{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "title : \"Population des communes de France\"\n", "---" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Le fichier `population.csv` contient les séries historiques de population (1876 à 2021) par Commune de France hors Mayotte. Il a été mis en ligne en décembre 2023 (source : [Insee](https://www.insee.fr/fr/statistiques/3698339#:~:text=Historique%20des%20populations%20communales%20Recensements%20de%20la%20population%201876%2D2021&text=Cette%20base%20fournit%20les%20donn%C3%A9es,des%20DOM%20(hors%20Mayotte).), recensements de la population).\n", "\n", "Les colonnes correspondent à : \n", "\n", "- le code géographique, \n", "- la région, \n", "- le département, \n", "- le libellé géographique \n", "- la population de 1876 à 2021.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Remarque : les treize régions métropolitaines (dont la Corse) et les cinq régions ultramarines ont les codes INSE suivants :\n", "\n", "\n", "- 84\tAuvergne-Rhône-Alpes\n", "- 27\tBourgogne-Franche-Comté\n", "- 53\tBretagne\n", "- 24\tCentre-Val de Loire\n", "- 94\tCorse\n", "- 44\tGrand Est\n", "- 32\tHauts-de-France\n", "- 11\tÎle-de-France\n", "- 28\tNormandie\n", "- 75\tNouvelle-Aquitaine\n", "- 76\tOccitanie\n", "- 52\tPays de la Loire\n", "- 93\tProvence-Alpes-Côte d'Azur\n", "- 01\tGuadeloupe\n", "- 02\tMartinique\n", "- 03\tGuyane\n", "- 04\tLa Réunion\n", "- 06\tMayotte" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "# Exercice \n", "\n", "1. Afficher les données\n", " - Lire le fichier `population.csv`.\n", " - Afficher les 5 premières lignes.\n", " - Afficher les 5 dernières lignes.\n", " - Afficher les noms des colonnes.\n", " - Les régions et les départements ne sont désignés que par un code. À l'aide du fichier `20230823-communes-departement-region.csv`, construire par une **jointure** la correspondance code → nom. Attention au format des codes de département : vérifier le nombre de lignes et le nombre de valeurs manquantes après la jointure.\n", " - Compter le nombre de communes.\n", " - Afficher les types des colonnes.\n", "2. Nettoyer les colonnes et les données\n", " - La colonne `CODGEO` ne nous intéresse pas. Supprimer cette colonne.\n", " - Renommer les étiquettes des colonnes correspondant aux années pour les rendre des entiers (par exemple, `\"PMUN2020\"` devient `2020`).\n", " - Nettoyer les valeurs car elles sont de type `str` et contiennent des espaces. Par exemple, `\" 1 000 \"` devient `1000`.\n", "3. Aggreger/Filtrer les données \n", " - Afficher les lignes correspondant à la région Provence-Alpes-Côte d'Azur. Combien de communes sont présentes dans cette région ?\n", " - Afficher les lignes correspondant au département du Var. Combien de communes sont présentes dans ce département ?\n", " - Choisir une commune et afficher les lignes correspondant à cette commune.\n", "4. Visualiser l'évolution de la population\n", " - Afficher sur un graphique l'évolution de la population de la commune de 1876 à 2021.\n", " - Afficher sur un graphique l'évolution de la population de la France metropolitaine de 1876 à 2021.\n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:53.744345Z", "iopub.status.busy": "2026-10-30T13:10:53.743553Z", "iopub.status.idle": "2026-10-30T13:10:54.543820Z", "shell.execute_reply": "2026-10-30T13:10:54.543259Z" } }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "\n", "from matplotlib import pyplot as plt # pour les graphiques d'évolution de la population dans le temps\n", "\n", "import plotly.express as px # pour les cartes choroplèthes\n", "import requests # pour récupérer les fichiers GeoJSON en ligne pour les cartes\n", "\n", "\n", "# Pour la génération automatique de graphiques interactifs dans le polycopié\n", "import plotly.io as pio\n", "import os\n", "if os.getenv(\"QUARTO_OUTPUT_FORMAT\") is not None:\n", " # Export Quarto HTML\n", " pio.renderers.default = \"iframe_connected\"\n", "else:\n", " # Notebook interactif\n", " pio.renderers.default = \"notebook_connected\"\n", "\n", "from IPython.display import display, Markdown" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Afficher les données" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:54.545955Z", "iopub.status.busy": "2026-10-30T13:10:54.545708Z", "iopub.status.idle": "2026-10-30T13:10:54.906874Z", "shell.execute_reply": "2026-10-30T13:10:54.906239Z" } }, "outputs": [], "source": [ "# 1. Lire le fichier\n", "df = pd.read_csv('base-pop-historiques-1876-2021.csv', sep=';', low_memory=False) \n", "# sep=';' pour lire un csv avec un séparateur ';' au lieu de ','" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:54.909039Z", "iopub.status.busy": "2026-10-30T13:10:54.908836Z", "iopub.status.idle": "2026-10-30T13:10:54.911786Z", "shell.execute_reply": "2026-10-30T13:10:54.911235Z" } }, "outputs": [], "source": [ "#?pd.read_csv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les cinque premières lignes du fichier `population.csv` :" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:54.913582Z", "iopub.status.busy": "2026-10-30T13:10:54.913410Z", "iopub.status.idle": "2026-10-30T13:10:54.932873Z", "shell.execute_reply": "2026-10-30T13:10:54.932335Z" } }, "outputs": [ { "data": { "text/html": [ "
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CODGEOREGDEPLIBGEOPMUN2021PMUN2020PMUN2019PMUN2018PMUN2017PMUN2016...PTOT1926PTOT1921PTOT1911PTOT1906PTOT1901PTOT1896PTOT1891PTOT1886PTOT1881PTOT1876
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" ], "text/plain": [ " CODGEO REG DEP LIBGEO PMUN2021 PMUN2020 PMUN2019 \\\n", "0 55039 44 55 Beaumont-en-Verdunois 0 0 0 \n", "1 55050 44 55 Bezonvaux 0 0 0 \n", "2 55139 44 55 Cumières-le-Mort-Homme 0 0 0 \n", "3 55189 44 55 Fleury-devant-Douaumont 0 0 0 \n", "4 55239 44 55 Haumont-près-Samogneux 0 0 0 \n", "\n", " PMUN2018 PMUN2017 PMUN2016 ... PTOT1926 PTOT1921 PTOT1911 PTOT1906 \\\n", "0 0 0 0 ... 0 0 186 197 \n", "1 0 0 0 ... 3 0 149 156 \n", "2 0 0 0 ... 4 3 205 206 \n", "3 0 0 0 ... 90 12 422 361 \n", "4 0 0 0 ... 5 5 131 148 \n", "\n", " PTOT1901 PTOT1896 PTOT1891 PTOT1886 PTOT1881 PTOT1876 \n", "0 215 219 233 260 277 274 \n", "1 173 181 221 239 217 235 \n", "2 239 240 239 238 251 246 \n", "3 348 433 425 524 334 378 \n", "4 156 162 172 196 195 215 \n", "\n", "[5 rows x 39 columns]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 2. Afficher 5 premières lignes\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les cinq dernières lignes du fichier `population.csv` :" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:54.967193Z", "iopub.status.busy": "2026-10-30T13:10:54.967017Z", "iopub.status.idle": "2026-10-30T13:10:54.979041Z", "shell.execute_reply": "2026-10-30T13:10:54.978706Z" } }, "outputs": [ { "data": { "text/html": [ "
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34944315557631Toulouse504 078498 003493 465486 828479 553475 438...180 771175 434149 576149 438149 841149 963149 791147 617140 289131 642
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" ], "text/plain": [ " CODGEO REG DEP LIBGEO PMUN2021 PMUN2020 PMUN2019 PMUN2018 PMUN2017 \\\n", "34942 44109 52 44 Nantes 323 204 320 732 318 808 314 138 309 346 \n", "34943 06088 93 06 Nice 348 085 343 477 342 669 341 032 340 017 \n", "34944 31555 76 31 Toulouse 504 078 498 003 493 465 486 828 479 553 \n", "34945 69123 84 69 Lyon 522 250 522 228 522 969 518 635 516 092 \n", "34946 13055 93 13 Marseille 873 076 870 321 870 731 868 277 863 310 \n", "\n", " PMUN2016 ... PTOT1926 PTOT1921 PTOT1911 PTOT1906 PTOT1901 PTOT1896 \\\n", "34942 306 694 ... 184 509 183 704 170 535 161 908 160 033 146 170 \n", "34943 342 637 ... 184 441 155 839 142 940 134 232 105 109 93 760 \n", "34944 475 438 ... 180 771 175 434 149 576 149 438 149 841 149 963 \n", "34945 515 695 ... 574 125 564 446 526 248 474 652 461 687 468 311 \n", "34946 862 211 ... 652 196 586 341 550 619 517 498 491 161 442 239 \n", "\n", " PTOT1891 PTOT1886 PTOT1881 PTOT1876 \n", "34942 142 410 144 938 140 221 135 504 \n", "34943 88 273 77 478 66 279 53 397 \n", "34944 149 791 147 617 140 289 131 642 \n", "34945 440 315 404 172 378 581 344 513 \n", "34946 403 749 376 143 360 099 318 868 \n", "\n", "[5 rows x 39 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 3. Afficher 5 dernières lignes\n", "df.tail()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les noms des colonnes du fichier `population.csv` :" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:54.980754Z", "iopub.status.busy": "2026-10-30T13:10:54.980600Z", "iopub.status.idle": "2026-10-30T13:10:54.983901Z", "shell.execute_reply": "2026-10-30T13:10:54.983562Z" } }, "outputs": [ { "data": { "text/plain": [ "Index(['CODGEO', 'REG', 'DEP', 'LIBGEO', 'PMUN2021', 'PMUN2020', 'PMUN2019',\n", " 'PMUN2018', 'PMUN2017', 'PMUN2016', 'PMUN2015', 'PMUN2014', 'PMUN2013',\n", " 'PMUN2012', 'PMUN2011', 'PMUN2010', 'PMUN2009', 'PMUN2008', 'PMUN2007',\n", " 'PMUN2006', 'PSDC1999', 'PSDC1990', 'PSDC1982', 'PSDC1975', 'PSDC1968',\n", " 'PSDC1962', 'PTOT1954', 'PTOT1936', 'PTOT1931', 'PTOT1926', 'PTOT1921',\n", " 'PTOT1911', 'PTOT1906', 'PTOT1901', 'PTOT1896', 'PTOT1891', 'PTOT1886',\n", " 'PTOT1881', 'PTOT1876'],\n", " dtype='object')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 4. Afficher les noms des colonnes\n", "df.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Combien de régions sont présentes dans le fichier `population.csv` ?" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:54.985622Z", "iopub.status.busy": "2026-10-30T13:10:54.985469Z", "iopub.status.idle": "2026-10-30T13:10:54.989304Z", "shell.execute_reply": "2026-10-30T13:10:54.988880Z" } }, "outputs": [ { "data": { "text/plain": [ "17" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"REG\"].nunique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lesquelles ?" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:54.990958Z", "iopub.status.busy": "2026-10-30T13:10:54.990813Z", "iopub.status.idle": "2026-10-30T13:10:54.994992Z", "shell.execute_reply": "2026-10-30T13:10:54.994521Z" } }, "outputs": [ { "data": { "text/plain": [ "array([44, 84, 76, 93, 32, 27, 52, 94, 24, 28, 11, 75, 53, 3, 2, 1, 4])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"REG\"].unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### D'un code à un nom : une jointure" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Le fichier de l'INSEE ne contient que des **codes** : la région vaut `93`, le département vaut `'83'`. Pour produire des résultats lisibles, il nous faut les **noms** correspondants.\n", "\n", "On pourrait recopier la correspondance à la main… mais c'est précisément le travail de `merge`. Nous disposons d'un second fichier, `20230823-communes-departement-region.csv`, qui donne pour chaque commune les codes **et** les noms de son département et de sa région." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:54.996630Z", "iopub.status.busy": "2026-10-30T13:10:54.996483Z", "iopub.status.idle": "2026-10-30T13:10:55.165532Z", "shell.execute_reply": "2026-10-30T13:10:55.165036Z" } }, "outputs": [ { "data": { "text/html": [ "
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code_departementnom_departementcode_regionnom_region
01Ain84.0Auvergne-Rhône-Alpes
11Ain84.0Auvergne-Rhône-Alpes
21Ain84.0Auvergne-Rhône-Alpes
31Ain84.0Auvergne-Rhône-Alpes
41Ain84.0Auvergne-Rhône-Alpes
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" ], "text/plain": [ " code_departement nom_departement code_region nom_region\n", "0 1 Ain 84.0 Auvergne-Rhône-Alpes\n", "1 1 Ain 84.0 Auvergne-Rhône-Alpes\n", "2 1 Ain 84.0 Auvergne-Rhône-Alpes\n", "3 1 Ain 84.0 Auvergne-Rhône-Alpes\n", "4 1 Ain 84.0 Auvergne-Rhône-Alpes" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# dtype={'code_departement': str} : sans cela, '04' serait lu comme l'entier 4\n", "reference = pd.read_csv('20230823-communes-departement-region.csv',\n", " low_memory = False,\n", " dtype = {'code_departement': str})\n", "\n", "reference[['code_departement', 'nom_departement', 'code_region', 'nom_region']].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cette table a une ligne par **commune**, alors que nous voulons une ligne par **département**. On extrait les colonnes utiles, puis on supprime les doublons :" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:55.168013Z", "iopub.status.busy": "2026-10-30T13:10:55.167751Z", "iopub.status.idle": "2026-10-30T13:10:55.193663Z", "shell.execute_reply": "2026-10-30T13:10:55.193129Z" } }, "outputs": [ { "data": { "text/markdown": [ "101 départements" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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code_departementnom_departementcode_regionnom_region
01Ain84.0Auvergne-Rhône-Alpes
4572Aisne32.0Hauts-de-France
12873Allier84.0Auvergne-Rhône-Alpes
16084Alpes-de-Haute-Provence93.0Provence-Alpes-Côte d'Azur
18525Hautes-Alpes93.0Provence-Alpes-Côte d'Azur
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" ], "text/plain": [ " code_departement nom_departement code_region \\\n", "0 1 Ain 84.0 \n", "457 2 Aisne 32.0 \n", "1287 3 Allier 84.0 \n", "1608 4 Alpes-de-Haute-Provence 93.0 \n", "1852 5 Hautes-Alpes 93.0 \n", "\n", " nom_region \n", "0 Auvergne-Rhône-Alpes \n", "457 Hauts-de-France \n", "1287 Auvergne-Rhône-Alpes \n", "1608 Provence-Alpes-Côte d'Azur \n", "1852 Provence-Alpes-Côte d'Azur " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "departements = ( reference[['code_departement', 'nom_departement', 'code_region', 'nom_region']]\n", " .dropna()\n", " .drop_duplicates() )\n", "\n", "display(Markdown(f\"{len(departements)} départements\"))\n", "departements.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Première tentative : la jointure qui ne joint rien" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:55.195925Z", "iopub.status.busy": "2026-10-30T13:10:55.195656Z", "iopub.status.idle": "2026-10-30T13:10:55.216229Z", "shell.execute_reply": "2026-10-30T13:10:55.215753Z" } }, "outputs": [ { "data": { "text/markdown": [ "communes sans département après la jointure : 3140 / 34947" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "essai = df.merge(departements,\n", " left_on = 'DEP',\n", " right_on = 'code_departement',\n", " how = 'left')\n", "\n", "display(Markdown(f\"communes sans département après la jointure : {essai['nom_departement'].isna().sum()} / {len(df)}\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plus de **3 000 communes** se retrouvent sans département : et pourtant la jointure n'a produit aucune erreur. C'est le piège classique : **les deux clés n'ont pas le même format.** Regardons-les :" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:55.218351Z", "iopub.status.busy": "2026-10-30T13:10:55.218156Z", "iopub.status.idle": "2026-10-30T13:10:55.224432Z", "shell.execute_reply": "2026-10-30T13:10:55.223930Z" } }, "outputs": [ { "data": { "text/markdown": [ "DEP, fichier INSEE : `['01', '02', '03', '04', '05', '06']`" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "code_departement, référence : `['1', '10', '11', '12', '13', '14']`" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(Markdown(f\"DEP, fichier INSEE : `{sorted(df['DEP'].unique())[:6]}`\"))\n", "display(Markdown(f\"code_departement, référence : `{sorted(departements['code_departement'].unique())[:6]}`\"))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`'01'` d'un côté, `'1'` de l'autre : les départements 1 à 9 ne peuvent pas se correspondre. On complète donc les codes de la référence à deux chiffres avec `zfill(2)` : les codes d'outre-mer, qui en comptent déjà trois (`'971'`), ne sont pas affectés." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:55.226718Z", "iopub.status.busy": "2026-10-30T13:10:55.226453Z", "iopub.status.idle": "2026-10-30T13:10:55.236511Z", "shell.execute_reply": "2026-10-30T13:10:55.235879Z" } }, "outputs": [ { "data": { "text/html": [ "
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code_departementnom_departementcode_regionnom_region
001Ain84Auvergne-Rhône-Alpes
45702Aisne32Hauts-de-France
128703Allier84Auvergne-Rhône-Alpes
160804Alpes-de-Haute-Provence93Provence-Alpes-Côte d'Azur
185205Hautes-Alpes93Provence-Alpes-Côte d'Azur
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" ], "text/plain": [ " code_departement nom_departement code_region \\\n", "0 01 Ain 84 \n", "457 02 Aisne 32 \n", "1287 03 Allier 84 \n", "1608 04 Alpes-de-Haute-Provence 93 \n", "1852 05 Hautes-Alpes 93 \n", "\n", " nom_region \n", "0 Auvergne-Rhône-Alpes \n", "457 Hauts-de-France \n", "1287 Auvergne-Rhône-Alpes \n", "1608 Provence-Alpes-Côte d'Azur \n", "1852 Provence-Alpes-Côte d'Azur " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "departements['code_departement'] = departements['code_departement'].str.zfill(2)\n", "departements['code_region'] = departements['code_region'].astype(int)\n", "\n", "departements.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nouvelle tentative, cette fois en **déclarant** la relation attendue avec `validate` : plusieurs communes pour un même département, donc `many_to_one`." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:55.238799Z", "iopub.status.busy": "2026-10-30T13:10:55.238526Z", "iopub.status.idle": "2026-10-30T13:10:55.282046Z", "shell.execute_reply": "2026-10-30T13:10:55.281436Z" } }, "outputs": [ { "data": { "text/markdown": [ "lignes avant : 34947" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "lignes après : 34947" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/markdown": [ "communes sans département : 0" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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LIBGEODEPnom_departementREGnom_region
0Beaumont-en-Verdunois55Meuse44Grand Est
1Bezonvaux55Meuse44Grand Est
2Cumières-le-Mort-Homme55Meuse44Grand Est
3Fleury-devant-Douaumont55Meuse44Grand Est
4Haumont-près-Samogneux55Meuse44Grand Est
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" ], "text/plain": [ " LIBGEO DEP nom_departement REG nom_region\n", "0 Beaumont-en-Verdunois 55 Meuse 44 Grand Est\n", "1 Bezonvaux 55 Meuse 44 Grand Est\n", "2 Cumières-le-Mort-Homme 55 Meuse 44 Grand Est\n", "3 Fleury-devant-Douaumont 55 Meuse 44 Grand Est\n", "4 Haumont-près-Samogneux 55 Meuse 44 Grand Est" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_complet = df.merge(departements,\n", " left_on = 'DEP',\n", " right_on = 'code_departement',\n", " how = 'left',\n", " validate = 'many_to_one')\n", "\n", "display(Markdown(f\"lignes avant : {len(df)}\"))\n", "display(Markdown(f\"lignes après : {len(df_complet)}\"))\n", "display(Markdown(f\"communes sans département : {df_complet['nom_departement'].isna().sum()}\"))\n", "\n", "df_complet[['LIBGEO', 'DEP', 'nom_departement', 'REG', 'nom_region']].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Même nombre de lignes, aucune commune orpheline : la jointure est correcte.\n", "\n", "
\n", "\n", "**Les trois vérifications à faire après chaque `merge`**, que nous venons d'appliquer :\n", "\n", "1. le **nombre de lignes** a-t-il changé ?\n", "2. combien de valeurs **manquantes** la jointure a-t-elle introduites ?\n", "3. la **relation** entre les deux tables est-elle bien celle que je crois (`validate`) ?\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Les tables de correspondance\n", "\n", "Nous pouvons maintenant obtenir les dictionnaires code → nom **à partir des données**, sans rien recopier. La suite du notebook les utilise pour afficher des libellés lisibles." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:55.284289Z", "iopub.status.busy": "2026-10-30T13:10:55.284047Z", "iopub.status.idle": "2026-10-30T13:10:55.291293Z", "shell.execute_reply": "2026-10-30T13:10:55.290844Z" } }, "outputs": [ { "data": { "text/plain": [ "{84: 'Auvergne-Rhône-Alpes',\n", " 32: 'Hauts-de-France',\n", " 93: \"Provence-Alpes-Côte d'Azur\",\n", " 44: 'Grand Est',\n", " 76: 'Occitanie',\n", " 28: 'Normandie',\n", " 75: 'Nouvelle-Aquitaine',\n", " 24: 'Centre-Val de Loire',\n", " 27: 'Bourgogne-Franche-Comté',\n", " 53: 'Bretagne',\n", " 94: 'Corse',\n", " 52: 'Pays de la Loire',\n", " 11: 'Île-de-France',\n", " 1: 'Guadeloupe',\n", " 2: 'Martinique',\n", " 3: 'Guyane',\n", " 4: 'La Réunion',\n", " 6: 'Mayotte'}" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "{'04': 'Alpes-de-Haute-Provence',\n", " '05': 'Hautes-Alpes',\n", " '06': 'Alpes-Maritimes',\n", " '13': 'Bouches-du-Rhône',\n", " '83': 'Var',\n", " '84': 'Vaucluse'}" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# code de région -> nom de région\n", "region_dict = dict(zip(departements['code_region'], departements['nom_region']))\n", "\n", "# codes et noms des départements de la région PACA\n", "paca = departements[ departements['nom_region'] == \"Provence-Alpes-Côte d'Azur\" ]\n", "dep_PACA = dict(zip(paca['code_departement'], paca['nom_departement']))\n", "\n", "display(region_dict)\n", "display(dep_PACA)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:55.293399Z", "iopub.status.busy": "2026-10-30T13:10:55.293147Z", "iopub.status.idle": "2026-10-30T13:10:55.298638Z", "shell.execute_reply": "2026-10-30T13:10:55.298088Z" } }, "outputs": [ { "data": { "text/plain": [ "[(84, 'Auvergne-Rhône-Alpes'),\n", " (27, 'Bourgogne-Franche-Comté'),\n", " (53, 'Bretagne'),\n", " (24, 'Centre-Val de Loire'),\n", " (94, 'Corse'),\n", " (44, 'Grand Est'),\n", " (1, 'Guadeloupe'),\n", " (3, 'Guyane'),\n", " (32, 'Hauts-de-France'),\n", " (4, 'La Réunion'),\n", " (2, 'Martinique'),\n", " (28, 'Normandie'),\n", " (75, 'Nouvelle-Aquitaine'),\n", " (76, 'Occitanie'),\n", " (52, 'Pays de la Loire'),\n", " (93, \"Provence-Alpes-Côte d'Azur\"),\n", " (11, 'Île-de-France')]" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Afficher les noms des régions présentes dans le fichier\n", "region_names = [ (code,region_dict[code]) for code in df[\"REG\"].unique()]\n", "sorted(region_names,key=lambda x: x[1]) # trier par nom" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Quelle région est absente du fichier `population.csv` ?" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:55.300672Z", "iopub.status.busy": "2026-10-30T13:10:55.300427Z", "iopub.status.idle": "2026-10-30T13:10:55.310361Z", "shell.execute_reply": "2026-10-30T13:10:55.309758Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "La région absente est : Mayotte (code 6)\n" ] } ], "source": [ "for cle, val in region_dict.items():\n", " if cle not in df[\"REG\"].unique():\n", " print(f\"La région absente est : {val} (code {cle})\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Combien de communes ?" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:55.312319Z", "iopub.status.busy": "2026-10-30T13:10:55.312147Z", "iopub.status.idle": "2026-10-30T13:10:55.315808Z", "shell.execute_reply": "2026-10-30T13:10:55.315296Z" } }, "outputs": [ { "data": { "text/plain": [ "34947" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 5. Nombre de communes\n", "# df['LIBGEO'].count()\n", "# ou\n", "df.shape[0] # donne le nombre de lignes = de communes\n", "\n", "\n", "# df['LIBGEO'].nunique()\n", "# ne pas utiliser `nunique`` car certains nom des communes sont dupliqués" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les types des colonnes du fichier `population.csv` :" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:55.317557Z", "iopub.status.busy": "2026-10-30T13:10:55.317399Z", "iopub.status.idle": "2026-10-30T13:10:55.322028Z", "shell.execute_reply": "2026-10-30T13:10:55.321554Z" } }, "outputs": [ { "data": { "text/plain": [ "CODGEO object\n", "REG int64\n", "DEP object\n", "LIBGEO object\n", "PMUN2021 object\n", "PMUN2020 object\n", "PMUN2019 object\n", "PMUN2018 object\n", "PMUN2017 object\n", "PMUN2016 object\n", "PMUN2015 object\n", "PMUN2014 object\n", "PMUN2013 object\n", "PMUN2012 object\n", "PMUN2011 object\n", "PMUN2010 object\n", "PMUN2009 object\n", "PMUN2008 object\n", "PMUN2007 object\n", "PMUN2006 object\n", "PSDC1999 object\n", "PSDC1990 object\n", "PSDC1982 object\n", "PSDC1975 object\n", "PSDC1968 object\n", "PSDC1962 object\n", "PTOT1954 object\n", "PTOT1936 object\n", "PTOT1931 object\n", "PTOT1926 object\n", "PTOT1921 object\n", "PTOT1911 object\n", "PTOT1906 object\n", "PTOT1901 object\n", "PTOT1896 object\n", "PTOT1891 object\n", "PTOT1886 object\n", "PTOT1881 object\n", "PTOT1876 object\n", "dtype: object" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.dtypes" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:55.323819Z", "iopub.status.busy": "2026-10-30T13:10:55.323655Z", "iopub.status.idle": "2026-10-30T13:10:55.377474Z", "shell.execute_reply": "2026-10-30T13:10:55.376974Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 34947 entries, 0 to 34946\n", "Data columns (total 39 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 CODGEO 34947 non-null object\n", " 1 REG 34947 non-null int64 \n", " 2 DEP 34947 non-null object\n", " 3 LIBGEO 34947 non-null object\n", " 4 PMUN2021 34947 non-null object\n", " 5 PMUN2020 34947 non-null object\n", " 6 PMUN2019 34947 non-null object\n", " 7 PMUN2018 34947 non-null object\n", " 8 PMUN2017 34947 non-null object\n", " 9 PMUN2016 34947 non-null object\n", " 10 PMUN2015 34947 non-null object\n", " 11 PMUN2014 34947 non-null object\n", " 12 PMUN2013 34947 non-null object\n", " 13 PMUN2012 34947 non-null object\n", " 14 PMUN2011 34947 non-null object\n", " 15 PMUN2010 34947 non-null object\n", " 16 PMUN2009 34947 non-null object\n", " 17 PMUN2008 34947 non-null object\n", " 18 PMUN2007 34947 non-null object\n", " 19 PMUN2006 34947 non-null object\n", " 20 PSDC1999 34947 non-null object\n", " 21 PSDC1990 34947 non-null object\n", " 22 PSDC1982 34947 non-null object\n", " 23 PSDC1975 34947 non-null object\n", " 24 PSDC1968 34947 non-null object\n", " 25 PSDC1962 34947 non-null object\n", " 26 PTOT1954 34921 non-null object\n", " 27 PTOT1936 34835 non-null object\n", " 28 PTOT1931 34475 non-null object\n", " 29 PTOT1926 34475 non-null object\n", " 30 PTOT1921 34475 non-null object\n", " 31 PTOT1911 34475 non-null object\n", " 32 PTOT1906 34475 non-null object\n", " 33 PTOT1901 34475 non-null object\n", " 34 PTOT1896 34475 non-null object\n", " 35 PTOT1891 34475 non-null object\n", " 36 PTOT1886 34475 non-null object\n", " 37 PTOT1881 34475 non-null object\n", " 38 PTOT1876 34475 non-null object\n", "dtypes: int64(1), object(38)\n", "memory usage: 10.4+ MB\n" ] } ], "source": [ "# RÉSUMÉ DES INFORMATIONS SUR LE DATAFRAME\n", "\n", "df.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Le DataFrame `population` est composé de 39 colonnes et 34947 lignes. \n", "Toutes les colonnes sont de type `object` (chaîne de caractères) sauf la colonne `REG` qui est de type `int64`.\n", "\n", "On remarque de plus qu'il y a des données manquantes dans les dernières colonnes (34475 vs 34947)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Nettoyer les colonnes et les données" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Suppression de colonnes inutiles" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La colonne `CODGEO` est inutile pour notre analyse. Nous allons la supprimer." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:55.379299Z", "iopub.status.busy": "2026-10-30T13:10:55.379120Z", "iopub.status.idle": "2026-10-30T13:10:55.407487Z", "shell.execute_reply": "2026-10-30T13:10:55.406991Z" } }, "outputs": [ { "data": { "text/html": [ "
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REGDEPLIBGEOPMUN2021PMUN2020PMUN2019PMUN2018PMUN2017PMUN2016PMUN2015...PTOT1926PTOT1921PTOT1911PTOT1906PTOT1901PTOT1896PTOT1891PTOT1886PTOT1881PTOT1876
04455Beaumont-en-Verdunois0000000...00186197215219233260277274
14455Bezonvaux0000000...30149156173181221239217235
24455Cumières-le-Mort-Homme0000000...43205206239240239238251246
34455Fleury-devant-Douaumont0000000...9012422361348433425524334378
44455Haumont-près-Samogneux0000000...55131148156162172196195215
54455Louvemont-Côte-du-Poivre0000000...100183200204234235265250253
68426Rochefourchat1111111...405264948992112125128151
74454Leménil-Mitry2333333...22243439243745485052
88426La Bâtie-des-Fonds2223456...4057608490100100105106108
94451Rouvroy-Ripont33468109...106166173169199228235242283
107631Caubous4444444...41435350535058666365
118426Pommerol5566111520...37274567699387118107115
127611Fontanès-de-Sault5555555...6568136123141171183198196203
139304Majastres5444443...6176150183211221259273276303
144452Charmes-en-l'Angle6679101010...403577595771828999124
154488Maroncourt667791112...18232337353035495562
163280Épécamps6655555...21262836373236464756
172739Mérona77788910...27313030384041494347
184455Ornes7766565...24237188418619139751 0211 0331 100
194457Molring7455578...35435282746770705582
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20 rows × 38 columns

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" ], "text/plain": [ " REG DEP LIBGEO PMUN2021 PMUN2020 PMUN2019 PMUN2018 \\\n", "0 44 55 Beaumont-en-Verdunois 0 0 0 0 \n", "1 44 55 Bezonvaux 0 0 0 0 \n", "2 44 55 Cumières-le-Mort-Homme 0 0 0 0 \n", "3 44 55 Fleury-devant-Douaumont 0 0 0 0 \n", "4 44 55 Haumont-près-Samogneux 0 0 0 0 \n", "5 44 55 Louvemont-Côte-du-Poivre 0 0 0 0 \n", "6 84 26 Rochefourchat 1 1 1 1 \n", "7 44 54 Leménil-Mitry 2 3 3 3 \n", "8 84 26 La Bâtie-des-Fonds 2 2 2 3 \n", "9 44 51 Rouvroy-Ripont 3 3 4 6 \n", "10 76 31 Caubous 4 4 4 4 \n", "11 84 26 Pommerol 5 5 6 6 \n", "12 76 11 Fontanès-de-Sault 5 5 5 5 \n", "13 93 04 Majastres 5 4 4 4 \n", "14 44 52 Charmes-en-l'Angle 6 6 7 9 \n", "15 44 88 Maroncourt 6 6 7 7 \n", "16 32 80 Épécamps 6 6 5 5 \n", "17 27 39 Mérona 7 7 7 8 \n", "18 44 55 Ornes 7 7 6 6 \n", "19 44 57 Molring 7 4 5 5 \n", "\n", " PMUN2017 PMUN2016 PMUN2015 ... PTOT1926 PTOT1921 PTOT1911 PTOT1906 \\\n", "0 0 0 0 ... 0 0 186 197 \n", "1 0 0 0 ... 3 0 149 156 \n", "2 0 0 0 ... 4 3 205 206 \n", "3 0 0 0 ... 90 12 422 361 \n", "4 0 0 0 ... 5 5 131 148 \n", "5 0 0 0 ... 10 0 183 200 \n", "6 1 1 1 ... 40 52 64 94 \n", "7 3 3 3 ... 22 24 34 39 \n", "8 4 5 6 ... 40 57 60 84 \n", "9 8 10 9 ... 10 6 166 173 \n", "10 4 4 4 ... 41 43 53 50 \n", "11 11 15 20 ... 37 27 45 67 \n", "12 5 5 5 ... 65 68 136 123 \n", "13 4 4 3 ... 61 76 150 183 \n", "14 10 10 10 ... 40 35 77 59 \n", "15 9 11 12 ... 18 23 23 37 \n", "16 5 5 5 ... 21 26 28 36 \n", "17 8 9 10 ... 27 31 30 30 \n", "18 5 6 5 ... 24 23 718 841 \n", "19 5 7 8 ... 35 43 52 82 \n", "\n", " PTOT1901 PTOT1896 PTOT1891 PTOT1886 PTOT1881 PTOT1876 \n", "0 215 219 233 260 277 274 \n", "1 173 181 221 239 217 235 \n", "2 239 240 239 238 251 246 \n", "3 348 433 425 524 334 378 \n", "4 156 162 172 196 195 215 \n", "5 204 234 235 265 250 253 \n", "6 89 92 112 125 128 151 \n", "7 24 37 45 48 50 52 \n", "8 90 100 100 105 106 108 \n", "9 169 199 228 235 242 283 \n", "10 53 50 58 66 63 65 \n", "11 69 93 87 118 107 115 \n", "12 141 171 183 198 196 203 \n", "13 211 221 259 273 276 303 \n", "14 57 71 82 89 99 124 \n", "15 35 30 35 49 55 62 \n", "16 37 32 36 46 47 56 \n", "17 38 40 41 49 43 47 \n", "18 861 913 975 1 021 1 033 1 100 \n", "19 74 67 70 70 55 82 \n", "\n", "[20 rows x 38 columns]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.drop('CODGEO', axis=1, inplace=True, errors='ignore')\n", "df.head(20)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Modification des labels des colonnes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous allons renommer les étiquettes des colonnes de la troisième jusqu'à la dernière `df.columns[3:]` pour ne garder que les derniers quatre caractères `col[-4:]` (de sort à avoir encore des string mais qui pourrons être transformées en entiers au besoin)." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:55.409224Z", "iopub.status.busy": "2026-10-30T13:10:55.409061Z", "iopub.status.idle": "2026-10-30T13:10:55.454739Z", "shell.execute_reply": "2026-10-30T13:10:55.454129Z" } }, "outputs": [ { "data": { "text/html": [ "
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24455Cumières-le-Mort-Homme0000000...43205206239240239238251246
34455Fleury-devant-Douaumont0000000...9012422361348433425524334378
44455Haumont-près-Samogneux0000000...55131148156162172196195215
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349425244Nantes323 204320 732318 808314 138309 346306 694303 382...184 509183 704170 535161 908160 033146 170142 410144 938140 221135 504
349439306Nice348 085343 477342 669341 032340 017342 637342 522...184 441155 839142 940134 232105 10993 76088 27377 47866 27953 397
349447631Toulouse504 078498 003493 465486 828479 553475 438471 941...180 771175 434149 576149 438149 841149 963149 791147 617140 289131 642
349458469Lyon522 250522 228522 969518 635516 092515 695513 275...574 125564 446526 248474 652461 687468 311440 315404 172378 581344 513
349469313Marseille873 076870 321870 731868 277863 310862 211861 635...652 196586 341550 619517 498491 161442 239403 749376 143360 099318 868
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34947 rows × 38 columns

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" ], "text/plain": [ " REG DEP LIBGEO 2021 2020 2019 2018 \\\n", "0 44 55 Beaumont-en-Verdunois 0 0 0 0 \n", "1 44 55 Bezonvaux 0 0 0 0 \n", "2 44 55 Cumières-le-Mort-Homme 0 0 0 0 \n", "3 44 55 Fleury-devant-Douaumont 0 0 0 0 \n", "4 44 55 Haumont-près-Samogneux 0 0 0 0 \n", "... ... .. ... ... ... ... ... \n", "34942 52 44 Nantes 323 204 320 732 318 808 314 138 \n", "34943 93 06 Nice 348 085 343 477 342 669 341 032 \n", "34944 76 31 Toulouse 504 078 498 003 493 465 486 828 \n", "34945 84 69 Lyon 522 250 522 228 522 969 518 635 \n", "34946 93 13 Marseille 873 076 870 321 870 731 868 277 \n", "\n", " 2017 2016 2015 ... 1926 1921 1911 1906 \\\n", "0 0 0 0 ... 0 0 186 197 \n", "1 0 0 0 ... 3 0 149 156 \n", "2 0 0 0 ... 4 3 205 206 \n", "3 0 0 0 ... 90 12 422 361 \n", "4 0 0 0 ... 5 5 131 148 \n", "... ... ... ... ... ... ... ... ... \n", "34942 309 346 306 694 303 382 ... 184 509 183 704 170 535 161 908 \n", "34943 340 017 342 637 342 522 ... 184 441 155 839 142 940 134 232 \n", "34944 479 553 475 438 471 941 ... 180 771 175 434 149 576 149 438 \n", "34945 516 092 515 695 513 275 ... 574 125 564 446 526 248 474 652 \n", "34946 863 310 862 211 861 635 ... 652 196 586 341 550 619 517 498 \n", "\n", " 1901 1896 1891 1886 1881 1876 \n", "0 215 219 233 260 277 274 \n", "1 173 181 221 239 217 235 \n", "2 239 240 239 238 251 246 \n", "3 348 433 425 524 334 378 \n", "4 156 162 172 196 195 215 \n", "... ... ... ... ... ... ... \n", "34942 160 033 146 170 142 410 144 938 140 221 135 504 \n", "34943 105 109 93 760 88 273 77 478 66 279 53 397 \n", "34944 149 841 149 963 149 791 147 617 140 289 131 642 \n", "34945 461 687 468 311 440 315 404 172 378 581 344 513 \n", "34946 491 161 442 239 403 749 376 143 360 099 318 868 \n", "\n", "[34947 rows x 38 columns]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Renommer les colonnes des années\n", "# ===============================\n", "\n", "# { old_name_of_col : new_name_of_col for col in df.columns[3:] }\n", "dico_old_new = { col:col[-4:] for col in df.columns[3:] }\n", "df.rename(columns=dico_old_new, inplace=True)\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Modification des valeurs (nombre d'habitants) : nettoyage et typecasting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Maintenant, nous allons modifier les valeurs corespondant aux nombres d'habitants pour les rendre des entiers (par exemple, `\" 1 000 \"` devient `1000`).\n", "\n", "En effet, les valeurs correspondant à la population sont des chaînes de caractères qui ne peuvent pas être converties en entiers directement. Il faut remplacer le caractère `\\xa0` (qui correspond à l'espace insécable) par `''`, puis convertir les chaînes de caractères ainsi nettoyées en entiers." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:55.456698Z", "iopub.status.busy": "2026-10-30T13:10:55.456514Z", "iopub.status.idle": "2026-10-30T13:10:56.237560Z", "shell.execute_reply": "2026-10-30T13:10:56.237108Z" } }, "outputs": [ { "data": { "text/html": [ "
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REGDEPLIBGEO2021202020192018201720162015...1926192119111906190118961891188618811876
04455Beaumont-en-Verdunois0000000...00186197215219233260277274
14455Bezonvaux0000000...30149156173181221239217235
24455Cumières-le-Mort-Homme0000000...43205206239240239238251246
34455Fleury-devant-Douaumont0000000...9012422361348433425524334378
44455Haumont-près-Samogneux0000000...55131148156162172196195215
..................................................................
349425244Nantes323204320732318808314138309346306694303382...184509183704170535161908160033146170142410144938140221135504
349439306Nice348085343477342669341032340017342637342522...1844411558391429401342321051099376088273774786627953397
349447631Toulouse504078498003493465486828479553475438471941...180771175434149576149438149841149963149791147617140289131642
349458469Lyon522250522228522969518635516092515695513275...574125564446526248474652461687468311440315404172378581344513
349469313Marseille873076870321870731868277863310862211861635...652196586341550619517498491161442239403749376143360099318868
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34947 rows × 38 columns

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" ], "text/plain": [ " REG DEP LIBGEO 2021 2020 2019 2018 \\\n", "0 44 55 Beaumont-en-Verdunois 0 0 0 0 \n", "1 44 55 Bezonvaux 0 0 0 0 \n", "2 44 55 Cumières-le-Mort-Homme 0 0 0 0 \n", "3 44 55 Fleury-devant-Douaumont 0 0 0 0 \n", "4 44 55 Haumont-près-Samogneux 0 0 0 0 \n", "... ... .. ... ... ... ... ... \n", "34942 52 44 Nantes 323204 320732 318808 314138 \n", "34943 93 06 Nice 348085 343477 342669 341032 \n", "34944 76 31 Toulouse 504078 498003 493465 486828 \n", "34945 84 69 Lyon 522250 522228 522969 518635 \n", "34946 93 13 Marseille 873076 870321 870731 868277 \n", "\n", " 2017 2016 2015 ... 1926 1921 1911 1906 1901 \\\n", "0 0 0 0 ... 0 0 186 197 215 \n", "1 0 0 0 ... 3 0 149 156 173 \n", "2 0 0 0 ... 4 3 205 206 239 \n", "3 0 0 0 ... 90 12 422 361 348 \n", "4 0 0 0 ... 5 5 131 148 156 \n", "... ... ... ... ... ... ... ... ... ... \n", "34942 309346 306694 303382 ... 184509 183704 170535 161908 160033 \n", "34943 340017 342637 342522 ... 184441 155839 142940 134232 105109 \n", "34944 479553 475438 471941 ... 180771 175434 149576 149438 149841 \n", "34945 516092 515695 513275 ... 574125 564446 526248 474652 461687 \n", "34946 863310 862211 861635 ... 652196 586341 550619 517498 491161 \n", "\n", " 1896 1891 1886 1881 1876 \n", "0 219 233 260 277 274 \n", "1 181 221 239 217 235 \n", "2 240 239 238 251 246 \n", "3 433 425 524 334 378 \n", "4 162 172 196 195 215 \n", "... ... ... ... ... ... \n", "34942 146170 142410 144938 140221 135504 \n", "34943 93760 88273 77478 66279 53397 \n", "34944 149963 149791 147617 140289 131642 \n", "34945 468311 440315 404172 378581 344513 \n", "34946 442239 403749 376143 360099 318868 \n", "\n", "[34947 rows x 38 columns]" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Ancienne méthode\n", "# df[df.columns[4:]] = df[df.columns[3:]].applymap(lambda x: int(x.replace('\\xa0', '')) if isinstance(x, str) else x)\n", "# df\n", "\n", "# Méthode avec la fonction clean_value\n", " \n", "def clean_value(val):\n", " try:\n", " if isinstance(val, str):\n", " val = val.replace('\\xa0', '').strip()\n", " if val.isdigit():\n", " return int(val)\n", " return val\n", " except Exception as e:\n", " return val\n", " \n", "# Apply clean_value function to each column individually using map\n", "for col in df.columns[3:]:\n", " df[col] = df[col].map(clean_value).astype('Int64') \n", "\n", "# Int64 est un type Pandas qui permet d'avoir des entiers avec \n", "# des valeurs manquantes (NaN)\n", "\n", "df\n", "\n" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:56.239581Z", "iopub.status.busy": "2026-10-30T13:10:56.239346Z", "iopub.status.idle": "2026-10-30T13:10:56.252918Z", "shell.execute_reply": "2026-10-30T13:10:56.252416Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 34947 entries, 0 to 34946\n", "Data columns (total 38 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 REG 34947 non-null int64 \n", " 1 DEP 34947 non-null object\n", " 2 LIBGEO 34947 non-null object\n", " 3 2021 34947 non-null Int64 \n", " 4 2020 34947 non-null Int64 \n", " 5 2019 34947 non-null Int64 \n", " 6 2018 34947 non-null Int64 \n", " 7 2017 34947 non-null Int64 \n", " 8 2016 34947 non-null Int64 \n", " 9 2015 34947 non-null Int64 \n", " 10 2014 34947 non-null Int64 \n", " 11 2013 34947 non-null Int64 \n", " 12 2012 34947 non-null Int64 \n", " 13 2011 34947 non-null Int64 \n", " 14 2010 34947 non-null Int64 \n", " 15 2009 34947 non-null Int64 \n", " 16 2008 34947 non-null Int64 \n", " 17 2007 34947 non-null Int64 \n", " 18 2006 34947 non-null Int64 \n", " 19 1999 34947 non-null Int64 \n", " 20 1990 34947 non-null Int64 \n", " 21 1982 34947 non-null Int64 \n", " 22 1975 34947 non-null Int64 \n", " 23 1968 34947 non-null Int64 \n", " 24 1962 34947 non-null Int64 \n", " 25 1954 34921 non-null Int64 \n", " 26 1936 34835 non-null Int64 \n", " 27 1931 34475 non-null Int64 \n", " 28 1926 34475 non-null Int64 \n", " 29 1921 34475 non-null Int64 \n", " 30 1911 34475 non-null Int64 \n", " 31 1906 34475 non-null Int64 \n", " 32 1901 34475 non-null Int64 \n", " 33 1896 34475 non-null Int64 \n", " 34 1891 34475 non-null Int64 \n", " 35 1886 34475 non-null Int64 \n", " 36 1881 34475 non-null Int64 \n", " 37 1876 34475 non-null Int64 \n", "dtypes: Int64(35), int64(1), object(2)\n", "memory usage: 11.3+ MB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Aggregations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Combien de départements par region ?" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:56.255076Z", "iopub.status.busy": "2026-10-30T13:10:56.254640Z", "iopub.status.idle": "2026-10-30T13:10:56.267857Z", "shell.execute_reply": "2026-10-30T13:10:56.267355Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " DEP\n", "REG \n", "1 1\n", "2 1\n", "3 1\n", "4 1\n", "11 8\n", "24 6\n", "27 8\n", "28 5\n", "32 5\n", "44 10\n", "52 5\n", "53 4\n", "75 12\n", "76 13\n", "84 12\n", "93 6\n", "94 2" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.pivot_table(index='REG', values='DEP', aggfunc='nunique')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:56.270140Z", "iopub.status.busy": "2026-10-30T13:10:56.269672Z", "iopub.status.idle": "2026-10-30T13:10:56.285631Z", "shell.execute_reply": "2026-10-30T13:10:56.285128Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "La région 1 (Guadeloupe) a 1 départements : ['971']\n", "La région 2 (Martinique) a 1 départements : ['972']\n", "La région 3 (Guyane) a 1 départements : ['973']\n", "La région 4 (La Réunion) a 1 départements : ['974']\n", "La région 11 (Île-de-France) a 8 départements : ['77' '95' '78' '91' '92' '94' '93' '75']\n", "La région 24 (Centre-Val de Loire) a 6 départements : ['18' '28' '45' '41' '36' '37']\n", "La région 27 (Bourgogne-Franche-Comté) a 8 départements : ['39' '25' '58' '21' '70' '71' '89' '90']\n", "La région 28 (Normandie) a 5 départements : ['50' '76' '61' '14' '27']\n", "La région 32 (Hauts-de-France) a 5 départements : ['80' '62' '60' '02' '59']\n", "La région 44 (Grand Est) a 10 départements : ['55' '54' '51' '52' '88' '57' '08' '10' '67' '68']\n", "La région 52 (Pays de la Loire) a 5 départements : ['72' '53' '49' '85' '44']\n", "La région 53 (Bretagne) a 4 départements : ['22' '35' '56' '29']\n", "La région 75 (Nouvelle-Aquitaine) a 12 départements : ['23' '24' '19' '16' '47' '33' '40' '64' '87' '17' '79' '86']\n", "La région 76 (Occitanie) a 13 départements : ['31' '11' '09' '65' '66' '34' '30' '32' '12' '81' '48' '82' '46']\n", "La région 84 (Auvergne-Rhône-Alpes) a 12 départements : ['26' '38' '63' '15' '43' '01' '73' '03' '42' '07' '74' '69']\n", "La région 93 (Provence-Alpes-Côte d'Azur) a 6 départements : ['04' '05' '83' '84' '06' '13']\n", "La région 94 (Corse) a 2 départements : ['2B' '2A']\n" ] } ], "source": [ "# ou avec groupby\n", "# ====================================\n", "\n", "df_grby = df.groupby(\"REG\")[\"DEP\"]\n", "nb_dep_par_reg = df_grby.nunique()\n", "# C'est une série: \n", "# - les index sont les codes régionaux, \n", "# - les valeurs sont le nombre de départements\n", "\n", "# On peut alors l'utiliser pour afficher des informations supplémentaires\n", "for reg, count in nb_dep_par_reg.items():\n", " dep_uniques = df_grby.get_group(reg).unique() # les départements uniques pour cette région\n", " print(f\"La région {reg} ({region_dict[reg]}) a {count} départements : {dep_uniques}\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Combien de communes par région ?\n", "\n", "Attention, avec `nunique()`, on compte le nombre de valeurs uniques, or certains noms de communes sont dupliqués. Il faut donc utiliser une autre méthode comme `pivot_table()` avec `aggfunc='count'`." ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:56.287849Z", "iopub.status.busy": "2026-10-30T13:10:56.287386Z", "iopub.status.idle": "2026-10-30T13:10:56.298503Z", "shell.execute_reply": "2026-10-30T13:10:56.298034Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " LIBGEO\n", "REG \n", "1 32\n", "2 34\n", "3 22\n", "4 24\n", "11 1287\n", "24 1757\n", "27 3699\n", "28 2651\n", "32 3787\n", "44 5119\n", "52 1233\n", "53 1207\n", "75 4308\n", "76 4453\n", "84 4028\n", "93 946\n", "94 360" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_communes_by_region = df.pivot_table(index='REG', values='LIBGEO', aggfunc='count')\n", "df_communes_by_region\n", "\n", "# df.groupby('REG')[2021].count() \n", "# df[['REG','DEP','LIBGEO']].pivot_table(index='REG', values='LIBGEO', aggfunc='count')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Bonus : connexion Internet requise.** Les cartes choroplèthes de cette section téléchargent le fond de carte (fichier *GeoJSON* des régions françaises) depuis un dépôt en ligne. Sans accès à Internet, ces cellules échouent : tout le reste de l'exercice fonctionne sans elles.\n", "\n", "Cette partie n'est pas au programme et ne sera pas évaluée : elle est là pour vous montrer ce que Pandas permet une fois les données agrégées.\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Bonus : visualisation des données sur une carte choroplèthe\n", "\n", "On peut visualiser le nombre de communes par région sur une carte de France. Cette visualisation nécéssite de récupérer les coordonnées géographiques des régions et de les associer au DataFrame `df_communes_by_region`. Pour cela, nous pouvons utiliser une base de données géographiques telle que [GeoJSON](https://geojson-maps.ash.ms/). Ensuite, nous pouvons utiliser la bibliothèque Plotly pour créer une **carte choroplèthe** en utilisant les coordonnées géographiques et les données de population par région. Voici un exemple de code pour réaliser cette visualisation :" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:56.300607Z", "iopub.status.busy": "2026-10-30T13:10:56.300344Z", "iopub.status.idle": "2026-10-30T13:10:56.308230Z", "shell.execute_reply": "2026-10-30T13:10:56.307600Z" } }, "outputs": [ { "data": { "text/html": [ "
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REGNombre_communesNom_Region
0132Guadeloupe
1234Martinique
2322Guyane
3424La Réunion
4111287Île-de-France
5241757Centre-Val de Loire
6273699Bourgogne-Franche-Comté
7282651Normandie
8323787Hauts-de-France
9445119Grand Est
10521233Pays de la Loire
11531207Bretagne
12754308Nouvelle-Aquitaine
13764453Occitanie
14844028Auvergne-Rhône-Alpes
1593946Provence-Alpes-Côte d'Azur
1694360Corse
\n", "
" ], "text/plain": [ " REG Nombre_communes Nom_Region\n", "0 1 32 Guadeloupe\n", "1 2 34 Martinique\n", "2 3 22 Guyane\n", "3 4 24 La Réunion\n", "4 11 1287 Île-de-France\n", "5 24 1757 Centre-Val de Loire\n", "6 27 3699 Bourgogne-Franche-Comté\n", "7 28 2651 Normandie\n", "8 32 3787 Hauts-de-France\n", "9 44 5119 Grand Est\n", "10 52 1233 Pays de la Loire\n", "11 53 1207 Bretagne\n", "12 75 4308 Nouvelle-Aquitaine\n", "13 76 4453 Occitanie\n", "14 84 4028 Auvergne-Rhône-Alpes\n", "15 93 946 Provence-Alpes-Côte d'Azur\n", "16 94 360 Corse" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Préparer les données pour la carte choroplèth\n", "# ===============================================\n", "# Il faut réinitialiser l'index pour que 'REG' devienne une colonne normale\n", "df_communes_by_region = df_communes_by_region.reset_index()\n", "# Renommer les colonnes\n", "df_communes_by_region.columns = ['REG', 'Nombre_communes']\n", "# Ajouter les noms des régions\n", "df_communes_by_region['Nom_Region'] = df_communes_by_region['REG'].map(region_dict)\n", "df_communes_by_region" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:56.310680Z", "iopub.status.busy": "2026-10-30T13:10:56.310242Z", "iopub.status.idle": "2026-10-30T13:10:56.551731Z", "shell.execute_reply": "2026-10-30T13:10:56.551134Z" } }, "outputs": [], "source": [ "# Récupérer les données GeoJSON\n", "geo_url = \"https://raw.githubusercontent.com/gregoiredavid/france-geojson/master/regions-version-simplifiee.geojson\"\n", "france_regions_geo = requests.get(geo_url).json()" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:56.554365Z", "iopub.status.busy": "2026-10-30T13:10:56.553950Z", "iopub.status.idle": "2026-10-30T13:10:56.557383Z", "shell.execute_reply": "2026-10-30T13:10:56.556833Z" } }, "outputs": [], "source": [ "# Pour comprendre la structure du GeoJSON\n", "# ========================================================\n", "\n", "# import json\n", "\n", "# print(\"=== Structure du GeoJSON ===\")\n", "# print(f\"Type: {type(france_regions_geo)}\")\n", "# print(f\"Clés principales: {france_regions_geo.keys()}\")\n", "# print(f\"\\nNombre de régions: {len(france_regions_geo['features'])}\")\n", "\n", "# print(\"\\n=== Exemple d'une région (première feature) ===\")\n", "# first_feature = france_regions_geo['features'][0]\n", "# print(f\"Clés de la feature: {first_feature.keys()}\")\n", "# print(f\"\\nPropriétés disponibles:\")\n", "# print(json.dumps(first_feature['properties'], indent=2, ensure_ascii=False))\n", "\n", "# print(\"\\n=== TOUTES les régions avec leurs propriétés ===\")\n", "# for i, feature in enumerate(france_regions_geo['features']):\n", "# props = feature['properties']\n", "# print(f\"\\nRégion {i+1}: {json.dumps(props, indent=2, ensure_ascii=False)}\")" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:56.559868Z", "iopub.status.busy": "2026-10-30T13:10:56.559373Z", "iopub.status.idle": "2026-10-30T13:10:56.837728Z", "shell.execute_reply": "2026-10-30T13:10:56.837263Z" } }, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Créer la carte choroplèth avec plotly\n", "# ========================================\n", "\n", "# Appel utilisant les codes des régions\n", "fig = px.choropleth(\n", " df_communes_by_region, # DataFrame avec les données\n", " geojson=france_regions_geo, # Données géographiques au format GeoJSON\n", " \n", " # Appel utilisant les codes des régions\n", " locations='REG', # Colonne du DataFrame avec les codes des régions\n", " featureidkey='properties.code', # Clé du code dans le GeoJSON\n", " # Appel utilisant les noms des régions\n", " #locations='Nom_Region', # Doit correspondre aux noms dans le GeoJSON\n", " #featureidkey='properties.nom', # Clé dans le GeoJSON pour faire correspondre\n", " \n", " color='Nombre_communes', # Colonne pour la coloration\n", " color_continuous_scale='Blues', # Palette de couleurs\n", " labels={'Nombre_communes': 'Nombre de communes'}, # Étiquette pour la légende\n", " title='Nombre de communes par région en France',\n", " hover_data={'REG': True, 'Nom_Region': True, 'Nombre_communes': True}, # Infos au survol\n", " scope='europe', # Centrer la carte sur l'Europe (optionnel)\n", " # projection=\"mercator\", # Projection cartographique, par défaut \"equirectangular\"\n", ")\n", "\n", "# Ajuster la vue sur la France et n'afficher que la France\n", "fig.update_geos( fitbounds=\"locations\", visible=False )\n", "# fig.update_layout(width=800, height=600)\n", "fig.update_layout(margin={\"r\":0,\"t\":0,\"l\":0,\"b\":0})\n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Combien de communes par région et département ?" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:56.841513Z", "iopub.status.busy": "2026-10-30T13:10:56.841316Z", "iopub.status.idle": "2026-10-30T13:10:56.849856Z", "shell.execute_reply": "2026-10-30T13:10:56.849381Z" } }, "outputs": [ { "data": { "text/plain": [ "DEP\n", "04 198\n", "05 162\n", "06 163\n", "13 119\n", "83 153\n", "84 151\n", "Name: LIBGEO, dtype: int64" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_grbt_REG_DEP_LIBGEO = df.groupby(['REG', 'DEP'])['LIBGEO'].count()\n", "# On peut utiliser count car dans chaque département le nom des communes est unique\n", "\n", "# Pour vérifier on affiché le nombre de communes dans la région PACA (93) selon le département\n", "df_grbt_REG_DEP_LIBGEO[93] " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Combien de personnes par region en 2021 ?" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:56.851521Z", "iopub.status.busy": "2026-10-30T13:10:56.851339Z", "iopub.status.idle": "2026-10-30T13:10:56.861123Z", "shell.execute_reply": "2026-10-30T13:10:56.860614Z" } }, "outputs": [ { "data": { "text/html": [ "
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2021
REG
1384315.0
2360749.0
3286618.0
4871157.0
1112317279.0
242573303.0
272800194.0
283327966.0
325995292.0
445561287.0
523853999.0
533394567.0
756069352.0
766022176.0
848114361.0
935127840.0
94347597.0
All67408052.0
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" ], "text/plain": [ " 2021\n", "REG \n", "1 384315.0\n", "2 360749.0\n", "3 286618.0\n", "4 871157.0\n", "11 12317279.0\n", "24 2573303.0\n", "27 2800194.0\n", "28 3327966.0\n", "32 5995292.0\n", "44 5561287.0\n", "52 3853999.0\n", "53 3394567.0\n", "75 6069352.0\n", "76 6022176.0\n", "84 8114361.0\n", "93 5127840.0\n", "94 347597.0\n", "All 67408052.0" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_sum_2021_by_region = df.pivot_table(index='REG', values='2021', aggfunc='sum', margins=True)\n", "# df.groupby('REG')['2021'].sum()\n", "df_sum_2021_by_region" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Quelle est la région la plus peuplée en 2021 ?" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:56.862984Z", "iopub.status.busy": "2026-10-30T13:10:56.862823Z", "iopub.status.idle": "2026-10-30T13:10:56.868752Z", "shell.execute_reply": "2026-10-30T13:10:56.868360Z" } }, "outputs": [ { "data": { "text/plain": [ "2021 11\n", "dtype: object" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "'Île-de-France'" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# margins=True ajoute une ligne \"All\" qu'on doit retirer avant de tracer\n", "df_sum_2021_by_region = df_sum_2021_by_region.drop(index=\"All\")\n", "\n", "region_max_2021 = df_sum_2021_by_region.idxmax()\n", "display(region_max_2021) # indice = code de la région la plus peuplée en 2021\n", "region_dict[region_max_2021.iloc[0]] # nom de la région la plus peuplée en 2021" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:56.870494Z", "iopub.status.busy": "2026-10-30T13:10:56.870333Z", "iopub.status.idle": "2026-10-30T13:10:57.090928Z", "shell.execute_reply": "2026-10-30T13:10:57.090484Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df_sum_2021_by_region.index = ( df_sum_2021_by_region.index.map(region_dict) ) \n", "\n", "df_sum_2021_by_region.plot(\n", " kind='bar',\n", " figsize=(8, 5)\n", ")\n", "plt.xticks(rotation=45, ha='right')\n", "plt.grid()\n", "plt.title(\"Nombre d'habitants en 2021 par région\")\n", "plt.xlabel(\"Région\")\n", "plt.ylabel(\"Nombre d'habitants\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:57.092934Z", "iopub.status.busy": "2026-10-30T13:10:57.092729Z", "iopub.status.idle": "2026-10-30T13:10:57.292819Z", "shell.execute_reply": "2026-10-30T13:10:57.292268Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Tri en ordre croissant\n", "df_sum_2021_by_region_plot = df_sum_2021_by_region.sort_values(by=\"2021\", ascending=True)\n", "\n", "\n", "# Pie chart\n", "df_sum_2021_by_region_plot.plot.pie(\n", " y='2021',\n", " autopct='%1.1f%%',\n", " figsize=(8, 8),\n", " legend=False\n", ")\n", "\n", "plt.ylabel(\"\") # enlève le label y\n", "plt.title(\"Répartition de la population 2021 par région\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Bonus** : afficher la population totale par région dans une carte choroplèthe." ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:57.294765Z", "iopub.status.busy": "2026-10-30T13:10:57.294577Z", "iopub.status.idle": "2026-10-30T13:10:57.368057Z", "shell.execute_reply": "2026-10-30T13:10:57.367587Z" } }, "outputs": [ { "data": { "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Préparer les données de population par région\n", "df_sum_2021_by_region_reset = df_sum_2021_by_region_plot.reset_index()\n", "df_sum_2021_by_region_reset.columns = ['REG', 'Population']\n", "\n", "# Ajouter les noms des régions\n", "df_sum_2021_by_region_reset['Nom_Region'] = df_sum_2021_by_region_reset['REG'].map(region_dict)\n", "\n", "# Créer la carte choroplèth avec plotly\n", "fig = px.choropleth(\n", " df_sum_2021_by_region_reset,\n", " geojson=france_regions_geo,\n", " locations='REG', # doit correspondre à \"properties.nom\" dans le GeoJSON\n", " featureidkey='properties.nom',\n", " color='Population',\n", " color_continuous_scale='YlOrRd',\n", " labels={'Population': 'Nombre d\\'habitants'},\n", " title='Population par région en France (2021)',\n", " hover_data={'Nom_Region': True, 'Population': ':,'},\n", " projection=\"mercator\",\n", ")\n", "\n", "# Ajuster la vue sur la France et n'afficher que la France\n", "fig.update_geos( fitbounds=\"locations\", visible=False )\n", "# fig.update_layout(height=600, width=800)\n", "fig.update_layout(margin={\"r\":0,\"t\":0,\"l\":0,\"b\":0})\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Étude de la région PACA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dans la suite nous considérérons les données de la région Provence-Alpes-Côte d'Azur que nous sauvons dans un DataFrame `df_PACA`." ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:57.371899Z", "iopub.status.busy": "2026-10-30T13:10:57.371711Z", "iopub.status.idle": "2026-10-30T13:10:57.394819Z", "shell.execute_reply": "2026-10-30T13:10:57.394355Z" } }, "outputs": [ { "data": { "text/html": [ "
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REGDEPLIBGEO2021202020192018201720162015...1926192119111906190118961891188618811876
139304Majastres5444443...6176150183211221259273276303
219305La Haute-Beaume8888999...41414752494745595964
259383Vérignon9999101010...60606670857794888188
269304Saint-Martin-lès-Seyne10121313141313...8696108110109113132138150145
349305Nossage-et-Bénévent12141516151514...32344851574653676654
..................................................................
348909384Avignon90330905979114391729919219237892130...51685460334711046162448094310041519391823598136317
349199313Aix-en-Provence147478147122145133143097142482143006142668...35106299832983629829294182891328357290572925728693
349329383Toulon180452179659178745176198171953169634167479...1151201063311045821035491016029527677747701227010370509
349439306Nice348085343477342669341032340017342637342522...1844411558391429401342321051099376088273774786627953397
349469313Marseille873076870321870731868277863310862211861635...652196586341550619517498491161442239403749376143360099318868
\n", "

946 rows × 38 columns

\n", "
" ], "text/plain": [ " REG DEP LIBGEO 2021 2020 2019 2018 \\\n", "13 93 04 Majastres 5 4 4 4 \n", "21 93 05 La Haute-Beaume 8 8 8 8 \n", "25 93 83 Vérignon 9 9 9 9 \n", "26 93 04 Saint-Martin-lès-Seyne 10 12 13 13 \n", "34 93 05 Nossage-et-Bénévent 12 14 15 16 \n", "... ... .. ... ... ... ... ... \n", "34890 93 84 Avignon 90330 90597 91143 91729 \n", "34919 93 13 Aix-en-Provence 147478 147122 145133 143097 \n", "34932 93 83 Toulon 180452 179659 178745 176198 \n", "34943 93 06 Nice 348085 343477 342669 341032 \n", "34946 93 13 Marseille 873076 870321 870731 868277 \n", "\n", " 2017 2016 2015 ... 1926 1921 1911 1906 1901 \\\n", "13 4 4 3 ... 61 76 150 183 211 \n", "21 9 9 9 ... 41 41 47 52 49 \n", "25 10 10 10 ... 60 60 66 70 85 \n", "26 14 13 13 ... 86 96 108 110 109 \n", "34 15 15 14 ... 32 34 48 51 57 \n", "... ... ... ... ... ... ... ... ... ... \n", "34890 91921 92378 92130 ... 51685 46033 47110 46162 44809 \n", "34919 142482 143006 142668 ... 35106 29983 29836 29829 29418 \n", "34932 171953 169634 167479 ... 115120 106331 104582 103549 101602 \n", "34943 340017 342637 342522 ... 184441 155839 142940 134232 105109 \n", "34946 863310 862211 861635 ... 652196 586341 550619 517498 491161 \n", "\n", " 1896 1891 1886 1881 1876 \n", "13 221 259 273 276 303 \n", "21 47 45 59 59 64 \n", "25 77 94 88 81 88 \n", "26 113 132 138 150 145 \n", "34 46 53 67 66 54 \n", "... ... ... ... ... ... \n", "34890 43100 41519 39182 35981 36317 \n", "34919 28913 28357 29057 29257 28693 \n", "34932 95276 77747 70122 70103 70509 \n", "34943 93760 88273 77478 66279 53397 \n", "34946 442239 403749 376143 360099 318868 \n", "\n", "[946 rows x 38 columns]" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Méthode 1\n", "# mask = (df['REG'] == 93)\n", "# df_PACA = df[mask]\n", "\n", "# Méthode 2\n", "df_grbyREG = df.groupby('REG')\n", "df_PACA = df_grbyREG.get_group(name=93)\n", "df_IdF = df_grbyREG.get_group(name=11)\n", "\n", "# Affichage\n", "df_PACA" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Combien de départements dans la région PACA ?" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:57.396755Z", "iopub.status.busy": "2026-10-30T13:10:57.396563Z", "iopub.status.idle": "2026-10-30T13:10:57.400416Z", "shell.execute_reply": "2026-10-30T13:10:57.399921Z" } }, "outputs": [ { "data": { "text/plain": [ "6" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_PACA[\"DEP\"].nunique()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:57.402133Z", "iopub.status.busy": "2026-10-30T13:10:57.401944Z", "iopub.status.idle": "2026-10-30T13:10:57.405097Z", "shell.execute_reply": "2026-10-30T13:10:57.404665Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "04 Alpes-de-Haute-Provence\n", "05 Hautes-Alpes\n", "83 Var\n", "84 Vaucluse\n", "06 Alpes-Maritimes\n", "13 Bouches-du-Rhône\n" ] } ], "source": [ "for code_dep in df_PACA[\"DEP\"].unique():\n", " print(code_dep, dep_PACA[code_dep])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Combien de communes dans la région PACA ?" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:57.406840Z", "iopub.status.busy": "2026-10-30T13:10:57.406658Z", "iopub.status.idle": "2026-10-30T13:10:57.410097Z", "shell.execute_reply": "2026-10-30T13:10:57.409712Z" } }, "outputs": [ { "data": { "text/plain": [ "946" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_PACA[\"DEP\"].shape[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Combien de commune dans chaque département de la région PACA ?" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:57.411835Z", "iopub.status.busy": "2026-10-30T13:10:57.411662Z", "iopub.status.idle": "2026-10-30T13:10:57.421993Z", "shell.execute_reply": "2026-10-30T13:10:57.421518Z" } }, "outputs": [ { "data": { "text/html": [ "
