{ "cells": [ { "cell_type": "code", "execution_count": 322, "id": "2fee3a54-847b-432f-bda5-3d6a9aa9020c", "metadata": {}, "outputs": [], "source": [ "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "from sklearn.preprocessing import StandardScaler, RobustScaler\n", "from sklearn.cluster import KMeans\n", "from sklearn.mixture import GaussianMixture\n", "from sklearn.metrics import silhouette_score, davies_bouldin_score, pairwise_distances\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn.neighbors import kneighbors_graph\n", "from sklearn.manifold import MDS\n", "\n", "sns.set_style(\"whitegrid\")\n", "pd.set_option(\"display.max_columns\", 200)\n", "pd.set_option(\"display.max_rows\", 200)\n", "\n", "EPS = 1e-9\n", "RANDOM_STATE = 42" ] }, { "cell_type": "code", "execution_count": 323, "id": "1f95b6b6-03b8-4f23-b236-5c71beedea04", "metadata": {}, "outputs": [], "source": [ "PATH_aum = \"s3://projet-bdc-carmignac-g3/paco/AUM_repaired.csv\"\n", "df_aum_repaired = pd.read_csv(PATH_aum, sep=\",\")" ] }, { "cell_type": "code", "execution_count": 324, "id": "cab4432f-d7e5-4c18-ab86-19fe6759eed6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fichiers Flows : ['projet-bdc-data/carmignac/Flows ENSAE V1 -20251027.csv', 'projet-bdc-data/carmignac/Flows ENSAE V2 -20251105.csv']\n", "Fichiers AUM : ['projet-bdc-data/carmignac/AUM ENSAE V1 -20251027.csv', 'projet-bdc-data/carmignac/AUM ENSAE V2 -20251105.csv']\n" ] }, { "data": { "text/html": [ "
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Agreement - CodeCompany - IdCompany - Ultimate Parent IdRegistrar Account - IDRegistrar Account - RegionRegistrarAccount - CountryProduct - Asset TypeProduct - StrategyProduct - Legal StatusProduct - Is Dedie ?Product - FundProduct - Shareclass TypeProduct - Shareclass CurrencyProduct - IsinCentralisation DateQuantity - AUMValue - AUM CCYValue - AUM €
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2003166166200000647FranceFranceDiversifiedPatrimoineFCPNOCarmignac PatrimoineAEURFR00101351032015-12-3135.36822051.240622051.2406
3003166166200000647FranceFranceDiversifiedPatrimoineFCPNOCarmignac PatrimoineAEURFR00101351032016-03-3135.36821626.117321626.1173
4003166166200000647FranceFranceDiversifiedPatrimoineFCPNOCarmignac PatrimoineAEURFR00101351032016-11-3035.36822489.450222489.4502
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" ], "text/plain": [ " Agreement - Code Company - Id Company - Ultimate Parent Id \\\n", "0 003 166 166 \n", "1 003 166 166 \n", "2 003 166 166 \n", "3 003 166 166 \n", "4 003 166 166 \n", "\n", " Registrar Account - ID Registrar Account - Region \\\n", "0 200000647 France \n", "1 200000647 France \n", "2 200000647 France \n", "3 200000647 France \n", "4 200000647 France \n", "\n", " RegistrarAccount - Country Product - Asset Type Product - Strategy \\\n", "0 France Diversified Patrimoine \n", "1 France Diversified Patrimoine \n", "2 France Diversified Patrimoine \n", "3 France Diversified Patrimoine \n", "4 France Diversified Patrimoine \n", "\n", " Product - Legal Status Product - Is Dedie ? Product - Fund \\\n", "0 FCP NO Carmignac Patrimoine \n", "1 FCP NO Carmignac Patrimoine \n", "2 FCP NO Carmignac Patrimoine \n", "3 FCP NO Carmignac Patrimoine \n", "4 FCP NO Carmignac Patrimoine \n", "\n", " Product - Shareclass Type Product - Shareclass Currency Product - Isin \\\n", "0 A EUR FR0010135103 \n", "1 A EUR FR0010135103 \n", "2 A EUR FR0010135103 \n", "3 A EUR FR0010135103 \n", "4 A EUR FR0010135103 \n", "\n", " Centralisation Date Quantity - AUM Value - AUM CCY Value - AUM € \n", "0 2015-03-31 35.368 24648.6666 24648.6666 \n", "1 2015-11-30 35.368 22413.0553 22413.0553 \n", "2 2015-12-31 35.368 22051.2406 22051.2406 \n", "3 2016-03-31 35.368 21626.1173 21626.1173 \n", "4 2016-11-30 35.368 22489.4502 22489.4502 " ] }, "execution_count": 324, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Import des données\n", "\n", "import os\n", "import s3fs\n", "import pandas as pd\n", "\n", "s3_ENDPOINT_URL = \"https://\" + os.environ[\"AWS_S3_ENDPOINT\"]\n", "\n", "fs = s3fs.S3FileSystem(client_kwargs={'endpoint_url': s3_ENDPOINT_URL})\n", "\n", "BUCKET = \"projet-bdc-data\"\n", "carmignac_path = \"projet-bdc-data/carmignac\"\n", "\n", "# Liste des fichiers FLOWS\n", "all_files = fs.ls(carmignac_path)\n", "flows_files = [f for f in all_files if \"Flows\" in f and f.endswith(\".csv\")]\n", "print(\"Fichiers Flows :\", flows_files)\n", "\n", "# Lire tous les fichiers dans un dictionnaire\n", "flows_data = {}\n", "for file_path in flows_files:\n", " with fs.open(file_path, 'r') as f:\n", " df = pd.read_csv(f, sep=';',low_memory=False)\n", " flows_data[os.path.basename(file_path)] = df\n", "\n", "\n", "# Liste des fichiers AUM\n", "all_files = fs.ls(carmignac_path)\n", "aum_files = [f for f in all_files if \"AUM\" in f and f.endswith(\".csv\")]\n", "print(\"Fichiers AUM :\", aum_files)\n", "\n", "# Lire tous les fichiers dans un dictionnaire\n", "aum_data = {}\n", "for file_path in aum_files:\n", " with fs.open(file_path, 'r') as f:\n", " df = pd.read_csv(f, sep=';',low_memory=False)\n", " aum_data[os.path.basename(file_path)] = df\n", "\n", "df = aum_data['AUM ENSAE V2 -20251105.csv']\n", "dg = flows_data['Flows ENSAE V2 -20251105.csv']\n", "\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 325, "id": "232e399b-64dc-4943-9c15-793a268ee896", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Agreement - CodeCompany - IdCompany - Ultimate Parent IdRegistrar Account - IDRegistrar Account - RegionRegistrarAccount - CountryProduct - Asset TypeProduct - StrategyProduct - Legal StatusProduct - Is Dedie ?Product - FundProduct - Shareclass TypeProduct - Shareclass CurrencyProduct - IsinCentralisation DateQuantity - SubscriptionQuantity - RedemptionQuantity - NetFlowsValue Ccy - SubscriptionValue Ccy - RedemptionValue Ccy - NetFlowsValue € - SubscriptionValue € - RedemptionValue € - NetFlows
0003166166200127202FranceFranceEquityInvestissementSICAVNOCarmignac Portfolio InvestissementFEURLU09926258392020-11-051636.000.0001636.000280983.000.00280983.00280983.000.00280983.00
1003166166406533FranceFranceDiversifiedPatrimoineFCPNOCarmignac PatrimoineAEURFR00101351032015-03-09144.690.000144.69099985.130.0099985.1399985.130.0099985.13
2003166166406533FranceFranceEquityInvestissementFCPNOCarmignac InvestissementAEURFR00101489812016-10-260.00-8.321-8.3210.00-9384.76-9384.760.00-9384.76-9384.76
3003166166406533FranceFranceEquityInvestissementFCPNOCarmignac InvestissementAEURFR00101489812018-10-180.00-22.083-22.0830.00-25227.40-25227.400.00-25227.40-25227.40
4003166166406533FranceFranceEquityInvestissementFCPNOCarmignac InvestissementAEURFR00101489812019-04-080.00-465.992-465.9920.00-563775.76-563775.760.00-563775.76-563775.76
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" ], "text/plain": [ " Agreement - Code Company - Id Company - Ultimate Parent Id \\\n", "0 003 166 166 \n", "1 003 166 166 \n", "2 003 166 166 \n", "3 003 166 166 \n", "4 003 166 166 \n", "\n", " Registrar Account - ID Registrar Account - Region \\\n", "0 200127202 France \n", "1 406533 France \n", "2 406533 France \n", "3 406533 France \n", "4 406533 France \n", "\n", " RegistrarAccount - Country Product - Asset Type Product - Strategy \\\n", "0 France Equity Investissement \n", "1 France Diversified Patrimoine \n", "2 France Equity Investissement \n", "3 France Equity Investissement \n", "4 France Equity Investissement \n", "\n", " Product - Legal Status Product - Is Dedie ? \\\n", "0 SICAV NO \n", "1 FCP NO \n", "2 FCP NO \n", "3 FCP NO \n", "4 FCP NO \n", "\n", " Product - Fund Product - Shareclass Type \\\n", "0 Carmignac Portfolio Investissement F \n", "1 Carmignac Patrimoine A \n", "2 Carmignac Investissement A \n", "3 Carmignac Investissement A \n", "4 Carmignac Investissement A \n", "\n", " Product - Shareclass Currency Product - Isin Centralisation Date \\\n", "0 EUR LU0992625839 2020-11-05 \n", "1 EUR FR0010135103 2015-03-09 \n", "2 EUR FR0010148981 2016-10-26 \n", "3 EUR FR0010148981 2018-10-18 \n", "4 EUR FR0010148981 2019-04-08 \n", "\n", " Quantity - Subscription Quantity - Redemption Quantity - NetFlows \\\n", "0 1636.00 0.000 1636.000 \n", "1 144.69 0.000 144.690 \n", "2 0.00 -8.321 -8.321 \n", "3 0.00 -22.083 -22.083 \n", "4 0.00 -465.992 -465.992 \n", "\n", " Value Ccy - Subscription Value Ccy - Redemption Value Ccy - NetFlows \\\n", "0 280983.00 0.00 280983.00 \n", "1 99985.13 0.00 99985.13 \n", "2 0.00 -9384.76 -9384.76 \n", "3 0.00 -25227.40 -25227.40 \n", "4 0.00 -563775.76 -563775.76 \n", "\n", " Value € - Subscription Value € - Redemption Value € - NetFlows \n", "0 280983.00 0.00 280983.00 \n", "1 99985.13 0.00 99985.13 \n", "2 0.00 -9384.76 -9384.76 \n", "3 0.00 -25227.40 -25227.40 \n", "4 0.00 -563775.76 -563775.76 " ] }, "execution_count": 325, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dg.head()" ] }, { "cell_type": "code", "execution_count": 326, "id": "e19e970c-d1dc-4608-9f6f-73dd3e282ba6", "metadata": {}, "outputs": [], "source": [ "# Merge\n", "\n", "# 1️Identifier les IDs présents dans df_aum_repaired\n", "ids_repaired = df_aum_repaired[\"Registrar Account - ID\"].unique()\n", "\n", "# 2️Sélectionner dans df uniquement les IDs qui ne sont pas dans df_aum_repaired\n", "df_only = df[~df[\"Registrar Account - ID\"].isin(ids_repaired)]\n", "\n", "# 3️Concaténer les deux DataFrames\n", "df_merged = pd.concat([df_aum_repaired, df_only], ignore_index=True)" ] }, { "cell_type": "code", "execution_count": 327, "id": "79c732d4-8d4d-4f7d-9a46-2e89cf2b213d", "metadata": {}, "outputs": [], "source": [ "# Filtrer les comptes techniques\n", "\n", "import pandas as pd\n", "import numpy as np\n", "\n", "df['Centralisation Date'] = pd.to_datetime(df['Centralisation Date'])\n", "df_aum_repaired['Centralisation Date'] = pd.to_datetime(df_aum_repaired['Centralisation Date'])\n", "dg['Centralisation Date'] = pd.to_datetime(dg['Centralisation Date'])\n", "df = df[~df['Registrar Account - ID'].isin(['Off Distribution','Private Clients', 'Private Client'])]\n", "dg = dg[~dg['Registrar Account - ID'].isin(['Off Distribution','Private Clients','Private Client'])]" ] }, { "cell_type": "code", "execution_count": 328, "id": "f7f7242c-051e-4d7d-9a76-b46523089e49", "metadata": {}, "outputs": [], "source": [ "# Date de référence et sélection des 400+ principaux codes\n", "\n", "ref_date = pd.Timestamp('2025-10-31')\n", "\n", "df_ref = df[df['Centralisation Date'] == ref_date]\n", "\n", "aum_account = (\n", " df_ref\n", " .groupby('Registrar Account - ID')['Value - AUM €']\n", " .sum()\n", " .reset_index()\n", " .sort_values(by='Value - AUM €', ascending=False)\n", ")\n", "aum_account = aum_account[aum_account['Value - AUM €'] > 5_000_000]\n", "selected_accounts = aum_account['Registrar Account - ID']\n", "\n", "df_aum = df_merged[df_merged['Registrar Account - ID'].isin(selected_accounts)].copy()\n", "df_flows = dg[dg['Registrar Account - ID'].isin(selected_accounts)].copy()" ] }, { "cell_type": "code", "execution_count": 329, "id": "91ea0342-607a-420e-af0d-178d063da761", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(31709, 6)\n" ] }, { "data": { "text/html": [ "
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Registrar Account - IDmonthaum_qtynet_flow_qtygross_flow_qtyn_tx
0188722015-01-3111819.680-1524.01015230.01032
1188722015-02-285705.0007247.10018571.88038
2188722015-03-3170038.9053655.3809754.04047
3188722015-04-3070324.489-218.39412840.95039
4188722015-05-3175567.276-4782.8496332.84924
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" ], "text/plain": [ " Registrar Account - ID month aum_qty net_flow_qty gross_flow_qty \\\n", "0 18872 2015-01-31 11819.680 -1524.010 15230.010 \n", "1 18872 2015-02-28 5705.000 7247.100 18571.880 \n", "2 18872 2015-03-31 70038.905 3655.380 9754.040 \n", "3 18872 2015-04-30 70324.489 -218.394 12840.950 \n", "4 18872 2015-05-31 75567.276 -4782.849 6332.849 \n", "\n", " n_tx \n", "0 32 \n", "1 38 \n", "2 47 \n", "3 39 \n", "4 24 " ] }, "execution_count": 329, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Variables par mois\n", "\n", "# Parse dates\n", "df_flows[\"Centralisation Date\"] = pd.to_datetime(df_flows[\"Centralisation Date\"], errors=\"coerce\")\n", "df_aum[\"Centralisation Date\"] = pd.to_datetime(df_aum[\"Centralisation Date\"], errors=\"coerce\")\n", "\n", "ID_COL = \"Registrar Account - ID\"\n", "FLOW_COL = \"Quantity - NetFlows\"\n", "AUM_COL = \"Quantity - AUM\"\n", "\n", "# Month key\n", "df_flows[\"month\"] = df_flows[\"Centralisation Date\"].dt.to_period(\"M\").dt.to_timestamp(\"M\")\n", "df_aum[\"month\"] = df_aum[\"Centralisation Date\"].dt.to_period(\"M\").dt.to_timestamp(\"M\")\n", "# Flows sont journaliers, AUM est mensuel → il faut une granularité commune.\n", "\n", "# 1) Monthly aggregation for FLOWS : je fais mon etude mensuel parce que aum valeur mensuel \n", "\n", "ID_COL = \"Registrar Account - ID\"\n", "FLOW_COL = \"Quantity - NetFlows\"\n", "AUM_COL = \"Quantity - AUM\"\n", "\n", "df_flows_m = (\n", " df_flows\n", " .dropna(subset=[ID_COL, \"month\", FLOW_COL])\n", " .assign(gross_flow_qty=lambda x: x[FLOW_COL].abs()) # absolute quantity moved\n", " .groupby([ID_COL, \"month\"], as_index=False)\n", " .agg(\n", " net_flow_qty=(FLOW_COL, \"sum\"), # net quantity change over the month\n", " gross_flow_qty=(\"gross_flow_qty\", \"sum\"), # total traded quantity (activity intensity)\n", " n_tx=(FLOW_COL, \"size\"), # number of transactions\n", " )\n", ")\n", "\n", "# 2) Monthly aggregation for AUM (client-month holdings) ---\n", "df_aum_m = (\n", " df_aum\n", " .dropna(subset=[ID_COL, \"month\", AUM_COL])\n", " .groupby([ID_COL, \"month\"], as_index=False)\n", " .agg(aum_qty=(AUM_COL, \"sum\")) # total held quantity across ISINs\n", ")\n", "\n", "df_month0 = df_aum_m.merge(df_flows_m, on=[ID_COL, \"month\"], how=\"left\")\n", "\n", "# 4) Months without transactions => flows are 0 ---\n", "df_month0[\"net_flow_qty\"] = df_month0[\"net_flow_qty\"].fillna(0.0)\n", "df_month0[\"gross_flow_qty\"] = df_month0[\"gross_flow_qty\"].fillna(0.0)\n", "df_month0[\"n_tx\"] = df_month0[\"n_tx\"].fillna(0).astype(int)\n", "\n", "print(df_month0.shape)\n", "df_month0.head()" ] }, { "cell_type": "code", "execution_count": 330, "id": "8caa4710-c7d5-4397-9d90-82f756499016", "metadata": {}, "outputs": [], "source": [ "# Ajout de variables\n", "\n", "#external data projet-bdc-data /carmignac /Data Modélisation /Nav\n", "PATH_NAV = \"s3://projet-bdc-data/carmignac/Data Modélisation/Nav/NAV_Bench_data.csv\" #C’est la table de valorisation / performance du produit.\n", "PATH_RATES = \"s3://projet-bdc-data/carmignac/Data Modélisation/market data/esterRates.csv\"\n", "\n", "# optional competitors\n", "PATH_COMP_FLOWS = \"s3://projet-bdc-data/carmignac/Data Modélisation/competitors/daily_estimated_flows.csv\"\n", "PATH_COMP_PERF = \"s3://projet-bdc-data/carmignac/Data Modélisation/competitors/weekly_perf_full.csv\"\n", "PATH_PEERS = \"s3://projet-bdc-carmignac-g3/peers/CAD_peers.csv\"\n", "\n", "df_nav = pd.read_csv(PATH_NAV, sep=\";\") \n", "# Une base de suivi de performance de fonds dans le temps, \n", "# Price (TF PartPrice) : prix de la part du fond\n", "# AUM Eur (Assets Under Management) : Taille du fonds en euros\n", "\n", "df_rates = pd.read_csv(PATH_RATES,sep=\";\")\n", "# df_rates : évolution dans le temps d’un taux de rendement obligataire (YTM)\n", "\n", "df_comp_flows = pd.read_csv(PATH_COMP_FLOWS,sep=\";\")\n", "# Estimated Fund-level Net Flow (Daily) : Flux nets estimés du fonds\n", "\n", "df_comp_perf = pd.read_csv(PATH_COMP_PERF,sep=\";\")\n", "# perfPeriod : Horizon de performance\n", "# return : Performance du fonds sur la période donnée\n", "# percentile : Position du fonds par rapport à ses pairs\n", "# 0 → top performer\n", "# 100 → mauvais performer\n", "\n", "df_peers = pd.read_csv(PATH_PEERS,sep=\"|\")\n", "# Global Broad Category Group : grande classe d’actifs\n", "# Global Category : catégorie plus précise et Morningstar Category\n", "# Index Fund : fonds indiciel (passif)\n", "# Enhanced Index → quasi-passif (légère surperformance recherchée)\n", "# Inception Date → date de création de la part\n", "# Inception Date of Fund's Oldest Share Class → âge réel du fonds\n", "# Domicile : pays de domiciliation du fonds" ] }, { "cell_type": "code", "execution_count": 331, "id": "fe081e43-092b-4429-813a-67417e39fd07", "metadata": {}, "outputs": [], "source": [ "ID_COL = \"Registrar Account - ID\"\n", "ISIN_COL = \"Product - Isin\"\n", "\n", "FLOW_DATE_COL = \"Centralisation Date\"\n", "AUM_DATE_COL = \"Centralisation Date\"\n", "\n", "FLOW_QTY_COL = \"Quantity - NetFlows\"\n", "FLOW_SUB_COL = \"Quantity - Subscription\"\n", "FLOW_RED_COL = \"Quantity - Redemption\"\n", "\n", "AUM_QTY_COL = \"Quantity - AUM\"\n", "AUM_VAL_COL = \"Value - AUM €\"\n", "\n", "REGION_COL = \"Registrar Account - Region\"\n", "COUNTRY_COL = \"RegistrarAccount - Country\"\n", "\n", "NAV_DATE_COL = \"Dat\"\n", "NAV_ISIN_COL = \"Isin\"\n", "NAV_PRICE_COL = \"Price (TF PartPrice)\"\n", "NAV_BENCH_COL = \"PriceBench\"\n", "\n", "RATE_DATE_COL = \"Date\"\n", "RATE_VAL_COL = \"Yld to Maturity\"" ] }, { "cell_type": "code", "execution_count": 332, "id": "b2a1cdce-1b1c-45d9-9c74-93f826bd65fd", "metadata": {}, "outputs": [], "source": [ "for df, date_col in [\n", " (df_flows, FLOW_DATE_COL),\n", " (df_aum, AUM_DATE_COL),\n", " (df_nav, NAV_DATE_COL),\n", " (df_rates, RATE_DATE_COL),\n", "]:\n", " df[date_col] = pd.to_datetime(df[date_col], errors=\"coerce\")\n", "\n", "df_flows[\"month\"] = df_flows[FLOW_DATE_COL].dt.to_period(\"M\").dt.to_timestamp(\"M\")\n", "df_aum[\"month\"] = df_aum[AUM_DATE_COL].dt.to_period(\"M\").dt.to_timestamp(\"M\")\n", "df_nav[\"month\"] = df_nav[NAV_DATE_COL].dt.to_period(\"M\").dt.to_timestamp(\"M\")\n", "df_rates[\"month\"] = df_rates[RATE_DATE_COL].dt.to_period(\"M\").dt.to_timestamp(\"M\")\n", "\n", "for col in [FLOW_QTY_COL, FLOW_SUB_COL, FLOW_RED_COL]:\n", " df_flows[col] = pd.to_numeric(df_flows[col], errors=\"coerce\")\n", "\n", "for col in [AUM_QTY_COL, AUM_VAL_COL]:\n", " df_aum[col] = pd.to_numeric(df_aum[col], errors=\"coerce\")\n", "\n", "for col in [NAV_PRICE_COL, NAV_BENCH_COL]:\n", " df_nav[col] = pd.to_numeric(df_nav[col], errors=\"coerce\")\n", "\n", "df_rates[RATE_VAL_COL] = pd.to_numeric(df_rates[RATE_VAL_COL], errors=\"coerce\")\n", "\n", "for df, col in [(df_flows, ISIN_COL), (df_aum, ISIN_COL)]:\n", " df[col] = df[col].astype(str).str.strip()\n", "\n", "df_nav[NAV_ISIN_COL] = df_nav[NAV_ISIN_COL].astype(str).str.strip()" ] }, { "cell_type": "code", "execution_count": 333, "id": "e10eb2ef-04cd-4186-b188-72d760b4d778", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(492920, 18)\n" ] }, { "data": { "text/html": [ "
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Registrar Account - IDProduct - Isinmonthaum_qtyaum_valregioncountrynet_flow_qtygross_flow_qtysub_qtyred_qtyn_txregion_flowcountry_flowactive_rel_monthholding_rel_monthflow_to_aum_relturnover_rel
018872FR00101351032015-01-310.0000.000000e+00SwitzerlandSwitzerland673.990956.01859.990-186.0009.0SwitzerlandSwitzerland106.739900e+119.560100e+11
118872FR00101351032015-02-280.0000.000000e+00SwitzerlandSwitzerland988.0001712.001350.000-362.00012.0SwitzerlandSwitzerland109.880000e+111.712000e+12
218872FR00101351032015-03-310.0000.000000e+00SwitzerlandSwitzerland9.7101447.71785.710-776.00012.0SwitzerlandSwitzerland109.710000e+091.447710e+12
318872FR00101351032015-04-3050219.3933.452433e+07SwitzerlandSwitzerland-123.2341708.19853.478-976.71211.0SwitzerlandSwitzerland11-2.453913e-033.401455e-02
418872FR00101351032015-05-3153685.3933.699729e+07SwitzerlandSwitzerland121.000529.00325.000-204.0006.0SwitzerlandSwitzerland112.253872e-039.853705e-03
