmhgEuwU14nzcNSBTsumZ3+kf6q7ztjcJTyeLDL1xARUedgsENdnhAC3+wpwC+HSlq8VmxsVDI6X+3KV32NKtjJq4YQQgl2hsoFyI7Mzq4TVbALYEC0Qdlt1Xy8w9A4Z+DiujzluoQFAH6ebtj48CVYetsobi8nIuoCGOxQl7f5eAX+/vle3LpkJ5Ztz1W9dqjI2S/nRGUDmmx2AEBprRmWJumxRgNUNViRV2lSFScDQGygOqCZfX6C8thRswMAeq1G2XEFAMPiAnDb2F4I8fXAlAERLc45Nsgbo5NDzvraiYjo7DHYoS6jttGKT7aeQL25SXXctdvxW+syVa9tOe6ca2VpsiOnQqrHeWnVEQBAdICX0qn4eHldi2Anulmwc3HfUOWxa2anX6QBni5zrTQaDR6/LBU7HhuPPixCJiLq0hjsUJfx5LcH8fg3B/B/K9JVx12zNwXVJlTJ28jNTTYs312gem9mqTRpfK285DV3fLKyVLXpWDlqG5vgrtciRe6C7KFX98AJ83Nmc+KDnMXFw+MDT3rOHNhJRNT1MdihLkEIgRV7pMDl272FsLvsrMooUg/ndPS8WZNRgsp6C8INHpjSX1pKKqxuRHpBDWpMVvh56jFzWAzi5V46q+QGgCnhfnDTOX/0P7v9fPi46zB3XLLq+/h7u2Hp7aMwb0IfzGn2GhERdR8cF0FdgmP5yeFgoREDY/xR3WBBVlk9AGBgtD/SC2qQWVqHEQlBWLY9DwDw1xGxMFlsgFywvOmYNMV8dFIw9Dot4oKlDE2BvBW9X6R62SktKRj7npoEva5l7D86KQSjk1h7Q0TUnTGzQ13C3rwq1fMtWdLMKUcDwMQQH2UpKau8HiXGRmzKLIdGIwU7Ef7S8lNRTSM2HJO+dmxvqf4mPkjdALBfZMsdUicLdIiIqGfg3/DUoaobLPjHl/uw7rB6G/ne3GrVc0eQ42j0Nyw+UFmOyq1oUAqN+0YYEBvkjUh/qZi4oKoB++WeOmmJwUCzjsY4RbBDREQ9F4MdahdV9RY0Wm0tjv93Yxa+2pWPWz7aiczSWuX4oSLpsaP2ptgo9chxBDvD4wOVoCW3sgEH5OnkA6OlwMWR2dmdW41Gqx2eblr0CpGWr5rvuOrH3jdEROcUBjvU5rLL6zHmn+tw5/92tXjtmz2FyuMtWZXK42Ny4DOmt1QfU2o0o8lmVzofD4tzyexUNmB/viPYkXrfRPp7wlXvMD/otNJOKbdmS1T+3m4gIqJzB4MdanPvbTiOBosNvx0tg7HRqhwvNTYqRcIAcLRYCnAq6syoarBCo3EuPZXVmnG4uBYNFhv8PPToHeardDauMzdhg1yEPEAOdkL9PKB12QXu2FrucPkQaYTDS38Z1H4XTkREXRKDHTojQgj8c9Vh/HPVYQihHsC5L69Gebwrx1l4fLBQvYX8iBzs/CRvCU8I9lEGbFpsdvxyqBQAMDQ+EFqtBp5uOkQYPOXvD+i0GqX+xk2nRaifh/LZfZsFOwuuHIhVf78Afx0R20Z3gIiIugsGO3RGVh8sxjvrj+Od9cfxtUtjP5tdKH1wACi1NZCHbcJlEnhOhbSlfOk2aQTE7LR4eOh1CJSXmdYdkYKdITHOMQ1xwc5i495hvqquxhH+ztqc5pkdXw8951QREZ2jGOzQGfl+f5Hy+OeMYuVxYbUJZnkmFeT6GoffM6Ut4TMGRwMAyurMqG204kiJlOGZLBcnh8vZm33yjqs+LoGL6zbyYc26Ghs8nW2jmgc7RER07mKwQ2fkWIlzJ5Wj6R9cCo0dTsjBTnWDBbtzpSWtK4dGw12vhRDA+iNlsNkFgn3clSLj3s1mTbnOnnLdRj6iWbDjaP533ag41dgHIiI6t7GDMrWa1WZHdrkzwMmpqEeTzQ69Tovv90kZn95hvjhWWoc8Odj5YX8RmuwCfSP8EBfsjSh/T+RUNGDdYWmpKjXKoMyZSgn3xffyZ+u1GiQEO2dUTR4QgWU78qDVAhenhKnO684LE3HZoEjENNtqTkRE5zZmds4Ru3OrcPm/N6kmiDt8sTMP097ciKMl6qxMVb0Fj3+Tjqe+PaDqmZNVVg+rTcDLTQd3vRZWm0B+lQnrDpco863+PqEPIPfLabTa8PXufADAX4bHAC4TxbdmSVPLHT1x0Cyz0zfSD+56549pn3A/bHrkEmx8eByCfNxV56vVahAb5M3hnEREpMJg5xxxx8c7sS+/BrMXb1MdF0Lg4a/242ChEbMXb1e99vnOPHyyNRdLtpzAKz8fUY5vz5H64wyNC1CWlQqqTfj1sLQdfHzfMEwdGAEfdx2EALZkVWB3bjW0GmCGvAXc0fG4qEZqHui6PHVeQpDy2NejZfKRwQwREbUGg51zgBAC5XUWAICxsQkWlwJi1+3gjiyMQ4bLa8t25Clft03OxpyfGKxkaAqqTUpmaNqgSGg0GmUA5w/y0tbAmAClliYqQF1T4xrsBPm4Y1hcAADg2vPi2uw+EBHRualTg5133nkHgwYNgsFggMFgQFpaGn766ScAQGVlJe677z6kpKTAy8sLcXFxmDt3LmpqalSfkZubi2nTpsHb2xthYWF46KGH0NTU1ElX1LlqG614/ocM7MlVD9XMrzKpnju2fEPeQq5+r3P3lOuyVm1jE7ZnSxkdR1fj4fGBiJaDlsJqE46VSlvOHQXFcXLPnF/kOVgp4b7K5zmCJId4l7ocAPjwppFYfOMIpRkgERHRmerUYCcmJgYvvvgidu3ahZ07d2LcuHG4/PLLcfDgQRQWFqKwsBAvv/wyDhw4gI8++girVq3Crbfeqny9zWbDtGnTYLFYsHnzZixZsgQfffQRnnzyyc68rHa3NqMEh4uNLY6/8vNRvL8pG1e/u0VdY+NSTAwABS7Bz6oD6mDnRIUU7NSYrEq/nP5RUn+a7Ip6VNVbkFcpff2AaH9EyctR6fk1qKy3QKMBksOkoMaRralukLoou+6qch3v4K7XIjFUHez4e7thfL9wLlkREdFZ69RgZ/r06Zg6dSp69+6NPn36YMGCBfD19cXWrVsxYMAALF++HNOnT0dSUhLGjRuHBQsW4Pvvv1cyNz///DMyMjLwySefYMiQIbj00kvx3HPPYdGiRbBYLJ15ae1mb141bvt4J6a8vlHVudhmF/hsu9Scr8kusF5uyAcAOc2CnXx5ZMPxsjocK62Dm06DMcnSmAZHX5zlu/JhtQmkhPthcKy0pFRWa8aBQimzFh/sDX8vNyVD86v8/eKDvJVGf3HNsjWuhcfRLpmd1EhDi/lVREREbaXL/Atjs9mwbNky1NfXIy0t7aTvqampgcFggF4vFa1u2bIFAwcORHh4uPKeyZMnw2g04uDBg6f8XmazGUajUfWnK7HbBa75zxZcvuj3FpPDHVPAASjN+CDX17g289vrMrIhu3mwIy9VOZaw0pJCMCBK6lLsyOxsPi7V5fxleAzC5DEMZbXmFgM4HRPF7XLc1fsUPXEAoI/LMlZskDfcdFLWZmSvIBAREbWXTu+zk56ejrS0NDQ2NsLX1xcrVqxAampqi/eVl5fjueeewx133KEcKy4uVgU6AJTnxcXFLT7DYeHChXjmmWfa9DraUlZ5HbbJ9TFf7crH9efHK69lujTt25xZoYxA2JZdofqMfS5bzB21N8lhvsgsrVOWsVbLS1hT+kfALmeJ8iobIITA3jwpqBqeEIhDRVIwWF5nRnWDlDFTgp1mtTeuAY1rsOPnoVfmWgGAp5sOvzxwMXbkVGJSf/X/h0RERG2p0zM7KSkp2Lt3L7Zt24a7774bN954IzIyMlTvMRqNmDZtGlJTU/H000+f9fecP38+ampqlD95eXln/ZltyTUrs/5Imeo1R2YFgBKEwGVX1YR+UuDgyOaYm2xK5+LLB0vFvvlVJjRYmrBfnls1vl8Y4uWZU7mVDcgqr0d5nQXuOi1SIw0I9ZUyOyXGRuyUM0uOYCfc4AnXshrXBoCugVCon0eL+pu4YG/MHB4DP0+3M7tRREREp6HTgx13d3ckJydj+PDhWLhwIQYPHow33nhDeb22thZTpkyBn58fVqxYATc35z+MERERKCkpUX2e43lERMQpv6eHh4eyA8zxpytJz3dmZbLLnUM168xNqgDHdRnLMUH8opRQQJ47ZbcLfL27AI1WO0J83ZWOwwXVJmSW1kEIIMTXHeEGTyULk1vZgF8OSfdwZK8geLrplGni+/NrUFZrRqC3G4YnSKMa3PVaZZkL8vKUg7tei7HJIfD10OOpGf3b/D4RERGdjk4Pdpqz2+0wm82AnNGZNGkS3N3d8d1338HTU92bJS0tDenp6SgtdRbjrlmzBgaD4aRLYV1NbkUDNhwtg90uVMczXaaG51Y2oMkm1eLsya2C61uPltTCbhcwN9mUrxmTFAyNRipYrqi34MPfswEAt12QqIxRcK29ceyQigrwgk6rgbnJrkwxH9dXCo5iAtW1NxP6hcNDf/Jp483rdJbcMhK7npiAi/qEns2tIiIiOmOdGuzMnz8fGzZsQE5ODtLT0zF//nysX78es2bNUgKd+vp6LF68GEajEcXFxSguLobNJhXtTpo0Campqbjhhhuwb98+rF69Go8//jjuvfdeeHh4/On370w2u8B172/F7A+2Y+FPh1SvuQ7WtNoE8uQamx050hLS9MFR0Gk1aLTaUVZnxvojZbA02RFu8EBCsA+CfaRrzy6vV3rfzBwWgwBvN/i4S0GKY7eWI9hx0zkzNIflLJGjk3GonweiXLaKJ4U563IAoI/L83CDOiDVaTWqwIiIiKijdWqwU1paitmzZyMlJQXjx4/Hjh07sHr1akycOBG7d+/Gtm3bkJ6ejuTkZERGRip/HDU2Op0OP/zwA3Q6HdLS0nD99ddj9uzZePbZZzvzslRyyuux+Xi5aps4APyeWa40+/thf5FyvMHSpIxQCJZnPxXJW8V3ymMazk8MUop986salF45MwZHQavVKEHLL4dKIIRUO+OomXHsnvpFHsCZEnGK3jc6reo1x/ZzAEgIVmdv5k3sg0BvN1zUJxQ6LfviEBFR19Kpu7EWL158ytcuvvjiFgHCycTHx2PlypVtfGZt43hZHSa9tgE2u8C71w/DlAGRymu/Hy9XHpfVmmGzC+i0GuyTi5ODfNzRO9wXFVmVKKszw2SxKcXBIxOC8G1gIQqqTcivMimdjS/qIy07hRk8kFEErJFrbwbF+CvfKybQG0dLpHodtGj05wVAqhdKjTKoBnBe2CcUP8lBVfNux1EBXtj0yDilvw4REVFX0uVqdnqS9Pwa2OQim18Olape2++y46rJLlBUI2VvvpGnhk/sF67MkSo1mrElqxyWJjuiA7yQHOaLGHmn086cKhRUm6DTajBEnicVL9fNOJbDHB2Q8SdbxSNcMjuOJoMOMwZHweCpR7CPu2pCuYOPh55ZHSIi6pI6vc9OT+Y6Z2qrSx+c3IoGbMlS98XJqzQhxNcDP6ZLS1pXDYvGmgwpM1NWZ1Y6G1/SNxQajUYpNl6+Ox+QAxrHhPDUKPXusv5RrpkdZ7ATG+Sl2vbtuozlKE528PHQY+2DFwECzOAQEVG3wmCnHTlmSDke51c1ICbQG+/8dhwAkBTqg3CDJzYfr0BeVQNqTFbUmZsQE+iF8xKClIGbpS79bS6Rt487am8aLFKxdlqiMxOTGukPV67Bj+vOKkevHIfJ/SOw9lAJJqVGYHh8y67GjkwTERFRd8JlrHaUX92ger5FHsGwXc7yPDS5r1L/kl9lwqZMqYHghH7h0Go1qv42+VXSUlVakhTUNN8Ofn6SM9jpE6HeLeXaB8e1fmdQTIDqfbFB3lh2RxpuGdvrrK6biIioK2Gw044cu61GxEsN+LZmVaK8zozjci3N+YlBiA2SMjT5lQ34PVMKgsYkhwBKwbBzanliiA+83aVknGvtjU6rUbaJA2ix1du1c3FskDfenz0Clw2KxNXDY9rjsomIiLoULmO1o7suSkJORT36Rvhh54kqbM2qwA5551RKuB8CvN0RK2dotmVXKoXGoxKlwMW1vgYA+kU6l6MiA5xLSjGBXkq9jsPzVwzA498cwOPT+rU4rwmp4ZiQynlURER0bmCw047+NjIOkHvn6LT7UVBtUnrqOCZ9O8YrFMi9dAbH+MMgFw1HGDyh02qUHV19I53bxD30OmWw58OT+7b43rNGxSEtKVg1q4qIiOhcxGCnA3i76