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LIBGEO
DEP
04198
05162
06163
13119
83153
84151
All946
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" ], "text/plain": [ " LIBGEO\n", "DEP \n", "04 198\n", "05 162\n", "06 163\n", "13 119\n", "83 153\n", "84 151\n", "All 946" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_PACA.pivot_table(index='DEP', values='LIBGEO', aggfunc='count', margins=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Est-ce qu'il existe des communes avec le même nom dans la région Provence-Alpes-Côte d'Azur ?" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:57.423693Z", "iopub.status.busy": "2026-10-30T13:10:57.423505Z", "iopub.status.idle": "2026-10-30T13:10:57.427682Z", "shell.execute_reply": "2026-10-30T13:10:57.427229Z" } }, "outputs": [ { "data": { "text/plain": [ "12" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_PACA['LIBGEO'].count() - df_PACA['LIBGEO'].nunique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Il y a bien 12 communes avec le même nom dans la région Provence-Alpes-Côte d'Azur (mais pas le même CODGEO). Lesquelles ?" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:57.429359Z", "iopub.status.busy": "2026-10-30T13:10:57.429170Z", "iopub.status.idle": "2026-10-30T13:10:57.449674Z", "shell.execute_reply": "2026-10-30T13:10:57.449233Z" } }, "outputs": [ { "data": { "text/html": [ "
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REGDEPLIBGEO2021202020192018201720162015...1926192119111906190118961891188618811876
275629304Aiglun1413142014321432144014121384...174187218220239231259268293298
30639306Aiglun93939493918986...115100142152150175241187218268
301889306Aspremont2300227122722230218721442139...424510591611579615711512727513
152159305Aspremont366369369363358350341...300330376396421451453507512501
190049305Châteauvieux528519506496490488485...127141173165177179178201202231
20729383Châteauvieux75777981838785...6666768089829392104109
153889383Esparron371370371364356349345...265267284310346367364371416410
12549305Esparron58585756514540...112107143128132162166172190213
345879383La Garde25912255632550525380251262523625047...3048282730372961279123982171197118191896
48749304La Garde124121118104897577...119116122156180211218238237246
178629305La Rochette475473474470466469472...265261280274260271267302382276
19159304La Rochette72747572706766...168190241258259272276286282310
328369383Le Castellet5285457838733887388638753947...1324123213141242133213531293129513841744
131059304Le Castellet301298299296293289292...177181198186206218220250246228
275879384Mirabeau1419138913441324128812531218...302315408420450493484549505558
185599304Mirabeau509512511511511511510...220255314355374388404411481507
74689305Rousset172177181182183179171...189163176166177197208211224225
328149313Rousset5209497749184881484448114768...705862713683668684693730777853
323509306Saint-Jeannet4303431742464157412840994071...85783498193996510611377111310621027
7989304Saint-Jeannet47484850545963...116112162183225201238251264242
33109304Sigoyer98101103104107105104...120128150151162161161190206218
223019305Sigoyer730727708688665664664...472467526555561591623668674712
95679305Vitrolles214210209204204205206...206196211236237268298319350343
347099313Vitrolles35532344183333333101333103388034089...812794819875892910910100710101082
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24 rows × 38 columns

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" ], "text/plain": [ " REG DEP LIBGEO 2021 2020 2019 2018 2017 2016 \\\n", "27562 93 04 Aiglun 1413 1420 1432 1432 1440 1412 \n", "3063 93 06 Aiglun 93 93 94 93 91 89 \n", "30188 93 06 Aspremont 2300 2271 2272 2230 2187 2144 \n", "15215 93 05 Aspremont 366 369 369 363 358 350 \n", "19004 93 05 Châteauvieux 528 519 506 496 490 488 \n", "2072 93 83 Châteauvieux 75 77 79 81 83 87 \n", "15388 93 83 Esparron 371 370 371 364 356 349 \n", "1254 93 05 Esparron 58 58 57 56 51 45 \n", "34587 93 83 La Garde 25912 25563 25505 25380 25126 25236 \n", "4874 93 04 La Garde 124 121 118 104 89 75 \n", "17862 93 05 La Rochette 475 473 474 470 466 469 \n", "1915 93 04 La Rochette 72 74 75 72 70 67 \n", "32836 93 83 Le Castellet 5285 4578 3873 3887 3886 3875 \n", "13105 93 04 Le Castellet 301 298 299 296 293 289 \n", "27587 93 84 Mirabeau 1419 1389 1344 1324 1288 1253 \n", "18559 93 04 Mirabeau 509 512 511 511 511 511 \n", "7468 93 05 Rousset 172 177 181 182 183 179 \n", "32814 93 13 Rousset 5209 4977 4918 4881 4844 4811 \n", "32350 93 06 Saint-Jeannet 4303 4317 4246 4157 4128 4099 \n", "798 93 04 Saint-Jeannet 47 48 48 50 54 59 \n", "3310 93 04 Sigoyer 98 101 103 104 107 105 \n", "22301 93 05 Sigoyer 730 727 708 688 665 664 \n", "9567 93 05 Vitrolles 214 210 209 204 204 205 \n", "34709 93 13 Vitrolles 35532 34418 33333 33101 33310 33880 \n", "\n", " 2015 ... 1926 1921 1911 1906 1901 1896 1891 1886 1881 1876 \n", "27562 1384 ... 174 187 218 220 239 231 259 268 293 298 \n", "3063 86 ... 115 100 142 152 150 175 241 187 218 268 \n", "30188 2139 ... 424 510 591 611 579 615 711 512 727 513 \n", "15215 341 ... 300 330 376 396 421 451 453 507 512 501 \n", "19004 485 ... 127 141 173 165 177 179 178 201 202 231 \n", "2072 85 ... 66 66 76 80 89 82 93 92 104 109 \n", "15388 345 ... 265 267 284 310 346 367 364 371 416 410 \n", "1254 40 ... 112 107 143 128 132 162 166 172 190 213 \n", "34587 25047 ... 3048 2827 3037 2961 2791 2398 2171 1971 1819 1896 \n", "4874 77 ... 119 116 122 156 180 211 218 238 237 246 \n", "17862 472 ... 265 261 280 274 260 271 267 302 382 276 \n", "1915 66 ... 168 190 241 258 259 272 276 286 282 310 \n", "32836 3947 ... 1324 1232 1314 1242 1332 1353 1293 1295 1384 1744 \n", "13105 292 ... 177 181 198 186 206 218 220 250 246 228 \n", "27587 1218 ... 302 315 408 420 450 493 484 549 505 558 \n", "18559 510 ... 220 255 314 355 374 388 404 411 481 507 \n", "7468 171 ... 189 163 176 166 177 197 208 211 224 225 \n", "32814 4768 ... 705 862 713 683 668 684 693 730 777 853 \n", "32350 4071 ... 857 834 981 939 965 1061 1377 1113 1062 1027 \n", "798 63 ... 116 112 162 183 225 201 238 251 264 242 \n", "3310 104 ... 120 128 150 151 162 161 161 190 206 218 \n", "22301 664 ... 472 467 526 555 561 591 623 668 674 712 \n", "9567 206 ... 206 196 211 236 237 268 298 319 350 343 \n", "34709 34089 ... 812 794 819 875 892 910 910 1007 1010 1082 \n", "\n", "[24 rows x 38 columns]" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "duplicated_names = df_PACA['LIBGEO'].duplicated(keep=False) # c'est un masque, l'option keep=False signifie que chaque valeur de la colonne qui apparaît plus d'une fois sera marquée comme True. Les valeurs uniques (apparaissant une seule fois) seront marquées comme False.\n", "communes_duplicated_sorted = df_PACA[duplicated_names].sort_values(by='LIBGEO')\n", "communes_duplicated_sorted" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Combien de personnes habitaient en PACA en 2021 ?" ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:57.451386Z", "iopub.status.busy": "2026-10-30T13:10:57.451202Z", "iopub.status.idle": "2026-10-30T13:10:57.454817Z", "shell.execute_reply": "2026-10-30T13:10:57.454358Z" } }, "outputs": [ { "data": { "text/plain": [ "5127840" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display( df_PACA['2021'].sum() ) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Combien de personnes habitaient dans chaque département de la région PACA en 2021 ?" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:57.456576Z", "iopub.status.busy": "2026-10-30T13:10:57.456394Z", "iopub.status.idle": "2026-10-30T13:10:57.465682Z", "shell.execute_reply": "2026-10-30T13:10:57.465242Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " 2021\n", "DEP \n", "04 166077.0\n", "05 140976.0\n", "06 1103941.0\n", "13 2056943.0\n", "83 1095337.0\n", "84 564566.0\n", "All 5127840.0" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "PACA_DEP_2021 = df_PACA.pivot_table(index='DEP', values='2021', aggfunc='sum', margins=True)\n", "PACA_DEP_2021" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:57.467440Z", "iopub.status.busy": "2026-10-30T13:10:57.467262Z", "iopub.status.idle": "2026-10-30T13:10:57.607101Z", "shell.execute_reply": "2026-10-30T13:10:57.606615Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# margins=True ajoute une ligne \"All\" qu'on doit retirer avant de tracer\n", "PACA_DEP_2021_plot = PACA_DEP_2021.drop(index=\"All\")\n", "\n", "PACA_DEP_2021_plot.index = ( PACA_DEP_2021_plot.index.map(dep_PACA)) \n", "\n", "\n", "PACA_DEP_2021_plot.plot(\n", " kind='bar',\n", " figsize=(8, 5)\n", ")\n", "plt.title(\"Nombre d'habitants en 2021 par département (PACA)\")\n", "plt.xlabel(\"Département\")\n", "plt.ylabel(\"Nombre d'habitants\")\n", "plt.xticks(rotation=45, ha='right')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:57.609226Z", "iopub.status.busy": "2026-10-30T13:10:57.608977Z", "iopub.status.idle": "2026-10-30T13:10:57.703071Z", "shell.execute_reply": "2026-10-30T13:10:57.702613Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Tri en ordre croissant\n", "PACA_DEP_2021_plot = PACA_DEP_2021_plot.sort_values(by=\"2021\", ascending=True)\n", "\n", "PACA_DEP_2021_plot.plot.pie(\n", " y='2021',\n", " autopct='%1.1f%%',\n", " figsize=(6, 6),\n", " legend=False\n", ")\n", "plt.ylabel(\"\")\n", "plt.title(\"Répartition des habitants en 2021 par département (PACA)\")\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Étude du département VAR" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dans la suite nous allons considérer les données du département du Var que nous sauvons dans un DataFrame `df_83`." ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:57.704977Z", "iopub.status.busy": "2026-10-30T13:10:57.704804Z", "iopub.status.idle": "2026-10-30T13:10:57.723964Z", "shell.execute_reply": "2026-10-30T13:10:57.723471Z" } }, "outputs": [ { "data": { "text/html": [ "
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REGDEPLIBGEO2021202020192018201720162015...1926192119111906190118961891188618811876
259383Vérignon9999101010...60606670857794888188
1199383Brenon22232527293130...25264533566367757881
7489383Le Bourguet45424138353130...5678124118121151139149154146
9759383Riboux51514948464442...21162134423936354047
20729383Châteauvieux75777981838785...6666768089829392104109
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347399383Draguignan39745394343943339106393404005340278...9441919999749770967199639816975391339223
348289383Hyères55103546155482155069555885577256478...1981617476213391779017659149781175210577108639639
348339383Fréjus57082557505445853786526725316852897...9091945140224190415635103139354031353478
348479383La Seyne-sur-Mer62763622326298762888639366462064903...23504220662104218808200031556413650125401149810148
349329383Toulon180452179659178745176198171953169634167479...1151201063311045821035491016029527677747701227010370509
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153 rows × 38 columns

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" ], "text/plain": [ " REG DEP LIBGEO 2021 2020 2019 2018 2017 \\\n", "25 93 83 Vérignon 9 9 9 9 10 \n", "119 93 83 Brenon 22 23 25 27 29 \n", "748 93 83 Le Bourguet 45 42 41 38 35 \n", "975 93 83 Riboux 51 51 49 48 46 \n", "2072 93 83 Châteauvieux 75 77 79 81 83 \n", "... ... .. ... ... ... ... ... ... \n", "34739 93 83 Draguignan 39745 39434 39433 39106 39340 \n", "34828 93 83 Hyères 55103 54615 54821 55069 55588 \n", "34833 93 83 Fréjus 57082 55750 54458 53786 52672 \n", "34847 93 83 La Seyne-sur-Mer 62763 62232 62987 62888 63936 \n", "34932 93 83 Toulon 180452 179659 178745 176198 171953 \n", "\n", " 2016 2015 ... 1926 1921 1911 1906 1901 1896 \\\n", "25 10 10 ... 60 60 66 70 85 77 \n", "119 31 30 ... 25 26 45 33 56 63 \n", "748 31 30 ... 56 78 124 118 121 151 \n", "975 44 42 ... 21 16 21 34 42 39 \n", "2072 87 85 ... 66 66 76 80 89 82 \n", "... ... ... ... ... ... ... ... ... ... \n", "34739 40053 40278 ... 9441 9199 9974 9770 9671 9963 \n", "34828 55772 56478 ... 19816 17476 21339 17790 17659 14978 \n", "34833 53168 52897 ... 9091 9451 4022 4190 4156 3510 \n", "34847 64620 64903 ... 23504 22066 21042 18808 20003 15564 \n", "34932 169634 167479 ... 115120 106331 104582 103549 101602 95276 \n", "\n", " 1891 1886 1881 1876 \n", "25 94 88 81 88 \n", "119 67 75 78 81 \n", "748 139 149 154 146 \n", "975 36 35 40 47 \n", "2072 93 92 104 109 \n", "... ... ... ... ... \n", "34739 9816 9753 9133 9223 \n", "34828 11752 10577 10863 9639 \n", "34833 3139 3540 3135 3478 \n", "34847 13650 12540 11498 10148 \n", "34932 77747 70122 70103 70509 \n", "\n", "[153 rows x 38 columns]" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Methode 1\n", "# df_83 = df[ df['DEP'] == '83' ] \n", "# df_83 = df_PACA[ df_PACA['DEP'] == '83' ] \n", "\n", "# Methode 2\n", "df_83 = df_PACA.groupby('DEP').get_group(name='83')\n", "\n", "# Affichage\n", "df_83" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Combien de communes sont présentes dans le département du Var ?" ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:57.725877Z", "iopub.status.busy": "2026-10-30T13:10:57.725687Z", "iopub.status.idle": "2026-10-30T13:10:57.729520Z", "shell.execute_reply": "2026-10-30T13:10:57.729016Z" } }, "outputs": [ { "data": { "text/plain": [ "153" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# df_83['LIBGEO'].count()\n", "df_83['LIBGEO'].shape[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Est-ce qu'il existe des communes avec le même nom dans le département du VAR ?" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:57.731237Z", "iopub.status.busy": "2026-10-30T13:10:57.731023Z", "iopub.status.idle": "2026-10-30T13:10:57.734992Z", "shell.execute_reply": "2026-10-30T13:10:57.734518Z" } }, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_83['LIBGEO'].count() - df_83['LIBGEO'].nunique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pour choisir une commune, on va d'abord afficher toutes les communes du département du Var (pour vérifier l'orthographe) :" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:57.736870Z", "iopub.status.busy": "2026-10-30T13:10:57.736681Z", "iopub.status.idle": "2026-10-30T13:10:57.740881Z", "shell.execute_reply": "2026-10-30T13:10:57.740466Z" } }, "outputs": [ { "data": { "text/plain": [ "['Aiguines',\n", " 'Ampus',\n", " 'Artignosc-sur-Verdon',\n", " 'Artigues',\n", " 'Aups',\n", " 'Bagnols-en-Forêt',\n", " 'Bandol',\n", " 'Bargemon',\n", " 'Bargème',\n", " 'Barjols',\n", " 'Baudinard-sur-Verdon',\n", " 'Bauduen',\n", " 'Belgentier',\n", " 'Besse-sur-Issole',\n", " 'Bormes-les-Mimosas',\n", " 'Bras',\n", " 'Brenon',\n", " 'Brignoles',\n", " 'Brue-Auriac',\n", " 'Cabasse',\n", " 'Callas',\n", " 'Callian',\n", " 'Camps-la-Source',\n", " 'Carcès',\n", " 'Carnoules',\n", " 'Carqueiranne',\n", " 'Cavalaire-sur-Mer',\n", " 'Châteaudouble',\n", " 'Châteauvert',\n", " 'Châteauvieux',\n", " 'Claviers',\n", " 'Cogolin',\n", " 'Collobrières',\n", " 'Comps-sur-Artuby',\n", " 'Correns',\n", " 'Cotignac',\n", " 'Cuers',\n", " 'Draguignan',\n", " 'Entrecasteaux',\n", " 'Esparron',\n", " 'Fayence',\n", " 'Figanières',\n", " 'Flassans-sur-Issole',\n", " 'Flayosc',\n", " 'Forcalqueiret',\n", " 'Fox-Amphoux',\n", " 'Fréjus',\n", " 'Garéoult',\n", " 'Gassin',\n", " 'Ginasservis',\n", " 'Gonfaron',\n", " 'Grimaud',\n", " 'Hyères',\n", " 'La Bastide',\n", " \"La Cadière-d'Azur\",\n", " 'La Celle',\n", " 'La Crau',\n", " 'La Croix-Valmer',\n", " 'La Farlède',\n", " 'La Garde',\n", " 'La Garde-Freinet',\n", " 'La Londe-les-Maures',\n", " 'La Martre',\n", " 'La Motte',\n", " 'La Môle',\n", " 'La Roque-Esclapon',\n", " 'La Roquebrussanne',\n", " 'La Seyne-sur-Mer',\n", " 'La Valette-du-Var',\n", " 'La Verdière',\n", " 'Le Beausset',\n", " 'Le Bourguet',\n", " 'Le Cannet-des-Maures',\n", " 'Le Castellet',\n", " 'Le Lavandou',\n", " 'Le Luc',\n", " 'Le Muy',\n", " 'Le Plan-de-la-Tour',\n", " 'Le Pradet',\n", " 'Le Revest-les-Eaux',\n", " 'Le Thoronet',\n", " 'Le Val',\n", " \"Les Adrets-de-l'Estérel\",\n", " 'Les Arcs',\n", " 'Les Mayons',\n", " 'Les Salles-sur-Verdon',\n", " 'Lorgues',\n", " 'Mazaugues',\n", " 'Moissac-Bellevue',\n", " 'Mons',\n", " 'Montauroux',\n", " 'Montferrat',\n", " 'Montfort-sur-Argens',\n", " 'Montmeyan',\n", " 'Méounes-lès-Montrieux',\n", " 'Nans-les-Pins',\n", " 'Néoules',\n", " 'Ollioules',\n", " 'Ollières',\n", " 'Pierrefeu-du-Var',\n", " 'Pignans',\n", " \"Plan-d'Aups-Sainte-Baume\",\n", " 'Pontevès',\n", " 'Pourcieux',\n", " 'Pourrières',\n", " 'Puget-Ville',\n", " 'Puget-sur-Argens',\n", " 'Ramatuelle',\n", " 'Rayol-Canadel-sur-Mer',\n", " 'Rians',\n", " 'Riboux',\n", " 'Rocbaron',\n", " 'Roquebrune-sur-Argens',\n", " 'Rougiers',\n", " 'Régusse',\n", " 'Saint-Antonin-du-Var',\n", " 'Saint-Cyr-sur-Mer',\n", " 'Saint-Julien',\n", " 'Saint-Mandrier-sur-Mer',\n", " 'Saint-Martin-de-Pallières',\n", " 'Saint-Maximin-la-Sainte-Baume',\n", " 'Saint-Paul-en-Forêt',\n", " 'Saint-Raphaël',\n", " 'Saint-Tropez',\n", " 'Saint-Zacharie',\n", " 'Sainte-Anastasie-sur-Issole',\n", " 'Sainte-Maxime',\n", " 'Salernes',\n", " 'Sanary-sur-Mer',\n", " 'Seillans',\n", " \"Seillons-Source-d'Argens\",\n", " 'Signes',\n", " 'Sillans-la-Cascade',\n", " 'Six-Fours-les-Plages',\n", " 'Solliès-Pont',\n", " 'Solliès-Toucas',\n", " 'Solliès-Ville',\n", " 'Tanneron',\n", " 'Taradeau',\n", " 'Tavernes',\n", " 'Toulon',\n", " 'Tourrettes',\n", " 'Tourtour',\n", " 'Tourves',\n", " 'Trans-en-Provence',\n", " 'Trigance',\n", " 'Varages',\n", " 'Vidauban',\n", " 'Villecroze',\n", " 'Vinon-sur-Verdon',\n", " 'Vins-sur-Caramy',\n", " 'Vérignon',\n", " 'Évenos']" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# première idée : on affiche toutes les communes mais elles sont trop nombreuses\n", "sorted(df_83['LIBGEO'].tolist())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On cherche alors une commune en particulier avec un filtre sur le nom de la commune avec la méthode `str.contains()` :" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:57.742556Z", "iopub.status.busy": "2026-10-30T13:10:57.742366Z", "iopub.status.idle": "2026-10-30T13:10:57.757736Z", "shell.execute_reply": "2026-10-30T13:10:57.757206Z" } }, "outputs": [ { "data": { "text/html": [ "
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REGDEPLIBGEO2021202020192018201720162015...1926192119111906190118961891188618811876
305919383Solliès-Ville2529252325262488245024122391...479376488492486575536610653712
330759383Solliès-Toucas5912586757535696571957415756...79977788290093310171043105411711227
341109383Solliès-Pont12080119741176211496111491105610951...2666268927572867278427012705266228912905
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3 rows × 38 columns

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" ], "text/plain": [ " REG DEP LIBGEO 2021 2020 2019 2018 2017 2016 \\\n", "30591 93 83 Solliès-Ville 2529 2523 2526 2488 2450 2412 \n", "33075 93 83 Solliès-Toucas 5912 5867 5753 5696 5719 5741 \n", "34110 93 83 Solliès-Pont 12080 11974 11762 11496 11149 11056 \n", "\n", " 2015 ... 1926 1921 1911 1906 1901 1896 1891 1886 1881 1876 \n", "30591 2391 ... 479 376 488 492 486 575 536 610 653 712 \n", "33075 5756 ... 799 777 882 900 933 1017 1043 1054 1171 1227 \n", "34110 10951 ... 2666 2689 2757 2867 2784 2701 2705 2662 2891 2905 \n", "\n", "[3 rows x 38 columns]" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "commune_recherchee = 'Sol'\n", "mask = df_83['LIBGEO'].str.contains(commune_recherchee, case=True, na=False) \n", "# case = False pour ne pas tenir compte de la casse, \n", "# na = False pour ne pas tenir compte des valeurs manquantes\n", "df_83[ mask ]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Choisissons une commune et affichons la ligne correspondant à cette commune :" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:57.759486Z", "iopub.status.busy": "2026-10-30T13:10:57.759336Z", "iopub.status.idle": "2026-10-30T13:10:57.773543Z", "shell.execute_reply": "2026-10-30T13:10:57.773044Z" } }, "outputs": [ { "data": { "text/html": [ "
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REGDEPLIBGEO2021202020192018201720162015...1926192119111906190118961891188618811876
330759383Solliès-Toucas5912586757535696571957415756...79977788290093310171043105411711227
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1 rows × 38 columns

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" ], "text/plain": [ " REG DEP LIBGEO 2021 2020 2019 2018 2017 2016 2015 ... \\\n", "33075 93 83 Solliès-Toucas 5912 5867 5753 5696 5719 5741 5756 ... \n", "\n", " 1926 1921 1911 1906 1901 1896 1891 1886 1881 1876 \n", "33075 799 777 882 900 933 1017 1043 1054 1171 1227 \n", "\n", "[1 rows x 38 columns]" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Commune = 'Solliès-Toucas'\n", "# Commune = 'Toulon'\n", "mask = df_83['LIBGEO'] == Commune\n", "df_Commune = df_83[mask]\n", "df_Commune" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous allons afficher l'évolution de la population d'une commune de 1876 à 2021:" ] }, { "cell_type": "code", "execution_count": 55, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:57.775274Z", "iopub.status.busy": "2026-10-30T13:10:57.775127Z", "iopub.status.idle": "2026-10-30T13:10:57.778775Z", "shell.execute_reply": "2026-10-30T13:10:57.778459Z" } }, "outputs": [], "source": [ "# xx = [int(col[-4:]) for col in df_Commune.columns[3:]] # les années\n", "# yy = [int(val.replace('\\xa0', '')) for val in df_Commune.values[0][3:]]\n", "\n", "# xx = df_Commune.columns[3:].map(int) # les années, on utilise map pour appliquer int à chaque label de colonne\n", "xx = np.array([int(col) for col in df_Commune.columns[3:]]) # les années\n", "yy = df_Commune.values[0][3:] # les valeurs de l'unique ligne correspondant à la commune" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:57.780347Z", "iopub.status.busy": "2026-10-30T13:10:57.780202Z", "iopub.status.idle": "2026-10-30T13:10:58.023995Z", "shell.execute_reply": "2026-10-30T13:10:58.023584Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 7))\n", "\n", "plt.plot(xx, yy, 'o-')\n", "plt.xticks(rotation=45) # Incline les labels des colonnes de 45 degrés\n", "plt.grid()\n", "plt.title(f'Évolution de la population de {Commune}');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Affichages divers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pour afficher l'évolution de la population de la France métropolitaine de 1876 à 2021, il faut sommer les colonnes.\n" ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:58.026012Z", "iopub.status.busy": "2026-10-30T13:10:58.025812Z", "iopub.status.idle": "2026-10-30T13:10:58.045922Z", "shell.execute_reply": "2026-10-30T13:10:58.045343Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "En 2021, la population totale de France était de 6.740805e+07 habitants.\n" ] } ], "source": [ "# Copie du DataFrame sans la première ligne\n", "df2 = df.iloc[1:].copy()\n", "\n", "xx = df2.columns[3:].map(int)\n", "\n", "# Nettoyage des valeurs en supprimant les caractères '\\xa0' et conversion en entier dans la copie\n", "#df2[df2.columns[3:]] = df2[df2.columns[3:]].applymap(lambda x: int(x.replace('\\xa0', '')) if isinstance(x, str) else x)\n", "\n", "\n", "# Calcul de la somme des valeurs dans chaque colonne de la copie\n", "yy = df2[df2.columns[3:]].sum() \n", "# Le résulta est une Series : la première colonne est l'indice (les années), la seconde les valeurs\n", "\n", "# Vérifions que la somme est correcte : selon l'INSEE, en 2021 en France la population totale était de 67,76 millions d'habitants\n", "print(f\"En {yy.index[0]}, la population totale de France était de {yy.iloc[0]:e} habitants.