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" ], "text/plain": [ " Registrar Account - ID Product - Isin month aum_qty aum_val \\\n", "0 18872 FR0010135103 2015-01-31 0.000 0.000000e+00 \n", "1 18872 FR0010135103 2015-02-28 0.000 0.000000e+00 \n", "2 18872 FR0010135103 2015-03-31 0.000 0.000000e+00 \n", "3 18872 FR0010135103 2015-04-30 50219.393 3.452433e+07 \n", "4 18872 FR0010135103 2015-05-31 53685.393 3.699729e+07 \n", "\n", " region country net_flow_qty gross_flow_qty sub_qty red_qty \\\n", "0 Switzerland Switzerland 673.990 956.01 859.990 -186.000 \n", "1 Switzerland Switzerland 988.000 1712.00 1350.000 -362.000 \n", "2 Switzerland Switzerland 9.710 1447.71 785.710 -776.000 \n", "3 Switzerland Switzerland -123.234 1708.19 853.478 -976.712 \n", "4 Switzerland Switzerland 121.000 529.00 325.000 -204.000 \n", "\n", " n_tx region_flow country_flow active_rel_month holding_rel_month \\\n", "0 9.0 Switzerland Switzerland 1 0 \n", "1 12.0 Switzerland Switzerland 1 0 \n", "2 12.0 Switzerland Switzerland 1 0 \n", "3 11.0 Switzerland Switzerland 1 1 \n", "4 6.0 Switzerland Switzerland 1 1 \n", "\n", " flow_to_aum_rel turnover_rel \n", "0 6.739900e+11 9.560100e+11 \n", "1 9.880000e+11 1.712000e+12 \n", "2 9.710000e+09 1.447710e+12 \n", "3 -2.453913e-03 3.401455e-02 \n", "4 2.253872e-03 9.853705e-03 " ] }, "execution_count": 333, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_flows_rel_m = (\n", " df_flows\n", " .dropna(subset=[ID_COL, ISIN_COL, \"month\"])\n", " .assign(\n", " gross_flow_qty=lambda x: x[FLOW_QTY_COL].abs(),\n", " sub_qty=lambda x: x[FLOW_SUB_COL].fillna(0),\n", " red_qty=lambda x: x[FLOW_RED_COL].fillna(0)\n", " )\n", " .groupby([ID_COL, ISIN_COL, \"month\"], as_index=False)\n", " .agg(\n", " net_flow_qty=(FLOW_QTY_COL, \"sum\"),\n", " gross_flow_qty=(\"gross_flow_qty\", \"sum\"),\n", " sub_qty=(\"sub_qty\", \"sum\"),\n", " red_qty=(\"red_qty\", \"sum\"),\n", " n_tx=(FLOW_QTY_COL, \"size\"),\n", " region=(REGION_COL, \"last\"),\n", " country=(COUNTRY_COL, \"last\")\n", " )\n", ")\n", "\n", "df_aum_rel_m = (\n", " df_aum\n", " .dropna(subset=[ID_COL, ISIN_COL, \"month\"])\n", " .groupby([ID_COL, ISIN_COL, \"month\"], as_index=False)\n", " .agg(\n", " aum_qty=(AUM_QTY_COL, \"sum\"),\n", " aum_val=(AUM_VAL_COL, \"sum\"),\n", " region=(REGION_COL, \"last\"),\n", " country=(COUNTRY_COL, \"last\")\n", " )\n", ")\n", "\n", "keys = pd.concat([\n", " df_flows_rel_m[[ID_COL, ISIN_COL, \"month\"]],\n", " df_aum_rel_m[[ID_COL, ISIN_COL, \"month\"]]\n", "]).drop_duplicates()\n", "\n", "df_rel_m = (\n", " keys\n", " .merge(df_aum_rel_m, on=[ID_COL, ISIN_COL, \"month\"], how=\"left\", suffixes=(\"\", \"_aum\"))\n", " .merge(df_flows_rel_m, on=[ID_COL, ISIN_COL, \"month\"], how=\"left\", suffixes=(\"\", \"_flow\"))\n", ")\n", "\n", "for c in [\"aum_qty\", \"aum_val\", \"net_flow_qty\", \"gross_flow_qty\", \"sub_qty\", \"red_qty\", \"n_tx\"]:\n", " df_rel_m[c] = df_rel_m[c].fillna(0)\n", "\n", "df_rel_m[\"region\"] = df_rel_m[\"region\"].fillna(df_rel_m.get(\"region_flow\"))\n", "df_rel_m[\"country\"] = df_rel_m[\"country\"].fillna(df_rel_m.get(\"country_flow\"))\n", "\n", "df_rel_m[\"active_rel_month\"] = (df_rel_m[\"gross_flow_qty\"] > 0).astype(int)\n", "df_rel_m[\"holding_rel_month\"] = (df_rel_m[\"aum_qty\"] > 0).astype(int)\n", "df_rel_m[\"flow_to_aum_rel\"] = df_rel_m[\"net_flow_qty\"] / (df_rel_m[\"aum_qty\"].abs() + EPS)\n", "df_rel_m[\"turnover_rel\"] = df_rel_m[\"gross_flow_qty\"] / (df_rel_m[\"aum_qty\"].abs() + EPS)\n", "\n", "print(df_rel_m.shape)\n", "df_rel_m.head()" ] }, { "cell_type": "code", "execution_count": 334, "id": "321b09ab-90f0-4add-a670-0d8c74046e03", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Registrar Account - IDProduct - Isinmonthaum_qtyaum_valregioncountrynet_flow_qtygross_flow_qtysub_qtyred_qtyn_txregion_flowcountry_flowactive_rel_monthholding_rel_monthflow_to_aum_relturnover_relret_fund_mret_bench_mactive_return_mdelta_rate_m
018872FR00101351032015-01-310.0000.000000e+00SwitzerlandSwitzerland673.990956.01859.990-186.0009.0SwitzerlandSwitzerland106.739900e+119.560100e+110.0000000.00.0-0.058
118872FR00101351032015-02-280.0000.000000e+00SwitzerlandSwitzerland988.0001712.001350.000-362.00012.0SwitzerlandSwitzerland109.880000e+111.712000e+120.1213680.00.0-0.022
218872FR00101351032015-03-310.0000.000000e+00SwitzerlandSwitzerland9.7101447.71785.710-776.00012.0SwitzerlandSwitzerland109.710000e+091.447710e+120.0685980.00.0-0.014
318872FR00101351032015-04-3050219.3933.452433e+07SwitzerlandSwitzerland-123.2341708.19853.478-976.71211.0SwitzerlandSwitzerland11-2.453913e-033.401455e-020.0000000.00.0-0.077
418872FR00101351032015-05-3153685.3933.699729e+07SwitzerlandSwitzerland121.000529.00325.000-204.0006.0SwitzerlandSwitzerland112.253872e-039.853705e-030.0000000.00.0-0.053
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" ], "text/plain": [ " Registrar Account - ID Product - Isin month aum_qty aum_val \\\n", "0 18872 FR0010135103 2015-01-31 0.000 0.000000e+00 \n", "1 18872 FR0010135103 2015-02-28 0.000 0.000000e+00 \n", "2 18872 FR0010135103 2015-03-31 0.000 0.000000e+00 \n", "3 18872 FR0010135103 2015-04-30 50219.393 3.452433e+07 \n", "4 18872 FR0010135103 2015-05-31 53685.393 3.699729e+07 \n", "\n", " region country net_flow_qty gross_flow_qty sub_qty red_qty \\\n", "0 Switzerland Switzerland 673.990 956.01 859.990 -186.000 \n", "1 Switzerland Switzerland 988.000 1712.00 1350.000 -362.000 \n", "2 Switzerland Switzerland 9.710 1447.71 785.710 -776.000 \n", "3 Switzerland Switzerland -123.234 1708.19 853.478 -976.712 \n", "4 Switzerland Switzerland 121.000 529.00 325.000 -204.000 \n", "\n", " n_tx region_flow country_flow active_rel_month holding_rel_month \\\n", "0 9.0 Switzerland Switzerland 1 0 \n", "1 12.0 Switzerland Switzerland 1 0 \n", "2 12.0 Switzerland Switzerland 1 0 \n", "3 11.0 Switzerland Switzerland 1 1 \n", "4 6.0 Switzerland Switzerland 1 1 \n", "\n", " flow_to_aum_rel turnover_rel ret_fund_m ret_bench_m active_return_m \\\n", "0 6.739900e+11 9.560100e+11 0.000000 0.0 0.0 \n", "1 9.880000e+11 1.712000e+12 0.121368 0.0 0.0 \n", "2 9.710000e+09 1.447710e+12 0.068598 0.0 0.0 \n", "3 -2.453913e-03 3.401455e-02 0.000000 0.0 0.0 \n", "4 2.253872e-03 9.853705e-03 0.000000 0.0 0.0 \n", "\n", " delta_rate_m \n", "0 -0.058 \n", "1 -0.022 \n", "2 -0.014 \n", "3 -0.077 \n", "4 -0.053 " ] }, "execution_count": 334, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Ajout\n", "\n", "df_nav_m = (\n", " df_nav\n", " .dropna(subset=[NAV_ISIN_COL, \"month\", NAV_PRICE_COL])\n", " .sort_values([NAV_ISIN_COL, \"month\"])\n", " .groupby([NAV_ISIN_COL, \"month\"], as_index=False)\n", " .tail(1)\n", " .copy()\n", ")\n", "\n", "df_nav_m[\"ret_fund_m\"] = df_nav_m.groupby(NAV_ISIN_COL)[NAV_PRICE_COL].pct_change()\n", "df_nav_m[\"ret_bench_m\"] = df_nav_m.groupby(NAV_ISIN_COL)[NAV_BENCH_COL].pct_change()\n", "df_nav_m[\"active_return_m\"] = df_nav_m[\"ret_fund_m\"] - df_nav_m[\"ret_bench_m\"]\n", "\n", "df_nav_m = df_nav_m.rename(columns={NAV_ISIN_COL: ISIN_COL})\n", "df_nav_m = df_nav_m[[ISIN_COL, \"month\", \"ret_fund_m\", \"ret_bench_m\", \"active_return_m\"]]\n", "\n", "df_rates_m = (\n", " df_rates\n", " .dropna(subset=[\"month\", RATE_VAL_COL])\n", " .sort_values(RATE_DATE_COL)\n", " .groupby(\"month\", as_index=False)\n", " .tail(1)\n", " .copy()\n", ")\n", "\n", "df_rates_m[\"delta_rate_m\"] = df_rates_m[RATE_VAL_COL].diff()\n", "df_rates_m = df_rates_m[[\"month\", RATE_VAL_COL, \"delta_rate_m\"]]\n", "\n", "\n", " \n", "df_rel_m = df_rel_m.merge(\n", " df_nav_m,\n", " on=[ISIN_COL, \"month\"],\n", " how=\"left\"\n", ")\n", "\n", "df_rel_m = df_rel_m.merge(\n", " df_rates_m[[\"month\", \"delta_rate_m\"]],\n", " on=\"month\",\n", " how=\"left\"\n", ")\n", "\n", "for c in [\"ret_fund_m\", \"ret_bench_m\", \"active_return_m\", \"delta_rate_m\"]:\n", " df_rel_m[c] = df_rel_m[c].fillna(0)\n", "\n", "df_rel_m.head()" ] }, { "cell_type": "code", "execution_count": 335, "id": "614bf72b-7afa-4633-ba09-22540a441459", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(31709, 23)\n" ] }, { "data": { "text/html": [ "
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Registrar Account - IDmonthaum_qtyaum_valnet_flow_qtygross_flow_qtysub_qtyred_qtyn_txn_isin_heldn_isin_activedelta_rate_mregioncountryret_fund_mret_bench_mactive_monthflow_to_aum_mturnover_msub_share_mred_share_maum_peak_to_dateaum_drawdown
0188722015-01-3111819.6801.694553e+06-1524.01015230.0106897.990-8422.00032.0413-0.058SwitzerlandSwitzerland0.0131000.01-0.1289381.2885300.452921-0.55298711819.6808.459899e-14
1188722015-02-285705.0007.008600e+057247.10018571.88013219.490-5972.39038.0313-0.022SwitzerlandSwitzerland0.0798480.011.2703073.2553690.711801-0.32158211819.6805.173304e-01
2188722015-03-3170038.9051.503549e+073655.3809754.0406767.710-3112.33047.0414-0.014SwitzerlandSwitzerland0.0050510.010.0521910.1392660.693837-0.31908170038.9051.432188e-14
3188722015-04-3070324.4893.928292e+07-218.39412840.9506384.278-6602.67239.0413-0.077SwitzerlandSwitzerland0.0000000.01-0.0031060.1825960.497181-0.51418970324.4891.432188e-14
4188722015-05-3175567.2763.987712e+07-4782.8496332.849775.000-5557.84924.079-0.053SwitzerlandSwitzerland0.0000000.01-0.0632930.0838040.122378-0.87762275567.2761.332268e-14
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" ], "text/plain": [ " Registrar Account - ID month aum_qty aum_val net_flow_qty \\\n", "0 18872 2015-01-31 11819.680 1.694553e+06 -1524.010 \n", "1 18872 2015-02-28 5705.000 7.008600e+05 7247.100 \n", "2 18872 2015-03-31 70038.905 1.503549e+07 3655.380 \n", "3 18872 2015-04-30 70324.489 3.928292e+07 -218.394 \n", "4 18872 2015-05-31 75567.276 3.987712e+07 -4782.849 \n", "\n", " gross_flow_qty sub_qty red_qty n_tx n_isin_held n_isin_active \\\n", "0 15230.010 6897.990 -8422.000 32.0 4 13 \n", "1 18571.880 13219.490 -5972.390 38.0 3 13 \n", "2 9754.040 6767.710 -3112.330 47.0 4 14 \n", "3 12840.950 6384.278 -6602.672 39.0 4 13 \n", "4 6332.849 775.000 -5557.849 24.0 7 9 \n", "\n", " delta_rate_m region country ret_fund_m ret_bench_m \\\n", "0 -0.058 Switzerland Switzerland 0.013100 0.0 \n", "1 -0.022 Switzerland Switzerland 0.079848 0.0 \n", "2 -0.014 Switzerland Switzerland 0.005051 0.0 \n", "3 -0.077 Switzerland Switzerland 0.000000 0.0 \n", "4 -0.053 Switzerland Switzerland 0.000000 0.0 \n", "\n", " active_month flow_to_aum_m turnover_m sub_share_m red_share_m \\\n", "0 1 -0.128938 1.288530 0.452921 -0.552987 \n", "1 1 1.270307 3.255369 0.711801 -0.321582 \n", "2 1 0.052191 0.139266 0.693837 -0.319081 \n", "3 1 -0.003106 0.182596 0.497181 -0.514189 \n", "4 1 -0.063293 0.083804 0.122378 -0.877622 \n", "\n", " aum_peak_to_date aum_drawdown \n", "0 11819.680 8.459899e-14 \n", "1 11819.680 5.173304e-01 \n", "2 70038.905 1.432188e-14 \n", "3 70324.489 1.432188e-14 \n", "4 75567.276 1.332268e-14 " ] }, "execution_count": 335, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Données agrégées sur les ISIN\n", "\n", "# =========================\n", "# ULTRA LIGHT VERSION\n", "# =========================\n", "\n", "tmp = df_rel_m.copy()\n", "tmp[\"isin_held_flag\"] = (tmp[\"aum_qty\"] > 0).astype(int)\n", "tmp[\"isin_active_flag\"] = (tmp[\"gross_flow_qty\"] > 0).astype(int)\n", "\n", "tmp[\"aum_total\"] = tmp.groupby([ID_COL, \"month\"])[\"aum_qty\"].transform(\"sum\")\n", "tmp[\"w\"] = tmp[\"aum_qty\"] / (tmp[\"aum_total\"] + 1e-12)\n", "tmp[\"ret_fund_w\"] = tmp[\"w\"] * tmp[\"ret_fund_m\"]\n", "tmp[\"ret_bench_w\"] = tmp[\"w\"] * tmp[\"ret_bench_m\"]\n", "\n", "df_month = (\n", " tmp.groupby([ID_COL, \"month\"], as_index=False)\n", " .agg(\n", " aum_qty=(\"aum_qty\", \"sum\"),\n", " aum_val=(\"aum_val\", \"sum\"),\n", " net_flow_qty=(\"net_flow_qty\", \"sum\"),\n", " gross_flow_qty=(\"gross_flow_qty\", \"sum\"),\n", " sub_qty=(\"sub_qty\", \"sum\"),\n", " red_qty=(\"red_qty\", \"sum\"),\n", " n_tx=(\"n_tx\", \"sum\"),\n", " n_isin_held=(\"isin_held_flag\", \"sum\"),\n", " n_isin_active=(\"isin_active_flag\", \"sum\"),\n", " delta_rate_m=(\"delta_rate_m\", \"first\"),\n", " region=(\"region\", \"first\"),\n", " country=(\"country\", \"first\"),\n", " ret_fund_m=(\"ret_fund_w\", \"sum\"),\n", " ret_bench_m=(\"ret_bench_w\", \"sum\")\n", " )\n", " .sort_values([ID_COL, \"month\"])\n", " .reset_index(drop=True)\n", ")\n", "\n", "\n", "df_month[\"active_month\"] = (df_month[\"gross_flow_qty\"] > 0).astype(int)\n", "df_month[\"flow_to_aum_m\"] = df_month[\"net_flow_qty\"] / (df_month[\"aum_qty\"].abs() + EPS)\n", "df_month[\"turnover_m\"] = df_month[\"gross_flow_qty\"] / (df_month[\"aum_qty\"].abs() + EPS)\n", "df_month[\"sub_share_m\"] = df_month[\"sub_qty\"] / (df_month[\"gross_flow_qty\"] + EPS)\n", "df_month[\"red_share_m\"] = df_month[\"red_qty\"] / (df_month[\"gross_flow_qty\"] + EPS)\n", "\n", "df_month[\"aum_peak_to_date\"] = df_month.groupby(ID_COL)[\"aum_qty\"].cummax()\n", "df_month[\"aum_drawdown\"] = 1 - (df_month[\"aum_qty\"] / (df_month[\"aum_peak_to_date\"] + EPS))\n", "df_month = df_month[df_month[\"month\"] <= '2025-10-31']\n", "\n", "key_cols = [\"Registrar Account - ID\", \"month\"]\n", "\n", "df_month = df_month.merge(\n", " df_month0[key_cols].drop_duplicates(),\n", " on=key_cols,\n", " how=\"inner\"\n", ")\n", "print(df_month.shape)\n", "df_month.head()" ] }, { "cell_type": "code", "execution_count": 336, "id": "2e01fa4f-ba89-4c8a-8cbb-528d89bc811c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Registrar Account - IDProduct - Isinrel_n_monthsrel_active_monthsrel_holding_monthsrel_aum_meanrel_turnover_meanrel_turnover_volrel_flow_to_aum_volrel_n_txrel_full_exit_countrel_entry_count
018872FR00101351039891262519.8295205.898325e+119.652436e+119.242856e+11382.01213
118872FR001014760317810695.0588241.685294e+113.805578e+113.805578e+119.044
218872FR0010148981816628831.9069636.628200e+101.140022e+111.212644e+11149.01617
318872FR001014911219125885.2087375.886253e+111.251992e+121.273644e+1213.033
418872FR0010149120997936425.6550101.673836e+116.287132e+116.316077e+11152.01415
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" ], "text/plain": [ " Registrar Account - ID Product - Isin rel_n_months rel_active_months \\\n", "0 18872 FR0010135103 98 91 \n", "1 18872 FR0010147603 17 8 \n", "2 18872 FR0010148981 81 66 \n", "3 18872 FR0010149112 19 12 \n", "4 18872 FR0010149120 99 79 \n", "\n", " rel_holding_months rel_aum_mean rel_turnover_mean rel_turnover_vol \\\n", "0 26 2519.829520 5.898325e+11 9.652436e+11 \n", "1 10 695.058824 1.685294e+11 3.805578e+11 \n", "2 28 831.906963 6.628200e+10 1.140022e+11 \n", "3 5 885.208737 5.886253e+11 1.251992e+12 \n", "4 36 425.655010 1.673836e+11 6.287132e+11 \n", "\n", " rel_flow_to_aum_vol rel_n_tx rel_full_exit_count rel_entry_count \n", "0 9.242856e+11 382.0 12 13 \n", "1 3.805578e+11 9.0 4 4 \n", "2 1.212644e+11 149.0 16 17 \n", "3 1.273644e+12 13.0 3 3 \n", "4 6.316077e+11 152.0 14 15 " ] }, "execution_count": 336, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Données agrégées sur les mois\n", "tmp = df_rel_m.sort_values([ID_COL, ISIN_COL, \"month\"]).copy()\n", "tmp[\"prev_aum\"] = tmp.groupby([ID_COL, ISIN_COL])[\"aum_qty\"].shift(1)\n", "tmp[\"full_exit_event\"] = ((tmp[\"prev_aum\"] > 0) & (tmp[\"aum_qty\"] <= 0)).astype(int)\n", "tmp[\"entry_event\"] = ((tmp[\"prev_aum\"].fillna(0) <= 0) & (tmp[\"aum_qty\"] > 0)).astype(int)\n", "\n", "df_rel_feat = (\n", " tmp.groupby([ID_COL, ISIN_COL], as_index=False)\n", " .agg(\n", " rel_n_months=(\"month\", \"nunique\"),\n", " rel_active_months=(\"active_rel_month\", \"sum\"),\n", " rel_holding_months=(\"holding_rel_month\", \"sum\"),\n", " rel_aum_mean=(\"aum_qty\", \"mean\"),\n", " rel_turnover_mean=(\"turnover_rel\", \"mean\"),\n", " rel_turnover_vol=(\"turnover_rel\", \"std\"),\n", " rel_flow_to_aum_vol=(\"flow_to_aum_rel\", \"std\"),\n", " rel_n_tx=(\"n_tx\", \"sum\"),\n", " rel_full_exit_count=(\"full_exit_event\", \"sum\"),\n", " rel_entry_count=(\"entry_event\", \"sum\")\n", " )\n", ")\n", "\n", "df_rel_feat.head()" ] }, { "cell_type": "code", "execution_count": 337, "id": "2d81b4fd-f82d-42f1-ba03-8460706fea0d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(431, 40)\n" ] }, { "data": { "text/html": [ "
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Registrar Account - IDn_monthsn_active_monthsflow_freqaum_qty_meanaum_qty_medianaum_qty_maxaum_qty_lastnet_flow_qty_sumgross_flow_qty_sumgross_flow_qty_meann_tx_totalnet_flow_volturnover_meanturnover_volflow_to_aum_meanflow_to_aum_volavg_n_isin_heldmax_n_isin_heldsub_share_meanred_share_meandelta_rate_meanaum_drawdown_lastaum_drawdown_maxregioncountryn_isin_totalrel_turnover_mean_avgrel_turnover_vol_avgrel_flow_to_aum_vol_avgfull_exit_countentry_countavg_holding_months_per_isinmax_holding_months_per_isincorr_flow_fund_lag3corr_flow_fund_lag6corr_flow_bench_lag3corr_flow_bench_lag6corr_flow_rate_lag3corr_flow_rate_lag6
0188721301301.00000023477.22430814880.471588818.37267570.855-45677.14801.244126e+069570.2000151926.09832.3572646.382330e+105.151309e+11-2.560792e+102.841988e+117.507692260.429844-0.5765200.0137232.392243e-011.000000SwitzerlandSwitzerland1074.063407e+118.956214e+118.915940e+113103449.121495360.0078250.008326NaNNaN0.0075460.014510
12000000761301190.91538515840.0003319272.471050732.46144837.20354791.98402.314415e+051780.319492518.02838.0002321.457820e-012.457632e-01-1.707090e-022.717209e-014.70000090.508681-0.4158760.0137231.162029e-010.949206SpainSpain226.276897e+102.469731e+112.481822e+11718127.772727850.0152780.096449NaNNaN-0.0251810.012844
220000008271711.00000085194.20023925820.0550316149.358131158.47114575.55601.229616e+0617318.5391834807.013472.0426524.056892e+112.421685e+12-9.687862e+108.402113e+111.76056340.438873-0.5887240.0342825.851376e-011.000000ItalyItaly181.147803e+121.251086e+121.333111e+121001016.94444419-0.019860-0.020797NaNNaN0.022861-0.135696
32000001461301301.00000071298.60370015953.6355519508.539519508.539457533.33101.150546e+068850.3504384774.010074.7482104.770901e+002.930221e+013.780801e+002.870987e+016.684615140.517815-0.5566670.0137231.887379e-150.999302ItalyItaly332.123548e+113.670050e+113.882699e+1123725626.333333540.281071-0.020188NaNNaN-0.018482-0.018833
42000001471291291.00000035957.85190718047.3390174703.1888478.402677424.21911.210845e+069386.3984747523.013914.7831101.775257e+008.769726e+001.150007e+007.862819e+0013.162791270.599433-0.4481720.0138379.514697e-010.996847ItalyItaly785.279255e+116.892142e+116.858178e+1159661921.76923149-0.026933-0.010493NaNNaN-0.204637-0.109646
\n", "
" ], "text/plain": [ " Registrar Account - ID n_months n_active_months flow_freq aum_qty_mean \\\n", "0 18872 130 130 1.000000 23477.224308 \n", "1 200000076 130 119 0.915385 15840.000331 \n", "2 200000082 71 71 1.000000 85194.200239 \n", "3 200000146 130 130 1.000000 71298.603700 \n", "4 200000147 129 129 1.000000 35957.851907 \n", "\n", " aum_qty_median aum_qty_max aum_qty_last net_flow_qty_sum \\\n", "0 14880.4715 88818.372 67570.855 -45677.1480 \n", "1 9272.4710 50732.461 44837.203 54791.9840 \n", "2 25820.0550 316149.358 131158.471 14575.5560 \n", "3 15953.6355 519508.539 519508.539 457533.3310 \n", "4 18047.3390 174703.188 8478.402 677424.2191 \n", "\n", " gross_flow_qty_sum gross_flow_qty_mean n_tx_total net_flow_vol \\\n", "0 1.244126e+06 9570.200015 1926.0 9832.357264 \n", "1 2.314415e+05 1780.319492 518.0 2838.000232 \n", "2 1.229616e+06 17318.539183 4807.0 13472.042652 \n", "3 1.150546e+06 8850.350438 4774.0 10074.748210 \n", "4 1.210845e+06 9386.398474 7523.0 13914.783110 \n", "\n", " turnover_mean turnover_vol flow_to_aum_mean flow_to_aum_vol \\\n", "0 6.382330e+10 5.151309e+11 -2.560792e+10 2.841988e+11 \n", "1 1.457820e-01 2.457632e-01 -1.707090e-02 2.717209e-01 \n", "2 4.056892e+11 2.421685e+12 -9.687862e+10 8.402113e+11 \n", "3 4.770901e+00 2.930221e+01 3.780801e+00 2.870987e+01 \n", "4 1.775257e+00 8.769726e+00 1.150007e+00 7.862819e+00 \n", "\n", " avg_n_isin_held max_n_isin_held sub_share_mean red_share_mean \\\n", "0 7.507692 26 0.429844 -0.576520 \n", "1 4.700000 9 0.508681 -0.415876 \n", "2 1.760563 4 0.438873 -0.588724 \n", "3 6.684615 14 0.517815 -0.556667 \n", "4 13.162791 27 0.599433 -0.448172 \n", "\n", " delta_rate_mean aum_drawdown_last aum_drawdown_max region \\\n", "0 0.013723 2.392243e-01 1.000000 Switzerland \n", "1 0.013723 1.162029e-01 0.949206 Spain \n", "2 0.034282 5.851376e-01 1.000000 Italy \n", "3 0.013723 1.887379e-15 0.999302 Italy \n", "4 0.013837 9.514697e-01 0.996847 Italy \n", "\n", " country n_isin_total rel_turnover_mean_avg rel_turnover_vol_avg \\\n", "0 Switzerland 107 4.063407e+11 8.956214e+11 \n", "1 Spain 22 6.276897e+10 2.469731e+11 \n", "2 Italy 18 1.147803e+12 1.251086e+12 \n", "3 Italy 33 2.123548e+11 3.670050e+11 \n", "4 Italy 78 5.279255e+11 6.892142e+11 \n", "\n", " rel_flow_to_aum_vol_avg full_exit_count entry_count \\\n", "0 8.915940e+11 310 344 \n", "1 2.481822e+11 71 81 \n", "2 1.333111e+12 100 101 \n", "3 3.882699e+11 237 256 \n", "4 6.858178e+11 596 619 \n", "\n", " avg_holding_months_per_isin max_holding_months_per_isin \\\n", "0 9.121495 36 \n", "1 27.772727 85 \n", "2 6.944444 19 \n", "3 26.333333 54 \n", "4 21.769231 49 \n", "\n", " corr_flow_fund_lag3 corr_flow_fund_lag6 corr_flow_bench_lag3 \\\n", "0 0.007825 0.008326 NaN \n", "1 0.015278 0.096449 NaN \n", "2 -0.019860 -0.020797 NaN \n", "3 0.281071 -0.020188 NaN \n", "4 -0.026933 -0.010493 NaN \n", "\n", " corr_flow_bench_lag6 corr_flow_rate_lag3 corr_flow_rate_lag6 \n", "0 NaN 0.007546 0.014510 \n", "1 NaN -0.025181 0.012844 \n", "2 NaN 0.022861 -0.135696 \n", "3 NaN -0.018482 -0.018833 \n", "4 NaN -0.204637 -0.109646 " ] }, "execution_count": 337, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Données agrégées sur les ISIN et sur les mois\n", "df_rel_client = (\n", " df_rel_feat\n", " .groupby(ID_COL, as_index=False)\n", " .agg(\n", " n_isin_total=(ISIN_COL, \"nunique\"),\n", " rel_turnover_mean_avg=(\"rel_turnover_mean\", \"mean\"),\n", " rel_turnover_vol_avg=(\"rel_turnover_vol\", \"mean\"),\n", " rel_flow_to_aum_vol_avg=(\"rel_flow_to_aum_vol\", \"mean\"),\n", " full_exit_count=(\"rel_full_exit_count\", \"sum\"),\n", " entry_count=(\"rel_entry_count\", \"sum\"),\n", " avg_holding_months_per_isin=(\"rel_holding_months\", \"mean\"),\n", " max_holding_months_per_isin=(\"rel_holding_months\", \"max\")\n", " )\n", ")\n", "\n", "df_client = (\n", " df_month\n", " .groupby(ID_COL, as_index=False)\n", " .agg(\n", " n_months=(\"month\", \"nunique\"),\n", " n_active_months=(\"active_month\", \"sum\"),\n", " flow_freq=(\"active_month\", \"mean\"),\n", "\n", " aum_qty_mean=(\"aum_qty\", \"mean\"),\n", " aum_qty_median=(\"aum_qty\", \"median\"),\n", " aum_qty_max=(\"aum_qty\", \"max\"),\n", " aum_qty_last=(\"aum_qty\", \"last\"),\n", "\n", " net_flow_qty_sum=(\"net_flow_qty\", \"sum\"),\n", " gross_flow_qty_sum=(\"gross_flow_qty\", \"sum\"),\n", " gross_flow_qty_mean=(\"gross_flow_qty\", \"mean\"),\n", " n_tx_total=(\"n_tx\", \"sum\"),\n", "\n", " net_flow_vol=(\"net_flow_qty\", \"std\"),\n", " turnover_mean=(\"turnover_m\", \"mean\"),\n", " turnover_vol=(\"turnover_m\", \"std\"),\n", " flow_to_aum_mean=(\"flow_to_aum_m\", \"mean\"),\n", " flow_to_aum_vol=(\"flow_to_aum_m\", \"std\"),\n", "\n", " avg_n_isin_held=(\"n_isin_held\", \"mean\"),\n", " max_n_isin_held=(\"n_isin_held\", \"max\"),\n", "\n", " sub_share_mean=(\"sub_share_m\", \"mean\"),\n", " red_share_mean=(\"red_share_m\", \"mean\"),\n", "\n", " delta_rate_mean=(\"delta_rate_m\", \"mean\"),\n", " aum_drawdown_last=(\"aum_drawdown\", \"last\"),\n", " aum_drawdown_max=(\"aum_drawdown\", \"max\"),\n", "\n", " region=(\"region\", \"last\"),\n", " country=(\"country\", \"last\")\n", " )\n", ")\n", "\n", "df_client = df_client.merge(df_rel_client, on=ID_COL, how=\"left\")\n", "\n", "#Variables de corrélations entre performance et flux\n", "def corr_lag(x, y, lag):\n", " x = np.asarray(x, dtype=float)\n", " y = np.asarray(y, dtype=float)\n", " \n", " mask = np.isfinite(x) & np.isfinite(y)\n", " x, y = x[mask], y[mask]\n", " \n", " if len(x) <= lag + 3:\n", " return np.nan\n", " \n", " return pd.Series(x[lag:]).corr(pd.Series(y[:-lag]))\n", "\n", "rows = []\n", "\n", "for acc, g in df_month.groupby(ID_COL):\n", " g = g.sort_values(\"month\")\n", " \n", " flow = g[\"flow_to_aum_m\"].values\n", " ret_fund = g[\"ret_fund_m\"].values\n", " ret_bench = g[\"ret_bench_m\"].values\n", " rate = g[\"delta_rate_m\"].values\n", " \n", " rows.append({\n", " ID_COL: acc,\n", " \n", " # 👇 Corrélations perf vs flux\n", " \"corr_flow_fund_lag3\": corr_lag(flow, ret_fund, 3),\n", " \"corr_flow_fund_lag6\": corr_lag(flow, ret_fund, 6),\n", " \n", " \"corr_flow_bench_lag3\": corr_lag(flow, ret_bench, 3),\n", " \"corr_flow_bench_lag6\": corr_lag(flow, ret_bench, 6),\n", " \n", " # 👇 Corrélation taux vs flux\n", " \"corr_flow_rate_lag3\": corr_lag(flow, rate, 3),\n", " \"corr_flow_rate_lag6\": corr_lag(flow, rate, 6),\n", " })\n", "\n", "df_corr = pd.DataFrame(rows)\n", "\n", "df_client = df_client.merge(df_corr, on=ID_COL, how=\"left\")\n", "\n", "print(df_client.shape)\n", "df_client.head()" ] }, { "cell_type": "code", "execution_count": 338, "id": "8c1a0491-a0bb-4165-b073-41f81637466b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(431, 44)\n" ] }, { "data": { "text/html": [ "