xEV4Im8ShNWHpCCnWHxUr1McpgvtBooYyBcm/fpdVrl69AsswMAH9x4HsrqzBguL5O50mg0SAr1bXGciIjoXMOanQ4SEyBlcBzN/HqHSVkaXw89+kY4g5jEZj1sIlzGL6Q2C3bigr1PGugQERGRE4OdDuIoRHZwzbqcl+AMWHqFqLMxs9MSALkHjuuuKiIiIjo9XMbqIK5bxaMDvODl7twxdeWwGCzZcgIA0CtUndmZPjgKvh56hBs8VbuqiIiI6PQw2OkgF/YJxRu/HEOgtxvmjEtWvTYkNgD3jUtGk120GOcAAJc062ZMREREp08jTmfaZg9nNBrh7++PmpoaGAyG0/iKM2NussFNq4WWM6SIiIjO2un++83MTgdq3uyPiIiI2h8LlImIiKhHY7BDREREPRqDHSIiIurRGOwQERFRj8Zgh4iIiHo0BjtERETUozHYISIioh6NwQ4RERH1aAx2iIiIqEdjsENEREQ9GoMdIiIi6tE4GwuAYxaq0Wjs7FMhIiKi0+T4d/vPZpoz2AFQW1sLAIiNje3sUyEiIqJWqq2thb+//ylf14g/C4fOAXa7HYWFhfDz84NGo+nUczEajYiNjUVeXt4fjqs/V/B+qPF+tMR7osb7ocb70VJPuidCCNTW1iIqKgpa7akrc5jZAaDVahETE9PZp6FiMBi6/Q9hW+L9UOP9aIn3RI33Q433o6Weck/+KKPjwAJlIiIi6tEY7BAREVGPxmCni/Hw8MBTTz0FDw+Pzj6VLoH3Q433oyXeEzXeDzXej5bOxXvCAmUiIiLq0ZjZISIioh6NwQ4RERH1aAx2iIiIqEdjsENEREQ9GoMdIiIi6tEY7HQSboKjP8OfETXeD8BkMnX2KXQptbW1qp8L/ozwZ+RUuPW8A1gsFrz55pswGAwYMmQIRo4c2dmn1OksFgsWL16M4OBgjBgxAomJiZ19Sp2KPyNqvB9qVqsVc+fORU5ODkJDQ3HPPfdg1KhRnT7Lr7NYrVbMmTMHBw4cQHBwMGbNmoVrrrmms0+rU/Fn5I8xs9POVq5cicjISHz11Vd48803MX36dCxcuLCzT6tTff311wgLC8OHH36IBx54AFOnTsWHH37Y2afVafgzosb7oVZcXIxRo0Zh//79mD59Ovbv34+77roL//rXvwB5kPG5pLq6GuPGjcOBAwdw3333wWq14oknnsADDzzQ2afWafgzchoEtau//OUv4u677xZCCFFYWCgWL14sNBqN+PDDD4XZbO7s0+twdrtdTJ48WTz00ENCCCEOHjwonnrqKeHm5ibWr1/f2afXKfgzosb7ofbVV1+J/v37i/z8fCGEENXV1eLpp58Wnp6e4sCBA0LI/12dK9avXy969+4t0tPThRBCNDY2ig8//FBoNBrx008/dfbpdQr+jPw5BjttrKmpSXl8/PhxERMTI5YtW6Z6z0033SSGDRsmtm7d2gln2PFqa2tFfX29EEKIvXv3Cj8/vxbXfumll4qRI0cq/7GeK/gzopaVlcX7IbPZbEIIId555x0RFRWleq2oqEhMmDBBjBkzppPOrvMsX75ceHl5qY7Z7XZx/fXXiwEDBgiTydRp59bR+DNy+riM1YYef/xxPPbYY8rzXr16wWKxoKqqCnApHPvXv/6FoqIirFy5EhaLpdPOtyM89NBDSEtLQ3l5OQAgNjYWGo0GhYWFgFybAQDvvvsudu3ahVWrVnXq+ba3NWvWYP/+/Upa+Vz/GTl+/LiqqDQ+Pv6cvh/vvfceli5diszMTGi10l/POp0OERER2Lhxo/K+iIgIPProo9ixYwfWrFkD9NDi3O3btwPNlmEMBgNiY2OxfPlyQL5ujUaDp556CpmZmcrxnrp089VXX2Ht2rUoKiriz0hrdHa01RN88803Ijw8XJx33nnijTfeEBUVFULIWZ677rpLDB48WHmvxWIRQgjx5JNPiri4OFUmqCd55513hMFgEDExMUKj0Yhff/1VCCFEcXGxuPrqq8VVV12lvNdqtQohhLjjjjtU96on+fDDD0VERIQYOHCg8PPzE/fcc4+SxbrzzjvPuZ+RxYsXi7i4ODF8+HAxatQo8b///U+5zuY/B+fC/Vi1apUIDQ0VQ4YMEfHx8aJ3797ilVdeEUIIsX//ftGvXz/x4osvqpbxiouLxYwZM8QNN9zQiWfePlasWCGioqJEcHCwyM7OFsLl74msrCwxfvx4cdddd4m6ujoh5AyH1WoVN998s7jwwgs79dzby8cffyzCwsLEyJEjRWhoqBgzZoxYvny5EEKI3bt3i9TU1HPqZ6S1mNk5S/X19Vi8eDHuvfdebN++HXPnzkVQUBAgR9sTJkyA2WzGG2+8Abj8tnHTTTehvLwce/bs6dTzb2ubNm1CYmIinn32WfznP//Bb7/9hqFDh+LYsWMAgPDwcJx//vnIzc3FsmXLVF97zTXXoKioCEePHu2ks28fixcvxoIFC/Daa69h3bp1ePfdd7FkyRKUlZUBACZNmnRO/Yy88cYbWLhwIV566SW88cYbmDJlCm688Ua89957EEJg+vTpMJlM58z9AID3338fV155Jfbs2YM1a9bgzjvvxD/+8Q98//33GDhwIC6++GIsX74cmzdvVr4mPDwcbm5uym/3PcWnn36KF154ARdeeCH69euHF198EQCg1+shhECvXr1w8cUXY/fu3VixYgUAQKvVQq/XIzAwEB4eHqirq+vkq2g7TU1Nyn8zL7zwAjZu3IhvvvkGSUlJeP/992EymTB06FCMHTsWX3/99TnxM3ImeAfO0vr167F161Y89thjqKqqwqOPPop//vOf+PTTTwEAEyZMwMSJE/Hqq6+iqKgIHh4eAID9+/cjJCQEvr6+nXwFbeu7777D1KlTkZ2djWuvvRaJiYmoqKhQlq0A4Morr0SvXr3w7rvvoqKiAnq9HgBw7Ngx+Pr6wt/fvxOvoO0IIWCz2bBu3TqkpaXh2muvRUhICK677jpERUUp/4iPGTMGkyZNOid+RhoaGvDjjz8qW4VHjx6Np59+GmPHjsULL7yAn3/+GRMnTsTkyZN7/P1wLClkZ2dj7dq1uOqqqwAAvXv3xoMPPoi//e1vePDBB1FeXo6nn34aTU1NeO+991BQUKB8hslkUn656u5sNhsAIDk5GePHj8c///lPzJgxA+vXr8f69esBeXs1ANx9992Ijo7Gf//7Xxw5ckT5jNLSUkRFRfWYnxHIv1CXlZXhxhtvxM033wx3d3eMHj0aqampMBqNyrLuM888A6vV2qN/Rs5KZ6eWuitHZfvixYvFFVdcIdauXSt69eolJk+eLGbMmCF0Op2YM2eOqKysFNnZ2WL06NFi2LBhYtmyZSIzM1Ncc8014tJLL+1xxXSOgjnhkna+8cYbxYQJE1TvW7lypRg+fLiYOHGi2LJlizhx4oSYOXOmuO6663rcMsXQoUPFbbfdJoqLi4UQQtx3330iJSVFPPXUU2Lz5s1CyIXK58LPiNlsFkFBQWLp0qVCCKFc21/+8hcRFRUlrr/+elFbWyuOHDkixowZ0yPvx9GjR1U7Y0wmkwgLCxPvvfeeEPI9EvKOGm9vb7Fw4UIhhBCff/65uOCCC0R8fLx45ZVXxA033CDCwsLExo0bO+lK2kbz+yFc/u44cOCAmDFjhpg6dWqL1zZu3CguvfRSERAQIP7xj3+IWbNmiaCgIPHDDz8I0c13HzW/J3v27FH+XnT8Hfvpp5+KIUOGqJatvvzyyx75M9IWGOycpi+++ELcdttt4vXXXxf79+9Xjn/22WfC399f3HPPPeLJJ59U6gs++ugjMWrUKPHyyy8LIa+dTpkyRaSmpoqoqCgxevRoZS26uzrVPXENeIRck3LJJZeImpoa5TWbzSb27dsnBgwYIPr27StCQ0PF2LFjRW5ubodfR1v5o5+R2NhYMXHiRBEcHCz69u0rnn32WXHJJZeIQYMGiRdffFEI+Wdk8uTJPeZn5FT3429/+5vo27evUrP0ySefiEsuuUTcdtttIjk5WXlvT/tv5vPPPxcJCQkiJSVFjBw5UixevFgIIURdXZ2YPXu2mDx5svIPl+Pvkfnz54u4uDjlM/Lz88Udd9whrrjiCjF16lRx+PDhTrqas3eq+yGaBSoffPCBSE1NFR988IEQLsGOkLedP/bYY2L27Nniqquu6tb3Q5zknrz//vuq113/br3uuuvETTfdJIRLgCx62M9IW2Kw8yfKy8vFX/7yFxERESHuuusuMXbsWBEdHS0+/PBDIeT/KAcMGKD0AXGw2+1i5syZ4tZbb1V+EBsbG0VRUZHqL/7u6FT35KOPPlLeY7fblf8wP/roI2EwGJTfTOx2u/KXWU1NjTh27JjYuXNnJ13N2fuznxEh/8P90ksviQsvvFAYjUbl+O233y6uvPJKUVJSIoT8W353/xk51f1YsmSJEPJvrYmJiSIxMVFERUUJb29vpdBSr9eLH3/8UfmsnvLfzM8//ywSEhLEokWLxKpVq8QDDzwg9Hq9ks356KOPxNChQ8V//vMfIVz+Qd+xY4cIDQ0VO3bsUH1ed89unex+uLm5iffee080NDQI4XIP8vPzxa233irOO+88UVtbK0Szf9xFs5Yf3dUf3RPH/9+OvztNJpMYNGiQ+N///nfKz+vuPyNtjcHOn/jyyy9b9H+ZOXOmSExMFCtWrBBCCPH2228LjUYjFi1apPqt46abbhJpaWnK8+6cVnV1qnuSlJSk3BPX30DWrl0rYmNjxS+//NLis3rCPfmj++H4R9xqtYprr71WPP/880K4/GX9wAMPiKSkJGVXSU++H7169VJ+PvLy8sTq1avFkiVLlCxGaWmpSExMFF9++WWnnXtbc/z/+cwzz4jhw4cr1yqEEPfcc48YOnSoWL16tTAajWLWrFktsleff/65iIqKEllZWZ1y/m3tz+7HiBEjxNdff93i63744QcxYsQI8dRTT4l9+/aJyy67rFtngV2dyT0pKCgQCQkJ4ujRo0LIv0DMmzevg8+8e2GB8p9YunQpYmJiEB0drVT4z5gxA9nZ2XjrrbdQUVGBO++8ExMnTsRbb72FdevWAXL77sLCQtxyyy3KZ/WUGSWnuidZWVl46623UF5eDq1WqxQcBgUFwWKxKM9d9YR78kf3Y9GiRSgpKYFer0dFRQV27twJAHB3d0dJSQmOHj2Ka6+9Fj4+PkAPvx85OTl46623UFpaipiYGEyYMAGzZ8+Gm5sbAODXX3+Fu7s7xo4d28lX0HYc/39mZGQgKSkJbm5uSpHt888/Dx8fH3zyySfQ6XS49957odVqce2112Lz5s3Izc3FypUrMXz4cERERHTylbSNP7sfnp6e+Pbbb1FcXAy4FC1fcsklGDlyJJ599lkMHz4cVqsVYWFhnXglbae19wQA1q5di9jYWERGRuL+++9HamoqTpw4AavVem730vkDDHZcbNiwAatXr0ZTU5NyrHfv3jh48CAAKBX+hw4dwrhx42AymfD1119Dq9Xi008/RVhYGK677jpMnToVQ4YMgdVqxbRp0zrtetpCa+9JY2Ojsh1Up9MBAIYOHQq73Y7ff/+9U66hLZ3J/fj2228BAPPnz8ePP/6IMWPG4J577sGIESNgNBpxxx13dNLVnL2zuR9arRZlZWU4fPgw/v3vf2PevHm46qqrEBIS0m3/wl6zZg3mzp2L119/XWmIBwDjx4/HTz/9BJvNpvxjFhgYiNmzZ2PLli3Ys2cP0tLS8P7776OpqQm33HILRo4cif379+Nf//oXvLy8OvW6ztSZ3g/HDiudTof6+nq89957+M9//oOLLroIu3fvxqpVq5Rdet3Nmd6Tw4cPA/Iuvh9++AEHDhxAQkICfvnlF2zZsgXLly+Hm5tbj/iFqV10dmqpKygrKxOzZ88WGo1GDB48WJVGPn78uAgNDRUXXniheOmll0RaWpro1auX+OWXX8TgwYPFE088oawXl5SUiJ9//ln861//UtL13dXZ3hPhkp4tKysTd999t1i3bl2nXc/ZOpv78fjjjyvvXbFihXjkkUfEddddJ7744otOupqz1xY/H0IIsWvXLnHFFVeIXr16/WH9QVdXWFgoLrvsMhEWFiZmzZolBg4cKPz9/cW2bduEEEIcOXJEREdHK9fuWnMSEREhXn31VeV5bW2tyM7O7tajMc72frz22mvK84MHD4pRo0aJjz/+uBOupO201T2pr68Xl1122UnHqtCpnfPBjtVqFW+//baYPHmy+Pzzz5Wtno2Njcp7Nm3aJG677TYxbNgwMWfOHFFWViaEEOKGG24QM2fO7MSzbx+8J2q8H2ptfT92797d4dfQlurr68WNN94orrnmGlVtzciRI5XdMkajUTz//PPCy8tLqTVx/DJw0UUXidtuu035uu5et9XW96MnaOt70p03dHSWcz7YEUKIrVu3iu+++04IuUgsNDRU7Nmzp8X7XCPtkpISMWDAAKXgtPl26+6O90SN90OtLe6HazF/d3fHHXcoE7cd1/X000+LUaNGKf9gZWVliTFjxojzzz9f5OTkCCGEOHHihOjXr5/SG6an4P1oifekczHYOclvUlFRUeKOO+5Qtgg3bwBmsVjE22+/LYYOHdrtt8SeCu+JGu+HGu+HmusOGkdQe91114nbb79d9b78/HyRnJwsEhISlEaK48aNUxpO9hS8Hy3xnnQuBjsuHL+FfvHFF0Kv14uff/5Z9Xp+fr54++23xYgRI1RdYHsy3hM13g813o9TGzNmjNJ7ymazKf/AHTt2TCxbtkzMmzdP1Zuqp+P9aIn3pONoRHfd9tDORo8eDR8fH2WXVVlZGUJDQ/HZZ5+hsLAQDz74YGefYofjPVHj/VDj/XDKysrC6NGj8eOPP2L48OEAAIvFAnd3984+tU7B+9ES70kH6+xoq6txncmi0+nEG2+8IebOnSuGDRsm0tPTO/v0OgXviRrvhxrvh5Nj+W7JkiUiKSlJOf7000+Lu+66S+mUfa7g/WiJ96RzMNj5A+edd57QaDQiPj5erFq1qrNPp0vgPVHj/VDj/ZDce++94uGHH1ZGAISFhYnVq1d39ml1Gt6PlnhPOhaDnZPIzMwUAwYMEN7e3i0GsZ2reE/UeD/UeD+cTCaTSE5OFhqNRnh4eCiDXs9VvB8t8Z50PH1nL6N1RTqdDjNnzsQjjzzSbTuXtjXeEzXeDzXeDydPT08kJCRg4sSJePXVV+Hp6dnZp9SpeD9a4j3peCxQJiJqYzabTRmXQrwfJ8N70rEY7BAREVGPxkGgRERE1KMx2CEiIqIejcEOERER9WgMdoiIiKhHY7BDREREPRqDHSIiIurRGOwQERFRj8Zgh4i6vJtuugkajQYajQZubm4IDw/HxIkT8cEHH8But5/253z00UcICAho13Mloq6HwQ4RdQtTpkxBUVERcnJy8NNPP+GSSy7B/fffj8suuwxNTU2dfXpE1IUx2CGibsHDwwMRERGIjo7GsGHD8H//93/49ttv8dNPP+Gjjz4CALz66qsYOHAgfHx8EBsbi3vuuQd1dXUAgPXr1+Pmm29GTU2NkiV6+umnAQBmsxn/+Mc/EB0dDR8fH4waNQrr16/v1OslorbDYIeIuq1x48Zh8ODB+PrrrwEAWq0Wb775Jg4ePIglS5Zg3bp1ePjhhwEAo0ePxuuvvw6DwYCioiIUFRXhH//4BwBgzpw52LJlC5YtW4b9+/fj6quvxpQpU3Ds2LFOvT4iahucjUVEXd5NN92E6upqfPPNNy1eu/baa7F//35kZGS0eO2rr77CXXfdhfLyckCu2fn73/+O6upq5T25ublITExEbm4uoqKilOMTJkzAyJEj8cILL7TbdRFRx9B39gkQEZ0NIQQ0Gg0AYO3atVi4cCEOHz4Mo9GIpqYmNDY2oqGhAd7e3if9+vT0dNhsNvTp00d13Gw2Izg4uEOugYjaF4MdIurWDh06hF69eiEnJweXXXYZ7r77bixYsABBQUHYtGkTbr31VlgsllMGO3V1ddDpdNi1axd0Op3qNV9f3w66CiJqTwx2iKjbWrduHdLT0zFv3jzs2rULdrsdr7zyCrRaqRzxiy++UL3f3d0dNptNdWzo0KGw2WwoLS3FBRdc0KHnT0Qdg8EOEXULZrMZxcXFsNlsKCkpwapVq7Bw4UJcdtllmD17Ng4cOACr1Yq33noL06dPx++//453331X9RkJCQmoq6vDL7/8gsGDB8Pb2xt9+vTBrFmzMHv2bLzyyisYOnQoysrK8Msvv2DQoEGYNm1ap