\")" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:58.047979Z", "iopub.status.busy": "2026-10-30T13:10:58.047781Z", "iopub.status.idle": "2026-10-30T13:10:58.213864Z", "shell.execute_reply": "2026-10-30T13:10:58.213305Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "plt.figure(figsize=(15, 7))\n", "\n", "plt.plot(xx,yy, 'o-')\n", "plt.xticks(rotation=45) # Incline les labels des colonnes de 45 degrés\n", "plt.grid()\n", "plt.title(f'Évolution de la population de France');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On affiche l'évolution de la population de la France métropolitaine de 1876 à 2021 par région :" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:58.215800Z", "iopub.status.busy": "2026-10-30T13:10:58.215600Z", "iopub.status.idle": "2026-10-30T13:10:58.560611Z", "shell.execute_reply": "2026-10-30T13:10:58.559985Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# Colonnes des années (de 2021 à 1876)\n", "year_columns = df.columns[3:].map(int)\n", "\n", "# Groupement des données par région\n", "df_grbyREG = df.groupby('REG')\n", "\n", "# Tracé de l'évolution\n", "plt.figure(figsize=(15, 7))\n", "# Liste des marqueurs\n", "markers = ['o', 's', 'D', '*', '^', 'v', 'p', 'H'] # Ajouter plus si nécessaire\n", "num_markers = len(markers) # Nombre total de marqueurs\n", "\n", "for i, reg in enumerate(df_grbyREG.groups.keys()):\n", " yy = df_grbyREG.get_group(reg).iloc[:, 3:].sum()\n", " marker = markers[i % num_markers] # Sélectionner un marqueur cycliquement\n", " plt.plot(year_columns,yy, marker=marker, label=f\"Région {reg} ({region_dict[reg]})\")\n", "\n", "# Personnalisation du graphique\n", "plt.xticks(rotation=45) # Incliner les années\n", "plt.grid()\n", "plt.title(\"Évolution de la population de France par région\")\n", "plt.xlabel(\"Année\")\n", "plt.ylabel(\"Population\")\n", "plt.legend(title=\"Régions\", loc='upper left', bbox_to_anchor=(1, 1))\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:58.563684Z", "iopub.status.busy": "2026-10-30T13:10:58.563459Z", "iopub.status.idle": "2026-10-30T13:10:58.798720Z", "shell.execute_reply": "2026-10-30T13:10:58.798142Z" } }, "outputs": [ { "data": { "image/png": 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Xq1cvneVRUVGKgYGB8sknn+gsf/DggeLs7Kz4+fkpipL5Gefs7KzUqVNHp9y1a9cUQ0PDbNejqL5rtMd5+PBhJTU1VXnw4IGyceNGxcHBQbG0tFSio6MVRVGUJUuWKIAyf/589XgtLCyUBg0a6NRnYmKivPvuu3nu83GBgYEKoFy4cEHnmMaOHftE9QghhBBCCFGUpKdIPvbu3UubNm0oXrw4Go2G8PDwJ65DURRCQkLU7vglS5ZUn1wVQoiitmTJEo4dO6bzc+TIEXW9nZ0dbdq0YfHixWRkZAAQGxvLunXr6NWrlzpfwc6dOzE3N1ef3tbSDoP0+LBAL8LOnTvx9vamZMmS2WJ69OhRtiew33//fZ3X1atXB3SHJHncw4cPOXbsGO3bt9eZaNbS0jLbE84bN25Eo9HQo0cPnZ45zs7O1KhRo0BPJD8uJiaGAQMGULJkSQwMDDA0NMTNzQ2ACxcuFKiObt266QzR4+bmRt26ddm1axeQ+RT0zZs36dmzJ3p6//9PBwsLCzp06MDhw4ezDcuiHddey8/PDwMDA7XOZ5WQkMCoUaMoW7YsBgYGGBgYYGFhwcOHDwt83I/buXMnQLahuzp16oS5uXm2NlyzZk1KlSqlvjYxMaF8+fJ5tpescmsze/fuVZ8YT0tLY9KkSVSuXBkjIyMMDAwwMjLi77//zvE4O3ToUKB979q1C0tLy2xt/vF5AS5dusT//vc/9Xpmbbe+vr7cunUrW4+Vx6993bp1cXNz07n2T9puC3pc8OTvMxcXF9566y31ta2tLY6OjtSsWZPixYuryytVqgT8/+dBUlISO3bs4IMPPsDMzCzbuUlKSso23NTTfMbkRXtOc3u/PW7+/PnUqlULExMT9bzv2LEjx3PeqlUr9PX1c43V1taWMmXKMG3aNL799lv++OMP9TviaVy5coVu3brh7OyMvr4+hoaGNGrUCCj4Z9nj7eT3338nLS2NXr166VwfExMTGjVqpLaFixcvEh0djZ+fn872pUqVol69evnu90V812T17rvvYmhoiKWlJa1bt8bZ2ZktW7bg5OQEZA6dZWpqSpcuXYDMz+pOnTqxb9++Z5pXJSEhgZUrV1K3bl0qVqwIQKNGjShTpgyLFi16pusvhBBCCCHEiyQTrefj4cOH1KhRg969ez/Rf8izGjJkCFu3biUkJIRq1apx//79Ao31LoQQL0KlSpXynWg9MDCQ1atXs23bNpo3b87y5ctJTk7WuXn877//4uzsnG38e0dHRwwMDPj333+fR/h5+vfff9XhdLLS3uh8PCY7Ozud18bGxkDmUCS5iY2NJSMjA2dn52zrHl92+/ZtFEVRb1w9rnTp0rnuJycZGRk0a9aMmzdvMnbsWKpVq4a5uTkZGRm8++67ecadV5zaZadPnwb+/zzldi4zMjKIjY3Vmfz68ToNDAyws7MrtHbQrVs3duzYwdixY3n77bexsrJCo9Hg6+tb4ON+3L///ouBgYE6BI2WRqPB2dk53/YCmW3mWc97SkoKCQkJWFtbM2zYML7//ntGjRpFo0aNsLGxQU9Pj759++a4n5yuUU7+/fffHNthTm0WYMSIEYwYMSLHuh7/N01ux6U9f0/Tbgt6XNqYn+R9Zmtrm62MkZFRtuVGRkZAZjIEMs9hWloas2fPZvbs2Tnu6/Fz8zSfMXnRntPc3m9ZffvttwwfPpwBAwYwYcIE7O3t0dfXZ+zYsTkmHfKLVaPRsGPHDr766iu++eYbhg8fjq2tLd27d+frr7/G0tKywMeRkJBAgwYNMDExYeLEiZQvXx4zMzOuX79O+/btC3x+Hm8n2vb79ttv51hem+TVnsec2oyTk1O+Q0O9iO+arJYsWUKlSpUwMDDAyclJZ9+XLl1i7969dOjQAUVR1KHMOnbsSFhYGKGhoUyePBnITPo8ybBXv/76KwkJCfj5+ekMkebn58fkyZPVfyMIIYQQQgjxspOkSD5atmxJy5Ytc12fkpLCmDFjWLp0KXFxcVStWpWpU6fy3nvvAZlPts2bN4+zZ89SoUKFFxS1EEIUrubNm1O8eHHCwsJo3rw5YWFh1KlTh8qVK6tl7OzsOHLkCIqi6CRGYmJiSEtLw97ePtf6tU/LPz5nw7MmkO3s7Lh161a25do5AfKKqaBsbGzQaDQ5TlD9+DJ7e3s0Gg379u1Tb4JlldOyvJw9e5bTp0+zaNEi/P391eV5Ta6dk9xi19640/7O7Vzq6elhY2OTbfsSJUqor9PS0vj33391bgYaGxtnu+aQ/Qbi4+7fv8/GjRsZP348n3/+ubo8OTlZnTfhadjZ2ZGWlsadO3d0EiOKohAdHZ3rjdWnldt5NzIywsLCAoBffvmFXr16ZethevfuXYoVK5Zt+/wm5days7PLcTLunNosZM5VktvcQI//+ya34ypbtizwdO22oMeljbkw32e5sbGxQV9fn549ezJw4MAcy3h4eBTKvnKjfT/l9n7L6pdffuG9995j3rx5OssfPHjw1Pt3c3NTJ/T+66+/WLlyJUFBQaSkpDB//vwC17Nz505u3rzJ7t271d4hwBPPTfJ4O9G231WrVqk9kXKiPY85zeuUU3vOafvn/V2TVV4PM4SGhqIoCqtWrWLVqlXZ1i9evJiJEyeir69P8+bNmT17NocPHy7QvCLaa/3pp5/y6aef5rhekiJCCCGEEOJVIMNnPaPevXtz4MABVqxYwZ9//kmnTp1o0aKF2jV9w4YNlC5dmo0bN+Lh4YG7uzt9+/Z9pps2Qgjxomlv/IWHh7Nv3z6OHz9OYGCgThlvb28SEhKyDTO4ZMkSdX1u3N3dAfjzzz91lq9fvz5b2Sd5Et/b21u92fZ4TGZmZk80uWxuzM3Neeedd1izZo36BDlk3mjcsGGDTtnWrVujKAo3btygdu3a2X6qVav2RPvW3gB8/CbvggULnqie5cuXoyiK+vratWscPHhQTfBXqFCBEiVKsGzZMp1yDx8+ZPXq1Xh5een0EgFYunSpzuuVK1eSlpam1gmZ1/3xa75z504SEhLyjFej0aAoSrbj/umnn7JNVPwkT2Br2+gvv/yis3z16tU8fPgwzzb8NHJrMw0aNFCHLdJoNNmOc9OmTdy4ceOZ9t24cWMePHiQ7T22bNkyndcVKlSgXLlynD59Osc2W7t27Ww9Ah6/9gcPHuTatWvqtS+sdpvbtS3s91luzMzMaNy4MX/88QfVq1fPcV859SYqyHEV9DNOe05ze79llVNb+vPPP/OdyL2gypcvz5gxY6hWrRonT558om0Lq008rnnz5hgYGHD58uVc2y9ktnNnZ2dWrlyps31UVBQHDx7Mdz8v4rumINLT01m8eDFlypRh165d2X6GDx/OrVu32LJlCwBDhw7F3Nycjz/+mPv372erT1EU1q5dC2Q+6HXo0CE6dOiQY93e3t6sW7euSHqFCiGEEEII8aSkp8gzuHz5MsuXL+eff/5Ru8ePGDGCiIgIwsLCmDRpEleuXOHatWv89ttvLFmyhPT0dIYOHUrHjh3VscuFEKIonT17NtvNM4AyZcroPC0fGBjI1KlT6datG6ampnTu3FmnfK9evfj+++/x9/cnMjKSatWqsX//fiZNmoSvry9NmzbNNYa3336bChUqMGLECNLS0rCxsWHt2rXs378/W9lq1aqxZs0a5s2bx1tvvYWenl6uT8yOHz+ejRs30rhxY8aNG4etrS1Lly5l06ZNfPPNN1hbWxf0NOVpwoQJtGjRAh8fH4YPH056ejpTp07F3NxcJwler149+vfvT+/evTl+/DgNGzbE3NycW7dusX//fqpVq8ZHH31U4P1WrFiRMmXK8Pnnn6MoCra2tmzYsIFt27Y9UfwxMTF88MEH9OvXj/v37zN+/HhMTEwYPXo0kDnEzDfffEP37t1p3bo1H374IcnJyUybNo24uDimTJmSrc41a9ZgYGCAj48P586dY+zYsdSoUUNnzP6ePXsyduxYxo0bR6NGjTh//jxz5szJ97pYWVnRsGFDpk2bhr29Pe7u7uzZs4eFCxdm6z1RtWpVAH744QcsLS0xMTHBw8Mjx5vVPj4+NG/enFGjRhEfH0+9evX4888/GT9+PJ6envTs2fOJzmt+9PX18fHxYdiwYWRkZDB16lTi4+MJDg5Wy7Ru3ZpFixZRsWJFqlevzokTJ5g2bRqurq7PtO9evXoxY8YMevXqxddff025cuXYvHkzv//+e7ayCxYsoGXLljRv3pyAgABKlCjBvXv3uHDhAidPnuS3337TKX/8+HH69u1Lp06duH79Ol9++SUlSpTg448/Bgqv3WqTG1OnTqVly5bo6+tTvXr1Qn+f5eW7776jfv36NGjQgI8++gh3d3cePHjApUuX2LBhw1P9W+9JPuMqVapEjx49mDlzJoaGhjRt2pSzZ88SEhKClZWVTtnWrVszYcIExo8fT6NGjbh48SJfffUVHh4eOX4H5OfPP/9k0KBBdOrUiXLlymFkZMTOnTv5888/dXpwFUTdunWxsbFhwIABjB8/HkNDQ5YuXaoO4fe03N3d+eqrr/jyyy+5cuUKLVq0wMbGhtu3b3P06FHMzc0JDg5GT0+P4OBgPvzwQzp27EhgYCBxcXEEBwfj4uKiM5dSTl7Ud01+tmzZws2bN3V6rWdVtWpV5syZw8KFC2ndujUeHh6sWLGCzp07U7NmTQYNGoSnpycA58+fV3udfPDBB2ovkc8++4x33nknW90PHjxgx44d/PLLLwwZMuS5HqcQQgghhBDP7MXP7f7qApS1a9eqr1euXKkAirm5uc6PgYGB4ufnpyiKovTr108BlIsXL6rbnThxQgGU//3vfy/6EIQQQhUWFqYAuf78+OOP2bapW7euAijdu3fPsc5///1XGTBggOLi4qIYGBgobm5uyujRo5WkpCSdcm5uboq/v7/Osr/++ktp1qyZYmVlpTg4OCiffPKJsmnTJgVQdu3apZa7d++e0rFjR6VYsWKKRqNRsn6VAcr48eN16j1z5ozSpk0bxdraWjEyMlJq1KihhIWF6ZTZtWuXAii//fabzvKrV68qQLbyOVm/fr1SvXp1xcjISClVqpQyZcoUZfz48UpOX7WhoaFKnTp1FHNzc8XU1FQpU6aM0qtXL+X48eN57kN7za5evaouO3/+vOLj46NYWloqNjY2SqdOnZSoqKgcz8XjtMf9888/K4MHD1YcHBwUY2NjpUGDBjnGEh4ertSpU0cxMTFRzM3NFW9vb+XAgQM6ZbTHfOLECaVNmzaKhYWFYmlpqXTt2lW5ffu2Ttnk5GTls88+U0qWLKmYmpoqjRo1Uk6dOpWtfWjjzNoO/vnnH6VDhw6KjY2NYmlpqbRo0UI5e/Zsjm1r5syZioeHh6Kvr69zPf39/RU3NzedsomJicqoUaMUNzc3xdDQUHFxcVE++ugjJTY2Vqecm5ub0qpVq2znqFGjRkqjRo1yPN9a2nY1depUJTg4WHF1dVWMjIwUT09P5ffff9cpGxsbq/Tp00dxdHRUzMzMlPr16yv79u3Ltp/c2nBetOdQe406dOigHDx4MMc2f/r0acXPz09xdHRUDA0NFWdnZ6VJkybK/Pnz1TLa9rl161alZ8+eSrFixRRTU1PF19dX+fvvv3XqK2i71banO3fuZIs/OTlZ6du3r+Lg4KB+FmR9bxTkfdaoUSOlSpUq2erO7foCysCBA3WWXb16VQkMDFRKlCihGBoaKg4ODkrdunWViRMnqmWe5DMmr8+4nCQnJyvDhw9XHB0dFRMTE+Xdd99VDh06lO29kJycrIwYMUIpUaKEYmJiotSqVUsJDw/P9j7QxjRt2rQcj197fW7fvq0EBAQoFStWVMzNzRULCwulevXqyowZM5S0tLQ8Y87ps/HgwYOKl5eXYmZmpjg4OCh9+/ZVTp48WaDPYG3bO3bsWI7rw8PDlcaNGytWVlaKsbGx4ubmpnTs2FHZvn27TrkffvhBKVu2rGJkZKSUL19eCQ0NVdq2bat4enrmeh60XsR3TX7H2a5dO8XIyEiJiYnJtY4uXbooBgYGSnR0tLrs8uXLyscff6yULVtWMTY2VkxNTZXKlSsrw4YNU65evaqkpKQojo6OSs2aNXOtNy0tTXF1dVWqVauW5zEIIYQQQgjxMtAoSpZxMESeNBoNa9eupV27dkDmZIPdu3fn3Llz6jAXWhYWFjg7OzN+/HgmTZpEamqqui4xMREzMzO2bt2Kj4/PizwEIYQQQrV7924aN27Mb7/9RseOHQulzqCgIIKDg7lz506hj6P/uoiMjMTDw4Np06blOnn5q2jRokX07t2bY8eO5dqzQYhXSVxcHOXLl6ddu3b88MMPRR2OEEIIIYQQopDI8FnPwNPTk/T0dGJiYmjQoEGOZerVq0daWhqXL1+mTJkyQOZElECeEz4KIYQQQgghXozo6Gi+/vprGjdujJ2dHdeuXWPGjBk8ePBAhoMSQgghhBDiNSNJkXwkJCRw6dIl9fXVq1c5deoUtra2lC9fnu7du9OrVy+mT5+Op6cnd+/eZefOnVSrVk0dQ79WrVoEBgYyc+ZMMjIyGDhwID4+PpQvX74Ij0wIIYQQQggBmZO8R0ZG8vHHH3Pv3j11gvT58+dTpUqVog5PCCGEEEIIUYhk+Kx8aIcWeZy/vz+LFi0iNTWViRMnsmTJEm7cuIGdnR1eXl4EBwerE4DevHmTTz75hK1bt2Jubk7Lli2ZPn06tra2L/pwhBBCCCGEEEIIIYQQQog3liRFhBBCCCGEEEIIIYQQQgjxRtAr6gCEEEIIIYQQQgghhBBCCCFeBEmKCCGEEEIIIYQQQgghhBDijSATrecgIyODmzdvYmlpiUajKepwhBBCCCGEEEIIIUQRUhSFBw8eULx4cfT05BljIYR4lUlSJAc3b96kZMmSRR2GEEIIIYQQQgghhHiJXL9+HVdX16IOQwghxDOQpEgOLC0tgcwvOisrqyKO5tWVmprK1q1badasGYaGhkUdjnhFSTsShUHakSgM0o7Es5I2JAqDtCNRGKQdicLwprWj+Ph4SpYsqd4zEkII8eqSpEgOtENmWVlZSVLkGaSmpmJmZoaVldUb8Q8k8XxIOxKFQdqRKAzSjsSzkjYkCoO0I1EYpB2JwvCmtiMZZl0IIV59MgiiEEIIIYQQQgghhBBCCCHeCJIUEUIIIYQQQgghhBBCCCHEG0GSIkIIIYQQQgghhBBCCCGEeCPInCJCCCGEEEIIIYQQQjwjRVFIS0sjPT29qEMRQog3jqGhIfr6+gUqK0kRIYQQQgghhBBCCCGeQUpKCrdu3eLRo0dFHYoQQryRNBoNrq6uWFhY5FtWkiJCCCGEEEIIIYQQQjyljIwMrl69ir6+PsWLF8fIyAiNRlPUYQkhxBtDURTu3LnDP//8Q7ly5fLtMSJJESGEEEIIIYQQQgghnlJKSgoZGRmULFkSMzOzog5HCCHeSA4ODkRGRpKamppvUkQmWhdCCCGEEEIIIYQQ4hnp6cltNiGEKCpP0kNPPq2FEEIIIYQQQgghhBBCCPFGkKSIEEIIIYQQQgghhBBCvGBxcXEEBwdz69atog5FiDeKJEWEEEIIIYQQQgghhBDiBQsICCAxMREXF5eiDkWIN4okRYQQQgghhBBCCCGEEOIZBAQEoNFo0Gg0GBoa4uTkhI+PD6GhoWRkZGQrP336dCwsLJg8efILi3H37t1oNBri4uJe2D6fVVBQEDVr1izqMMRrxqCoAxBCCCGEEEIIIYQQQohXXYsWLQgLCyM9PZ3bt28TERHBkCFDWLVqFevXr8fA4P9vxQ4fPvyFxpaamvpC9yfEy0x6igghhBBCCCGEEEIIIcQzMjY2xtnZmRIlSlCrVi2++OIL1q1bx5YtW1i0aBEA9+/fp3///jg6OmJlZUWTJk04ffq0Woe2Z8SCBQsoWbIkZmZmdOrUSad3x7Fjx/Dx8cHe3h5ra2saNWrEyZMndWLRaDTMnz+ftm3bYm5uTt++fWncuDEANjY2aDQaAgICAFAUhW+++YbSpUtjampKjRo1WLVqlVqXtofJ77//jqenJ6ampjRp0oSYmBi2bNlCpUqVsLKyomvXrjx69EjdrqD17tixg9q1a2NmZkbdunW5ePEiAIsWLSI4OJjTp0+rvXC05zEoKIhSpUphbGxM8eLFGTx48DNfP/HmkKSIEEIIIYQQQgghhBBCPAdNmjShRo0arFmzBkVRaNWqFdHR0WzevJkTJ05Qq1YtvL29uXfvnrrNpUuXWLlyJRs2bCAiIoJTp04xcOBAdf2DBw/w9/dn3759HD58mHLlyuHr68uDBw909j1+/Hjatm3LmTNn+Oqrr1i9ejUAFy9e5NatW3z33XcAjBkzhrCwMObNm8e5c+cYOnQoPXr0YM+ePTr1BQUFMWfOHA4ePMj169fx8/Nj5syZLFu2jE2bNrFt2zZmz56tli9ovV9++SXTp0/n+PHjGBgYEBgYCEDnzp0ZPnw4VapU4datW9y6dYvOnTuzatUqZsyYwYIFC/j7778JDw+nWrVqhXC1xJtChs8SQgghhBBCCCGEEEKI56RixYr8+eef7Nq1izNnzhATE4OxsTEAISEhhIeHs2rVKvr37w9AUlISixcvxtXVFYDZs2fTqlUrpk+fjrOzM02aNNGpf8GCBdjY2LBnzx5at26tLu/WrZuaYAC4evUqAI6OjhQrVgyAhw8f8u2337Jz5068vLwAKF26NPv372fBggU0atRI3X7ixInUq1cPgD59+jB69GguX75M6dKlAejYsSO7du1i1KhRT1Tv119/rb7+/PPPadWqFUlJSZiammJhYYGBgQHOzs5q+aioKJydnWnatCmGhoaUKlWKd95556mujXgzSVJECCGEEEIIIYQQQgghnhNFUdBoNJw4cYKEhATs7Ox01icmJnL58mX1dalSpdSECICXlxcZGRlcvHgRZ2dnYmJiGDduHDt37uT27dukp6fz6NEjoqKidOqtXbt2vrGdP3+epKQkfHx8dJanpKTg6emps6x69erq305OTpiZmakJEe2yo0ePPlO9Li4uAMTExFCqVKkcY+7UqRMzZ86kdOnStGjRAl9fX9q0aaMzZ4sQeZGWIoQQQgghhBBCCCEKTeKZs8SEhOA4YgSm1aoWdThCFLkLFy7g4eFBRkYGLi4u7N69O1sZbc+NnGg0Gp3fAQEB3Llzh5kzZ+Lm5oaxsTFeXl6kpKTobGdubp5vbBkZGQBs2rSJEiVK6KzT9mbRMjQ01Ikp62vtMm19z1Jv1u1zUrJkSS5evMi2bdvYvn07H3/8MdOmTWPPnj3ZYhIiJ5IUEUIIIYQQQgghhBCF5v66dTw6coT769dLUkS88Xbu3MmZM2cYOnQorq6uREdHY2BggLu7e67bREVFcfPmTYoXLw7AoUOH0NPTo3z58gDs27ePuXPn4uvrC8D169e5e/duvrEYGRkBkJ6eri6rXLkyxsbGREVF6Qxp9awKq14jIyOdeLVMTU15//33ef/99xk4cCAVK1bkzJkz1KpV61nCFm8ISYoIIYQQQgghhBBCiCeSdO4crj/8QJKbG4Y1a5J64wZpsXGggfjNmwGI37QJ63ZtQQEDm2IYPva0uBCvm+TkZKKjo0lPT+f27dtEREQwefJkWrduTa9evdDT08PLy4t27doxdepUKlSowM2bN9m8eTPt2rVTh7syMTHB39+fkJAQ4uPjGTx4MH5+fuq8GmXLluXnn3+mdu3axMfHM3LkSExNTfONz83NDY1Gw8aNG/H19cXU1BRLS0tGjBjB0KFDycjIoH79+sTHx3Pw4EEsLCzw9/d/qnNRWPW6u7tz9epVTp06haurK5aWlixfvpz09HTq1KmDmZkZP//8M6ampri5uT1VrOLNI0kRIYQQQgghhBBCCPFEHqzfgNnlKzzYsAHLmjW55N00W5n0e/eI7NBRfV3pfxdeZIhCvHARERG4uLhgYGCAjY0NNWrUYNasWfj7+6OnpwfA5s2b+fLLLwkMDOTOnTs4OzvTsGFDnJyc1HrKli1L+/bt8fX15d69e/j6+jJ37lx1fWhoKP3798fT05NSpUoxadIkRowYkW98JUqUIDg4mM8//5zevXvTq1cvFi1axIQJE3B0dGTy5MlcuXKFYsWKUatWLb744otnOh+FUW+HDh1Ys2YNjRs3Ji4ujrCwMIoVK8aUKVMYNmwY6enpVKtWjQ0bNmSbq0WI3GgURVGKOoiXTXx8PNbW1ty/fx8rK6uiDueVlZqayubNm/H19ZXx/MRTk3YkCoO0I1EYpB2JZyVtSBQGaUeiMEg7EgWR07wgWXuDXO/Xn/R799CzssLS25sHe3aTcS8258r09Sk+ZTLWbdq8uAMoZHndK0pKSuLq1at4eHhgYmJSRBGK10VQUBDh4eGcOnWqqEMR4pXyJJ/F0lNECCGEEEIIIYQQQuh4fF4QRVFy7A2SER/P/bVr86zLfeWvmFap8rxCFUIIIZ6IXlEHIIQQQgghhBBCCCFevMQzZ7nmH0DimbNAZk+QxLPnSDx7jvsbNgAQt3IlV9p9wMXab+ddmZ4edgM+zPxbo9H9LYQQQrxEpKeIEEIIIYQQQgghxBsoa28Q4/LlcuwJoiQnk/y//6mvDYoXJ+3mzWzl3H9biYGdHXGrVmPo7Eyxjh2JW7WK1OhoDGScfyEKLCgoiKCgoKIOQ4jXmiRFhBBCCCGEEEIIIV5Tj88NknVekPhNmwCIW7GC2N9+y7sifX1cJk7AuHz5zMnTNRpQlP//DRg6O1N25w40hoZoNBqKdfZDSU1Fz8joOR+lEEIIUXCSFBFCCCGEEEIIIYR4ReU0IXpWj88NkmNvkNRUSE3Ncz/aeUFSo6PRt7fHwMmJqPLlKfXXX6Tdvq32BsmaANFoNGgkISKEEOIlI3OKCCGEEEIIIYQQQrzEHp/7I6usSQ8tdW6Qc+eI37w5s9zatUT27AV6edwK0tfHfsjgzL9zmRdE2xvEdfky7r9bB9flyyi7cweGzs7PdpBCCCHECyI9RYQQQgghhBBCCCFeYo/39tAZAuu/pEf8pk1Yt2tLxqNEonr2zFZHRkICiceO5bkf95W/YmBnR+zSZXnOC6JnZITmv54lGo0GPUPDwjtYIYQQ4jmTpIgQQgghhBBCCCHESya3xIdlMx+ievbKVj793r3MuT7yo6+P/aCB3P1ulswLIoQQ4o0kSREhhBBCCCGEEEKIIvb43CA5zf2Rfu9ejgmRx2nMzTEqVYrkCxeyrStIbxCZF0QIIcTrrEjnFJk8eTJvv/02lpaWODo60q5dOy5evJjvdnv27OGtt97CxMSE0qVLM3/+/GxlVq9eTeXKlTE2NqZy5cqsXbv2eRyCEEIIIYQQQgghxDPLOkRW0sWLmDdqlGd5fVvbHJeXWryIiieO4zJxQuaCHOYG0fYGcf9tJTZdOuP+20qZF0QUWFxcHMHBwdy6dauoQxFCiKdSpEmRPXv2MHDgQA4fPsy2bdtIS0ujWbNmPHz4MNdtrl69iq+vLw0aNOCPP/7giy++YPDgwaxevVotc+jQITp37kzPnj05ffo0PXv2xM/PjyNHjryIwxJCCCGEEEIIIYTIl86E6Bs3AhC7bBlX27bj4Z49uW7nvnoVJX/8IfPFY0kPPQsLAAzs7NC3t8ekShWcg4IwqVIFfXt7nd4gmv+20Wg0MjzWSyA9Q+HQ5X9Zd+oGhy7/S3qGUtQh5SggIIDExERcXFyKOhSRj4YNG7Js2bIn2iYoKIiaNWs+n4Cewe7du9FoNMTFxRV1KKIIzJkzh/fff7/Q6ivSpEhERAQBAQFUqVKFGjVqEBYWRlRUFCdOnMh1m/nz51OqVClmzpxJpUqV6Nu3L4GBgYSEhKhlZs6ciY+PD6NHj6ZixYqMHj0ab29vZs6c+QKOSgghhBBCCCGEECK7xDNnueYfQOKZswBc8m5KZMeORHboSLr2Rl96evYNc+jtkV/SQ3qDvFoizt6i/tSddP3xMENWnKLrj4epP3UnEWefX2+MgICAzOHRNBoMDQ1xcnLCx8eH0NBQMjIyctxm+vTpWFhYMHny5OcW1+NexZvhT5JYeJLRbiZPnoxGo+HTTz/Nt96NGzcSHR1Nly5dsq2bNGkS+vr6TJkypUAxvk7c3d1zvEf8PJJBhdl2tXVpfxwcHGjZsiWnT59+9kBfAf369ePYsWPs37+/UOp7qeYUuX//PgC2uXQBhcxeIM2aNdNZ1rx5cxYuXEhqaiqGhoYcOnSIoUOHZiuTW1IkOTmZ5ORk9XV8fDwAqamppKamPs2hCFDPnZxD8SykHYnCIO1IFAZpR+JZSRsShUHakSgM0o6KTuzatTw6coTYNatJvHoFg5KupF3/J+fC+vrYjxxB7I8/YeDsjFX79sSvWUNadDRYWYGdHe6/R8B/E6Kbt/8AUlPByOj/r61GA2lp/1+nRkN6IV33N60dPc/jjDh7i49+Ocnj/UKi7yfx0S8nmdejFi2qPp9eGS1atCAsLIz09HRu375NREQEQ4YMYdWqVaxfvx4DA91bh8OHD38uceTmdW9f2tFuJkyYwAcffMDatWvx8/Nj//791KlTR6fssWPH+OGHH6hevXqB6p41axa9e/dGTy/7M/FhYWF89tlnhIaG8vnnnxfKsYgX4+LFi1hZWREVFcXgwYNp0aIF//vf/7C2ts5WVnuv/HVgbGxMt27dmD17NvXr13/m+l6apIiiKAwbNoz69etTtWrVXMtFR0fj5OSks8zJyYm0tDTu3r2Li4tLrmWio6NzrHPy5MkEBwdnW75161bMzMye4mhEVtu2bSvqEMRrQNqRKAzSjkRhkHYknpW0IVEYpB2JwiDtqPAZ//MPDps3c8fXl2RXVwAMYmPRf/gQNBpKrAvHAIhb8Sua5SsAyNBo0FOyD5N0beDH/GVjg2bYUBR9/cwER88eaNLTuXDy5Is8rDy9Ke3o0aNHBS6rKAqJqTn0+MlBeobC+PXnsiVEABRAAwStP0+9svbo62lyKKXL1FBfHRatIIyNjXH+r/dQiRIlqFWrFu+++y7e3t4sWrSIvn37ApkPMo8cOZLw8HCSkpKoXbs2M2bMoEaNGkDmU/bh4eF89NFHTJw4kX///ZdWrVrx448/UqxYMSDzpv4XX3zBH3/8QWpqKjVr1mTGjBnUqlVLjUej0TBv3jy2bNnC9u3b6dixI0uWLAHAxsYGAH9/fxYtWoSiKEybNo358+dz69Ytypcvz9ixY+nYsSOQ+WR948aNiYiI4PPPP+d///sfXl5erFixghMnTjBs2DBu3LhBq1atWLhwoXoPsKD1bt++nVGjRnH+/Hlq1qxJWFgYFSpUYNGiRep9Ru21CAsLIyAgINv5zzraDcDo0aPZs2cPM2fOZPny5Wq5hIQEunfvzo8//sjEiRPzva53795l+/btzJgxI9u6PXv2kJiYyFdffcWSJUvYu3cvDRs2zLWugIAA4uLi8PT05PvvvycpKYmuXbsye/ZsjP4bdi+/cxYbG8ugQYPYunUrCQkJuLq68sUXX9C7d+9c97t582Y+/fRTrl+/zrvvvou/v3+2MgcPHuTzzz/n2LFj2Nvb88EHHzB58mTMzc3zPUf5ya+9RkZG4uHhwR9//KH2MImLi8PGxoZdu3bh7u5O48aNgSdvu3lxdHSkWLFiODs7M336dOrXr8/hw4epUKECHh4e/Prrr8ydO5fDhw8zb948/P39mThxIj/88AN37tyhUqVKTJkyhRYtWgDg5eVFo0aNdHoN3blzh+LFi7N161YaN25MSkoKY8aMYenSpcTFxVG1alWmTp3Ke++9B8CiRYv49NNP+fXXX9VrVr9+fcLCwnSG2QsNDWX69OlcunQJW1tbOnTowJw5c4D8P2MA3n//fZo1a0ZiYiKmpqZPeWUzvTRJkUGDBvHnn38WqAvM4x/uyn//eMi6PKcyuX0pjB49mmHDhqmv4+PjKVmyJM2aNcPKyqrAxyB0paamsm3bNnx8fF6brKR48aQdicIg7UgUBmlH4llJGxKFQdqRKAzSjp6fO5OncP/yFarfu4dD//4AXKqW/aluTZYkiJoQ0WhAUdTf9erVw6Ry5RcS99N409qRdlSRgkhMTafyuN8LZb8KEB2fRLWgrQUqf/6r5pgZPdvtviZNmlCjRg3WrFlD3759URSFVq1aYWtry+bNm7G2tmbBggV4e3vz119/qSO+XLp0iZUrV7Jhwwbi4+Pp06cPAwcOZOnSpQA8ePAAf39/Zs2aBWQOxeXr68vff/+NpaWluv/x48czefJkZsyYgb6+Pm3btqVDhw7qE/Lam6FjxoxhzZo1zJs3j3LlyrF371569OiBg4MDjRo1UusLCgpizpw5mJmZ4efnh5+fH8bGxixbtoyEhAQ++OADZs+ezahRo56o3i+//JLp06fj4ODAgAEDCAwM5MCBA3Tu3JmzZ88SERHB9u3bAXJ8ih8o8Gg3AwcOpFWrVjRt2rRASZH9+/djZmZGpUqVsq1buHAhXbt2xdDQkK5du7Jw4cI8kyIAO3bswMTEhF27dhEZGUnv3r2xt7fn66+/LtA5Gzt2LOfPn2fLli3Y29tz6dIlEhMTc93f9evXad++PQMGDOCjjz7i+PHj2XopnTlzhubNmzNhwgQWLlzInTt3GDRoEIMGDSIsLCzfc5SfgrbX3JQsWZLVq1c/U9vNj7a+rD2qRo0axfTp0wkLC8PY2JjvvvuO6dOns2DBAjw9PQkNDeX999/n3LlzlCtXju7duzNt2jR1aDaAX3/9FScnJzWW3r17ExkZyYoVKyhevDhr166lRYsWnDlzhnLlygGZieOQkBB+/vln9PT06NGjByNGjFDf//PmzWPYsGFMmTKFli1bcv/+fQ4cOABQ4M+Y2rVrk5qaytGjR5/oPOXkpUiKfPLJJ6xfv569e/fi+t+TFLlxdnbO1uMjJiYGAwMD7P4bNzO3Mo/3HtEyNjbG2Ng423JDQ8M34ov9eZPzKAqDtCNRGKQdicIg7Ug8K2lDojBIOxKFQdrR00k8c5aYkBAcR4zAtFpVUm/cIC02DjSQEBEBwIP1G8iIiyPx5B95V6avj9Pno7i74AcMnZ0p1rEjcatWkRodjYmT0ytxfd6UdvQmHGNWFStW5M8//wRg165dnDlzhpiYGPX+WUhICOHh4axatYr+/yUAk5KSWLx4sXpvb/bs2bRq1Yrp06fj7OxMkyZNdPaxYMECbGxs2LNnD61bt1aXd+vWjcDAQPX11atXgf9/Qh7g4cOHfPvtt+zcuRMvLy8ASpcuzf79+1mwYIHODdOJEydSr149APr06cPo0aO5fPkypUuXBqBjx47s2rWLUaNGPVG9X3/9tfr6888/p1WrViQlJWFqaoqFhQUGBgZqL5zcFGS0mxUrVnDy5EmOHTuWZ11ZRUZG4uTklG3orPj4eFavXs3BgwcB6NGjB/Xq1WP27Nl5PhhuZGREaGgoZmZmVKlSha+++oqRI0cyYcIEEhMT8z1nUVFReHp6Urt2bSBzXo+8zJs3j9KlSzNjxgw0Gg0VKlTgzJkzTJ06VS0zbdo0unXrps6vUq5cOWbNmkWjRo2YN28eJiYmudY/atQoxowZo7MsJSWFylkS0QVtr7nR19dXb+Y/bdvNy7///ktwcDCWlpa88847am+2Tz/9lPbt26vlQkJCGDVqlDq3zNSpU9m1axczZ87k+++/p3PnzgwdOpT9+/fToEEDAJYtW0a3bt3Q09Pj8uXLLF++nH/++YfixYsDMGLECCIiIggLC2PSpElAZmJm/vz5lClTBsjsAPHVV1+pcUycOJHhw4czZMgQddnbb78NFPwzxtzcnGLFihEZGflqJ0UUReGTTz5h7dq17N69Gw8Pj3y38fLyYsOGDTrLtm7dSu3atdUvKC8vL7Zt26aTad26dSt169Yt3AMQQgghhBBCCCHEa+fxxEdW99et49GRI9xfvx7TalW55N002/YZDx7wYNNm9bVJpUokXbiQrZz7yl8xrVKFYp07o/lvbpBinf1QUlPR+29YGvHqMTXU5/xXzQtU9ujVewSE5X+ze1Hvt3nHI/c5eLPuuzBkHXHlxIkTJCQkqA8jayUmJnL58mX1dalSpXQedvby8iIjI4OLFy/i7OxMTEwM48aNY+fOndy+fZv09HQePXpEVFSUTr3aG+d5OX/+PElJSfj4+OgsT0lJwdPTU2dZ1jk4nJycMDMzUxMi2mVHjx59pnq1QwTFxMRQqlSpfOPPKq/Rbq5fv86QIUPYunVrnjf5H5eYmJhj+WXLllG6dGl1SKKaNWtSunRpVqxYod54zkmNGjV0phjw8vIiISGB69evExMTk+85++ijj+jQoQMnT56kWbNmtGvXTr1P27JlS/bt2weAm5sb586d48KFC7z77rs650abQNA6ceIEly5dUnsiQOa5y8jI4OrVq6xdu1a9YQ+Z11Z7bUaOHJltOLNZs2axd+9e9XVB2+uTKkgbq1KlCteuXQOgQYMGbNmyRS2nfY89fPiQcuXK8dtvv+Ho6EhkZCSg+/6Jj4/n5s2balJQq169euoE7Q4ODvj4+LB06VIaNGjA1atXOXToEPPmzQPg5MmTKIpC+fLldepITk7W+UwwMzNTEyKQ+Z6IiYkBMs/lzZs38fb2zvGcFPQzBjJ7xzzJcIa5KdKkyMCBA1m2bBnr1q3D0tJSzYJaW1ur3X9Gjx7NjRs31PEDBwwYwJw5cxg2bBj9+vXj0KFDLFy4UGecvSFDhtCwYUOmTp1K27ZtWbduHdu3by+02emFEEIIIYQQQgjx6sor6QHZEx9Ze4PEb85Mdtxfvx4lPQ0DJyfSbt/OeUd6ejgHBWFSpTKRHTpmGyJLLZYlAaLRaNBIQuSVptFoCjyEVYNyDrhYmxB9PynHeUU0gLO1CQ3KORRoTpHCcuHCBfXh5YyMDFxcXNi9e3e2ctqn33OivaGt/R0QEMCdO3eYOXMmbm5uGBsb4+XlRUpKis52BZkPIiMjA4BNmzZRokQJnXWPjwaTtZePRqPJ1utHo9Go9T1LvVm3L6j8Rrs5ceIEMTExvPXWW+r69PR09u7dy5w5c0hOTkZfP3sizN7entjY2GzLQ0NDOXfuHAYG/98+MzIyWLhwYZ5JkdxkPXd5nbOWLVty7do1Nm3axPbt2/H29mbgwIGEhITw008/qUNpac+pksM8S4/LyMjgww8/ZPDgwdnWlSpVigEDBuDn56cu0/ZygMzzU7ZsWZ1ttL06tPJrr9peOFljzTqMVV5xQ97na/PmzWpdj8+dsW/fPqysrHBwcMixd09O75/8ppno3r07Q4YMYfbs2SxbtowqVaqoibOMjAz09fU5ceJEtrZmYWGh/p3T+0p7bvKb/+NJPmPu3buHg4NDnvUVRJEmRbQZJ+2kLFpZJx+6deuWTgbOw8ODzZs3M3ToUL7//nuKFy/OrFmz6NChg1qmbt26rFixgjFjxjB27FjKlCnDr7/+Sp06dZ77MQkhhBBCCCGEEKLoPUlvDyDHxEf8pk2YN2zIP/36Zas/4/594pYtz7Y8K/ffVmJapQqp0dHo29tnGyLL4LGnYsWbR19Pw/g2lfnol5NoQCcxor1lOb5N5ReaENm5cydnzpxRR2CpVasW0dHRGBgY5DnsUVRUFDdv3lRvPh86dAg9PT31CfN9+/Yxd+5cfH19gcxeEHfv3s03Hu1k3unp/z95feXKlTE2NiYqKuqZh9HJqrDqNTIy0ok3N/mNduPt7c2ZM2d0tunduzcVK1Zk1KhROSZEADw9PYmOjiY2Nlad5PvMmTMcP36c3bt36yQA4uLiaNiwIWfPnqVq1exJYoDTp0/rTG59+PBhLCwscHV1xcbGpkDnzMHBgYCAAAICAmjQoAEjR44kJCQkW2IAMq9DeHi4zrLDhw/rvK5Vqxbnzp3LltzQsrW1zZboeBL5tVftjflbt26pPTxOnTqlU8fTtl03N7dc4/Lw8MgzGZmVlZUVxYsXZ//+/Trzxhw8eJB33nlHfd2uXTs+/PBDIiIiWLZsGT179lTXeXp6kp6eTkxMjDq81pOytLTE3d2dHTt2qJPPZ1XQz5jLly+TlJSUrdfW0yjy4bPys2jRomzLGjVqxMmTJ/PcrmPHjnTs2PFpQxNCCCGEEEIIIcQrrCC9PeI3bcK6XVsyHj4kqpd/tjrS793LMSGiQ08P2969ubdwYa49QQydnSm7c4cMkSVy1KKqC/N61CJ4w3lu3U9SlztbmzC+TWVaVHV5bvtOTk4mOjqa9PR0bt++TUREBJMnT6Z169b06tULgKZNm+Ll5UW7du2YOnUqFSpU4ObNm2zevJl27dqpw/WYmJjg7+9PSEgI8fHxDB48GD8/P3VejbJly/Lzzz9Tu3Zt4uPjGTlyZL5PkEPmDWKNRsPGjRvx9fXF1NQUS0tLRowYwdChQ8nIyKB+/frEx8dz8OBBLCws8PfP/n4uiMKq193dnatXr3Lq1ClcXV2xtLTMcT7j/Ea7sbS0zJaoMDc3x87OLtcEBmTeyHZwcODAgQPq/BcLFy7knXfeyXFSdS8vLxYuXMiMGTNyrC8lJYU+ffowZswYrl27xvjx4xk0aBB6enoFOmfjxo3jrbfeokqVKiQnJ7Nx48YcJ4HXGjBgANOnT2fYsGF8+OGHnDhxIts94lGjRvHuu+8ycOBA+vXrh7m5ORcuXGDbtm3Mnj0717oLKr/2ampqyrvvvsuUKVNwd3fn7t272eYpeZFtNzcjR45k/PjxlClThpo1axIWFsapU6d0hh0zNzenbdu2jB07lgsXLtCtWzd1Xfny5enevTu9evVi+vTpeHp6cvfuXXbu3Em1atXUpFF+goKCGDBgAI6OjrRs2ZIHDx5w4MABPvnkkwJ/xuzbt4/SpUvrDNP1tF6KidaFEEIIIYQQQgghnlRek57Hb9wIwP3wcAwc7Lnzbfabfen37mUOa1UAhq6upP7zT7bl7r+txMDOjvvr1uXZE0SGyBJ5aVHVBZ/Kzhy9eo+YB0k4Wprwjoftc+8hEhERgYuLCwYGBtjY2FCjRg1mzZqFv7+/OjyQRqNh8+bNfPnllwQGBnLnzh2cnZ1p2LChziThZcuWpX379vj6+nLv3j18fX2ZO3euuj40NJT+/fvj6elJqVKlmDRpEiNGjMg3xhIlShAcHMznn39O79696dWrF4sWLWLChAk4OjoyefJkrly5QrFixahVqxZffPHFM52Twqi3Q4cOrFmzhsaNGxMXF6czKk5Wz2u0G319fQIDA1m6dCmtW7cmJSWFX375hVGjRuUa7+TJk3UmMs/K29ubcuXK0bBhQ5KTk+nSpQtBQUHq+vzOmZGREaNHjyYyMhJTU1MaNGjAihUrco2/VKlSrF69mqFDhzJ37lzeeecdJk2aRGBgoFqmevXq7Nmzhy+//JIGDRqgKAplypShc+fOT3HGsitIew0NDSUwMJDatWtToUIFvvnmG5o1a6auf9FtNyeDBw8mPj6e4cOHExMTQ+XKlVm/fj3lypXTKde9e3datWpFw4YNs82LExYWpk6UfuPGDezs7PDy8ipwQgTA39+fpKQkZsyYwYgRI7C3t1c7NBT0M2b58uX0y+9BhQLSKAXprvGGiY+Px9ramvv37+c4NpsomNTUVDZv3oyvr2+2ceWEKChpR6IwSDsShUHakXhW0oZEYZB2JArD69SOoid+Tewvv2DTswe2vXpx2adZ/hvlQs/KCiM3N5IeG6oGwH31KoAc5wVxX70K0ypVyEhJUXuCKIry2vcEeZ3aUUHkda8oKSmJq1ev4uHh8USTYb9OgoKCCA8PzzZ8kCg6t2/fpkqVKpw4cSLP4ZjyExAQQFxcXLbhrIR4kc6ePYu3tzd//fUX1tbWOZZ5ks9i6SkihBBCCCGEEEKIV4baG4TMXiAAsb8sJfbnX/LeUKPBqGwZUv6+lG1VqZ+XYP722ySeO5frhOgGdnZ5zgsiPUGEEC8TJycnFi5cSFRU1DMlRYR4Gdy8eZMlS5bkmhB5UpIUEUIIIYQQQgghxCvjknfT7AsLMAiG+6rfgJx7e+iZmQF5Jz5kXhAhxKumbdu2RR2CEIUi67BkhUGSIkIIIYQQQgghhHhl2H34If8uWJDzSn197AcN5O53s56qt0d+iQ/pDSJEzoKCgnTmmBCvj8cnOBfidSBJESGEEEIIIYQQQry0tJOpOwwdysO9e/n3hx9yLeu+8lcM7OyIXbrsqXt7SOJDCCGEeL1JUkQIIYQQQgghhBAvrfvr1vHoyBH+GTyY9JgYACwaNyZh164ce4NIbw8hhBBC5EWSIkIIIYQQQgghhHipqJOpa+D+unAA0mNi0JiYYPdhf8y9vEg8c0YmPRdCCCHEE5OkiBBCCCGEEEIIIV4qOU6mDihJSdz9bhZ3v5tFhT9Py6TnQgghhHhiekUdgBBCCCGEEEIIIYRW4qlTGFeokHsBfX2KT/sGPSMjNBoNkNkbRBIiQgghhCgISYoIIYQQQgghhBCiyD06+QdRffoS2aUryRcvgl7OtyzcV/6KdZs2Lzg6IYRWXFwcwcHB3Lp1q6hDEUKIpyJJESGEEEIIIYQQQhSZR8ePc613b65168bDAwdAXx/r9u1xnfVdZoH/eoOov4UQRSogIIDExERcXFyKOhSRj4YNG7Js2bKiDuOloNFoCA8Pf2H7GzFiBIMHD35h+xNPRpIiQgghhBBCCCGEeOEeHj3KNf8ArvXoyaNDh8HAgGKdOlImYgvFJ32NSdWq6NvbY1KlCs5BQZhUqYK+vb06mboQr42463DzVO4/cdefy24DAgLQaDRoNBoMDQ1xcnLCx8eH0NBQMjIyctxm+vTpWFhYMHny5OcSU052796NRqMhLi7uhe3zWQUFBVGzZs0ClV29ejWVK1fG2NiYypUrs3bt2mx1aa+T9sfZ2Tnfejdu3Eh0dDRdunRRl7m7uzNz5sxniregXvR1S0xMxMbGBltbWxITE1/IPvPy2WefERYWxtWrV4s6FJEDmWhdCCGEEEIIIYQQL4SiKDw6coS7c77n0fHjmQsNDSnWvj12/fph5FpCLWvo7EzZnTtkMnXxeou7DnPegrTk3MsYGMOgE1CsZKHvvkWLFoSFhZGens7t27eJiIhgyJAhrFq1ivXr12NgoHvrcPjw4YUeQ15SU1Nf6P5etEOHDtG5c2cmTJjABx98wNq1a/Hz82P//v3UqVNHLVelShW2b9+uvtbX18+37lmzZtG7d2/0chmK8HWzevVqqlatiqIorFmzhu7duxdpPI6OjjRr1oz58+czderUIo1FZPdmvCuEEEIIIYQQQghRZBRF4eHBg1zr0ZOogN48On4cjaEhxbp2oezvEbgEB+kkRLRkMnXx2nv0b94JEchc/+jf57J7Y2NjnJ2dKVGiBLVq1eKLL75g3bp1bNmyhUWLFqnl7t+/T//+/XF0dMTKyoomTZpw+vRpdb22p8GCBQsoWbIkZmZmdOrUSaeXwLFjx/Dx8cHe3h5ra2saNWrEyZMndeLRaDTMnz+ftm3bYm5uTt++fWncuDEANjY2aDQaAgICgMzPlW+++YbSpUtjampKjRo1WLVqlVqXtqfC77//jqenJ6ampjRp0oSYmBi2bNlCpUqVsLKyomvXrjx69EjdrqD17tixg9q1a2NmZkbdunW5ePEiAIsWLSI4OJjTp0+rPTuynsusZs6ciY+PD6NHj6ZixYqMHj0ab2/vbL05DAwMcHZ2Vn8cHBzyvK53795l+/btvP/++3mWy01+1yoyMhKNRsOpU6fUZXFxcWg0Gnbv3k1kZORTX7fY2Fi6d++Og4MDpqamlCtXjrCwsHxjXrhwIT169KBHjx4sXLgwz7La+FesWEHdunUxMTGhSpUq7N69W6fc+fPn8fX1xcLCAicnJ3r27Mndu3fV9atWraJatWqYmppiZ2dH06ZNefjwobr+/fffZ/ny5fnGLl48SYoIIYQQQgghhBDiuVAUhYR9+7nWrTtRgX1IPHECjZERNt27U2bbVlzGj8ewePGiDlOIwqUokPKwYD9pBRzmJy2xYPUpyjOH36RJE2rUqMGaNWv+OxyFVq1aER0dzebNmzlx4gS1atXC29ube/fuqdtdunSJlStXsmHDBiIiIjh16hQDBw5U1z948AB/f3/27dvH4cOHKVeuHL6+vjx48EBn/+PHj6dt27acOXOGr776itWrVwNw8eJFbt26xXffZc43NGbMGMLCwpg3bx7nzp1j6NCh9OjRgz179ujUFxQUxJw5czh48CDXr1/Hz8+PmTNnsmzZMjZt2sS2bduYPXu2Wr6g9X755ZdMnz6d48ePY2BgQGBgIACdO3dm+PDhVKlShVu3bnHr1i06d+6c47k+dOgQzZo101nWvHlzDh48qLPs77//pnjx4nh4eNClSxeuXLmSy9XLtH//fszMzKhUqVKe5XJT0GuVm5IlSz71dRs7diznz59ny5YtXLhwgXnz5mFvb5/n/i5fvsyhQ4fw8/PDz8+PgwcP5nuOAEaOHMnw4cP5448/qFu3Lu+//z7//puZgLx16xaNGjWiZs2aHD9+nIiICG7fvo2fn5+6vmvXrgQGBnLhwgV2795N+/btUbK8B9955x2uX7/OtWvXCnTexIsjw2cJIYQQQgghhBCiUCmKwsN9+7jz/fcknf4TAI2xMcX8/LDr2wdDJ6cijlCI5yj1EUwq5GRfaIuClfviJhiZP/PuKlasyJ9/Zr53d+3axZkzZ4iJicHY2BiAkJAQwsPDWbVqFf379wcgKSmJxYsX4+rqCsDs2bNp1aoV06dPx9nZmSZNmujsY8GCBdjY2LBnzx5at26tLu/WrZuaYADUORkcHR0pVqwYAA8fPuTbb79l586deHl5AVC6dGn279/PggULaNSokbr9xIkTqVevHgB9+vRh9OjRXL58mdKlSwPQsWNHdu3axahRo56o3q+//lp9/fnnn9OqVSuSkpIwNTXFwsJC7d2Rl+joaJwe+zx0cnIiOjpafV2nTh2WLFlC+fLluX37NhMnTqRu3bqcO3cOu1zmWIqMjMTJySnHobNGjRrFmDFjdJalpKRQuXJl9XVBr1Vu9PX1sbW1BZ78ukVFReHp6Unt2rWBzHlQ8hMaGkrLli2xsbEBMoeFCw0NZeLEiXluN2jQIDp06ADAvHnziIiIYOHChXz22WfMmzePWrVqMWnSJJ39lCxZkr/++ouEhATS0tJo3749bm5uAFSrVk2n/hIlMntARkZGqmXEy0GSIkIIIYQQQgghhCgUiqKQsHs3d+fOI+nMGQA0JibYdO6MbZ9ADB0dizhCIURBKIqiDl134sQJEhISst2AT0xM5PLly+rrUqVKqQkRAC8vLzIyMrh48SLOzs7ExMQwbtw4du7cye3bt0lPT+fRo0dERUXp1Ku9GZ6X8+fPk5SUhI+Pj87ylJQUPD09dZZVr15d/dvJyQkzMzM1IaJddvTo0Weq18XFBYCYmBhKlSqVb/xZac+zVtZzD9CyZUv172rVquHl5UWZMmVYvHgxw4YNy7HOxMRETExMclw3cuRIdSgrrVmzZrF37171dUGv1ZMqyPn96KOP6NChAydPnqRZs2a0a9eOunXrApnnYt++fQC4ublx7tw50tPTWbx4sdoTBaBHjx4MHTqU4ODgPOdf0SZmIHOIstq1a3PhwgUgs93v2rULCwuLbNtdvnyZZs2a4e3tTbVq1WjevDnNmjWjY8eOamIGwNTUFEBneDbxcpCkiBBCCCGEEEIIIZ6Joigk7NrF3e/nknTuHPBfMqRrV+wCe2OQz/j3QrxWDM0ye2wURPSfBesFEhgBztXzL2doVrD95uPChQt4eHgAkJGRgYuLS7b5FgC1B0BOss4HBBAQEMCdO3eYOXMmbm5uGBsb4+XlRUpKis525ub593TJyMgAYNOmTerT+Fra3ixahoaGOjFlfa1dpq3vWerNun1BOTs76/QKgcyExOO9R7IyNzenWrVq/P3337mWsbe3JzY2Ntd1ZcuW1Vmm7dWhld+10vZAyTpUVGpqaq7xaBXk/LZs2ZJr166xadMmtm/fjre3NwMHDiQkJISffvqJxMTMIee05//333/nxo0b2YYoS09PZ+vWrTpJpYLIei3btGmT4yTpLi4u6Ovrs23bNg4ePMjWrVuZPXs2X375JUeOHFHfO9rh5fKbA0a8eJIUEUIIIYQQQgghxFNRMjJ4sGMHd+fOI/m/p2s1pqbYdOuKXWAgBrkM7SLEa02jKfgQVgamBS9XCMNiFcTOnTs5c+YMQ4cOBaBWrVpER0djYGCQ51BGUVFR3Lx5k+L/zRN06NAh9PT0KF++PAD79u1j7ty5+Pr6AnD9+nWdSatzY2RkBGTe5NaqXLkyxsbGREVF6Qxp9awKq14jIyOdeHPj5eXFtm3b1HMNsHXrVrVnRE6Sk5O5cOECDRo0yLWMp6cn0dHRxMbG6vRcKKj8rpX2Jv+tW7fUHh5ZJ12HZ7tuDg4OBAQEEBAQQIMGDRg5ciQhISHZEimQOcF6ly5d+PLLL3WWT5kyhYULF+aZFDl8+DANGzYEIC0tjRMnTjBo0CAgs92vXr0ad3d3DAxyvoWu0WioV68e9erVY9y4cbi5ubF27Vq1B8/Zs2cxNDSkSpUqucYgioYkRYQQQgghhBBCCPFElIwMHmzbzt25c0m+eBEAPTMzbLp3x7Z3AAaPPXUshHg5JScnEx0dTXp6Ordv3yYiIoLJkyfTunVrevXqBUDTpk3x8vKiXbt2TJ06lQoVKnDz5k02b95Mu3bt1OGuTExM8Pf3JyQkhPj4eAYPHoyfn586r0bZsmX5+eefqV27NvHx8YwcOVIdXigvbm5uaDQaNm7ciK+vL6amplhaWjJixAiGDh1KRkYG9evXJz4+noMHD2JhYYG/v/9TnY/Cqtfd3Z2rV69y6tQpXF1dsbS0zNbTBGDIkCE0bNiQqVOn0rZtW9atW8f27dvZv3+/WmbEiBG0adOGUqVKERMTw8SJE4mPj88zFk9PTxwcHDhw4ECB5gB5XH7XytTUlHfffZcpU6bg7u7O3bt3s81T8rTXbdy4cbz11ltUqVKF5ORkNm7cmOuE8Xfu3GHDhg2sX7+eqlWr6qzz9/enVatW3LlzJ9eeGt9//z3lypWjUqVKzJgxg9jYWHU+m4EDB/Ljjz/StWtXRo4cib29PZcuXWLFihX8+OOPHD9+nB07dtCsWTMcHR05cuQId+7c0Yl13759NGjQoEDtXLxY2WfbEUIIIYQQQgghhMiBkpFB/JYtXG3bjhtDhpB88SJ65ubYDfiQMju24zh8mCREhHgSZnZgkP1muQ4D48xyz0FERAQuLi64u7vTokULdu3axaxZs1i3bp06F4NGo2Hz5s00bNiQwMBAypcvT5cuXdTJvLXKli1L+/bt8fX1pVmzZlStWpW5c+eq60NDQ4mNjcXT05OePXsyePBgHAswz1CJEiUIDg7m888/x8nJSX2Sf8KECYwbN47JkydTqVIlmjdvzoYNG9Shi55WYdTboUMHWrRoQePGjXFwcGD58uU5lqtbty4rVqwgLCyM6tWrs2jRIn799Vfq1Kmjlvnnn3/o2rUrFSpUoH379hgZGXH48OE8J+7W19cnMDCQpUuXFvzAsyjItQoNDSU1NZXatWszZMiQbJOaP+11MzIyYvTo0VSvXp2GDRuir6/PihUrcoxzyZIlmJub4+3tnW1d48aNsbS05Oeff871OKdMmcLUqVOpUaMG+/btY926ddjb2wNQvHhxDhw4QHp6Os2bN6dq1aoMGTIEa2tr9PT0sLKyYu/evfj6+lK+fHnGjBnD9OnTdXqmLF++nH79+hXgjIsXTaNkHfxNABAfH4+1tTX379/HysqqqMN5ZaWmprJ582Z8fX2zjdcoREFJOxKFQdqRKAzSjsSzkjYkCoO0I1EYnqYdKenpxEdEcHfePFIuZU6srGdhgW2vntj26oV+HvMKiNfTm/Z5lNe9oqSkJK5evYqHh0euk1vnKe46PPo39/VmdlCs5JPX+wIFBQURHh6ebQglUXRu375NlSpVOHHiRJ4JlDdRZGQkHh4e/PHHH9SsWfO57GPTpk2MHDmSP//8M9fht0ThepLPYrkiQgghhBBCCCGEyJGSnk785s3cnTeflCtXANCzssK2Vy9se/VEXx4kFOLZFSv50ic9xKvHycmJhQsXEhUVJUmRIvDw4UPCwsIkIfKSkqsihBBCCCGEEEIIHUpaGvGbNmUmQyIjAdCztsbWvxe2PXuib2lZtAEKIYTIV9u2bYs6hDeWn59fUYcg8iBJESGEEEIIIYQQQgCZyZD7GzZyd/48Uq9FAaBvbY1t797Y9OiOvoVFEUcohHgZBQUFERQUVNRhCFEg7u7uyIwSbzZJigghhBBCCCGEEG84JTWV++vXc3f+AlKvXwdAv1gxbAMDsenWDX0L8yKOUAghhBCicEhSRAghhBBCCCGEeEMpKSnErVvHvwt+IPWffwDQt7XFrk8gNl26oGcuyRAhhBBCvF4kKSKEEEIIIYQQQrxp0tK4v/I34hYuJPXmTQD07eyw69MHmy6d0TMzK+IAhRBCCCGeD0mKCCGEEEIIIYQQb4iMlBTur1yJx+w53Ll/HwB9B3vs+/almJ8feqamRRyhEEIIIcTzJUkRIYQQQgghhBDiNZN45iwxISE4jhiBabWqZCQnE/fbKv798UfSbt/GENB3dMS+Xz+KdeqInolJUYcshBBCCPFCSFJECCGEEEIIIYR4zdxft45HR44Qt2YNiX/8wb8//URaTAwABk5O3Hj3XbzGjsHYwqKIIxVCCCGEeLH0ijoAIYQQQgghhBBCPLvUGzdIPHuOxHPniN+8CYC4FSu4PWkSaTEx6Ds44Bw0HrfNm7hf1ws9Y+MijlgI8bj5p+dTfXF15p+eX9Sh5CouLo7g4GBu3bpV1KEIIcRTkaSIEEIIIYQQQgjxGrjk3ZTIjh2J7NCR9HuxmQsVRV2ffucONl26oDEyKqIIhRB5mX96Pt+f+h4Fhe9Pff/SJkYCAgJITEzExcWlqEMR+WjYsCHLli17om2CgoKoWbPm8wnoJeTu7s7MmTPzLPMynJM5c+bw/vvvF2kMrxNJigghhBBCCCGEEK8gRVFIvnKVfxctIiowEPT1cy+sr0/xad+8uOCEEE9EmxDJ6nknRgICAtBoNGg0GgwNDXFycsLHx4fQ0FAyMjJy3Gb69OlYWFgwefLk5xbX43bv3o1GoyEuLu6F7fNZPclN9NWrV1O5cmWMjY2pXLkya9euzVbmxo0b9OjRAzs7O8zMzKhZsyYnTpzIs96NGzcSHR1Nly5dsq2bNGkS+vr6TJkypUAxvmiRkZFoNBoMDAy4ceOGzrpbt25hYGCARqMhMjLymfd17Ngx+vfvr77WaDSEh4frlBkxYgQ7dux45n09i379+nHs2DH2799fpHG8LiQpIoQQQgghhBBCvCIykpJI2LuX6AkTudysOVd8fYmZMpWHBw9BejoGTk45bue+8les27R5wdEKIQoip4SI1vNOjLRo0YJbt24RGRnJli1baNy4MUOGDKF169akpaVlKz98+HB++eUXNBrNc4spq9TU1Beyn6Jy6NAhOnfuTM+ePTl9+jQ9e/bEz8+PI0eOqGViY2OpV68ehoaGbNmyhfPnzzN9+nSKFSuWZ92zZs2id+/e6Ollv/0bFhbGZ599RmhoaGEfUqEqXrw4S5Ys0Vm2ePFiSpQo8cx1p6SkAODg4ICZmVmeZS0sLLCzs3vmfT4LY2NjunXrxuzZs4s0jteFJEWEEEIIIYQQQoiXWMo//3Bv6VKiPvyQv+q8y/X+HxK7dCmp16+jMTTEvG5dnEZ/Tuktm3H9/r8bq9obli/oxqUQ4v8pisKj1EcF+pl9cnauCRGt7099z+yTswtUn5JlyLyCMDY2xtnZmRIlSlCrVi2++OIL1q1bx5YtW1i0aJFa7v79+/Tv3x9HR0esrKxo0qQJp0+fVtdre0YsWLCAkiVLYmZmRqdOnXR6dxw7dgwfHx/s7e2xtramUaNGnDx5UicejUbD/Pnzadu2Lebm5vTt25fGjRsDYGNjg0ajISAgQD3P33zzDaVLl8bU1JQaNWqwatUqtS5tD5Pff/8dT09PTE1NadKkCTExMWzZsoVKlSphZWVF165defTokc71K0i9O3bsoHbt2piZmVG3bl0uXrwIwKJFiwgODub06dNqT5ys5zKrmTNn4uPjw+jRo6lYsSKjR4/G29tbZzinqVOnUrJkScLCwnjnnXdwd3fH29ubMmXK5Hpd7969y/bt23McbmnPnj0kJiby1Vdf8fDhQ/bu3ZtrPZDZo6hdu3YEBwer1//DDz9UkwoFOWexsbF0794dBwcHTE1NKVeuHGFhYXnuF8Df3z9buUWLFuHv76+zLD09nT59+uDh4YGpqSkVKlTgu+++y/E4Jk+eTPHixSlfvjygO3yWu7s7AB988AEajUZ9/XjPH21dkyZNwsnJiWLFihEcHExaWhojR47E1tYWV1fXbEmnGzdu0LlzZ2xsbLCzs6Nt27Y6vV12797NO++8g7m5OcWKFaNevXpcu3ZNXf/+++8THh5OYmJivudO5M2gqAMQQgghhBBCCCHE/1NSUnh04gQJe/aSsHcvKVeu6Kw3cHHBomFDLBo1xLxOHfTMzdV1qdHR6NvbY+jsTLGOHYlbtYrU6GgMivgJVyHeJIlpidRZVqdQ6/zhzA/8cOaHfMsd6XYEM8O8n3rPT5MmTahRowZr1qyhb9++KIpCq1atsLW1ZfPmzVhbW7NgwQK8vb3566+/sLW1BeDSpUusXLmSDRs2EB8fT58+fRg4cCBLly4F4MGDB/j7+zNr1iwgcyguX19f/v77bywtLdX9jx8/nsmTJzNjxgz09fVp27YtHTp04OLFi1hZWWFqagrAmDFjWLNmDfPmzaNcuXLs3buXHj164ODgQKNGjdT6goKCmDNnDmZmZvj5+eHn54exsTHLli0jISGBDz74gNmzZzNq1KgnqvfLL79k+vTpODg4MGDAAAIDAzlw4ACdO3fm7NmzREREsH37dgCsra1zPNeHDh1i6NChOsuaN2+ukxRZv349zZs3p1OnTuzZs4cSJUrw8ccf069fv1yv4f79+zEzM6NSpUrZ1i1cuJCuXbtiaGhI165dWbhwIQ0bNsy1LoAdO3ZgYmLCrl27iIyMpHfv3tjb2/P1118X6JyNHTuW8+fPs2XLFuzt7bl06VKBbuy///77zJ8/n/3791O/fn3279/PvXv3aNOmDRMmTFDLZWRk4OrqysqVK7G3t+fgwYP0798fFxcX/Pz8dI7DysqKbdu25ZhAPHbsGI6OjoSFhdGiRQv08xiWcufOnbi6urJ3714OHDhAnz59OHToEA0bNuTIkSP8+uuvDBgwAB8fH0qWLMmjR49o3LgxDRo0YO/evRgYGDBx4kRatGjBn3/+iZ6eHu3ataNfv34sX76clJQUjh49qtMrq3bt2qSmpnL06FGdtiienCRFhBBCCCGEEEKIIpYaHU3C3swkyKODh8jI8tQy+vqY1aqVmQRp2BDjcuVyHbrG0NmZsjt3oDE0RKPRUKyzH0pqKnoyuboQ4glUrFiRP//8E4Bdu3Zx5swZYmJiMDY2BiAkJITw8HBWrVqlzseQlJTE4sWLcXV1BWD27Nm0atWK6dOn4+zsTJMmTXT2sWDBAmxsbNizZw+tW7dWl3fr1o3AwED19dWrVwFwdHRUh4x6+PAh3377LTt37sTLywuA0qVLs3//fhYsWKBzw3jixInUq1cPgD59+jB69GguX75M6dKlAejYsSO7du1i1KhRT1Tv119/rb7+/PPPadWqFUlJSZiammJhYYGBgQHOzs55nufo6GicHhv20MnJiejoaPX1lStXmDdvHsOGDeOLL77g6NGjDB48GGNjY3r16pVjvZGRkTg5OWUbOis+Pp7Vq1dz8OBBAHr06EG9evWYPXs2VlZWucZpZGREaGgoZmZmVKlSha+++oqRI0cyYcIEEhMT8z1nUVFReHp6Urt2beD/e2Tkx9DQkB49ehAaGkr9+vUJDQ2lR48eGBoaZisXHBysvvbw8ODgwYOsXLlSJylibm7OTz/9hFEu34kODg4AFCtWLN9rZ2try6xZs9DT06NChQp88803PHr0iC+++AKA0aNHM2XKFA4cOECXLl1YsWIFenp6/PTTT+p3eFhYGMWKFWP37t3Url2b+/fv07p1a7UX0ONJLW0PksjISEmKPCNJigghhBBCCCGEEC+YkpZG4qlTam+Q5P+GXdHSd7DHokFDLBo2xLyuF/p53Kx6XNYEiEajQSMJESFeKFMDU450O5JvuYVnFhao94dW/2r96VOtT777LgyKoqg3bk+cOEFCQkK2ORUSExO5fPmy+rpUqVJqQgTAy8uLjIwMLl68iLOzMzExMYwbN46dO3dy+/Zt0tPTefToEVFRUTr1am+c5+X8+fMkJSXh4+OjszwlJQVPT0+dZdWrV1f/dnJywszMTE2IaJcdPXr0mep1cXEBICYmhlKlSuUbf1aPJ7mznnvI7AVRu3ZtJk2aBICnpyfnzp1j3rx5uSZFEhMTMTExybZ82bJllC5dmho1agBQs2ZNSpcuzYoVK3QmG39cjRo1dObd8PLyIiEhgevXrxMTE5PvOfvoo4/o0KEDJ0+epFmzZrRr1466desC0LJlS/bt2weAm5sb586d06mnT58+eHl5MWnSJH777TcOHTqU43w38+fP56effuLatWskJiaSkpKSbbL7atWq5ZoQeVJVqlTRSTo5OTlRtWpV9bW+vj52dnbExMQAme+jS5cu6fSKgsxk4uXLl2nWrBkBAQE0b94cHx8fmjZtip+fn9q2tExNTXWGexNPR5IiQgghhBBCCCHEC5B29y4J+/aTsHcPDw8cJCM+/v9XajSY1qih9gYxqVQJTQ6T4wohXn4ajaZAQ1h9UusTDPUN851TBGBgzYEMqDGgMMIrkAsXLuDh4QFk3pR3cXFh9+7d2crlNdm39sa+9ndAQAB37txh5syZuLm5YWxsjJeXl87cFJD5NHx+MjIyANi0aVO2Sbe1vVm0svYq0Gg02XoZaDQatb5nqTfr9gXl7Oys0ysEMhMrWXuPuLi4ULlyZZ0ylSpVYvXq1bnWa29vT2xsbLbloaGhnDt3DgOD/78lnJGRwcKFC/NMiuQm67nL65y1bNmSa9eusWnTJrZv3463tzcDBw4kJCSEn376SR1K6/FrA1C1alUqVqxI165dqVSpElWrVuXUqVM6ZVauXMnQoUOZPn06Xl5eWFpaMm3aNJ0J66FgbaugcmpH+bWtt956Sx1OLittD5WwsDAGDx5MREQEv/76K2PGjGHbtm28++67atl79+6p5cXTk6SIEEIIIYQQQgjxHCjp6SSdPav2Bkk6e1ZnvX6xYpg3aJDZG6R+PQxsbIooUiFEUdEmOvJKjLzohMjOnTs5c+aMOtdFrVq1iI6OxsDAIM9hj6Kiorh58ybFixcHMufL0NPTUye03rdvH3PnzsXX1xeA69evc/fu3Xzj0T7Zn56eri6rXLkyxsbGREVFFeowQoVVr5GRkU68ufHy8mLbtm0684ps3bpV7UUBUK9ePXUSd62//voLNze3XOv19PQkOjqa2NhYbP77bjlz5gzHjx9n9+7d6jwwAHFxcTRs2JCzZ8/q9HTI6vTp0yQmJqrzuRw+fBgLCwtcXV2xsbEp0DlzcHAgICCAgIAAGjRowMiRIwkJCcmWSMlJYGAgH3/8MfPmzctx/b59+6hbty4ff/yxuixrL6YnYWhoWKBr96Rq1arFr7/+qk5WnxtPT088PT0ZPXo0Xl5eLFu2TE2KXL58maSkpGy9lsSTk6SIEEIIIYQQQghRSNLj4kjYfyCzN8i+/aQ/9qSuSZUqWDTKHBbLpFo1NHlM4iqEeDPklRh53gmR5ORkoqOjSU9P5/bt20RERDB58mRat26tDs3UtGlTvLy8aNeuHVOnTqVChQrcvHmTzZs3065dO3W4KxMTE/z9/QkJCSE+Pp7Bgwfj5+enzs1QtmxZfv75Z2rXrk18fDwjR45Ub7Lnxc3NDY1Gw8aNG/H19cXU1BRLS0tGjBjB0KFDycjIoH79+sTHx3Pw4EEsLCzw9/d/qvNRWPW6u7tz9epVTp06haurK5aWltl6mgAMGTKEhg0bMnXqVNq2bcu6devYvn07+/fvV8sMHTqUunXrMmnSJPz8/Dh69Cg//PADP/yQ+9Brnp6eODg4cODAAXW+loULF/LOO+/kOKm6l5cXCxcuZMaMGTnWl5KSQp8+fRgzZgzXrl1j/PjxDBo0CD09vQKds3HjxvHWW29RpUoVkpOT2bhxY46TwOemX79+dOrUKdeeSWXLlmXJkiX8/vvveHh48PPPP3Ps2DG1t9OTcHd3Z8eOHdSrVw9jY2M1qfSsunfvzrRp02jbti1fffUVrq6uREVFsWbNGkaOHElqaio//PAD77//PsWLF+fixYv89ddfOkOk7du3j9KlS6tzjoinJ0kRIYQQQgghhBDiKSmKQvKFC5mTpO/ZS+Lp05Bl+BQ9S0vM69XDomFDLBrUx0CGvBBC5CCnxMiL6CESERGBi4sLBgYG2NjYUKNGDWbNmoW/v786X4JGo2Hz5s18+eWXBAYGcufOHZydnWnYsKHOME9ly5alffv2+Pr6cu/ePXx9fZk7d666PjQ0lP79++Pp6UmpUqWYNGkSI0aMyDfGEiVKEBwczOeff07v3r3p1asXixYtYsKECTg6OjJ58mSuXLlCsWLFqFWrljrR9dMqjHo7dOjAmjVraNy4MXFxcYSFhREQEJCtXN26dVmxYgVjxoxh7NixlClThl9//ZU6deqoZd5++23Wrl3L6NGj+eqrr/Dw8GDmzJl079491/3r6+sTGBjI0qVLad26NSkpKfzyyy+MGjUq13gnT57M1KlTc1zv7e1NuXLlaNiwIcnJyXTp0oWgoCB1fX7nzMjIiNGjRxMZGYmpqSkNGjRgxYoVBTiTmQwMDLC3t891/YABAzh16hSdO3dGo9HQtWtXPv74Y7Zs2VLgfWhNnz6dYcOG8eOPP1KiRAkiIyOfuI6cmJmZsXfvXkaNGkX79u158OABJUqUwNvbGysrKxITE/nf//7H4sWL+ffff3FxcWHQoEF8+OGHah3Lly+nX79+hRLPm06jKIpS1EG8bOLj47G2tub+/ft5dmcSeUtNTWXz5s34+vrmOCagEAUh7UgUBmlHojBIOxLPStqQKAzSjl4O6Q8e8PDgoczeIHv3kXbnjs564/Ll1d4gpjVronnJrpW0I1EY3rR2lNe9oqSkJK5evYqHh0eOk1s/ifmn5zP31Fw+rvnxCx0y61kFBQURHh6eba4HUXRu375NlSpVOHHiRJ5DbeUnICCAuLg4wsPDCy848cTOnj2Lt7c3f/31F9bW1kUdzkvpST6LpaeIEEIIIYQQQgiRB0VRSLl8mYQ9e0jYs5dHJ09CWpq6XmNmhrmXV2ZvkIYNMHRxKcJohRCvsgE1BrxSyRDx8nJycmLhwoVERUU9U1JEvBxu3rzJkiVLJCFSSCQpIoQQQgghhBBCPCbj0SMeHj5Cwr69PNyzl9SbN3XWG3l4ZCZBGjXEtHZt9P6bCFgIIYR4WbRt27aoQxCFpFmzZkUdwmtFkiJCCCGEEEIIIQSQcu0aCXv2krB3L4+OHkVJSVHXaYyNMavzDhYNG2HRsAFGpUoVYaRCCPFyCQoK0pljQrw+Fi1aVNQhCFHoJCkihBBCCCGEEOKNlJGczKNjxzPnBtmzl5Rr13TWG5YogUWjRlg0aojZO++gZ2paRJEKIYQQQojCIkkRIYQQQgghhBCvjcQzZ4kJCcFxxAhMq1XNtj71xg0S9u4lYc9eHh45gpKY+P8rDQ0xq/1WZm+QRg0x8vBAo9G8wOiFEEIIIcTzJkkRIYQQQgghhBCvjfvr1vHoyBHur1+PabWqKKmpPDr5R+Yk6Xv3kHLpsk55AycndW4Qs3e90LcwL6LIhRBCCCHEiyBJESGEEEIIIYQQr7TUGzdIi40DDcRv3gzA/TVrSP77bxJPnUJJSvr/wvr6mHrWVHuDGJcvL71BhBBCCCHeIHpFufO9e/fSpk0bihcvjkajITw8PM/yAQEBaDSabD9VqlRRyyxatCjHMklZ/xEshBBCCCGEEOKVpigKaXfu8PDoUS55NyWyY0ciO3Qk/d49ADIePuTR4cNqQsS6XTtKzPiW8gcP4P7LL9j374dJhQqSEBFCCCGEeMMUaU+Rhw8fUqNGDXr37k2HDh3yLf/dd98xZcoU9XVaWho1atSgU6dOOuWsrKy4ePGizjITE5PCCVoIIYQQQgghxAuTnvCQlGuRpFyNJCXyv5+rV0mJjCTj4cP8K9DXx2XSJIq1ff/5ByuEEG+AuLg4vvvuO/r374+Li0tRhyPEaycjI4OQkBB8fHzw9PQs6nBeS0WaFGnZsiUtW7YscHlra2usra3V1+Hh4cTGxtK7d2+dchqNBmdn5wLXm5ycTHJysvo6Pj4egNTUVFJTUwtcj9ClPXdyDsWzkHYkCoO0I1EYpB2JZyVtSBSG17UdKamppN64Qeq1a6RERpIaeU39O/3Ondw31NPDoHhxjNzc0LOyImHLlmxFXJctxaRy5dfunD2L17UdiRfrTWtHb8pxFkRAQAAVK1aUhMgroGHDhgwYMIBu3boVdSg6goKCCA8P59SpU0Uax+7du2ncuDGxsbEUK1bsue9Po9Gwdu1a2rVrl2e57777jm3btvHLL79w9OjRQn/Yf86cOWzdupX169cXar2vkld6TpGFCxfStGlT3NzcdJYnJCTg5uZGeno6NWvWZMKECXlm1SZPnkxwcHC25Vu3bsXMzKzQ437TbNu2rahDEK8BaUeiMEg7EoVB2pF4VtKGRGF4JduRoqD/4AFGd+5gdPcuhnfuYnT3DkZ37mJ47x6ajIxcN00zNyfFwYFUe3tSHBxIcbAn1d6eVDs7FIPM/9Ya37iB2xZQNBo0iqL+PnDgAMmRkS/oIF8tr2Q7Ei+dN6UdPXr0qKhDKHQBAQEsXrwYAAMDA2xtbalevTpdu3YlICAAPb3so+5Pnz4dCwsLJk+e/MLifNE3rgtDQW/6nzt3jnHjxnHixAmuXbvGjBkz+PTTT3XKzJs3j3nz5hH533dZlSpVGDduXL4Pmm/cuJHo6Gi6dOmiLnN3d+fatWsA6Onp4eTkRMuWLQkJCcHGxuaJj1Nkyvpe0tfXp3jx4rRq1YpJkyY98Xm9cuUKS5cuZc+ePfz444+MHTuWadOmFWq8/fr14+uvv2b//v3Ur1+/UOt+VbyySZFbt26xZcsWli1bprO8YsWKLFq0iGrVqhEfH893331HvXr1OH36NOXKlcuxrtGjRzNs2DD1dXx8PCVLlqRZs2ZYWVk91+N4naWmprJt2zZ8fHwwNDQs6nDEK0rakSgM0o5EYZB2JJ6VtCFRGF6FdpSRkEDKtShSI6+Scu1aZq+PyEhSrl1DyeOmosbEBEM3N4zc3TF0c8PQ/b+/S7mhb53//8vSoqO5vnQZBs7OWLVvT/yaNaRFR9OoTRsMnmAkgTfBq9COxMvvTWtH2lFFnrfEM2eJCQnBccQITKtVfe77a9GiBWFhYaSnp3P79m0iIiIYMmQIq1atYv369RgY6N46HD58+HOPKavXvYfOo0ePKF26NJ06dWLo0KE5lnF1dWXKlCmULVsWgMWLF9O2bVv++OMPnXmWHzdr1ix69+6dLbn11Vdf0a9fP9LT0/nrr7/o378/gwcP5ueffy68A3sDad9LaWlpnD9/nsDAQOLi4li+fPkT1VO6dGmOHz8OkC1BVliMjY3p1q0bs2fPfmOTIigvCUBZu3ZtgctPmjRJsbOzU5KTk/Msl56ertSoUUP55JNPClz3/fv3FUC5f/9+gbcR2aWkpCjh4eFKSkpKUYciXmHSjkRhkHYkCoO0I/GspA2JwvCytKOMlBQl6fIVJX7HTuXuwlDl5pixSmSPnspf9Rso5ytUzP2nUmXlb59myrV+/ZToSZOUe8uWKQkHDyopt24pGenpzxxXenKykpGRkRljRoaSns//F99UL0s7Eq+2N60d5XWvKDExUTl//rySmJj4zPu5NWGicr5CReXWxK+fua78+Pv7K23bts22fMeOHQqg/Pjjj+qyuLg4pV+/foqDg4NiaWmpNG7cWDl16pS6fvz48UqNGjWU+fPnK66uroqpqanSsWNHJTY2Vi1z9OhRpWnTpoqdnZ1iZWWlNGzYUDlx4oTOvgFl3rx5yvvvv6+YmZkpvXr1UgCdH39/f0VRMj/np06dqnh4eCgmJiZK9erVld9++02ta9euXQqgREREKDVr1lRMTEyUxo0bK7dv31Y2b96sVKxYUbG0tFS6dOmiPHz4UN2uoPVu375deeuttxRTU1PFy8tL+d///qcoiqKEhYVlizksLCzf6+Hm5qbMmDEj33KKoig2NjbKTz/9lOv6O3fuKBqNRjl79my++/jqq6+UypUr6yxbtWqVUrlyZcXIyEhxc3NTQkJCdNbndB/X2tpa5zivX7+udO7cWbGxsVHMzMyUt956Szl8+LCiKP/fXpYsWaK4ubkpVlZWSufOnZX4+Hh1+/yuw71795Ru3bop9vb2iomJiVK2bFklNDQ013OiKIqyadMmpVy5coqJiYny3nvvqddK2061cWU1Y8YMxc3NLc96c3ovDRs2TLG1tdVZpn1ftWvXTjE1NVXKli2rrFu3TqfM7t27lbffflsxMjJSnJ2dlVGjRimpqanq+kaNGimffPKJMnLkSMXGxkZxcnJSxo8fr1NHfu9X7X6MjIyUR48e5Xlsr5In+Sx+JXuKKIpCaGgoPXv2xMjIKM+yenp6vP322/z9998vKDohhBBCCCGEePk86dPHiqKQFnNHZ2Jz9fc//0B6eq7b6tvZYeThjpG7O8bu7hh5eGT2+ihZEr18/g/3LLLWrdFo0DzHfQkhRG4URUFJTCxw+dSbt0iPiwMNxG/aBED8po1YtWgOCugXK4Zh8YLN36ExNUWj0TxN2KomTZpQo0YN1qxZQ9++fVEUhVatWmFra8vmzZuxtrZmwYIFeHt789dff2FrawvApUuXWLlyJRs2bCA+Pp4+ffowcOBAli5dCsCDBw/w9/dn1qxZQOZQXL6+vvz9999YWlqq+x8/fjyTJ09mxowZ6Ovr07ZtWzp06MDFixexsrLC1NQUgDFjxrBmzRrmzZtHuXLl2Lt3Lz169MDBwYFGjRqp9QUFBTFnzhzMzMzw8/PDz88PY2Njli1bRkJCAh988AGzZ89m1KhRT1Tvl19+yfTp03FwcGDAgAEEBgZy4MABOnfuzNmzZ4mIiGD79u0AOnMkP4v09HR+++03Hj58iJeXV67l9u/fj5mZGZUqVcqzvhs3brBx40bq1KmjLjtx4gR+fn4EBQXRuXNnDh48yMcff4ydnR0BAQEFijMhIYFGjRpRokQJ1q9fj7OzMydPniQjy1CZly9fJjw8nI0bNxIbG4ufnx9Tpkzh66+/BvK/DmPHjuX8+fNs2bIFe3t7Ll26RGIe77vr16/Tvn17BgwYwEcffcTx48efW8+nK1euEBERkWMvuuDgYL755humTZvG7Nmz6d69O9euXcPW1pYbN27g6+tLQEAAS5Ys4X//+x/9+vXDxMSEoKAgtY7FixczbNgwjhw5wqFDhwgICKBevXr4+PgU+P1au3ZtUlNTOXr0qE67flO8kkmRPXv2cOnSJfr06ZNvWUVROHXqFNWqVXsBkQkhhBBCCCHEy+n+unU8OnKE++vX6yRF0hMSSLkaqZv0+O8nI6/hrkxNM5Me/yU/jLTJDzc39GUYYiHEG0xJTORirbeeqY70e7Fc697jibercPIEmkKYH7dixYr8+eefAOzatYszZ84QExODsbExACEhIYSHh7Nq1Sr69+8PQFJSEosXL8bV1RWA2bNn06pVK6ZPn46zszNNmjTR2ceCBQuwsbFhz549tG7dWl3erVs3AgMD1ddXr14FwNHRUZ1T5OHDh3z77bfs3LlTTQ6ULl2a/fv3s2DBAp2bvBMnTqRevXoA9OnTh9GjR3P58mVKly4NQMeOHdm1axejRo16onq//vpr9fXnn39Oq1atSEpKwtTUFAsLCwwMDHAupOEbz5w5g5eXF0lJSVhYWLB27VoqV66ca/nIyEicnJxynBdm1KhRjBkzhvT0dJKSkqhTpw7ffvutuv7bb7/F29ubsWPHAlC+fHnOnz/PtGnTCpwUWbZsGXfu3OHYsWPqTXjt8F9aGRkZLFq0SE2I9ezZkx07dvD1118X6DpERUXh6elJ7dq1gcz5UvIyb948SpcuzYwZM9BoNFSoUIEzZ84wderUAh1TfjZu3IiFhYV6XgGd86oVEBBA165dAZg0aRKzZ8/m6NGjtGjRgrlz51KyZEnmzJmDRqOhYsWK3Lx5k1GjRjFu3Dj1elavXp3x48cDUK5cOebMmcOOHTvw8fEp8PvV3NycYsWKERkZKUmRFy0hIYFLly6pr69evcqpU6ewtbWlVKlSjB49mhs3brBkyRKd7RYuXEidOnWoWjX7003BwcG8++67lCtXjvj4eGbNmsWpU6f4/vvvn/vxCCGEEEIIIcTLJPXGDdJi4zKfPt64EYC41atJvXWLtBs3SLkdTca92Nwr0NfH0LVEth4fRh4eGDg6PvPTyEIIIV5OiqKon/EnTpwgISEBOzs7nTKJiYlcvnxZfV2qVCk1IQLg5eVFRkYGFy9exNnZmZiYGMaNG8fOnTu5ffs26enpPHr0iKioKJ16tTe583L+/HmSkpLw8fHRWZ6SkoKnp6fOsurVq6t/Ozk5YWZmpiZEtMuOHj36TPW6uGT25ImJiaFUqVL5xv+kKlSowKlTp4iLi2P16tX4+/uzZ8+eXBMjiYmJmJiY5Lhu5MiRBAQEoCgK169f54svvqBVq1bs3bsXfX19Lly4QNu2bXW2qVevHjNnziQ9PR19ff184z116hSenp5qQiQn7u7uOj2EXFxciImJAQp2HT766CM6dOjAyZMnadasGe3ataNu3boAtGzZkn379gHg5ubGuXPnuHDhAu+++67Ov13y6m2Tk3379ulMcL9gwQK6d+8OQOPGjZk3bx6PHj3ip59+4q+//uKTTz7JVkfWdmNubo6lpaV63BcuXMDLy0snxnr16pGQkMA///yjtq2sdYDuuSvo+xXA1NSUR3k8APM6K9KkyPHjx2ncuLH6WjvZub+/P4sWLeLWrVvZPhjv37/P6tWr+e6773KsMy4ujv79+xMdHY21tTWenp7s3buXd9555/kdiBBCCCGEEEK8hC55N822THn0iIT/hvPQ0re3/y/pkaXHh7s7Rq6uMgSVEEI8IY2pKRVOnniibZIuXMixZ4jb0l8wyWcIpMf3XRguXLiAh4cHkPlEv4uLC7t3785WTttzI8dY/ruxq/0dEBDAnTt3mDlzJm5ubhgbG+Pl5UVKSorOdubm5vnGpx2GadOmTZQoUUJnnfbpeK2sQxhpNJpsQxppNBq1vmepN+v2hc3IyEjtaVG7dm2OHTvGd999x4IFC3Isb29vT2xszg892Nvbq3WVK1eOmTNn4uXlxa5du2jatKlOQkxLURSd1xqNJtuy1NRU9W/TArTDZ70OLVu25Nq1a2zatInt27fj7e3NwIEDCQkJ4aefflKH0tLu5/F4c6Knp5fncdWuXZtTp06pr52cnNS/zc3N1fM6a9YsGjduTHBwMBMmTCjwced17rMuz+/cFfT9eu/ePRwcHLKVexMUaVLkvffey7NBLlq0KNsya2vrPDNYM2bMYMaMGYURnhBCCCGEEEK8kjISE7kfHo6+vT3pd+/mXEhPD/tBg7Dt2QP9LE9qCiGEeDYajeaJh7DSaJ/q12hAUdTfGhMT9AphOKwnsXPnTs6cOcPQoUMBqFWrFtHR0RgYGOQ5RFFUVBQ3b96kePHiABw6dAg9PT3Kly8PZD5lP3fuXHx9fYHMOR7u5vYdlYV2PuH0LHNZVa5cGWNjY6Kiogp16J/CqtfIyEgn3sKmKArJycm5rvf09CQ6OprY2FhsbGzyrEvb80ObRKhcuTL79+/XKXPw4MH/Y+++o6Oq9jaOf08mk14oCemhSO8ggoACgliwoSLYQVBfRK+KYkFR8aJiQUVExOtVsIuigHoRG9IUUZCOUgMJ6YH0Opk57x8xIzEJhBAyKc9nLVaYs/fZ85uZQxLmmb037du3d/YNDg4mMTHR2b53794y79d2796d//73vxw9evS4s0UqU9XXITg4mHHjxjFu3DjOPfdcHnjgAWbNmlUuSCkdc+nSpWWO/fLLL+XGS0pKKhNOHBuCeHt7l1sGrDJPPPEEF198MXfccYfz38SJdO7cmc8++6zM/f/888/4+/tX+JgqUtV/r/v376egoKDcDKjGol7uKSIiIiIiIiLl2ZJTSP/wQzI+/hh7ZiYAho8PZgUfLGv16Sd4d+lS2yWKiEgF3Js3xxIUhDU0lCajRpGxeDG2pCTc/7EETk0rLCwkKSkJu91OcnIyK1asYObMmVx66aXcfPPNAJx//vn079+fkSNH8txzz9GhQwcSEhJYvnw5I0eOdC535eXlxdixY5k1axZZWVncfffdjB492rmvRtu2bXnvvffo06cPWVlZPPDAA1WaUdCyZUsMw+Crr75ixIgReHt74+/vz5QpU5g8eTIOh4NzzjmHrKwsfv75Z/z8/Bg7dmy1no+aGrdVq1bObQIiIyPx9/cvN9MESpaD2rVrl/Pv8fHxbNmyBT8/P+eb74888ggXX3wxUVFRZGdn8/HHH7Nq1SpWrFhR6f336tWL4OBgfvrppzL7tUDJhvelb/zHxcXx4IMPEhQU5Fx66v777+ess85ixowZjBkzhvXr1zN37lzmzZvnHGPo0KHMnTuXs88+G4fDwUMPPVRm9sJ1113HM888w8iRI5k5cyZhYWFs3ryZ8PDwKi1ZVZXX4fHHH+fMM8+kS5cuFBYW8tVXXx13Y/mJEyfy4osvct999/F///d/bNq0qdwH8ocMGUJqairPP/88o0aNYsWKFXz99dcEVGOvtCFDhtClSxeeeeYZ5s6dW6VzJk2axOzZs/nXv/7FXXfdxe7du3niiSe47777KtwfpiJV/fe6du1a2rRpwxlnnHHSj60hqNqzKSIiIiIiInVWwa5dJDz0EPvOP58jb7yBPTMTa1QUIY88QtR//lPSqXTZBe0DIiJS51hDQ2m78gdaffoJTa8dQ6tPP6Htyh+w1tBG3ZVZsWIFYWFhtGrViosuuogff/yROXPmsGzZMuesAMMwWL58OYMGDWL8+PG0b9+ea6+91rmZd6m2bdty1VVXMWLECC644AK6du1a5o30t99+m/T0dHr16sVNN93E3XffTYsWLU5YY0REBE8++SQPP/wwISEh3HXXXQDMmDGDxx9/nJkzZ9KpUycuvPBCvvzyS+eyX9VVE+NeffXVXHTRRZx33nkEBwfz0UcfVdgvISGBXr160atXLxITE5k1axa9evXi1ltvdfZJTk7mpptuokOHDgwbNowNGzawYsWKcvttHMtisTB+/Hg++OCDcm2PP/44YWFhhIeHc+mll+Lr68t3333n3IOid+/efPLJJ3z88cd07dqVxx9/nH//+99lNll/8cUXiYqKYtCgQVx//fVMmTIFn2NmNHl4ePDtt9/SokULRowYQbdu3Xj22WertB9JqRO9Dh4eHkydOpXu3bszaNAgLBYLH3/8caXjRUdH89lnn/Hll1/So0cP5s+fzzPPPFOmT6dOnZg3bx6vvfYaPXr04Ndff2XKlClVrvmf7rvvPt58803i4uKq1D8iIoLly5fz66+/0qNHDyZOnMiECROYNm1ale+zqv9eP/roI2677baTfkwNhWFWZUG1RiYrK4vAwEAyMzOrlQRKCZvNxvLlyxkxYkS5te5EqkrXkdQEXUdSE3QdyanSNSQ14djryN1iIWfVao6+8w55GzY4+3ifeSbNxo3Ff+hQDIsFW1ISMaOuKffp49aLPz3tb7ZJ3aTvR1ITGtt1dLz3igoKCoiJiaF169aVbm7d0E2fPp2lS5eWWWpIXCs5OZkuXbqwadMmWrZs6epypA7ZsWMHw4YNY8+ePQQGBrq6nBpzMt+LtXyWiIiIiIhIPWIUFZG5aBGZ739A0cGDJQctFgIuuohm48bi3a1bmf6lnz42rFYMw6DJmNGYNhtu2kBdRESkwQoJCeGtt94iNjZWoYiUkZCQwLvvvtugApGTpVBERERERESkHrAlp3DkvXdp88GHpP61Gaqbvz9NRl9DsxtvxBoWVum5xwYghmFgKBARERFp8K644gpXlyB10AUXXODqElxOoYiIiIiIiEgdlr9zJ0ffeYesr1eAzYYFcI+MpPnYsTS56krcfH1dXaKIiDRy06dPZ/r06a4uQ0SkShSKiIiIiIiI1DGmw1GyX8jCheT9+qvzuFfv3hzo0plz778fj0a6br2IiIiIyKlQKCIiIiIiIlJHOPLyyFi6lPR33qXo0KGSg8fsF+LesSPbli/HsFhcW6iIiIiISD2lUERERERERMTFbMnJpL//AemffIIjMxMo2S+k6ZjRNL3hBud+ITabzZVlioiIiIjUewpFREREREREXMS5X8jyr6G4GABrdDTNbrpJ+4WIiIiIiJwGCkVERERERERqUcl+Ias4umAheb/95jzu3edMmo8bh99552l5LBERERGR00ShiIiIiIiISC1w5OWRsWQJR999F9uh2JKD7u4l+4WMHYt3t66uLVBEREREpBFQKCIiIiIiInIaVbhfSEDA3/uFhIa6uEIREZGqy8jI4JVXXuH2228n7K89r0RE6hM3VxcgIiIiIiLSEOXv2En8Aw+yb9j5HHnzTRyZmVijowmZNo12P66kxf33KxAREZF6Z9y4ceTn5ysQqQcGDRrEhx9+eNrvZ/v27URGRpKbm3va70ukJigUERERERERqSGm3U72Dz9w6MabODhqFFlffgnFxfj06UPka3M54+vlNLvxBm2gLiIiFYr74ygfTv+FuD+Onvb7GjduHIZhYBgGVquVkJAQhg8fzttvv43D4ajwnBdffBE/Pz9mzpx52usrtWrVKgzDICMjo9bu81RNnz6dnj17Vqnv7Nmz6dChA97e3kRFRTF58mQKCgqc7a+//jrdu3cnICCAgIAA+vfvz9dff33Ccb/66iuSkpK49tprKSoqIigoiKeeeqrCvjNnziQoKIiioqIq1fxP3bp1o2/fvrz88svVOl+ktikUEREREREROUWOvDyOfvAB+0eM4PCdd5G3cWPJfiGXXUarxYtp+f57+A8bpg3URUSkUqZp8svS/aQn5fHL0v2Ypnna7/Oiiy4iMTGRgwcP8vXXX3Peeedxzz33cOmll1JcXFyu//3338/777+PYRinvTYAm81WK/fjKh988AEPP/wwTzzxBH/88QdvvfUWixYtYurUqc4+kZGRPPvss2zcuJGNGzcydOhQrrjiCnbu3HncsefMmcMtt9yCm5sbHh4e3HjjjSxcuLDC62rBggXcdNNNeHh4nPRjKH2NbrnlFl5//XXsdvtJjyFS2xSKiIiIiIiIVJMtKYmUF19k75DzSJ7xFLZDsbgFBND8tltp+/13RLzwPN5du7i6TBERqUWmaWIrtJ/0n5itaaQcygYg5VA2MVvTTnqMkw1SPD09CQ0NJSIigt69e/PII4+wbNkyvv76axYuXOjsl5mZye23306LFi0ICAhg6NChbN261dleOjPijTfeICoqCh8fH6655poyszt+++03hg8fTlBQEIGBgQwePJjff/+9TD2GYTB//nyuuOIKfH19ufXWWznvvPMAaNq0KYZhMG7cOOfz/Pzzz9OmTRu8vb3p0aMHixcvdo5VOsPkm2++oVevXnh7ezN06FBSUlL4+uuv6dSpEwEBAVx33XXk5eWVef2qMu4PP/xAnz598PHxYcCAAezevRuAhQsX8uSTT7J161bnTJxjn8tjrV+/noEDB3L99dfTqlUrLrjgAq677jo2btzo7HPZZZcxYsQI2rdvT/v27Xn66afx8/Pjl19+qfR1TUtL4/vvv+fyyy93HpswYQL79+9nzZo1ZfquXbuWvXv3MmHChGq9RqWzTy688EKOHDnC6tWrK61LpK7QRusiIiIiIiInKX/HTo4uXEjWihXw1ydprS2jaXbzzTQZOVLLY4mINGLFRQ7+c8+pvzH89fztJ33O7a8Mxup5arMShw4dSo8ePfj888+59dZbMU2TSy65hGbNmrF8+XICAwN54403GDZsGHv27KFZs2YA7Nu3j08++YQvv/ySrKwsJkyYwJ133skHH3wAQHZ2NmPHjmXOnDlAyVJcI0aMYO/evfj7+zvv/4knnmDmzJm8/PLLWCwWrrjiCq6++mp2795NQEAA3t7eAEybNo3PP/+c119/nXbt2rFmzRpuvPFGgoODGTx4sHO86dOnM3fuXHx8fBg9ejSjR4/G09OTDz/8kJycHK688kpeffVVHnrooZMa99FHH+XFF18kODiYiRMnMn78eH766SfGjBnDjh07WLFiBd9//z0AgYGBFT7X55xzDu+//z6//vorffv25cCBAyxfvpyxY8dW2N9ut/Ppp5+Sm5tL//79K30N161bh4+PD506dXIe69atG2eddRYLFiwo8zjefvtt+vbtS9euXVm5cmW1XiMADw8PevTowdq1axk6dGiltYnUBQpFREREREREKpG/fQcps2bRYsoUvDp3IufHHzm68J2S5bH+4nPWWTQbNxa/IUO0PJaIiDQIHTt2ZNu2bQD8+OOPbN++nZSUFDw9PQGYNWsWS5cuZfHixdx+++0AFBQU8M477xAZGQnAq6++yiWXXMKLL75IaGhouTfK33jjDZo2bcrq1au59NJLncevv/56xo8f77wdExMDQIsWLWjSpAkAubm5vPTSS6xcudIZDrRp04Z169bxxhtvlHnT/6mnnmLgwIFAyWyJqVOnsn//ftq0aQPAqFGj+PHHH3nooYdOatynn37aefvhhx/mkksuoaCgAG9vb/z8/HB3dyc0NPS4z/O1115Lamoq55xzDqZpUlxczB133MHDDz9cpt/27dvp378/BQUF+Pn5sWTJEjp37lzpuAcPHiQkJAQ3t7KLBI0fP54pU6Ywd+5c/Pz8yMnJ4dNPP+Wll14CqPZrVCoiIoKDBw8e9zGL1AUKRURERERERCqRuWwZeRs2kPz88xQnJ2OLjS1pcHcn4OKLaTZ2rJbHEhGRMtw93Lj9lcEn7vgX0zRZ+uJm0g5nc+zqV4YBQZH+jLy/V5X38HD3qJmV8k3TdN7npk2byMnJoXnz5mX65Ofns3//fuft6OhoZyAC0L9/fxwOB7t37yY0NJSUlBQef/xxVq5cSXJyMna7nby8PGJLf7b+pU+fPiesb9euXRQUFDB8+PAyx4uKiujVq1eZY927d3f+PSQkBB8fH2cgUnrs119/PaVxw8LCAEhJSSE6OvqE9ZdatWoVTz/9NPPmzaNfv37s27ePe+65h7CwMB577DFnvw4dOrBlyxYyMjL47LPPGDt2LKtXr640GMnPz8fLy6vc8euuu4777ruPRYsWMWHCBBYtWoRpmlx77bXO+k/lNfL29i6zFJlIXaVQRERERERE5Bi2+HiK0zMwCwrI+GsN8fzffgPA8PUl8LLLCLpjItaQEFeWKSIidZRhGCe1hFXsziOkxmWXO26akBqXTdL+TKK7NK/gzNPnjz/+oHXr1gA4HA7CwsJYtWpVuX6lMzcqUhqqlH4dN24cqampzJ49m5YtW+Lp6Un//v0pKioqc55vFZagdDgcAPzvf/8jIiKiTFvpbJZSVqu1TE3H3i49VjreqYx77PlV9dhjj3HTTTdx6623AiVLXOXm5nL77bfz6KOPOmd6eHh40LZtW6AkkPjtt9945ZVXeOONNyocNygoiPT09HLHAwMDGTVqFAsWLGDChAksWLCAUaNGERAQAJz6a3T06FHOOOOMk3oORFxBoYiIiIiIiMgx9g07v9I2MzeXjI8/Jmz6E7VYkYiINFSmabLhiwNgABXtkW7Ahi8OENW5WZVni5yqlStXsn37diZPngxA7969SUpKwt3dnVatWlV6XmxsLAkJCYSHhwMlm4i7ubnRvn17oGRD73nz5jFixAgA4uLiSEtLO2E9Hh4eQMl+GqU6d+6Mp6cnsbGxZZa0OlU1Na6Hh0eZeiuTl5dXbokri8WCaZqYZkUXRAnTNCksLKy0vVevXiQlJZGenk7Tpk3LtE2YMIEhQ4bw1Vdf8dNPP/HMM88426r7GpXasWMHo0aNqnJ/EVdRKCIiIiIiInKMZreM4+iChRU3WiyEPzuzVusREZGGy1Fskn20oOJABMCEnPRCHMUmFmvNhyKFhYUkJSVht9tJTk5mxYoVzJw5k0svvZSbb74ZgPPPP5/+/fszcuRInnvuOTp06EBCQgLLly9n5MiRzqWUvLy8GDt2LLNmzSIrK4u7776b0aNHO/fVaNu2Le+99x59+vQhKyuLBx54wLlp+vG0bNkSwzD46quvGDFiBN7e3vj7+zNlyhQmT56Mw+HgnHPOISsri59//hk/P79KNyo/kZoat1WrVsTExLBlyxYiIyPx9/cvN9ME4LLLLuOll16iV69ezuWzHnvsMS6//HLnBuaPPPIIF198MVFRUWRnZ/Pxxx+zatUqVqxYUen99+rVi+DgYH766acye4EADB48mLZt23LzzTfTtm1bBg0a5Gyr7msEJfuYxMfHc/75lX+4RKSuUCgiIiIiIiICmA4HafNerzwQAVp9sgjvLtpDREREaobF6sY1U8+iIMdWaR9vfysWa83sFfJPK1asICwsDHd3d5o2bUqPHj2YM2cOY8eOdc5gMAyD5cuX8+ijjzJ+/HhSU1MJDQ1l0KBBhByzlGTbtm256qqrGDFiBEePHmXEiBHMmzfP2f72229z++2306tXL6Kjo3nmmWeYMmXKCWuMiIjgySef5OGHH+aWW27h5ptvZuHChcyYMYMWLVowc+ZMDhw4QJMmTejduzePPPLIKT0nNTHu1Vdfzeeff855551HRkYGCxYsYNy4ceX6TZs2DcMwmDZtGvHx8QQHB3PZZZfx9NNPO/skJydz0003kZiYSGBgIN27d2fFihXl9j05lsViYfz48XzwwQflQhEo2XD9kUce4YEHHihzvLqvEcBHH33EBRdcQMuWLavUX8SVDPN4c7EaqaysLAIDA8nMzHSuqScnz2azsXz5ckaMGFFuvUaRqtJ1JDVB15HUBF1Hcqp0DdVt9uxsEh58iJwffwTA/6ILyV7xTckut6bp/Nrqs8UuDUV0HUlN0HUkNaGxXUfHe6+ooKCAmJgYWrduXeHm1o3B9OnTWbp0KVu2bHF1KfKX5ORkunTpwqZNm057UFFYWEi7du346KOPGDhw4Gm9L5HKnMz3Ys0UERERERGRRq1w714O3/Uvig4dwvDwIHT6dHwH9Cdv4yasoaE0GTWKjMWLsSUl4d68dje6FREREamOkJAQ3nrrLWJjY097KHLo0CEeffRRBSJSbygUERERERGRRitrxTckPPIIZl4e7mFhRM6Zg3e3rgC0XfkDhtWKYRg0GTMa02bD7a/NXkVERETquiuuuKJW7qd9+/a0b9++Vu5LpCacngUJRURERERE6jCzuJiUWbOIv/dezLw8fM4+m9afLXYGIgBuHh4YRsmmtoZhKBARERGpxPTp07V0lojUG5opIiIiIiIijUpxejoJ999P7s/rAWg2fjwt7puM4a7/HomIiIiINHT6rV9ERERERBqN/J07if/X3dgSEjC8vQl/+ikCRoxwdVkiIiIiIlJLFIqIiIiIiEijkLF0KUlPTMcsLMQaHU3k3Ffx0vrXIiIiIiKNikIRERERERFp0EybjeRnnyP9gw8A8B08iIgXXsASEODiykREREREpLYpFBERERERkQarODWVw/dOJn/TJgCCJk0i6K47MdzcXFyZiIiIiIi4gv4nICIiIiIiDVLe5s3EXHU1+Zs24ebnR+S81wi++18KRERERE5BRkYGTz75JImJia4uRUSkWvS/ARERERERaVBM0yT94485dPNYilNT8Wh7Bq0++QT/oUNdXZqIiEi9N27cOPLz8wkLC3N1KXICgwYN4sMPP3R1GWWMGzeOkSNH1tr9ffXVV/Tq1QuHw1Fr9yl1n0IRERERERFpMByFhSROm0bS9CfBZsP/wgtp9fEiPNu0dnVpIiIiFcpKSyX5wL5K/2QfSTst9ztu3DgMw8AwDKxWKyEhIQwfPpy333670jeQX3zxRfz8/Jg5c+Zpqakiq1atwjAMMjIyau0+T9X06dPp2bNnlfrOnj2bDh064O3tTVRUFJMnT6agoKDCvjNnzsQwDO69994TjvvVV1+RlJTEtddeS1FREUFBQTz11FOVjhsUFERRUVGVaq5PLr30UgzDqHPhkLiW9hQREREREZEGwZaYyOG776Fg+3ZwcyN48r00v/VWDMNwdWkiIiIVKrbZ+OCRyeRlZlTaxyewKbe99jbuVmuN3/9FF13EggULsNvtJCcns2LFCu655x4WL17MF198gbt72bcO77///hqv4XhsNlut3l9t++CDD3j44Yd5++23GTBgAHv27GHcuHEAvPzyy2X6/vbbb/znP/+he/fuVRp7zpw53HLLLbi5ueHh4cGNN97IwoULefTRR8v9brRgwQJuuukmPDw8auRx1TW33HILr776KjfeeKOrS5E6QjNFRERERESk3svd8CsxV4+iYPt2LIGBRL35H4Juu02BiIiI1GkWd3f8g4Khsp9XhoF/UBAW99PzuWZPT09CQ0OJiIigd+/ePPLIIyxbtoyvv/6ahQsXOvtlZmZy++2306JFCwICAhg6dChbt251tpfOjHjjjTeIiorCx8eHa665pszsjt9++43hw4cTFBREYGAggwcP5vfff//HwzWYP38+V1xxBb6+vtx6662cd955ADRt2hTDMJyhgWmaPP/887Rp0wZvb2969OjB4sWLnWOVzjD55ptv6NWrF97e3gwdOpSUlBS+/vprOnXqREBAANdddx15eXnO86o67g8//ECfPn3w8fFhwIAB7N69G4CFCxfy5JNPsnXrVudMnGOfy2OtX7+egQMHcv3119OqVSsuuOACrrvuOjZu3FimX05ODjfccANvvvkmTZs2PeHrmpaWxvfff8/ll1/uPDZhwgT279/PmjVryvRdu3Yte/fuZcKECSd8jQ4ePIhhGGzZssV5LCMjA8MwWLVqlfPYzp07ueSSSwgICMDf359zzz2X/fv3V1hrq1atmD17dpljPXv2ZPr06c7b06dPJzo6Gk9PT8LDw7n77rudbUVFRTz44INERETg6+tLv379ytQCcPnll/Prr79y4MCBEzxz0lgoFBERERERkXrLNE2OLFhI7Pjx2I8exbNTJ1p9thi/gQNdXZqIiDRSpmliKyio0p/iwkLOvnIMmGZlg3H2lWMoLiys0nhmZeOchKFDh9KjRw8+//xz5+O55JJLSEpKYvny5WzatInevXszbNgwjh496jxv3759fPLJJ3z55ZesWLGCLVu2cOeddzrbs7OzGTt2LGvXruWXX36hXbt2jBgxguzs7DL3/8QTT3DFFVewfft2/v3vf/PZZ58BsHv3bhITE3nllVcAmDZtGgsWLOD1119n586dTJ48mRtvvJHVq1eXGW/69OnMnTuXn3/+mbi4OEaPHs3s2bP58MMP+d///sd3333Hq6++6uxf1XEfffRRXnzxRTZu3Ii7uzvjx48HYMyYMdx///106dKFxMREEhMTGTNmTIXP9TnnnMOmTZv49ddfAThw4ADLly/nkksuKdPvzjvv5JJLLuH8888/watXYt26dfj4+NCpUyfnsW7dunHWWWexYMGCMn3ffvtt+vbtS9euXav8Gh1PfHw8gwYNwsvLi5UrV7Jp0ybGjx9PcXFxlcc41uLFi3n55Zd544032Lt3L0uXLqVbt27O9ltuuYWffvqJjz/+mG3btnHNNddw0UUXsXfvXmefli1b0qJFC9auXVutGqTh0fJZIiIiIiJSLzny8kic9hhZy5cDEHD5ZYQ9+SRu3t4urkxERBqz4sJC5owdVWPjLZtV8T4QFbn7ncVYvbxO+T47duzItm3bAPjxxx/Zvn07KSkpeHp6AjBr1iyWLl3K4sWLuf322wEoKCjgnXfeITIyEoBXX32VSy65hBdffJHQ0FCGDh1a5j7eeOMNmjZtyurVq7n00kudx6+//npnwAAQExMDQIsWLWjSpAkAubm5vPTSS6xcuZL+/fsD0KZNG9atW8cbb7zB4MGDnec/9dRTDPzrwxITJkxg6tSp7N+/nzZt2gAwatQofvzxRx566KGTGvfpp5923n744Ye55JJLKCgowNvbGz8/P9zd3QkNDT3u83zttdeSmprKOeecg2maFBcXc8cdd/Dwww87+3z88cf8/vvv/Pbbb8cd61gHDx4kJCQEN7eyn4cfP348U6ZMYe7cufj5+ZGTk8Onn37KSy+9BFDl1+h4XnvtNQIDA/n444+x/rXkW/v27atc+z/FxsYSGhrK+eefj9VqJTo6mr59+wKwf/9+PvroIw4fPkx4eDgAU6ZMYcWKFSxYsIBnnnnGOU5ERAQHDx6sdh3SsGimiIiIiIiI1DtFsbEcvPa6kkDE3Z2QRx8l/LnnFIiIiIjUANM0nUtQbtq0iZycHJo3b46fn5/zT0xMTJklkaKjo52BCED//v1xOBzOZaVSUlKYOHEi7du3JzAwkMDAQHJycoiNjS1z33369Dlhfbt27aKgoIDhw4eXqendd98tt0zTsXtwhISE4OPj4wxESo+lpKSc0rhhYWHOx3gyVq1axdNPP828efP4/fff+fzzz/nqq6+YMWMGAHFxcdxzzz28//77eJ1E2JWfn19h/+uuuw6Hw8GiRYsAWLRoEaZpcu211zrrr8prdDxbtmzh3HPPdQYip+qaa64hPz+fNm3acNttt7FkyRLnrJPff/8d0zRp3759mddr9erV5V4vb2/vMsukSeOmmSIiIiIiIlKv5KxZQ/yUB3BkZWEJCiJy9sv4VOENFBERkdrg7unJ3e8sPnHHY5imyaInHyb1UAymw4Hh5kZwy9aMeeLZk9ofy/2vmRyn6o8//qB169YAOBwOwsLCyu3TADhnblSktO7Sr+PGjSM1NZXZs2fTsmVLPD096d+/P0VFRWXO8/X1PWF9DocDgP/9739ERESUafP8x3Nw7JvzhmGUe7PeMAzneKcy7rHnV9Vjjz3GTTfdxK233gqULHGVm5vL7bffzqOPPsqmTZtISUnhzDPPdJ5jt9tZs2YNc+fOpbCwEIvFUm7coKAg0tPTyx0PDAxk1KhRLFiwgAkTJrBgwQJGjRpFQEAAcOLXqHTmybHLtNlstjL34X2SH1Bxc3Mrt+zbsWNGRUWxe/duvvvuO77//nsmTZrECy+8wOrVq3E4HFgsFjZt2lTuefDz8ytz++jRowQHB59UbdJwKRQREREREZF6wXQ4OPLGG6TOeRVME+8ePYiY8wrWkBBXlyYiIuJkGEa1lrA699qb+WzmE0DJz7xzr70ZDxfMgFy5ciXbt29n8uTJAPTu3ZukpCTc3d1p1apVpefFxsaSkJDgXMZo/fr1uLm5OZdOWrt2LfPmzWPEiBFAySyItLS0E9bj4eEBlIQBpTp37oynpyexsbFllrQ6VTU1roeHR5l6K5OXl1duiSuLxYJpmpimybBhw9i+fXuZ9ltuuYWOHTvy0EMPVRiIAPTq1YukpCTS09PLbcw+YcIEhgwZwldffcVPP/1UZompE71GpaFCYmIivXr1Aiiz6TqUzKB55513sNlsVZotEhwcTGJiovN2VlaWc8m0Ut7e3lx++eVcfvnl3HnnnXTs2JHt27fTq1cv7HY7KSkpnHvuuZXeR0FBAfv373fWLKJQRERERERE6jx7djYJD08l54cfAGgyZgwhjz6C219vlIiIiNR3LXv0JuSMdiTv30vIGe1o2aP3ab/PwsJCkpKSsNvtJCcns2LFCmbOnMmll17KzTffDMD5559P//79GTlyJM899xwdOnQgISGB5cuXM3LkSOdyV15eXowdO5ZZs2aRlZXF3XffzejRo537arRt25b33nuPPn36kJWVxQMPPFClWQUtW7bEMAy++uorRowYgbe3N/7+/kyZMoXJkyfjcDg455xzyMrK4ueff8bPz4+xY8dW6/moqXFbtWpFTEwMW7ZsITIyEn9//3IzTQAuu+wyXnrpJXr16kW/fv3Yt28fjz32GJdffjkWiwV/f3+6du1a5hxfX1+aN29e7vixevXqRXBwMD/99FO5vUAGDx5M27Ztufnmm2nbti2DBg1ytp3oNfL29ubss8/m2WefpVWrVqSlpTFt2rQy49911128+uqrXHvttUydOpXAwEB++eUX+vbtS4cOHcrVOnToUBYuXMhll11G06ZNeeyxx8qEPQsXLsRut9OvXz98fHx477338Pb2pmXLljRv3pwbbriBm2++mRdffJFevXqRlpbGypUr6datmzPc+eWXX5yzXkRAe4qIiIiIiEgdV7h/PwevGU3ODz9gWK2EPTWDsCenKxAREZEGxTAMzr12LM0iojj32rEntWxWda1YsYKwsDBatWrFRRddxI8//sicOXNYtmyZ841pwzBYvnw5gwYNYvz48bRv355rr73WuZl3qbZt23LVVVcxYsQILrjgArp27cq8efOc7W+//Tbp6en06tWLm266ibvvvpsWLVqcsMaIiAiefPJJHn74YUJCQrjrrrsAmDFjBo8//jgzZ86kU6dOXHjhhXz55ZfOZb+qqybGvfrqq7nooos477zzCA4O5qOPPqqw37Rp07j//vuZNm0anTt3ZsKECVx44YW88cYbp/QYLBYL48eP54MPPqiwffz48aSnp5fZ0B6q9hq9/fbb2Gw2+vTpwz333MNTTz1Vpr158+asXLmSnJwcBg8ezJlnnsmbb75Z6ayRqVOnMmjQIC699FJGjBjByJEjOeOMM5ztTZo04c0332TgwIF0796dH374gS+//JLmzZsDsGDBAm6++Wbuv/9+OnTowOWXX86GDRuIiopyjvHRRx9xww034OPjU/UnURo0w/znom1CVlYWgYGBZGZmOtfUk5Nns