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Registrar Account - IDn_monthsn_active_monthsflow_freqaum_qty_meanaum_qty_medianaum_qty_maxaum_qty_lastnet_flow_qty_sumgross_flow_qty_sumgross_flow_qty_meann_tx_totalnet_flow_volturnover_meanturnover_volflow_to_aum_meanflow_to_aum_volavg_n_isin_heldmax_n_isin_heldsub_share_meanred_share_meandelta_rate_meanaum_drawdown_lastaum_drawdown_maxregioncountryn_isin_totalrel_turnover_mean_avgrel_turnover_vol_avgrel_flow_to_aum_vol_avgfull_exit_countentry_countavg_holding_months_per_isinmax_holding_months_per_isincorr_flow_fund_lag3corr_flow_fund_lag6corr_flow_bench_lag3corr_flow_bench_lag6corr_flow_rate_lag3corr_flow_rate_lag6flow_trend_12maum_trend_12mdrawdown_trend_12mbeta_rate
0188721301301.00000023477.22430814880.471588818.37267570.855-45677.14801.244126e+069570.2000151926.09832.3572646.382330e+105.151309e+11-2.560792e+102.841988e+117.507692260.429844-0.5765200.0137232.392243e-011.000000SwitzerlandSwitzerland1074.063407e+118.956214e+118.915940e+113103449.121495360.0078250.008326NaNNaN0.0075460.014510-1.886348e-022920.070661-0.0244671.405196e+10
12000000761301190.91538515840.0003319272.471050732.46144837.20354791.98402.314415e+051780.319492518.02838.0002321.457820e-012.457632e-01-1.707090e-022.717209e-014.70000090.508681-0.4158760.0137231.162029e-010.949206SpainSpain226.276897e+102.469731e+112.481822e+11718127.772727850.0152780.096449NaNNaN-0.0251810.0128441.789020e-03548.538087-0.003843-1.283031e-01
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32000001461301301.00000071298.60370015953.6355519508.539519508.539457533.33101.150546e+068850.3504384774.010074.7482104.770901e+002.930221e+013.780801e+002.870987e+016.684615140.517815-0.5566670.0137231.887379e-150.999302ItalyItaly332.123548e+113.670050e+113.882699e+1123725626.333333540.281071-0.020188NaNNaN-0.018482-0.018833-9.860558e-0224136.047846-0.049820-4.842472e+00
42000001471291291.00000035957.85190718047.3390174703.1888478.402677424.21911.210845e+069386.3984747523.013914.7831101.775257e+008.769726e+001.150007e+007.862819e+0013.162791270.599433-0.4481720.0138379.514697e-010.996847ItalyItaly785.279255e+116.892142e+116.858178e+1159661921.76923149-0.026933-0.010493NaNNaN-0.204637-0.1096461.129487e+002098.385472-0.012011-2.472128e+00
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" ], "text/plain": [ " Registrar Account - ID n_months n_active_months flow_freq aum_qty_mean \\\n", "0 18872 130 130 1.000000 23477.224308 \n", "1 200000076 130 119 0.915385 15840.000331 \n", "2 200000082 71 71 1.000000 85194.200239 \n", "3 200000146 130 130 1.000000 71298.603700 \n", "4 200000147 129 129 1.000000 35957.851907 \n", "\n", " aum_qty_median aum_qty_max aum_qty_last net_flow_qty_sum \\\n", "0 14880.4715 88818.372 67570.855 -45677.1480 \n", "1 9272.4710 50732.461 44837.203 54791.9840 \n", "2 25820.0550 316149.358 131158.471 14575.5560 \n", "3 15953.6355 519508.539 519508.539 457533.3310 \n", "4 18047.3390 174703.188 8478.402 677424.2191 \n", "\n", " gross_flow_qty_sum gross_flow_qty_mean n_tx_total net_flow_vol \\\n", "0 1.244126e+06 9570.200015 1926.0 9832.357264 \n", "1 2.314415e+05 1780.319492 518.0 2838.000232 \n", "2 1.229616e+06 17318.539183 4807.0 13472.042652 \n", "3 1.150546e+06 8850.350438 4774.0 10074.748210 \n", "4 1.210845e+06 9386.398474 7523.0 13914.783110 \n", "\n", " turnover_mean turnover_vol flow_to_aum_mean flow_to_aum_vol \\\n", "0 6.382330e+10 5.151309e+11 -2.560792e+10 2.841988e+11 \n", "1 1.457820e-01 2.457632e-01 -1.707090e-02 2.717209e-01 \n", "2 4.056892e+11 2.421685e+12 -9.687862e+10 8.402113e+11 \n", "3 4.770901e+00 2.930221e+01 3.780801e+00 2.870987e+01 \n", "4 1.775257e+00 8.769726e+00 1.150007e+00 7.862819e+00 \n", "\n", " avg_n_isin_held max_n_isin_held sub_share_mean red_share_mean \\\n", "0 7.507692 26 0.429844 -0.576520 \n", "1 4.700000 9 0.508681 -0.415876 \n", "2 1.760563 4 0.438873 -0.588724 \n", "3 6.684615 14 0.517815 -0.556667 \n", "4 13.162791 27 0.599433 -0.448172 \n", "\n", " delta_rate_mean aum_drawdown_last aum_drawdown_max region \\\n", "0 0.013723 2.392243e-01 1.000000 Switzerland \n", "1 0.013723 1.162029e-01 0.949206 Spain \n", "2 0.034282 5.851376e-01 1.000000 Italy \n", "3 0.013723 1.887379e-15 0.999302 Italy \n", "4 0.013837 9.514697e-01 0.996847 Italy \n", "\n", " country n_isin_total rel_turnover_mean_avg rel_turnover_vol_avg \\\n", "0 Switzerland 107 4.063407e+11 8.956214e+11 \n", "1 Spain 22 6.276897e+10 2.469731e+11 \n", "2 Italy 18 1.147803e+12 1.251086e+12 \n", "3 Italy 33 2.123548e+11 3.670050e+11 \n", "4 Italy 78 5.279255e+11 6.892142e+11 \n", "\n", " rel_flow_to_aum_vol_avg full_exit_count entry_count \\\n", "0 8.915940e+11 310 344 \n", "1 2.481822e+11 71 81 \n", "2 1.333111e+12 100 101 \n", "3 3.882699e+11 237 256 \n", "4 6.858178e+11 596 619 \n", "\n", " avg_holding_months_per_isin max_holding_months_per_isin \\\n", "0 9.121495 36 \n", "1 27.772727 85 \n", "2 6.944444 19 \n", "3 26.333333 54 \n", "4 21.769231 49 \n", "\n", " corr_flow_fund_lag3 corr_flow_fund_lag6 corr_flow_bench_lag3 \\\n", "0 0.007825 0.008326 NaN \n", "1 0.015278 0.096449 NaN \n", "2 -0.019860 -0.020797 NaN \n", "3 0.281071 -0.020188 NaN \n", "4 -0.026933 -0.010493 NaN \n", "\n", " corr_flow_bench_lag6 corr_flow_rate_lag3 corr_flow_rate_lag6 \\\n", "0 NaN 0.007546 0.014510 \n", "1 NaN -0.025181 0.012844 \n", "2 NaN 0.022861 -0.135696 \n", "3 NaN -0.018482 -0.018833 \n", "4 NaN -0.204637 -0.109646 \n", "\n", " flow_trend_12m aum_trend_12m drawdown_trend_12m beta_rate \n", "0 -1.886348e-02 2920.070661 -0.024467 1.405196e+10 \n", "1 1.789020e-03 548.538087 -0.003843 -1.283031e-01 \n", "2 4.793703e+09 -10443.281371 0.033033 7.995257e+10 \n", "3 -9.860558e-02 24136.047846 -0.049820 -4.842472e+00 \n", "4 1.129487e+00 2098.385472 -0.012011 -2.472128e+00 " ] }, "execution_count": 338, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def compute_trend(y):\n", " y = np.asarray(y, dtype=float)\n", " if len(y) < 4:\n", " return np.nan\n", " x = np.arange(len(y)).reshape(-1, 1)\n", " mask = np.isfinite(y)\n", " if mask.sum() < 4:\n", " return np.nan\n", " reg = LinearRegression().fit(x[mask], y[mask])\n", " return reg.coef_[0]\n", "\n", "def compute_beta(y, x):\n", " y = np.asarray(y, dtype=float)\n", " x = np.asarray(x, dtype=float)\n", " mask = np.isfinite(y) & np.isfinite(x)\n", " if mask.sum() < 6:\n", " return np.nan\n", " reg = LinearRegression().fit(x[mask].reshape(-1, 1), y[mask])\n", " return reg.coef_[0]\n", "\n", "rows = []\n", "\n", "for acc, g in df_month.groupby(ID_COL):\n", " g = g.sort_values(\"month\")\n", "\n", " flow = g[\"flow_to_aum_m\"].values\n", " aum = g[\"aum_qty\"].values\n", " delta_rate = g[\"delta_rate_m\"].values\n", " drawdown = g[\"aum_drawdown\"].values\n", "\n", " rows.append({\n", " ID_COL: acc,\n", " \"flow_trend_12m\": compute_trend(flow[-12:]),\n", " \"aum_trend_12m\": compute_trend(aum[-12:]),\n", " \"drawdown_trend_12m\": compute_trend(drawdown[-12:]),\n", " \"beta_rate\": compute_beta(flow, delta_rate)\n", " })\n", "\n", "df_beta = pd.DataFrame(rows)\n", "\n", "df_client = df_client.merge(df_beta, on=ID_COL, how=\"left\")\n", "\n", "print(df_client.shape)\n", "df_client.head()" ] }, { "cell_type": "code", "execution_count": 339, "id": "4e4ea46f-5c3d-4a4a-b79c-ff5ae8973bad", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "seg_2D\n", "Highly active (high int, high freq) 137\n", "Dormant (low int, low freq) 134\n", "Small rebalancers (low int, high freq) 80\n", "Occasional large movers (high int, low freq) 80\n", "Name: count, dtype: int64\n", "thr_int: 5.739688017572092 thr_freq: 0.8\n" ] } ], "source": [ "df_client[\"rel_intensity_total\"] = df_client[\"gross_flow_qty_sum\"]/df_client[\"aum_qty_mean\"] # turnover proxy\n", "df_client[\"frequency\"] = df_client[\"flow_freq\"] # share of active months\n", "\n", "# Thresholds: medians (simple + explainable)\n", "thr_int = df_client[\"rel_intensity_total\"].median()\n", "thr_freq = df_client[\"frequency\"].median()\n", "\n", "def quadrant(row):\n", " low_int = row[\"rel_intensity_total\"] < thr_int\n", " low_frq = row[\"frequency\"] < thr_freq\n", "\n", " if low_int and low_frq:\n", " return \"Dormant (low int, low freq)\"\n", " if low_int and (not low_frq):\n", " return \"Small rebalancers (low int, high freq)\"\n", " if (not low_int) and low_frq:\n", " return \"Occasional large movers (high int, low freq)\"\n", " return \"Highly active (high int, high freq)\"\n", "\n", "df_client[\"seg_2D\"] = df_client.apply(quadrant, axis=1)\n", "\n", "print(df_client[\"seg_2D\"].value_counts())\n", "print(\"thr_int:\", thr_int, \"thr_freq:\", thr_freq)\n" ] }, { "cell_type": "code", "execution_count": 340, "id": "09943df7-8c78-4c51-b387-866c5cddd392", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "plt.style.use('default')\n", "plt.figure()\n", "for name, g in df_client.groupby(\"seg_2D\"):\n", " plt.scatter(g[\"frequency\"], g[\"rel_intensity_total\"], s=10, label=name)\n", "\n", "plt.yscale(\"log\")\n", "plt.axvline(thr_freq, linestyle=\"--\")\n", "plt.axhline(thr_int, linestyle=\"--\")\n", "plt.xlabel(\"Activity frequency (share of active months)\")\n", "plt.ylabel(\"Gross flow / mean AUM (quantity) [log scale]\")\n", "plt.title(\"2D behavioral segmentation: relative intensity vs frequency (400+ Accounts)\")\n", "plt.legend(markerscale=2)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 366, "id": "9eb5fbb8-1a7b-434c-ba36-3c2a560b4cb1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nb clients = 404\n", "Nb features = 35\n", "['log_aum_qty_mean', 'flow_freq', 'gross_flow_to_aum', 'flow_to_aum_vol', 'activity_intensity', 'n_tx_total', 'avg_n_isin_held', 'n_isin_total', 'avg_holding_months_per_isin', 'exit_rate_per_isin', 'flow_direction_balance', 'aum_drawdown_last', 'corr_flow_fund_lag3', 'corr_flow_fund_lag6', 'corr_flow_rate_lag3', 'country_grp_France', 'country_grp_Germany', 'country_grp_Italy', 'country_grp_Luxembourg', 'country_grp_Monaco', 'country_grp_Other', 'country_grp_Spain', 'country_grp_Sweden', 'country_grp_Switzerland', 'country_grp_United Kingdom', 'region_grp_France', 'region_grp_Germany', 'region_grp_International', 'region_grp_Italy', 'region_grp_Luxembourg', 'region_grp_Nordics', 'region_grp_Other', 'region_grp_Spain', 'region_grp_Switzerland', 'region_grp_United Kingdom']\n" ] } ], "source": [ "dfc = df_client.copy()\n", "\n", "dfc[\"gross_flow_to_aum\"] = dfc[\"gross_flow_qty_sum\"] / (dfc[\"aum_qty_mean\"].abs() + EPS)\n", "dfc[\"avg_ticket\"] = dfc[\"gross_flow_qty_sum\"] / (dfc[\"n_tx_total\"] + EPS)\n", "dfc[\"flow_direction_balance\"] = dfc[\"net_flow_qty_sum\"] / (dfc[\"gross_flow_qty_sum\"] + EPS)\n", "dfc[\"redemption_bias\"] = dfc[\"red_share_mean\"] - dfc[\"sub_share_mean\"]\n", "dfc[\"activity_intensity\"] = dfc[\"n_tx_total\"] / (dfc[\"n_months\"] + EPS)\n", "dfc[\"exit_rate_per_isin\"] = dfc[\"full_exit_count\"] / (dfc[\"n_isin_total\"] + EPS)\n", "dfc[\"entry_rate_per_isin\"] = dfc[\"entry_count\"] / (dfc[\"n_isin_total\"] + EPS)\n", "dfc[\"aum_final_to_peak\"] = dfc[\"aum_qty_last\"] / (dfc[\"aum_qty_max\"] + EPS)\n", "\n", "for col in [\"aum_qty_mean\", \"gross_flow_qty_sum\", \"n_tx_total\", \"avg_ticket\", \"gross_flow_qty_mean\"]:\n", " dfc[f\"log_{col}\"] = np.log1p(dfc[col].clip(lower=0))\n", "\n", "dfc = dfc[(dfc[\"n_months\"] >= 6) & (dfc[\"aum_qty_mean\"] > 0)].copy()\n", "\n", "top_countries = dfc[\"country\"].fillna(\"Unknown\").value_counts().head(10).index\n", "top_regions = dfc[\"region\"].fillna(\"Unknown\").value_counts().head(10).index\n", "\n", "dfc[\"country_grp\"] = np.where(dfc[\"country\"].isin(top_countries), dfc[\"country\"], \"Other\")\n", "dfc[\"region_grp\"] = np.where(dfc[\"region\"].isin(top_regions), dfc[\"region\"], \"Other\")\n", "\n", "base_features = [\n", " \"log_aum_qty_mean\",\n", " \"flow_freq\",\n", " \"gross_flow_to_aum\",\n", " #\"turnover_vol\",\n", " \"flow_to_aum_vol\",\n", " \"activity_intensity\",\n", " \"n_tx_total\",\n", " \"avg_n_isin_held\",\n", " \"n_isin_total\",\n", " \"avg_holding_months_per_isin\",\n", " \"exit_rate_per_isin\",\n", " \"flow_direction_balance\",\n", " #\"redemption_bias\",\n", " \"aum_drawdown_last\",\n", " \"corr_flow_fund_lag3\",\n", " \"corr_flow_fund_lag6\",\n", " \"corr_flow_rate_lag3\",\n", " #\"corr_flow_rate_lag6\",\n", " #\"corr_flow_bench_lag3\",\n", " #\"corr_flow_bench_lag6\"\n", " \n", "]\n", "\n", "base_features2 = [\n", " \"log_aum_qty_mean\",\n", " \"log_gross_flow_qty_mean\",\n", " \"n_tx_total\",\n", " \"flow_freq\",\n", " \"gross_flow_to_aum\",\n", " \"net_flow_vol\",\n", " #\"avg_n_isin_held\",\n", " #\"flow_direction_balance\",\n", "]\n", "\n", "base_features = [c for c in base_features if c in dfc.columns]\n", "\n", "X_num = dfc[base_features].replace([np.inf, -np.inf], np.nan).fillna(dfc[base_features].median())\n", "X_cat = pd.get_dummies(dfc[[\"country_grp\", \"region_grp\"]].fillna(\"Unknown\"), drop_first=True)\n", "\n", "X = pd.concat([X_num.reset_index(drop=True), X_cat.reset_index(drop=True)], axis=1)\n", "\n", "scaler = StandardScaler()\n", "scaler2 = RobustScaler()\n", "\n", "X_scaled = scaler.fit_transform(X_num)\n", "X_scaled2 = scaler2.fit_transform(X_num)\n", "\n", "print(\"Nb clients =\", X.shape[0])\n", "print(\"Nb features =\", X.shape[1])\n", "print(X.columns.tolist())" ] }, { "cell_type": "code", "execution_count": 364, "id": "5f006fc0-d0e7-47b2-94f0-7e3bbdf91097", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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kinertiasilhouettedavies_bouldin
025178.843770NaNNaN
134741.6294150.1325982.166657
244394.7020260.1247852.073192
354115.4415870.1332491.787169
463865.5461670.1274311.759628
573679.2733000.1355891.702516
683448.4523070.1395331.634761
793321.8052010.1219271.709083
8103167.8892480.1282391.605403
9113048.3398110.1345921.620711
10122931.2560530.1392581.550705
11132847.0015920.1446811.537896
12142742.5659430.1521591.455955
13152647.7581200.1485891.469929
14162576.7361310.1323431.498820
15172520.9938930.1378371.491089
16182443.6132390.1352041.450617
17192368.3633840.1512321.428163
18202348.0223850.1341301.432542
\n", "
" ], "text/plain": [ " k inertia silhouette davies_bouldin\n", "0 2 5178.843770 NaN NaN\n", "1 3 4741.629415 0.132598 2.166657\n", "2 4 4394.702026 0.124785 2.073192\n", "3 5 4115.441587 0.133249 1.787169\n", "4 6 3865.546167 0.127431 1.759628\n", "5 7 3679.273300 0.135589 1.702516\n", "6 8 3448.452307 0.139533 1.634761\n", "7 9 3321.805201 0.121927 1.709083\n", "8 10 3167.889248 0.128239 1.605403\n", "9 11 3048.339811 0.134592 1.620711\n", "10 12 2931.256053 0.139258 1.550705\n", "11 13 2847.001592 0.144681 1.537896\n", "12 14 2742.565943 0.152159 1.455955\n", "13 15 2647.758120 0.148589 1.469929\n", "14 16 2576.736131 0.132343 1.498820\n", "15 17 2520.993893 0.137837 1.491089\n", "16 18 2443.613239 0.135204 1.450617\n", "17 19 2368.363384 0.151232 1.428163\n", "18 20 2348.022385 0.134130 1.432542" ] }, "execution_count": 364, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rows = []\n", "\n", "for k in range(2, 21):\n", " km = KMeans(n_clusters=k, n_init=30, random_state=42)\n", " labels = km.fit_predict(X_scaled)\n", "\n", " row = {\n", " \"k\": k,\n", " \"inertia\": km.inertia_\n", " }\n", "\n", " if k >= 3:\n", " row[\"silhouette\"] = silhouette_score(X_scaled, labels)\n", " row[\"davies_bouldin\"] = davies_bouldin_score(X_scaled, labels)\n", " else:\n", " row[\"silhouette\"] = np.nan\n", " row[\"davies_bouldin\"] = np.nan\n", "\n", " rows.append(row)\n", "\n", "df_kdiag = pd.DataFrame(rows)\n", "df_kdiag" ] }, { "cell_type": "code", "execution_count": 343, "id": "0198c399-f532-44c5-91a7-d4e0a27887ec", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 3, figsize=(16, 4))\n", "\n", "axes[0].plot(df_kdiag[\"k\"], df_kdiag[\"inertia\"], marker=\"o\")\n", "axes[0].set_title(\"Elbow / Inertia\")\n", "axes[0].set_xlabel(\"K\")\n", "\n", "axes[1].plot(df_kdiag[\"k\"], df_kdiag[\"silhouette\"], marker=\"o\")\n", "axes[1].set_title(\"Silhouette\")\n", "axes[1].set_xlabel(\"K\")\n", "\n", "axes[2].plot(df_kdiag[\"k\"], df_kdiag[\"davies_bouldin\"], marker=\"o\")\n", "axes[2].set_title(\"Davies-Bouldin\")\n", "axes[2].set_xlabel(\"K\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 344, "id": "5ba1f3bf-7fd7-49aa-8b28-0ca0f2658bf0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "K=2 | silhouette=0.2357 | davies_bouldin=1.8611\n", "K=4 | silhouette=0.1262 | davies_bouldin=2.0735\n", "K=5 | silhouette=0.1332 | davies_bouldin=1.7872\n" ] } ], "source": [ "RESULTS = {}\n", "\n", "for k in [2, 4, 5]:\n", " km = KMeans(n_clusters=k, n_init=50, random_state=42)\n", " labels = km.fit_predict(X_scaled)\n", " dfc[f\"cluster_k{k}\"] = labels\n", "\n", " RESULTS[k] = {\n", " \"model\": km,\n", " \"labels\": labels,\n", " \"silhouette\": silhouette_score(X_scaled, labels),\n", " \"davies_bouldin\": davies_bouldin_score(X_scaled, labels)\n", " }\n", "\n", "for k in [2, 4, 5]:\n", " print(f\"K={k} | silhouette={RESULTS[k]['silhouette']:.4f} | davies_bouldin={RESULTS[k]['davies_bouldin']:.4f}\")" ] }, { "cell_type": "code", "execution_count": 345, "id": "0052976f-e30f-4f84-b720-6fa4a9078aba", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "===== K=2 =====\n" ] }, { "data": { "text/html": [ "
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n_clientsaum_qty_mean_medgross_flow_to_aum_medflow_freq_medn_tx_total_medavg_n_isin_held_medn_isin_total_medavg_holding_months_per_isin_medexit_rate_per_isin_medflow_direction_balance_medredemption_bias_medaum_drawdown_last_medaum_final_to_peak_medcorr_flow_fund_lag3_medcorr_flow_fund_lag6_medcorr_flow_rate_lag3_medcorr_flow_rate_lag6_med
cluster_k2
032721039.4156085.5165340.730769469.02.34782620.010.0000001.4166670.042861-0.7629430.8189220.1810780.0023650.0041220.0003390.000122
177133315.87951510.3753581.0000008861.014.76923156.034.7653062.5151520.026428-1.0578730.5051650.4948350.0415150.023970-0.045190-0.046754