10zEbUN7sYiom5h1apViIyMREJCAqZMmYJff/0Vb775Jr799lvodDoMHjwYr776Kv75z39iwIAB+PTTT7Fw4ULVZ4wePRp33XUXrrnmGoSGhuKll14CAHz44YeYPXs2HnzwQaSkpOCKK67Ajh07EBcX10lXS0RtibuxiIiIqEdjZoeIiIh6NAY7RERE1KMx2CEiIqIejcEOERER9WgMdoiIiKhHY7BDREREPRqDHSIiIurRGOwQERFRj8Zgh4iIiHo0BjtERETUozHYISIioh6NwQ4RERH1aP8Pa91ZdJNctjsAAAAASUVORK5CYII=",
+ "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": "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": 349,
+ "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": 350,
+ "id": "8d20a321-3e03-4d1f-9bd0-b565f0af276a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 350,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "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": 445,
+ "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": 446,
+ "id": "0421ab8a-fdac-4ed1-ad1d-aae354d0b607",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[]"
+ ]
+ },
+ "execution_count": 446,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "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": 447,
+ "id": "e9c55212-59e1-4553-b80e-f87b061de482",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[]"
+ ]
+ },
+ "execution_count": 447,
+ "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": 485,
+ "id": "7bb79d96-af74-4532-82d5-855908fb3df5",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 0, 'Année')"
+ ]
+ },
+ "execution_count": 485,
+ "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(1959, 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": 443,
+ "id": "b2395213-33a8-4a4f-828e-4e186d5dac97",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([ 1.36006066e-02, -5.25333910e+01, 5.10334886e+04])"
+ ]
+ },
+ "execution_count": 443,
+ "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": 487,
+ "id": "034116eb-fb1b-4ce5-8cf6-f16f0feb5003",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[]"
+ ]
+ },
+ "execution_count": 487,
+ "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]))"
+ ]
+ },
+ {
+ "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
+}
\ No newline at end of file