9lYvnw5I0aMqLHNlaTx0XUkNUHXkdQEXUdyqnQNVU/Wt9+S+PBUHHl5uIeGEjnnFbyP2di0sdF1JDVB15HUhMZ2HR3vvaKCggJiYmJo3br1SW2G3ZBMnz6dpUuXlltKSVwnOTmZLl26sGnTJlq2bOnqclwmNTWVjh07snHjxlMOzKRuO5nvxZopIiIiIiIidY5pt5Py0svE330Pjrw8fM46i9afLW7UgYiIiIhIVYWEhPDWW28RGxvr6lJcKiYmhnnz5ikQkTK0p4iIiIiIiNQp9owM4qc8QO66dQA0GzuWFg9MwXDXf19EREREquqKK65wdQku17dvX/r27evqMqSO0UwRERERERGpMwr+/JOYUdeQu24dhpcX4S+8QMjUhxWIiIiI1GHTp0/X0lkiUm/ofxYiIiIiIlInZH75JYmPPY5ZUIA1MpLIua/i1bGjq8sSEREREZEGRKGIiIiIiIi4lGmzkfzCC6S/+x4AvuecQ8SsF7A0aeLawkRERE6CaZquLkFEpNE6me/BLl0+a82aNVx22WWEh4djGAZLly49bv9Vq1ZhGEa5P3/++WeZfp999hmdO3fG09OTzp07s2TJktP4KEREREREpLqK09KIvWW8MxBpPvH/iHpjvgIRERGpN6xWKwB5eXkurkREpPEqKioCwGKxnLCvS2eK5Obm0qNHD2655RauvvrqKp+3e/duAgICnLeDg4Odf1+/fj1jxoxhxowZXHnllSxZsoTRo0ezbt06+vXrV6P1i4iIiIhI9eVv3crhu++hODkZN19fwp6dScDw4a4uS0RE5KRYLBaaNGlCSkoKAD4+PhiG4eKqREQaD4fDQWpqKj4+PrhXYS9Cl4YiF198MRdffPFJn9eiRQuaVPLJsdmzZzN8+HCmTp0KwNSpU1m9ejWzZ8/mo48+OpVyRURERESkhqR/8gnJM57CtNnwaNOGyLmv4tmmjavLEhERqZbQ0FAAZzAiIiK1y83Njejo6CqF0vVyT5FevXpRUFBA586dmTZtGuedd56zbf369UyePLlM/wsvvJDZs2dXOl5hYSGFhYXO21lZWQDYbDZsNlvNFt+IlD53eg7lVOg6kpqg60hqgq4jOVW6hkqYRUWkPjOTrM8+A8B32DBCnpqBm59fo39uqkLXkdQEXUdSExrbdXSix2kYBmFhYbRo0aLRPCciInWJh4cHbm5V2y2kXoUiYWFh/Oc//+HMM8+ksLCQ9957j2HDhrFq1SoGDRoEQFJSEiEhIWXOCwkJISkpqdJxZ86cyZNPPlnu+LfffouPj0/NPohG6LvvvnN1CdIA6DqSmqDrSGqCriM5VY35GnLPyCTs/ffxjovDNAyOXHABe4YMhjVrXF1avdOYryOpObqOpCY0luuoqvuFWCyWKq1nLyIirlOvQpEOHTrQoUMH5+3+/fsTFxfHrFmznKEIUG6KjGmax502M3XqVO677z7n7aysLKKiorjgggvK7F0iJ8dms/Hdd98xfPhw56ZjIidL15HUBF1HUhN0HcmpauzXUP5vG0l67nnsR4/iFhBAyHPP0u6cc1xdVr3T2K8jqRm6jqQmNLbrqHRVERERqf/qVShSkbPPPpv333/feTs0NLTcrJCUlJRys0eO5enpiaenZ7njVqu1UfxgP930PEpN0HUkNUHXkdQEXUdyqhrbNWSaJunvvUfyc8+D3Y5nhw5Ezn0Vj6goV5dWrzW260hOD11HUhMay3XUGB6jiEhjUbVFtuqwzZs3ExYW5rzdv3//clM3v/32WwYMGFDbpYmIiIiINEr523dwaOw48jZuIuHBh0h+ZibY7QRceimtPvpQgYiIiIiIiLiMS2eK5OTksG/fPuftmJgYtmzZQrNmzYiOjmbq1KnEx8fz7rvvAjB79mxatWpFly5dKCoq4v333+ezzz7js782aQS45557GDRoEM899xxXXHEFy5Yt4/vvv2fdunW1/vhERERERBqjzGXLyNuwgcN79mBPTweLhZAHH6DpzTcfd1lbERERERGR082locjGjRs577zznLdL9/UYO3YsCxcuJDExkdjYWGd7UVERU6ZMIT4+Hm9vb7p06cL//vc/RowY4ewzYMAAPv74Y6ZNm8Zjjz3GGWecwaJFi+jXr1/tPTARERERkUbGFh9PcXoGGCWhCIA9PR23gABa3Hcffueeo0BERERERERczqWhyJAhQzBNs9L2hQsXlrn94IMP8uCDD55w3FGjRjFq1KhTLU9ERERERKpo37DzKzzuyMoiafp0ADr9+UctViQiIiIiIlJevd9TREREREREXC/8hefBYqm40WIpaRcREREREXExl84UERERERGRhsFv8GDcg4MpTkoq19bqk0V4d+nigqpERERERETK0kwRERERERE5JabDQcKDD/0diJTuHaI9REREREREpI7RTBERERERETklafNeJ2fVKrBacfP1xSMykiajRpGxeDG2pCTcmzd3dYkiIiIiIiKAQhERERERETkF2T/+SNrcuQCEPfkkAZdegmG1YhgGTcaMxrTZcPPwcHGVIiIiIiIiJRSKiIiIiIhItRQdPEjCgw8B0PT662ly1ZVl2g3DwFAgIiIiIiIidYj2FBERERERkZPmyM0l7q67cGRn4927NyEPP+TqkkRERERERE5IoYiIiIiIiJwU0zRJeORRivbtxz04mMhXZmtGiIiIiIiI1AsKRURERERE5KQcfestsr/5BqxWIua8gntwsKtLEhERERERqRKFIiIiIiIiUmU5P/1EyksvAxD66CP49Orl4opERERERESqTqGIiIiIiIhUSdHhwyTcdz84HARefRVNxoxxdUkiIiIiIiInRaGIiIiIiIickCM/n8P/uht7ZiZe3boR+vjjGIbh6rJEREREREROikIRERERERE5LtM0SXziCQr/+ANLs2ZEznkFN09PV5clIiIiIiJy0hSKiIiIiIjIcaW/9z5ZX3wJFgsRL7+MNSzM1SWJiIiIiIhUi0IRERERERGpVN5vv5H83HMAtHhgCr79+rq4IhERERERkepTKCIiIiIiIhWyJSVx+N7JYLcTcOmlNBs71tUliYiIiIiInBKFIiIiIiIiUo6jqIjD99yD/cgRPDt2JGzGv7WxuoiIiIiI1HsKRUREREREpJzkGU9RsHUbboGBRL46Bzdvb1eXJCIiIiIicsoUioiIiIiISBnpiz4h49NPwTCImDULj6goV5ckIiIiIiJSIxSKiIiIiIiIU/6WLSQ99RQAwffei9+557i4IhERERERkZqjUERERERERAAoTk3l8N33gM2G//DhNL/9NleXJCIiIiIiUqMUioiIiIiICKbNxuHJkylOScHjjDMImzlTG6uLiIiIiEiDo1BERERERERIfu558jduws3Pj8hXX8Xi5+vqkkRERERERGqcQhERERERkUYuc9ky0t9/H4Dw55/Ds01rF1ckIiIiIiJyeigUERERERFpxPJ37iTx8ScACJp0B/5Dh7q4IhERERERkdNHoYiIiIiISCNVnJ5O/L/uxiwsxHfwIILuusvVJYmIiIiIiJxWCkVERERERBohs7iYhPvvx5aQgDU6mojnn8dw038PRERERESkYdP/ekREREREGqHU2bPJ/Xk9hrc3kXNfxRIY6OqSRERERERETjuFIiIiIiIijUzWihUc+e9bAIQ/8zRe7du7uCIREREREZHaoVBERERERKQRKdizh4RHHgWg2YTxBFx8sYsrEhERERERqT0KRUREREREGgl7VhaH//UvzLw8fPqfTYvJk11dkoiIiIiISK1SKCIiIiIi0giYDgfxDzyA7VAs1vBwIl56CcPd3dVliYiIiIiI1CqFIiIiIiIijUDa3NfIXb0Gw9OTiFfn4N60qatLEhERERERqXUKRUREREREGrjslStJmzcPgNAnp+PdpYuLKxIREREREXENhSIiIiIiIg1Y4YEYEh58CICmN9xAk5EjXVuQiIiIiIiICykUERERERFpoOw5uRz+179w5OTgfeaZhDz8kKtLEhERERERcSmFIiIiIiIiDZBpmiQ+8ghF+/fj3qIFkbNfxrBaXV2WiIiIiIiISykUERERERFpgI68+V+yv/0WrFYiXpmNe3Cwq0sSERERERFxOYUiIiIiIiINTM66n0idPRuA0EcfxadXL9cWJCIiIiIiUkcoFBERERERaUCK4uKIv/9+cDgIHHU1TcaMdnVJIiIiIiIidYZCERERERGRBsKRn8/hf92NIzMTr+7dCX3sMQzDcHVZIiIiIiIidYZCERERERGRBsA0TRIfe5zCP//E0rw5kXNewc3T09VliYiIiIiI1CkKRUREREREGoD0d98l66uvwGIh4uWXsIaGurokERERERGROkehiIiIiIhIPZe74VeSn38BgJCHHsS3b18XVyQiIiIiIlI3KRQREREREanHbImJxE+eDHY7AZddRtObbnJ1SSIiIiIiInWWQhERERERkXrKUVjI4bvvwX70KJ6dOhH27ye1sbqIiIiIiMhxKBQREREREamHTNMkacYMCrZvxxIYSOSrc3Dz9nZ1WSIiIiIiInWaQhERERERkXooY9EnZC7+DNzcCH/xRTwiI11dkoiIiIiISJ2nUEREREREpJ7J27yZpKefBiD43nvxO2egiysSERERERGpHxSKiIiIiIjUI7aUFOLvvgdsNvwvuIDmt93q6pJERERERETqDYUiIiIiIiL1hFlURPy9kylOTcWj7RmEPfOMNlYXERERERE5CS4NRdasWcNll11GeHg4hmGwdOnS4/b//PPPGT58OMHBwQQEBNC/f3+++eabMn0WLlyIYRjl/hQUFJzGRyIiIiIicvrkb9/BobHjiH/gQfJ//x03Pz8iX30Vi5+vq0sTERERERGpV1waiuTm5tKjRw/mzp1bpf5r1qxh+PDhLF++nE2bNnHeeedx2WWXsXnz5jL9AgICSExMLPPHy8vrdDwEEREREZHTLnPZMvI2bCD7rw8EhT//PJ6tW7u4KhERERERkfrH3ZV3fvHFF3PxxRdXuf/s2bPL3H7mmWdYtmwZX375Jb169XIeNwyD0NDQmipTRERERKTW2eLjKU7PAAMyv/zSebzJ6NG4t2iBLT4ea0SE6woUERERERGph1waipwqh8NBdnY2zZo1K3M8JyeHli1bYrfb6dmzJzNmzCgTmvxTYWEhhYWFzttZWVkA2Gw2bDbb6Sm+ESh97vQcyqnQdSQ1QdeR1ARdR3KqTvYa2jfs/AqPZ3zyCRmffAJA2+3baqY4qTf0vUhqgq4jqQmN7TpqLI9TRKQxMEzTNF1dBJTM7liyZAkjR46s8jkvvPACzz77LH/88QctWrQA4JdffmHfvn1069aNrKwsXnnlFZYvX87WrVtp165dheNMnz6dJ598stzxDz/8EB8fn2o9HhERERGRU+G/eTOhiz7BqODXddPNjaTR15B9nA/+iIiISM3Jy8vj+uuvJzMzk4CAAFeXIyIip6DehiIfffQRt956K8uWLeP88yv+FB2UzCbp3bs3gwYNYs6cORX2qWimSFRUFGlpafpBdwpsNhvfffcdw4cPx2q1urocqad0HUlN0HUkNUHXkZyqk72GMj/7jNQZT4HdXq4tctHHeHXufDrKlDpO34ukJug6kprQ2K6jrKwsgoKCFIqIiDQA9XL5rEWLFjFhwgQ+/fTT4wYiAG5ubpx11lns3bu30j6enp54enqWO261WhvFD/bTTc+j1ARdR1ITdB01DPnbd5AyaxYtpkzBu1vXWr9/XUdyqk50DZkOBykvvsjRt97++6BhgGk6v7q7u+s6bOT0vUhqgq4jqQmN5TpqDI9RRKSxcHN1ASfro48+Yty4cXz44YdccsklJ+xvmiZbtmwhLCysFqoTERGR0y1z2TLyNmwg84svXF2KSI1z5OURf889zkCk6bhxWIKC8OrShdDp0/Hq0gVLUBDuzZu7uFIREREREZH6yaUzRXJycti3b5/zdkxMDFu2bKFZs2ZER0czdepU4uPjeffdd4GSQOTmm2/mlVde4eyzzyYpKQkAb29vAgMDAXjyySc5++yzadeuHVlZWcyZM4ctW7bw2muv1f4DFBERkRphi4+nOD0DDMhavhyArP/9j8CRV4AJ7k2bYI2IcG2RIqfIlpzC4UmTKNi5E8NqJeyZpwm87DJa3DcZw2rFMAyajBmNabPh5uHh6nJFRERERETqJZeGIhs3buS8885z3r7vvvsAGDt2LAsXLiQxMZHY2Fhn+xtvvEFxcTF33nknd955p/N4aX+AjIwMbr/9dpKSkggMDKRXr16sWbOGvn371s6DEhERkRq3b1j55TLtR49y8OpRztud/vyjNksSqVEFf/5J3MQ7KE5KwtK0KZGvzcWnd2+AMgGIYRgYCkRERERERESqzaWhyJAhQzjePu+lQUepVatWnXDMl19+mZdffvkUKxMREZG6JPyF50l4eGqFG04DuIeFkfb66/hfeBGebVrXcnUipyb7xx+Jv38KZl4eHm3aEPXGfDyiolxdloiIiIiISINU7/YUERERkcbH84wzsDRpUnGjxUJxYiKpr8zhwIgRHLhiJGmvv07hgZharVHkZJmmydF33+XwnXdh5uXh0/9sWn38kQIRERERERGR08ilM0VERERETiT7+++Jf+BBzPz8kgOGAabp/Br91lvY4g+TteIbctevp3D3blJ37yb1lTl4duhAwEUXagaJ1DlmcTHJzzxD+ocfAdDkmmsIffwxDKvVxZWJiIiIiIg0bApFREREpE4yTZMj//0vqS+9DKaJd58+FMXEYA0Lo8moUWQsXowtKQmPVi3xPbsfTa6+GntGBtk//KCAROo0e3Y2iQ8+RO66dWAYtHjgAZrdMg7DMFxdmoiIiIiISIOnUERERETqHEdREUmPP0Hm0qUANL3hBkKmPozpcGBYrRiGQZMxozFttjKbUFuaNKHJ1VcrIJE6y/3oUeJvupmi/fsxvL2JeOF5/M8/39VliYiIiIiINBqnFIoUFRWRkpKCw+Eoczw6OvqUihIREZHGq/joUQ7/627yN20Ci4WQRx+h2fXXA3Ds5+gNw8A4JhD5JwUkUtcUbN1K9GvzKMrJwb1FCyJfn4d3ly6uLktERERERKRRqVYosnfvXsaPH8/PP/9c5rhpmhiGgd1ur5HiREREpHEp3LuXuDsmYTt8GDd/fyJmv4zfwIGnPK4CEnG1rOXLSXh4Ku5FRXh07Ej0/Nexhoa6uiwREREREZFGp1qhyLhx43B3d+err74iLCxM6x+LiIjIKctZu5b4yffhyMnBGh1N1PzX8WzTpsbvRwGJ1CbTNDkyfz6pr8wBIKdTJ7ovXIA1MNDFlYmIiIiIiDRO1QpFtmzZwqZNm+jYsWNN1yMiIiKNjGmapL/3PsnPPgsOBz5nnUXEnFdwb9r0tN/3yQQkvsOHY/XyPO01ScPhKCoi6bHHyFz2BQCBN93Ens6d6Onj4+LKREREREREGq9qhSKdO3cmLS2tpmsRERGRRsa02Uh6+mkyPl4EQOCoqwl7/PHj7hVyupwoICncvZvWQOwXXxJ48UWaQSLHVZyezuF//Yv8jSV744Q+Ng2/q6+G5ctdXZqIiIiIiEijVq1Q5LnnnuPBBx/kmWeeoVu3blit1jLtAQEBNVKciIiINFz2zEwO33sveet/AcOgxQMP0OyWcXViWc6KApLM5V+Tu349RXv2kLpnj5bYkkoVHoghbuJEbLGxuPn5ETF7Nn7nDMRms7m6NBERERERkUavWqHI+eefD8CwYcPKHNdG6yIiIlIVRQcPEjfxDooOHsTw8SFi1gv4Dx3q6rIqVBqQ+F5+OSsWL2aAxULud99rDxKpUO4vGzh89904srKwRkSU7I3Trp2ryxIREREREZG/VCsU+fHHH2u6DhEREWkkcn/ZwOF77sGRmYl7WBhRr8/Dq57sU+bw8SFgxAiajx6tTdqlnIzPPiPxielQXIx3z55EvjYX9+bNXV2WiIiIiIiIHKNaocjgwYNrug4RERFpBNI/+YSkf88oedO4Rw8i576Ke3Cwq8uqlpPZpF0BScNmOhykvvwyR978LwABI0YQNvMZ3Dw9XVyZiIiIiIiI/FO1QhGAjIwM3nrrLf744w8Mw6Bz586MHz+ewMDAmqxPREREGgDTbifl+Rc4+s47AARccglhzzzdYN40VkDSeDny80l48CGyv/sOgKBJkwj61111Ym8cERERERERKa9aocjGjRu58MIL8fb2pm/fvpimyUsvvcTTTz/Nt99+S+/evWu6ThEREamn7Dk5JNw/hZzVqwEIuvtfBN1xR4N901gBSeNhS0nh8KQ7KdixA8NqJezppwi8/HJXlyUiIiIiIiLHUa1QZPLkyVx++eW8+eabuLuXDFFcXMytt97Kvffey5o1a2q0SBEREamfig7Hc/iOOyjcuxfD05PwZ2cScPHFri6r1iggabgK/vyTuDsmUZyYiKVJEyJfm4vPmWe6uiwRERERERE5gWrPFDk2EAFwd3fnwQcfpE+fPjVWnIiIiNRfeb9v5vBdd2E/ehT34GAi572Gd7duri7LZRSQNBzZq1aRcN/9OPLy8Gjdmqg35uMRHe3qskRERERERKQKqhWKBAQEEBsbS8eOHcscj4uLw9/fv0YKExERkfor84svSHx0GqbNhmfnTkTNm4c1NNTVZdUZCkjqr6PvvU/yzJngcOBz9tlEvjIbi/bUExERERERqTeqFYqMGTOGCRMmMGvWLAYMGIBhGKxbt44HHniA6667rqZrFBERkXrCdDhIfWUOR954AwD/4ecT/txzuPn4uLiyuksBSf1gFheT/MxM0j/8EIDAUVcT9sQTGFariysTERERERGRk1GtUGTWrFkYhsHNN99McXExAFarlTvuuINnn322RgsUERGR+sGRl0fCw1PJ/vZbAJrffjvB996D4ebm4srqDwUkdZM9J4f4yfeRu3YtGAYtptxPs/HjMQzD1aWJiIiIiIjISapWKOLh4cErr7zCzJkz2b9/P6Zp0rZtW3z0KVAREZFGyZaczOE7JlGwaxeG1UrojH/TZORIV5dVrykgqRts8fHETbyDwr17Mby8CH/heQKGD3d1WSIiIiIiIlJN1QpFSvn4+NCtEW+YKiIiIpC/YyeHJ02iOCUFS9OmRM59FZ8zz3R1WQ2KAhLXyN+6lbhJd2I/cgT34GAi583Du1tXV5clIiIiIiIip6DKochVV13FwoULCQgI4Kqrrjpu388///yUCxMREZG6L2vFNyQ8/DBmQQGe7doS+frreERGurqsBk0BSe3I+vprEh6eillYiGfHjkS9Pg9rWJiryxIREREREZFTVOVQJDAw0LluckBAgNZQFhERacRM0+TIG2+QOvsVAHwHnUvESy9h8fNzcWWNiwKSmldybf+H1NmzAfAbPJjwF1/E4ufr2sJERETqkflb5zNvyzwm9ZzExB4TXV2OiIhIGVUORRYsWOD8+8KFC09HLSIiIlIPOAoLSZz2GFlffglAs7E30+KBBzDcT2lVTjlFCkhOnaOoiKTHnyBz6VLgr2v7wQcxLBbXFiYiIlKPzN86n9e2vAbg/KpgRERE6hK36pw0dOhQMjIyyh3Pyspi6NChp1qTiIiI1FHFaWnEjh1XEoi4uxM6fTohU6cqEKljSgOS6Df/Q/t1awl7+il8zz0X3N1LApJX5nBgxAgOXDGStNdfp/BAjKtLdrni9HTixk8oCUQsFkIef6zk2lYgIiIijdT8rfPp/k535m+dX2H7m9vfZFrGNN7c/maZc0qDkFKvbXmt0jFERERcoVrvYKxatYqioqJyxwsKCli7du0pFyUiIiJ1R/72HaTMmkWTa64h5aUXKU5IxC0ggMg5r+B79tmuLk9OQDNITqwwJoa4iROxHYrFzdeXiNkv43fuua4uS0RExGVONNtj/tb5vL79dQBe3/46bha3Mn3/STNGRESkLjmpUGTbtm3Ov+/atYukpCTnbbvdzooVK4iIiKi56kRERMTlMpctI2/DBvI2bYLiYjxatiRy/ut4tm5cb5w3BApIysvd8CuH774bR2Ym1vBwIue/jlf79q4uS0REpFZUtPdHZbM9oCTUOF57qYiM9gw8eDU/tfqM+CZ7yo0hIiLiSie1fFbPnj3p1asXhmEwdOhQevbs6fxz5pln8tRTT/H444+frlpFRESkltji48nfsZP8nTvJ+PzzkoPFxXh160bok9Nx8/BwbYFyyrTEFmR89jmxt96KIzMTrx7dafXJIgUiIiL1zPGWeDrR8k+1Xc+pnHsqj7Oy9tJww8R0LnFVUeBR6rUtrzHhmwmVtjuZ0C/2Uprlh9Iv9lIwy46hpbRERMTVTioUiYmJYf/+/Zimya+//kpMTIzzT3x8PFlZWYwfP/501SoiIiK1ZN+w8zk4ahQHrx6FmZfnPF6wfTux425h37DzXVid1LTGFpCYDgcpL71M4qOPgs2G/8UX0fKdd3APCnJ1aSIichIqelO/Km2l7dUJEo7XdqL7rO65p/o4K2qvbLbHiQKPX5N+PW47QGRmR1rktgSgRW5LIjM7lmmft2XeCccQERE5nU5q+ayWLUt+qDkcjtNSjIiIiNQN4S88T8JDD0NFP/MtFsKfnVn7RUmtaOhLbDny80l4eCrZ33wDQPM7JhL8r39huJ3UZ4VERMTFTrSEU1WXf6psv4zK2itrO9GSU9U993iP5WQe57HtvyX9VqVw40TKLZFlQrPcMM7bdz0mJgYGDuz0jR3B4cA/wSg5b1LPSad83yIiIqeiWhutl9q1axexsbHlNl2//PLLT6koERERcS2vLl0wvL0xc3PLtbX6ZBHeXbq4oCqpbQ0tIClOTSVu0p0UbN8OVithM/5Nk5EjXV2WiIicwD/3vTjREk+VqSwQONWA4nghQ02de7Jtxxu3JgKRY5fIGnBwJPubb6Htkd40yw8r080Ni3O2yOEmf3Jnzzu1p4iIiLhctUKRAwcOcOWVV7J9+3YMw8A0SxaINIyS2N9ut9dchSIiIlKritPTifu/iX8HIoYBpvn3V2mU6ntAUrB7D3F3TKQ4IRFLYCCRc1/F56yzXF2WiIicwD9nV5zqLIfjBRDVDShOVM+pnFtdp2UmSCkTOqT0cy6R1Tw/guaHI/5q+uv9odJpIeCcLXL54GEKREREpE6oVihyzz330Lp1a77//nvatGnDr7/+ypEjR7j//vuZNWtWTdcoIiIitcRRVMThO+/CFheHe2goZlER1vBwmowaRcbixdiSknBv3tzVZYqL1beAJGfNGuIn34cjNxePVq2IemM+Hn8tCysiInVXRbM2TleIcLrHrnf+sVn6Mr9XCc8+g+iMzkQf7UxgUfAxXU2KLAX8GbyeHklDyw1VOlvkEmuP2nwEIiIilapWKLJ+/XpWrlxJcHAwbm5uuLm5cc455zBz5kzuvvtuNm/eXNN1ioiIyGlmmiaJjzxK/u+/4+bvT/R/38QaHY1htWIYBk3GjMa02XDz8HB1qVKH1PWA5Oj7H5D8zDPgcODTrx+Rr8zG0qRJrd2/iIhUz/GWyJKaU9lskH9uln7Lxpm4m9YKxzAw8LR70zK9C2DCMbNEjunEhi8OENW5mXOVEREREVepVihit9vx8/MDICgoiISEBDp06EDLli3ZvXt3jRYoIiIitSPttXlkffUVWCxEvjIbz7Zty7QbhoGhQESOoy4FJGZxMckznyX9gw8ACLz6KsKeeELXsIhIPaBApJb8YzbI5wEvEZQXSaujXemRMKxMV3fTCj42OvWO5o9th3BkueOGm7PdgYMmRS2oMBD5675y0gtxFJtYrApFRETEtaoVinTt2pVt27bRpk0b+vXrx/PPP4+Hhwf/+c9/aNOmTU3XKCIiIqdZ5pdfkjZ3LgChTzyO74ABLq5I6jtXBiT2nBzi77uP3DVrAQi+/z6a33qrPpkqIlIPzNs8j9e3ve7qMhqUqs4GuXnTU/gU+1c6zqUTzsTA4I91icfEISXccAMTBl3bntA2gRWe7+1vxWL955kiIiK1r1qhyLRp08j9a/PVp556iksvvZRzzz2X5s2bs2jRohotUERERE6vvN9/J/GRRwFoNmE8TUePdnFF0tDUZkBiS0ggbuIdFO7Zg+HlRfhzzxFw4QU1/IhERKQmZRRksDZ+LaviVvHtoW9dXU69U1Ho0Te0b8keKf+cDRL4Ep7FPgwxLyVsT09MTOem6D7F/uDmwMPTg6KCYv7aMx0Aw4ANX8SAaZZMBjErKMSAP9cn0nVwhD6IICIidVq1QpELL7zQ+fc2bdqwa9cujh49StOmTfWDT0REpB4pio3l8J13Ydps+J0/jBb33+/qkqSBO50BSf62bcRNuhN7WhqW4CCi5s3Du1u30/yIRETkZJmmSUxWDKvjVrMqbhVbUrfgMB01MvadPe8EqHD5LWdQUIkTtR9PZecer55TOdfZtvm1cqHHnb3uZGKPiczfOp9lq34oMxtk1LYHCcoPB7Pi927OGtGG3746WO64aULqoWw8vC0VByKgJbJERKTeqFYoUpFmzZrV1FAiIiJSC+yZmcT930Ts6el4delCxPPPY7hpSQOpPTURkORv30HKrFn4DhxI2muvYRYW4tm+PVHzX8caHu6iRyYiIv9kc9jYnLyZVYdXsTpuNbHZsWXa2zdtz+DIwZwXdR7rEtYxb8u8E475zzDhzp4lYUCpY8OE0rbK9iupSvs/xzzRucer52TPXbrqO+dskJFDhjvbzFgfHLmRQEnoMbHwcfql9OOnxXtpnXEOl+47o8xskKC8CAAsVjfstrJBlGHA5m/Lvi5lO4B/My+G3twJwzAoLi5m3bp1nHPOObi7l7y9pCWyRESkPqhyKHLVVVdVedDPP/+8WsWIiIhI7TCLijh89z0UxcTgHhpK5Lx5uPn4uLosacSqG5BkLltK3oYN5G3YAIDv4EFEvPgSFj9fFz8iERHJLMxkXfw6VsetZl3COrKLsp1tVjcrfUP7MjhqMIMjBxPu93eQ3S24GwbGcWdXHBsmzNsyj0k9J5UJEUr//s+20q+VBRAnaq/Kucerpzrn/l/3/8O+OBryvbgsbQK3db2I1NhsDu8+ivvKlhRRjHOD883N+XnzvmOeKUu5rc97DIti6w9x5Z5T04TiouPM2DEhP9tG83A/LFY3bDYbHoEOgqL8sFqtlZ8nIiJSx1Q5FAkMrHijLBEREalfTNMk8d//Jm/DBtx8fEo+UR/SwtVliThVNSCxtmyJLSHBeZ7/iBE0H3szjswMhSIiIi5yKOsQq+JWsSpuFZtTNmM37c62pp5NOTfyXM6LOo/+4f3xtVb+vbqiEKHUP8OEYwOEf45RUdvxAogTtVfl3OPVc7xzL/EYTUBMT87t277M8bhdRyHVq+RGqhf/vXcNxWVmeZSNPcLbNyE4yo99v6eSm1FYbm+QnWvjK6yvdKimoT6cP65zhcujayaIiIg0BFUORRYsWHA66xAREZFacvStt8hc/Bm4uRH+0ot4dezo6pJEKlVRQJL46DQAbIcOlembvXw52cuXA9Dpzz9qvVYRkcao2FHMlpQtrD5csj/IwayDZdrbNmnL4MjBDIkaQregbljcLFUeuyqzNqrreOHFidpPdG517tc0TX5Zup/0pDx+WbqfyI5NyUkvZM+vSfz2v4Nl+hbbHLh7uuHmZlBUYC8XehQX2onq1IytPxyu4H5OPBukMLfYORtERESkIaqxPUVERESk7sv69ltSZr0IQMjUqfgPGeLagkROQmlAYnh4kPDwVLDbK+hkIfzZmbVfnIhII5JdlM1P8T+x6vAq1sWvI7Mw09nm7uZOn5A+DIkawqDIQUT5R53SfZ1odkVDEbfrKCmHSpYXSzmUzcczfuVoQm6l/Xtf0JJfv4wpd9w0S85f+8nekgkkFW2KrtkgIiLSyFUrFGndunWFPzhLHThwoNoFiYiIyOmRv307CQ8+BEDTG26g2U03urgikeoJvOwyPNq04eDVo8q1tfpkEd5durigKhGRhi0uO47VcSWzQTYlb6LYLHa2BXoGcm7EuQyJGsKA8AH4e/jX6H2fysyMuibuj6OsXbSHc8e0J6pTMwAK8mys+nB3mX6lgYjV04KtqPxskN+/KTtbsgwDstLyKw5EQLNBRESk0atWKHLvvfeWuW2z2di8eTMrVqzggQceqIm6REREpAbZEhKIu2MSZkEBvoPOJWTqw64uSaRmGEbJx2JLv4qISI2wO+xsS9vGqrhVrI5bzf7M/WXaWwe2ZkjkEAZHDaZHcA/c3bQQBVQcepQ6domsnz/fR7chkRzYkkrsziOYFaxo1XN4FFu+q96G6J6+Vi6Z1B2Le8Whh2aDiIhIY1at31ruueeeCo+/9tprbNy48ZQKEhERkZplz8khbuId2NPS8GzfnoiXXsZw1xsXUr+5N2+OJSgIa2goTUaNImPxYmxJSbg3b+7q0kRE6oT5W+ef9JJTubZcfor/idWHV7P28FrSC9OdbRbDQu+Q3gyJHMKQqCFEB0SfrtLrrYr2BSldZcM0Tf74OdG5RFZaXA4/vvdnpWMZBuxYfWobovs19Tq1ByQiItJA1eg7IhdffDFTp07VpuwiIiJ1hFlcTPx991G4Zw+W4CCi5r+Oxc/X1WWJnDJraChtV/6AYbViGAZNxozGtNlw8/BwdWkiIi43f+t85+bkpV8rC0bic+Kds0F+S/6NYsffy2L5e/hzTsQ5DIkcwsCIgQR6Bp722uuzf+4LsmN1PA67SeL+DBL2ZpCfbSvT32J1o02vIPb+mlJuLG2ILiIicvrUaCiyePFimjVrduKOIiIiUiuSZz5L7pq1GF5eRM2bhzU83NUlidSYYwMQwzAwFIiIiJQJREodG4w4TAfb0rbxXf53LPzfQvZl7ivTt2VASwZHDmZI1BB6tuiJ1c1aa7XXFxUtkWWaJj99tq/M5uZrPt5z3HHsNgcpB7O1IbqIiEgtq1Yo0qtXrzI/kE3TJCkpidTUVObNm1djxYmIiEj1HX33PdI/+ACA8Oefw7tbNxdXJCIiIqdTRYFIqde2vMYPsT+QkpfC0YKjJQcLwc1wo2dwT4ZElSyL1TqwdS1W7DrH2/vjeO3HLpG1ful+3NwNDm07wt6NyeSkF5Ybp0VLf1r3DGL3L8lkpuSV2f7K0IboIiIiLlGtUGTkyJFlbru5uREcHMyQIUPo2LFjTdQlIiIipyD7xx9JfvZZAFpMuZ+ACy5wcUUiIiJyOh0vECn159GSPSz8rH60ohVj+oxhSPQQmng1qYUKa19Vgo1/7v1xvPbC/GL+PGZfkNRD2Sx9cXOl9186ZHCUPxuWxZRrN03AhEHXtie0TcVLk2k2iIiISM2rVijyxBNP1Midr1mzhhdeeIFNmzaRmJjIkiVLygUu/7R69Wruu+8+du7cSXh4OA8++CATJ5ZdG/Wzzz7jscceY//+/Zxxxhk8/fTTXHnllTVSs4iISF1X8OefxN8/BRwOmlwzimYTJri6JBERETkN8mx5HMo6xH+3/5dvD31b5fOu73A90YejGdF6BFZrw1we63jBxz/3/tj1UwIhrQIotjlwFDtI2JdRpn3RU7+Sn20jL6uo3P0YBoS1DSRhb2YFNZScv/aTvcddIuvP9Yl0HRxR4RJZIiIiUvOqvaeI3W5nyZIl/PHHHxiGQadOnbjiiitwd6/6kLm5ufTo0YNbbrmFq6+++oT9Y2JiGDFiBLfddhvvv/8+P/30E5MmTSI4ONh5/vr16xkzZgwzZszgyiuvZMmSJYwePZp169bRr1+/6j5cERGResGWnELcxDsw8/LwOftsQh9/XP/BFhERqcdsDhsJOQkcyjpETGYMh7IOcSjrEAczD5KSX36D7qp4c8ebzGgyo4YrdY3KZoP8M/jYvSEJDy93kg9msmNVfJkxVr2/+7j3cSQ+t9I204TczKLjhh4nWiIrJ70QR7GJxarf2URERGpDtUKRHTt2cMUVV5CUlESHDh0A2LNnD8HBwXzxxRd0q+Ka5RdffDEXX3xxle93/vz5REdHM3v2bAA6derExo0bmTVrljMUmT17NsOHD2fq1KkATJ06ldWrVzN79mw++uijk3iUIiIi9YsjL4/DkyZRnJSER5s2RL4yG6OBfvpTRESkITFNk7T8NA5mHeRg1kEOZf4VfGQd5HD2YYrN4krPberZFC93LxJzE6t8fxO7TYS4mqjctSqaDYIJGSl5rP6o7CbnPyz847hjefq44+HljsNhkptRfm+Qgde0ZfcvSRw5nHPS+4J4+lq5ZFJ3LO4VL4OlJbJERERqV7VCkVtvvZUuXbqwceNGmjZtCkB6ejrjxo3j9ttvZ/369TVaZKn169dzwT/WRL/wwgt56623sNlsWK1W1q9fz+TJk8v1KQ1SKlJYWEhh4d+/9GRlZQFgs9mw2Ww19wAamdLnTs+hnApdR1ITGsN1ZNrtJE15gIKdO3Fr2pSwua/i8PHB0YAfc21rDNeRnF66hqQm6Dqq33JsOcRmxzpne8Rmx3Io+xCxWbHkFlc+G8HL4kW0fzQtA1qWfPVv6fx7oGfJXhRvbn+T17e/fsIa7uh2B+M6juO7uO/qzXV0+M90fl68nwGjzigJPv4S+4/ZIB9O30BOegHFRY4Kx/Fr5omt0E5hXnGZEMMwICDIiyvu78GyF7eSl1lYLvjYsSqezNT8cmOW7gsy8JozCGkdUOH9evlZ8WvqedzHWF9ei2M1tu9HjeVxiog0BoZpmpV9nqFS3t7ebNy4kS5dupQ5vmPHDs466yzy88v/onDCQgzjhHuKtG/fnnHjxvHII484j/38888MHDiQhIQEwsLC8PDwYOHChVx//fXOPh9++CG33HJLmeDjWNOnT+fJJ58sd/zDDz/Ex8fnpB+LiIhIbQv633KarVmDw2Lh8O23UdCqlatLEhERaZSKzWLSHemkOdI4Yj9CmiONNHsaaY40csycSs8zMGjq1pQgtyCauzUnyBJU8ndLcwKMANyME88k+LHgR34o+KHS9mFewzjP67xqPS5XMU1IWe+DLdOCNdBOi/55OAoNchPcydrrCY6KlpwqfZvDKHPM4uPAnmep9L4C2hWQtdfreNX8Y8y/j1sDHbTon4dWLW248vLyuP7668nMzCQgoOIATERE6odqzRTp0KEDycnJ5UKRlJQU2rZtWyOFVeaf66KXZjrHHq+oz/HWU586dSr33Xef83ZWVhZRUVFccMEF+kF3Cmw2G9999x3Dhw9vsJv3yemn60hqQkO/jjI/XUzqmjUAhD3zNO1HjHBxRQ1TQ7+O5PTTNSQ1QdfRib25/U3mb5/PxG4Tua3bbaflPkzTJDU/lYNZB/+e+ZFdMvsjITcBu2mv9NzmXs3LzPpoFdCKaP9oIv0i8bB4nFJdIxhR6YyRO7rd4Xw+6tN1FPdHOl+v2AGALdNC4a4wjsSVXcLqWF0Hh7FjdUVLiRnHDUQwIO+QD1DxLBNnp0qOuzu8uOiCQY1qGaz6dB3VhNJVRUREpP6rVijyzDPPcPfddzN9+nTOPvtsAH755Rf+/e9/89xzz5X5QVGToUJoaChJSUlljqWkpODu7k7z5s2P2yckJKTScT09PfH0LD+V1Wq1Noof7KebnkepCbqOpCY0xOso9+efSX36aQCC/nUXza64wsUVNXwN8TqS2qVrSGqCrqOKzd863xkIvL79ddwsbkzsMbHa42UXZZff4DzrIIeyDpFfXPkKCd7u3rQKaEXLgJJlrloFtioJPwKiCfA4vR+8m9R7Em4WN17b8prz2J0976zweajr15Fpmvyy5ECZY2mxJbNt3D0sFNvs5ZbB+nN9cjXvDIptxwtEwMvXyiV3Vrw3iLe/FS+f4y+R1VDV9euopjSGxygi0lhUKxS59NJLARg9erRzBkbpjI3LLrvMedswDOz2yj8hc7L69+/Pl19+WebYt99+S58+fZw/nPr37893331XZl+Rb7/9lgEDBtRYHSIiInVB4b59HL7nXrDbCbj8MoImTXJ1SSIiIi4zf+v8MkEA4Lx9vGCkyF7E4ezDxGQdE3xklmx4frTgaKXnWQwLkf6RfwcfAa2cQUgLnxbHXa3gdCt9vPO2zGNSz0mnFAy5gr3Ywf7fU9i4/CDpSXnl2rsPi2TbD4fLHTdNKt1PpNTxgg273YHFUvlMD29/K35Nj7e8loiIiNQH1QpFfvzxxxq585ycHPbt2+e8HRMTw5YtW2jWrBnR0dFMnTqV+Ph43n33XQAmTpzI3Llzue+++7jttttYv349b731Fh999JFzjHvuuYdBgwbx3HPPccUVV7Bs2TK+//571q1bVyM1i4iI1AXFR44Q938TcWRn433mmYQ99ZRL33wRERFxpYoCkVKvbXkNE5Mr215ZbsbHwcyDJOQm4DArfyM92DvYGXy0Dmzt/HukfyRWt7r7yfGJPSbWuzAkJ72QnWvj2bkugfysogr7GAbsWptQ+SAGNA314fxxnSv83UjBhoiIiFQrFBk8eHCN3PnGjRs577y/N3kr3ddj7NixLFy4kMTERGJjY53trVu3Zvny5UyePJnXXnuN8PBw5syZw9VXX+3sM2DAAD7++GOmTZvGY489xhlnnMGiRYvo169fjdQsIiLiao6CAg5PuhNbfDzW6Ggi576Km8eprUEuIiJSXx0vECk1b8s85m2ZV2m7r9X37+Aj4K/gI7AlLf1b4ufhV9MlyzFM0yRxXwbbfoznwJZUTEfJKhSePu4U5hVX0P8Es0FMKMwtpnm4X6Pa30NERESqrlqhCEBGRgZvvfUWf/zxB4Zh0LlzZ8aPH09gYGCVxxgyZIhz2a2KLFy4sNyxwYMH8/vvvx933FGjRjFq1Kgq1yEiIlJfmA4HiY88Qv7WrbgFBBA1fz7uTZu6uiwRERGXqEogcqwmnk3oGdyTVoGtysz+aO7VXDMua5mt0M6eX5PYvuowR+JzncfD2zWh6+AINn8bS2pcdpk9Q5yqMBtEgYiIiIhUplqhyMaNG7nwwgvx9vamb9++mKbJSy+9xNNPP823335L7969a7pOERERAdLmziVr+dfg7k7knDl4tmnt6pJERERcwjTNkwpEADILM3l12KunqSKpioyUPHasjuePnxMpyi+ZCeLu4Ub7fqF0GxxJUKQfdpuDtYv2VByIgGaDiIiIyCmpVigyefJkLr/8ct58803c3UuGKC4u5tZbb+Xee+9lzZo1NVqkiIiIQMbSpaTNex2AsCefxPdsLQ0pIiKNT1p+Gl/s/4Ile5ec9LmTek46DRXJiZgOk0M7j7B9VTyxO484jwcEe9NtcAQd+4fh5fv3/iwWqxvXTD2LghxbpWNqNoiIiIhUV7VnihwbiAC4u7vz4IMP0qdPnxorTkRERErk/fYbiY89DkDz226jydVXubgiERGR2lPsKGbt4bV8vu9z1h5ei920A+Dt7k3LgJb8efTPE45xZ887693G4/VdQa6NP9cnsn11PFmp+SUHDWjZtTndhkQS3akZhlvFy5b5N/PCv5k2RBcREZGaV61QJCAggNjYWDp27FjmeFxcHP7+/jVSmIiIiJQoOniQw3f9C2w2/C+8kODJ97q6JBERkVpxMPMgS/Yt4Yv9X5CWn+Y83iO4B1e2vZKLWl+Er9X3hHuLKBCpXWmHs9m+Kp49G5IotpVsiu7p407HAWF0HRRBkxY+Lq5QREREGrNqhSJjxoxhwoQJzJo1iwEDBmAYBuvWreOBBx7guuuuq+kaRUREGi17RgZx/zcRe2YmXt27E/7csxhuWipCREQarjxbHt8e+pYle5fwe8rvzuPNvJpxWZvLuLLdlZzR5Iwy55QGHhUFIwpEaofd7uDA5lS2rzpM4r5M5/HmEX50GxJB+76hWD0tLqxQREREpES1QpFZs2bh5ubGzTffTHFxycZoVquVO+64g2effbZGCxQREWmszKIiDv/rbooOHcI9PIyo1+bi5qVlJEREpOExTZPtadv5fO/nrDi4glxbLgBuhhsDwwdyVburGBw5GKvFWukYFQUjCkROv9zMQnatS2DnmnhyM4sAcHMzaNMrmG5DIglrG4hhVLxEloiIiIgrnFQokpeXxwMPPMDSpUux2WyMHDmSu+66i8DAQNq2bYuPj6bAioiInKr87TtImfUChpc3eb/9hpuvL1Gvz8c9ONjVpYmIiNSoowVH+Wr/VyzZt4R9Gfucx6P8o7iy7ZVcfsblhPiGVHm80gBk3pZ5TOo5SYHIaWKaJkkHsti+6jD7f0/BYTcB8A7woMu54XQ5JwK/pp4urlJERESkYicVijzxxBMsXLiQG264AW9vbz788EMcDgeffvrp6apPRESk0clctoy8Db+W3LBYiJj9Ml4d2ru2KBERkRpid9j5OeFnluxbwo9xP1LsKFl9wNPiyfCWw7mq3VWcGXImbkb1louc2GOiwpDTpLjIzp7fktm+6jBpcTnO46FtAul2XgRn9GqBxV3LfIqIiEjddlKhyOeff85bb73FtddeC8ANN9zAwIEDsdvtWCxaG1RERKS6bPHxFKdngAGZS5c6jzefMB5L02bY4uOxRkS4rD4REZFTFZcdx9J9S1m2bxnJecnO412ad+HKtldycZuLCfAIcGGFUpmstHx2rI5n188JFOaWhFgWqxvtzwqh25BIgqP9XVyhiIiISNWdVCgSFxfHueee67zdt29f3N3dSUhIICoqqsaLExERaSz2DTu/wuNH/vMmR/7zJgCd/vyjNksSERE5ZQXFBXwf+z1L9y5lQ9IG5/FAz0AubXMpV7a9kg7NOriwQqmM6TCJ+/Mo21fFc3B7GpSskIV/cy+6Do6g84BwvPwq3+NFREREpK46qVDEbrfj4eFRdgB3d+dm6yIiIlI9wVPuJ/XFl8A0yzdaLIQ/O7P2ixIREammXUd28fnez1kes5zsomwADAzODjubq9pdxXnR5+Fp0Z4TdVFhfjF/rk9kx+p4MpLznMejOjej25BIWnZtjpubNk4XERGR+uukQhHTNBk3bhyenn//8lpQUMDEiRPx9fV1Hvv8889rrkIREZEGzJ6TS9q8eRx9992KAxGg1SeL8O7SpZYrExEROTmZhZl8deArlu5byp9H/3QeD/cNZ2TbkVzR9grC/cJdWKEcz5GEHHasiufPDUkUF9oB8PCy0LF/GF0HR9A01PcEI4iIiIjUDycViowdO7bcsRtvvLHGihEREWksTNMk63/LSXn+eYpTUgDw7tOH/I0bwTBKApLSryIiInWUw3SwIXEDS/Yu4YfYHyhyFAFgdbMyLHoYV7a7krPDzq72pulyejnsJgd2pLJt1WHid6c7jzcN86X7kAja9wvFw+uk3jYQERERqfNO6rebBQsWnK46REREGo2CPXtInvEUeb/9BoA1OpqQR6bi1bEjMaOuwRoaSpNRo8hYvBhbUhLuzZu7uGIREZGyEnMSWbq/ZNP0+Jx45/H2TdtzVburuKT1JTTxauK6AuW48rOLyNrvwUdP/kZueiFQ8lmM1j2D6TYkkoj2TTAMLZElIiIiDZM+8iEiIlJL7NnZpM2dy9H3PwC7HcPLi6D/u51m48fj9tfSlG1X/oBhtWIYBk3GjMa02XD7x35eIiIirlBkL2Jl3EqW7F3C+oT1mH/tvO1v9WdEmxFc2e5KOjfrrDfT64i4P46ydtEezh3TnqhOzQBIjsli+6rD7N2UjKPYEyjEy89Kl3PC6TIoAv9mXq4tWkRERKQWKBQRERE5zUzTJOuLL0h+YRb2tDQA/IefT8jDD2ONiCjT99gAxDAMDAUiIiLiYnvS97Bk7xK+OvAVGYUZzuNnhZ7FlW2v5PyW5+Pt7u26AqUc0zT5Zel+0pPyWL9kPzkZBexYFU/KoWxnH2ugnYGXd6JD3zDcrRYXVisiIiJSuxSKiIiInEYFf/5J0r9nkP/77wB4tGpFyKOP4nfuOS6uTEREGpv5W+czb8s8JvWcxMQeE4/bN7som69jvmbJ3iXsOLLDebyFTwuuOOMKrmx7JVEBUae7ZKmmuF1HnQFIamw2K98p2fjezd2gXZ8QOg0MZeOutbTvG6JARERERBodhSIiIiKngT0ri9RX5pD+0UfgcGB4exN0xx00GzdWy2GJiEitm791Pq9teQ3A+fWfwYhpmmxM3siSvUv47tB3FNgLAHA33BkSNYQr213JwPCBWNz0JnpdlZWWz/7NKfz21cEyx90sBmdd2oou50Tg7e+BzWaDXa6pUURERMTVFIqIiIjUINPhIHPJUlJefBH70aMA+F98ESEPPog1LMzF1YmISGN0bCBS6thgJCUvhS/2f8GSvUuIzY519mkT2Iar2l3FpW0upbl381qtWarGNE3SDucQsyWVA1vTOHI4p8J+DrtJi+gAvP31wQwRERERhSIiIiI1JH/nTpL/PYP8rVsB8DjjDEKnPYpv//4urkxERBqrigKRUq9teY2vDnxFXHYcDtMBgI+7Dxe3vpgr211J96Du2jS9DnI4TJL2Z3BgcxoHtqaSfaTg70YDrB4WbEV2MI85bMCGLw4Q1bmZXlMRERFp9BSKiIiInCJ7RgYps2eTsegTME3cfHwIuvNOmt10ozZKFxERlzleIFLqUNYhAHq16MWVba/kwlYX4mP1qY3y5CQUF9mJ+zOdmC2pxGxLoyDH5myzWN2I7tyMNj2Dcfew8M2bO8qdb5qQciibuF1Hie6iWT8iIiLSuCkUERERqSbT4SBj8WJSX3oZe0YGAAGXXEKLBx/AGhLi2uJERKRRq0ogcqwB4QO4st2Vp7EiOVkFuTYO7ThCzJZUDu06SnGh3dnm6eNOq+5BtOkZTFSnZlg9LZimyeJnN4JBmVkiTsfMFhERERFpzBSKiIiIVEP+tm0kzXiKgu3bAfBs15aQaY/h26+viysTEZHGzjTNkwpEAOZtmVdu43WpfTnphcRsTeXAllQS9mTgcPydbvg19aR1z2Da9AgirF0TLBa3Muc6ik2yjxZUHIgAmCXjO4or6yAiIiLSOCgUEREROQnF6emkvvQSGYs/K1kqy8+P4H/dRdPrr8ewWl1dnoiINFLFjmI2p2xmZexKVsauPOnzJ/WcdBqqkqpIT8rlwJZUDmxJI+VgVpm2ZuG+tO5RMiMkONr/uPuBWKxuXDP1rDJLa/2Tt78Vi9UNh81eaR8RERGRhk6hiIiISBWYdjsZn3xCyuxXcGRmAhB4xeW0mDIF9+BgF1cnIiKNUUFxAesT1rMybiWr4laRUZjhbPOyeBHmG0ZMVswJx7mz552aJVKLTIdJ8qEsYrakcWBLKhnJeX83GhDaOuCvGSHBNAk5uf1d/Jt54d/Mq4YrFhEREWlYFIqIiIicQN7mzSTNmEHhrj8A8OzYkdDHpuFz5pkurkxERBqbrKIsNhdtZuXalaxPXE9+cb6zLcAjgCFRQxgaPZQB4QPwdvc+4d4iCkRqh73YQcKeDA5sSSVmayq5mUXONjeLQWTHprTpGUyr7kH4Bnq6sFIRERGRhk+hiIiISCWKjxwhZdaLZC5ZAoCbvz/B99xD02vHYLjrR6iIiNSOpNwkfoz7kR9if2Bj0kbsph3+mlwQ6hvK0KihDIseRu+Q3ri7lf35VBp4VBSMKBA5vYoKiondeZQDW1I5tOMIRfnFzjarl4WWXZvTpkcwLbs2x8Nbv1eIiIiI1Bb95iUiIvIPZnEx6R99TOqcOTiyswEIvPoqWtx3H+7Nm7u4OhERaehM0+RA5gHn/iA7juwo0x7iFsJlnS7j/Nbn07lZ5+PuMwEVByMKRE6P/OwiYralEbMllbg/0rEXO5xt3v5WWvcIpk3PYCI7NMVidTvOSCIiIiJyuigUERGRRi1/+w5SZs2ixZQpeHfrSt7GjSTNeIrC3bsB8OrcmdDHH8O7Z0/XFioiIg2aw3SwPW07P8T+wI+xP3Iw66CzzcCgR3APhkUP49ywc9mxbgcjeozAarVWefzSAGTelnlM6jlJgUgNykrL/2uj9FSS9mdimn+3BQR706ZnMG16BBHSJhA3t+MHWCIiIiJy+ikUERGRRi1z2TLyNmwg/eOPOfpeEVlffAmAW2AgLSbfS5NrrsGwWFxcpYiINEQ2u41fk35lZexKfoz7kdT8VGeb1c1Kv7B+DIsexpCoIQR5B5WcY7Oxgx2VDXlcE3tMVBhSA0zTJO1wDjFbUjmwNY0jh3PKtAdH+9OmZxCtewTTLNz3hDN5RERERKR2KRQREZFGxxYfT3F6BhiQtXw5AJmffeZsD7jkEkKmPYp706YuqlBERBqqXFsua+PXsjJ2JWsPryXH9vcb6r5WXwZFDGJo9FDOiTgHPw8/F1Yqx3I4TJL2Z3BgcxoHtqaSfaTA2Wa4GYS3C3QujeXfzMuFlYqIiIjIiSgUERGRBs00TYrT0vA6FEv211/jSE4m9cWXjntO1v/+R8SLs2qpQhERaejS8tNYFbeKlbEr+SXxF2wOm7MtyDuI86LOY2j0UPqG9sXD4uG6QqWM4iI7cX+mE7MllZhtaRTk/P26WaxuRHduRpuewbTqFoSXX9WXMhMRERER11IoIiIi9ZrpcFCcloYtPh5bfMJfX//6k5CALSEBs7CQaCC5KgNaLIQ/O/M0Vy0iIvXF/K3zq7UPR1xWHCvjVvJD7A9sSdmCyd8bTUT7RzMsehhDo4fSPbg7boY23K4rCnJtHNpxhJgtqRzadZTiQruzzdPHnVbdg2jTI5iozs2wemp5TREREZH6SKGIiIjUaabDQXFq6jFhR/ngw7TZjj+IYWALCMD/jDZ4REZijYjAMAzS5r1ermurTxbh3aXLaXo0IiJSn8zfOp/XtrwG4PxaWTBimiZ/HP2DlbElQci+jH1l2rs078LQ6KEMix5Gm8A22meiDslJLyRma8lG6Ql7MnA4/g6w/Jp60vqvjdLD2jXBYlGAJSIiIlLfKRQRERGXMu32f4Qe8RTFx1OckPDX18QThx5ubriHhuARHoE1IgJrRPhfX0v+0Lw5X3/3HSNGjMBqLVneIn/nzpJQxDDANP/+KiIiQtlApNQ/g5FiRzGbUzbzQ+wPrIxdSWJuorOvxbDQJ7QPQ6OGMjR6KKG+obVXvJxQelIuB7akcmBLGikHs8q0NQv3pXWPINr0DCY42l8BloiIiEgDo1BEREROK9Nupzg52Tmro+ifMz6SkuBEoYfFgjU0FGt42bDDGYCEhGBYK1/L21bB+O7Nm2MJCsIaGkqTUaPIWLwYW1IS7s2bn+pDFhGReq6iQKTUa1teIyYzBnc3d1YfXk1mYaazzcvixcCIgQyLHsagyEEEegbWVslyjLg/jrJ20R7OHdOeqE7NADAdJsmHsojZksaBLalkJOf9fYIBoa0D/poREkyTEB8XVS4iIiIitUGhiIiInBKzuJji5OS/wo6Esvt5lIYexcXHH8TdvST0ODboCC/56hERgXtICIZ7zf7IsoaG0nblDxhWK4Zh0GTMaEybDTcPbXArItKYHS8QKbU8Zrnz7008mzA4cjBDo4fSP7w/3u7ep7tEOQ7TNPll6X7Sk/JYv2Q/psMkZmsaMVtTyc0scvZzsxhEdmxK6x7BtO4RhG+gpwurFhEREZHapFBERKQBy9++g5RZs2gxZQre3bpWawzTZsOWnIzt8DFBx7F/kpPBbj/+IFYr1rCwv2Z6lMz28CgNQMLDcW/RosZDj6o4NgAxDANDgYiISKNWlUDkWCPbjuSJ/k/g7qb/VtUVsTuPkHIoG4DU2Gy+fHWrs83qZaFl1+a06RFMdNfmeHrrdRMRERFpjPRboIhIA5a5bBl5GzaQ+cUXlYYips2GLSnpH2FHSfhRlBBPcVIyOBzHvyOrFWt42N9Bx19hR+nf3YODMSyW0/AIRUREas68LfNOqv+yfcuYMXDGaapGTkaxzc6f6xNZ98neMscNN+jYP4wzerUgskNTLFZtlC4iIiLS2CkUERFpYGzx8RSnZ4ABWctLlvfI+vJLPNu0oTglmeLsbBxZWc7gozgl5YShh+Hh8XfIUcG+Hu7BQRhuepNBRETqr+yibM4OP5v1CeurfM6knpNOY0VSFQU5NravPsz2VYfJzy6/h5jpgLa9WxDdRXuGiYiIiEgJhSIiIg3MvmHnlztmz8gg6cknKz3H8PSsIOwIdx5zD1LoISIiDVNybjLv//E+n+75lFxbbpXPu7PnnUzsMfE0VibHk5WWz5bv4/jj5wSKi0o+3OFmMXA4TDD/7mcYsOGLA0R1boZhGC6qVkRERETqEoUiIiL1nOlwULDrD3J//pncn38Gi6XyPT4MA59+ffEdOLDMUleW5s31RoGIiDQq+9L3sXDnQv4X8z+KHcUAtG3SlnFdxhGfHc/r216v9FwFIq6TciiLzd/Gsv/3FMy/wo+gKD+iOjVj87ex5fqbJqQcyiZu11HNFhERERERQKGIiEi9ZEtIcIYguet/wZ6eXqbdEhSEPS2t3HmtFn+Kd5cutVWmiIhInWKaJr+n/M6CHQtYfXi183ifkD7c0vUWzok4BzejZGakm5tbhZuuKxCpfabD5NDOI2z+NpaEvRnO49Gdm9Hzgmgi2jfhs+c2gUGZWSJOmi0iIiIiIsdQKCIiUg/Yc3LI27CB3J9KgpCigwfLtLv5+ODTrx++AwfiO2AAjrw8Do4aVbJmhGn+/VVERKQRsjvsrIpbxds732Zb6jYADAzOb3k+47qMo3tw93LnlAYfxwYjCkRql93mYM9vSWz+Lo70xJKlzdzcDNqdFULP4dEERfo5+2UfLag4EAEwISe9EEexicWqUERERESksVMoIiJSB5nFxeRv2+6cDZK/dWvZJbEsFry7dcN3wAB8Bw7Au3t3DKvV2WxLSsISFIQ1NJQmo0aRsXgxtqQk3Jtr2QgREWk8Cu2FfLn/S97Z+Q4Hsw4C4OHmwRVtr2Bsl7G0DGh53PNLA5B5W+YxqeckBSK1pDDPxo418Wz78TB5mUUAWL0sdDknnO5Do/Bv5lWmv8XqxjVTz6Igp/xG66W8/a1YrNofTUREREQUioiI1AmmaVJ08OBfIch68jZswJGTU6aPtWU0vgMG4DdwID79+mHx9690PGtoKG1X/oBhtWIYBk3GjMa02XDz8DjdD0VERMTlMgsz+WT3J3zwxwccKTgCgL+HP9d2uJbrO11PkHdQlcea2GOiwpBakn20gK0/xLFrXQK2wpIPg/gGetB9WBRdzo3A07vy/776N/MqF5aIiIiIiFREoYiIiIsUp6eT98sv5P78Mzk//URxQmKZdktgID79++M7oD++AwbiERlxUuMfG4AYhoGhQERERBq4xJxE3vvjPRbvWUx+cT4Aob6h3Nz5Zq5qdxW+Vl8XVygVSY3LZst3sezdmILpKFkDq1m4L72GR9PurBAs7prhISIiIiI1R6GIiEgNyt++g5RZs2gxZQre3bqWaXMUFZH/++/OfUEKdu0qu8+H1YpPr17OfUG8OnfCsFhq+RGIiIjUP3vS97Bwx0K+jvmaYrMYgHZN23FLl1u4qPVFWN2sJxhBaptpmsT9cZTN38Zy+M905/GIDk3pdUE00doUXUREREROE4UiIiI1KHPZMvI2bCDziy/w6tqFwj17nfuC5G3ciJmfX6a/Z7t2zn1BfPr0wc3Hx0WVi4iI1C+mabIxeSNv73ibdfHrnMf7hvZlfNfxDAgfoDfV6yC73cG+jSls/i6WI4dLlgo13Aza9g6m5/BoWrQMcHGFIiIiItLQKRQRETlFtvh4itMzwICsr74CIGPRIjK//BJHRkaZvpbgIPwGDMB3wAB8+vfH2qJF7RcsIiJSj9kddn6I/YEFOxaw48gOANwMN4a3HM4tXW6hS1AXF1coFSnKL2bnugS2rYwjJ70QAHdPC50HhNFjWBQBQd4urlBEREREGguFIiIi1eTIz6dg1y4O3XBjuTazqAizqMh5u8VDD+E7cACe7drpU6siIiLVUFBcwLJ9y3hn1zvEZccB4GnxZGTbkYztPJaogCgXVygVyc0oZOvKOHauTaAov2RpM+8AD7qfF0nXQRF4+WppMxERERGpXS4PRebNm8cLL7xAYmIiXbp0Yfbs2Zx77rkV9h03bhzvvPNOueOdO3dm586dACxcuJBbbrmlXJ/8/Hy8vLxqtngRaTRMh4OimBjyt24jf9tW8rdto3D3HrDbj3+ixUL4szMJvOyy2ilURESkgckoyODj3R/z0Z8fcbTgKACBnoFc1/E6rut4Hc28mrm4QqnIkYQctnwXy55fk3HYS/ZQaxLiQ6/h0bTvF4K7VfumiYiIiIhruDQUWbRoEffeey/z5s1j4MCBvPHGG1x88cXs2rWL6Ojocv1feeUVnn32Weft4uJievTowTXXXFOmX0BAALt37y5zTIGIiJyM4iNHnAFIwbZt5G/fgSM7u1w/9+BgvHp0xz00lIz3PyjX3uqTRXh30TIeIiIiJys+J573dr3H53s/J7+4ZE+ucN9wbu5yM1e2vRIfq/bhqmtM0yR+Twabv40lducR5/GwtoH0uqAlrbo2x3DTjFkRERERcS2XhiIvvfQSEyZM4NZbbwVg9uzZfPPNN7z++uvMnDmzXP/AwEACAwOdt5cuXUp6enq5mSGGYRAaGnp6ixeRBsNRWEjBrl0l4cfWbeRv24bt8OFy/QwvL7y6dsG7ew+8u3fH+68wxDAM8nfuLAlFDANM8++vIiIiclL+PPonC3Ys4JuD32A3S2ZkdmzWkVu63MIFrS7A3c3lk93lHxx2B/s3p7L521hSY//6EIkBZ/QMpucF0YS2Djz+ACIiIiIitchl/6MoKipi06ZNPPzww2WOX3DBBfz8889VGuOtt97i/PPPp2XLlmWO5+Tk0LJlS+x2Oz179mTGjBn06tWr0nEKCwspLCx03s7KygLAZrNhs9mq+pDkH0qfOz2Hcipq+joyTRPboUMUbN9O4bbtJV9374bi4rIdDQNr69Z4de+OV7dueHXvhkfbthjuZb9tFpeeFxCApXlz3ENDCbjqKrI+/5zipCQICNC/gTpA34+kJug6klOla6hypmnya/KvvLPrHX5J+sV5vF9oP8Z2Gku/0H4YhoFpN7HZG/fzV5euI1uhnd3rk9j+YzzZR0v+P2WxutGhXwjdhkYQGFyyeXpdqFXKqkvXkdRfje06aiyPU0SkMTBM0zUfia+63QAAp6lJREFUZU5ISCAiIoKffvqJAQMGOI8/88wzvPPOO+WWv/qnxMREoqKi+PDDDxk9erTz+C+//MK+ffvo1q0bWVlZvPLKKyxfvpytW7fSrl27CseaPn06Tz75ZLnjH374IT4+mpYvUld5Hj5M8PLlpI4YQWFkZIV93HJz8Yo7jHdsLF5xcXjFxWHJzy/Xr9jPj4KoKAqio0q+Rkbh8D65ZfeM4mJMi8U5S8Sw2zHd9WlWERGRythNOzttO1lXuI4EewIABgZdrV051/Ncwt3DXVyhVMReaJBzyEpOrAemrWQ5LDerA7+WNnyjbVg8NVtWRBqevLw8rr/+ejIzMwkICHB1OSIicgpc/m6dYZRdU9Y0zXLHKrJw4UKaNGnCyJEjyxw/++yzOfvss523Bw4cSO/evXn11VeZM2dOhWNNnTqV++67z3k7KyuLqKgoLrjgAv2gOwU2m43vvvuO4cOHY7VaXV2O1FPHu45SZz5L5v4DdD96lODbb8e02Sj8808KSmeAbN+OLTa23JiGpyeenTrh+dcMEK9u3XAPD6/S9x6pn/T9SGqCriM5VY3pGnpz+5vM3z6fid0mclu328q15xfns2z/Mt7/830S8krCEC+LFyPPGMkNHW8gwi+itkuuN1x5HWUk57FtZTx7f03GXlwSfAQEe9H9vIiSzdM9tHl6fdGYvh/J6dPYrqPSVUVERKT+c1koEhQUhMViISkpqczxlJSU/2fvz+PbqA/88f81MxodtuX7ih3bue/DObgJtOUqlJalBQJbKEvpkYbttmW7u9Btfy3dz5bttqX0SAj025YtUKDcV2gJdygQSIgDJIHcvuL7kmRdo5n374+RZMmWfCSyJduvZ6vHzLznPaO35MGx5qX3+42ysrJhjxVC4A9/+AOuu+46WK3WYevKsoxTTjkFBw8eTFrHZrPBZrMNKVdVdVr8wz7e+D5SKkSuI625GaGeXkACPM8/DwBwPfY4fO+8g+DRY0OHwQJgnTULjpUrYF+xAo6VtbAvXACJ1+S0xN9HlAq8juhkTfVraMueLbjrg7sAAHd9cBdkRcaGlRsAAD3+Hjz40YN48KMH0RvoBQAU2ApwzeJrcPXCq1FgL0hXsyedibqOhBBoOdyH3S804Nj7ndHystm5WHVhNWavLIHMydMnran++4gmxnS5jqbDayQimi7SFopYrVasWbMG27Ztw+WXXx4t37ZtGy677LJhj33ttddw6NAh3HjjjSM+jxACdXV1WL58+Um3mYjS79B55w8pE34/ggcPRbezzz3HnAh9xUo4ViyHksfJPYmIiCbClj1bsKluU1zZprpN6Av0IWSE8OShJ+HX/QCAypxK/NPSf8Jl8y6Dw+JIR3NpGIYhcHSPOXl629GBb0fPWlGMVRdWY8bcPPayJSIiIqJJKa3DZ91888247rrrsHbtWpxxxhm455570NDQgA0bzG+S3XrrrWhubsaf/vSnuON+//vf47TTTsOyZcuGnPO2227D6aefjvnz58PlcuHXv/416urqsGnTpiF1iWjyMHw+9D79NNTKSmjNzYkrKQpm3P4T5H/ucxPbOCIiIkoYiETcv//+6PqSoiW4YdkNOL/6fFjktI/mS4OEgjo+ersVddsa0NdhzsOmWGQsPL0ctedXoaA8O80tJCIiIiI6OWn9FLJ+/Xp0dXXhxz/+MVpaWrBs2TJs3boVNTU1AMzJ1BsGzQfQ19eHxx57DL/61a8SnrO3txdf+9rX0Nrairy8PKxatQqvv/46Tj311HF/PUSUesFjx1DyzDM49v/+G4bbbRZaLAmHyZr1l4fhWLp0gltIREREwwUisS6bexn+66z/Yg+DDOTzBPHBq8344NUm+D0aAMCWZcGycyux4pNVyModfthiIiIiIqLJIu1fzdq4cSM2btyYcN+99947pCwvLw9erzfp+X75y1/il7/8ZaqaR0RpIEIhuF9+Gb0PPYT+N99CAQADgDpzJgquXg/b0qVovOHLgCQBQgwsiYiIaMKNNhABgKcOP4WZzpnROUZoYjXu78b2hw9g3foFqFpcCADo6/Ci7sVGfPRmC0KaAQBwFtlRe34VFp0xA1Z72j8yEhERERGlFP/CJaKMobW1o/eRR9D7yCMItbWZhZIEz6KFmP/NbyLvE5+AJMvQWluhFBdDLS9H/hVXoPfRR6G1tsJSVJTeF0BERDQNba7bPOb6DEUmnhACbz95GD2tXrz95GFYbDL2bGvE4boOIPzdkpJqJ1ZdWI25q0ogK3J6G0xERERENE4YihBRWgkh4N3xDnoefBDuF18EdB0AoBQWIv+KK5Dz+cuxbc8e1K5bB0k2P5yr5eWY9/JLkFQVkiQhf/1VEJoG2cphHYiIiCaSIQx8qvpTeKnhpVEfs7E2cS9xGl+N+7rRXm8ORdpe78bj//tedF/10iKsurAalQvyObQZEREREU15DEWIKC10lwt9Tz6FnoceQvDIkWi5Y80aFFxzDZwXXgDZaoWmacCePUOOjw1AJEmCxECEiIhoQu3t2ovbd9yOPR1D/51O5qbam9hLJA18niBeuf+jIeULTy/DqgtqUFSZk4ZWERERERGlB0MRIppQvr170fvQQ+h79jkInw8AIGdlIfeyz6Hg6mtgX7ggzS0kIiKi4XT7u/Hr936Nxw8+DgEBh8WBr6/4OvwhP7a8vyXpcQxEJpYQAq2H+7D3jeM4+G4bDH3o/GsLTilnIEJERERE0w5DESIad0YgANfzz6PnwQfh3/N+tNw2fz4K/vEa5H72c1BystPYQiIiIhpJyAjhLx//Bb+t+y3cQXMYpktmX4Kb19yMsuwyAIAiKwknXWcgMnH8/Ro+3tGKfW8cR/fx/qT1JAnY8fQRVC0p5JBZRERERDStMBQhonETbGhAz0MPo++xx6D39ZmFqorcCy9EwTVXw7FmDT+EExERTQLvtr6L29+5HQd7DgIAFhUuwq2n3orVZavj6kWCj9hghIHI+BNCoPWIC3u3N+PQrnbomgEAsFhlzJibj8b93QmOMecWadzXjeqlRRPdZCIiIiKitGEoQkQpJXQdntdeQ8+fH0T/G29Eyy0VM1Cw/mrkf+HzsBQXp7GFRERENFqt/a24Y+cdeP7Y8wCAPFsevln7TVyx4AoospLwmEgAsrluMzbWbmQgMo78/RoOvNOKvdvje4UUVeZg6boKzD+1DM/8qg6QAAwdPQtgbxEiIiIimoYYihBRSoQ6O9H76KPoefgvCLW0mIWShOx1Z6Pg6muQc+45kJTEN0+IiIgoswT1IP6070+45/174Av5IEHClQuuxDdXfRP59vwRj9+wcgPDkHEihECgR8ar932Mw7s7B3qFqDLmnVKGpesqUDYrF5IkQdcMuLv9iQMRABCApycAIySgqAxFiIiIiGh6YChCRKPm++BDtP/85yj97nfhWL4MQgj4du5Ez4MPwbVtG6BpAAAlPx95X/g8Ctavh7W6Os2tJiIiorF4rfE1/PTdn6LR3QgAWFW6CreeeisWFy1Oc8umt4DXnCvkw9eb0dOSjQ60AwCKKrOxdF0lFpxaBluWGneMosq48tZT4PdoSc/rcKpQVHlc205ERERElEkYihDRqPU99RS8O3ag97FH4Xt/D3ofegiBg4ei+x21tSi45mo4P/1pyDZbGltKREREY1XvqsdP3/kptjdvBwCUOErwnTXfwaVzLuXQSmkihEDbURf2vm7OFRIK9wqRZIH5p5Zj+TkzUTY7d9ifj7PQDmehfaKaTERERESU8RiKENGwtOZmhHp6AQB9zzwDAOh96OGBCjYb8j/3ORRcczXsS5akoYVERER0MryaF/e8fw/+tO9P0AwNFtmC6xZfh6+v/Dqy1ex0N29aMnuFtGHfG83oah6YK6SwIhuLzizHsd46fOKyBVBVdZizEBERERFRIgxFiCgpw+fDofPOH75SIIAZ//XjiWkQERERpYwQAs8ffR6/2PULtHvNoZjOqjwL/3HKf2B23uw0t276ifYK2d6MQzsHeoVYVBnz1pZi6bpKlM3ORSgUQsPWuvQ2loiIiIhoEmMoQkRxgk3N8Lz2KjyvvQbv2zuGr6woqPif2yemYURERJQyH3d/jNvfuR272nYBACpzKvEfp/wHPlH1CQ6VNcGG6xWydF0lFp42dK4QIiIiIiI6cQxFiKY5EQrBV1cHz6tmEBI7RwgAqJWVsC9fDvdf/zrk2Fl/eRiOpUsnqqlERER0kvoCffjt7t/iLwf+AkMYsCt2fGX5V/BPy/4JNoXzgU2UZL1CFFXG/DWlWHpO5YhzhRARERER0YlhKEI0DYV6etD/xhvwvPIqPH//O4y+voGdioKsVauQ84lzkXPuubDOmwf/vn1mKCJJgBADSyIiIpoUdEPH44cex6/f+zV6A70AgAtrLsR3134XM3JmpLdx00jAq+HAO23Yuz1Rr5AKLDi1HPZs9gohIiIiIhpPDEWIpgEhBAIHDsDz6mvwvPoqfHv2AIYR3a/k5SH73HOQc+65yDn7bCh5eXHHW4qKoBQXQy0vR/4VV6D30UehtbbCUlQ00S+FiIiIxqiuvQ4/2fET7O/eDwCYlz8Pt5x6C06bcVqaWzY9jNQrZMm6SpTPYa8QIiIiIqKJwlCEaIoyfD70v/02PK+9Bs9rryPU0hK337ZwoRmCfOITcKxcAUlRkp5LLS/HvJdfgqSqkCQJ+euvgtA0yFbreL8MIiIiOkGdvk78ctcv8fThpwEATtWJjbUbsX7ReqgyeyOMt4AvhAM7WrF3+3F0NXui5ewVQkRERESUXgxFiKYQrbkZ7tdei06SLgKB6D7Jbkf26aebw2Kdcw7UiooxnTs2AJEkCRIDESIiooyk6Roe2P8Atry/Bf2aOUTT5fMux7dWfwtFDvbyHE9CCLQdc2Hv9uM49G5bXK+QeWtKsZS9QoiIiIiI0o6hCNEkJkIh+PbsMSdJf/U1BA4ejNtvqZgB5yc+gZxzz0XWaadBttvT1FIiIiKaCG82v4nb37kdx1zHAADLipbhe6d9D8tLlqe3YVNcsl4hBTPMXiELT2OvECIiIiKiTMFQhChD+T74EO0//zlKv/tdOJYvi5brvb3wbH/DDELeeCN+knRZhiNmknTb/Pn8JiIREdE00ORuws/e/RlebnwZAFBoL8S3V38bl827DLIkp7l1U1OkV8i+7cdxcGcbQsFBvULOrkD53Dz+LUZERERElGEYihBlqL6nnoJ3xw70Pf0UJKvVnBvk1Vfhq6sbOkn6unXI+cQnkHP2WVDy89PWZiIiIhofW/Zswea6zdhYuxEbVm6IlvtCPvzhwz/gjx/+EQE9AEVScM2ia/CN2m8g15qbxhZPHY37u7H94QNYt34BqhYXslcIEREREdEkx1CEKINozc3Q2toQbGpG3xNPAAB6Hvgzeu67P66ebcGC8CTp58KxciUkC/9TJiIimqq27NmCTXWbACC6/PqKr+PFhhfxs3d/hpb+FgDAqeWn4pZTb8H8gvlpa+tUI4TA208eRk+rF9sfPoCy2bk4tKt9oFeIJTJXCHuFEBERERFNFryTSpQmQtehNTbCf+AAAgcOInDgANwvvDC0YkyvEACY99KLUCsrJ6iVRERElE6xgUjEprpNeOrQU2jyNAEAyrPL8W9r/w0X1FzAm/Ipdui9drTXuwEAPa1e9LR6AQAF5VlYuq4SC09nrxAiIiIiosmGoQjROBNCQO/sHAg/DpoBSODQIQi/f/QnUhRU/M/tDESIiIimiUSBSESTpwmKpOAry7+CG5ffCIfFMcGtm7oCXg1H6jpx8N1WNO7vidtny7bg4g3LUTEvnwEUEREREdEkxVCEKIWM/n4EDh2K6/0ROHAAek9PwvqSzQbbvHmwLVgQfswHhEDjV746pO6svzwMx9Kl4/0SiIiIKAMMF4hE6EKHRbYwEEmBoD+EY+934uDOdjTs64IREgnrBfpD0IMGAxEiIiIiokmMoQhRmO+DD9H+85+j9LvfhWP5smHrilAIwfp6BA4ciAtAtMbGxAdIEqzV1THhhxmAWKurISlKfDv27o0eAyEGlkRERDQtjCYQiYjUi518nUYnFNRR/2EXDu5sQ/0HXQhpA0OW5pdnQfOF4HUF4/4MkyRgx9NHULWkkMEIEREREdEkxVCEKKzvqafg3bEDfU8/HQ1FhBAItbdHe3yYIchBBA8fhggGE55HKS6GfcF82ObHBCDz5kJ2jO5bnJaiIijFxVDLy5F/xRXoffRRaK2tsBQVpey1EhERUeYabSASsbluM0ORUdI1Aw37u3FoZxuO7umEFtCj+/JKHJh/ShnmrSlFf28Az/xmz5DjhQDa691o3NeN6qX824yIiIiIaDJiKELTmtbcjFBPLwDA9dxzAIC+xx9HqKMDWn09Ak1NEG53wmOlrCzY5s+Dbf582GN6gFgKC0+qTWp5Oea9/BIkVYUkSchffxWEpkG2Wk/qvERERJS5DGHg9abXcf+++8d87MbajePQoqlD1w00f9SDg7vacWR3B4K+UHRfTqEN89eUYf4pZSiuyoEkSRBC4OU/7QckAIk667K3CBERERHRpMZQhKY8oesIdXYh1NYKrbUVobZ2c72tHa5nnhlS3+jvh/uvfx0oUBRYZ82CbUF8+KFWVkKS5XFpc2wAIkkSJAYiREREU1K/1o8nDz2JP+//MxrcDQAAWZIxO3c2DvcdHvH4m2pvYi+RBAxDoOVgLw7ubMPh3R3we7Tovqw8K+atKcX8tWUom507JNgwQgLubn/iQAQABODpCcAICSgqQxEiIiIiosmGoQilzVjm8EjGCAQQam9HqNUMOcywow2h1jZobeEApKMD0PWRTzaYLKPkX76JwhtugGyznVD7iIiIiBJp9jTjz/v/jMcPPg6P5gEAOFUnrlhwBa5edDUqcipGnFuEgUg8YQi0HnXh0M42HNrVDq9rYKhTe46KeatLMW9tKWbMy4csJw8zFFXGlbeeEhekDOZwqlDU8flyDBERERERjS+GIpQ2iebwiKV7POGwwww5Qu1t0FrbzLJwEKL39IzuyRQFlpISqGVlsJSXw1JWCrWsHJbyMhheH1p/8IMhh8x65C9wLF16si+TiIiICIA5V9mx0DH82/Z/wytNr8AQ5sTes3Jn4YuLv4jPzf0cstSsaP1I4JEoGGEgYhJCoKPBjYM723FoVxs83YHoPluWBXNqSzB/bRkqF+ZDVkYfYjgL7XAW2sejyURERERElGYMRWhCRefw0EPoCw9d1ff44zC8/dC7uqG7XNB7exFqa4PR3z+qc0o2GyzlZVBLzcBDLS+DpbTMLCsvN9eLiyApSsLjfXv3hk8kmbNnRpZEREREKaDpGv567K+4b9992O/ZD5gdQ3DGjDNw7ZJrcXbl2ZClxDfsEwUj0z0QEUKg+3g/Dr7bhoO72uHq8EX3qXYFs1cWY/6aMlQtKYRiYW8OIiIiIiKKx1CEJkSoowPeujo0f/Nfhuwz+vvR99jjCY+Tc3OhlpXCUhbfuyPS40MtK4Ocl3dSk1xaioqgFBdDLS9H/hVXoPfRR6G1tsJSVHTC5yQiIiLq9nfjkY8fwUMfP4ROXycAwAILPjv3s7hu6XWYXzB/VOeJBCCb6zZjY+3GaRuI9LT249Cudhx8tw09rd5ouUWVMWtFMeatLUXN0iJYrIm/CENERERERAQwFKFxIDQN/o8+hmfXLpT/9Xkc+/WvEWo+PvKBsoz8K69A7sUXw1JaBrWsFHJ29ri3Vy0vx7yXX4KkqpAkCfnrr4LQtLjJzomIiIhG60DPATyw/wE8e/hZBA1zXosSRwmunH8l8o7l4crTroSqqmM654aVG6ZlGOLq9OFgeI6QzkZPtFy2SKhZWoT5a8tQs7wIVjs/1hARERER0ejw0wOdtFBnJ3x1dfDV1cFbVwf/h3sh/H4AQC6AEABIEmzz5sFRWwtLSQk6N28ecp50zuERG4BIkgSJgQgRERGNgSEMbG/ajvv234cdLTui5UuKluC6JdfhopqLAAPY2rA1ja2cHDw9frNHyM52tB9zRctlWcLMxYWYf0opZq8sgc3BjzJERJnE1dkBn6sv6f6svHw4i4onsEVERESJ8ZMEjYnQNPg/PhANQXx1ddCamobUk3NzYV++HA1ZDqy44krkrF4FxekEYM7h0bl5M+fwICIioknPq3nx1OGn8MD+B1DvqgcAyJKM86rPw3VLrkNtSW10mE/N0NLZ1IzmdQVx+L12HNzZhpZDAzfUJAmoXFiAeWtKMXdVKew5Y+thQ0Q0VY0UQOi6DiXJvJr9vT2AJCE7L39M+wafNxQKwd/difajhyEBeOKnP4Lf40l4HABk5RXgq5v+AMsYe0sSERGlGkMRGlaoq2sgANldB9+HH0Z7gURJEmzz5sJRWxt9WGfPRkjXUbd1K7LOPANKzB89nMODiIiIJrvjnuN48KMH8diBx+DW3AAAp+rE5+d/HtcsvgaVOZVpbmHm83s0HN7djkO72tH8cU/cd2RmzMvD/LVlmLu6FFm57MFLRFPXcOFGsoBCD4VGDCDG7cuHCc770F+fGNVxzuJiKBbehiIiovTjv0bThO+DD9H+85+j9LvfhWP5soR1RCgE/8cfh0OQPWYvkMbGIfVkpxOOlSsHQpCVK6K9QOLoesLn4RweRERENBkJIVDXUYf79t2HlxpegiEMAEC1sxpfXPxFXDbvMmSr4z8f2mTQuL8b2x8+gHXrF6BqcWG0POAL4eieDhx8tx1N+7thGAM31kpn5WL+2lLMXV0KZ6E9Hc0mIppQIU3DA9/7Drx9vak9sSTBYrUiFAhM8HklAEmCGCFw9lXXRntPEhERpRNDkWmi76mn4N2xA31PPx0NRUJdXfDt2WP2AKkL9wLx+eIPHNwLZOVKWOfMgSTLJ9UezuFBREREk4Wma/hb/d9w/777sbdrb7T8tBmn4brF12HdzHWQpZP722gqEULg7ScPo6fVi7efPIyy2bmo/6ALB3e2oX5vF4zQwA2z4qoczFtTinlrypBX4khjq4mIhnciPToikg1lJSBgdzpPMBQZPoA47R+uwt8fvu8EzjsMIVC9bCWO7HonWQVIsgxhGHGlkiyjdPZc1Kxcndr2EBERnSCGIlOY1tyMUE8vIAGureaknr2PPYbgsWMIHDyIUGvrkGOG9AJZsRxKbu4Et5yIiIgo/Xr8PXjkwCN46KOH0OHrAABYZSsunXspvrj4i1hQsCDNLcxMjfu60V5vDinWXu/G77+7PS4IKSjPwvxTyjBvTSkKytmzhogyR7LgY1TDVQ1nXIayErBmZSHo9Q7Zo9psOLDj72avjmBwyH5ZUSCEGBJejEbyQCTcqgTnFIbBXiJERJRRGIpMYYfOO39ImfB60b99e3TbGu4FkhWZCyQFvUCIiIiIJrNDPYdw//778eyRZxHQzSFCih3FuHrh1bhy4ZUotBeOcIbpy+sO4KX/2x9XZoQEnMV2LFhbhvmnlKGwIps3xojopJxor43h9umhEJ743x/D73altrEjDTklSVAsFuiaNuZTJwpEAEALBNBx7EjS44wkQ10DgGxRoVqtCHj7h+ybMX8RcgoL4XO50LT/wyH7z1p/HWbVrsELW36FzsZ6CMNgLxEiIspIDEWmsIqf/S+O33Jr4rk9ZBnlP/ohCq66auIbRkRERJRhDGHgjeY3cP+++/FWy1vR8sWFi3Hdkuvw6VmfhqqoaWxhZvO6gti9rQHvv9IY1ysk4txrFqBmaXEaWkZEk9W49doYhpxgiKsBwwxXNRwhUHvRpdj59GNJ959IIDLv1DNQXFWDD199EZ7uLrMniiQhv7Qc537pRiiKBZBlvPLHu9HbehxCCEiShIKKmbj4ppshyTKe/+0v0N3cGN4no3T2HHzxJ78EADzwnzej/ejhuGDjmv/6GSRJghAi4f7TLr8KkiThnH/8Jzx2+w/Nl8deIkRElIEYikxheZ/9LKxz5uDYF64Ysm/WI3+BY+nSNLSKiIiIKHN4NS+ePvw0Htj/AI65jgEAZEnGp6o+hWuXXIvVpat5I2cY/b0BvPdCPfZuPw5dSzwMiyQB7zx9FNVLivheEtGojNsE5MORJOSVlqGn5XiSCgJZefnwuvqGDIVlz3ECAPwed8IjkwYiYdmFRdB8XgQjc3xKEgpnVOLzt96G7IICPPTD/xgSQHzu5u9BkiRULlgcDSAgBM778gbMql0z8LL+6WsDAYUQ+OSXvoLyufMBAJ+47saYfQbOXn9d9Pf02VddmzTYkCRp2P01K1ejbO58tB0+iLK589lLhIiIMg7HSZouIh9A+UGUiIiICC2eFtyx6w6c/+j5+O8d/41jrmPIUXPwpSVfwnOXP4dffvKXWFO2hjfxk3B3+/Hagx/jvu+/hfdfboKuGcgvy0pYVwhzbpHGfd0T3EoimqwUiwXO4pJhPr+Ow+9mIVC5aBmykkyWDsAMaRLMDeL3uJMGIoA50Xiy81723e9jw13/h89++5a4tnzy+q8ir7QMFtWKs6+6NjpXR7IAAkDCAGK4/Se6L7K/dPY8AEDp7Hlx+yVJwrqrr0dhZRXWXX09/y0lIqKMw1BkirMUFUEpLoZ96VKU/+hHsC9dCqW4GJaionQ3jYiI6IRs2bMFK/5vBbbs2ZLuptAkI4RAXXsdvvvad3Hx4xfjjx/+Ee6gG1XOKtxy6i148coX8W+n/BtmOmemu6kZy9XpwysPfIT7f/AWPnytGXrIwIx5efjsN1dCtSvJ71NKwI6nj0CkfKJhIpqKIj0Rkk9OLpBTWJwwNLFl58CalZ3wKDk8pFQyH77yQtLeKdn5hahauhx2pzPuS4c5RcU4+5rrcdb665BTUBS3r6BiJr7ym9/j2/c/gQ1334eyufOjc3hKsoyyufMxd+1pAE48oBgpgBhu/4nui+w/c/21UHPzceb6ocNj1ayoxQ133IWaFbVJ328iIqJ04fBZU5xaXo55L78ESVUhSRLy118FoWmQrdZ0N42IiGjMtuzZgk11mwAgutywckM6m0RptmXPFmyu24yNtRuTXguaoWHbsW24f//9+KDzg2j5aeWn4dol12Jd5Too8nDjyFNvuxe7/lqPj99uhTDMm5SVC/NxyiWzUbEgH0ZIwNPtTz7cvgA8PQEYIQFF5TeGiWhkJbPnomBGJXpajycMRzzdnQmPC/Qnn2vE0ENJ9xVX16C4ahayCwpx4K3tcIfn6Yida0OSJByr2xU3XNVFX/tmdLiq8jnz4vZ9KtzbI2KkIanWXX09Xr737qQBRaJ9wEAAkcxw+090HwBUL1uJmkuvRPWylUnrEBERZSKGItNAbAAiSRIkBiJERDQJxQYiEQxGpreRQrJefy8ePfgoHvzoQbR72wEAVtmKz8z5DL64+ItYWLhw4hs9yfS09mPn88dw8J226D3JqiWFWHvJLFTMy4/WU1QJV956Cvye5JMFO5wqFJUd1Ykons/tQldjAzqbGtDVVB9dTzTJeoQky8gtLoXP3Rc3D0dOQSHWfOYfIFss2PXsE3B1dkQnIC8or8CnN34HFpsNz//mF+hqaoAQA3N0fPG/74iGDbOW1yada2O4+TJGmktjxP0nEVAQERHR6DEUISIiooyXKBCJYDAyPQ0Xkl1QcwHu338/nj38LPy6HwBQZC/C+kXrcdWCq1Dk4DCiI+lq9mDn88dwaFd7tPdHzfIirL1kFspn5yU8xlloh7PQPoGtJKLJxN/vQVdjA7qaGtDZVI+uxnp0NjYkn0xdkpBbUoqAx4OA1wtAQJIkFFXV4Nrb74RisQzttfH1f4n22igsr4jvtfFPX0PFgkUAgHOvvSFpjw1g+PDiZHp0jLSfiIiIJgZDESIiIspowwUiEQxGppeRQrLYfYsKF+G6Jdfh07M+DavC3rIj6Wh0Y+fWYziyuyNaNntlMdZeMgulNblpbBkRTRYBrxddTeHwo7HeXG+sh6enO+kxuSVlKK6qRtFM81FcVYPCyplQbfa44EMIgXO/eAMUi3kr40R7bYzUY+Nkhqs6maGsiIiIaGIwFCEiIqKMNZpAJGJT3Sa82fwmastqIUGCLMmQMDBOd2RbggRIgAzZHFYS0tBlgjJhCOwL7IP7gBuqosaNAR57LgDmcw3eTvQ8CZ43ciyA+NchxW9H6iQ9d2R9mNeU9NyR9yhmezRtj32+sb7/qb4m5uTNwQ9O/wHWlK3hN3FHob3ehXefO4Zj74fH6JeAuatKsfaSWSiemZPexhFRRgr6feHAIzL0lbnu7upIeoyzqARF4fCjeGZ1dN1qdyQ9Zjx6bYymxwbDCyIioqmLoQgRERENazQTWadCQA+gyd2EBlcDGtwNqHfV45EDj4zpHLs7dmN3x+5xaqHp2Z3Pjuv5p6uRQilJkhAyQtCM5HNWxDrSdwQ723ZibfnacW755NZ6pA/vPncMDXu7AACSBMxbW4Y1F9egqIJhCNFk4+rsGHYujqy8fDiLisd0Ti3gR3dz00Cvj6YGdDY2wNXRlvSYnIJCFFXVxPT8MJe2rOwxPTcwfr02GHoQERFNX2kPRTZv3oyf/exnaGlpwdKlS3HnnXdi3bp1Ceu++uqr+OQnPzmkfP/+/Vi0aFF0+7HHHsMPfvADHD58GHPnzsV///d/4/LLLx+310BERDRVjTSR9VgF9AAaXY1ocDeg0d2Ielc9GtwNaHA1oLW/FSIyecEJqi2pxfKS5RDhGaEFBAxhQAgRPbchDAiIaFnSZfhYCPM8uqHjeMtxlJeXQ5KkgXObFeK2I2Wx2yM+36ClIYzoaxBCwIAx8LoGb4/0OmNe00ivM+65Y9qS6HWmUqRNMQUnbXPdZg6plsTxgz1497ljaPqoBwAgyRIWnFqGNZ+uQUH52G9aElH6hTQND3zvO8nn6ACQlVeAr276Q+Ljg0F0H28y5/qIGfqqr73NnKw84fnyw4FHDYpjQhB7TmpDVQYYRERElEppDUUefvhhfPvb38bmzZtx1lln4e6778bFF1+Mffv2obq6OulxH3/8MXJzB8Y0Likpia6/9dZbWL9+Pf7rv/4Ll19+OZ544glcddVVeOONN3DaaaeN6+shIiKaSoabyHq4G83+kB9N7ibUu+vR6GqMW7b1tw17Mz1bzUa1sxo1uTWoclahJrcG77W/h8cPPj5ie2+qvWlcb4BrmoatW7fiknWXQFXVcXueyUYIMabwJ2ngMuhc0W0MhD1/3v9n3L///lG3bWPtxtS/4ElMCIHmj80w5PjBXgCALEtYeEY51ny6BnklWeltIBGdFMVigbO4BF5XX+IQQ5LgLC6GEAKdTQ1wHzuEtx55AD3Hm9DV1IDe1laI8O/owRzOXBRVVYeDj5ro0FcOJ+caIiIiosknraHIHXfcgRtvvBFf+cpXAAB33nkn/va3v+Guu+7C7bffnvS40tJS5OfnJ9x355134oILLsCtt94KALj11lvx2muv4c4778SDDz6Y8tdAREQ0FY00kXXICOGiWRdFe3nELkcKPnLUHFTnVqPGWYOqXDP4qHZWo8pZhUJ74ZBhMS6bdxlmZM8Ydh6J8Q5EKDlJkqBIyoQ813+c+h/Is+WNak4RXhMDhBBo3NeNd587htYj5rA6siJh8VkVWH1hNXKLk4/lT0SThyRJOPuqa6OTkg8hBPp7evCb66+AMMzwY/AAWPbsHBRV1cRMem6uZ+Xlj2vbiYiIiCZS2kKRYDCIXbt24ZZbbokrv/DCC/Hmm28Oe+yqVavg9/uxZMkSfP/7348bUuutt97Cd77znbj6F110Ee68886k5wsEAggEAtFtl8sFwPxGqKaNbtxqGiry3vE9pJPB64hSgdfR2Pzug9/hrg+GH6Li7vfvxt3v3510f46aEw06qp3VqMqpiq7n2/KTTnwdCoUSlt+45EYYupGwXd9Y/g3cuOTGcf/58jrKDMNdCxETdU2M1URfQ0IINOztxnt/bURHvRsAoFgkLDprBlaeNxM5BbYJbQ+lBn8XUYQeCsHT3QVXZzvcHe1wdXbA1dEG1e6A5vclPMbT3QkAsDqyIGc7MXvpMpRU1aBwZjWKKquQlV+Q8N9oXm+UyHT7fTRdXicR0XSQtlCks7MTuq6jrKwsrrysrAytra0Jj5kxYwbuuecerFmzBoFAAPfddx/OO+88vPrqqzjnnHMAAK2trWM6JwDcfvvtuO2224aUv/DCC8jK4jACJ2vbtm3pbgJNAbyOKBV4HY3sFf8reMn/0qjrOyUnZltmo1AuRJFShCLZfGRJWZAMCeiD+QDQHP7fiapEJc6znxfXvvPs56GysRJbG7ee8HnHitdR+iW6FiLScU2M1XhfQ0IA/jYLXIet0FxmLx5JFsiu1uCcHUSf3YXX3/p4XNtA44+/i6Y+oevQvB6E+j3QPG6E+j0I9buhhZchnzfpXB+JOOcuRE7VbNjyC6E4siBJEjQAxw3geEMz0HDi/0bT9DZdfh95vd50N4GIiFIk7ROtD/4WihAi6bdHFy5ciIULF0a3zzjjDDQ2NuLnP/95NBQZ6zkBc4itm2++ObrtcrlQVVWFCy+8MG7uEhobTdOwbds2XHDBBRx7nU4YryNKBV5Ho6PpGr7/8PfHdIxHeHDvlfeOT4MSuASX4Hcf/A5bPtiCDcs34KvLvzphz83rKLNEroXYHiPfWP6NCb0mxmq8ryHDEDha14ndf2tA93Hzxo3FKmPpORVY8alKOJzWlD8nTTz+Lpo6QsEA3J2dcHW2w9XRDndnh7neaa739/aMGHooqgpnUQlyS0rhLC5BbnEpcoqKsfPpR9Hbctz8LCzLKKmZg/U/uj36uZjXEaXCdLuOIqOKEBHR5Je2UKS4uBiKogzpwdHe3j6kp8dwTj/9dNx//8CEm+Xl5WM+p81mg81mG1Kuquq0+Id9vPF9pFTgdUSpwOsosSN9R/DEwSfw9OGnx3zsxtqNE/6ebly9ERtXp28CbV5HmWPj6o2QFRmb6zZjY+3GSTOHSKqvIcMQOLSzDTu3HkNPqxmGqHYFKz45EyvPq4Ijh2HIVMTfRZlP8/vh6mxHX0cbXO3t4fV2uDra4Opoh7evd8RzWKw25JaUIq+kFLklpcgtKTOXxaXIKy1DVm4eJFkeclxuQWF0bhFhGFh39XWwWof+LuB1RKkwXa6j6fAaiYimi7SFIlarFWvWrMG2bdtw+eWXR8u3bduGyy67bNTn2b17N2bMmBHdPuOMM7Bt27a4eUVeeOEFnHnmmalpOBER0RTg1bx4of4FPH7wcexu3x0tL3YUo9pZjffa3xvxHJzImjLBhpUbpu11qOsGDr7Thp3PH0Nfuzl/gC3LghWfqsKKT86EPZs3b2j6cHV2wOfqS7o/Ky8fzqLilD5nwOs1A47OdvSFQ49I4OHqaIfPPfK3ylW7IybwMEOPvHDokVtaBoczd9hRD5KpWbkaZXPno+3wQZTNnY+alatP5CUSERERTUlpHT7r5ptvxnXXXYe1a9fijDPOwD333IOGhgZs2GB+sL311lvR3NyMP/3pTwCAO++8E7NmzcLSpUsRDAZx//3347HHHsNjjz0WPee3vvUtnHPOOfjpT3+Kyy67DE899RRefPFFvPHGG2l5jURERJlCCIG9XXvx2MHH8PzR59Gv9QMAFEnBusp1+Pz8z+PsmWdDlVVs2bMFm+o2JT0XAxGiidW4vxvbHz6AdesXoGJ+Pj5+uxW7/noMrk4/AMCWbUHt+dVY/omZsDnSPkIu0YQKaRoe+N53hu15kZVXgK9u+gMso/ymtxACgf5+s5dHZ3u0p4erow19HebE5v5+z4jnsWVlx/TwKEFeTE+P3NIy2LNzTij0GIkkSVh39fV4+d67se7q68flOYiIiIgmq7R+Ylq/fj26urrw4x//GC0tLVi2bBm2bt2KmpoaAEBLSwsaGhqi9YPBIL773e+iubkZDocDS5cuxXPPPYdLLrkkWufMM8/EQw89hO9///v4wQ9+gLlz5+Lhhx/GaaedNuGvj4iIKBP0Bfrw7JFn8djBx3Cw52C0vMpZhc/P/zw+N/dzKM0qjTsmEngkCkYYiBBNLCEE3n7yMHpavXjlvv0whEB/TxAA4HCqqD2/GsvOrYTVzjCEpifFYoGzuAReV1/iOTgkCc7iYiiWgf9GhBDwuV1mr47OdrjazbAjMr+Hq6MdQd/IkyrbnbnILY6EHSXh8KMMucXmPB/27JxUvtQxqVlRixvuuGvkikRERETTTNo/OW3cuBEbNyYeF/zee++N2/73f/93/Pu///uI57ziiitwxRVXpKJ5REREk5IhDLzT+g4eP/A4Xmp4CUHDvIFqU2w4v+Z8fGH+F7CmbA1kaeg45BGJghEGIkQTy9ANfPh6M9rr3QAAd3cAAJCVa8WqC6uxdF0lVJuSziYSpZ0kSTj7qmujc2gMIQRKqmbhpd/fFRd6aAH/iOfOyssPBxxl0SGu8mJCD6sjK8WvhoiIiIjGW9pDESIiIkqd1v5WPHXoKTxx6Ak0e5qj5YsKF+Hz8z+PS2Zfgjxb3qjPFwlAJttE1kSTVUjT0X7MjeMHe3H8UC9aDvUiFDTi6uQU2PCPPzoNqo1/yhMZuo7ethYE/X5kFxSiv6c7Yb0PX92WsDy7oDAaesRNZl5citySEqg2+3g2n4iIiIjSgJ+kiIiIJjnN0PB64+t47OBj+Pvxv8MQ5g1Up+rEJXMuwefnfx5Lipac8Pmn80TWROMt6A+h9XAfjh/qxfGDvWg75oIRSjD8TwxPTwAth/pQvbRoglpJlH7CMNDX3obOpgZ0Ndajs7EeXU0N6D7eBF3Thj22cGY1ymbNic7rEQ09iktgsVon6BUQERERUaZgKEJERJRhtuzZMqqeGUf7juKJg0/gqcNPods/8M3YNWVr8IX5X8D5NefDYXFMRJOJaJT0oIRjezrRdtSDlkO96Gj0QBjxIYgj14qKefmYMS8Xe7cfR2+rN26aBEkCdjx9BFVLCjl5Mk05Qgi4OzvQ2VSPrsaGaPjR1dyIUCCQ8BiL1YaimVUorKxC49730d/TDSEEJFlG6ey5+OJ/38H/VoiIiIgoiqEIERFRBtmyZ0t0Do/IMjYY8WpebKvfhscPPo732t+LlhfZi3DZvMtw+bzLMStv1oS2mYiS8/T4w71A+nD8QA96WnPQgv1xdZxFdlTMzzcf8/KRV+qAJElo2NuFnpahEz0LAbTXu9G4r5u9RWjSEkLA09OFrsYGdDWFw4/GBnQ1NyDo8yU8RlFVFFbMRHFVDYpmVqOoqgbFM6uRV1oGSTbnyDpWtys6t4gwDJx91bUMRIiIiIgoDkMRIiKiDBEbiEREts+uPBuPH3wcW49uRb/WDwCQJRnrKtfh8/M/j3Uz10GV1QlvMxENEEKgr91nzgUSnhPE1Tl0IueC8qxoCDJjXj6chUPnLBBCYMfTRwAJQKLRtNhbhCYRb18vOhvr0dkYHvqqqQFdTfUI9PcnrC8rCgpmVJrhR1U1imfWoKiqBvll5ZAVZdjnqlm5GmVz56Pt8EGUzZ2PmpWrx+MlEREREdEkxlCEiIgoAyQKRCI21W2K2zczZyY+P//z+Nzcz6Esu2yimkhEgwhDoOt4P44fNCdEP36wF15XMK6OJAHFVU5UzM9H6ewcfHjkXXz28nVQ1eFDTCMk4O72Jw5EAECYc4sYIQFFZShCmcHndplDXkV6foSHwPK5XQnrS7KM/PIKFFdVo2hmDYqrqlFcVYP88goolhP7qCpJEtZdfT1evvdurLv6eoaGRERERDQEQxEiIqI0Gy4QiTU/fz5uOfUWrC1fC1mSJ6BlRBRL1w10NLjNEORgL1oO9yHgDcXVkS0SymblomKe2ROkfE4erA7zT25N07C/efhJ1CMUVcaVt54Cvyf5BNIOpwpF5e8CGp6rswM+V1/S/Vl5+XAWFY/pnAFvv9nro6l+YNirpgb09/YkPkCSkF9abg53VVWNoplm+FFQMROWEQLCE1GzohY33HFXys9LRERERFMDQxEiIqI0Gm0gAgAHew/ivfb3cOqMU8e5VUQEAFpQR9tRV7QXSOuRPoSCRlwdi03BjLl5qJiXZ/YGmZULizr88D6j5Sy0Jxxai2i0QpqGB773HXj7epPWycorwFc3/SFhOBH0+8xJzmMmPO9saoCnqzPp+XJLSgfm/AiHH4WVM6HaeC0TERERUWZgKEJERJRGm+s2j7l+7MTrRJQ6AV8ILYciQ2H1ob3eBUOP79lhy7ZEe4HMmJePkqocyAp7a1BmUiwWOItL4HX1ASJBLyVJgrO4GIaho+3IQOjRFZ7/w9XRlvTcOYVFMROem+FHUWUVrI6scXxFREREREQnj6EIERFRmuzv2o9qZzXq3fWjPmZj7cZxbBHR9OJ1BaO9QI4f6kVnk2fIHB7Zeda4SdELZ2RDkjlHAU0OkiTh7KuuxWO3/zBxBSHg6e7Cb66/MnFoAiA7v2Ag+AhPeF40swr27JxxbDkRERER0fhhKEJERDTBjvQdwabdm/BC/QsAAAkSRNLZlAfcVHsTe4kQnQRXlw8th/rMEORgL3rbvEPq5JU4MGN+frQ3SG6xnRM106QjwmFHR8NRtB87CnuOE36PO2Hd/p5uAIDdmRsz4XkNisNBiMOZO5FNJyIiIiIadwxFiIiIJkiTuwl37bkLzx55FoYwIEHCxbMvxsbajXj+6PPDzi3CQIQoscb93dj+8AGsW78AVYsLo+VCCPS2eaO9QI4f7IWnOzDk+KLKbFTMy48GIdn5tolsPtFJ0/x+dDbVo6P+GDobjqGj4Sg664/B3+8Z8dgVF1yChaefhaKZ1cjKy2cASERERETTAkMRIiKicdbh7cDd79+Nxw4+hpARAgB8suqT+OdV/4wFBQsAIBp4JApGGIgQJSaEwNtPHkZPqxdvPXkYtiyL2RMkPC+Iz63F1ZdkCSXVzoHhsObmwZ49dHJpokwkDAN9He1oPXII3R+8h+cOfojupnr0tLYkHPpKVhQUVsxEcfUsFFfPwoevbENfWwuEEJBkGaWz5+L8G7/BIISIiIiIph2GIkREROOk19+LP3z4Bzz40YPw634AwBkzzsA3V30Ty0uWD6mfKBhhIEJTmRACesiAHhLQNSO8bj6MkIjbHlzHCBnobPKgvd4cEqij3o1Hbt8Zd35FlVE+OxczwkNhlc3OhdXOP38p8/n7PehsOIbOhnp0NBxFR3hd8/uidbpj6mfnF6C4ehZKamajJByCFFZWwaIOhH5ls+ZE5xYRhoGzr7qWgQgRERERTUv8VEhERJRinqAH9+27D/+37//Qr/UDAGpLavEvq/8Fp5SfMuyxkQBkc91mbKzdyEAkgWTDJdHwhBAw9JigQRscOphBQ6LyRKGFHhNaGIO2B+qKmP2R8pjj9JHn0hkTCahaXIjKBeZQWKU1uVBUObXPQZRChq6jp+W4OeRVwzF01JsBiLuzI2F9RVVRWFkFv2xB7RlnoWz2XJRUz0JWXv6Iz1WzcjXK5s5H2+GDKJs7HzUrV6f41RARERERTQ4MRYiIiFLEF/LhoY8ewh8+/AN6A70AgEWFi/DNVd/Eusp1o/5G7oaVGxiGJBE7XNLbTx7GzEUFGflNZyEEDMMMEob2eEgWSIgR60QDBS0maBghkIg9d6aTLRIUixzzMLflQduKKiPgDaH1cF/8CQRQe14VqpcWpecF0JTh6uyAz9WXdH9WXj6cRcVjOqfX1YeO+kj4Yc790dXUAF3TEtZ3FpegJNz7o7h6FkqqZ6NgRgV0w8DWrVux6uJLoKqjH/5NkiSsu/p6vHzv3Vh39fUZ+buTiIiIiGgiMBQhIiI6SZqu4bGDj+Ge9+9Bh8/8du+s3Fn451X/jAtqLoAs8ZvqqdK4rzs6XFJ7vRuN+7pRvbQIhj4oGBgcMiQIChL1XBiut0RI09HR4sAzh96H0EVcQJEonECKO0GkmixLkNWYoGFwGKEmKLPI4WMGhRQx23LsdrLzq0PLZIs06pu0Qgg8+j87IUnxUylIErDj6SOoWlLIG750wkKahge+9x14+3qT1snKK8BXN/0hbniq2OO7mxvDk54fiwYh/b09Cc+l2uworq5BSfVsFNfMig5/Zc/OSVhfN0484KxZUYsb7rjrhI8nIiIiIpoKGIoQERGdIN3Q8eyRZ3HXnrvQ7GkGAFRkV+Abtd/ApXMuhUXmP7MnK+gPoa/dh952L3pa+/H+K01x+5/5zZ4JbpEFLZ3Jvz2ejCRLQ8OBQYHBkN4QowkiRihP1vNCsciQ5MkbGsSGY7GEiA/LiE6EYrHAWVwCr6sv4QTmkCQ4i4shKwrc3Z3orI8PP7qPN8HQ9YTH5ZeVm+FH9SyU1Ji9P/JKyyDJDM+JiIiIiCYK79YQERGNkSEMvFj/In5b91sc7TsKACh2FONrK76GL8z/AqyKNc0tnFx0zUBfhxl89LZ70dfmRW84CPH2Bcd8PklCNBiQlUQBQoIgIkHPhcG9JSAJfLD3faxeswpWmzpkOKfYHg9DwolJHEBkGiEEdjx9BJCQuDcOe4vQSZIkCWdfdW10UvIhhICuabjrq1+E3zM0nAMAW3b2kPCjqKoaVrtjHFtORERERESjwVCEiIholIQQeKP5Dfxm92+wv3s/ACDPlocvL/syrll0DRyWqXmzKxUTmxuGgLvLbwYfbd5o74/eNi883f6EX8aOcDhV5BY70Nfuhb8/FLdPkoDCyhxc9u1aWFTFHL5JGZ9vXGuahiO972Hu6pIxjeNPqWWEBNzd/uTDkwnA0xOAERJQVIYiNDbCMNDb3opgwI/sgkL093QnrNfZcAwAIMkyCitmhuf8GJj/w1lUzFCOiIiIiChDMRQhIiIahXdb38Vvdv8Gu9t3AwCyLFn40tIv4UtLvgSn1Znm1o2fsUxsLoRAf2/Q7O0RDjx6233oa/eir8MHQ0+efKh2BfmlWcgvy0JeqSO6nl/qgC1LRcPeroRDZQkBdDV50FHv5nBJ04Siyrjy1lPg9ySenBowgzRF5XBENDyf2xWd9yOy7GpsgBbwD3vcvFPPwLy1p6O4ehaKKqtgsbJ3IBERERHRZMJQhIhoCtuyZws2123GxtqN2LByQ7qbk5FGeo8+7PwQv9n9G7x5/E0AgE2x4ZpF1+DLy76MAnvBRDd3wg2e2LxhXxdKa3LNnh5tA8FHJAgJBZNPAKxY5JjAw4G80qxo+OFwqsOGLRwuiWI5C+1wFtrT3QyaJAZPfN4ZfniS9AJRVBVFM6tRXFWDxr3vw9PdBSEEJFlG6ey5+NzN3+PvGiIiIiKiSYyhCBHRFLVlzxZsqtsEANElg5F4w71Hh3oO4bd1v8VLDS8BACySBV9Y8AV8bcXXUJpVmp4GTzCvO4DXHz4QV/bcb98fdqgrSZaQW2QP9/II9/oI9/5wFthPaHJvDpdERKMhhIC7qwMd9cfiApCelubEE58DyCstiw59VRx+FJRXQFYUAMCxul3RuUWEYeDsq65lIEJERERENMkxFCEimoJib/ZHMBiJl+w96gv0oSfQg61HtkJAQJZkXDrnUmxYuQFVzqo0tXb8+dxBtDe40VHvRkeDG+0NLni6A0PqRQKRnAKb2dMjPMRVpMeHs9gOJcVzenC4JCIaLODtR2dD/UDPj8Zj6GyoR8Dbn7D+wMTnNdFlcVUNrI6sYZ+nZuVqlM2dj7bDB1E2dz5qVq4ej5dDREREREQTiKEIEdEUk+hmfwSDEdNw79H9+++Prl9QcwFuqr0Jc/PnTlTTJoTXFURHgxsdDS60h0MQT8/QACQRSQKKq5y48ta1E/ptaQ6XRJT5XJ0d8Ln6ku7PysuHs6h4TOc0dB09Lc3oqD+Kzsb66NLV0Z6wvqxYUFg5E8VVNeFJz80QJKew6IR+Z0mShHVXX4+X770b666+nr1EiIiIiIimAIYiRERTyHA3+yM21W2CgMDXln8NIjwekYCA+f+BbSHEwLaIL4+ux2xH6iU7R+z+2HMMOf/g48RAedw5wm1O2N5B7dJCGo6HjmN/9348eeRJPHLgkRHfy6sWXIUfnPGDEetluv6+QDgAcUcDkP7exAFIflkWSqqdKKl2QhgCbz1xeEgdIYCOBjca93VzYnMiigppGh743nfg7etNWicrrwBf3fQHWFR1yD4hBPp7e9BZfxQdjfXRZXdTA/RQKOH5coqKo8NeRZaFFZVQLEPPfzJqVtTihjvuSuk5iYiIiIgofRiKEBFNAUII/HLXL/HHvX8cVf3NdZuxuW7zOLcq82z+6+hf818O/AUlWSWTqldNf18AHfVucxisBjc66l3o7wsOrSgBBTEBSGmNE8UznbA6zD8LhBB49H92cmJzIho1xWKBs7gEXlcfEk48JElwFhdDsVig+f3obKo35/4ID3vV0XAMfrcr4blVu8Ps8VE1C8U1s8xl9SzYc3LG+VUREREREdFUxFCEiCiFtuzZgs11m7GxduO43EzXDR3NnmYc6TuCo31HcaTviLneexRuzZ3y50sVCeaNc0mSEPlfuCi6Hbm5Hrseux09ziwcekyS4yIC/gDcYmzv0ea6zWkJRRr3d2P7wwewbv0CVC0uHLLf/EZ10Bz+KhqAuOF1DROA1DhRWp2LkmoniqtyYLUn/xOAE5sT0VhJkoSzr7o2Oin5EEJAViz4w7e/ht621oTBiSTJKJhRgeKa2SipqjGX1TXILS6FJHPOICIiIiIiSg2GIkREKRI7dNXJzt3hD/lR76ofCD3CAUh9Xz2CRoIb3zBDAJH0LvZQNy67ETcsu2Hg+EHBQ2R7yP5BQUQkoIiWSfHnyASapmHr1q1ormrGXR+MfgiUjbUbx7FViQkh8PaTh9HT6sXbTx5G5cJ8ePuC0aGvzEnQ3fAlCEAkCSiYkT3QA6TaiaKZwwcgiXBicyI6EVXLV6KwYia6W5oThh4tB/ZH17Py8s05PyJzf1TVoHBmFVSrbSKbTERERERE0xBDESKiFEg0l8dogpG+QN9Aj4/egQCk2dOcNOCwKTbMyp2FOXlzMDtvNmbnz8acvDmoya3BHz/844hzigDATbU3TaphoVLlq8u/ClmRM/Y9MgyBj95qQXu92aOlvd6N3//rdgR9+pC6kiyhcEYWSqqcKKlxoqQ6F8Uzc6DalJS0hRObE9Fo9Pf24Nie93B0907Uv78b/n5Pwno1K1Zhdu3a8MTns5CVlz+xDSUiIiIiIgpjKEJEdJKGm9w8Uv4P8/5hoMdHOPw40ncE3f7upOfNteZiTt4czMmfMxCA5M1GRXYFFDnxje/ITfzhbvpP10AkIhPeIyEEPD0BdDV70N3Sj+7jkYcHeig+DAv6dEACiipywkNgmb1AimbmQLWmJgAhIhotw9DReugAjtbtwtHdO9F25FDcfltWNiBJCHj7ASEgyTJKZ8/FF77344zpPUhERERERNMbQxEiopMwXCASsalu07B1yrLKEoYfRfaiE7qBFHvTv7J3Ac469gX8fdZjaM4/MO0DkYjhgpFUvkdCCHhdwbjQo+t4P7pb+qH5h/b+SOaSDcsxe2VJStpERDRW3r5eszdI3S4c2/Me/J74+ZlKZ8/FnFVrMat2LWbMW4CGD+qic4sIw8DZV13LQISIiIiIiDIGQxEimrRGmox6vI0mEImVb8vH6tLV0fBjTt4czMqbhWw1O+Vt27ByA4QAWu+zodBXjtMaLkX5uQEGIjESBSMnE4j4PRq6Wzzoag4HIC396DruQaA/lLC+LEvIL89CYUU2iiqyUTAjG+88cxQ9Lf1xQ/FLErBz6zHMWlHMm4pENCHM3iAHzRCkbidajxyKmyPElp2NmhWrMbt2DWbXrkF2fkHc8TUrV6Ns7ny0HT6IsrnzUbNy9US/BCIiIiIioqQYihDRpDR4MuqZiwom5IaxEALHXMfwRvMbCQORwT0zYvUF+vCrT/1q3NsY8Rn1SjzTvwcAUNpfg8+oKyfsuSeLDSs3QDRlofNFC4rPD2HDyi+NeEzQF4oOedV13BPtBeJNMPE5YIYaeaVm+FE4IzscguQgr8wBRRmYqLxhbxe6j/cPOV4Ic26Rxn3dqF5adOIvlohoGF5XX3RukGPv74bf7YrbXzprLmavWoNZtWtQMX8RZCX58H2SJGHd1dfj5Xvvxrqrr2egS0REREREGYWhCBFNSo37uuMmox7PG8ZezYt3W9/F9ubteKP5DTR7mhNXFMBpDZdGe2Y8nncHEHMfaGPtxqGHGAJaUEcoaCAU1KEF9IHt6LoOLRDeH9TD5eZ2KKa+FtCjdTS/joA3vofCM7/ZA4tNhsWiQLFIUFQZikWGbJGhKAPbkYdskeK2lfC2HLOuWGTzOEUKl8sD5xl0zkTnk2NCgXQQQqD4/cUwfG4Uv++EuEREb95pQR09MfN9dIWHv/L0BJKez1lkR1FFNgorcswQpCIbBeVZsKjDz/0hhMCOp4+Y14tIUEECdjx9BFVLCnlzkYhSQhgGWo8cxNHdO3G0bhdaDx+M7w2SlR2eHN0MQnIKxtYjs2ZFLW64465UN5uIiIiIiOikMRQhooymBXRoHhlN+3vgc4Xg7vbD3eXDkbrOuHrPbtoDW5YFsiJDliVIkgRJBiRZMrdjypJuh8tkGfAZPnT5O9Hp70RXoAs6QhCSgnk4B/NloDirCDNyyuEJ9eOj3v0QMJATKEBpfw2AcM+M/RsRVHxQDSuqHbNQ2FyGPz/xdjjYMKAFdeiaMaHvZyhgIBSY2OccjiQhadAiK4OCF0tM+KLGBzXRkCVBiKNYZAjJgL9TwfGDvbDZrdHytmN9ceHaC//fXughA13H++Hq9CUOKABk59uioUdRRTYKZ+SgYEYWrPYT+2fVCAm4u/1Jnw8C8PQEYIQEFJWhCBGdGK+rD/Xv7zZ7g+x5D75BvUFKamZj9qq1mF27BjPmL4Ji4UcFIiIiIiKaevhJh4hGLdVzeAjDnITa3e2Hu9sPT3cA7h4/PDHb/n4NQDa2bv9whHMBfk/iuRtOXBbyUY18VCfcqwGwwYmVKE+4v6pv4cBGL9ABd8J6ERarDNWmwGI1H+rgbZscLldgsSlmfasSU8esr6gyXrnvo4RzUxRWZOOCLy+FoQvoIQN6yIARGlgfeMTuD29rBnQ9Zp8W2WdA18P7Bx1vJDhf7I1/IYCQZgATEg5l4dl3Pxi2xqFd7XHb9hwVRZVm6BEJQQpnZMOeraa0ZYoq48pbT4HfoyWt43CqUNT09qwhoslFGAbajhzC0bpdOLp7J1oOH4jrDWJ1ZKFmRa0ZhKxcg5xCDtFHRERERERTH0MRIhqVE5nDI+gPJQw63N1+eHr85jff9WRfjR8gKQL5pdnILXIgu8CG+g860d8XjLu5LklAQXk2zrthMSDMkEQIAcMQENEHYAhz3dAFWj2t2N+1Hx91fYyjvcdgGAZkIUMSMiySBbOcszE3dy5m585Boa0wek5hCBgGBs4rBN47sBc46hza+GU9OG/NmXGhxUCwIQ8EHKqcsmGRhpuboqu5H/29gbTNTRF5/2JDkkiYEg1qtGGCmWTBjRYTzkTPEQ5mdHOosd6ePmQ5cqLPo/nN4coGW3ZOBeauKUPhjGxk5Von7L1xFtrhLLRP2PMRUeZzdXbA5+pLuj8rLx/OouK4Mp/bhWPv78ax3TtxdM97Q44vqZ6FWeHeIBULFrM3CBERERERTTv8FEREozJ4Do/6vV0orsyBuzsQE3j44e4JRNcHz2mRiCRLyM63wlloR06BPXxj2Iac8A1iu1PBi6+8gEsuOQeqqqJhbxf2bT8+5DxCAN0t/fC7taQ3/L2aFztaduCN5jfw9+N/H5gbRAFQBFTmVOLsyrOxrnIdTik/BVlq1qjeGyEEmv6nB+2SCxAxwYYkUOquxsLTyydsHohMn5tCkiRIigRZAVTb8PNspJKmadi6dSsuueQTUFUVQgg8+j870dHgHtKbpr3ejXOuWci5O4gorUKahge+9x14+3qT1snKK8BXfvP/oaupAUfrwnODHDwAIQZ631kdDtQsX4VZtWswu3bNkBCFiIiIiIhoumEoQkRJ+fs19HX40NvWj7cePxy377nfvj+qc9iyLOGwYyDoyCm0wVlgR06hHdl51mEn29a0geGEojf8IRA3g/lAjbgb/kIIHO07iu3N27G9eTvea3sPmjFwPlVWsbZsLc6uPBtnzzwbs3Nnn9CN8IHAaNCxQhr3SeAH49wUoxMb8sUSAhP+MyMiSkSxWOAsLoHX1Rc35FUsQw/hd//85SG9QYqraqJzg1QsXAzFktoh/4iIiIiIiCYzhiLTRKrngqCpw9+voa/dh952L/o6fOgLL3vbvQj0D9/TQ5KQMOiI3bY6UvdrxggJtLf3IPmvLglt7d146egreLPtDfy9+e843h/fq+REe4Mkk2k9Mzg3xcgy7WdGRJSIJEk4+6pr8djtP0xax+8xw13V7kDN8pWYvWotZq1cg9zikolqJhERERER0aTDUGQaOJG5ICYCg5qJIYRAoD8UF3r0tvui6yMNceXIVREKGEPmXpAkoLjaiStvWTth19Pv9t2D+xY/AIeWk7SOT3Wjf/vAN2atshVry8O9QSrPxqzcWSltbyb2zODcFMPLxJ8ZEVEoGERv63F0tzSj53gzelqOo+t4IyRZhjCMIfUV1Yraiz6DOatOQeUi9gYhIiIiIiIaLYYi08DguSD2vNSImYsKYbUrUG0KVLsCxZK6SZ5HI1ODmkwyltBICBHt8TE49Ojr8I0YfGTnWZFXmoW8UgfyS7OQV+Iwt0scaDnUi2d+syfBcwIdEzjM0O8++B3u+uAuwAb023pHrL+saBm+UfsNnFJ+ChwWx7i1iz0zJh/+zIgoXYRhQOt3o/6DOrjbW9F9vBk9LWYA4upsTzpMViL/8N3/xKzaNePYWiIiIiIioqmJocgUNzAHw4C/P3poSD1JlgZCksjDboFqU8zy2HXbQJhitVmi6+Z+i7luHX4C5cFBTSaM359JPVcShUYA4HObc3z0dXiHBCBB3/DBR06BLS7siAQgucWOpBNep3uYoU5fJz5s/xCv+l/Fix+8OKZj93btxTkzz0l5mxJhz4zJhz8zIhpPPo8bPceb0NNyHN3Hm6LBR0/LcehaEPVPJT7OlpWNgopKFMyoROGMShRUVCK/vAIv3P1rdNQfhTAMSLKM0tlzUbNy9cS+KCIiIiIioimCocgUl2wyYatDgaELhILmcAzCEAh4QyP2KBgLi1WGgWw8tPNdMyyxKVBtFqg2Gc0f98bVffm+j7DqwipYVAUWq9lzxWKVoaiyWaZG1sNLqwKLRYZskVJyM368eq4IIWDoArpmIKQZ0ENGeF03tzUjwT4DnY3uuNDogf/f2/C5gwj69WGfL6fAhrzSgeAj0usjt8QxYlCVyEQNMySEQJu3Dfu69mF/937s7zIf7b72Ez7nxtqNJ3wsERHRSCLDXQ0EH8fR3WIu/W5X8gNlGQXlFSiqnImCGWYAUlBhhiCO3LyEf3+su/pL0blFhGHg7KuuZQ9bIiIiIiKiE8RQZAqLfMtfkuJHY5AkIL80C1fcshZCAKGAjqBfhxYIQYuu69D8I2wHQtDC67F1Is9lBi4yXB3+Edva3xvAG38Z2oNlRBJgschQrHJ4aQYo8SHK4DIlHKzI0fClr90XF0K8/uAB5BY7oIeGhheDAww9vG2uD6ofMpIHCmPQ1+GLvt6cAtvAEFclWeEQxIG8YgcsJxB8DCd2mKFHDzyKv3z8l+i+qxZehSsWXDHmYYaEEGhyN2Ff9z4z/AiHID2BniF1JUioya1Bri8X5y07D0ddR/Hk4SdHfI6bam/ChpUbRt0mIiKiRIRhwN3VGZ7noykuABlpuKucomKzt0f4UVhRiZySUvz93V34zKWXQlVHPwdIzcrVKJs7H22HD6Js7nz2EiEiIiIiIjoJDEWmsGS9RISIH7LK6rDA6rAAsJ30cwph9ooI+nX4+v14+cXXcPqpZ8AISdD8OoJ+De8+ewyensCQY21ZFpTPzYMRGggbQlrsuh4tiwYNAtE6Q8944j58vTmFZxugDA5sLPE9YBSLgqAvhNYjfUOO/cQ/LsTCM8phUVMbfIzEWWjHA433YnPzJiBmfvPNzXdAKglgQ3Xy8EE3dBxzHYvrAfJR90fwaJ4hdRVJwdz8uVhcuBiLixZjSdESLCxYCBUqtm7diksWXwJVVVHprMSmuk1Jn5OBCBHR1Ofq7IDPNfTfyoisvHw4i4pHfb7Y4a56WpqjwUdvy3GEtGDS4xINd1UwoxIF5RVQ7UOH6NM0DZI89vmKJEnCuquvx8v33o11V1/PXiJEREREREQngaHIFJWuuSAkSTKHtrIqUB0SrLkGyufkRb8N2bC3K2EgAgABbwgrPjFzxLlFIkNShTQDoaAe12NjcG+N2EAlrixo9uLQgzr6unxoOTj0xsrMRQXILXGYPVBigoxITxPFEhNmqPKQenG9UkY51JcQAo/+z05AEoCIqSsJ7Pv7cSxZVzHCTyD1tuzZkjSEiJRvWLkBmq7hUO+hgeGvuvfjQM8B+EK+IcdZZSsWFCzA4iIzAFlcuBjzC+bDpgwN5jQtfjLsSOCRqE0MRIiIpr6QpuGB730H3r7epHWy8grw1U1/gCWmN0ai4a56WprR3dI87HBXsmJBfvmMaG+P0Qx3NR5qVtTihjvumpDnIiIiIiIimsoYikxREzUXxFikKqiRJAmKRYJikWFznNwlHAkhEg0xFvSF8Il/XDih38Yc6N0z6DmFlJYJ6YcLRCI21W3Cwx8/jN5AL0LG0DlpHBYHFhUuivYAWVy4GHPy50CVRz9syGCJghEGIkRE04NiscBZXAKvqy/x8FWSBFtWFt5/8Xn0trac1HBXBTMqkVtSClmZ2F6aRERERERENH4YikxRiirj4q/PRl97d9I6+eVFY5oL4mRlYlAz2iHGJoIQAs88tAMCVkgY+nMRMPDMQzuw8ccXn3RQI4SAX/fDq3nNR8iLfq0f3pC53a/1Y1v9Nmxv3j6q83X6OgEATqsTSwqXmCFIuBdIjbMGipz6m0mRAGRz3WZsrN3IQISIaIoQhgEtGIDm90MLBKAF/OH1gWXFgkVoO3wwyQkEelqa8cq99wzZNdbhroiIiIiIiGjqYSgyRYU0DU/+7y1jHlpiPMVO2p3MWCftPhnpGmIsmS2774G3twxZSHxTRoIMb28Qt7/1P/js/EvRH+qPBhi+kM9cjymLBBzRwCO8Hlkawkhp+yVI+PvVf5/QnjUbVm5gGEJElAaGoUPzhwOLaFgxsB1KEGgEI8FGIIBQbNARVy+AUPDkZwkrqJiJwoqZaR3uioiIiIiIiDJT2kORzZs342c/+xlaWlqwdOlS3HnnnVi3bl3Cuo8//jjuuusu1NXVIRAIYOnSpfjRj36Eiy66KFrn3nvvxQ033DDkWJ/PB/s0+gbgaIaWcBYXQ7FM7CXgLLTDWZgZP4dM6bliCAO/2PkL/Gnfn5C9PB8OLSdpXZ/qRv/BPjx48M8pe36HxYEsSxay1WxkqVnIsmQhS81Ca38rDvUeGvV5NtZu5I0mIho3qZ5YezrQQ6GY0CJJYJEg0IgLOyLbfl9cHV1L/gWHVFJtdqh2O1SbzVy32aHabbDY7Ah6vWja/+GQYy7/jx9izupTJqR9RERERERENPmkNRR5+OGH8e1vfxubN2/GWWedhbvvvhsXX3wx9u3bh+rq6iH1X3/9dVxwwQX4yU9+gvz8fPzxj3/EZz/7WezYsQOrVq2K1svNzcXHH38cd+x0CkQAc96Ns6+6Fo/d/sPEFYTAaf9w5cQ2Cpl1Uyt2iLGXGl7EC8e2RfddOOsCnFd9fsqGGAvoATS7m9HobhzyaPY0QzPMm0v9tl7023pHdc55+fOiAUZcqBEJNmLKstVsOCwOczum3GFxQJaSv77RzCkCcD4Poqkok35fn+jE2pOBHtIS9LgIhxSRIMIfE1AMux2ICT380END53lKOUkKhxU2qHY7rDY7LHb7QIARLk+8nWifIxqCWKy2YcN2IQQe+M+b0X70MIRhQJJllM6ei9mr1o7/6yYiIiIiIqJJK62hyB133IEbb7wRX/nKVwAAd955J/72t7/hrrvuwu233z6k/p133hm3/ZOf/ARPPfUUnnnmmbhQRJIklJeXj2vbJ4OalatRNnd+9GbBYE//4idQLBY4nLlw5OaZS2cuHLm5MeuDy/NO+IZTpt3UGjzE2DkYmPfCv/tlPIeXx9SevkAfmtxNCYOPdm87RNIuKYAMGQZGP5zVRIUQG1ZugOHy4eHd9yets37VtRMaiGTSjdqITGtTprWHJp9M+32dzt6PQgjomgYt4IfP40GwrwdtRw5B6KGhvSr8sWFGksBiUM8MQ9dT3ubBJFlO0uMiwXZsYGFLvm0JBxoW1Zq2XoKDvwAiDANnX3Utey0SERERERHRsNIWigSDQezatQu33HJLXPmFF16IN998c1TnMAwDbrcbhYWFceUejwc1NTXQdR21tbX4r//6r7jQZLBAIIBAYGD8apfLBQDQNA3aBA0PMV5O/8I1eOp/fzykXFYsMPQQ9FAInp5ueHqST8g+mGq3w+HMg8PphD0cmNhznAPhiTMXdmcuVIcDut8XfW+FEMgpLB72plZOYREMISbkfRdCwOcQEH0CEobeQBEQ8DmMaHsMYaDd244mTxOaPGb4EVlvcjfBrQ2dsD1WliULM3NmYqZzprnMmYkqZxVm5sxEWVYZ/rj3j/i/d+6BPZh8UnK/Vcf1p34NNy65cULeo5CmQbpvFz7XNyNpHenDXfCt8Y7bjdHI69Q0bZQ3avPxT3feM2HfFs+0NmVaezJF7HVEI8u039dA8n/PAABC4JTLroCruwuh2GGgInNXRAOJ+Mm7B+oO2h5URwyag6nhuUdT/vpkxWL2jogNICLb9kHb4f2WmHqxPS4sg45XLJZxCwpCE9EbZRgVS5ajdPY8tB89hNLZ81CxZHlG/3fO30WUCryOKBV4HVEqTLfraLq8TiKi6SBtoUhnZyd0XUdZWVlceVlZGVpbW0d1jl/84hfo7+/HVVddFS1btGgR7r33Xixfvhwulwu/+tWvcNZZZ2HPnj2YP39+wvPcfvvtuO2224aUv/DCC8jKyhrDq8o8QgjYCosR6Okyb2xJEmwFRZh50T9A6Dr0gA96wA/d74cRCJjrAX+43Nw2omV+QAjzZpHfD1dH26jacPfj90O22qDY7YAkJb7BZjYWfsWCB+/8GSRZBiTZvIkjm8tomSyFlzIgSZASlckyJEkGZHM/4o43z/dq8DXsrzqAC1vLEjZHgoS/VR3A0w9fCBkyeowehDD8zZ8cKQeFcqH5UAoH1uVCZEvZZvjihvkA0BX+HwBU6OX4wps1UALJvzWs2xRUlJZja+PWEd/3VBBCQFeG/zWhKxb87YUXxv2budu2bcuo9kRkWpsyrT2ZZtu2bSNXShOt32P+nk3CYrfDkpV8zqFUU2rmAUeTzCskBJSqOXju6acgdB3CMCAMfWBd183thOvxdWHoEHq4LG49/lgjFIKkWCD0xL+Hn71jaA/TlJNlyBYVssUCyWKBrKiQ1PDSYoFssUC2DKxLkbpK4vLoumKBpCQPxAEgFH7E0QBofsDjB5C8d9hUZ5m9AGpXJyyzF+D5559Pd3NGJZN/F9HkweuIUoHXEaXCdLmOvF5vuptAREQpkvaJ1gfflBNCjOpG3YMPPogf/ehHeOqpp1BaWhotP/3003H66adHt8866yysXr0av/nNb/DrX/864bluvfVW3HzzzdFtl8uFqqoqXHjhhcjNzR3rS8o49VUVA9+uFQKf/spG1KxI3nMmGWEYCPp88Ln74HO74HO74Xe74HO74Pe44XP1wed2w+dxRcsD/f0AACMYgBEMjPAMgOvQR2Nu14mqAjATpdFhrWJ7iwgIhBSB5YfzEKo3EFIENCUPhgWw2bOQk5WL3JxCFOQUochZipK8cpTnVSA7Oy9umBGLzQbVajMDmREIIeB+53W0J7sJCWBGxWxccumlE3ozO+76SeBEr6fR0jQN27ZtwwUXXABVVcetPcIwYBg6DN2AEb4Ra+g6jPCNWSNyYzZcZuh6tLwcl+LvD96b9Nyrz7sIZdWVZjgHCZAQtz7w85QgDdoXV8+sbNaMHCNJ0XVJMvdX2xW88se7U/4eTWaDr6NME9I03Pvtr01YDx8hBEKBgPm7O/w73Fx3R8skvweqwwHN50t4jpbXXzjpdowHRbUm7kkRu223JexVoUbnw0jcM0M3jIy+jqa1L3813S0YlUz/XUSTA68jSgVeR5QK0+06iowqQkREk1/aQpHi4mIoijKkV0h7e/uQ3iODPfzww7jxxhvxyCOP4Pzzzx+2rizLOOWUU3Dw4MGkdWw2G2w225ByVVWnxD/sc1efgrK589F2+CDK5s7H3NWnnPBNdavNhpz8/FHV1TQNzz37LD657mxoPi98bhee+uBR7N71CpbUDw2bjhf5UFU+D/Ny58TcnA7B0HWEdA2aFoQWCkALaQjpGkIhDXp4v1nPCH/r2AAMAQhANgBJSFBE4tebaNisSLmqS5jRbU/y6jwAPPCiAV4AjSO8FxZrsollIzfoHFDtNuSXzxg2FKlasgwf//1VQABCGBCGACAgDAERXka3hQEIARHzGNg2Bs4RVx5+hOegEYYBIQxk5eUnvFnrcObiyM4dOLJrR/gciD4/EPOcQPQ5zNWYcsMwgykRLkfMeYSAYRhob2vD1r27IEkShGHA6nAgmOBGrWqz4a1HHsCbD983EGhErqXwN9ONcJBh6ANhh2EYyXswpcBbjzwwbuceM0nCS//fZjhycmDLNh/27OzwMge27OzwMnbdXI406fFkkKm/1y2jmjOjBHaHI+GXCYI+H/weF3wuF3yRoCMcTpthtRt+dzi4drvgd7sR0oIpa7+sKFAsKhSLBYqqmg+LxSxTzV4RlmTrqgrFkmR9UH1JsWD7A39Ab2tL9EsURTNr8IX//DGsdjPgkOXhe1ycjMiQCZl6HdHkwWuIUoHXEaUCryNKhelyHU2H10hENF2kLRSxWq1Ys2YNtm3bhssvvzxavm3bNlx22WVJj3vwwQfx5S9/GQ8++CA+85nPjPg8QgjU1dVh+fLlKWn3ZCRJEtZdfT1evvdurLv6+gm9qSnJMrLy8qEWl2DLni242/84sAQo7bWhsM8KGRIMCHTnBfHCqe2A1I65eW0ochShN9CL3kAv+gJ9COgj9zJJxml1It+ajwJrPvKsechX89DY14D9nXshCUA2JJy/sxT5bjXaHld2CDsX9kA1JFh0GZ8sW4dTi9fGjDU/MN685vfFT7QbM7FuRCgYQCgYgO8khzfZ9dyTJ3V8qvncLnzw8t8m5Lnqj48UPQFaIID2o4dT+ryyokCWFUiyDFlRICkK5PB6dJ+iIBQMwN3ZMeT4vLJyWO2OkcMhERskIdqDKS5sit03QuCkh0II+hJ07xYCnu5OeLo7x/xeKBZL4iAlKxv2SMgSXo8rz8qBLStrVD2mJkqmTUY/eMLoIYRAXmk5XvzdJjPoCAcgkd4dRpIhpUaiWCzRuaEcOU7YnfHzQ9myc7Djib+gr20ghCiunoUvfO/HsFit0SBkIn+2qqoOTKwtBM699gbkFBSOcBQRERERERERkSmtw2fdfPPNuO6667B27VqcccYZuOeee9DQ0IANGzYAMIe1am5uxp/+9CcAZiDypS99Cb/61a9w+umnR3uZOBwO5OXlAQBuu+02nH766Zg/fz5cLhd+/etfo66uDps2bUrPi8wQz4u3sXnl3xEQK7EBtRPynJqhoVPvxGtNr+GRQ4/gzeNvmjsk4L0FvbjwXbNHkAwJ7y3oRaTTxuG+wzjcN/TGtkW2IN+Wj3xbPvJsedH1IWX2gfVcay4scuLLfMueLdhUZ14XOxf1xLXnnSXdOF5ihho31d6EDSs3jPn1C8NAKBgcCEtiJu7VAn4Ew3OzhOICFj+6jzfh2J73hpyvbM48ZOXlR4dIkqLDJkmQYudOid0XXZfDwzTJkMJLRJfhOrI5TJMkR85p3uSMLPe99hL6+3qjc9Nk5xdg+acugizL0aGdojdGEwzpJEXPNTBE1ODhoqLPLYWHjoIEwzDwwQcfYMWKFXHDBr316J/R19EebU9+aTnO/dKNUMJj88uyHA0sZMVcjwQZUnTdnGMmdl/sMVJkXpvR/LyFwAP/eTPajx6GMAxIsozS2XPxxf++Iy29KxK1p7h6Fi791r8j4O1HoL8f/n4PAv0e+Pv7Eej3RMv84fVAzLoQBvRQCN6+3mGHeEpKkmDLyoItywxM7DnZZlgS0xMleU+VnJROCj+6yegL8NVNfzip5w1pmtlbw+OOWbrDoUZ43eMKL93DhjQAcOCt7cPut1htcDhzB4KNHOdA4JGkTLUP7XkyWE5+QVwIcc4//hOy8wvG9makUM3K1XG9H2tWrk5bW4iIiIiIiIho8klrKLJ+/Xp0dXXhxz/+MVpaWrBs2TJs3boVNTU1AICWlhY0NDRE6999990IhUK46aabcNNNN0XLr7/+etx7770AgN7eXnzta19Da2sr8vLysGrVKrz++us49dRTJ/S1ZZLYm/+R5Ync5E+m19+LY65jONp3FEddR3Gs7xiOuY6h0dWIkAgBrw895nixH515ART32dCZF8Dx4qGTC285fwvy7QOhR5YlK6U3lyPvwaa6TUnbc6KBCGAGAKrdDtWebAiuxDLt5npE9ZLlA99iFwKf3vAtzKpdM+7Pq2ka6r1BLDn3vLjuytl5+XHtOe/LGyakPckM/qa/MAycfdW1afuZJWrPOddcj8KKmWM+V2R4poDXA78nHKR4+xHwhEMTb79Z7g0HKeF1f78HAY/HHKZJiHDQ0g9XR9uY22Cx2qK9U0Yz5FdsuWp3xJ1LGdVQVcVQLJa41x8dkiom5DDn4HDFzcUR6b2h+RPPxXEiqpauQHF1DRw5ufHBh3NgW7UOHQYyFTIthEhn70ciIiIiIiIimvzSPtH6xo0bsXHjxoT7IkFHxKuvvjri+X75y1/il7/8ZQpaNjXEBiIRJxKMaIaGJndTNPA42ncUx1zHcKzvGHoCPUmPU6FiTsEcGMLAwd6YeV0kYNfCXpy2twC7FvZi8NQeN9XehLMqzxp1+05UbDAyuD0nE4icjEy7uR6RaTdGM609mdimVLVHivbyyEJucemYjw8FgwMhSUzvk0ho4vcm76kS8PaHzxGAJxiAp6d77O2XZdiysqFDwkNvvQKH0wmL1ZZ8HhkhEAoE8X/fvSkachi6PubnBczeWPacHLN3Ro4Tjtxc2HPMQMNcOuHIGQg57DlOPPm/P0b7sSNxoeiVP/jvtAZsmRZC1KyoxQ133JXuZhARERERERHRJJT2UITGT6JAJCJZMNLj74mGHbE9P5rcTWavjyTKs8sxK3cWZufNxqzcWZiVNwtVWVXY+epOXHrxpVBVdUh7Wor9ePLcliHnmugwIjYYibQnXYFIRKbdXAcy78ZoprUnE9uUKe2xWK2wWK0nNOSSYegIen2DApWYIb/CvVQiPVYG914x9BCEYcDvcQMA2j2uUT1vV1P90NehWmHPDYcbTifsObmDlmboEQ05cnJPaC6Vs9dfl3mhKEMIIiIiIiIiIpoiGIpMUcMFIhGb6jbhvfb3UJZVFu0B0hvoTVrfYXGYgUck/Mgz12tya5ClZg2pr2kaZGngZmBs+JBMusKIyHNurtuMjbUb0xqIAJlzM3uwTLsxmmntATKvTZnWnrGSZcXsaZGTM+ZjhRAIBQPw93vQ39uLV196CatWLEfI70PA24/WQwew/41XhxxXe9GlmLl46ZAeHaptbEPhnahMDEWJiIiIiIiIiKYKhiJT0GgCkYi3jr81pGxG9oxob49Iz4/ZebNRmlUaF3KciOGCkXT3ztiwckPaw5BYk/1mNlG6SZIE1WaHarPD7syDo7Qcc1afEp2bRgiB7pbmIfP3fOqGr6c1iMzUUJSIiIiIiIiIaCpgKDIFba7bPOZjfnbOzzArbxaqndUJe32kUqJgJN2BCBFNP5k6fw/AUJSIiIiIiIiIaLyc3Nf+KSNtrE08cX0yN9XehE/P/jQWFS4a90AkYsPKDbip9iZIkBiIEFHaRIaqAsChqoiIiIiIiIiIpgGGIlNQJHAYjXQGEhtWbsD717/PQISI0iYyVFVhZRWHqiIiIiIiIiIimgY4fNYUlcmTmhMRZRIOVUVERERERERENH2wp8gUNlyPEQYiRERERERERERERDTdMBSZ4hIFIwxEiIiIiIiIiIiIiGg64vBZ00AkANlctxkbazcyECEiIiIiIiKaBnRD4J2j3Wh3+1HqtOPU2YVQZOmk9kX27zjajV2dEoqOduOMeaWjPpaIiCjdGIpMExtWbmAYQkRERERERDSC8QwSUn3e4fb99cMW3PbMPrT0+aNtmJFnxw8/uwQATmjfp5fNGHReBX86uHPUxxIREWUChiJERERERERENOlM3iAhNecdad837n8PYtB71trnx4b730v4fo607xv3v4evnTMb97x+dMzn/cb97+Gua1czGCEioozAUISIiIiIiIiIMlKyAGO8QoZMChJO5jnzstQhzwcgYdlo90kAfrd96OsY7bG3PbMPFywp51BaRESUdgxFiIiIiIiIiCjjJAs+PrdyRspDhkwMEk5mX69XG6bWiREAxHBPPsKxLX1+vHO0G2fMLUpls4iIiMaMoQgRERERERERZZS/ftiStNfG3a8fTXjMVAsSpqJ2t3/kSkREROOMoQgRERERERERZQzdEPjR03vH3LtiMqpAJwokd8J9JegFAHQgf0z7AMAqNAQlNWPOCwA9wolSpz3hPiIioonEUGQaGG4SOSIiIiIiIppaMukzYEg30OvT0OsNoteroccbux6M7uvp16LrXZ4ggrqR8rYMF0AAEx8klKAXd1t/CZsUGrbdJ0IIQBqHH/nJnDcAFZbCTwLg8FlERJReDEWmuOEmn/v0shlpa1cm/ZFOREREREQ0VYzXZ0DDEHD7Q9Ego8cbTBp09EX292twB1J/w/9EeleMJoDIxCDhRI3X853MeW3QAF83UFCdugYRERGdAIYiU9hwY7B+4/73cNe1q9MSjGRiUMOQhoiIiIho8pvuf9eP5jPgRUvL4QmE0B0A9h53wRMUiQOOcLDRFxN0GCcxdlWu3YL8LCsKslTkZ1mRn6WiIMuKPIeKgiwVBdmRdSuOdnrwvw+/lDD4GM/eFZkYJBAREVHqMRSZonRD4LZn9iUdg1UCcNsz+3DBkvIJ/ZCQiUENQxoiIiIioskvE/+uPxkh3UAgZMCv6QiE4tejZZoOf3jp1XT8/G8fDzsPx8YH3oMsASEDACzAe2+PuV1ZVmUgzMgOBxzhMCM/HHiYwcfAvjyHCosij/o5luW4cLH9X82eBUREREQpxlBkinrnaHfch4HBBICWPj++9dBuzCrKhs0iw2qRw0slZj12qcAWsx0pi9SxyBKkYb4CoxsCW55+DUukzoT7JQBbnnbjgiXrJywAePWdXfjtE2+hEEBhzFNKLuC3D+yH/fIz8IlT10xIWyKm2oc5IiIiIqLxNl5fvhJCIKgb8GsGAiEdgfAydtsfLU8QWsTU9Q+qExtoBGKWkf2hE+iWUYFOVA8zZ0aPcOK4KAYAKJJAUY7dDDiyzN4a+Q4r8rPDAYdDjevZUZClIi9Lhc2ijLldY6X4uqEwECEiIqJxwlBkimp3+0ecRK5HOPHs+6l7TkmCGZgoMmyqAqsiQfMruOvIm7CpCnIDrXgo8M+w25L/cesPqPjRfXnIKZsNVZagyDIsigRFlmAJPxTFDGCiZYO2FVmCqshx25bweWK3FU8Tzth6EZ4dpj2BrSr0+e9BmaAxTzMxpIlg7xUiIiKiyWuq/S2nGwKeQAj9gRBcPg3/+cSHw/aQ+NdH9uDNw13QdGPEICM20AiEDIiTGDIqVayK+UU0mxr+opoqw25R4payqxGbu/8VdmmYz1tCxTPnPI0LT1+FV7a9gM985lyoauKJxSeUEEDIDwS9QNAD9BxNd4uIiIhoCmMoMkXNlLvwsm3kP4j/e859UAqqo3/wB0IGguFHIKSHl8agpVke1A1o+sAnBCEAv2Z+iwr+yPiuEtr9HgDAUql12EAEAOyShvc+Ooy9+42Tfg9GslQ6iudGaI8NGq7f9Fe0OxfDHv7AYVdl2FUFDlWBTR3Yjt0XWdosChxWBXZLpDy+vk01P9xIkgS9pyHjQhoAQG8j3vzgY9z9+hF0eoLR4uIcK75+zhycuXwhkF81ce0Jy8QP9pnYJiIiIjpxU+Xf9kzoiWwYAv3BEPoDejTM6A+EzPVw+UCZue4JDtTrD+jheuYxfi3+80IFOrF0uC+EBZz401v6Sb2GyJfA7OFgIrK0hT8HxC5jAwz7MEHGwGeCxOewq2bP/NFcd++/44N968iftxY6NWRZLSc2z4UQQCgABPvN8ELzDqwHw+taf7hs0CNpeTgIEeP/GZCIiIgIYCgyZdUW6VCGCUQA8w/iH51fDqVy6Qk/j2GY3ckDmoGAbn7bKrLtDQTx+vY3sHrNWghDR8cBN/DByOf8fE0Qny3QIYwQDMOAYRjQDR3C0GEYBkS4zAiXCcOAIczySB0II2apA+E6MAwIYR4zw2gb1Wu0eFvQ5nGiH3YEoMIc6Ct1JAmwWxQsk4/gkRF+ZjZo+OmTb8JeFYDDKsNhtSBLNYMXh1WJrmdZlbh9keBlzHobof96Nc40gjjTbMAADcBLgP6KFcq/vDdxwUgmhjSZ2CYiIiI6KZkQJKTCiQ4rZRgCXk2PCyWiYUYwFF33BHR4o2X6QNAxKODwaScXSCSjKhKqlW48J438hbAf1tyLmTULk4cQg8KI6DL8RSarcoJ/U0+QpZW5o6unfQDx4XHUdO6AvKMe0P1DA4pg/0CvjWh5/8SEFxY7YLEB/r7xfR4iIiKathiKTFHKKP9YV97eBNjzASMEGBqgh5dGaNB6eBm7rmuQjRDshga7Hhp0jhCEoWGtEQKOjK3tN7beBrSO/TWPiRx+jMLvrXdE1w3JAs2ShZCShYCShaCcBb+cBZ/kgE9ywAsH+uGAR9jhgR1uw44+3YY+w4o+3Y7ekBXdISu6Qza4DDs0WCAE4NN0eCUjPnRI4vUDndj78YGxvVwJcMSFJxZzXY0EKLHrluj6DN/HuNQIDntuxQiio/04ZEspLIr5YTEyVFnKPzRmaEiTiW2Ctwu6ENjb7EK3N4jCLCuWVuaavxuyihjSEBHRuJkKvSvGa36KVNINgWAglHT4J7+mwxfU8avHXsYSqSfpef7noW78sWouvEEjLtDwavq4DBulyBKyrQpybBZkhx85NguyhpQpSfcP1DN7Zr//zmuj6iHxxWVOrDh1fupf1GBCmJ+NQoHwwx9+BOKXejBxecgPhJLtS36sEkjeUyaWsu0/AQC1ANB4Eq/TYges2YCabS6t2YA1C7DmhMtj1iPlalZ4Oydclj2oPBuQFeB4HXDPuSfROMpIFpv5WYSIiCjNGIpMdx88Mm6nPuGPvvZ8848lSY55SIO2Bz9G2j+0jvB7IDW9PWJzhMUOKWR+Q1AWIdg0F2yaC9kn+vpkANbwuRUrhJoDw5oNXwiAd+TD/6Pkbfiz6hEwJPh1ObyU4As//CHAp0vwhsxyHQpCkKGHFIRCCvR+GSEo0CHDBQU9kf2RpVCi++dJTbh0FEHNP/3xXewVnUPKVcWc38USnudFDQcmkeDE3JZhVQbmfYndpyoyFAk43ixj57P7URU8hK+NIqT527t74Sk054+Rw3PLyNLAvDOyLEGRJMgyzPllZECWzDbIMgbqhY+JPmK2I+eV+trhGEWb9P5OKBMRRPQ2Ar9dY34wBrAiUR2LDfjnXQxGiIgo5aZC7wrdELjtmX1J56eQANz2zD5csKQciizBMMSw81JEAoqEc1bETLQdOxm3f9AE3v6YCb59mg5/UIH+1rYRX0sFOs0hdYeb00+o+NTRX+A4ihPulyUg2zoQQgwOM7JtSsz+oWGGuU+Jbp9wD+ZhjLqHhL0NaHx3ULgQSB48REONJMHGcMdm8lBQJYthZBejrceDsplzINtyhgkpRggvKDUUK7D+fiCnLL7cEx7dYHD5SPsAM1izWBPvS9F5tVAIf//733HWWWdBtVhGPpZfziIiogzBUGS6W/mPQF4lIKuAYgFkS3hdNf/Ija6H9ynqqOtqhoQXX3kN5194EVSbA2jbD/zhgpHb9KWngIracX/p0ii/fSR9+W9A+fKB7uIBDxB0h5cJtoP9QMAdsy9BnXDIIulBSHo3ZH83nKNs9zmuZwDXKCoq4ccE+J31F+gXDgRhgQYLAlChCQVBqNCEBUE9/BAqNFii9YJQERTx2xoUBML1fOFyAyr2th+CS2qPBkrD+c3LB/ChGJ8hGgYz56YZud63HtqN/kJz/Ga7qpjDn6kDPXMcqmzuC/faifbsiRkSLTKXjaoM0wvH22V+GB9OKGDW4wcSIiJKoUzpXaHpkSBiIJCIBA2RdV8kqIip5wuv13f3Q+prGn5+ij4nlv3wr9ANIKin4+Z3/N8BqiKF56aIDPlkDgNV6WuB3T9yD4ovrczBglVro+FGbI8Mu3qSIYYQZk/zkA/w+82lNmgZCgCaz/wbOekyybGaH4q/d1RNUR7/6om/jpMhqwNDQg1Z2pKUh5fKMPsGH9tTDzx6w8jtuXwL9JKleGfrVlxyySWQM2Gi9YmULIAAJiRISGiyhgWahr6sZmDGSmC6XUdERDSpMRSZ7k77+vgFEJqGoJoLOArMP5CG+yMw08kKYM81H6mga0NDk5Y9wNZ/HfnYxZ8ND3mmDwxpZoRSvz2GUKFC6k71VCsn5VnbD2BAggEZBhQYktkTRg/3iDEgh9cj5Qp0SGYPGTGwLwQFISEhJML7hRIuHzjWOZruPQBO7X4Ox7t3RHvhhKCgHwp6w88ZCrcjhNj1cN1w753ItpAtUC0qZNUK1aLCarXCoqqwqlbMEQ24dRTteb+pDxa4kGOzIMc+MPzEdDMVhnghoqlvMvyu0g2BLU+/hiXS0J6jgPlnwuanXFg843PQdBEfVmg6/CFzqKeBXhNDwwqzt0R8qOGP6WEROV43Tm7Mp2jvihHmp/hUYGjvCossReehGJhceyCoGDxBd+xyaH0F9vB2dKnKUGDgzddfw8UXnY8chw02i5L0enj/HQPYOvJr/lSpGwtyGs0AwusH+kYKKMYYXGRKrwlHEWDLGSFkGC6cGFw+imBDsQHyKMftPVnSFPpbLqvIfA+H+7LPifSuiJx7MgYQRERElDIMRYjSQVHNsMhREF82Guu+OyE9aSAE9KZdUH5/3ohV9c/+FkphTXhs46C5jDxCATME0gPhMm1o2TDHiFAQnr4u5Dhs0HxuWP2Jb7YMJkNAhg5AR8LxL0ZLQkoCny+pL578SQYLhR/+kSoO5X3m39GCIvQLOzzIgls44JMdCFlyEFJzINQcCJsTsDkhO3Kh2HKhOpzIcajIsSnIsanRITQi3yZ12i3jOjRGSvU24s0PPsbdrx9Bp2dg+LPiHCu+fs4cnLl84cR/WM60uWAytD1J8QYHTUUZ9LtK0w30eIPo82ro8Wro8QbR6w1G1zsbD+OhwD8PP0xTUMWnfhZMOkzTeIgEEfbwZNqR8CG23GGNnXBbgbW9H/ajI/eu+H8XzsCi1eviwg2LcoI3v4UID7vkMwOG2EekzOcFND90vxv+vt0oeu8jKEbADB40b3zd8GP5cL83YyzY/i1g+4k1fcwsDkC1D7O0A6pj+KXFHn9MbxPw9E0jP/d1j0/M39F08vKrzOFe+W8/ERERjQOGIjRxRvNtn4mceC3T2pNpJAmKMrpfEcqM5eP2ATOkaXg53LVfaf8Q+N0nRjxGv+4pKGVLBvWC0c3eL7G9YoQxaFsfqBvdDgGGMWh74HxGTz3kHXeN2CZj0aWQ7fnh47X459W1BL11tLhtEa4jjBCEHqmrQQofJ4vQmN7X05WPEu8QAILhR/+g1yAkeGCHBw54hCO67IID9eFtNxzoF3Z4pSxolhzoag6E1QlhzYbkyINsd8Jiz4Xd4RgaqFjjw5VsmwKnTT35YTsG622E/uvVONMI4kwAiB3+TAPwEqC/YoXyL+9N3AftTJsLJoPbkxTnypleMi20Gw/j9LtKCAGXPxQON4LhcCOyrqE3Zjt26QkM/+/MUunYsIEIYAYJxYoH/dYZow4rbKocrmPuc8TUs8Uc77AqcfUiIcWJ/PuhN/uA341c79ysY1BakoUS3nB5ojJvTM+KmLJRfotDAbAcAJpHrjvqV28vAOzOUQQWDvP3bdLQYhTHjseXJo7Xpf6ck9FU+3yTXzX5f5cTERFRRmIoMlVl4h/EmfZtn0xrTyb+zDKMMsoP0YojH8gpHd/GhMnH64BRhCLyOf92UsGRNGg5hBCAoeP9d1/Bir9eMeL5GpffhKoZM4CAG4bfjZCvD7rPBcPvggi4IQU8kDUPFM0Di+aBDAOyJJALH3LhG/1dFi386AfQM1AcEKoZsETCFTjgFg60w4EjwgxXIvu8kgMhSzZ0NQeG6gTsTkg2JxRHLix2J7Lt1oGxz+3hCV6tkfVwzxUFCOjmzUC9vxOKEUzSYJNiBM16E/Xff6bNBcP2UCbLtNBunIz2d1VH+3F0+fPQ06/F9dzo82no6R8IOiLhRq9PO+HhpSQJyHOoKMiyhpfmen6WFXk9/cCRkc/x/y5bhhWnJpjTLTLvhB4I9yANT2CtB8OTYUd6ksbsDwQBb2yv00THBhIfO3gZcw4l6BvV+6H89d/G+A6OkqSYk1mrjkGPLMBih2Gxo7m9G5U1c80Jsi32ofUjZa7joxue9UtPsgfFVDCWzzfa8CEmERER0VTGUGSqyrQb/hGZ9m2fTGpPJv7MGNRMHpIEKBYsrRrdkCQVp18JVK4CAMgYYf56IcxvtAbc4YfLXAY9Q8qMgAe6tw+63wxYzH1mwGLRPLDo5o0mm6TBBg1Fw0xiO0QkYBk0jYs7ptdKP+zR7eaYwCUSsLy5awdKZTe+N4oht2/fuh9ypR2qIkFVZKiKDKsiw2qRw9tSdN2qyFAt4TJFHqhviewbeo7Y8d91ITCaUcBHW+9kZVp7iOJMgpDMMASCuoFAeK6LQMicG6PfH8RRN/DWkS7oQjYn+g4N1InU92sGQk0f4ZZRPNc//fFd7BWjG1pSggEVOhzQ4FQFShwSiuxAkQMosEkosAnk24A8q0CeasBpFcixCORYdORYDDhkA7IRO9zlwLphH0W3BQDL3/wm8JY0KJQIr082RfPCfysNE0okCDXMcnuCsnC9EYZU1TUN723divLRTJA9XXpQ8G/WAZn0+YaIiIgoQzEUmcr4B/Hkk2k/s0wLajLxA2+GtWnUvWnGMnSFJAHWLPPhTDJhZZgcfiS9RaOHBoUp4UfQPaRMBNwI+VwwfC4YARfgd0MKDgQskSHDnJIPzrH0Xhml7zd/A0aTBAORhxx+SDHLweXhbTFQJwgZ/nC5gAQ9XC4gwZAUADJsUgBLRtGmvb/fgICSg8iLFZCiw5CI2DdAkuLrQIKQzBIRO1GOJMUcJ0WLrZoLa0fRnn33/StgzzczOQmQIMxrQBLmA4AcKZfMa0OSRPidMOtFjpFijpcgIEnRlkMOeoYP7sLE09+EZMsNn0weWGK4bWmE/QPbihBY2dQE5bltgGJJUD/2GIxLG5LWT3qMNMpznkD9VLT7BF6nHu4hMhLN64LW24ZgMISgFkJA0xDUQgiGNGiaWRbUNGih0MBDM5chLQRNDyEUCiGkm9shXUcoFIKuh6DrOnQ9hFBID28bMPQQDCMEPWRAiBAkCCjh//JlGHHrb+x/Hor5WwAKDCiSEVc/BwZK0Duqv9T/n/oHGLINDjkEu6zDJumwShqs0GGBBovQoBghyEZw6FCLkeESXaN4Q0cw2pk0pN76UZ7QEp7Y2hqztCYoC09wrViTLGPqKerQskTn6DoMPPzFkdv4hd+zd0WmyLS/WYmIiIgoozEUIaLhZVJQk4kfeDOtTRkW0gyhWABHvvkYgYRhwhUhzOFUAp6BnivRgGVome7rQ0v9IZTkOeDvaUGe5/ComiuHb+Cb9FEdE238OFhhfAQY43PuE7Hcvwvwp7sVA6TW98f1/DKAWQAwunmLaZyMtneSev9noQLIGs/GJDLBf12vksO/zwyM/feDbAkHDWo4NLDGBAfqQAgRWY8rj3lYrIC3B9j9p5Gf89JfAqVLRw405DT2QxupJ9Jkkul/F6RSJv3NSkREREQZjaEIEU0umfiBN5PaFBPSTOkJiCVpYJiRnJIRqxuahl1bt+KSSy5BTvuHwO8+MeIx+rVPQilfak5qL4yYh26GMpHtuP2RdTFknzB0hHQduq6b3zwPmd8uD+khtB7di5X77xixTe/UfA3O8tnm+WHOkRJZhxAQiN8GRPj/YmA7clyCupF6ga5GnNL60Ijtea3oKhi5M6ELCboAdAPmMnbdEAiF94cMwBBAyBDROiEDCImBZeS4kCHC+wXKjHZ8T/3ziO35iXYNmkVJuC8Own13EN2WJfOOsdlTRUSX0qDtROVJ60rmezeWc45Yd1TnRNzrHLFu9LUbQ46Ne4/ijh3Yl/BYaZSvBwOvJ1FZ9D2WTmyei9EwhNlLS0gDvbsEZBhSuFWSDCEpEJIEISkxPX9kQFLMh2yuS7IMSVYAWYEkmeuyrEBSwsvwthzelmXZvMEvKTAANB9vReXMKsiKGj5n5DkG6kGSYPR3QX7/wZFf2ye/D7l4/kA4MTiwSFqupjZ4OF43ulCkYjV7V0ykTPvyBhERERFRBmAoQkQ01YRDGgXAisp0NybzjHqIsawCIKc0Zc8b6fmSqPdLceVcYBShyJoL/xFKeC6Y8aQ37wZ+N3IocvbnN05Ie95/5zVg68ihyCc+fQUWrloHIBL/mETMhojsiSsbvm6kLBQK4aWXX8anPvlJWFQ1HC7FHxNruHMNfV4xpDz+vDH7E5wj4WvEoNxrmP0RxijrDjzv0HYna3vy1x5zrkhAJ8zhpCAMCAFI4bBRQEfHgXfx2fe+gpHs+NTDWHHqp2BVLVAUedTDO42nscwFIR+vA0YRisjzL2DIkGpTrXdFJn15g4iIiIgoAzAUISIiSrNxmQvmJGRae5ZW5o6q3mlziqDk2MatHZqmodAGVOQ7oI40uTGNG93ZA7w3cr21c8ug2EczGw2lxFQKEti7goiIiIhoSmMoQkRE00sm3rjLtDZlWHuU7GLoshWKEUxaR5etULKLJ6Q9lF6ZFtqNmwz773BEUy1IYO8KIiIiIqIpi6EIERFNL5l44y7T5oLJwPYo//Ie3vzgY9z9+hF0egbCkeIcK75+zhycuXwhb2BOF5MtLDhRmfi7aiQMEoiIiIiIaBJgKEJERNNPJt64y7S5YDKwPWeuq8JpZwm8c7Qb7W4/Sp12nDq7EIo8yXsE0NhkWmg3njLxdxUREREREdEkx1CEiIiIJg1FlnDG3EneA4BOXqaFdkRERERERDRpyOluABERERERERERERER0URgKEJERERERERERERERNMCQxEiIiIiIiIiIiIiIpoWGIoQEREREREREREREdG0wFCEiIiIiIiIiIiIiIimBYYiREREREREREREREQ0LTAUISIiIiIiIiIiIiKiaYGhCBERERERERERERERTQsMRYiIiIiIiIiIiIiIaFpgKEJERERERERERERERNNC2kORzZs3Y/bs2bDb7VizZg22b98+bP3XXnsNa9asgd1ux5w5c7Bly5YhdR577DEsWbIENpsNS5YswRNPPDFezSciIiIiIiIiIiIiokkiraHIww8/jG9/+9v4z//8T+zevRvr1q3DxRdfjIaGhoT1jx49iksuuQTr1q3D7t278b3vfQ//8i//gsceeyxa56233sL69etx3XXXYc+ePbjuuutw1VVXYceOHRP1soiIiIiIiIiIiIiIKAOlNRS54447cOONN+IrX/kKFi9ejDvvvBNVVVW46667EtbfsmULqqurceedd2Lx4sX4yle+gi9/+cv4+c9/Hq1z55134oILLsCtt96KRYsW4dZbb8V5552HO++8c4JeFRERERERERERERERZSJLup44GAxi165duOWWW+LKL7zwQrz55psJj3nrrbdw4YUXxpVddNFF+P3vfw9N06CqKt566y185zvfGVJnuFAkEAggEAhEt10uFwBA0zRomjaWl0UxIu8d30M6GbyOKBV4HVEq8Dqik8VriFKB1xGlAq8jSoXpdh1Nl9dJRDQdpC0U6ezshK7rKCsriysvKytDa2trwmNaW1sT1g+FQujs7MSMGTOS1kl2TgC4/fbbcdtttw0pf+GFF5CVlTXal0RJbNu2Ld1NoCmA1xGlAq8jSgVeR3SyeA1RKvA6olTgdUSpMF2uI6/Xm+4mEBFRiqQtFImQJCluWwgxpGyk+oPLx3rOW2+9FTfffHN02+VyoaqqChdeeCFyc3NHfhGUkKZp2LZtGy644AKoqpru5tAkxeuIUoHXEaUCryM6WbyGKBV4HVEq8DqiVJhu11FkVBEiIpr80haKFBcXQ1GUIT042tvbh/T0iCgvL09Y32KxoKioaNg6yc4JADabDTabbUi5qqrT4h/28cb3kVKB1xGlAq8jSgVeR3SyeA1RKvA6olTgdUSpMF2uo+nwGomIpou0hSJWqxVr1qzBtm3bcPnll0fLt23bhssuuyzhMWeccQaeeeaZuLIXXngBa9eujf7jdMYZZ2Dbtm1x84q88MILOPPMM0fdtkjvE34L4ORomgav1wuXy8U/HuiE8TqiVOB1RKnA64hOFq8hSgVeR5QKvI4oFabbdRS5RxS5Z0RERJNXWofPuvnmm3Hddddh7dq1OOOMM3DPPfegoaEBGzZsAGAOa9Xc3Iw//elPAIANGzbgt7/9LW6++WZ89atfxVtvvYXf//73ePDBB6Pn/Na3voVzzjkHP/3pT3HZZZfhqaeewosvvog33nhj1O1yu90AgKqqqhS+WiIiIiIiIiIimszcbjfy8vLS3QwiIjoJaQ1F1q9fj66uLvz4xz9GS0sLli1bhq1bt6KmpgYA0NLSgoaGhmj92bNnY+vWrfjOd76DTZs2oaKiAr/+9a/xhS98IVrnzDPPxEMPPYTvf//7+MEPfoC5c+fi4YcfxmmnnTbqdlVUVKCxsRFOp3PYuUhoeJG5WRobGzk3C50wXkeUCryOKBV4HdHJ4jVEqcDriFKB1xGlwnS7joQQcLvdqKioSHdTiIjoJEmC/f5onLhcLuTl5aGvr29a/IFE44PXEaUCryNKBV5HdLJ4DVEq8DqiVOB1RKnA64iIiCYrOd0NICIiIiIiIiIiIiIimggMRYiIiIiIiIiIiIiIaFpgKELjxmaz4Yc//CFsNtv/v707j4q63v84/pphgAsoCri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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Colonnes des années (de 2021 à 1876)\n", "year_columns_PACA = df_PACA.columns[3:].map(int)\n", "\n", "# Groupement des données par région\n", "df_PACA_grbyDEP = df_PACA.groupby('DEP')\n", "\n", "# Tracé de l'évolution\n", "plt.figure(figsize=(15, 7))\n", "# Liste des marqueurs\n", "markers = ['o', 's', 'D', '*', '^', 'v', 'p', 'H'] # Ajouter plus si nécessaire\n", "num_markers = len(markers) # Nombre total de marqueurs\n", "\n", "for i, dep in enumerate(df_PACA_grbyDEP.groups.keys()):\n", " yy = df_PACA_grbyDEP.get_group(dep).iloc[:, 3:].sum()\n", " marker = markers[i % num_markers] # Sélectionner un marqueur cycliquement\n", " plt.plot(year_columns_PACA,yy, marker=marker, label=f\"Département {dep} ({dep_PACA[dep]})\")\n", "\n", "# Personnalisation du graphique\n", "plt.xticks(rotation=45) # Incliner les années\n", "plt.grid()\n", "plt.title(\"Évolution de la population par département dans la région PACA\")\n", "plt.xlabel(\"Année\")\n", "plt.ylabel(\"Population\")\n", "plt.legend(title=\"Départements\", loc='upper left', bbox_to_anchor=(1, 1))\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 61, "metadata": { "execution": { "iopub.execute_input": "2026-10-30T13:10:58.801095Z", "iopub.status.busy": "2026-10-30T13:10:58.800871Z", "iopub.status.idle": "2026-10-30T13:10:59.045264Z", "shell.execute_reply": "2026-10-30T13:10:59.044699Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dep_IdF = {\n", " '75': 'Paris',\n", " '77': 'Seine-et-Marne',\n", " '78': 'Yvelines',\n", " '91': 'Essonne',\n", " '92': 'Hauts-de-Seine',\n", " '93': 'Seine-Saint-Denis',\n", " '94': 'Val-de-Marne',\n", " '95': \"Val-d'Oise\"\n", "}\n", "\n", "\n", "\n", "# Colonnes des années (de 2021 à 1876)\n", "year_columns_IdF = df_IdF.columns[3:].map(int)\n", "\n", "# Groupement des données par région\n", "df_IdF_grbyDEP = df_IdF.groupby('DEP')\n", "\n", "# Tracé de l'évolution\n", "plt.figure(figsize=(15, 7))\n", "# Liste des marqueurs\n", "markers = ['o', 's', 'D', '*', '^', 'v', 'p', 'H'] # Ajouter plus si nécessaire\n", "num_markers = len(markers) # Nombre total de marqueurs\n", "\n", "for i, dep in enumerate(df_IdF_grbyDEP.groups.keys()):\n", " yy = df_IdF_grbyDEP.get_group(dep).iloc[:, 3:].sum()\n", " marker = markers[i % num_markers] # Sélectionner un marqueur cycliquement\n", " plt.plot(year_columns_IdF,yy, marker=marker, label=f\"Département {dep} ({dep_IdF[dep]})\")\n", "\n", "# Personnalisation du graphique\n", "plt.xticks(rotation=45) # Incliner les années\n", "plt.grid()\n", "plt.title(\"Évolution de la population par département dans la région Île-de-France\")\n", "plt.xlabel(\"Année\")\n", "plt.ylabel(\"Population\")\n", "plt.legend(title=\"Départements\", loc='upper left', bbox_to_anchor=(1, 1))\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 2 }