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" ], "text/plain": [ " n_clients aum_qty_mean_med gross_flow_to_aum_med flow_freq_med \\\n", "cluster_k2 \n", "0 327 21039.415608 5.516534 0.730769 \n", "1 77 133315.879515 10.375358 1.000000 \n", "\n", " n_tx_total_med avg_n_isin_held_med n_isin_total_med \\\n", "cluster_k2 \n", "0 469.0 2.347826 20.0 \n", "1 8861.0 14.769231 56.0 \n", "\n", " avg_holding_months_per_isin_med exit_rate_per_isin_med \\\n", "cluster_k2 \n", "0 10.000000 1.416667 \n", "1 34.765306 2.515152 \n", "\n", " flow_direction_balance_med redemption_bias_med \\\n", "cluster_k2 \n", "0 0.042861 -0.762943 \n", "1 0.026428 -1.057873 \n", "\n", " aum_drawdown_last_med aum_final_to_peak_med \\\n", "cluster_k2 \n", "0 0.818922 0.181078 \n", "1 0.505165 0.494835 \n", "\n", " corr_flow_fund_lag3_med corr_flow_fund_lag6_med \\\n", "cluster_k2 \n", "0 0.002365 0.004122 \n", "1 0.041515 0.023970 \n", "\n", " corr_flow_rate_lag3_med corr_flow_rate_lag6_med \n", "cluster_k2 \n", "0 0.000339 0.000122 \n", "1 -0.045190 -0.046754 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "===== K=4 =====\n" ] }, { "data": { "text/html": [ "
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n_clientsaum_qty_mean_medgross_flow_to_aum_medflow_freq_medn_tx_total_medavg_n_isin_held_medn_isin_total_medavg_holding_months_per_isin_medexit_rate_per_isin_medflow_direction_balance_medredemption_bias_medaum_drawdown_last_medaum_final_to_peak_medcorr_flow_fund_lag3_medcorr_flow_fund_lag6_medcorr_flow_rate_lag3_medcorr_flow_rate_lag6_med
cluster_k4
316514436.31582917.2188490.9491531252.02.52755929.07.7567573.0937500.018779-0.9964860.9166650.0833350.0002080.001381-0.002783-0.003603
013128566.1313060.8941620.12307714.01.65000015.08.5000000.6197180.000000-0.1272570.7923180.207682-0.0009880.0000610.0147650.015976
28676209.1645824.8711211.0000002339.011.11666725.540.6437040.7500000.154712-1.0215550.2160710.7839290.0307990.022152-0.036992-0.046754
122335180.43000815.6529721.00000020193.013.23750081.019.0720845.1583640.028313-1.1003550.6514440.3485560.0964470.077212-0.029813-0.031076
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" ], "text/plain": [ " n_clients aum_qty_mean_med gross_flow_to_aum_med flow_freq_med \\\n", "cluster_k4 \n", "3 165 14436.315829 17.218849 0.949153 \n", "0 131 28566.131306 0.894162 0.123077 \n", "2 86 76209.164582 4.871121 1.000000 \n", "1 22 335180.430008 15.652972 1.000000 \n", "\n", " n_tx_total_med avg_n_isin_held_med n_isin_total_med \\\n", "cluster_k4 \n", "3 1252.0 2.527559 29.0 \n", "0 14.0 1.650000 15.0 \n", "2 2339.0 11.116667 25.5 \n", "1 20193.0 13.237500 81.0 \n", "\n", " avg_holding_months_per_isin_med exit_rate_per_isin_med \\\n", "cluster_k4 \n", "3 7.756757 3.093750 \n", "0 8.500000 0.619718 \n", "2 40.643704 0.750000 \n", "1 19.072084 5.158364 \n", "\n", " flow_direction_balance_med redemption_bias_med \\\n", "cluster_k4 \n", "3 0.018779 -0.996486 \n", "0 0.000000 -0.127257 \n", "2 0.154712 -1.021555 \n", "1 0.028313 -1.100355 \n", "\n", " aum_drawdown_last_med aum_final_to_peak_med \\\n", "cluster_k4 \n", "3 0.916665 0.083335 \n", "0 0.792318 0.207682 \n", "2 0.216071 0.783929 \n", "1 0.651444 0.348556 \n", "\n", " corr_flow_fund_lag3_med corr_flow_fund_lag6_med \\\n", "cluster_k4 \n", "3 0.000208 0.001381 \n", "0 -0.000988 0.000061 \n", "2 0.030799 0.022152 \n", "1 0.096447 0.077212 \n", "\n", " corr_flow_rate_lag3_med corr_flow_rate_lag6_med \n", "cluster_k4 \n", "3 -0.002783 -0.003603 \n", "0 0.014765 0.015976 \n", "2 -0.036992 -0.046754 \n", "1 -0.029813 -0.031076 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "===== K=5 =====\n" ] }, { "data": { "text/html": [ "
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n_clientsaum_qty_mean_medgross_flow_to_aum_medflow_freq_medn_tx_total_medavg_n_isin_held_medn_isin_total_medavg_holding_months_per_isin_medexit_rate_per_isin_medflow_direction_balance_medredemption_bias_medaum_drawdown_last_medaum_final_to_peak_medcorr_flow_fund_lag3_medcorr_flow_fund_lag6_medcorr_flow_rate_lag3_medcorr_flow_rate_lag6_med
cluster_k5
116812566.40568516.2538470.9115771094.52.52418028.58.1666672.9551960.036286-0.9703980.9144960.0855040.0017150.003794-0.0008440.001543
311137555.6320000.6612050.0769236.01.51111112.08.2903230.5862070.000000-0.0769230.8189220.181078-0.002355-0.0002900.0113300.021365
49059767.6451644.2167730.9958681725.510.81153824.039.3494320.7085360.177072-1.0176850.1817740.8182260.0290660.024737-0.025887-0.038057
030212211.19522715.7862891.00000017459.59.76839577.517.6017795.7704640.028313-1.0834670.6917440.3082560.0620110.052249-0.031718-0.037537
25114674.7037047.6072740.9444441221.00.86111112.03.8000002.600000-0.049426-1.2373580.9999140.000086-0.035506-0.027489-0.000900-0.036517
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" ], "text/plain": [ " n_clients aum_qty_mean_med gross_flow_to_aum_med flow_freq_med \\\n", "cluster_k5 \n", "1 168 12566.405685 16.253847 0.911577 \n", "3 111 37555.632000 0.661205 0.076923 \n", "4 90 59767.645164 4.216773 0.995868 \n", "0 30 212211.195227 15.786289 1.000000 \n", "2 5 114674.703704 7.607274 0.944444 \n", "\n", " n_tx_total_med avg_n_isin_held_med n_isin_total_med \\\n", "cluster_k5 \n", "1 1094.5 2.524180 28.5 \n", "3 6.0 1.511111 12.0 \n", "4 1725.5 10.811538 24.0 \n", "0 17459.5 9.768395 77.5 \n", "2 1221.0 0.861111 12.0 \n", "\n", " avg_holding_months_per_isin_med exit_rate_per_isin_med \\\n", "cluster_k5 \n", "1 8.166667 2.955196 \n", "3 8.290323 0.586207 \n", "4 39.349432 0.708536 \n", "0 17.601779 5.770464 \n", "2 3.800000 2.600000 \n", "\n", " flow_direction_balance_med redemption_bias_med \\\n", "cluster_k5 \n", "1 0.036286 -0.970398 \n", "3 0.000000 -0.076923 \n", "4 0.177072 -1.017685 \n", "0 0.028313 -1.083467 \n", "2 -0.049426 -1.237358 \n", "\n", " aum_drawdown_last_med aum_final_to_peak_med \\\n", "cluster_k5 \n", "1 0.914496 0.085504 \n", "3 0.818922 0.181078 \n", "4 0.181774 0.818226 \n", "0 0.691744 0.308256 \n", "2 0.999914 0.000086 \n", "\n", " corr_flow_fund_lag3_med corr_flow_fund_lag6_med \\\n", "cluster_k5 \n", "1 0.001715 0.003794 \n", "3 -0.002355 -0.000290 \n", "4 0.029066 0.024737 \n", "0 0.062011 0.052249 \n", "2 -0.035506 -0.027489 \n", "\n", " corr_flow_rate_lag3_med corr_flow_rate_lag6_med \n", "cluster_k5 \n", "1 -0.000844 0.001543 \n", "3 0.011330 0.021365 \n", "4 -0.025887 -0.038057 \n", "0 -0.031718 -0.037537 \n", "2 -0.000900 -0.036517 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "profile_vars = [\n", " \"aum_qty_mean\",\n", " \"gross_flow_to_aum\",\n", " \"flow_freq\",\n", " \"n_tx_total\",\n", " \"avg_n_isin_held\",\n", " \"n_isin_total\",\n", " \"avg_holding_months_per_isin\",\n", " \"exit_rate_per_isin\",\n", " \"flow_direction_balance\",\n", " \"redemption_bias\",\n", " \"aum_drawdown_last\",\n", " \"aum_final_to_peak\",\n", " \"corr_flow_fund_lag3\",\n", " \"corr_flow_fund_lag6\",\n", " \"corr_flow_rate_lag3\",\n", " \"corr_flow_rate_lag6\",\n", " #\"corr_flow_bench_lag3\",\n", " #\"corr_flow_bench_lag6\"\n", "]\n", "\n", "profile_vars2 = [\n", " \"aum_qty_mean\",\n", " \"gross_flow_to_aum\",\n", " \"flow_freq\",\n", " \"n_tx_total\",\n", " \"log_gross_flow_qty_mean\",\n", " \"net_flow_vol\",\n", "]\n", "\n", "profile_vars = [c for c in profile_vars if c in dfc.columns]\n", "\n", "for k in [2, 4, 5]:\n", " print(f\"\\n===== K={k} =====\")\n", " prof = (\n", " dfc.groupby(f\"cluster_k{k}\")\n", " .agg(\n", " n_clients=(ID_COL, \"count\"),\n", " **{f\"{c}_med\": (c, \"median\") for c in profile_vars}\n", " )\n", " .sort_values(\"n_clients\", ascending=False)\n", " )\n", " display(prof)" ] }, { "cell_type": "code", "execution_count": 237, "id": "ff8bdf91-859c-419e-a2ea-eb4a5f44f0df", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Analyse graphique des clusters : features2\n", "sns.set_style(\"whitegrid\")\n", "thr_int = dfc[\"gross_flow_to_aum\"].median()\n", "thr_freq = dfc[\"flow_freq\"].median()\n", "\n", "plt.figure()\n", "for name, g in dfc[~dfc['cluster_k5'].isin([2, 4, 6.0])].groupby(\"cluster_k5\"):\n", " plt.scatter(g[\"flow_freq\"], g[\"gross_flow_to_aum\"], s=10, label=f\"Cluster {int(name)}\")\n", "\n", "plt.yscale(\"log\")\n", "plt.axvline(thr_freq, linestyle=\"--\")\n", "plt.axhline(thr_int, linestyle=\"--\")\n", "plt.xlabel(\"Activity frequency (share of active months)\")\n", "plt.ylabel(\"Gross flow / mean AUM (quantity) [log scale]\")\n", "plt.title(\"2D behavioral segmentation: relative intensity vs frequency\")\n", "plt.legend(markerscale=2)\n", "plt.ylim(0.1,1000)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 238, "id": "0bb325e2-a490-465c-9c8f-2121694f9b92", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Analyse graphique des clusters : features2\n", "\n", "thr_int = dfc[\"gross_flow_to_aum\"].median()\n", "thr_freq = dfc[\"flow_freq\"].median()\n", "\n", "plt.figure()\n", "for name, g in dfc[~dfc['cluster_k5'].isin([1,3,0, 4, 6.0])].groupby(\"cluster_k5\"):\n", " plt.scatter(g[\"flow_freq\"], g[\"gross_flow_to_aum\"], s=10, label=f\"Cluster {int(name)}\")\n", "\n", "plt.yscale(\"log\")\n", "plt.axvline(thr_freq, linestyle=\"--\")\n", "plt.axhline(thr_int, linestyle=\"--\")\n", "plt.xlabel(\"Activity frequency (share of active months)\")\n", "plt.ylabel(\"Gross flow / mean AUM (quantity) [log scale]\")\n", "plt.title(\"2D behavioral segmentation: relative intensity vs frequency\")\n", "plt.legend(markerscale=2)\n", "plt.ylim(0.1,1000)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 346, "id": "4d04e670-51ae-482d-a5c5-93fe8263cfeb", "metadata": {}, "outputs": [], "source": [ "# Analyse : features\n", "\n", "labels_map = {\n", " 0: \"Cluster 0 (30): Large and highly active movers\",\n", " 1: \"Cluster 1 (168): Occasional large movers\",\n", " 3: \"Cluster 3 (111): Dormant profiles\",\n", " 4: \"Cluster 4 (90): Loyal clients\"\n", "}" ] }, { "cell_type": "code", "execution_count": 347, "id": "6ebe0025-0532-4e51-acb2-81aa786a164b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(12,5), sharey=False)\n", "\n", "thr_log_tx = dfc[\"log_n_tx_total\"].median()\n", "# --- Graphique 1 ---\n", "for name, g in dfc[~dfc['cluster_k5'].isin([2,4])].groupby(\"cluster_k5\"):\n", " axes[0].scatter(g[\"log_n_tx_total\"], g[\"gross_flow_to_aum\"], s=10, label=labels_map.get(int(name), \"Cluster {}\".format(int(name))))\n", "\n", "axes[0].set_yscale(\"log\")\n", "axes[0].axvline(thr_log_tx, linestyle=\"--\")\n", "axes[0].axhline(thr_int, linestyle=\"--\")\n", "axes[0].set_xlabel(\"Activity frequency (log_n_tx_total)\")\n", "axes[0].set_ylabel(\"Gross flow / mean AUM\")\n", "axes[0].set_title(\"2D behavioral segmentation: relative intensity vs frequency\")\n", "axes[0].set_ylim(0.1,1000)\n", "axes[0].legend(markerscale=2)\n", "\n", "# --- Graphique 2 ---\n", "thr_churn = dfc[\"aum_drawdown_last\"].median()\n", "thr_hold = dfc[\"avg_holding_months_per_isin\"].median()\n", "\n", "color_map = {\n", " 1: \"#ff7f0e\",\n", " 4: \"red\"\n", "}\n", "\n", "for name, g in dfc[~dfc['cluster_k5'].isin([0,2,3])].groupby(\"cluster_k5\"):\n", " axes[1].scatter(\n", " g[\"avg_holding_months_per_isin\"], g[\"aum_drawdown_last\"],\n", " s=10,\n", " color= color_map.get(int(name), \"gray\"),\n", " label=labels_map.get(int(name), \"Cluster {}\".format(int(name)))\n", " )\n", "\n", "axes[1].set_yscale(\"log\")\n", "axes[1].axvline(thr_hold, linestyle=\"--\")\n", "axes[1].axhline(thr_churn, linestyle=\"--\")\n", "axes[1].set_xlabel(\"avg_holding_months_per_isin\")\n", "axes[1].set_ylabel(\"aum_drawdown_last\")\n", "axes[1].set_title(\"2D behavioral segmentation: potential churn vs loyalty\")\n", "axes[1].legend(markerscale=2)\n", "axes[1].set_ylim(0.001,1.3)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 348, "id": "5b3c5228-c176-4f1c-8edb-5b5d093df8a9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Profil fidele (avg_holding_months_per_isin_med) vs churn (aum_drawdown_last_med)\n", "\n", "thr_churn = dfc[\"aum_drawdown_last\"].median()\n", "thr_hold = dfc[\"avg_holding_months_per_isin\"].median()\n", "\n", "plt.figure()\n", "for name, g in dfc[~dfc['cluster_k5'].isin([0,2,3])].groupby(\"cluster_k5\"):\n", " plt.scatter(g[\"avg_holding_months_per_isin\"], g[\"aum_drawdown_last\"], s=10, label=name)\n", "\n", "plt.yscale(\"log\")\n", "plt.axvline(thr_hold, linestyle=\"--\")\n", "plt.axhline(thr_churn, linestyle=\"--\")\n", "plt.xlabel(\"Activity frequency (share of active months)\")\n", "plt.ylabel(\"Gross flow / mean AUM (quantity) [log scale]\")\n", "plt.title(\"2D behavioral segmentation: relative intensity vs frequency\")\n", "plt.legend(markerscale=2)\n", "plt.ylim(0.001,1.1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 349, "id": "5071c36c-0176-460c-aeb7-ed7c4fb35ce5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#heatmap\n", "def robust_zscore_col(s):\n", " med = np.nanmedian(s)\n", " mad = np.nanmedian(np.abs(s - med))\n", " if mad == 0 or np.isnan(mad):\n", " return np.zeros(len(s))\n", " return (s - med) / (1.4826 * mad)\n", "\n", "for k in [5]:\n", " prof = dfc.groupby(f\"cluster_k{k}\")[profile_vars].median()\n", " prof_z = prof.copy()\n", "\n", " for c in prof.columns:\n", " # prof_z[c] = robust_zscore_col(prof[c].values)\n", " prof_z[c] = (prof[c] - prof[c].mean()) / (prof[c].std() + 1e-12)\n", " prof_z[c] = prof_z[c].fillna(0)\n", "\n", " plt.figure(figsize=(14, 4))\n", " sns.heatmap(prof_z, cmap=\"RdBu_r\", center=0)\n", " plt.xticks(rotation=45, ha='right') # incline les noms à 45°, alignés à droite\n", " plt.title(f\"Cluster signatures — K={k}\")\n", " plt.ylabel(\"Clusters\")\n", " plt.tight_layout()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 350, "id": "72393182-7c5b-4484-b0e0-770bff771d4c", "metadata": {}, "outputs": [ { "data": { "image/png": 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/vLrwwgtVpVJRlUpFnXzyyeptb3ubeuCBB35ou+X3/H5Zxh9Uxmc/+9nq1FNPNX9LKdUHP/hBtXPnTuX7vjr77LPV3//93z+qtOAtt9yizjnnHOV53ia5wh90r/y3/DppmqrzzjtPbdu2TW1sbGw67mMf+5gCoD73uc/90Pr+tABAve1tb3vE9/fdd5+anJxU4+Pj6u677/6Jr/+Xf/mX6qKLLlJTU1PKcRw1OTmpXvGKVzxiHBQoUKDAUwVMqRHfcYECBQoUKFCgQIECBX7qKDJmFihQoECBAgUKFCjwM0axCS9QoECBAgUKFChQ4GeMJ3QT/vGPfxy7du1CEAQ4//zz8a1vfeuJLE6BAgUKFChQoECBAj8TPGGb8M997nN45zvfiauuugrf/e53ceaZZ+KSSy7B8vLyE1WkAgUKFChQoECBAgV+JnjCAjPPP/98nHfeefgf/+N/ANDJJ7Zv345f//VfxxVXXPFEFKlAgQIFChQoUKBAgZ8JnhBLeBzHuO222zZpxXLO8fznPx/f+MY3nogiFShQoECBAgUKFCjwM8MTsglfXV1FlmWYmZnZ9P3MzAwWFxefiCIVKFCgQIECBQoUKPAzw1MiY2YURSZldo5XNC4HZwL7//AZ8Fs6VTRLAa+jf/e6CsF6CgDY2OOi+XACAAgnHGycyHDc/28FABDP1nD4hTqDYHkeCCkr8vRtKTo7dPO4fQUn1KwdngCDaf3ukpaA2lEJAMh8huXzFEpL+re5fwmRefrzX91yDWa7bSyXG7jsJe9BOKG/H7tviOGMb84PVnV5uztdBOv6ukwCQzqeZYCIFeK6rm/9UIruNl1GESswfQqYBJKyPsYJFZyhLrt0GVJff986TWHsbv05aGVIKhzhuP7b6ygwIikFLYn+rDD3Z5n+IW4wiNDezx3o78MxBrenzLnDSQGeKrquRFqm9z6lywwAacDgd3The3PC1F3ECuGYPd6levS2cNQPZZAeM7+lAdU3UqbufluhdaI+f+LeDGlJf5+UGQQNp6jJEFJG89ohhcEsQ7BK9VIKbl/RcRySZovfVhhO0LUu6mD6UyV9zJiDuEptui7N/fyORH9GoLSm69XezZFU6Z6HFTLfnrN8nv48freuFwBIh6F2JAYAbBzvwetaBlnUYOa6TAGDKV1fEen+AgCeKcQ127d5Ww8mBaSrj6ksZnCG+vu4LpBUbNu6Q4WE6jKcZmjsp3ocx9F8SN9ktJ+lYPB6+hjpMtQO6cbubfNNG8Y1BqaA2tGM/uamD7s7gYl79Pmpz8xYhAJS6tux+4ZonaTb3YkUIpoT7kBBcQZFxW/ujzCY8XQZf7WF0l+N6eN6GXpbdWEqCxmSqm63lXMVmvfoz63TJMbupvaMFTrHMZSWgC9fezVm+m0sjNXxjI/+V7z2nFvx2ZsuxC3v+QC2tNtYqjRw6WuuguIA8mZkMGNuOAWkOoM9Ssu630xfe0Dc0J/dLszY9DaA8ooyfe519Gd3qNCfsetRblbhEeCEQKaXFwRrCmE+ZmsAj+098jJKB/A3lOnn6dv0Qctne1DUb6UVIK5RmTq6rIruGazbcSldBinMn4jGbX1FpI9zQmXGWeYzU6a0pNfchOaS21N2rgNmTvZnGUScl0VhMEPPgQxwhvp7Z6DA9bKKuMbgDO36WVq18yIaA4I1fZziwMZePf7qD9t5LyJqYwBQun0BIHMBrwczpxv7U2zscaiOtq1FbO/HE4ys1wpRQ38fTgM+lcMJgY3TU0x8x6F6KbuGVYHysm6HzGNQ1NbX/4Uem8vlBn75eb+L9m59bvPhBCKkdTVMEU755vm0+AyG2sG8H+w4DdaVWaPDJjdrfH+Wwd+wdcqPkS4DTxSiJjf91Kc+ae6zcyxzYea035YYjuvCpxXAb9H4m2BIqT1nb42xdppHbaX7jdM9e1s5mvt0B7d3OeC05oXjQPWoPmbs/j5Wz6yaMuXr3NppAqUVauuhfsbHFWuXNGv0UQkRS2oHYZ6nSZWZfUHmMrOWigjwO7ogUV1g5TyFua/bvsrnW+ozRE0aswpoPqj3KN3tLoINaepXP5RR/QRqR/T3SYWhvJRi4wTXlLV+kH4rcwzJvlmZV/j2n78TTzbIxROfsHvz2QefsHs/Gp4QS/jk5CSEEFhaWtr0/dLSEmZnZx9x/DXXXINGo7Hp3wHc/7MqboECBQoUKFCgQIECjyueEEu453k455xzcMMNN+Cyyy4DoAMzb7jhBrz97W9/xPFXXnkl3vnOzW9zZ33ik9jvODjut7+BAx9+BgCARwzlJf3GuXSBRLCs3xL9dWDhQtecWz5zHQ/UJgEAbpcZy8NwGtjzl/rV+OiLpzB9mzZ1HLo0QFoha26LGytLY7/E2un6PYbHwM7rMxx+lTZ7HHUDYykWXyNreaCweFkEv6TfeFt7q3Bm9cWyo2VkdX08y1LA1+eolMGt6WOSngennML19Jt/J3LQbLT154GPqKPNXk4lgevqt+ckdpDFnK7FIQJ97vNPfAA3zJyk773mg4+FKFV02fuSYbhCpjpPAkKf4wYpGJkworaP+lRf3yMVCJf08c0dbaws6IowT0J4MRgnSy0Dkg0q47qDdE7fT7jSlLHS6KHV1p4JvuGiunsDABDGLtJYW0xO3z6P2+/fCUYWLl6PwYQul8qYqcdaz8euLdqsffCUSSgyj7pBirirLSvlsSHqJW36WZ4dhz89wJDKG0Wuqa/npeiv6zr69ciU5WW77sd1//EMXRBk5nh+pIRkUvezt+xCnNTFOvVPuTlEhfqwfUqAPDS6FTo487ijAIA7Z7aaawXlGOtHtPmxvKONjQ1tjuNuBtlz0a3q+2ShA78+AADErQC1mZ7uz76Psabuq9X1KlRfT/vydBuuo8fJ/Ab1NwCvHJrPSjJIySBT8iiM9XDshKbuq/Euju3U5qLSTAeZ1MckoQMlydwzcLD8dJp71dhYgbxygpIf4/BiPuhTM5521jt4cGZO91U9Mv02irVzPFQm9dgf9n0o6o/mdBetpRpKTV2H9oEq1Bb9+fdP/gre89KX67ZqeXAn9f02IgG2ovvmWb9wL/5l5jgAwEW79+Mbc7sAAOnRCtztXSRnSKi/kkAfKLkJXn7m7fi18W/iu2duN/NSegrr5yfgQWraQYYC5XE9jxvlEKvtim6HcwbohT7iiNqIKeyYWtd91aviBdv2AQC+/NApSBw9LjlTGGa6rWXGkQ0dU/duV4+NRn2AMHbg0TowSAVqgR7ncSZQ9fXnjUEJYazvXS1F6Ax1O5T8GAd2aZN8bcsGeh09J9OzUwQ+WexiF8l8GePH6/JudEvgNA99N8VgqOeY42amHdoZh6B6pLFAUNJzVUoOScc0KkO0ByXIjKzGQiGhOnrlBBGtD6KcoEnjvdUtoV7V/dxaryCgNSBmCgOaL5WxIRIAffq752XGAxGUY0Q0zPqLVZx/xsMAgPt2TmNI9fD9FGMVml+pgyG1WyYZuplAOdD3PHxaDZVxPTYHoQdBfcCYgsys3Suf965r140X7HgY/3Dbmbq8032cPr6Gu7xtuu7V2Jzreylaob6/zLiZn+qvFNDX1uYjL+AAyGt1okB5gcaY9BFNKOPB8Hb20E/0+pKOpUBAlteMgbn6fPdQAMXIWr5ziOx+3YZxE+Z7Z8DgrzP0dpHFfcCR1uk5VBeIZvX8EG0Br6PP6ewS8M9u6c+LNbhrup+TuQh8Q5f30KWu9tgASOoK7bMSiJK+Vrbmo3uO/sx4gizU59fuc7H6PD3GW3srSCb0mHXWHSh67jhehtZQ34MLCSwFqOvphtbTEjgVfU7/WAm5W8ftM6jT9boaH6tANfQx/kEf8Rg95yYjYFGPUVmWQDlF63g9r/qnxBi/VY+njb3SjD+vxbB6ui5LaVVh/qX6umLZQ1zX9/ZbwLEX6fYMjrpYfibDzD/rC4iYYfGZ+YBKAZo71Qv13Czw5MUTRkd55zvfide//vU499xz8fSnPx1//Md/jH6/jze84Q2PONb3ffi+v+m7oKsH7IEPPwO7362DOVfedgEycml7LYGK3s9g4xQFbyN3bQKD28fh0XrmDK071WsD+1+t+SiNfcrQVJwB0HhYHxSOAeGUHuwrZ3P4NMZnbx1i8fwSFC0ufgtw9DMeWYkDid5/yFggpE2Fv8oRjZEf0VUQXXI7bhkiW9P1ZQBSoevKXIksFMaXJ1sekopeaJRiYKn1fVdoY9mKHIAWfhZzMNprrURV85CDK6EUQ5LossRd37wEsI4DWaKHfyWGI8jlFWTI6KGZphy8oRs0yzhYRC8mlQSMS/uAkAygzbb0FDg9jJXSZTagTaIYcLNBSCPr225FJTBPmo5TikFR3ZVk5uEmI4Gyoxcz1XNNGWXGwajumeTI6N7KlUhjB4oemsKRyKhN0lTAb0SmLI5PDxcloDrUPykDmyJfLldgLm3IUyBsBxDr1L9jQ8iR+uYbF+FnWAupgxTMhjWOHUNzkts2b0j9ySGiPm121h2gTuOBAcPQPmBSGgMq4+B9qlMmzCZcJQLcp4cZgHBBbxLFRIQs5lAJ0TXa43mxwBjgbuhrZZPcvPjFiWce3lIosDTfeLB8TwDGFARXuh8BYGD7d5i6YAn1TyLMvQGYh6/oCaiJkbagORFGLpgjkVF9nQED6MWzmwX6YQs9JfINkZIMqqrLfvODx5tL3vzg8eAOzTVHgTOFJBVmrEow9DMfsVLoJr7tU8WAkMOp200eKyWmrQFgJ220N8ISlGKo0Yu2lAzrAz0GMsmwEurNUaUcgXNyg6cCQti5k+Z9qGBfBL7vxaXsxZu+SzLb3qPlqtK6IZgEi5m5VrlGYz/jphyukyGbiszY4kKhRi9wacbh0HjgTKFa0d/3Qh8l2sRHjoOKr+dkd+gjoPEH6E18Jog24ifoMd9cy5TbzRA4+pzQT3XfAHBL1ljgOhlA80tKBs4Vyg3d1lHkmjJ6boaQXoREM4JHHBalmHlpAACfDBKD2DPrX70UYb1rX2KZI0H7UviBXTMZUxhGeq7WyiHixDHtK+jF32UZ/AldvsBLkCoOlzaDvpeaPkxSYcqVdHw4NbtB15XQm2wxofst67rIfFpDXCBtZOBD/XezMsTKTt12gZuNjGN9TwDoTjkQNV2O6bEu2kpvwtVsCBnpeqSzKeJJD8GUflEZbgQI6GU4SSoo00t2X5ShttI47bmo0virTPfR47odS9UYUW5Y6TuQ23Q9qkGMYeiB0RhUY7F5wWs2B+jRS2R2wRAujcvU8e2mvc4AWo/KjaFZJ7JYAJUMrafRWjwyhtLJ2DxDleMgyI1KExE4LU3h1gRORd8jHThg9MxUQuGMXcdwZ7yd7hli4xR6eatk5pmSzHJEy3q/EY1z8xIZTjKA6ePD3QmER2vsngws5Vh+JvU3A7wx3dZZxpHR89IVdm4/mSAhf/RBPyU82TJUPmGb8Fe96lVYWVnBe9/7XiwuLuKss87C9ddf/4hgzQIFChQoUKBAgQIF/r3hCQ3MfPvb3/6o9JPHAkNFiBhW3nYBAGDq47dg/t36c+WYDkgDgPIxawGqLEoEL1zD8J+0xVtYzzsa+xOsnWZpK45+ocf4/TbILisxVOh60bgOJgGA3o4AYECwTG+gPSDz6EL00qcUwDsOZEMX3hkCIVn03R5HQq471fUgRqx/Mo9JZQqQDFijMpYl+j395i+7njk+7TtoKV2w3FUNAKUFgZDp49amysYF73UYohmGmFz6KmPGCuD0OJI6WZtaAby6fkNXKcegTVFKChCrukzRrgxOnywQrgsZZMCAypAx8MS6LmOqOxSDIqtHvx2Ah/p8rwX0+3RMxqHIen1kcRys7UCRlVJ1XfOZZQyRRxatroOVAQXkbAgkuUch4gBZqeOOjxbVW3QcoOUg2RKZdshpDpkrgJDax5WQVK5bS7tM+zLJkPaIAhUzsLauN48B7qdgFOHVW6mYoCwwWGtpzMEnN/Q9Bo6hYchSCkHdG7ZK1uPRdhDVHNMuyiEvBgCnLSApCFb2XXTJ+sPXXLhdGr89Dwm5bzHkkOR2j5sAatYqCQZjlQ9mBhDf1NbZfiVAncI6OnMeYhozYt2F9OizhOnPFA44lT3MGCLHB8hrIgYc3Za2gnU3SvDWdVtHnjQeBQwFUrJ6uQkw7GrLEes48NrkqRIKYtVDTMFhpRQIaY7809pexB1dR3dDIPXJGjwQ4FSOc07dj2/fuUd/PmM/bnt4h263hGHYCYCBMJY3pRi6SYC2dODyDJtsz0qPLeQW61ggJot83wmwGDb1df0MjJkhAAZgS1NTGQ4uTOKBNb1ODUMPrqvPj2PHWFpH6Q3t9Yqx0oddH9zNEOb0Hz81dI+Jeh9rXb0+pLEw1xoOPPgBUZskN8Fzw75nvFZp6CJLrQcq7TsYOrpN00RgSHMsTQXiYT6/rbV90CoBOjYWcewYS2Q0cJFR+/R6gaZB5WvXZB9hK6egpGDkyQmFD2ISQkqGNLHW/YTmWsiVWX8iR8IPEkObSvsuMk6/MV+vrQAQc9y+tFX3Vd+HpDmS+CkWoelTUeQYL1ngpYjXA6RV/TdveejTaHCCBJLaLsu4obHFrmMs73m/AEAkHUQ0h/N2jtvkBW7AzFfhZcbaCcB8Nlk/lA5iNMfEI96kIeCuWQ9nIjlSWs8y7iAgb1o48JCRd4EPOVJqq0HFRVIn78KGBxVI81kMOUKunwuiLxDR2HAHHIN8viYcoDnphBzDKQouTBxw8ohFgWsmhdMWSAJau7mmJhn6oWSm36RiiNqWkpnPBWfIcnaG9gKSRV8pGK+O5AoqY2YdQClFmahS7a5nysUTYJg/c0MHoqyvxSRDRh5RUU2ATk5HybBvbUI/WwAMPR8OTUrFBeKYPAqehN+1AgxhT7ebSjhkvv4NBDKqiGg7UIE0zwKeMESCvOeuRL5g5/P8yYZMPXGW8CebGsmTrTyPGbkKSnlJGQrK/LsvwNyHbwEAHP29C9B8mFySPRuRnHkM/a9Pwcm9d0yrFQAAU66JOA/WMzBy2W7s4YayMnF3hsG0/r52SIEndK7Um62IHjA8VSivEI0j389IBh4xyL6d0PkGJVgGyov6++GkjR5nKZDUyLU+ZJAOkJXzlwuBAdeTVfQ5XKLCJHUORffw+tzcXzmA06HNGJR5kREh4GwIZKQ84XU43B61lw/wQx5dVyGhxTxYFIgmrSpHzvEbbNiNWRw6SMsCIx7kTbQg6TimD3KefTjDdH/R96xNlIqYgZN7XO2J4M/bPknLQObTpi9kSBJ6YMdAZxCYdnRX9f2yskL5mD55sJVBkls2aDOEsxlYi9o0ZkZhJCtxiH7ukrR0Fn9nimCJHoAc4PSQrB4BBlv08TpKv2T6IS1zoEyu+g3HjE1nwNAJdXm9VccsvjL0UKJEstEUh79KdJKygn/UNcoI/irQ3yXMtaKWbz6nRPtwI2ZoUtFAAJkub7DGkVTyXVeAgDbq8biE1+FGdUDOu8ia1D1tF5kuLnjLhaIH2mhfOX2rthAn3KqFcAHlKQQ05iGBrERlnwjBUyp7y4HI+50B0stf0BhS4ko6PW53sUMBt8OgHP1beRlIK7o/Z0/rwCVKkNcFJD3YnS4znNPv3HY8nIG+x3dv22PuXTnK0FP25QIAMsWwMKhhOavi8Oq42dwxCXjrAmmFj8xjBkmb/qyZmBc6mXAgZVCJT+0CHMvpUV0X9Rniyx5uIM1f5h1lXmZZYl9ss5nEUJ6y8RSy45mX07DlmTG3MHBNP2DggBMZOqtkCFepHLUU1aO6Pt2yC0VzhCsY1RLeF/A7HDGNLd5yMSTaiHKVoRQpDnQ7ml8uEoawXzVtEtEYV1whoXmnailY1zFu4+GRGpy8jqEwL1wJHAzpe9EXyIhSJHoCKt+4pAwerXmx8jAY2I2eyHdmAKQnjZ/aXxHAFvq+68LZILpFnaOf2vEK2uCut5tgGUPG6QW8xxB71L8tF/mjRnFl2r23bo0mSiiALvtAe9oYNNKywIZi8Fbo/kMOmmLIAmFoZSJkSEl5JN+QspSh8QBHNKbvw2OtUAIAwymBtKQViQBgtdpA7T7aCNeBuK4/e32GpKb7tnqQQ7r6+P5GE9Pf1QXZOF4go3EdrOtnSZ9Uh4JVIKXxFKwBPZrTbh/mucljoD1G8RFLDsr03Em6gXk++S0gW/Wo3h48X8dXAYDTZ4ibuoyd9TH4Q6p/5iKp0nNyAegJigtYAuKO/tzeJeDTs83lWrknV4BpH1/CkCg3lZ5dw0QEtAN9TmWRI27SOrNi1VGywIGg51ladRD16qgdoudj5GPsflKAmeSImvo4tyfMnsYZKmy4ZCBrA7UjVqEmnLB7h6xkKbcA0N9mDYg5oyjcOfLwLfCkxFN2E16gQIECBQoUKFDgqQWJ4uUgx1N2E55rJS9dIOG19Nth5Zi2gAPAtt+/BfGl5wEA+jMcY6TBCQDLFyvs/FuyanKgcwIFatypsPAs/XnmVo72Hv06OfagNBrGUZNbndotDKUVZa7TPSPGnmu1tUH6Agm5J6UHINQW8bF7Yb4fvzdCQNYfKGX0aCEZSqS5K4XVRgbpcec0F54quD19rdKqQky6pvwojAYsYK3q07esY/Vcbapf3tiKmYdt8IjWYyYrglQISb908s4EG8eTesIRZgJJWQYIsuL7HaC0mmvQOkbPuLQGRHVbF5YpozOeVBnEAbK896y2twgFKvPkjdjI4G/YIWqs0vMV+G2FjF78td4wadMOFPqzpMP+UIrFSFMnZm7LMBynfl7J0JuzFuC+9jyjsV9h5lsS7eNcahdrAYFiyIh94/aAhOKwVuUMGqRHG7Qkutvy/sgQkH49TxUGiUDjQN5GHGMP6sr05hi8PnkUUoXFsu6f5iHAJTpUOMZQWaTKM2HK5G8o9LYxo60LBjgPkDU2BUrL3ByXVPWgaeyzCiWtvmd0j+uHJUJqn6QCY1n2N8jKnBvJZ4DjPq/pEsee28DsN7XJp3VSyZhfglaGkLR/eaqMlnO2ai1gSYVTv1MfDhUq82TZDstwwlyXlxut6/KKRFQnS3hPokzBqu5QGsvPcMVBZVGaueQOMuRmxi9ffy4aB+h+kUKwSuOvK7V+L4DhWREm/kGb91deHKH+L7qB3J7Wl575dgpBOsFZxnH42CT+deZExG3f0FRYBlTmAelZrWwmtY4yAKgFz9DY3K5utiyPx2VAGusfa8cYjsppXfdj3Hod7FKm9eDJQu61rQufHyMPCbVLWgY40SfCSYVgjebb0GqJ84QbbWa14cFv0eeHHFPe0jIQN6zbnGWA06egydRqK4vIzh0mYSx+wToQjeVzHcaL6Xasdrpa9eB1bL3CSRjt/sy3GtVxjRvtaaYAPk9BdiV9PX0xbXkFgHhDIAsshSNYt5TBLBDG+yddYHC/LnB1BcbTVFoWiBvClFdQPwwngeox2DWoD2Qr5K3yYdYNnjJjIY3GLRWSZTBW+APlKVRWc8+PwID5qFL+uqRmPZRJmZt6SQfAGjd9kLcHU9bD6Hat5ZtlgNdWOmgZQDQp9DMK2jLttsnLtwF4G7Z9c7CMoT9Lc6dttdMVB7LAChJ4XavJzjKYsvPUjmG3r3RAOQCwEU310PZ/aU2hSwHp0geCFTuXWApDf0yqMGNjMKcQrNB6tC4R07oRrClICvh1FzwzRnmiddnz/A9uR+vp6zICo3vGYIWbNmU5NY1b+iqPrWb+gDHEExJK0HNhWa/ngNZEz3NEKMcKRMQ1hoA8n9IDBtPklWzAeETjml5jBuSxYXKzzn1MolP+wc2CFgWefHiyBYoWKFCgQIECBQoUKPDvHk9ZS3ieDTNYdg0vimfK8MDjS8+D94/fBgBUK7+A0hFtGlG+C/9wHchINzSUcCmATgmJ0qJ+62zcuYZwnLTE+xKCgilKSyGGs2SSWuRoPKRff7Oyg41FH2un65+2fPEAgoACJUZUgkRibg1nkEBRoGR5LTPZLKUrTHYzNwPAKMCOLDK59cjZkJCceOAlBq9LwVMBM9z00rK2+gFA7/iGsS4MtmaoEi/a7Ulwhxnrt9dTJhscODOWf+nazGxeF8byDsAErurf9E360wI8s+VWLoPf1r+VV3QWybxeedY1ljG4ZBn212J0tueZ55SxRoTjDEHLekOSis7UBmgrQF7HqCEMd3AUgylhsvalZQYe5f0hsXKWa7h5PLXXks6IBVJZK1i6PYR7J3FZR7jtfjtFOK4t6uVjAwymavDaZKaa87ByFv22pBDnfE5l/gMRWx1fngLVg6T5PduwWdp8BjZSxtJKiu5Ofd2gJW1m14AZi/NwykFlwcqZmfq5I2GFEiiv6ntEdZ0VztSdMXROrJlzU+JxS8daxNwBM/3p9iSUYOb4fC7ENYbODoYqeT28boZwXPd1f45h5rvEmU+ZaevRMrp9icH0yNjIobTlMrf61Q720dmpzbjB6S3Io3piuGsSUT3n8tuMrWw+MNZRdixASlO9eiyDCB10drlQDgMie0OfJ0aWM6+n39bWNzZiCc+vq/jmNYEngMwdHQqGT8+UtbTlVuf8eMPpVvZ7NtKFAPTcc+xxJvZgyDYpguaeCsVggsjBYOZq3OCbrNqmnpleB8Jxut/IWGSptWrmdcnLbsqbwVruR+oHpsude4JYZueeFJa3m5bseiSG9nynNzqubabdtMKQwV6LpYaKvWnd8DoKvR15fZmJh1Cw7akcQI1YnUctpZvqlQJqNG5opO42Vsgez5gya0gaaM6/+duqIELEtrx+23oSDRQoqyo9KyKF6jGSvRujIEwa2yJkxoorHWzKUJvD69jspkkCNPeTVOOkAHgeHEjZUPN8DH0Fhzja5eUUcY2CSiM75pxQmbgLHuvxlLdv3p8iUnD71mLMpBVmcCIgGZljuXfB7TLTz/5GBodiGryuRFKh4NimtV6LWHvXlCBvig9johTRyP1Cm/VUxDCZZHli+zPz9DMUANIOQxhyk+E2rjOTldaJlAmSBwcC+p4nCr2tVN4OTPZMlnHTJm5flyn3VonYWtIVt16HPPvukw1PpEThkw1P2U34xh6biGfjlDxQ0Qb19Wc4qpVfAABU/vZWdP6D/hzXGJI9Q6xTwgYR6QA3AOjNcePSWT9vAuUlPeLDMYHeVn3dar2M+n69KjLpo3OcXhl7W/WDra9zjKB7/g7jnmR/o79TQqf8zd1cK7xqUkAzJTActwtNXMuTA9hgTybJdU2LZzjBNXUA2uWZ5qokgXY501kQtBCKhjCuZ2cyRH+GNieeQFy3EzactAGJcdVBNEnn9IFo3G4A84dCUgfq5OYPpxS6FPgU13W5HOoTJXR6c0C76/KUvYB9uCU1ncABAJJqyaTfZalNUZ3Uddr4XGkjrsFsMFhmU2RLhyEjBYD2LpuiXbrWBc8UTADPYFpguEXqwElo92T+AiFdu+CFE8w8AKcmumjv0pG9yrEbDyf0TAp76VbR266DigBS1SnZl4588WQSUJN6tzOcDOzLxBiw+jTdOXHTvoQxqakj+QtQOO5qZRPojdaAxqLTt2MG4IirgbluTh+Qni1HUgMSetBIT0fem5Trs8q8FIaTwPpej+5t3fZQ3L6s+cKMq1HqRDgOJDUFkQcFuo5J0Z7UFHqzpCYwNfKgi7Q7Wh/jmHkBxs1DMhoHRMRNsHXrlLL5fEJjA/snx6jdhdlopSsMZXIxq7kQvR4pFmwdYqgoULbjIGno+5v+4grleog5dwOsEZvdixR6Lck3k4DeXOTjUrkKpQVm2pBnNtBMMSAj9STFXKMapPudHtIpzEaHZSNB3Jnd6Duhvnc+5pWjrMoCs652p2eDR6UDG3jKgO4O289GOpoDcZPGbsrg9YBogtaEATOqGbzEoGhDJQUQzmZ0P2HOF0Nm1l4l2KY2YBUGRinF44bdrETjAKPJnlSBaFJfN+sKswa4PSCheqclO8bCCb3Wm43PyCYzK9s1oXoMyEgdaDjt2hdQDiSTpG/tC2OYiSdTOAPHUG4yz1JQpANIChpnCTPrdVqzggI8BTJq96ASQ3E7P1UzQUrGnGhcIaV7Zr7dQLLMrtejUvWDGWbqlFQYHFKrCcc5nIEylJK0mSJtkSHKsf2bBnYjG9dHPo9l6OxwqK0VKN4SfoSRzT8d28jvb2llSRWYvl23Y1QXdi30mHmRz9cCQAsF5OuPdPQYyOuZJrbf4vEMblcvPNUjCu3jKRhy2q4V6RIzFI60qjAU9gVCutxskPtbGJJmThPkxiiV1OxzL05G5lHfvmANpwGeK9vUdUBu/iLV28rsc2SMo3GIFJOmHdt3wrYbD/TmG9BGp7zPmg9LbJzAKehfrwHhuB3nWcFCecrgcaej3HzzzXjZy16Gubk5MMbwf/7P/9n0+xe+8AW88IUvxMTEBBhjuP322x/vIhQoUKBAgQIFChR4EiJT6gn792TD424J7/f7OPPMM/HGN74Rr3zlKx/19wsvvBC/8iu/gre85S0/8X2aD+vX8oULXSN7B8BYQ8YeTAwFpfMffgGVv7kVAOC98Fy05gNM3EspxTcidPaQRFJXobtDX2DnP/Sw9HT9mludz1BazmUJI4ST+jUzqXJUj5CmNPfR365Qp8yatbtWoHzKiDbispq4J0FEskb1h3vob9f3rhzqojSnzZJJmcNvUfbCTCFu5tdhEJFESMGRflsiHOPmMx+xhvhtClZdzOD2yLLGGbKAZKa2lY1kldfNID1u6CFOqKkZAOCvxwgnc/88w3CSghuXM3R25PeQ8HoU5MkFake0OThqOFoWka4lHYZgVf/GpMKAaD1uPzOUhfZuBxP36jb1lnrgqTYfOgNpLHbrJwo096cQIWWtrNphzCOJAVlRq0cTMDINTt4dGTckGEPm5lZqYDil6zR5Rx9JpYL64TxgFeBEq9BBduRmHUgocsEunlbF1nt0+/JYQVKAX7AwRNIkea6jbaTBJJoPaXNKZ3dgvB7N/anhEUgBRBP6nOa+DIIoNnGNo36fHssbpzVMW4tQIhwXhv7jDDMMJ8lD1ErByAzqdaWhvATrKfwVyl64q2Jcq+XVzByTliwFyVAHqO2dIUf9IJmdpYOxB6mvxx3jEi+vZKZ9/LUIWYkyhabKvPYPJ10Mpm3AtDNI4ZA8Y3+WYezBIV3LNe3DU2X6zV+P0dmtj68spsbr5PU4SsspfLKINe5ahzPUY+ihk6cw8ZBuq8p8BI/0fv2OhL+q22T1zAom79CVnm8EqFHwcONghHDCR3Ve2XmWcQyWqrjvuDmtuU/UEZEoTN6dIC1xQ6HhqQIjtwqTzAQV1w/ooNQ8gA2wEnHVowprZ+h6jd+nEDWs295av23ga1JlNiC1p7SFdcQSmstqpiUbNOl31CYrd045yHxg8k594d4213xfWcjQnyUv3UChtJYZV4WIbD2coaWzKA4MSfe9spDBCXNpPRt0Xlq1Y1QH2CnjhuexQO0ozfUVjupRXfjeVt9YPp0ROorigEfjN64w1A/pevhtF+GYpV5UljPr/alwEzTudSWCY7oPGvuVCcp3Bwq9tpW4zOlw4YSD6jFp5pLXkWadVQw2OFHCzKvhBDOBlYrBjPE2r6FOge1On6FVcdGg+eaEjpn7SYkZyoMSMGtTPjZ5BlQWpBl/XkeitEzZUGMfXjuBT3VJag4Css6mAUzAZrCuIB1m+jb3btX2C9QPUwZKj5vgQrevwBSMBzBYT1A7qNffYC1F5lsJvVw4wO9k8FuWplLOA/wT692qH47Rn6WU7isMXkcZD4/XUYgoUDhZEygv6/N7cxw18s6O3d8HUKHzU+QZKDdOYGjsszTGykKCwYz+rX5AmUD16ryl1Gnao/6+sT81nl0oS5MSIUdjv17XOjtcpCUOnuhy1Y4oQ68rHUlNALsSgDOUpu+qh3PKCgzVcjjB0dxHAetjHOP3ZxhMWaGE8pL+rbTKMJiyc73AkxuP+yb80ksvxaWXXvoDf3/ta18LADh48OC/6T7hhC16zn+qLFqVA0DzvwFNQfFeeK4+9ivfQfayXzCUg7hWNry1+oEI/S2kcyu4jRjPgNK6Xt3SqmMnfZVBUBpiryvh9IVZmOO5hn1QUlWV0JMyd1t67RJ6W4lT69bN4pWWGeKaXbDyh4CIASgOntKknBQYElVEesI82JVjH76ZJ5ATU8tLVgFDTkSIa8RlFgxhkxs3W+ZZ2ogSvnatE3IlESms+7e3hcMnnfDeNobSmj53MK1dkG4v998DaVlvnHiqMJzII/q5dS+Wgc4OXa5SpYH+dF53YTl3JWA4LpBUaHOXWSoEy4RxPSYVD51T9YpXWXTNC8soNzl3DwOausAyoH0clSu2m5XMtxufKBaWo7rio7s1p69YbmbqV6yqDWsgDRj6W8mt3GBmbHW3O5YPqoB0Ul+4N+ca6kZaAhxKOjSYZoiJy8xSoV3yjfyBJkx0f1JxTVS93xYYzOprNR52IF3Syd3DTT0Udww1Svow9Uhqdn4BWuUiIoUIcL3xB4D1Gc8mp1J2bAwmy4YfnvnMbHTiunaVt07IXxQc405Ny8Bg1qf62rHhhJYXm1QC9OeYKXu+IenPMrDMMQoE3q4mutuo35lVzlHcN98nLY7+NCW3aqQYUPIQWUkRNyhByYwHZ6g58oZPzRV4PcYWbwNZPUUu4iwdho3jXWTuyLiU9mU8K9nvnb52Ixu+LwPi7XrQscw3tIiN462efJ6IBdD8cbP5dCxFoT+nKVP5fdKSHfPRTAafjAppxZ4vvdF1A+ht1e3Q22Y395krDD1NDBnCcQch/e12bD1ErJWk8vLmNCnpCEPL0RQAKl/ArUIM12MlH2fRuD4P0LSqpEJ0jYamwul2GNmECyDKE6I4AJilTEXjyryMJBU7TpmC2XDyhCMes5u5fIPa28osHS9gZnMdN3Whc2pXUrG0v8yHmeuQMBS6pArE9PI0un7VTmqh06IGgk5itbGHnlUNICIN+ywAwpxmmOi2AEboc0LnxMhfDOKqQFrW8z7zgKTi241aTZnnJlMwzxTFmKFFVI8wo7gRN+waEDUYhlrAB6UlzdHPN37t3Z5ZX6NxB4MZat8Ihorodrm5rjMABmTkUY6d6yJx0d9i14Y0YIaiFo4xRDl1RVkaSH+HRNLK1+WKWSuYcjGcJNrGVAanbzexmeuZPswCSzVRnBuuuhPCrJOdXY45nmWAbFk6SDem5HVN/Xtvm+Wa5woumSvQJ5qrpkjbsuTtnoYjY6YCw1lPS1onPG9frw10R55v+TiIDC21wJMVT1lOeIECBQoUKFCgQIGnFgqdcIun7CZ840RyfZ+5jsHt2nIQvHAN/a/rKKzli5VWQQGQ7BmiNa+tJ9nLfgEn/PqtOPhBrSeeViSOO+0IAODgngnUqusAgEPBOJKd2kUdnp+ZdNf1e1x0zzJ55JHdYVN9z50zj2M7mwCA9vFlqzt7N1nIXIW181JjUY3HXMRT2hTZHgrU9uk6dc6MwSlTJMuALMjDxAEWM/hbtR+T3V5DeKIu4yDjcBYpffRYClYms/GGB0HWk/ZZqdEy3jm3hsPP1SYElXCwTAK+tv54Rz1j+ersgc3+tSVCnv93oyrAx7QpJxvaNNrMzTBfp7S+ntSZ6/I0bwoQ3dzCzpBViXKjAEH0GWwLMVjxzTGK0mizmBvlhqnd61gdmwSnYJm0KgGXXHkhh2zkUXocE7OaxrF4YdOayiop3GNEKdoawSvpe3TXA9S3dNFboYx+XAEJWfNcSemAAdV1weu67r94yl24fuPp1L/M9OdgyUU8pu/nr3oQQ2BAVli+twvf08dtrFeNiV3FHI1JPWg2TmlAUX8wCUiP0nCfOYRapJTIEzGQMXBKiRwscgxOIXpUJIzFb+BJk155ac6FQ27obCIGdymd+HyAdJz6I+KoPUzejDkJr22j8usHFFYv0Q3PHYn2qdRXLAWjzIm9mINRqm7WdUxqZVnKzFhglRRcKKglihhlCmxaX3dqrIv5bWQNTBQcGjPSV8Yy7C+5Zn72dzsQFV0/mXL0TuDGwhlOuYhm9Tn/5eRv4H+uPRcA0DmZQbn6nP7Qakfv+L8cRy7Vx8/9E8f8s3XFo6YAdvchUw75lwroA67IcMrWRTyn/AA+MXaRTSXvAJ09yvQPAHAvgyQrXX1sgKmq7uejrSainm+OUwpgRNcYnjHE+bsPAwC+U9+BlNKvM0dBpfnNmMlMWd7SwyDWx/h+ikHPh+tTqvuBC4/aCOsBxOlt3T6Ra1Kbe5UEcSdP+x2jTeLg2fEDc0wEwKH08vHQBRMSjq/bqN/2zRhgQloPj1Bm3UmPU5CUul2lzBwfcwVF7RPUIgx6HtySvk8ydJEel5n+HeR0lnoCLvT5w44Ht6bnZNLzwKlMKmMYbKPFrJxqyhA1XXeWygmgVI0QDvX6KWOBZ5y0DwDwrYO7MKS2ZlwhKNM9EgdRXo+MobtDwvFsO5iydD2jcANPmn5jHDBy71yZ+TLpR+icohdc7khsm9jAwaNTtq89Wy9QwJ5Yd5DR3M0zhSoH6OxmiKYpILYjTLD1cEZB+tKmaJ8KsVGhzMRBCmzYDMmgLKTrEwKgIGH4EgM6pntqApDySDgnwSIOZ5KeSUslqDqpqGx1kTZ1jXlfQDWo9j0HoDmdDgVCCjxUnjTtFk4JyIaV2okGwsraSFtnMIVkKz3DKglipk3pLZfrZwSAcMpmxxXjMcI+eWYTrSgWT+j6spTBX7VW9dyZyxMGOaHX2HDggOVKRpKhT2O0fMBB6zSiYApgx8mLOLxfuwsUVxgMhLmHs12vA3HPw7DnmGOUZ4N5K4f08b0TE4gurQGzQ8iVAJKy4A5cCUXPKjYU5pkSzA5Q4MmNp8QmPIoiRFG06btd/98COHfwQG0SHs3P4T/ZdPQ7/5YbLcD1jZLhgKdljoMfvAC7/qtOby8vOhuH+9sBAI2DQGe3nrhz30qxvqEnaHXBysU5gwycJBoyD6gu6MmWrTIcnp5B4149YSbvCk2a33wTIoYM2/+BGUrIxG0b6O/Wvq3MB7yOLmOw7hr6i3SYoRvwFHB7GeK63iRWFiJ0j9JDc2jVD3jKIQXJI0oFpnLOsDC8y8VT5jB3O8kgDiWSEjdyc04ojXu0PB+ht0O3g7rHplpOAwYR0wKWwVBkkrJjuHFeO0M05hhOm9vNIPOHiGBQLKcTMLhEa+huLaGySBzrRBn+PFOAICm67vYpbDuQIg1yd6M0nGARKUPl8dsZVk/XLxq7vxUbTrjiDkSs7xGOexhM67aaOCKRlJuYzSXbhE48AwBRw0VCKiSltQzhmPa5/p/h2dh9S0LXBQYztAnayIx72+0l6G9xUFnW1+os1Iz03cyyHVtBK8PCBZpLM3uXBKM06NJlKC/pQnXWSoYDzhMHUZMjaOVyTxnKS7SRcJiRZhMhM1zxylIGp0+Ul20uoIh/PJ9uogTFpHJR/iaDM5SGntKfZdjxGV3H1okupr+jXwi7u8sQ9FDPPMAJc04iQ/1B/aDp7a6YNkkDHyLR7QTo+Arp6EbpzpWwjZIZab4p1TcFUuKX1x/uo32inqvOUCGu6XNzqlHOpy8vhIhIKvIT5Yuw7XrL7YzrecKm1CShOvJ8hrl/0sfMX6wwd2NOa5BodyqoHlUmzXsSO7j3jp34aPBCpA/XgNQqLYzfBUjHNxs+JQCH5kU05uMIqbRUDwPlkfB46VlliPIdDr6zeKL+fJTBJ9WJtMTMtbyeMjSreH8D+bs3U8BYaOke9aFCWqI1YRpw7tP+7qBv1WcU81GnORaOu5i6Q4+5tdWyuU55WSGiWAevY5N6AUCjo6BYLveKTao/ObXA6du1wolg5oEUDDzL6+dhbE1iSPERItxM68l50YPpkpVOTGHnvav533n7QOUUKB8ssxS08ooyFMCkGmBMv68jDYBvrZys67RvRL0oBbKSnvdBZN/pM0/zgXOVorn9Cdq79U20kg3os7IJmwQM55lJK/83f9wsKkdzjjVw+KQyJu61cQWK6/aN6szIiKY+g3RpEx3nHG5g9puJoRTVjiRmfru9BNG4ZzhNC79QQnM/1b3sWFvFojQ8bsVhX2zHHZMgrHSTpUmxjINnCsNxXXe/rRA19HpUnc9M7I5iQOb71AcZOjuJuyOtTF9cE0Z1ZfKeGOsn22fPaDKuuM4RrNMGe9waC3rbfUwe0Neq7x+idXKJyiTN+FtPSihTIiQRK3hdieGE5XjnVJPJu5QZm3GVQzq6LJvkdzlGYj4UpiiupL/FwXxvDlvuyJVWYDj0PFVok8GnNADqh2hDPSlMPMRgiqO0lq9/ronj6s+UUT8YG3WqzANqR3J9UGZod849NeCRoXlPOLLCEm7wuKuj/DRwzTXXoNFobPq3b+0bT3SxChQoUKBAgQIFChT4ifCUsIRfeeWVeOc737npu5f/4scQcwdu1yYzECGs5YnDpL4WkVZBAXQgZlqRkBedDQDgN38P7oWamuIMbXIBrxVDkGvXGVhLa1Ll8Npk9a0wk2DH60qIHjdvxlCA00/NZwAmiUge0JOMl6y6SUehT6oecZ2BkelHChvEwjJtac4DX6TwjCXKCWzwlEisPixPGNxerutrI/WTmjRvy16XaSpFHmSibEKBcMo3dVTC6hDzDOiS69BvjaSGrjFj7YwrHGnFWmeiOrcqKoJZtYdEB7kCOvBTkOu7tJ4ZNZbRVMfhJOAMHWPRiJqOsdSJUJlr+R2rbTucchFXrAUiHydRwyY2qh3RfTqqsSop3XBSYSOR5sJY9upTffRntVWRSRvQWFqz0fUi4RjMMvCU9NOrNlgrrlnN8YErkNTIvT7FDQ1IelorV9cVyHz92e3rQFDFR6w3ue58CmSlXBnBBgWGTQ7Pya1/VqUDzDGKJjoASH/ttxSiOjf9Ho8BacnqR4fT2pQZjjFz/mgiEhErDOdKpg3N2KhqK21uPUoDG4AcN22ynaTCbPIQaa22g7nABJ1lng0IlI5OJ23GwDo3c6xUidCfzRVVMtNX0nFM8ibUE2Pp5Y0h+lt02Z2BDupz+8yaLriCqqfYFrSQlaWxmGp9cB08Npq2fpC72rnVk49rpBNNFmHFbdsnZSAlapXzsGvmbhrYxEVZwMw9ktpIKvQ8qNcECNpxrbgNLgOsXLYO6Ka5Om5zFWSBtWSnHTZyLoMT2eCzWG3WvM/HgHRGkgYxuwalqbWEixhISYEiHNfBcHkdRuuV+ToZVF633Frp9LE5sJOu2y8zeN2Rcc1sgHXm2XJJZ/O1cm3vpMSQ0vfuiNa70xtJcsT1epavQf1ZxwYVRjBzjMG2j2JWyUSrVtExI9bVpASoqQggrfqoyWw7lK2STVIBvt+wqDjQ3eEaq/9gxjFep2jC18GNVJa0kSEilY60bC38YLYP5MhOIS1r5RZAr02bEzjZ9dQd8bJEDb4phX1e93CMG88Pk/rZA+jxmXs5oqZj5oTiOgeIuZ+ya25asvrhLLPp4csVx6xfSYWZuRPXFbxO/pmBZdzmknBsfo6wY1WOmATC/HlxzOa64Kntt7QEgDxCSYUhK0vzDE3GmUkuFtes/nlS0c9HQHvxelty/guMgEEWwCgTJRVgMOPaIHEGs84BI/rsI/P8yYSCE27xuG/Ce70eHn74YfP3gQMHcPvtt2N8fBw7duzA+vo6Dh8+jPn5eQDAAw88AACYnZ3F7Ozso17T9334/mb1+aMv0iujv2bdngBMYo7OCdxkwkzLysgQOkOG4047Yigo7oUXYOsHNTVl/t0XoEQJIhaeWTaLUWeXjUIebs0gKCkOy4C0QdJDDwmM3afQer7eOR2ZKNnF6Q76fyDRfnkPjbJeSfcfP47KVu0DXe0EcIlrGfgJ1kKrjlKt6JmapAJhxuEQjzHMOOaamtvZi3z0QpJc81KUie8apQ76CWUi7ARojuvd8kVT8/jm1p0AgI2NAM3pLmKK6B6vDtAZ6oV/pV3C+KQm0QkmTaIMpRjGnNR8XmmRnGN1iO6Q3MhColYKkVEHDWMHHSpLMnBRqut28NwUEd17rDLE2sm6sVfWAmw7fgEAEKcOQjp3V72DA6s2m4PvphDUJrFkaJZ1HxxbbWLvnPY33ntsC8plS2lKiU9Z8hMcV98AANx93BZAMUyPd8wxIWX9qJdCtPp6QybdDD49RV616zb82cueaa5b8nW7H1qqoTym2211uYLdJxzF4WVd5tmJNlw6vxv74LQgdYcBnjGn07/eu3MG+bOw6sc4clBLFmzZuWT6Oco4XCdDSruKwdDHZENTP1bbVUw39f17kYexkm6T5W4Vq13dt9NTHZRdvZNY6tQQR9T/jZ4ZY0oxzc2kJ8xpzXXcUT4OALD79CPYN67lcradtIC1ru43xhRkTqWRDCtdcj2PdaDoqdEoh8gkw/qAEuNIZsp+QrWNb9PYbI734VBbxZmAJ/TnYyt1TE/r+I1h7CKksk83u1jvlcGJe35woYr6Vt2/15x6Hd7rvAwAcLRVwdSkPr8b+ogokckbz7gV/2fiDADAm3bejk9J3bfCy7Brah3903yw/08CPcAREru2rcDlGao7OoafrHyF/iVdVEsRHOrbKHVQ93VbjwcDrId6lxY4CTLFEack08YldtS0HMfioIYzK3osHtnVRJIJc0x+fCo5fK7vO+5FGCaeua4Egy+Ik5t4aPp6DDhcgtOYaYUlpDQ/S06CXqz7atqNsX+bXkx3zS0gzmjeZgIzNGbC1EVn6GMrrUEbwxI8R/ePyzMMqCyCSzQDGn/9KspU3jB10PAs1zejMdN0UnTCwMwRR0gMaR6W3QRrHT3Opho9M37bYQljpYH57NA4UYphg8bYRLWPOHWQEdc4Sh24VN6mFyFM9T3agwCX7NDPsAdOnTZ1F1yi4ek161i3gaqv15OKG2OpV8Mk3f/A4iS2Tes+jFMHguqb919+rby+qeSY8PV1z544ihuPnaDLFAxxbn0Nt9X1s6rsGRY5Jv0QG0NdrzR1zHjHX0igr8dg68IQtbpu95V2CWjp/nD6HMlsbHasZ55wGPdN6axotXJo7hHGrhknvU6gY2QA7JhZx8H9+nhRS5ARN55xCdVx4c3oe66e5KDe1G2yvFhHZVI/ewadwMh5YiiwZc+q/pi42FjVz/Wp6TYiGuPHVqoImvpc302RjDwDwRTWKbnWlskNdGltTHoleBVdl0Mn1NHYpuf6eqeEJpVpRzBEeAYpqGUCq50ysg19fn2ugy1lfdzh48ch87ScQ4HanF5XW6kw5eitleE39Hgo+TGW1iiuyJHYu30B93C9nlW2ddB9WMeqiZ09SGoHJbkxaLAUKJ+wAQCIYgcRxWkwBuBcXabBSgX9pyVQaxSTE0h447q+gZfAobFVL9n+LPDkxONOR/nOd76Ds88+G2efrS3N73znO3H22Wfjve99LwDguuuuw9lnn42XvOQlAIBf/dVfxdlnn41PfvKTj3dRChQoUKBAgQIFChR4UuJxt4Q/5znPgfohWYkuv/xyXH755f/m+5S1IR3Daa2RCQCN/QkYBZqV71RQ+VvqHDf63fUDEQ7umUDjoD7HGSrMv1vTUeY+fAuOXaE/j9+foXUS6Wsfk8ZN6/QFAgpK6e4A/JY+pjovsX4Kx9hXrQ52bgnPPUYy5cgeqmG5qa1gzfsEen39VlxZZ8goPXG/rkxKZADolPTxPNHuvjwdtCoBB6a1FcBdd0za54gBXXIFQ9kCjD/M0N6jrSG3K0Ddra3X9Q7QXxk3yhWrWQ3S0Z8rqwwbW7QPlqVARjrWYsVFlqcbVkDlsH6f2zjZQf1esi40gNWxCpye9RzkLlxHAnFTH5cmVnt5sVmGt6rbtL4GHEu0xYVJBk5t8kCtjtKiMO7jKIFJf+0MGA5P6DYtHxW4V+kcxd49JQxruq1EZN2rrapEi2n/otfi8NrAArURS5nph16pbmg1IbMUm/+xejGcBRtARvlf0FgC4oauX3MFOBjPIaDU6Eu1AE6P3JMNtSmY6lhD+xF7D4wZdZN2RaJ2gAJqoyl7/IAhLlndYxEBi00aD22Oo6S17a06aBPNpXyMo0bGkZXjrDfBa3EwKvtK1TPXVK4CS2yil++NVzFxly7LPncOk9+jgLJsxih8uF2rg84yoExUpaTeMMFoy7UaxNC6xEUELNX1OF9S0yiv6Gt1pjyTut3tcHSrFBC2xrDcnTBld4m6c2x7gPJRgYjcsI15oDdoAgCuSF+BeJ/+obzBsLoxYdqK4oXx9+OnoXuH/v4L7EzwZQp87jLsWynBX+eQ8Yg7nCk8s/IgvsjPMN+pjCE9UEXLrZh5xGOOLn1eqGTgI4ov4Aqg3yAUJE2GhYMTWJzSY3mwVrY8CmaDvZFwq67jS3BSXlCeApgybQcAx+gepXqIIXknEAqjAKR8aa4lSin8h/Ratj+aAaNzWcexyhahAB8IPDxF1rieC+Xm/AVmlCPyOgOAWHOR1kmBImFouTlVjln1DUcBAwFOqi9ZLTWqEBslCZfW3GNjJSBXjgoFltym7Zdc1UjCrD+HmxXwSmKUWti6Z9adVsYgSanF6QnckJ4EAIjbPkSP+qokwXIVnkhgPb9HOYVY9bBe03PXXXVwuJVPAK30Aei12zwMXGmVlxSw5pB1lEtsHNHX2RB1LE3WEO/XY7ZTz8BCWgdqKViulKGArExqHOThUxmD/3CAHlGr3D5DoA3OyFzA2/AQkob0/Y1pZAe1d6HlliHHSMVk3TPqG+6aYwL/DwynUT5CnpGqA1B/eiu6PRPiBflrHP0S0b+6wHCo6+EMLQ1DhMBCOed9CLiU1GmtNWn6o3pIYLCN1Hk8tWlcgVl1lKPDSYh1Un6aitHp6PtVDgi0FQUiLwm0KOA32SnQO6TbXQkFf1WA2HLoZHV0qrpNxKoLb2DX2K6kenQFIqq7CDkwT56U6RTeCnmqKgr3dHfAX9f9MpA1lEhPPBtUoSpWOS1YZaY/+wd0eXnEEFBbpWWFeIXGmARUy+aYEBscSV+XtyvsvB/Un5z565+MmSufKDwlOOGPhpBoJ3v+cgX7X63/WDvNRXmZHnTP4igt6kEdrMFkwuxv8VGrrhsVFGfIDAXl2BUXYOuHNDVl+dcvwNYb9G738ItrNnFPDJM9a+whifWT9eTq7OTY9rUQ+96g/y4/4Bk+Mg/zzBoK6WwMl+TiurvLkDMkd8R9ZBW7a8+I5sJiDlYjZZe+A1ZOzYM9S7hx9/UbPmSborarySYZsVy6aL3GgZJeNJ42cxQ37tK72HTVRTYZWwkzAGk7fyFgYBWSrhMKHknaxQpw6XjGFPpKt2d9so/uHr1IKU+CBxkySnChJIMMKePcqoN0jFRQvAyK3H2ilCJyaCH1HSPHmCQCKXHFt25p4RibsjzIampcpbFkCKp6pz8o+9g1pd2QB3ZNg9HCpILMyL359QilgFzaogF1yhBBfq3QyVUR4QcpwhVdR9GIkdEm6IUn34+vyL26zbgyZRrAN/WTwoG7ZYBhoB9I3ngIj1zLcS8wntkkFKiQez2bTMxLkV+JMQh1XzkzQ8RdioifVFCJlXlLhwKCpLwSFqA8ocdGWPLQaJCrvlYF6OHtTA3hUn8Oa4GRT3OqdhwIIZHGwsjrjU/2sHZ2U9djaoj10/XC727rI6U+jCLHSrGFHAlxQWUlMzJ+TiWG42YYUpumGUMwo8s4Uetj/gEt6cXGI7NvScYYOI39oesZ+a2w6iMmmUF/eoABK8MZI5k0VYGa1Z+vOO3LeF9f01FCz4M7p8+P6x7Eqn6A7mmu4lu7dVsf31zDbdv0S018rAw+HkHNZmbD7HCJE+qr2OW2MVnpG9c9GJDVM71BpF2eDBWcpp7rjdoQrUC3W60SIYodJBFtqLgyFJLS1AA7xjWt4YDkkJndfJjNlmRQ9DmoRkjK+jqlUow0E/Bdfa0odlAj93yacTRn9VvLRr+EmGJfKuUI/QG9dLgZoimS7xsLEfZobZkOzZhJfAEZBYby0FUwMn2OIw3FhzsSAUmNDoSEQxv1LBLwaS1UiiGjMeb5KdIKN2POEQpZ3ualBAknzn4lMffutMuoVHX79tfL8CaGpj1DSk7lN0PNSae6qLHEzFe3nBiqVKJKOGertvLc68wgDIjiU07QrOjrhqljKFCem6LnSNTo/l1Zgz+lx1YSOZamJDk27T2orZhQECRRuKe2hn2Y0/ebGGKq3sMhUmJyyikEyZ5yrhCTDKOMhY2bYPYGSc1uxtKqQtrLFaTo+Zm/A0j7kp2VpaGKZLXUvnylgEMvRWouBZBnhgNEz76UBuuA9C1HO5nQ48/tOVD5iyZTEJGNjxBUj2xoE7IlYwlAakvRuE7qo+sk9csQrXkIOZC/PJUTpPSCXL7fx+AkvRbGTbtRT0uAIqnEMHIBktmFZEhijjrJBEezCiJ/M4drFWAUAJLWTUdesNwVoSUdAf2M9iz1iFUTeA/pv8OtGUpLuoytU60Bxm8zmxCoDwz20DO35YBTTENtmWHjDP19ZZ+D/s4MU98iSlOJYaNJG/qSNC8q+fwq8OTFU3YTXqBAgQIFChQoUOCpBfmjD/m5wVN2Ez59m34jPPriKTT22bf/gPS1Z27laNy5BgBYP28CO/9BB30pwXEoGMfct/T5XivGwjO1NW78/gzLv67pKNN/egvW3qQ/T9ydGTpKeTnBkNJaZy7DzHfoTb+bYuGZAWoUhLnln7sQ89r/Jz0OpFqpZPxWD0lFW1bG703QOllbRxsHMqMHHtUZPLIuKGbTNGt6i1VH8brAYIaC3rqW6pF5DijPBupdqyzAE2W0Wm9iJ6JxG1l41rX2b1yztIqaSdOrjDZzXLcKAuMLwGCOAn16QJU0dgerTUwfJFpMQ0A5Nv26YkB5mSwHgwwbu8lSlrqm7IMtLsbp/PJqhtU1bVX3hzAzd+H4aUzczY0VKy3Z9NM8AaJxXY/xNeDQXk1HmbqDGR1f6cDQk4YTLsjIjJmHFNq7q8ZVWpajbWpySoApG3R7U+l4jH+DAtBiq/dbO5qhP63bbezBEMvrVYwv6ZO6O6rmntU12KQmErgv3gYAaNxjXY2Z72PL3dqisXx2BRXqG6jNQclBS2Ewpcey1wXCY9rVWh8C0ZgeQ2NLQGlVl6O9u2I8PGNrI5rNvmsSWmSecZ4AAMKaj4kl/XmwpYqpe/WP7eNqELSa+G2rUuD1lElbH9VssHFScxE3gHEdhwoRK/TndF8vTlQx/T2633jJqjXAqi2UViTax+njx9atck5/Sw0TC0DU0BNg+rsRVs7UE+b/mXkmat8N6HyFwSHS2w9htNa/UToRzfu01eqbayegclQ3cO2IwsbxpEtNFsEwdXDDvhNxavUY9j20BSmp3/AYmLxVIK47Vq1BAWlFF77nV5DnF4lRgtsHeK68w4DDK3rMluY5HqBkSJW7faOgwdMRRYqRMRo3PFAsGbKgBDcCklx1wwF6IM9XRWFINCtnAAS59dErwx1ReJilPALtXTXQEgCnb1PFB0Pd1/2WphOUB0BG9WAZUCUakuIApVZAdWAVG/wEyEi73OtailhSA/yOTm8O6PtVN6henocS6WMPphwM6/qG5R6Mznw5AxhJkkgfmFjW54YTVaQloETt5XZh1o3M9Y0CR6UD3Obo4OPyYYFKroLiBFgd120ohgwOtXVc0ufkaeHHV4CooSvpKqvUAtg6pRUYVa9R5ZEbkpNMoqxksYbDcyWM3UXrb80141y6MOUSkVbSAWAoPDwFxu4BElIZcgZA9ag+OakKVOetqsiaW0aN9LKzlkBa1vd3O1YVp7IAq571YAlTd+hB097lmJT3zlCPRY/oFtV5hahBXpZFCU4BnM7QKuc4Q4X1hm6goM9QorXF6XumfUprCoPpnOrGwRNu2swZ2GeScjyUKEFePAaUHtaL28Q9Gdq7yEO0rhDN6zHX3e2hdogs8gKoLCrTjrX7HcRNfU550c43t6+Mxnn1CBBSfgEnAkrL5ElZClBeJHWxMYZh4pvEfdUHXTikxDR+FzDU8fYAYBTJnKFC9T7ysnRg1FTCMYYGjYUsAMbutoIRPANq+4n2qbjZIwzzxinwpMVTdhPe2aGLPn1biMMv1JPYGQCMItDbexjCcT3Cy0sZlp6uF0XpAcnO0CTiEbFNTtA6SRgKytqbLsD4/6OpKQvvusAspMMJ3ywO9UMxWicSNcB3UDmmsPo04lX3a8DZ+p780+QmEppHntNOpOMimiBqiSvMg0q6wHDGctCiMX2M12FIKgoZZf9yOgJpM8+IJ+BtkBuwogxHOhpnRk6KKWZ449V6iN52fcO0zBA3YOTxmNL8W0DzGJMa7RgUjAszrVgeNhsH5ALJ1s1lxhWnk3TYFyQmgZAkB/2WlVHKAsuBT2oK7RP058G0g/62PFGB5YTLZoLBrG/4xUkdlvsqmWnfpMqBcUpyc1xgN+1le7+0Ko17sp35COdSw9UUQ2bqm/nK8PrSijIP7BMm17B/p17o9IbW9me+WclKAbp7JCKSLIxnUusmLttkF2LIDGVhsMVOzaQmAaYX5eEWibScJ/Ghh0MuNDDNkBCNKVjhCKep7UKm6RHQ43Q4ReUYVzqLJZXDuIJrCsMteZ8zsAQme106GyPz9JiPpjKskTxiOCWNizkeG5GljJg9N7Dye2lVQgkFnuQJlBiiSXrSjcXo7NITLm6Mjh8GSZnk4jpHSHSJtGyTdCQNCSW4GbOrmY/BVv35WWML+MqWLdQODP3txGVtCSO7OLF7FeuZjoGYOm4Nq1Lzw1nGTfnyOgguMTvewXHeMrzx0FCi8myF0rd8fR4DSZPmfTMFoyynypdIhtzyXJn+HQD6voBH7uTBdtdkxlSOdWOzzEpcJs3McMWVp7MXyhLJtA5GMsmGAnKG6FBd12ROzCoZnE4uSyjR3k1ZU7dnhnIQjcNwdXnMoRyGaAvRrtYcZCTtp1xl5qtyYbLjOi3HzCkRMrPmJA3Lc88CiWykT/V3+W/KZH5MagoZZWSUK67J+OotO0jq1FcckA6N9zEJnjAjgzecHhmPzRQ8z5zKGCZ2aBrQmhozbS0dBVanjWwkwKjdlKcQ1wUkZZeUrmMyVYoB35Tsx3CrlH1hUULXGQDG6wMMKHYlnMrgTYQYTuv1JakqQ+lQrhpR6WJG8tJI+TEgHGfmHqmvk3sBgBMpDKatnK4ScrO8HiFfv/Lvcxna/k6FznaiT0nAzZMyKm0ES6pES2sw9LfRs6vL8rxgkJlNyiNtckdtZKH2CafsGAes1Gxa0i9peXmzkjVEJHWbDKn5oELrJIrnmRPmxY+nDIMtMGXPy8cTLbE69iCpCc06SImvnfnMGGbSESng/hZbdndNYThF619DxyZR0ZE2M5To2dHfylE5pjtr+RwfDl3X7Sr47XxeScQkV6gEIOjFpHEww8pZuuKNfQqdnQxz/0q0u1nPSBymFduOo/SkAj8+br75ZvzhH/4hbrvtNiwsLOCLX/wiLrvssk3H3HfffXj3u9+Nr3/960jTFHv37sXnP/957Nix4zHd43FXRylQoECBAgUKFChQ4NGQQT1h/34c9Pt9nHnmmfj4xz/+qL/v27cPF154IU4++WTcdNNNuPPOO/Ge97wHQRA86vGPhqesJdzt68Y8dGlg3ILj90ts7NHvFWMPSrh90qMdE6jOU0BLBoTnZ6gu5GoaEp1dVgXl8Iv1K/PE3RkW3qXpKFv+6Ba0X/cMADq5ijvQ1109wzMWCL+tsHYmUJ4n9/Wx1KSIz3wGJPrNu7wEk8SldkSCk9XV61rXFGPaHQvQi6zKrV5Apc1MAhnlWOuG27VWEK/FzDnOwCYGKS/Zt/XOSgWNeWbOZSlQWiZrV9O63yrzQG+bdTeGZLkXITPpu3mq3WYAoI4KYzFJy4BizFAbmLK0ARFbN6zXtokuMs9G8VcWJFJKksQT68Lkma8T2eSUh7a+D6DLnVBAl78GdEmBRbsOqa/WbXIXt88RptqyW1oBxNAxyTl4bO+ZBczQYYJlW94DqxOm7iyzSTe8rjVCeB0Fp8dRWs3bwRmpOzYl2uhR0GW5b5NV8JjDb1Gblrgpk7uiU5zndCMRAzwPbusA0iVXdE+nWAeAYMVScbqCQVKAal4HQCeCya2SxpCSexEGApN36YZYOVtg4h79ee00a7l0BvZ4pvCo38cRhxJ2bGoXNY2/2Ef1GFEOUptkRoSAJNe3vw7kNgS3B7MG9CVHaVmPKUC7eCNK2nHn+pxRpQnWiMZEfZBTOtKMo7RI5djlGNUfngFOl+u5kqcrTwWOPTiN/x08G9nBClQeOKmoPMPNZc+GdK3QM+5p6ep2yC3Co43trgtEQg8ov8Ot5ylXRoEuS24JdFvCJpBh2gKr+vkapMBbRNFopGArVjXDKNQMHKN4BGUTwzhtYSzqwTJHOJHPST0neM96vnKzjtOzChhQQOjoY4IVhuEsWXM5jKfA7TJTPxFyiIFdN4ZblFHASjIGr5UXkUHla6FQcDaEqau3QfX2YK6jHI4ssF7CYIUZepOIHFNeZwisHRozbWqT1wC5ME55Xpi+jZsSwQpDOrRrMVheFhsUyKT1WqQVaVWOhgyKUeBhKoyV1+0IxG6AKpU/LQPeGh1XpcRRwKYET4Zsy/XzIV+nWGa9CWlZ921KnkhUM8RjNpAwH4t5MCSgk8PkSXWkJ5HUbIIwk5goBuKGMGugv277NylbK3vmwwR/8hSQPuV48BUY6VszCeP1YhnDcCYvm9JzmKbAqCVdCWW8bivnKTCaCzyx6zLYyPytSBtUStS+1dMt3SP3qMZ1YeYClL0fT2Bon92dbIQqpIx4Q1IF4Ci0d5NlmwPLT7OKJXkip+Fuhrie94ENtE3LQH+Ontm77VjsbdVj6ejFgSlLTn1TAnYeS7tWFPjxcemll+LSSy/9gb//7u/+Ll784hfjv/23/2a+27Nnz491j8d9E37NNdfgC1/4Au6//36USiVccMEF+PCHP4yTTtKST+vr67jqqqvwla98BYcPH8bU1BQuu+wyfOADH0Cj0fgRVx8pOPGk0opC42EbIWyygAUj8nJbGUrLeoCX1jPEHc+6sCrc8Koy30qrZb6duO3XPQON//cbALRqSmcXLfABzIaxvJxhI3LsdcvWDWn8DUwvGmbBZHYzF47ZyZ18n0ShkXtLgZTbhy6PYDmNwQg/mNmMbykDHJa7yZjhzzFXms+Zq7mTcc45jWEivbPVkWxuyk5uJfSDE9Cb6QHlWcpKdiHMPO0+5rmE3tDy9xJmN/pJCZtdz/nCNGEfAtIdUWjLaOEfce2a6PUMlktdAsSYfrIqXjauWenZPsh8+xAYzGhueU7Z0en1YOqYP7z9FjMUIZepTTzNnAYRD+xGn2VsU0a1nDICAGk64q6WMAouWWD5z2AAI1kF6dmNgxJANJ0hWBSm7knVlt3MhYqmfwBA2udWCcGHUWCRjq2rYuZrSGfzCxNLGXpbbb8Ynr0LyDzr48jmWgnYzJ++fVAktVzC03Iy86x20lMIm/nm0faV9Gz7ehtsE9c2P5dl2h2czxm/DetWltxQvjLPfi9COy9U7AJ03TR2Iaepn2msZyXYsSYkylu7ePWWb+H3tm6xEnt5Xbmtb1q14z0rKQx36zcp/6i76cEOxaDoBtJT4CRJFzekcXFLX1naCQckjVcejWR1ZdqdbyUSmVkT9JtRfpxtQ+XYsayELa/0lXX/+7AqFzFDOG0VOFimqUsAbQry/Q2DCahIK57hLTNp573i2BQbIX2FhDKw6oy6trx5v2dlNTLvmdnsmusBAFdGrYNlevzmmzvpwmyk07oEI8pAOA7wOg3gVmlzW42M37wecJQe/zRH0gqQ5psgPsLTTmDoOjyxG3ImbZtyLpESlUb0ddyLyXqo7EZWCbue6Iyrmy18igEYoQOK0GZEdoY0R/K9IFNmLvDIKqWMctWzYITbzu1vyrFtEtf0WpG3aTYLxFN6QAQrrjmHZ8BgjuZVj4HTy2lWluZc6StkRO9JVlxE4zY5jxL2ZTMal0aCUgbSZBOWzQRixTP9ka8h8QjFBkyZMcMHDEkdRoZxVGIzLdn1jKcj2W7H7HNaCSA1L3TMrEciAspjAyQkXyk9bFqDzH6jpCA7zBxj1u6yHWdpZfP9WGrX+1Fjh3Ts3M3n85MN2RPIkomiCFEUbfru0RJC/ihIKfGlL30Jv/M7v4NLLrkE3/ve97B7925ceeWVj6Cs/DA87nSUr3/963jb296GW2+9FV/96leRJAle+MIXot/X5tH5+XnMz8/jj/7oj3D33Xfj2muvxfXXX483velNj3dRChQoUKBAgQIFChQAoA3FjUZj079rrrnmx77O8vIyer0ePvShD+FFL3oRvvKVr+AVr3gFXvnKV+LrX//6Y77O424Jv/766zf9fe2112J6ehq33XYbLrroIpx22mn4/Oc/b37fs2cP/uAP/gCvec1rkKYpHOexFSl/w/Na3NAMshLDxN36dTBqcpSWtA+pWi+jdki/+aRVB/V7XDgDesuucgy3krZtX1jqxnKCIYn6xzW2WTXlLfqzO1AYv1WHla9cNKs1VtukU7oQQgxJ6zN/iU+B6oI0iUhKKwnSQJt9a0cSc/xwJoCIiD4TS2QBvd1TJoH+Fv1aXzuaobOdXOpdhcoiBZVMOwgn9LHVYxIi1gUYjnNUiIazMCPQfJjcjn2JpMwNTaa0Io3lwB1kKFOSmbDJjdWhcVCiP0uu5J4CZZjGcIJh8k7S653zwDOFXBw38xlKa3kwXIzObm3W4ZmCM9TH9GcEaocT+33oUhlt8qO10zhmvpuCpRR82hT2zT9V6M2R5ngEhAuknrCUoUTJEKIGN+WIaxwxBRJVFzIsP00YrVgoGGUPJWDKqDjA9utDFid8zDyUmuMTos947RSKgoQqD66jf+I4vJYeXOuDMgbkXq0fsEGeANCi8TD7rdRcK/UZxu/K+T51lFd02cMxgeoRDq9HSS0O9rBxsjabBWsJetv0tZhUiCjQtjovUVpJqE09o/pTXciM50FxhsYB3Ycbe3xUljKIIQVwVgT65PWoHrZtUt+HEQWhzARIBWupCdTKy5L32XCSoXaEaA7rCdZOIf3nhGP8AdLGLwtw6mfFYIJSg9UYytFmpNoRaSxH4ThHaVUiauj7j9/Zg3R0m0QnOxi7nyxwfQlGpsSgJeFv6Pqt9WuokLJBv1U11J/p7w6weqZ2bRjrrWTor5XxcDgDLAcmWRGPFWa+mWA47VhlIG69BkmZIe6Q+kFbU5cyL1c2AIZTul7Vo5riBgC1g1YNyOuyTQF4eWBcWhq1Xmr3eN4PacnSWOSiZ+olQruWZr71zPGMofmg/sEZuOZ4xYGU1gMR62C9nJ7idhXCcWqDDPDa+XxhiDd0ndyetWqLSHssAe2xyFU2pKettXk7Rw1mFFEyz64hyTzHgIKMndAGAzuRMpbINGCoHSUt/AmBcAKGxiFCmLGV+bZ9RaKwRopU1SNa4Sfvt5CSITkDGEpR2BWoLCjENUuByi26ilmPmP5N/38wzQxtDwxGhac1Vsb0d/R1BpOaulbfT17NknVbiAjGfVJZSDGctIGSed9M3p2YuSdiiWBFz+nhjA+eKjPmNiIftaPkKQtgFJ68rkJIVK7m/tTQJQZTAlv/Sedf6J7YRH+G5uSGggilUfkKWhL9LXpATdw9ROtE0jsPlZmvwUaK1dMoZ8NhjsoCrW3jHIqC0csrKcpLpBhT5fDbyii7jD0AdLWgFLy2g/ohXY9O2zcUvvqhBB4FQtcPxRhMU1Kd4xw09pPIQZjB6WeIxh3TDlLQuB4qcHoOuEOJtZPpWgd1wKtuX2UosmmJobSqJ0xvq4v+7Q2MPUwe0hpDsEZrXivB2l6fPgNuj3TjFTCYFKZNS8t6H9PbHoDHOcVWr/tGmSZUZn/AlPUmd3Y/OekoT6RE4ZVXXol3vvOdm777ca3ggLaEA8DLX/5y/OZv/iYA4KyzzsItt9yCT37yk3j2s5/9mK7zU+eEt9uazDc+Pv5Dj6nX6495Aw4Ag2lafIc6khoAKscYBtMkr9RXGM7qhbS+f4hwUjdy1ODonhWBk0/Ia9so86BluVzDKdeooLgDaSgoa2+5ABN/dov5vPJsvSNJKgw6CYE+Jx7zkGwj/929+n/K0Ul9DCWj7CFq6s8scxGN6SdHUoVRLHBCrUigjyEqBtFn4ppATOenLYZwnDifjj0nLXPDZ6ssKnS351HXGTo7iDvd4oia9rrhBDfKIyLi5lpO3yqaJHVuKCtuh2HyDr2A9M7mYEq3beZpCkzO51QCCGmR47FjriVCSy0IJxUi4nFXFhU6x+WuZKsAkJYVNvY4ZiZngXXTuj1gQMoetUPMPMi7O4RZmHgG9OdyLikQTdILTyoABfRoURex3cTo+jNzv9wFW2sOsHpa0xyTb47G74PZIMTVSayeyVGZ13Xvb4FJzNCfY6ateQpkW3Rnre0NzOYonAAyTzfWYA4YTjnUN7osA+I8dLbXTV9Vj7nobac2aVuVhOEER0rJR3o7mHFnJlXL5UwqMMo5SgD9rcKomIRTEpPf1eesnw6kR6xqRv5gzQIrnRWMeaZvmIKpazSur91VOQXAN2XPAqC7g9Rgpiyv1elZ921/2jN16m3lVqJwq3YHD0hdiJ1aNS88ZQCdnbRRagkMdE4UpGVuHuqD8wZI7qUEQqf2wfbpiqydXkbnOIXSks3uyrlCc6aL44MlsJnQ0FGkx7B6pgs1Qp3wNmAUZ6QDNB6iPtujMIDlDSsGw79OasJkp4wbvqEx9ZUd1yyx6jPKUYYDmtMCcqqIEiOudkcBOU+/P0KbGymHdBVSXzd8OKWMsoW3rrO86oOB6hGG7k5Lscio7DxhhosPwNAJqoe4UasRQ2YyPUbj3FAqlKMgBtwkURtst2TzcApmM5jUgWiCVEiG3Mw9HrFNPOHM1z8MZxTAgWRIG5chkE/kpGLjCmpHbB909tjGYVIhbdJaMRBG/SVtZFBCIKJkKXHDbrwzz7Ydy4D+1pzWJC2dRVnqmVdO0N0eUJsoiF19xEv6gdHdpeB1cmqhjXvo7HY303qgx9jaXtconDg9oClImm+7gL+hDNd4cFKMtEoJjBiQEuXL6Vue89pe+0LZ353hGNOTladWHjELGHhq19mgpeejbruSmYdKMEzemRuGBAZztLGcZoiatM5MKyPnyDOBsMnoe60Clb9sDiJu1oSkbpWj3K6eWwDg9h1snJBz0D1sHE993pAmkRjLOMoLlnPd36Z5+wBQWuBGUUcxbhTNmGQmaaB+NtB4KAPDFd0I0SQQzSQoL+m/BzOA4qSUssVHZZFka7dxCBrXPIFZu3s7OIJVvdBJ1/L6/RbQ3sPhbejjwjH7Yh43YChNP2Yc4s8FfhLqyaNhcnISjuNg7969m74/5ZRT8C//8i+P+To/VXUUKSXe8Y534JnPfCZOO+20Rz1mdXUVH/jAB/DWt771p1mUAgUKFChQoECBAgX+zfA8D+eddx4eeOCBTd8/+OCD2Llz52O+zk/VEv62t70Nd9999w98K+h0OnjJS16CvXv34n3ve98PvM6jEeljNwV3tDtp5WxrjasdIlfyFgYs5pHWvtaMBpBU9Rtr7q5MKqPWUp2KHtCJeOqHtOl19QzPWLTcgTJ0lIk/uwWDX/oFAJqGUdvPje5oadVGOG9SmJBW9UK61sqnRgIuvbYNumEZIMhC44QUkKjs+Tky36oAjEbkYyQiv7vNfvbrEZTQF0jLFByUB19xwI1s2XO3a+bBWID9lnUrswxGYUaEtnyZr61LudUidzMD2s02GtRnLe/W+pK5zFi7RTQS1V7PILkDj9y5SXUk8YUHCHJLx3Ub4Z7lWUioviaYUsF4QhTX1hGvZSP083JpJRr7Of++4sfo5MFhqT0mrtnASCV0YKZRoYiA4QxZWRY5VB4cVgYUKYSw1Ab18XRkDMGOHxOMmFNxpB4jBrkxxLEW5KQyoiSTjVAUHHs/YCSgJ4FW+6D25REzajk8xqag0vx86dgyjo4rlo6MWaWDf/1WbmEaKWNNGlcwj2yCk9HgI4bvozVQG7JMW4Xy+0jXft7dXMc9zoSpY96H0rUqOFB2jijJbYr6oa5L3IBN962AOHEQShdZLDYFFrpdHVCXe4GYwibaUfsENXKs1ijO2z2c1sc4A2ZSckPBqBGJ0Fq9IHOlGCCaYJssoaNqMhm3AV7uGjfWbB5bDeSkAhOUJwZ2DDhDBoes0tKzfcAjBrdr9Zy9DhCbsWWT2WSetrgD2jNggtwSQNL402WgslY09cx4UGJbXxECIp+HPSAma7sYMrM2BWsjHruKHYtujyGpK2M9HO0PTd2hdmwwsJq+iVgLNiUbM32cWEUdGTNIoTWo9YF2bAUdZsoC2PEQN633RnFTdTBYykpSY0hCB14e5BeykWeEXRvdziMD8Iy6FSXDykqWylVaVYjrzFATlfBQyhMaTVq6DjCSrGdRmbondYHmPqLzVW3h3Z5CaTVDZ6de8IcTwoyB0qo0OtalNWWoazyFyS9QWmCoHdMFZxk33sK4ylA/knM6tccj99pWjyp0ybsl+tZ7UlqVxuKcVHXCnfx+Zlz3uOmPfI2rHdadqhwPEQWH+xt2/S0vZ1j8BUsdy5V6ascU4irRRbdqrzqgaV2Z56C8TDSbCYH6AV2A3lbXeEvrhzJD6azeu4rBq7XboLHf0jAr8xGWzqWcKEMFp88wdYdemMUgweIztdsjWAMEqbRt7H0iiR8/GNloRPiTGL1eDw8//LD5+8CBA7j99tsxPj6OHTt24Ld/+7fxqle9ChdddBEuvvhiXH/99fi///f/4qabbnrM9/ipbcLf/va34+///u9x8803Y9u2bY/4vdvt4kUvehFqtRq++MUvwnXdR7mKxjXXXIOrr75603dbT30Btp9+CdZO5+YhlFbsBCutKDQe0itA57gyqkf0SiwiD9kdHqoLxIHzGVJy8/otgfWT9eCd+U5qEvHw2KqgjN+6aCgog1/6BZQ/fysAIHrDM7B2ljLyZo2H+4baMrqhbhy0/NXSaoL+bJ61MkVjHyXp2OobjqozyJDUiafmc/BMobOTBPsPZOhutfSbxr4hnR+gI/PJLQ1neDgujKrM4tYKxg/lbmS9wIa9nBOeWe5tK0PUIPdviSGmSP1gTRkVh9KaVSngCUPzYUowMu3QIku8y4CZerm9FIx2XZpmQy9PswINWqRELM0x7sDeI/McNA5lCFb1gun1/JFNlDKcea+rjJTW2EM262laYqZM0mUYThJ3ezFDf6swL3IYfeiObAB5al8gVlo1bL0zNceE5E6tLMbIAuL1LfQhwhoqx3T/LJ9TMXJ8tSPKKg1wQLoelTc1EoNxlWHiOzr7Kz9vApUFfb9wwkFcYygv6YJVDvfQOk0vxOWlFCLMJU0sz7O8LFFa0e3W3e4jIjdv7UiG4YSgNgHGHtDzpbPLQ7Ah4W3oeyY1gT4lEsraQJmyb6brzNyjupCZ5DflJcvBzCVDASAcFxiEI5zwlQiK0kY6fY7Gfj0GshLX45OQUxGC1QTtPZ7pt5w/n3nU70QvaewbIvP0TuLh9QnTt15HavoRAL8t4bV1G5a/XUJ5RR8zGJTMg7HxUB/DiQrc3ggnXDEM1ks4HE+Ar7kjsmsKzX0J+ltsAiQpADD7wpPTyPx1/ZJrFIhSwBmQS70PbNQDKi8gBzlXd/PLTC456UTMUAOcUJczPy4ts5EXXb0hBezLRX4Py3HVyUEAoBdaNz3PFOLeyAYqASrHQOW1ykgiGpEG5HpzB+iXd8PdDoF0YN3rednVOoeIR17ksu/jhNOYSyoMKpfhHFipTrevjJJMWmKoH9GFHwwF4p6VPhSxXVPiOoNL3G+eAmyVMhEvbH4BZjRZvQ2bvGaQcdSOWE6421eQwvJz85cOBph69MDMC/OoMtTGnI86lSNYZej7vl5fAYjE9qETKvMyXVm28SPmJVXp50O+5jmryqyXwykPPLVSu+GYY7jxXtvS/nimNvHD8zXPGQDlw7oR1c6a4ZYDWnIz50aX1iQikj4M1mL4k5QgLxoxOHUl/FXi2Yf2WeF1RwwdK3ITH768bOe311Xw14leUtVSwQDQn+WmrSsLKQazlLnzaAjFdTkG0wwBta3fkRChRDhB/PSWMuPEGbH/8VQhoMyYbhfwpB0ceb3H7lcI1vL0yq5WfqJ+CNZgnkn1wzHax+k1THoMnOJrBsePm5ciJnWZAb0vqM4T7zwAKkvKJDXjqQ+fNv5M2fYNln6qZId/9/jOd76Diy++2Pydc8lf//rX49prr8UrXvEKfPKTn8Q111yD3/iN38BJJ52Ez3/+87jwwgsf8z0e9024Ugq//uu/ji9+8Yu46aabsHv37kcc0+l0cMkll8D3fVx33XU/Utj80Yj0L3jzJx7XchcoUKBAgQIFChT46WLk3eVJjec85zlQ6ocX9o1vfCPe+MY3/sT3eNw34W9729vwl3/5l/i7v/s71Go1LC5qP1Cj0UCpVEKn08ELX/hCDAYDfPazn0Wn00Gno5UfpqamIIR4xDUfjUivyi4yaCvD7K3awtjbEWxSI8jKunq9rQyKUyBmVyJuav3r/O/aQ6SOMS/R2ZkHdqTIfHorbivjTlq5aNZYB4YTDNEbdBKfsU9/A4MrLjBu+3A6gNOnaGcqs3SBtVO50dqeuNMzqXW9tguAgtFmFQIK7FDcHUm5q9+Mc63kzBMYbCVN2QFHd6c2JWWBTbgQTjM4fbLetIAhKZqoiRBrp5Jra6AD9zIvp/LYPvA2HHP/pKaM1vBwhpugqsEcg0PBTtFEhriuy56V8pT0uY8c8DfyIedgOD1Sr1wJYSpDTIGZfgtoH5+7zbmxSMXTCVYcFzwpUTvYwCaeWB1ub40De7S5qtWuGLcwS2HKG04ryDFt+klLHlimAw6BzXQN5SijL+x2udHdDoIYq6frcogI6G+nQMf7faOdXjnWQHcX0N2mfajdk22K7NU6jPWQp0C8VZdlwfMsLSdQYErTKFafptBu5xwmrZXc20YW3d0NE/TW7rsm0I0nDPF4rjog4FPAcud4CUV0h6gpjItXBhLDGT1f0kAHRgFkJXd0wh8A6O+QcKhvN060mrvDGWGs+xvH+8YlndSsVSapKygukRJNjMclRJM0rqsp8mi2pD7ialfWYlxe9NCfs+M1PyaalPDXuNVT5iV0j9PHHV/r4uG9Y7rf1oTRDB7E3CTNGpwQIz6srVPRjhjOkv688MwKBlt1KnZDjRAKW7a1cHb5ED6zxQZmZh7D4vku4oa1tAKAdHVbq1IGRp/jCUfTLYIRtzFRYFhfYHyPdvOt83HTvn0GnQAAOsg4T2ef1VOINiWJqWdgEYeiMQtu9by5n0FRfdF3rKl3dOktZcYr0zsuM8LxvC8gK2TlS7gOqqbU8XwgIEv0W8pMmypux0Y4xSGprixhkGWyUg+E1R8vZWA9GwgofYVwOg8olxgQXSyakEBFdzzrOZaCl1lajRIKISlNJA25iTYlBtysZ1ktgehTYFzIUdqleQobbtXQTBQHQGtF1HONjrTyJeKmgAxI+WlNmDVIMWwypXd35+dkpg8BAFT2XdtXcOg8nVddORK8EaOV6kGfVjJTFukoE7zfOc7RmukA1D9QmzlA+zhhPBBOHygv0nrp63nFyBs3PHOIwUJg+yrXfU8ZVD5O6xwx5UbIxhIs/0JT12en9UCkZQW3yxFN0dq4LBBN6s/LMkBvJ6lxdW0wsDMQGO4mz2nETcB80szgdClIc4PbtaGUYbCVQ9F47CYMiuW/KUPlUq408yKpuehvzS3kJZOMLZ7I0N+erz8c3oYNTh9N6uS1uBmLTt9Bfwe1yQY3x4shM891Z8AhQtIoLwP+rg7We3qxSeoKZVLCyU7yTJAnFEOJrNYiFOhRsLMIGXpzut/CCZj1RAm1iYIF2GRXo9THbCpGgSc3HvdN+Cc+oS3Uz3nOczZ9/+lPfxqXX345vvvd7+Kb3/wmAOD444/fdMyBAwewa9eux7tIBQoUKFCgQIECBQo8qfBToaP8MDwW8/5jwfJ5+ho7r8+weH4ewWP5d90zYmwskswasxZKpy8wd848Dk/rwAfR4xi7T/+2fgrHtq/p1/qFZwaoUOrstTOBjYh4sGVpLBu1/RxrZxGP64oLsPVDt+Do57UKzPz2GkRImQz/VZdJuBlK56yjGWhz+cHJaWzdprm+88tNeCXKLiYkFGU+lZKjWSKd0NBHNbAENXkKw96GtpSthmUsdbTJerrWR8PT56yHZQwTsrBHLqYq+t7/ace38OkJbcVvbVQwOdZDg8olFcNqX5tFh6GHWkVfq+6HKDu6jIc3xjBd65qyLHb0m/7eyRXcM61NwLVKCE9kEJyCIyVHq6et9cONAGMz+vyqH6EX6b7aEgyxPFulcpVw6nGacNpNfAxjXY9zpo/g5vE9yIj33iyH4CPWprGSNr0u9Wp47taHAAD/6J2CpqcHR8lL0OrrcuyudVF19fcP1qYwVg4xUeqbeyaZ7sNmMMSxtjal10shYkqP9is7b8Nn3adTXzGMOaQ33ayjNqbLsbalil17lrDQ1m20u9nGOLX12rAMRmUfJh4umtVBIDfOnwBHSNPuD4xrPb0Tdi9guafbx3cyZIpB0PntQYCtDd2mixt1nDSlTdYbUQnbqtqy9/DOCXR6er4cN7lu+vPY9gYysshPVvoIU9KxFinizDFjaGutjfsW9Nw5fnoND9V0X5+0ewERtUk39pEQ3zpOHAxj/X2tNjT9NFYaoO5F2Lc+YY47lcq7pdTBjfUTdFkaPSgyXUrFUKa+OrrWxGlz2su20KujO9Tj5+SJdcx36thS1m2/f3IGu3dpguU1u7+A30h+VZ+z2sSOaT33epGPtQ3dpr966nfxz3N68j1rZh9uWdF0uqNLY5ib3kDNi+D42tpbEjFevfPbeFl5gC8d/wACh6zAroI6o4sttT5iaodECkxVdITzbKmLHpGvOVNYD0umvTPJcdakHvNHBk2c3pgHANxVmUNMY1EqhoxMXVIxO3dqHXRj/Xmm3EMn9lH39HoRpg6avh5z61EZsyXtfVwNq1gP9VyYrXSxHhIvn0vs97T+2ilzS1jq6bWlEQzNNdtRgIV2HU+bXQAAHOqMoebrtcITGToR8dlFuumcfLyHqWvWwjgTZj7XvAiD1IWkfudMYZBoy6IvUix3dV9tqw6wvboBADjcHcN4oPv80MYYZmhtCkSKQxva+7G10kfZSbDc1+cLrkxZym4Mh9aphU4dr9nzbQDA18dOwMpAHz9R7mNrWc+jdlxCLyU9dyfG0rCKCbr//cvT2DOh1+XWsIwSjVmlmOlnR2RmXLs8g09j5+Wzd+DjvWcDAHaNrWNruY3vNbXOX8WLzXFSMbM2rfUrcGndEW6uPakwOGsI7hB/XnKsT+ux4XY40u0hFMmOTjV7WKHP5frQrDuAXusA4EgwZbw3W7a0sLymTc5yNsrVLvX1uAN3VrdDPClQKlH8iVNFbZvuk+5SFaBrJQnHrh16fs63GohBeR1me4iJnz1MbNCzV0rhuykCV69b3WEA39Ofx8sDLNIaO1gvob5Vz7d2o4KgShrpQxdTE7ocjWCI9SF5jyVHt1sCO0K89T09jFHd11pVZBRf46w7mD1eB4h1hr7ZQA2O1cDH9T3qzR5WVsjtKoEtlSGWGnoMjZ2wjv6Gdk8kJw/gUP9EGz6iJI83YJg4Sd9jZbFpOOROn6N8io4E7czXIXYOwe/R11Uc8HfpenGu0G/rdjx7z2E8GfFUCcz8WYCpx2NH/ATglPf+dwBAeGIIRYkvgmVh3NA7/3GINaIJ9OdgAh28rkLrBUNUb9GTTwpg8HT9IBj7aoDVZ+sJXbvDQ2+XniDl+REtXWUDhgZbFfw1G6ySXNTBtl+6GwCw/PYLjIrC9X9xNbZstLFYb+DZv3WVcVvVH2YYknYqj2FcS0lNuw8BotWQy8sZ6qj8XEVCjGiIB6swmrCQ1oWfVmEWsJlvp1g5U0905eioesCmyc1pAzwFIv3cgr9ug6pEDITTlNygx43usAiZCVztHC9ROZy7jnUAWh44q5Pf2Doabe8ujOZzOCkRUDIQpz+SspmNBMQJOidvl74NdHO7wJBSjVfmGTpn686q3e6ba5WXYPTZ05JO/Q4A5SMCM9+JcfRiChiVI4FOI2oNo4F0/ppV6QjWtZYvANT3sU3BdoMtth2GMwo7vqo7aP6ZnkkqAQCds3UD+Yc8OKRKEzdtYPBw1gadiQGQNGy/6TTVtr2Mks1IHzYfsMoE7ROVcc1XDzOTSlqnnbeqJTyzLvykLjH9Lf3HxgkMzYco0Gy71c/2usCQ7seTESUaz74kZyWtWJBTdkaDtYJVm146LY98vw4TGCzizeox+bjqbVeo72cmwJBntu5u17bPJrWa0M4p5/wWcCMN/otbiG/Tn92O1vxtPqDwf//2/ZgZtLE0UcOLP/PreO9JX8IVd7wCN775I5hd72Kx3sBF775KK87krv0RGoRyAemTnvaQA8JSncBsynR2LEDzVP2isHHvhFH6gYKZ0zzmZjwkdavsk1TVpsBiWbLueTEzRLZEibLikXTvGTNUEeVLBEf1uhqPSXOMty4Qk1Y2y9hmbfCYm3qxhBkql07LTuUNGdJGZo7J6TKiz811lKvgtoRpsLSRwSGajQwkHEo8lZWVocRBjlBQfAnRIwNIBpPqO6krSEcZdojT46Z/skBBDHPZGyCdpoRhG46ZC9JTkJRKnffESDpxCa/NTap6EY2o1ATSBOaDKUPRkeUROsrIE/ikU4/iwTu354dD1lO4C5Q/oq7vA2i6Ya44Iz1l1uJv/N4HMNtpY7HRwHPffpVVmMmswlGuDmXyAuwIwclgxVNmqIzOSJ94G9zSIKsZggXdoVq7OqevaGpd3ielBY6QaCTeBkM8TsclVsGKR0B0gt7sqr5rUtgrYVO0++vMXCcrSzhdYWhEYsiQjFsKVE59zCZjoKfLWD4qMNyiy1Q5zLVePDRliw/sOPHXmKHcSN9SL92W5WnxBIhm9P38JQfxGI33lJnyAnadi6YyiLEYmA/MffLx5HaAwbZcDYZpegkoX0Sumc9Hx6+Et0HB+k0JMeBmTeAxs2tCYqkxcizGwdddgScb7j2y9Qm7997tx56wez8afurJegoUKFCgQIECBQoUAApL+CiespvwuX/Rb89H3cBYEt2eTUMsfYEtXzwAAOievwO1u7SrO55roH18GZN3UTSJAo5MkFUoVSg/oK0OW/65i9W+NrvVjqVISLKvvBAipsyWpVWBxsPaZB1OB5jfXtMWcADT/+MWiFNO1NclSyBPgZnbUsTkXmretY7uCdpt5XUyk54+agqUlskSkyhElAkz87SEUy4lV17NMOjmcnwSHqWhzzyOznYrUZjLEopIYeJefczi+QyTd0hz76QmMJiia/WU0aqtHo3R3WEtw/mbuM7IR5aKtoLXyc3UDhqHtKUgrgnIRcDt5RqvDM6A3KaxNBk+eWolvYZTVp4uONrG2nkTpuy5Bau7laO5L4OISB6vLKCOUBtnCm4vlwnMENe1hWfqzshk4lRMp/4GtCekTwFZU3fEWDnTQ/OBEatkrhM+smaIRJl026vPjbD9b3KNQcDr6GvVDg2R1shDM9/D6jlNjD1AFJTTSlg5Q7fpxD3SZOXkiUI4qb+fvCMzwUBRg2Pie7pD1s9swutmpq79aQdBK6N+SNGby8dmajJr8kTB7VnJydK8LoczrBpZtdqxDJUlCq6tcSNrqeUcSc4NWvoraBEdY9lBdZ5c7dwz2dyq8ymqx2yAcy4jp5iVogwnHAwnGKZup7K3ErSP030VjjMTbD2c9m0gZGzbvTIfo7NLH19az0zKZq/DSVZT33PsrjbWztZzrPfiHhpfrJr26c05dL6WJwOAw5NNTC9RMNm+JuraEI3mwwlWT3M3B1pKhtX5Br619TiER6tQWR7kBUzfliGucWMF5anWnwZA2StJVz/S1sc0F4hiQFrW61FpBWjLSWpTHYidn2MlQW15cIybdOmVowzgVqM/DazMYLJaATGutI4/jT+W6blErY2xh0iicE4Yz0JpXRnJUpZpWbZ8PRMJEJGEpBNZbx4AE4RdWbDrlxNa75LXtvdWTP/mDmjMzQitUw0gqXBUFkfS0I/bexvdbcY35WKoUir0wbRAGjAzp4OWMtkd4xpHsGG9Fut7KWvvMesx4SkzEnZO33qghtMcjQPK9G+wLkk/G8h82ydMjqS6n3SMZZpl9h73e1sxeRdZuytAb5eL8Xtpzozb7MfS5aZ9eAKbsjxXxkuA5oPSaF0H6xnKi7pR4oZrygYAyypAeYHazgHksv7e6wGK9Pq9rjJjtLfdMRmSpcuMPjag07rn8oGVhQTrp+Rp62N0dnumjB7Jlbo9iVW6MEu13jYA9KdtIP7YAwm62ykD5ZhAaUUZ/XueKEhX90k4AZRpnAwnfaMzPnnHACtnaRfY2EOxudZg2jH94fYVgg27bmQ+R0TeuOqCMusWk8BgjQQbNpSRYtVegNyTyFA9SnSZ7S42Tg4w8239W1zjRqrV7UuU1sjDIxgqJP6guE1bDwaUVmm8TwkjoykdLTEZjtlg91wiMfO1DjwAyGP/9syQBX66eMpuwnNtUhHaxT7zgPIKcc2qAkGgB2BS4VCkdJInn8k1mJ1+ajY7bITGIeZXgbP1JjyuWjqKGKYmHb1OwEF0lH6mOeD5caeciOy+B/Ufuf4to1TzpK6S1QKEY7lWcS50DWTu6MMQZpFjElDcpiDPPKsLzCQ3OsTpSFr1tGQfOtGYMJuYrGoXaDCGpMzMwyJN7YROq1ZbPGrYaHC/rYzGNE8YFLMa0xk91DNPLy6qbpPhOGFOc2BmwROxMvqwScUmlUgmq2ZBz+sPaApOdoxBkZJOUrFUCJ1qXn9OqhxphR5gYy5SulbmMvht4uJNceMqz0pCJ4LI76ns5jPzbDlUOPLQ4wopvTzx1Gp+gzPzIC79/9n7z2Bbs/MsFH1G+OKMK+29du7dOai7ZUlWsuVjMNa5coQyxcUWoSgXGIofYF8uvjqXAouCY1NAYe4FfF0U6QcuY3Mw5cMxx1iATDCykluxW+reHXbeK8/05THG/THGeMe3Wq1TmFJbW+U5qnbtueb8wsjhfZ/3eZQB0wbtwMUVJMEV7AUsAIClIDdiMwqLkEoYjNu02ToP9WnL7/pyyal9m4kgFh9RBRhHtBIQm4l7R0+0KmdoRoFrG6vQToYHXl4YUJ/VEsSFrtLwLP87ADAlwN0C1uY88DIPbX/z9VpvRJTfdgQ66HZ56L9dFmAmXSbQTDxDSHhfPWWQFaN6gA5tlacN8Q2rhNHmsxlypE1w6/r+w5ue4JK0TAT1mJ3aiDNpkHssDH1px7qKwrVKBEiGLXe4vA+NAUL/1RLoNhwH/Q15ivmJoFkswOPqafjcDu1G1r/HyPB+I3u85CocNFVvve4ygLtDro5EmE967SwrOyb9s7gKRCCa98rEA4OGinqS8jwI5hgR7m2HNk++DZnujT/WY35IQplYFeqNqdfVdeLH/WnBsS4FiSSBg6TRrb6AK7vkVNdahjrivXmGN6E/AzavVL8aBBPoC1Kh972OAiKFSR0E3AQAZqif0nfuf18nTAcO768wMPp39OcvNx40/R/mVoPX9T9/SFqE94kKiBe208wvh8O3qA20ZLQBTGaCDhqGB6l5oazmBAAwFQ4pUoEORcyEQ45OwrwhalsWelYNOhyIKhwoTa+tVBbYk9pBOIyqDMgOfH0y8DYI40Dj1HjznOxRYahOsn0D4+Ys1j+cR1bfAADAHTzEtXuXAsnMX8edeKB9H9VvY6gN4mUwPhkW2qYZs9fx14P6ANOG2t3DNO+3pM3rO+rv3rRmcl+ndVqndVqndVqndVqndfodTt+wgZl3x1MAgKh0OHXqYNXpyyszFdyyDDaQhfWDYgL6ANy5pXUclPpUwui4wjRILpiZnhomvMXG/t13E2+vZhAAFGPYm4zJ5MNUsLQxhcAB+vpDov/b+Bf1jsbcmzpYz5zyumv6LeyeFUUdWheNzVSwulDS7CvuoUL733m4noKiZKhby5H7urL4utY9SxkL34MbercN6OrlybMlCB14jnHaingqj4aBu0h/3fUuev37vBGpYxSo1X8fPdPXCTf0W78eT2Wh52JmygabnbrfP7pfzyawG6g2WB/BzCneY7rHl6PfP3ivb4lQD8x9b3RPll28rr177zuVTunZG0CFcpzKV/9Zb/CoU/2632/hvUou79wA7Wlr/1ekXlmhe9ZVYU6V3bap/W2Q1Fg5JhGme3nu1QlPFJRjNBFSQSl++jnM4MzJAsIYKM5wspVjJCoctzm2j5cQ2thxPh6f7vv9tmGA8XUogtWKqsZdpzUjpopOfZWKeH0f9X/7Cun1DXZqLLr+cOp+oD+HUNvyN3iuv0wx4jX/ipXkje4x7PTc9Pq+9tXu74+dfv/3faA/DvTrntu/t//cUwU5PZd5JhCt2al89OvQ9Orq1DtfNzf+dlIsFZrGR7EacG7C3PX6Z75BOc7M5rZvMob94ek+SMqcfkkgL4+hoN2+p6Ffp31VTyMNBaWemuMdcVj/fj/2uOqtleZ0XnxQKU7NTTi1VoT5+nXv7Ld7r5/w/pqvQj76n0+NF/ce1ts/9Ndper8BBSl/1fWb96zoLq8UnC4tdMp/7isy9z/3PQJ96zx5Xzr3rCa8hzxd/W4hDM4dznC/pc9cv/R1e/ezl2983d79Rulrvgn/mZ/5GfzMz/wMXn31VQDAU089hb/8l/8yPvCBDwAAfuRHfgQf+chHcPv2bQyHQ7z3ve/F3/gbfwOPP/74bzPna3fGOq3TOq3TOq3TOq3TV033oZ3109cvf93e/bbL9xdt49ccE37x4kX81E/9FB555BEYY/DP/tk/w/d///fjt37rt/DUU0/h7W9/Oz74wQ/i8uXLODo6wk/8xE/g/e9/P1555ZU3VMv8amkvnwBwaoLuO2MQTsIBYm0p19rwWUeG6ICMAJD2rKVeGa5l4eSu0bOWhhMneid6HVkrpm4Evd+fSLcLZ50AcBR7HkGLk6NgDt47kXe6d7r/ysOGx6H7YJFwo/tfG8A/TyNYPDizzwagUk7BaNY0Z2Cks/r1NWVNyBszwWrXzzuMoQCeU9lRGkybU2Wj8jCQR+G0yQU0aRjBe2UM1+iYgTc6PEv3LMtgp8rr21A0Bkxpem4on6HAQaYMVMwgHAYe/HV59O8z4XOXM8iiD87r1Y863bb9tibKtlqfeq52wVIej+vr7FSb9ydV13b2Jgb4d0YcrAvW0FP3v95C+/o6NKA6sX3cUJ1qGaxCrJ9FpfGGZkLOEDSK2ak+aiSnNkGvj2jJKMDa5qvXN3x/YKGdoUP/Y8YQftMXwLdDN2SI5j6gTPQsTAZw9dNloT27nBHGmmmLd2UK2KrmEAgW7zRpUNUxzsz9OGc4TMd4fQrtH/C4/XnKl5Gsh40hvC3resZaY3qfe3PHKauks9aR8ZfZ8QuLPfVePmZO90/Tr2vzle32+v6jBTvVD96ob51qk/5U0HsfMyY4BBgDUzqM076F3phTr6D5SIR+aTgoDqHffwxnb/D+3jtdnWkRruPd6TzSa/vjW7DT9fL6d/arx/cBeXpc+Gd3KSPrJoxdV3wf6c/Lhr3x2kF9EwxHyQjhhjAHUNl9dqMQd9HvQ6zVNC77Y8rw3jWdCXNLb52kd/Y8yL6MhocYHqYMYdTRt/r2HBC8C9cYALzVp+ZweocB1amOGa35zJg3XDO1DH2X2l6GslBAbhvatt/P+suWYf32CX1Dx8z1R1+np4NKA66/N1a5HfuAbZvg5et56hMO3mgKrgVAcVX+vb5OzmCd7uf0OwJH2dzcxN/8m38TP/zDP/wVv332s5/Fs88+i5deegkPPfTQf/cz3/uH/jYA4O7vr8PGdy7Ba9v5Nr4Y3D6rXYatL9g/5pcjHH5zh0u/Yq9rRhyz77ch0urFEbpdOwNufizGwh3W8nvBlTa8E6TtoYHJq3ZQHD7Fkb39COWnLHF3nwXll/6Pv4pzJzPsx2P8UPt+sHdYXXQTC4iZjT5Rk5yC0USlEN9zYdvGQA+sC10nEqJosXzAibUctYjmngZAoxvbCJXocIXFYxsAgPSggZzbqKji8giDaycAgNe+fwsX/6N7dyaQ3Jxh9rRlYohWigb38OU5iit2Ms+uL7F8yH7mKjDRZK+eYPmofV+0DCwvslAQRQexcgwaglEeVSqQ3nbh652GyW3Ziws5Bi/aPHZbOeShzSPrFIy09Tl7ZhP53Qa8diwhrQJfOq5ZzqHdO5pJjKMn7XMv/PJtmKGTbR7EqLdsnSaHNU4etdGt0xdL3Pq2HBf/49K9U4O1/pSlUVy1B7/Bl49QXLXlffUPAk/8f+z17UYG7QKGu1wgv2kjhpuNFM1YIL/t2uFCRn3o4v9+D2rDvr8dJzh8i83v7n9bUpmggWbX1nt0VFKQJi9rzJ7exOSL1t3YbOUQlV1NVS4Rndi+YRhDtWvLHp804I2Lwhcc2jFu8EZRsLIRnAQikuMWomhRb9k6PX4sRnZg+3wy17QpTo4q1Jv2GlkqRHu2TkwsoRxDTfTaPszAiWNMM8wfyjF50dYRaxVt+vbfMcXOp2yZ+MkKantEbesXcl62aLbss+K9BcrLtm2yG3O0W4OwiaoU2omt01d/UOOR/5+tH3m8ojbMbi2g3Bh78YMZHv4Xtt5f+sMJtj9l62R0o8X8gRjDOx1+8SN/HWcqy8X8rf/vv4z3f8en8e/+/dvwX/76X8XuzI7zP/ze/xeiwxUFD+ssQju2vmRRa+x/k62rs7+5Am8UiosD11bA6pxj6/n0EnfeY8f65LXAlsMbTYs8VwZd5sU8FIpztqzjayvwooFO7Dur3QzR3M6BR09l2HjB9o34YIVm2747mtcoLjj9hIgjv1PR5/KMfe7kswcoHrT1Fp80KHdTxHNbp2LVoTpry5Xu1+Cl4zuvOhy+y7IcbXxxidL1RVlqYpcYXDtBddEZVhKG+KSlvlyczzG47uZDxmhctDtDNNPY9Q1QPqrNCKPnj+01Z4eIr1uCfjNIsXxoAuEOIPkL+zCZm3euTjB4wVLhFI9uYfaAPSXv/vohjfv85RPMn7Dze3LSIbkzBwCcPLuFjU/tQ7s5TA0TiMLWdTtOoFyQvagUzVnFuRSxC8YXlUKX2/fdfU+Es5+w38ezFre+LcPFf2/HSDeMEC1snXZ5hHjPzp/1uTH1h3/xn/9X7LQL7KUT/IHv/ku0gUuOWxRnHTuJArKDhvrNwTMRsj13KOttpPN9RZvaZhzgcc2Q0wZ5+nKN1bnAnmV42AwyZbC8YN+x8eWAz1ztSspXvNAoHcONkUByEliZfKD2xpcarM7bfqwlMH6loQBMlQkKGm9GHNNrtl/feU+Czefts9KDhvpvetDS+jS7GiHf09SeKuOYX7LtMLinUW67vnmno/w2I0EHWFlq2rRXGxzpsSOFGHBiTTt5bICjJxi2Pm/vSQ87LK7YskyuBaYWsECGUI85pi/bciwuxWToqzYZtj9vv59fiTF5qcK9d2ZU99uftX1DJxyzK7Yc6bHGx/75/wP3W/rE9Qe+bu/+5suvft3e/UbpTWVHUUrhF3/xF7FarfCe97znK35frVb4J//kn+Dq1au4dOm3hxGqtuwASbIWlVfUm3TQjm6uHQooHxE9srR/gGUQYMbSPQE2yniS20l9b5ojyt3kOYiJCL/a5GSdyvcZibP0BUZUZjBNSyyJ3SKwoJzCG77jaZhPfs4+9/veCTG0TdBnQxEFgsVPcog9O9m3j+zAcIbVrrdYS3RDRxfWGSSHbtEcJCg3PfuLANOO+m3KkbnNBm+CZaTLBPjOkFgEmOY0UbWbGU00qwdHgcFgwAlzFx9mxATifwMsE8LwqETnNmHdIKJrDANqp4wpVx1tXkWlwRrbBkZy2nzKVYN2Yp9T7HDIUiJ2lGLdKEKs3eQ9SVHueEqIgAtsLm/SAtiOY2I0yYqWItRVItCOAJU5pbbtGNJZpJODmqzT7ZkR1Q+THdpNFy6vDR1eyk2OeOZENoYCba9+uixE97dnR7QAt0OB5NgtYFVHh69uFBMbkEwEDHcb/c0BDGdop6mrLwZed1R33rNR7mbUT7tcgqVOmW2/wPKKo8O7FxYnlXKI0rMMScsc4PqjLEAsKkDPoqsSsuKzVYd2x27sRK1Qbdl64OUG3ceURpcwtCP7W3xUYuUOe7wzdNAweRKsipKBOUtQN07QDdzmZpLTZq7dGqDajiEc2wkbSLTuNxF30I7NZfn4FuXF90PAesBaRy3JG05jQks77vsMLwahf2kZDGQwBtFxiXp3RIeGdiAoj6I2JBY1ezjH8GZDYwbG0MYAyhCbRrXBaeOx8XyD2tWpioMVM561RJOnMgmVSXS+vOcl/CuYApqJVwAeE+VgGnOsdu33wzsd0WXmtwoId335wAaihR2fzSSG4Qzxvj0oV7sDrHbts5pRhvyuo8jsNDEmzR8aUP+x9IbM5X1IdSBagy6XaByl6GpXQNS5ax8D6ZiueKPoWYYz5LdsPsRIoj1j27TcjsEru4k2EYcRjAzQ1YNb1GjNSCDZsf1vdVbQHN9uD1C5tSPaGdJcwTuByI3PcothtDVEOwzLKWvd+BlLon6VpcDGZ+yBoHg2B3exB10ukBzbOu0G0nr5AMweTKFjYHUpo7I3Y/t5+OqSDi3RrIFYOBqSnlW8GfMQm2QimqOZMdBRjGy/c8/FKXYVvxlsM36KVcWvZ/VmEB5rxjLMsUPnOQouDRJIa4eBrUmlrGfl5sTcBB6YQ5ph8AhU25LubYZAvi8CI1QRrMHtAIGGVoSxWW9ENHa6Ybg3Xhp6rqw4upQT84n2TDqwdIXEKhYzKMeiExWMDhxdxlDrwPblDRpdytANdW/+l2jpHQzVpnvWKtSbyoDijD90MBjPVhMBzUi6emdQqSCMuMXWh7mKDkw99q11uj/Tm7IJ/9znPof3vOc9qKoKw+EQv/RLv4Qnn3ySfv8H/+Af4C/+xb+I1WqFxx57DL/2a7+GOI7/L564Tuu0Tuu0Tuu0Tuu0Tt/oaU1RGNKbsgl/7LHH8Nxzz2E2m+Ff/st/iT/+x/84fv3Xf5024h/84Afxnd/5nbhz5w7+1t/6W/hDf+gP4b/+1/+KNE3f8Hl1XaOu61PfTb6wAOcSx08OkRx4nuSA/d78Yg3pXIL7fIjxS9adGc8yNBsRtj51AsBael9+2LoYp88LLK7m7v4WWtpj5uhGwLtm+y1a53bUEZAd2HdsfTbGq9tnsPmSvW76uSOokZeqDfhAEwtU3/dOAED6yx+H+da3ArDiNd4y3UwlohMnLy8E6ovWVGBl1DVyJyaS3a1QOvdvXCg0U2flVgay9thgRm7HycsVGuea1wnoe95oGB5wuPFcoXMusPjuAl02pXqvNiW9w9d1M41J3KUdcLKwGMlQXB4hPrEXyqIDLx1cYhCRBUNHHNpZbZcXI0RLa+GRswrVWWtRBY/JUiBq6wr0bcJrhXbq3HJKUzmipYKObHmjw4IsnqLskDjL7urqKOATtcH4FWuNAgBZ62ARHscoztjvR6+pwN27lOBV5fLRojhn22DjhYIs0fnNAubKALy29aAlSEiiyyVhOqOVxvFjXohpCOksjirmyK5bE9Hi8c2eG7s7xR4il22ANQhGeY/mHVYXvDu2gTywrtLZM5uBX71WBEHRgoH1sIoq5mTlNhIYXbf5qrYkNn/LmsSq8yOyFkVxz+ofcWT3bP2oXBKWs5lIcNXDa48SarcuY8GSdHYY2IiURuNgMenNGcG3tGSEuaw3IkSL4FnJXpuhe3Rq318Fj0S6VxGUQS5adMOIyivLIDzlBVFkqcCbyPa7HlRaxwYJ707hoo3gWD0wst4LV79aBktV2+M+5woozsWWfxwAGCPLoIoHqLcc5GsfVA/Hj2dUV7I0ZLE7ejyjeIbF5cRa5DwO2IBEcqota4EELCe2Z2Iot4M5/+RBie3P2jn38JkRWQwnr3Y4etLOkVFh763e6aBoq17dwFowbbuFOBre4RR229dbsRv3BG5ghXNMwK03TgTICIbUcTuXZzLKF1PA4bO24rqUITsMeHLftuWOtH3UzRvDShNksBkxlGft2BV1sIIWuzG1YXE2Jss9wKGlHWu8BcqzCXk64rki67VKeljzCDh5eiO0h4NhcGVQnLH9Wsca8yuuX1bG8qe7Oqo2OJK5fdbhs2NkR07rYJpBS9sm5lqwaOf7iupUlhrj6y4eQvj1yF7ajqxYEgDHr+3nI0PXyNJA9PjzPfTCsIBZT+bGWuvdOwd7CvGJE4Cbd2hz+wBZGPIs23lcUD36vPWp95OjDm3m7o0YuoTTdV3OqX5khVP6ACTsdavC7CEHgSoU3bvc5Uid51ElHPFcIZ4HLy7JwHcGsRfJEUHfIp5r0rSICkPwV8v05GJ7Wht/5r0LojHIjsJzQ8wJSLtCVr35oTMk0KMyTn1JFnYskOCTttoQvh7Jqh6cz+t0n6Y3ZRMexzEefvhhAMDb3/52fOITn8Df/bt/Fz/7sz8LAJhMJphMJnjkkUfw7ne/GxsbG/ilX/ol/OAP/uAbPu8nf/In8eEPf/jUdxef/E5cesv/DLlbonbiINUiAq/cInscwzA7mTUjYHXJTpjLCwLNTovVVTthVxscgwsW7rFcjaHP2lFx/HhKCyBvObl9ujQiV7KOgNWufcfxYwwXLh7i6OwuAGDxyIRES8wX7PVMG4hZQRAU861vBfsvz9k8fs87TwU/eXc86/Sp4BFRtGAmpb+HL53QdfU5GwyW3DhGuW3DMfwGGLCb7sS5jkUVXPbtSCJ7+QjVzhlXXg3lVMj0IEHrIC/jF05gpH1HNRXIDuxMkd5bobhs6zM97AjWEM07sIghvud2nFWD+qFtV+8RJp9zq6k2aFzeZRXRBqodDZBfc3jOLKZDylgw8FYTZpSvwgHNCAG5dLjJUYLUTXisqBEfeflAjeIBm9940UFWrp04Qz0Bdj42o+eFoECGatMeDuI7c9RbthzING2u22lG4j7NJEa6b2dIvzHuRm6Rb4B64m5/7QTdpts4Sw7WucVm1SF2uGqZReR6zvZqgpyI4wLmwQyxw6ZWD2zYRQ1APZEY3nL1rjW1G+s0tMtHcqLI9c0aRZhawLrx6X2dQeumii4LGyJRGxQPOLzsa3PoxAUjalCsQjeKCYaU7K2g3AE25kCXx5AuXkClEoMXbWMtz58hRcnooIQeeHiRAdPuIDNIkN102P2mQ3Helmn63CGqSxNETkykujAmhTqjGOGimTYB23n3BM3jtu+rTFPwsh4oGB4gAzoComUXAvSMC+A2wf1rH243B8mxCgFlvCcwVmu74QUweqVAdSalQ6jhQOc2QbI0PYVaA1mFg65fvJMTRVC7qAyiSoM9J/LjD6QZJ0hRM5Gkwmexwrbu4nlHsJMKPMB9WsDHyebXFyi3pzZ/hUa3KeigEi91wCAfdaeCjH1/Sg9aGLebi1YayolCyaKnHNvBqsLSZp2RIq+OOY1JUYVDnIp7AaKprRd7TcBhp4KhHQqCKaS35sAF22ebMUN+w86NxaUcids8Jkcdil3Xf487KIexj5Ya0dLB24YRkuMWchXgXJFXte04ic5wFYIN4ygIw0QrjcoJp8XHYVM5uNPi+ImY+rKKJZKjAJdM9+zhdv5QToevECwPgmH5770BxQiGeKHQ+YD0LgQDGw56VlRoMqjMryRk2OGKYXXe3rv5fEMbUabtBj4qnQGIhcNMOxRIT4LSKYkICUYGCS0DhAQGBGWxBiJQXqOlgnAUpl3GaM7tMkZjHRCIF56EQJ4anz4mQLQBKSpqDZUGMbqo7AfEhgNLM2akUAzYMQpYES8K+uy9S0eWLtW3e7bf4PAp+5Jsr7eJNobqsRkxTF+y82JxJqb+oGI7TgAncNdogs8AQZnaiCAONHm1xy25Tvdl+h0BDGmtv8KS7ZMxBsaYr/o7AHzoQx/CbDY79e/CE9/xZmV3ndZpndZpndZpndZpnd6EpMC+bv/ut/Q1t4R/6EMfwgc+8AFcvnwZi8UCP/dzP4ePfvSj+NVf/VW8/PLL+Bf/4l/g/e9/P3Z2dnDz5k381E/9FLIsw3d913d91WcmSYIkSU59Z/IICoC6mQORhx9wpHv+AoP80J4CmREYvGaP2zoaY1YKkrRN5gYHc3syHRwxVNz+MHlFQTlrXLwAKudFHN1owZyPx3AgPfKR7BFu702ROzdaPFckRU8S05xBTXIKwhSNthZwAMm/+Tia77afeauhnPuNKU3WNF5oNFsZuUTZuQyGZ/Q+itR+YJM+t+MI8ZE94Kg0ghq6YKKzBq0L8hCVRrs7Jiua3o2R323c/QmSY1uOdivHykEyNr+4wvETuSvYgOgOq81gIW9dJHntrU0jify2NQsNFw1Wj2y6umsDTGHI4JTmEc0brFwAnbcGAcDBWyKceU4TZKE5PyIrnyg6guiAAaUzWNcPbJI7X+WC8tuMJFk54oMVdJxg+fDUvnMZ6hTMuocBoLqyAblyDCOGBciMq0vAsoV4y/3wS0eYvWWLymhYsDw1u2Oi6as3IihXpV0qABdcpjIJUdn3VVsxoqWTis8jZPsd6ss2v0wH+EF62GL58MTlpcXygu1Pw1sWtgJY65RxruAo5WQpY9qQO7gbWLn0vrXLu3njZaDuKi+OyLVvhXBsGyR35uShARAoMmOOesKslQoWErV6dNPly8JjAKCbpj3WFkaWex0JVNu2TINbFbJ7tkwnb93C+Pk5eToGXz7G8nHH5jGuyBsRHRVozzkI09Vt5J+/bT9/4BJ04spRh8DM9O4KyZkJVufiU5RwRhhE/DQMgymD/E4DsWopEJRXCvNHPAMKx+CevaE4n1mLqgugYspCxQDbl2oXgL778YZYKKKVJihYlwuyVlZbEoO7zmIsGWShCCJRTzkFkWkB8m7xxiAqA+2ZD9DTEchrYGnZnOVxkp5ylW99bonZw4HZxQdgdrlAehgwBR6+IIsWWrqA5Ty8LznuyDNRjzniBcPgpgv43Bgi3bMmw3o7sxZsADg/on4tq9BnRWvAXT9bnY8x/YL1bNU7CcotjtTBONqtAeJja03Oowz1WdsfBtdXOHnQ9lnDGVnVARD8hbcM0cp/BrTkgdYTgSLRtIYgUKo3hxiOQIWZMvq+mRoMP+Yt7AKisn0PAJrxhMoVLzSNnWgZoIz9fsg7A+GsozrmSA9DP8lfW2DpygjmmI7c/Z4VpBlxFDu2M2aHisZ3tDBIHYuJFowk6LNDC9PztHvpQQ3lIKbJYYN6MwTMe2sy08DMkQhES5BVGwDiOwEKlh57mApHlwfigGyvxdETflwYCBc8Hy0FKgf3ye/WiFYOYjhr0IwcG1UOjG76+Yghv1OhyzLKo69Tw0BjPpkZLC/a55792AInj9s5mhmQFX55QSLbD+tGesDI61zsxgSBiWcNEjcOVRqCPAcrjWbsAqRvKcpHegjyLqmYoZ5IpJbQx1rke5506Yi1PLxxne7f9DXfhO/t7eGP/bE/hjt37mAymeCZZ57Br/7qr+I7v/M7cfv2bfzn//yf8dM//dM4Pj7G2bNn8W3f9m34jd/4DZw589tjs0zdRk+NAbFw7BJjhfyuw7XK4NYtNxmy83awNEOG0TWG2C0wq12JKHXPShNiRKknnBbDcrvntio71BuBFmtyzW8OI8RZCzBPwddzMvQOXx7HCrhB7qOYv/udiP+Pj9v3/f530YLEWxBNlEo4ZKVokhu+PMfJW6YAgK4zBCfoMkGLAGvDBkElHM3E06QxmlhUwgEjyU03uF1TpL8sAlZYxeGa1YWMDhddzul72rQCSI4atKOI3hMvOrSOKUVHvQ1VzIlhIT4X06GjmiQ9VxynjaiogeikJno9WXTEaEL1CnuYIeUyzmgBUzFD7J5lOKdN+Orq+BT3azORtNnuekwB0RKoN/37FMFOumFMrBPNNKH8GpEjvxdgJF0WytVMI3q/qDS5LWWlaDOoUk4womI3RnJkn9tsxGgHHKNX7G+87rB4MDCM0Dsm8pSCW58zV7nNdfpyASM8xtUg2bMLf3FpiPzGElHm6c1igllVU47E7YdErWkR0gKA24w1uyOq92YnJ9hFOxRIjwN+X2XSMo/AuoEDQ4mGXAUIiT9gDV5doDg3tfWZS4IMRCuN8vKQnqtHScCdN4L6XHlxHPDhBwrlk+cAAOOXOPX98TVOOE01TNCMGQZ3+rttBCrEtsfnyxnakUTZdyUngZu7OMtRucPh8Aagpej1U0C4BbTaDpSrR48ltJG1nNbBLV1PbX7rMacNFG+AeMmoTmUdsLqiAaoNt9kWYUy3OaPFmyt7oAWA6sGU+mh5JiFXt444jh8fEIwkXoR5sh1yKGc4MTywURk+oPaQVeBJLs9EAdtbWh704yfsnM07YP6I2+x0gLliD5fllqC+LGpNTBC8C+wSvAPqMw4OlnLI0vQYTiIoByesJ5w2ovVkhHLXHbjv9RhPelCWLmMEA2oHDM1EknEkPVJY+f7Y0xDoqyj3FShFHTbqvAaKsw42wgCVAvNHbXmZARaXU6pT5jIjy4BtD5txg+xuheKCYz/aq6nexVCgOtdnBApYbJUA8dxvEoO8ZJtzgro1g0DTZ6IAP6GyecaZaUz46fxOWOtEY4ihJDlWyO8F7L/fiBrBUDuIzvCGRrkd4lVGN1uCZdRTieQkYO79oVMlQOagGP04ITWIyBA0e3BE80FchMMrACQzBX7Xt09YQ7uBQHbg1sBLAzoA19NA4Ti51hAMLJ5rLC+EvYAsNB2AdcSJ6SxeGsQLNz9sCwzvuudOBIY37KAstzLEx47285xEPFdYnndwuYwR1txyltvPnsXmfkvqq0oh/+5LX/NN+D/6R//oq/52/vx5/Mqv/MrX+pXrtE7rtE7rtE7rtE7rtE7fUOlN5Ql/M5MnvGeqAztnLZFmERP8AJpRcJeRIItQlzPMn22QHtn7mzFDmjir+Di4dOoxo2BMxoB2bE+p5dmUOGTjGbC64OAduwap0BRMUk8FRSYT+0anISplecBhWVBIdKPVKH//uwAA2b/+TeDdz9qLOCP+b2h7kvfWleWDYwoO8pYB+zm4oaNlRywQXcYwciwxOpogu+vqTXBAG2hnvSnPJMTAoSNO6l3MaHDH9BKfdBCt7T7JUXA1itZQYCXrBPIXD9E5/t12HEM661p83KJzHNG8VugmjvXioIV0ghRaphRoFM1qguioxFpKSOFTGcRHto66YUx1Wk9FL+CIIToqXD2MiMd3cL2AjgZUDpVK8ii0Q0kWlPSggZy5YMNpivHz1gR851vGqM44Ht+eN6I4G2P0ir2+nSSoJxLZgfNg3Gpx8BZblnS/hkqCy9AHcUVHJbQrr2Exli6QOL/bUOAp0wb5zQ7a8SbX2xkmn9m3bXh1gwLYmDZkvWYG5MYWlSbrlsqjoKKoDBYPj+lzO83I2jl/QII7t//4RkfjKp51xLYTLVsSK9GJJDiJqJQXpkR6q8Lh2zep3LzTZAXjjfU42c+a+pOOBQYvW2hBuz2gfimXLRIXwOgVPb0XDDtZCGaKFOIjm/lqNw8sPpwhWtrPs6c4dp6zeZ99IIIsnFu41ZYtoj9jGvtPGYZuELwYzBjwRiPqgrKlXIE8PMPbBm3uuaONZcFg3tvFSCVz9GqJw6cd3GwZWCsGd0LwM+sMkhMXqNsG4ZJoZb1A3rq7OiMwvGOvO3xSYvqS8yo1hjjzB/cUMagkJxrleQfPuN2e8p6IOrybd/yU6mRfZThy9c5aQ3OWihlBUFQEmm/jWRD5ihc2YNQTJFcbHOld71Vi5GEav9yQ6FYz4lZcxn2OZwHu4D0pXc7RjAQxVfDOUP8XtaG5ptoQ1nILOx9RsCNjYMoHcYPgHSqOEM87yMLNjbMWqRO/aTZiVFsOcgWD9K6dE8rNPAQOJgyDOzaPe+8WGNwJ0L5oEdhVRNtj0+gMeTtVwgn66BPTBvVOQpCebhih2nBrprG/R87LJ1fB2lpvxajHvbXDBWEPb1TkRbXc3s5KfbMmiGJ6oG17eriWMgT9AQtQPcOCFVTUGtWWvT6/ZygAl+lgkVeZRO4tw5sSsuiwcoHYw+slDt7qxKZWBtmeE7O5nJMHtt5MehoYhgSpZIkgrgYgUmEO6hKOcsf+tvX5GsrBypgyVPbRUUdtywwQzWwbLq6k2PiCC5bfTJHtgeZW0WPkiY5L6MiOsfRIUX5lZUiTIjk2KM84CF1hwDovUGcgakWeK1EbJPdKl0dFJAJeN2Cd7t/0DbsJp8GdaKhDxzrRclr0siPTw/0KwjU3owh8FiE7Cnjxw8pBNCoGNXHuqSVHeda5pub2N8BiVblbhLQIUfjpfgTzkF1sAYtV6wvw2JfBKmG6yTM6kcSCorKwCcK7nwU+9hkAgLxwHmZqd/0mja0K32Vb3vSwCSI3pQoKdU2H1QWLpdYRR3ziFCsjRrjodD8MTh1xRHtLREunuLkMvtL05ozYO7pcgvVED4jebtXAOPGQaBk2I0YymDyBWLqVw4BEJXSWkCtQLCoYxzrQTCOIu8e23usxtKO1EvOKMNXRym7u5MyJE8US3CmPSoAmTN4ZrJxrN7m7ok1pclwHqW5jaNGZfLFCtMzDIUAwwiaLZY3qnK2H7MYM9XmHpxSGMJu8bFFcnQKwmwrm7y07iIwTi0nx1m3Cr/KqJVe/TgRh/IxgEEf2uZHgAdefS1LxlCcdyisTZDdsvAOvOxivgNkaxPv2ezXOEC+d63rRQjg2mWZ7QPCZZK+hzbkRDNm+60udBq8UlGM4iefmFLaYNoCrNlBeVor6OK87gDnc7kkBEzvWndRCNajPKoOI2k3QgYnVHS3qOo8JUx7fOAbMhmubCnzi+18HHXFiLZDLFvWGHS+qFSR+E83b4J5f1nTgEQsBXpfu+5Sew1vlNuuBtQOwdG2LLoVchbkHxuI921Ggt9MpJ7w0QPtLiMaO3XIncIn5PgDGwBuPhdVBMCTpbXYlQzh+9/KlLCuJ7slae1d7n/6NtwbGhzT0ZNxVzJDf85tMTvRng1s1Gv9MYSW5PRWmzZCDv/Q2ElwZYrCKCkObcGYCG4ZoNbGx6MgKZxGkzh12fH59TEM3jOjQwZShPmd4wOB2mQB3B0JRRUiPAiwiOWqIjrQdcgxvukN2zoMIVWfCGDlp0TphrfRE95RnI/BWQ3t1VMnAvIBcr837/QY9WBjvAoyCN+xU/AUYTkH9fF0zbQjyIIwmyBcdGLg9jNabCdWbf47hjpXErQsqibG85GAuIrCCtANJn5txRDEj7YjRoaodSqKnLc9IiMYE+OFcodzykC9GMAyVsCAJ34nwjhGDrDy0KuDkRW0I/ldNGbL9AIfpBlHYrMegQ5nqsYbIVUf1y5ShQ7ksgghPUhoYwVFthAOph3R0maADoo4YmMuviRgdNOsxR+Xw8/EiKC1HK4PjxxmSmVunW0PxaDqLiFq12gyHQy0tHaFtA079pp4wMlx1OQOMQeMMgmzA0Gx6is0gjiW+Ot/F1zXp3xlOkG+ItK6JdVqndVqndVqndVqndVqn3+H0DWsJp0Cmjp2m6HWnVC2AyJ0yoxUChyccA4FkdN2p5zaBwYJcf6csX5pcQExZ6AcAGB5Ba+4NQcGqferh9vQKzwksBFn2mAqMB+AM8sJ5AEB36zbE9FF7veRAJ4JAizEwLJTeW4MRSYLCMG2IxxpIwDrvgke41xgwrXuWGU0WIhPLU0FyOg9MFf1y+ah0HXOygMEAOpXE4820hs6cGYBbKzAAQPXKYQC8gXqqkUGogLfWQsuWzv22EYKM0PVgAcqQpYGpYN03gpNUfKRDOxnOoWOcElrwVh0jgmUOQlD/MVGfVzohq4VoA384WTwcC4rhCMG6ypCF3pbT5bfpAB0sjD7/vOVgznps0shaPFrv1TEkdS+LFkaEYK1+/4fLr7ee0Tsc/7VBuF5HAqJoIcrWvb8nI88ZCS7JiFtPi3+OHwdFg84F46LtqNgmj08JDbF5AZwJLBveqgljYKQbpBrQzmPCTW88t6FteW0t1R76AWXoM+OhrlmnqV+LRUXP4E2fsYVBS2eNbRzT0euGteFAzDu8kQDc6+vXsy1ZC7d/gO1j/ecyCsQWNAdpwdDnzaZ+yQ0MCSsZ4iKHMm6Mu7woBOtjE9ge7H0+w725RIX5wfTe7d/vPtl7PVSl67WJPl1XHraUzHt1ZQyYdu9gwTrKtLM4esstQwi07VuWdS/IWIc2F3WYTwzvtZ2zLPtnoWdNBpwHBw7aZ8I85/N1ut4Z1ZeK3XjxU1jEQ/9loe7s+3tj3bdNF+YZqGDF19J6PPx8qmJJdW1g4YH2B5BX8RRLTxfyZHUVXH5Tbt/px4UKbWVMYHYBA+UFCPCicltQYGm0aAMJAXOwHjfPyZWCdnoTolbgDr6oIxY8VaWmscCUzaf9QxCEhDcBJsK0rU8/rxse8q7jEOwvSxGgno2meheLKqxnCr36cVb3HjtLfw33n3WEnkchcNOLNuwxeGfCfNL5uvP5DwG6rFVkxY+WptfugSvecMvpDgBtGebleGHnMukt3QZhDY44zeX8PrWE349UgV+v9A27CfdurmhUonPiD7oG2lHAfvsdcb1h8deApYNSqaKo7XrKMBw4HFmWg428GEKKesPPTIzc2CrlqB2UVRRAO/YuOmCaVZilFrtbb0Zohn43GPKtBwnEnoUl1BdHYbBJRiwoyWFFEBQxfRTqC1+2937728BZGPjtJO4t/hJ8YrFuOotPbdQ9LVs9Fsikq4eBhU8AgMoyqGlOGHiVCGJSiAcxTYYqEeRSlIWm7w0LTAG8DQO/yzmSuw1M6lxoo5jgMLzTMM6VLCSnjY8sFVDYzbXaHdPiJHi4RiUWloGzFvemI46o8uJCMbG52PZy/49SwoF3A0nuyfRmiXhp663bSNGlIFaSejMidhReK8iVYzcZJ6SqyLRE59Q6eaPo++XFBGLlnjuMoGIG4xakeKGxOucW+VQSJlxlnFyVbFVDb42ofMpRZ8V7K5jUYePHGYxg0GNfSEMHHpPG6Kb2+3YsabOiEwFM7LPEqgGfurGTRlCRx14zWrCbqQRvI8J4M20C40aBoHqaiADxaTporyqrewqk44w2RGJRwvAczbato7RoCI4gKwOTeqylOXVw84tbtzFA5QRg5DKwd+hEoBn32GB4QgwcRjMY7rG6CeW32Q4UkxYm4HddIHx2u5FZN3H8usWDAQIGOjGnN5dVBz0OKq8q5bQR4K0OLA4pd/jtsOBr9/74uAJvHZ3fMGwGR9c7VFu23bo8UA+m92oszzm8a6WgYk6bki6TyA7DRkC6Bdv02IxYG2jvssOO2iPdrwAk7n2SDA8qsRAbz9jQjaIANdGA9BR+JhwA6jG3czMAZvip+vTXRIUGU4bYiLqcndp8+xiDaFaBOxaULmNEY1idzcKBsjc+eKdRbUS9DVGAxMULTeO+3Ba0yeOdJnVRS90ZdqteBEiltu785t5whshRH7YjSZAHw0EQui7N4MMWjGBI9924jUKeOofP93AYpgzFOgxfK1DtODzxnRVMEgTHADcnbwiCdIAzUugEsxv8yDPLtAEWpKIQCyVLHkSEFpoYXAwHtU07ibE625v7E0Pv7DJOz603Y2JE0RJoBn6MCXSOlrUPnWCBmAX1ZkQwkS6zm3j/LN5owj23OXrxQOHAVp1NCbZU7w5prWqGzCqzujZoR4IYbkTD6f5mLMk4Yjg7pZpKa/GAQTgmoyZjSByEsxkyMAXKf7Syew7AireVW769LDTHP4v3IP61g4K1Q2apa2HhOnkq0HpB6TYoYKN3aPZMQOt0/6Y3HY7yUz/1U2CM4c//+T//Fb8ZY/CBD3wAjDH863/9r9/srKzTOq3TOq3TOq3TOq3T1zEpw79u/+639KZawj/xiU/gZ3/2Z/HMM8+84e8//dM/Dcb+x05q3h3WLmOwyLuwDGTpnqdxKlL/VFBSL/iEKaDtwkm+W0m6J5733HUe5iIZvVtWNooasM9bVgnJ0Kq45+btuQh1ItE+skPvIIhFocmqCA2yHhvJob/9bfaaj34a7B1PB8u6NvSRNwqdt/i02gqpwFoqvMuVK0OBjkwBqs/ZXbZkUVPJaYEKYl5hQbI8WilES1fWYUT3grHAp71S1iLqIQDKnOIG95YkACRBX48ytA/t2rwPg9XNSA7h+aJNCrlsyerTdzdaASV73fJCTEw2OhGQjfdhgixP9bkxWfRhrKXCWxSSo8CMoGOOzrkx09tLtJvWCiWPJXQcJLUbJ4AUrTREESyEotRozjsvyVSQR0DHglywntkDANqLG2R9NpIRzKC8OEKyb61pRjgYkLP6tRsJfHhftZuRwFF80uLoCWc12zckIFNcyIJrnjFyK4tak4dHFjYArTprzVXlFqfAvvSgRusCInmjIZwXoDo3RHrHdo52Mw/wJM7RbjnIibDP8d6F+vyErmsHAtrxkvc5sXUcBSs1Y6dc5RSolQrEs46spUwFvnT/Xl8nnu1BrhpimGnHitzp7ViTdSs6qTC6FRGf8usTb3qQEs5Q7w6stdTXb89d3IyCBS1aaTcu/BgF5pfsb81mimrLfj+8GWAUzTRwe8uZglzYflJcyDB+zX0+GyM96ig4PFoZkjFvRiBPV3KsKBBbZYIC3uupQH7XPetcRmWLZy2Ks7H7rMC0weqi426/WSE96gVm9mANnqUlKgLsTlaaWHuAwBFdjwXSo47Gd3bQa+fOECtSdTYna2Uy0yjO2z5qRC+AUVmvBADoUYxoZWjul6vQT5ohB29CXS0vOM+R5EgP3DjOBFm1ZcnQuWDl9MigncQ077HOoNny3jETSACUQbthv88PNPUHMEZBfTpXJNQSLTXyPUEMLn2xqvJcTl636uIwQHmMt/IbDG43iA7sOKzPjyEc1FI05lTwvaiB4S03qLUNugeA+LhBm7u2vV4QWw5TITBSLjskc8+KZIOXfZvw1pAwTXq3BDP2fhWF4FPRGMTWMYzsUFE/S48VzXnxvCMrsSwd0YC7Llq2MNy2w+hWqFPRhDmBdwbD27Z8chbubfOItA1E1UHUDNkwBCBrIkBoaU7QsYB2nvf0WPVYTwStKdVOAr6y70tPUlTbIVA8OVbU/+J7C4jW1kky01R23oXAeJWIEFSqOemb8C4CDGi/Ea0Cu09ybwXD7cI3v/QNC3b4XZPetGPBcrnEBz/4QfzDf/gPsbGx8RW/P/fcc/jbf/tv4x//43/8ZmVhndZpndZpndZpndZpndbpvkxv2jHpz/7ZP4vv/u7vxu/7fb8Pf+2v/bVTvxVFgR/6oR/C3//7fx+7u7v/Q8/32DyZd1CVD9xihEHrK5XZIEsCiYI1jCwBbS5RKW81Y2C5B2NJtE4/fTBj6PpBZKQUGYJYmAaGaQ1nvLTBQT7Ypmc8E0Ww4DKlydrZbGWQLjBIDSJEh47rsBPg3pL8jqdhPvk5xBctn3h6r4Bylm05rykAjq8aiMbRJR3VQX6Xg+i65ApEHdjlA7CixuC6facRDPWWtYDIezN0D1nydblswTc9LjtQssXHFZjDFmd3S7K0WulfDumo8ngWE0VdO0wh5/b9fFZAj61FoEs5EkeNxlNB9cB69HvpsbMyOqsQKxqw1t4jT4Buw1rEsv0Oq7NOue5gRYGK8WFBXoP4sIA86wndDaIliJddJxJiHoCKngudH84BZwnXiUF04kHwGlr2gws9btxAaIPoyJotopGE9Nj6WUU0lUBMVhbeKMJ3S87BBoHCjvtAs1ZBnUmIytD+6P5nCJ4DpZDvOfz0LJQnSgQFD4pZAeF5gFsD1vQsibVC5Kyt0UoimQcvi3CeCjErAB14wby1krf6FFbcTzg6kTbgyHMglx2Es+rIUpLliZ+sYHIXbLqqKfAUykB6SsRlBeWsoImj7UxvnAAAmt1x4CdeSfDWBbUKRpZEMa/QnRu7d3CqI1GmGNx2cRN5jGJHYHKtJosT05bq8/Mnu1aZzk8xzAWM6YCvNYIFNdSexLSoNHTEyNoF4BQe1GPzwQxZGO2z/bWcVHi1BEl1R4Wdf8gLMQyqtqIFWeZEq9E67DevNVqH31ehu8HwYDnP7nbQ0lltY5tvPwd2Axmw26Um7yNThrxNfb5zptmpADvVw07zzoQ4nISFmAbOyLNnRC8+JucUONgMGVlXRW0omBHMev38GsE6TVhqrgKlrZkKsjAybVA7fm1ZaqrDbK8mr4rhPjAyxFQw9yzdoztkvUBma1H3OGFN9SbmEp0bRvFco54Aw1uuHiIG6Wjs2oSHeuBB8ZLoYZ1qq0on1AaBcs8FZrprmxHIu6F7OwJeB4rC1eWc2q0dMhjHAaBSQbL1MPwUdj/ugiJqvZ3S5zbnpLoqJaPP1QY/tW4T5/2SUf9rh9YDEYJBIwrsbHNG9LReS8I+WKPctm04aDSNvXbIoI9dv4oC1hqwdJa+LtqRAJiLpcoY3a8lozJZekWv6wAoRyXYDLml3PRcAyyoxw42B9QG9YRDuL1DmzGkrl9WW5Lmm3KbYXjDe2jctQ4TriOG7NDV0WaGYid49+/HpNeBmZTelE34z//8z+PTn/40PvGJT7zh7z/6oz+K9773vfj+7//+/+F3NG6wRHEXwqMPI6jcQSriMKmrFOT25J1BcmGFZmzdNV0GSOEm3wWIDaHLADV0E6kIjCSrcwKdj+MywPyKC5oYediC/ancEoGrlIVFY/nAkKRq83sazNjNYDMKAzoqDHGB9xdcMCC++C4r5gNg/off3eNkjTF7wAX+LYOkPNMJCif5G5UG7cBuNpZPNaheGLp3c6indih4RJYGxY53ge1gdtVtsA8kZg/Z74c3A3SinozQDJgr9wDTa3YTu7yYQEdA6lytXIE4uVXCKPALGNImpJoyqNhWsJYMXT619cBCVLqKGIrzOU1m+b4KbCW8t/FhgHJBP9X5EeoNF6nfGApSisoEg5s2v7OHUhgBLB507xcM+T0XrLUjKZgXb79AAZtaGhy9xcJMZGWIM3d5TqLLrQeoyzm6hCF2XNCjl1eYOfGd5UPjkHcBLN/u8rI/BKeO1luQSgN90R2wlhrL8xxM7VA7EmRhzLG46AR+7ikKqmIPjMLEP+UYvWZXsMVjG+Qi1tIGBwF2QxitEur/iwcY+DX7udyWmFxz5X10I4h8rAyilR0IxRlJgVrlmSn1ZfsOHkSENMg13A4YFg/YhmOXc4IARCsd3Ni1oeDW8XALqzM+2MoG+4lz9uCo4rBowmjMrzoYUalJFjsbbtKipc5XKC/bcaF3axw/7g6jqxjlWTvO6FArgOKBDv/TmZfwTx/aDcFbkuHkkQiy6G2KRJimeGtoo9WMBKotjtb1UzBg8ZRdOZNZRHlfXAyS8lqEzWuzDMG8RgCdi9FNjgFmAmygGYcNYLUNxHPPQxwHNpYNRvNqOwC48mI5jPIr6hzzq/aa9FCiGYXNTnISNlddKimwjrcGxRk/PgUF0vFO0AaqSyPaANl2i6k+29w+z95vmS8AG7Dp+2WXWUgAALRjwPjDbAtUW2P3DuDkEUZwKsMzmnPTY4XZg074ZwyaQ5YXItqIVpuC6uf48YwMQeUWA1Px6Q3sJIj6+AB9ZgDs+EBbgHUO2lJzdL4NZZA5H3CB4oJGMgsB6e3QZqyeMqRuvNXj0D7m10LfnD0gTx0mGl/vDdAloSz1FiB9IPY4bOwMj1BthDbx/U8loOBEwyVOHrP1sPV5ZgMN/TlsUyBym/XlxSgIpzH7HsBu4ht7ToCOGR0mskOF1cP+YCopH0YCi8tRCLYWAs3IVzojQbT6bIflOT/fc9TuHc0oo7Y9eaZF5PQTym3X9u66LgvrvIVF+vYJMNc2FyHwPwGSmX330VMczcg2SLUJpPuWWx0AVkySoODxEzmqLfe+nBG8s8uBog5EEj64spkEcUCVAsVuRCQR8UmAnvBW0venuOnX6b5MX/NN+I0bN/Dn/tyfw6/92q8hTdOv+P2Xf/mX8R/+w3/Ab/3Wb/13P7Oua9T1aa4drTpwscY7rdM6rdM6rdM6rdM6faMktZaoofQ138V+6lOfwt7eHt72trfRd0op/Kf/9J/w9/7e38Of+TN/BteuXcN0Oj113w/8wA/gfe97Hz760Y9+xTN/8id/Eh/+8IdPfXf50d+HK4+9H/NaQh8780uukd8KFm95Yi1r1RZHMutxnD43wuCO3dRrERMcxWSAaj0lEyDnQfbe0+6NbiqSndURMHnFQUhiAf0Eg3DWgvxABfotE9yyNtjP0YDdrYJr+1yG4cvWh7p8cIz00JtrDAW/QRuk9wrM//C7AQDDn/9YCNqsFLa8e71UBJ1IjhpE7oTejgPlXnYtAZRTkqsN0r0KhttD0+jzB0iuWitufFJj7INaC4XN5x0VoGRkCYpPWoit4L/WDoowvlagHUeIHVyDly0iJ09fnkmQ3XP84SoEF6onhiQn3o4EsjvWBGE4Jz7uajpEfqdEds+7cEuCoIhFg24jde3Dsdp1QWRHNUEqdCIo2KodR5g9bK/P9xVOxhKDWzWVQ7oAG94o6MgHKa2weNBFfEqD7f9yz14/HWB5xZpPJq/UPQozaaE8jl7v+KkRWdeSozZwbZcKyYteKrym61mPD7naijG86ygcM4nskGP44rGtoyRCcdFZ8SOG0au2M/LOYHU+DW3lqCmNGJDi6viz+ygetmaZeN4SbaKOGNI7S6iRvV/UKeUlWhlSZMxvFRClvYaZQBU2uNshmjsF0ljQ+1RqAzPz26Vr66AYuzoXgtHSg4agKfY61577BaKFl6vuULk2Tw876IRTYF4fDrP/niDPrRNBlvf05gyA7e/FCymSQ9vnkpdyjG445bulQjuMES9UoBM0AF8J7DUjyKNAi8gUkO3rU7ASFQd1vXbA6TfRGsRzjWgZ3Mzmiw5CVQSYQnYAkjlvRpzynhwrouQstzkSN0/J2tLpeY9YvDRkqU0Og1U9Wiqie4sKQ6p9xRmO4Q0XHBYnlN/0qEPmoE3pkYYWnKjlsiNN77DWfh+0bshCGS1N4IiuDFkVrcql/dxmDIO9DpWjkosXoPmBGUB42j0EF75a9ugjF45HGVZ2vk81t/WFALXJ9zqiqyvOCgzueG5njtWFkF/vUY0XBkEHIMiw89ZCYbwVl3cBOmQD/ENgpbfcx8tgYRa1IctyteBkEY0XGqIQSA/9/aBxoYUkqJRoJJWdPKAK2PpCjXrTFja/XaIdO4jEWEA0BokjHugGHJJoGxnyuy4Y+FZLgbb1RNB8X485ebfipcbG8x56ZpAdgmgUs0OF0nmYsoMQdNnmDMytudmhAnOdgDdB16EdcMQn9vPoegsvMaslw+hGSxAqlTLEiwBj8nNpco9jeNupWR+2mD9gLciDOy2ipaOazXIKmo3mHZgxOJJunlyEwOJoGTQ06nHwNsrSkBfTUiLbz+f/S1BktmqkwPTL9p7RzQY6Sqhc9dQr/QYIba0Yte3saoyNF21+jx+RGL7maDg3BhjcabB0lnHDgKHrv6Ix0LEnCFibwu/39DXfhH/Hd3wHPve5z5367k/8iT+Bxx9/HD/+4z+O7e1t/MiP/Mip359++mn8nb/zd/C93/u9b/jMD33oQ/ixH/uxU9+97//5s1gIielkhtbxfK+WCQruO7WA5sG16qEW5TZQPVphcdN23mrKcH46AwC8cibDeGoX4OJsgm7qsMmtJBfb/JJAMw35WFzwTBMaT06O8Nym9TUVCxFczDwMhGheU/R5eTbF8KUTANY1evKWqcu7os2KYQFLygCoPKIBrr/9beAf/TQAQD78IJot++743hLM40QjTji5dsCR3bAzPFMJTYpdysDrjhbj+vKU+MCBhPB40xf20Q0t9EEljDb08WuHWF6y4kLJiUK17aSdmcMXu82oiQQJJTQjjsF1t8lslWWTAJyUtZvYMg5xy2p4m40RtGOMiQqNejOhyZBXLUlIgwPRvi3j8tGN4I7jPSaaRhMbQTTvALjDFrN8757LlzUdicPEd4/BLl2i70n8hhuoLbshr7dSYkgodyJazMozEcQ4bCyZDrCB+PYMyh0gukFMhzgjGMTc9b87hzj6vQ8AAMYvlyQSIlcNDA84++LiAJFrk3JLIDp2vmitwc86N2bCoZyHiimD5MBtgs9NSGwHABaXbV0P7rTophkah/lfXuDk4h6/0pKcdP7CEnrXMUK0hphSrLvZHQiPa1pwRaUwv5oSw4QRDMkLd+2Dn7hMrBW87tD4Q5VkiGd2p1adG5Dsti2Lq8+jGvXZjA4HzVggOQ67YRJ9iW0eAMDEkjZH5YMt2K861omrDYp7Nu8Zc9zFHKeFeRgwFDW6kQqiLg57nO81YayKwJ4yeHWB5bmp/fzSMcoHprRxsZs3B5E46CBqt+E9DgdV3gaGj/6BJz0OctWj6zV0xJHcs2OhOj9CsrdybTjF5At2zuOrCsun7JgevDJHccX69uMFQ+VwtMlJgO6krxyh2joDwM5TTHObN9gDD3cQi+SoIfaZaN5CxbYNs4MGldsYMm0QuTEhao3CHZglA0SpkftN39Sypdh2Cxa07EgRe9L8SkwMLEXCkd918RTHBTHypIctit0IidvsxMcVRO0495ME+U0797eDIcav2GcNr6/oYD24WSByfdlEnPjRyzMJ0sOG4keWD40wuGUHcr0VEy5fxzzw2Ut+Cp5EsBEThGwGLy8g3jpFMnNGiYHA4FUbX9PlEyS3nNHmwhYdRuiAyIDV+ZgYZ9pRhPlld/rg9gDlYV5A7wCjA7+2Tjix9qi4J6ZkgNU5dzB5sY/lt3oaIWaKw5F/oNrgGNxx5diJCELVjMM1kjN4zhbWBUhQMwnrLzMOZtjLu4f7cAUytqkEhBuvtmOC13W5QOsYrHhn1yH72WpjeJgMMywYz7oQx9CMGLWVLMPhSaUhPqFLYxLYaSaAjk3g69YgaEyX90V5QDCtLgssN+0AWFxw0JTcak4Atm7aQeAJ7zNAaQGq33iBdbrP09d8Ez4ajfCWt7zl1HeDwQBbW1v0/RsFY16+fBlXr159w2cmSYIkSU59t4airNM6rdM6rdM6rdM6fWOl+5Gv++uVvmF3st41Ni8SGHdi1YsYYuXcXAeGorZVFk7IOhYoVODtlCnDsnZW0SOJ1cR+zhdAU7jgvUVQXowXBt2xdzUFd48oOA6qHOmBv06DaW/26JnOtKao9rhQBLGI5wqdd3MVgXPZJi+jrSDnNeK5Y+moFOTDDwIAupdehrhiXeqsVWTlE1VHVoT8Tge+clZeBcSOBcSwFHxWIJnZY7WcNWQ9j09q4hpG3RB3a5/hAZEkCIlKGNIDx1SybC0f+P6xy0CG2Ks9pjxI+x6cQLh6550klhgzZ4CTLGedBq8cNKTNrKqo+43vz2A2rAWPLUqobWvOsAw4zvI6r4ixg1UtxHCT6kdWDuIw7xCfSLoOmhNHNXiAL7CmI0uHmAUYTrRoSYGQNwbxXWe1SgWMZOQGVQlHduDeUdcQ92y52HQEIzwTSAt+7PzS4yFBEZjSpDrJ5yWiVQ6+sO0YrTLqN8nckBVf3DmEcO6b9Mac1CjN+SG5WeVxgXZo601Hwd0MxmzdO2se70Bc0rwzSJyFEnVDfPJRj1GGd4agLXxVgxfeyhYhPVYQte+nBnCwk+xIIzlxzC51C954i2pHXhUZCxo74miBbMu5ZSVHercg3m8+CEwrYhGDV44dyJhgbZ8ViBbObdUIy/QCAE3W4/ftUE850rur4AVxqTUCTDHyujBjxwfrDHkXRKsJpqUGcQiyzBKynAPWI+AtgN4a5hPxUBv0pNSDdd9wBmGCJdRwQDk2mS7jEI4RyHCQmqoULARm5jGNb8NfJ4PtyyyDMqqRzAaR+1WkCRZVlQbZ8L5Ue18Jk2nAeIab1uD16zJpCkhJXPoq4QQD0RGjuYnpYIEVbYBv6Twm+FU7SaCjHp87Y8TOI0tDzEJRoclCqhMZ6iEWFEzOW0PvUAkDazV05oJBO0PPtaqrvk4ZQRy0ZL12C0G7KjYEy1HjBKwL9WDGvbnJgDxgfcl0SsZzsjvviQpB413KEC0UtJ9bFUNUhvu9hZx1gdUmKg15YnTEKFBRFho+4jIqNLoe400yU8S24xmVfN3FznIfLw0pSLIu9GXehTERLTooN5e1mfP+uGmHd711yCDA0JrAPy9XijjSk+OW2G4MC1zi0AbxXEEWbk5oAqSIKwPmg1Lj0Fai1uAOVqM7C1sBnIqthyo1gCwCTBUI3N7xSQtZ+rW9x6YGENNSVAT+fPscN1/W1vLv5xHehD0RlKGAZ/0Nu8P73ZN+R5rojXDe/WRet9j89yTvfqnnCUWZA0DkcG7NMGAouxWniUFFgLwbQ0d+MrQiOwCgUgM9sxsy0QDxSYg09wvE4G5H7tRoAUyu2RG1uJLj3nwE7dxZ8UtBQIYgEQzoxilR4DXTBLWjRtOSIZ733Oal23DOCpKj78YpunFCLChbpSIIiriyAfHvP2Vf98wTmF21ZZpcA2GLi90UcpmFvIzi8HlnjNoL8SxC9Hk3iqnsxbMXaMHuMobWQQnkckgLjYeuAIBOEsTHDdTFbXqWXyzik47Egky6DR17mIKGWAZepfph6/oWpSL58/llCbmKkbxmoSrtAzsERzGjFKsLISDYH56aM0MSBGrOjwiuYAqGctOWdXDToDwDNI5+UKU8MD8cZYid+E2zO0btpKS7zR7wlwVRHdYpkm6XlRXgkCe2r5SPZhSF317ehsoCzj49st+LeQnt2r3Zysn1rRKB+K491LSXtqAFo+vi/YLEQLK9mhbs4ukLtKkQ50dWsAJ2cZ8/ZA9e45eDyEYzjZDtOerMqYRcMRLfGQ4nRIPHlKRFWjyyS/La0bxG69o2ubdE7dgp5CIOwjuZxOqsDIJCt+ZYvsPCfeoxx+CW23jEsifwJMC4pxPVaDYdSwzvQZhGEQwLFGbRQhH0yJyr0LqYhG4gepu+Deo/yV6M0sdD3JMEG4qOSqjHEqyujGC+yAHXRQ03EMzYTbhLTBlk92q044gO3BCc2GPYRnAjnzw5tHhcFu4d3bSfu0wQ9KXaCBLg2WGAEtQbkg4/XBkURFEo0SWcNqnFjiAXfnIMFOfcPLcZEeuPilKUmwGr6/s+U4bkvYsHpgSragf2sBbEvBjKLce6kkc0/+qYkzt+dSEJEt5LQxL2OQsuf945CILxcBSGZO6oTXMeBFIajYWj1lMRQ+z6VnagUTv4lNmKkd+x861KuBWHmdm2rrfDPFFtcGT7zkAQM2JziRcxjR3DGTFNycrQZqw4y5EcR4HtyYDieLqMn2JHGb9s87K4KBF5ZlHGglBarkngZvZgCiNBm8YuZVg6VqWo0KjO2U6U32teZ7SxBzjehTyyzhBch2kOlXIM7ri4mEFK87KFUXX02R9Uk+OOMP6rcyEWStQK+Z6nD3TQJNdnZaFQO+GhyctdECHq0RBGiw4GzqikDLJD+9zVrqTrTMSpfjxLCvXlex1tuNtBOPCkhyAaYtFqMipExyWqbfu+0U1tKQfhhJsSQbEEsjIwDkYqSg2VhVix0jGH1VMRNshlOLDk9xqirY2WMVZXNLHEtGOJZObuWdRgjtYm31eEZ1cxCMsvaoPBXUdJayQZx/whP913FclAhhLDgezIvsPDZe63pNeBmZTWNbFO67RO67RO67RO67RO6/Q7nL5hnRXeEi4HLQVQdCuJ1lmb+M3gVuvSHl+vBLqNDtyp74iWIYmddDYD+NCJc8QS3cAH8DA63RdnJFmkVAKyuqoUODNaYU9P3P2crGh9mfnocEWCI1wZJDesVbN6YJPk0mWhCHKASJKEN281+KpB7KzZolSIXeAVaxXMM0/Yd3/2eaQPv8td05FbO1oqKzQDQJYTggLomEPePYG8kFE+vXVLFB2Ey1d2Y0GW1nInRuysL/LeDMJF3qc9gYboqAavO/BDJ9ZTpFBDx4u+lSB24kDsaA5zxVq8m7Ggo6GWnIKPmNZgjZNeP5bgrYJJXKDmwYqgDBAcnl27HUrEC3fNSQVWWOtEWjSoz42ofoipouggC8+WAegsIkiHvHOE4gkby5DfPEY7tnAWphi4s7AbGVzwTAPMucG7M7mFGXjLeG3Qta6Orh9ATm1edCqxcMFTRkrw2xbblHSbKC/Ya5KDCoicJ+bmMeTGWfATW4/NhSkJ9NRnM+SfsSofYjYAmO2XctEEaevOID100JaiQbTyQkEa1ZYLpjxswBuFdtNa24szAvHSW4uCQEly8wQ6shZkMEaWIBMJsnaL4yWMgyMJYxAvE8hjx1YyTDB4xbZ1uTmFT3xeAs7SbwwnYSK1OUD2ioM5aQ24oND4qILKI5K015KTnLQqJSJ3P1MJQRzk/gLtrrXWNxsa8ZG9vtkUEC8765TzGiUn7SmYCFMMtZKn+HgNZ+hGEaJ5S4IuAOBj30SlsXIW3MHt9hSsQsvALjFYKTCH9cgOFc1nhgdrYrRUIZAuYuH7eQcRc2LoMSIhT1uxHWN0w36OFi20dOPqoCE4lEoYwRcAy44BAMMXT7B60PaleK5RTwMXOYxBeuItyAF2JyqF2FmTs/0Whrlg56VGV3GqVx0FwZh4FoKfu5y7AGqAdSIE1EqG5CQwxnirbz1mGL/qIF6dJq+iqKSFMrhiJXeX6Ea2vKIWJKYlx5J41JOjFl3qA4sD04poDCInIZ4eCkSLlsSfulz2GIES8pJYlqPApe8ZSbgKwjlyIdClNoP5vQ7zqxFBs4AI2T07XsqzKQY3XQD61RFiD2XoBegZzsibAGNC8K9kiGcKnbOqNmNANK5vMZDFOz3sKPi+3pAElxC1nQcAC+EjMS7tgg1duxnGIL2OWcbpWdW2DAHSSWAK0oIR8xgMKMiY1xrGM+00dn7y0EAtGFm5mQ5QI5WCPNHkjYKd06WDitQTEXQLHGSOLOO1QZt7aGtHAaPtgFG7JSeKWFq6LOSjywTk0sFUIssH7/cM8XGN1a4XeotoLmlGwevaZgyTV1zQ72ZMnsd6wjD2bGxRDFErIjqw0BpvCWcU5Bn3YED3U1Knott/d6dv2E04iZdECoPMjvRjM4BZOeqimKN2e4Jq2yCZBSUtlnfQtNgAeWQnuUUHyNTRFw2ALvcTGINOnDtsixERvokM5g733Y40JnGFAzdfzi/xsPmmMHiGxWMb5PKVtUG5bTefWga8YJdxrC5YujgVBShMvDQQTULYx3ozJhYUUSmCoKQPvwv5v7KCPvX3vhOdxyQKQD97ztUJUOyGBbd76y650+qtmPBlxfmMJiZRD1BteUGAsDDrt5wht2WXhij6wasNqvNDGKdmyGtNrCvVpoCKJy7vI5q4y20BlVq2kWrKMBX2Gh0zYkKwKmQCJ99k62h4vUSx69gX9iwMwOYliKAsHpkgOfLqhwEvuHxgSJ9PnhgiOQEWT7gNtgbhuJu3nCNhGSM3qU7FnGF11W7gVBwgHdUGh0ptB6zH3Il2DKgdPC5w+dbziBy+XBYtZg/besgOxuAP2I037wzmlx22clOCNwP6HgCKRy3cZ3VOUozCapejGVl4R363QXHWc8dl5F5XMUN+18FOtgfkLk6OWiwu+cUlQbyMyA1fnAPEq/ZR9TTAJcqrG1RX8wfz4F5PGLm958+eoQWbdwb5nQblJVv/5bbA8KajkIwYTh5xlINbcRDoqTS4X8Akg3aCPrIyJLZTT0aICkN106UMk+ftxjva34B2CrPlmYSgVfEgIkYfbDRop+6QvNFAuHiR+dUM7QBoJhFMD+NshIHkCjoNbngjrHBGvs9PYbfzu47ZZTsm9oJ2KNBljKAbKuZYuPj09CRCMw3QDx9rUW1L2lDLoiM60uU5QRj2xeUEsjQQrYOnLIOgVb0FYogwPbx3sxEjObHPnT0Y06aingTVx/LSmGj98rstym1OrErJTFOMQJcLdBMPMeN0qK82IiTHjhXJAKmDntXTiCgcV2cFonmN+cO2byQnCpWjQGUGNId0GcPoujtgJTEJcDUjIHbu/MHNAouHfKyDnTv8PNuMxqfYRI6fnrrvGRlQmmkUVDnHEvHcbUqnAnAwkXyvRbmbUp8D7LwJWMiMh0WYiBMMKJnpgMWPOcUBcAUSShtXGioFym1/TweVe3EZgeTEZrI4I4gKUP8XBrR2A6xiRu0mahHmLw7ES47VWTdmNoDcsqxCpQGKkx4FWES5yQk3PrqpcPS4vXd5Pka5ba8f3ta2r0QeKx8hdbCIYkdi7ITBVATqM4YFJg9ZgWBLsjS0kdSSkTBbdmCZwzwdZLstCVOeHWgyAFVbBpVj9NEyJljG7JEBjZHjxxh2nnMHgy0JWRoSFKqmYex2uaC1scsCCwpMYF0zEnRoLc4INKOc6jbdY+jcOmREMM4VFzKszvvNMiMcd70BbHzJGcgiyyADBIEjAKindi4iYSUBYrBiyhADi2//dbp/0xqOsk7rtE7rtE7rtE7rtE7r9DucvmEt4d5K0zYSx07iVZUS8arHI7vnPzEM7gZRHZwEqWbeMtSd15sGmtKeJscLoHYBe7IAfOzn8FaQzoZmGL/mLDxnGI6qHJ0zrI5fC0EfZC7U1uUrnbXeRAyxczW24wjMuZOiZUeWZaZDVHo7iREf1WDaBb0dNXSdqDpMnJy4KDvU3/tOe83//nEk734WgD15D162UIvufZvI9pwVKZOID0vMHrdH7XS/JnnkdL9G46ztvNFk4RSlho4cTOV2ieqctfwwxZDddYFQgxjJvRK8dhbOPCZpaVlIJMdBxEcNXZnmEsPr9v54MyYGF9YqwLOb6ATRrMJ44QIMqwajwqt2GApeSSqN7NBZq+5UxHrR7gwJ+pPfKiELH4yrcfu9Cc7+V1tH9dkhwSqk5OCNg5MsW6Su/9z+ngjpvpewZ5Aze31xZYjMierIIoFKONI9+7eOBe59szWN7Hx8gXbqWSsYua5HXz4mtgUwhpETUkoOaoilExPKItSbKXIHy4iPB4FDvIwDL3mnSZ6eGYP4yEMUGISrN9YqMOOk4pXG5FXnIzb2nbm/X0+DxZdZsRmbr5ICxUavlsEVrDSxowyuFwHKYQxOnhxj8uLK3c8oQBUAWcWTw4qYTmAMeO0YZvKIAi7zG0vUE9t3h7cbtIPgZo6XBsrBgLpzDQVgRitFlsv4uAKYEyO6mSKaO/jUzSFZ6Ya3WqzOx1/JQgHYwMyOBXYUZYUzeBdgBmAga66sNImVMG0gmuBBYRokUhItFeITL1JiUO54GW4TePx50BFIZgbVlv1jeq2DihkF7NWbEvGJ/ZzfBrnkeaPBohAUXW4HkQ8PM4nnYc6LFi15w1TKEc8Nec2Ytpz4gOOK93NFY8gKm8w1lSMqDDFI8dYEzubWMpl4yEG5LZAd+PmbkTU6WoK8N+2AhcBDE4TEdCyQ7XthLolqgxP7SLxQxGYkDhWYh9UwSf2XNxrGM7C0hiy4YIG1YnUuwvBWQ9ZZMEZwFCMZqo2I7sn2ndf1YkSWZabCs3jdY/KSDCrTBK1qRoKs6smJ7gliqVM82vZ/13bOOivKDtlR0Itg2lCddrmgsaDSwOTBawWm3HxdG/LWlJscgzv2+vxei3rDB6AbaBmCjJMTRV6T9CQIT6UnOnhP5hrFGbeGNQbJSfCSqEjSZ9+29ZQjPWzJYp3td3RdM+TY+JKdY6NFhtwFlzNlIBxnfbbXUlC+qDnVZzy3gY7CefyIaQTWg8uFD8w0NCeYHvzLcJBHs8s4vbs4k8CI0KbMGHC3VCVHLaKlW/dOTI/rm9Ealh5rur5LOc39yUmGdL9GtHReZhW8ttBAchK40O/HtFbMDOkbdxPuJjDVcECFBu2LWEjaMAZ6ODABUXAw4ze8BqvWVQMDTOs3tYBc+YkYkMxjATVNUkyHSU6uJMo2ooVYVkFQoy8YI+cVbaL9RhCwIiP+umYakxAJr1vCLbLO0mJ5aEA0C4MVLLCgMGMILpG8+1ngY5+x2fiD7yZMtiwYGqfWZQRDfBSoyrpBRC5bpg3RLTFtevg/g8ZNpCoPeEFZatq0i8qqFRrHfKJjTtRdTAeKONZy2iCrKAPrHHVho+leZgzgKOmMdDRvHh88zugAw8ua8s4bTUprhgPGYTtVzGnx7UYRluftNRtfKgAOOhCIWhFri44FbXyi4xqVxyBnFbjDqOpxQthhUWnCZ/Jaocs44UFXF9Mg2uE32q7dIyeuoIYJUesZxpA4BdVuEFE76VigHQmiKjOSoXPuallo8C6wVvg5z4ARawovO9o4x0c1bZaRBBy3XDRgTUd1wkzozkYAWvt6TGgz2Exjgg5FxwXaC44ycj/EQzRbKbSwtIWAZUFRjv1GJYEej9UtROsxwBxq4Oq3aMFUTN+TWmVn+6vvA2LVoXO4SS4VuqHHulcoXRtGkiM+sP1PVjExu4gqYGp5o61oRxziQwB3iFcSchkwyUwbpPcqsE4TG4waxCicYFKXAH1xjfx2GcSjCoP8nofsaHJRZ4eK6perQFsHgNR8jWDgTchcdrcilURZmsAccaxpfkhXHeGqVSJoU9EMGbLbdnzVOznhVXmlCFoSn7R2jLtxHB/VKM/a+SVaKqKqNJyjcjEF8XFDY1KWmjC1yUEN3tq8FmdsP4hnTtmVRUgOA+2lmNuNVn1ubGNIAAxuByrWqGCI3fX1doLBS/aQypscWc5po5fcXcG4Pl+cz5G49+V3DRaXXL2tOlROkCpatlg5Y0N2pGmjzTcFeK1gPMuRCKJC0bxB5BmTlIEo7bhKT8KGGgbEvhGtQHAdMIB1EqkzlnSjiHC/8bwDd89KTnoHQB02j0wHXDUYo3lcOWgflx6uIUjMhumwbnYDSYdsGJC6KVdhk8qVIciJitmp+YGpQBPsKWwBJw7nnqsFSCFURYz6WZP313QdDgOVNVZ48SamDdEfNkPQfB0tQQaJ6LjB4I5bvytF2H1ZBOpLaAOmA4wt2+9Qb/i1p4coVQam9c/SSF056g1Bm/u+WFl2YHD8BMP4NVf2TAT6Vw6kh2ET77+XMlBsMo2wnrVhbQJzEFbP0iRA642Owhz1RkaDdbq/0tf8OPITP/ETYIyd+vf444/T79/+7d/+Fb//6T/9p7/W2VindVqndVqndVqndVqn+yxpw79u/+639KZYwp966il85CMfCS+Rp1/zJ//kn8Rf/at/lf7O8xy/3UTiFh0Hc0T82R1BwhFnfuMIy4dd4N8kCEzk9zRmb+0gSy8CA6zm1nqz+RLD0SicZpnx9xg0Lkik3OQYODnyxUVGwUDxMVDWEc5+wjFB1IZO0j4ZzlBcHlHAyOTliqzhKo2IJ7TLWE9CPCH+bq6soIV3Y7bjiNx6+Z2OghOjpSJ3XXEhg/mD7wYADP7lx9B84Jspv94aoThQ7WQkgGAYUJ611qrhDY2lk80d3A6BKOVmTEe4ajsml+/RkxlBf4xgqDZijG4EK5aPQq83JVmW0yOOcscGIVabDKuLtj9EK43SWQ8NT0Mg3cKgHUo006m9btGhdmWP5zEWF60Va/piSUE7YAylCxDNri8xe8r1jZijto9BO4yw/RlFQVWG9SwgnSE+ZaayEJR6bYjVFWdZWSmsHrD5Hb9SQ2deblhieUGSBHQz4Nj5rK2vejslloVo0aJzgYPF+YwCScuzEVkf2wGnesv2arQDRswpXc4pgMjwIAaS322I13z05ROynB8/NaaofVFIgiKoGNCxt1YmltXBVePiEsOlX7Xm+oO3jTB+1bqF2pEMffFug3LHtkEzmZJrXz84JQtuO5JITzSWD9vKF7UmE9ropiK2kHpzSmwN2X5Ln9kkCsGfWeCkXl1IMLxRkUiInsTEuBBdi1FvOC/LWIZg4jxC6yy41QMNzH+z+aiv1NDXbXu2YyudPXppTiJB4AbdpMNWvES7GWTrtWQ4fiKHaG1dAlZ3gKyNXbCEl1sCywsDCtYyAmhtc0IlCeotW8blOYk2xBAHdqgCVG8qPf3cxYUB9YF2GAK/inNAfsd+boZJCIYresFwCQBmPRj1hNG7mR5gcdF5dHYzMB3kxfnlwKsuSwHeORhbZ4jfmbcJVrseDhDuLbcGaEahDrSMiFljeY6hHTjO/BFDepK5vHMKTFte4MFtnwPpgReyMVBPbbl3cKgUBH8YjMfEONOMGZRTZe5bGE8ezahMKsmoflQiUE1tnqotBt6lQT69BwFoHwpBuEwDorZ1Uk+DoAxXpHeDxYOKxKlEDRipsbySufrmGNzzwascg3uSyuWD9c3HXfsJhmYYdAt0FAL6myEHbyUF/FXb1qMD2HHu+6kWQS5eR4zmnXIbSGY+aDKmthW1Dcr3c0oyD/2m3JFkFdcxiI+baY7VRXsNr0GeXV9ngIXLeP75ZgJ0SUw84bwBvUMlgIpd/W4AJ1cdRzkDjh+xnzdfABaXnPDPADh42sHQGiA91LTO1xsRBVN2abDQa2ll5W27RRSUCoDYVGyfts9dXmToBobyL3NGpBLNSIa6joLQlZGWJx2wYy9yQfzN2M5vNk/A8nJKcwXTwOKy92yD1rS+Z2yd7s/0pmzCpZRvKE3vU57n/5e///ckT7ck0g7MDZaKxZCOWurgHRu0IKkkkPhXmxxGMxKVacYM003rdp09FAOZnanaoYRKHWPHTphMBncMFpc8njO4kMpdhp1Bif1n7cK19cUgqEGuoU5jcO0EmXfJT2Ik+w6GMUzQONza6KUluZZY1yFzhxidR+BFi3bgxE9WCtkN68vjq4qEePjhnFhQBi/PAi3gB74Z8b/9hK2/t70X6W2n6DhJEd08xvzt9h5ZKlL+5LVC7jDP2a0FTGTfzVoDuIkp/8wtVI/be4e3O4Ii8Fohf7UEO7LUc/rsBlH+ZdogdmVnByfgzVnbnnWMwas2X+00ReppDOsG2kWcnzw9QbpXEo0jazrEN7wLl4GpqavfiESa5EmJ6LotlJ6OkDoam+z6DDqyi3S6V+DG/22Cy//Guq91FhEcQdw7QXresqaIRYV0ZOt0790p8lu2HDoWGL/qVdME8i/b95lLGxje5kj3nGIDy3H8qJ0wz/38l4Bty6KiRhlSqz+E8W/dBWq7a4r3higfsGXa+MQe0HofpMFwsIv0ZXtTd3ZCEJ3m7AhyUbu2UugyO1ubWNImcnKtDOVbNXSoYp0hgRBRaSTHNTGCdPkAs8ftYJi80pAoyuj5Q5RXbB6jvSWiY3fILRs05+2BJ752D1C2QVIhcPy+Sxhfs/kVs5KgKidPjqlOxd4c6uyEypt++cTm48IWbXqjl+9BP3nBtqfD4YvY74iBzImPVOclhr/gYiI2cjqYR4cryJWD2ywGSO/Yd2A5IWxtulchOTNEs5WTmxuaQSwkjtscvA6QAK4MRjdaRPOaVF2hDQm4RLMGh886kaTrFkus3GFcC2B5wX7eem6BlaPSzA4UIqfmF8+DkI5oDODd1cqg3LHtMXlhjnaSEiRk8eCQRGuMyLH1BVtPvOxQukNnfqvA/BHbtqIOmPDBLYVmaueg4ZePISvbzqy1bEceu22YPVwDFm/t5wGx6rC4at8xuB1oEKOVJhz14HaF4lwQz0kPGqJX1DLH5EU7zzXThA6tvFWoznjKVElMP9WWxOi1IFHo4Svp1gDLSwlhytO9msZCtZshv27nneLKCGC2DcYvFai3HW73oEZ1xvUTDaSur80eH2L8QjjcttMEiaM5La9MiYkGxiC/a9vj5NEM8dyLLIGgIqvzEtOXHJZZGxS7MQa3XWxJGVH/To4SJPfsGInPDwg37un4uLLiPJ4WUJYKpcu7rA2SWUfMOc0ticFdh0OPAp3e8FYTqDNFYL1iKmDIh9crdIltg2SuYQTI2CALhWjlGJdOFLI9h+velHQgiBYK8cz3a0NCNiph6DxrSqGQ7/n+zjF9qSJmr/SoxcnDHj4IbHzZtnu1nWJ0K5Q9dXj45LCivQCYQObWtmTmaIodM5IsDa3fgzsd3dPlnA4syVEHw7zQGkjkqBkLDG7YdlqdGyA+ZsRaNbjdoMvtOwY3ViidkFl2GJhdupRhdMP18S7qKatyDF8t3TU5BrcalK5v8tYa9QBr/DLcn+qxTvd5elNs8y+++CLOnz+PBx98EB/84Adx/fr1U7//83/+z7G9vY23vOUt+NCHPoSiKN6MbKzTOq3TOq3TOq3TOq3TfZQU+Nft3/2WvuaW8He96134p//0n+Kxxx7DnTt38OEPfxjve9/78PnPfx6j0Qg/9EM/hCtXruD8+fP47Gc/ix//8R/Hl770Jfyrf/WvflvvOX6LPeL9vke/hP3aWm8Od3Jwd/TbO7mA4oI7CW9XBHHQWzWunD/E3SfOA7D83t+2cxsA8JwB3nbWakZ/lD2K4dieLOf7A7DInuLvnBUwwp2exzXuXnDcz1sVPnj54/j//ub3AgDuvotBDV3w579xjA4px2vfv0VuYZ0AorLWsfKsgai9a2qCdN/DCixnOWCj6OUKWD5lH5BdS8Cc344pkMVdlhNUljoa3fs2IQvHRXpsLeAAcPGv/wau/y/2cz01SE5y69oGcPxIimZqP8cnUfj89CYFpc4f7xAdOSvHU1egnIsOGqisURLZzQRa5pAra2m2Yg72t2bDIJ45q8NqgzwNXW4QfZO1DGsJyJXjhY6Dm1NWwPHjYwjnpuOt/d1/9i46WQDFeefZGGwCzFqykyNg5fIYz3ZgvsVarY6fm4DXwGvf694fgeBNydEIxa6ziu4PsHooRN3e/L0jaoPlo47V414E6bwR9baBSgzSA2vRrR6sMf4te/erf+YxSCdfba0p9h2v/NHziGeursahfOydu9R/RAUU5w3SQ/ueZgSI2lZwNzAYvZK6sgPK1Xt8MqH+pBKg3rL1M3htQPUGDvICxScCOoro73ajw/BFWylHT8TkbTp+9AyxTqhv2iZOW96FdhPVFVBith1OHvH+1BHVA2+Bk++y38tyZIU3AIgCMGJEbTN52UE1vuUq9StRxzAMSE7s38UugtXtyOD699mB0Y5A9QuTUdmvPHELr32f7RyPPfUabty0eV5cGaLe1NBRAv2bDKhtGdRQYaUS6JECeLDi3fr2GEAcRMJEPxgzgrpsO+/8wRRMMaiMaC2QWY0lvPr9I5hHbaXcywdQuWc0EcG71vajRIPZ6/ixiYM4+CBwQ32jOdNi5YS5WAc0Z2xfjvfH6EbOotoGnQPeSHQD+33yzDZ56boBoDKN7J7j5c/tfAoAohJgyrFbqCQ8t0lIc0FUnJ4bH+eky2D5+dMAA8k1jh/3nROAiX1VQblnGQlwN5d2Q42jJ3N6FhzrjxEWhrM872BXz0q4GHl0D5TIPmvHfblroAfK1eMg1M/eAN3QzwEM+m02T/WWxsnDmwQp0RLgndV/aMe6Jx3PIVeOP3pLgddegCYES+ePzHCTT6io3bTFq9/l4HHSQBb2nSq2QcQA0IwNkmO3dnyMAY3tg3ffzSlAVC5jyrvhBkzFiB2kpH64wswRErClRHxsPx89mVCgeDM11P/EZgFV28IeP56SdPrh+zpgIcEdw5NcJpBP2kF28uqYMDd6qMBLV/YqQrvlLP+RhnEQnWRaoTm05Z49nKAdu043ajG/mlG7A2EO6kYKx9/kVXEa1I6NSBQJOnf/4soI7cjeO74G3Poe5605iMEM0J11jF3HMXTudA8OIijXT1WuwFy7nTwRRLpUamDcGjj8Msfx43aSrc53+K63fwa/8slnbbb2E+pPq3Nj1NuOTEExGDd+Tdph9ogTrrpYQp+4yX9UY3HFPrfd7HDySILusl2Q07zB9XNj175Ae9bWqdwPgf/rdH+mr/km/AMf+AB9fuaZZ/Cud70LV65cwS/8wi/gh3/4h/Gn/tSfot+ffvppnDt3Dt/xHd+Ba9eu4aGHHnrDZ9Z1jbquT303+YwCFxL//uxj0F6RbD8hXPPZlzSGtxx28ewA02tO6GUU4/rv3cL555z7b5fjNy/YhdZ8foT/6MRbJp+KsbxkZ+jJ7QBHmb6kMb/sxW8ibL5mB87hUyn+ydZ7EFnkBbY/o1E77Hfr2FdEpXHxPxbkSu4yQW7EdhQYRrzLEbDMGNwpL6pxArGsUb3gQXAtTfDxYYXOM3PUitx12V5NLCi8NQRBuf6/vBcX/tffsN9/05MAY6i3HZxFGRRO0W/y/AyzJ+yikB60KDxW/BZH7NzC8XFDrvZ2wJH8hp9YOqtIOXdusixCs+kWFBFovMSyRrvl1QwAeWKv7yZB1ZApTewiyysZRi+t0Hn3/kGvvlIZNhgaAOykfulXTghaoGOJ4R37vuHn9zB/2S6Y8aLB4ZMxtr7oKM0GgtTqPAOKfTBg/pttq9c+kOPsJxuqd/1pm8fijMbki7Yz1Gdz1BsSo2seZpNgedHm5dx/XhDVIxhw+312kn3gFw4A9319ZkDsCfmrc3J7s6bD8qEJ8tv29NSNYqqLbppSjAFX5jQm3D23GyWE0Y8PFmintt5UyskNrRKLxfZ4/MMnE4xfcyqbraH+y2tF/Te+dQI9dM8axUQ9GM1q8MLv1A3KByZgL9o/k4OSRHJUKpBdt3VnJEez7WIEjnuxBamgfr35qWO0O3ZMGM4cHt6Nq2uSmHBuvJ/j0i/YNqh2MnIx57cL1Jt2x/fq9i4e/nVbn1+6eBFnb3gauAbzyzE2vlQQTINpIDqSKFUEcSQBHXCq5/6brSPPKAHGem5l4OjI1s/k5UBrBlg8sj8gXvwPNe4tbH+IViBaw8FdRfSnvDWEq84OOiwuOorV6zXaoSQM/vJ8hIFzlx8+GWHzBT9GAzVgctxi6e5PTnoMM5UmFpLkOEAUwKwQVTIPY8MrKcrSIHaUbaIJYlPZvka15ZlADJTD5Q/2OoqzSGYKvA60iMsLkhQ+dcQoPoJ3muj/6gnH8JaLodiRyI48XZuBXDkBoVGExQWJ9Mj+NLjXBcjiJ2Mkbt6ZPZigdSxD02ttYKroWoLbRMsOkYN6HD6V4OxvLtF4kadOQxRuo3Uho1gSWRsMbtV0T3rsYBuVJjag68MRzn8sHOaWFyOCuAGBNYgr06NU7LFpuGLzBjj7cUPjtk8/yQxDMlOEF5/PUsKaG8FI4Gx0I9BRyuc1jZfVmRyROzCPr7c4fsS2we6/i6zaqYvPMFxjec+uHduvdoSZJhYm2Lnl+FFP3Qnke85okg8Ifz95OfTLZhRj64stxVvxFlie98YrgW0Xa3Pr22NsfsEZwVYKKydWNnmlQbHrBIi2gTMf9f3dzl/L8wGO4mFEg9s6iH/lgrDtogniPl3KMbrlKRwNxq/adj54OsV/uPl2bN90h7djRYfA7c+VuPcOrwIdqAvraURzbLkVIFrNJMHW5+xzZw8mGF9vsPdWj2lPcfZ5p9KacCzPuUnhPoWjrBUzQ3rTbfPT6RSPPvooXnrppTf8/V3vsvLqX+13APjJn/xJTCaTU//uPveRr3r9Oq3TOq3TOq3TOq3TOq3T/ZzedJ7w5XKJa9eu4Y/+0T/6hr8/99xzAIBz58591Wd86EMfwo/92I+d+u5//uP/APxYQR0mQOS5U4PQgBEGkePwTmNBVhkjGEzLETkhk3jBcOLkf8dzoDtwIjVHBp2LYo4WVmoXsMFEybEP0ggMI7JgOD4ZwFFR2+AfEixxmWY2AMszovBG02lbVJosl0ZwYm6AMVCZg2REDF0+IMuVqEPwiGFpiGSPA0uGyiRZSRS3QZiAhaDwb3rSXv9bX4T+9rdRUBfvQlBWN0kJTtAOgwiK4SHYtd5OkO7bil+eH0C6ALKo6aBSCZVZK6WWnLhU5aIlCWYdC8ojdODOFlWHwjGa9Lmfy02OsdZkRWPTlKyw4Agy53UQS+mmKcTKSWSfzSggsb682bMEdujyIACiYoA7ISczlshfs8Fh5aUhcc22E0VMPV0eGDt4C2jHaS2LDsVuROVtR4KsPO00IYtUPGsJeqEHCZQTTGomkixgzfaALPqsk4hWCu3EsToIBjhPA28VmokXIQrMLsnOkLiKu4EkCyyvEwgXCKdSTv3KBzX7elQxqF83Y47YeX6asaQ+w7tJ4DjnDHLhxJqSMN3oWKCeCuIP1rEIVs0pR3bDvWM7Jy5pLdPeeOuIjaXbCOxK1VaEeKFQbrrArYMG3dAJV+xU5PZn2qB1wdkqiyC9p4MzkoEH6wlzMMuQUJxLqa8abqESk6iEjk+bnLwF3Let6PF612NBUJh26DjOPR2zCIwhzUSSpQ0I84jhgYGDK0Nt2A4CTKUdCGstzwLPvmdZUklgORK1oYCwZiJ67nWG6NgFGWc8eO8GAn0jlmjC+5kyAaqSMILXGYZT95C1tjXEY92lnDiNTc+y68vtPX59Ge52ENiweGfQjoIsu7e68taAd17OngMGFGCoYk6eNi0ZWtdPZAVUG64NxoI4sU3CaS6sNsSpPHZ5RCw8o1dKChhVCQu88sbWH+C43p111cJXeuX1eg0pt3MQWbxZmNcZI60MmKDfEER7DKKlCsxArUF24FIi3c4AAQAASURBVCueIblXovAQzSQQDKgY4VkIeZSlprmfK0Fc4kwbSOeIjBfWmuw5snlrUG24INx5By2cZoOwlngASPYrsIe83LoVgQMsg4tv83SvQLFroRa+T/mxoCMbkOnL7udiWYRypPs1ih0vXhPKYdjpvhCtFJKZ90iF32Slab43IgqwyNKQR0pWPc8EQKJgorGwwfQ4eDD8ZwCIHARUNKA6UbHoBdgGTRQtGc2ryVyDNxqJm39hLLsWAFRpQvOGt67fb0nfh9jsr1f6mm/C/8Jf+Av43u/9Xly5cgW3b9/GX/krfwVCCPzgD/4grl27hp/7uZ/Dd33Xd2Frawuf/exn8aM/+qP4tm/7NjzzzDNf9ZlJkiBJklPfqXEMBYBvVDBuhq/PMsgT52pPGLj0m4UgnlBNOZjSaL37N2KYnrEu6tX+JtS2o46bJmgcNI91IOxgmwdKu/7iqTJge2OJBbeTbzsSREVEC6kxSG7OwHuu8+xl6xttd8cBgKwNor2le4eGclRYvGzBihrqqR0AlrHBKwjyWYFux7Gm3D1B91bLPhMfloiPbD6qnQzRTcv8kZzkgTru298G/tFPI/keq7IZz1o6KET7S+Su7tLbCywfsYUXZdgUJ7fnqC7ayhrdbHsQEgNRtOA3nXTpxoQYMNppguQ1mxccz2AuWEjI6oERopmDo4wSjD7vAIdFCaROIXG6CyiD7KadgVjZACduNtqcIjqy19U7OaKl3VDFd+eAEwHK6pbgL2LZIirsIhDNKvA2wegF56/m3Cp1urYrHrQr8+ATr6J70B8aZVDCjAS0V+vUBvK6zXv9yC7yex3kqqeO6h6bPH8bZsvWnRomhItmrUL8BcsjF+1uo9m2sAS5aCAWbtUrKzTPnsfgkzbwuXvgLCmq1btDjL80o/rhD1s8fHwYgqBlKkgQRcxLNGdtv5SrDqmHOc0aiGWNzkFVolWgIkwPO9pcjT67h+qqw/4rDXHPvXtjQGJT8Yt3gInDz+cxmE6R3LVjz0QC4xdsux988yZtcNLn7yAZORA7D+ITOokwvOHK8dItFO+4avPx0hwqjwnqpFIJ4TbYqojAOscuca+AqB2t5Ut30V2yY4pVMQavurzXE8K5Ryc1eBchPWiCAIaBZUUBIMqwaYAx4I1BPA9QBi05bcCygw7FE7bPbT5fQkciKE12QDR37AvHLbRjVxnc1bQpMCJAW+J5R6JiXR7EdmSprRqv24hUWzExZZTbEfJ7TujlqCYYhagU+LaHlTGqN8MFYe5HXzzEyVstrj45UZZFxAmfJbMOTHn3fkfzAG81OmdIyO9WYMYLhilwh0XO9mpi72hGHNl+h8jBGpKM00FOVBzCwUvYKKJDTqQMHVRVIjC4ZfuSjjhiN+fxegqcS+gAM3rhCGpiC1aeSYjthJkMpYNhDG5VPVabGt0DDj5wokhAqMtyyKJF5jZI9VZqRYlgN6K08e4MROEVGsPmnrdBXE3OOAx37EWv1ijPJkgP7LOajRj5bcf+sZMQg1BxISdRnb44i44Y0sOwC+vGXniMQRQx9SHehMONEQzx0vchRf1HJSFGQBbhkCnKDrxzqq6CocsYKVhGS0UHCiMZKfh2GSPDh+EZpFfobIMSrCwDzKqdpMQkYxiHKDt4Bl+uDLo0wFk89AiISEhPpRKpE0ASyxa5E+6ppgnSI98enT0kOeG2fL+Ddqxk9rAYNufe0BIvFGTtnyVoPZS1CeJxrYFKGRmGBrdqrBwdqhUc88FUoDoBs0YGAOCdoE2/jq1hyl6bIr9riKKTN7acgBXR4k7wyud1ne7f9DXfhN+8eRM/+IM/iMPDQ+zs7OBbv/Vb8bGPfQw7Ozuoqgof+chH8NM//dNYrVa4dOkSfuAHfgB/6S/9pa91NtZpndZpndZpndZpndZpne7b9DXfhP/8z//8V/3t0qVL+PVf//WvyXuqTRfEOGjQer7TRkA56zMzDNXUu1mB1VlnIc8BJJosvc0QaBqvNmEQD6zloBklFOmf7XE0qX8vJ3YJI4Bq6VzascEkLVE6Q2OxI4LgAPPWAI7Z09vkUuSdQbXjouhzRtYMvRshWqbuHYwsAqI2GFxfkSvZ8JSskslsQO5meSGjd8weH5M1gnUIXOAFKBCz3ImQfM87kfybj9u//8C7gru6GmDlgjya8QZW553FZhVc3/HWJllShtcrEhTgrXUXJme8ugEj13c95qintuzRcovciKtdCRU78ZmMIZnuwCcSHskZigdG9Kyo0DDcXWdAAV5MG9TWAIzVoyGPcqXI8pjtcRLv0HKEbN/g5JlNV78sWFMiRnXCu8so3P1yBeJWloWmd4MBWlgGnmpLQkdAO7TXVVNOFsv5e64Qn3I7EARHWTw6RnRxSHXlkzkfQ9S2A4pG2yAfc9m2z4iDOyWJdsBQOQu7LDQqJyolmgDvaMaCLFr5QYxiO+Tdu2yrLQlZZUFgYgwM77hgvwsS2aFjHXj6DLK71qS1upCBnQ/ueF/v0eaV4P5NGNLDDvMnNlxdB6sNV0Dpys7PDMiKlBy3qLaCAIzPUzK+StLizWQC3gLjT91x9XsujLe55cv27/OQm3x4kdrNJArLBx3LQGww/aK11C8eHKGeMnRZgGPwDph+ieH/PP8kNl4MMAsjGIpdifKMpGt1xAJTigRKS4uP2cOZ7bNeVAogNqLFlQTt2NbJ4iKnNmGq1z7TYIEnXQIA9TiGrALUpMsB7kTN6g1gdtV5f87IYGHnQaBExQBTwSrug/X4W7dRnHUaC0NuGYRct2mHnMpRT2Oy9MKARE10lJGojag5sSq1g4xEg7QEmJak5dANgDa3A4MZQDQuX1kImBc1wLsAEzTMQ/iAdNPOM83I5i+0ySbVT5szGp/NiKFwjq7ZPKP+K7YEVmfdPHejw+KqrRT7XU9wiTGI1luHQbBG3gLCsYpUGwzSfY4XQSSpm3ZYnbN9udpMYDgwezh1bcJQjx37UcrQjANTiiaPCwMa+3dxRlDjMIPgmZVAl8ZhLt4AuApzDFleZUL3MBOs37YvufXloQzljqvDgbDwGdc3RcnJm8y7mKAbXRbgJHHKCPrDDKM+YMvo7m1j1BvhXq7SXp8NewH7TAe33DRYOL79aBrgmToa0GcrUuTqekOAd0Dl1gswSZ8Nj2iMqTg4rPvzcjO2UBUAaIYMhtk5up4wtGOD1RkPu0qovIsHhyjcPCBLRvzjXQow5ZmtGI2vZgLMH7LPLc5YgSi/vvEGmF/1cyNO1en9mNR9qFz59UrrmlindVqndVqndVqndVqndfodTm96YOableK5PZquNEOzcNLmiiGeh8Arj22rthnhzlQMxDdjSKdQxgzD5tCarw9U4KIVVQgGshLD9nOfYktxkOLW6pyANozwhvHSoOvJF/s8RSsFpl0g3lyFwKDdGIPbFmNYnkkQLV1wS6eJ0kklNjjMB2qMPn+A+vIUACBnDaKFM5lrg9pZDNP9Gt3ABcQwUIDJ8SMpYdh4ZxDPWpR/wDLVZL/0mzA/8G5XPyC1r2TWkaw6UyBLV3Yv4DkXV1KMrttyGMmgUoH0rieA5mjHjoYuiRA7lbJo0aAdBwtnCKIVSO9V9CxPUShHHMlRQxat6LhEu2ktRHJRw/CBq29rjQGAZL8mOj6mNNLDYCGIXD8RjVVH3fqCxxMLcIczTWoFlTosX9lBNC5gkzOMnZofjIFKbB+KCk0UjmCW0kwU9u/u8RHJmaeHDalRylLh0MkoZ3sN9Q255CTnrCNGQbDdMIKsBKmmZoKhdLz1KhFIDzyVoKZAX7lsIWeOyioa0DjIrx2jzbco777c9VQiv1NRQFC8zMgCJMsQ+JrfLiiINr9bU3CjKDVRBIpKE2ZVJRYjHXm6uToEK7UDTpa9uGgpGEsuGiSeik0Z4qGO5y0qR78Wu+Cm6hHrGUnmmix4rBVIjoOqXebenRxUaHOb9+yGRH7H1md6Z4jjp6xVfHC3xep8jHjWhCDBCDh8q8IHn/okfu7gW6B/kZobvA3zB2AD5SjAj4E8StHKWvQj34U4Ai96bcB0sPIJL5TKgiXRY9YBgEWBTz5eWPq05MTNczqo9nU5Jw8GbwNFYbzUAPMBjSFYr0sZvSde6p5HyKAZMQougwlBcqIxZK3kbQgQ410vqLQzEC6Uox9f0//dlj3Mq5Zv3WNvw7XNOEjNGwZSys2OFPVR0RiwjkH4GNw2BN8BoED+NhdInHKtrI0XJIVoDDL3/eJKQvUpK4t39pZMlYBoFLuM0zyrJSigkXcsxBP1ggtZHTwe8dJgfpX12tiQB03LEMjXDPkpmXfA9sH0SJO8e3KsUE8d5emUg3ehHqMVI80FHQGRy0tyommtUhGD8BSvkiF2/OGyMlRu0dh29HUaLzV5apkK6whvQHLt/cDBaBW8SUyHAOWoCCQJWgDxPND/il4fMKwXxKoZkrkvnyareDxXRCggSkGezuRYwUQMxZmggDm4E6hIQ4A0g+dZkJUhq3pUhLJMXuvIe6Ije7/PY3qsqR3iWQfeueD9EqH/C9DepRkx5PuuXw440kP7oOJsjGgV6p53vbFXG8jy/rSA+6Rxf+fvdzJ9w27C/QJX7udA4hYaZmgxq6Zh481UmBTLbRvo4AdVcmIwL+2qp6VB5wRkRgsgog09yC1sRJgoojowcQDAwWqAesM/N0w6nj8YsJsPksBVoCCW/G5D0fl+cwpYBgvvlk1OFOqtFMWO+/vqBgWyqFSQe1EWmhb8dhgFVpGzEcnRN1MQFzhvDbpMBJjLD7wb+f/2MVuP3/dOjF+wgU3FAxMKcEnvlTh82guqRAHyohnKM/a5yXEHUShUu3Zj2OUCoxdt0Bt4jmrTzbIMxGfcDhh0HDYe5a5tm2gZpLqPHudIDwRt6OqzQ2Jd6Y9tYp4AsLqYIXMBTvVmjOGXbPDl7JltNM4VPH2xxPEjObRj0DAMvck0CDN0g4iCjNSWRrXjGEk6Q9eIQqEbuOCYRqPaisEntrxtzsiNONgLXM6aMepbzTQiKWsjezCeCQdzes4mYtj83ALNjmc54BShr+LAXsMbhXLTL4YZbW6aEaOyigvjUwuK39TmdxuoTKByPNrFmcCUkszsMwAgHsVUV6sLaQg6azTiw4bqrXP91TAL2dr5lN2FrS4NqH3nVxmmLzoX91DSwbG4kCM5dgeZTBCbUDOJaKO9vBAh3+ss0wcsD3HsgpzEAwZggTEmOXL5GkYk6X73vRkdWOotDfOaW+Rqu5k7eSyHfs66/O0PVv2N9cY4TI9NwkNQGHoucYb4BK4cDLIyJNShI4Za+02NgTpvX7T1fzJU204UJ2UkFR8tFeITu/refc8IoxvuELIhkMx0jz0kMI6oNEBX4tbQxtAI0KZkeY6TIaDNWU9wxtDmPJlpxEuGaho25cmJexYPmxKmDXZfsAfx5ZUBHap4Z2iTFhWavp9f4RjdDBtAWRuIKjzXl73aFBCurrJDQ/zNvAsy8FoEmJOKGaIi5F80GsxpTLSZoI1dMtMo3RzLOngFeyvHngXIjE+bX6ywvJhQn09misaC5eP2UApO80N6bChfzZjRvaxjZBRgygCM0ZyrYob4xB0ihzEdXLttQYeOfjuJ1iBe2OsNYzaQFnZOy/ZbmjPnVyXyA/tbPeYEDRSVBvdQsJmitooXmtZPw+2Bz15joGKg3HbBtvsdMhdX3w4F5a0dcCqvLDUZR/hxCCwVLTB+LRgxvOCcEbYv+kPo6LUS7dDOfxsvVFidd8angyB+E887DPzhXYPmEK4CO1MzFhh/dh/12OJD+oxSG18qSXeD6TDnbf27ezh8r71eVqFfNiOBxPHUMy2QHIUDgag00kNvxFCneN0psLMMbErD24H5Jl4Enngt7TWeqQ0GxNef3S5QnLXGA08isU73b/qG3YSv0zqt0zqt0zqt0zqt0zdWWmPCQ/qG3YQT12asweaO33UZ3HLbnw30XM1QktXLiATzh4DcQT+qnQT7M2vJHBwwrMbOmlwZspIMbgPqwFsJFYSTrWUGZKWITyTKKkbm2O2GNxuy+lEywPDlOVrH5RzfXQTKvnFCAXo64khvWouxiSVixzcNAPLeDEzvuHfW8LLU8UkdFDOLDoULjEv3a7JSD29o8NrnN8LkefuObpIi2l9CVAMqV/V9lq4w/eWPo3r/O2zZlx2WLujSsAyZp3eatQQ/yPdaojbTkoMZg+zmIlSB52nuDIbXrR+br2pSgRzejpG/aq2jni8cAHjVEWxj84Ux5DL4MXnZgjnsj0kisu7GJy2Wrh4mn74LtW0t9/msQu0oFQc3S+jIyVpzINsHUQmqTCI+dPSDaURKgdlrJ6gvWEsDn0dIjqyVjy9qMDNy5WRI7tnv1TABzwVyR30HTMCciTI5qAhmoxJBrufksIac2z7aTlOkC/s52sqp7KJoMHtygskXTuz9g4SgH4PbAXokaoXhXVs/+Sszol0U1ZQsdvHeiupXJ8HtaRiDWHVIfSDgRkIWqmYkMP7yjNoq8/CmSkE4ZcxunBAVZnxYBLXOQYycM+jY/p3fKQl2NcpTTL5oywRjqG/Et2bodmz9ZtcOYR61VHnZjTmMsO0ZzVvoWCB3EB0TCeJsbg4ZeGPzHs0CNV96a06Km0yB1FFZx5ASnMNAVsD45SrAJDQQHwq8uDyD+JiFwEltIVVaMpqDuiRAKpgJ7vX0WIFp6xWwGQ5Bl6LSSF60HojFFRN4mltD3iKVcoIBDe5pNA4qlJ5oyFVwvXcJI1e9KBhZv2WpoXtBed76Fy3DOIiKwGsvKgXWMwOrhCFy8Lhkrim4N15oegeUwcE32fGS73WoyfodoAui1OicCmK+b5wL33m6ct5TyQz0bTLjIV9N4F9uRpyskiphiA8dpI2lKM5K8gIMbgal33ipCarkPQ6AVVtkzuwrC43SlW90qyNL9MkjKSav1BTwzGtNgYs6YsSjLmpD3oXlheChTI+COijTof1tWYM3TsWM6A69KiUADPaCtZ345jmDFoB23lVRKnpHtNKW5tJZo0UZ6PG8Fdz+wGjtUL3vix1OdZ0cK3ROEdcG6TKCijYTSR646cs1yl69eqgJX4K8s4aDVER1BMwfsG0zut6gcIqX7YBh8nJLUJx6M4Z0EJ3jR1OMbtg+e/wYDzzqvSRqhS4N67JXgpWlRvXAJsFkokKTt6Pe7MFXFUO+5zwIz+xQO9QTHhRxGRCf2PlvcE/i5JEwN+iY97wIPZgVB6KZ914HqJKOWPCmCdD8Hi8s97qKvbc18KJXZzKCz+b3vqIK1uk+S9+wm/DVricq7aAzB2UYd+Cv2YF78nBEcJB6G6gc/+3yPIcogeVlu7h1CcPmtt0knpzbBBs4IZNMoh3Z+5cXGeE0831OUIJoGZg42hEwGlRYbtvFfHE5JrcnDSLOUFwZ0aTaZVOCkyTHHYlN8Mag2xy450bkxpaFRvfQNjEbjCULDAK5CAtaJigSvdmIyTW7vCCROwx7MwXJ0WsJ5DEnFpRoZQiCUr3/HYj+3ScBAIXDiQNAdrvEwdvshoh3EVZOrjqZM1qkDbdc0uVluwA3I47pcw5UOUoo0js5SiBan0eOaGHrsBsE8ZDkqCF4x+GTHKJKw6FlOwluOsHIzVqfi9A6mP/8m3ZpIlURw/Ca3TwuHp0Si87wOlCeAUY3nds/59CyJwTj4DrJhTHxE+uRok1ewjkJzshKo7zgNnbaTsyV27gXOwKFpXHH4F5KEzTxxMLFBXgsv2RU9tU5SYuAESnimUJ1PsQyeGjL6pzE4K79TiWcpJK1nNJiUW6JgMlkIywv2PfFS02wrmRRQ2WSNiZMW9lzAMgODPWh7KDFajfg+qMiuG+98AQbSNqoAMD8ikBy5KEfMW2OFlcYomJq8zLvEB/ZTVTx0CYixwNcXd0iRhQjJmETe0ZYtokNW9fxLOAz050CtYsdYEoi3XMxGJcm1P+gARN7dh2ETeWJPeCfPJJBf8LCUQwHmqnGQ4N9fGbwMIW5exhTl4sgvJIHASSmDc0nxbZAeqxPidB4t70RDM2j9hCYf0Jiteuna9YTK+HIb9lr9t4xIOaacpsjV4Y2Xs0oQEpUBoJusE6ETYHowZ6moFiSvoBLN5R0jY4YRG1QO8MFxjzMbTkHM36jyLDxgj1wLy9ngU1lwIgpJZ4HQaDVOQbRcNr4GQGCQsjKELOVSkN+mQlwmy4PG992yCFLpxuwKaESFmAgGzGN4zZnaAdhk+hZYrosMGswHYw8xY5AcmK/z/c6LC8ENhiV8CBcpQI2vhkz2tAbERhN6jPhepUaypOt4wAd6vcRK9zm1p5B2NgFOJ5t+8QZiZqxpI1vlzFEqx7zUwqcEovy7ZNzmvOyfU0HHosDh2srSWuNFbQCaseIIlrQelNPZGBn4YwYxrQUxESTHoI27bI2mL7k2JbO9dZS2I2zf9b0xRLzy7axpq90qBy/OxgIJsV0FA5004gOQlqehpAMbxTQMnZl6ePAgXIzsMysztl3736sxfyq7RBdykj8q0sZ6m37fbltN+C+7gBO9aUSTvBVACiFh3WFfUW8UCi3XH+PQJDV1XkgO4gpBoSpwNYyfrUhppbleazTfZ7eFJ/ArVu38Ef+yB/B1tYWsizD008/jU9+8pOnrnn++efxfd/3fZhMJhgMBvjmb/5mXL9+/c3Izjqt0zqt0zqt0zqt0zrdB0mBf93+3W/pa24JPz4+xrd8y7fg9/ye34N/+2//LXZ2dvDiiy9iYyMc+a5du4Zv/dZvxQ//8A/jwx/+MMbjMb7whS8gdewT/z3JW4KitAMfWN9LdZxSAOXwBgsStiuQSxwAunM1zBfciVcAwpkibRCOD5YBWQdkGaxT1ZSTqqGKg0WpHRmMkwqlcwPZ0+/pBmfGILu+xOrBYLkcv3Bi79/KybXEjEbnJM55E9hRwCy7RXbgXFCFwvQFF/lSNyievQAAyG4siEuaN5qscYPbQHbLWv3jpzeRHjgFx6FAenuBZmzbKJl1KB5w7v1lRxbw/H/7GJb/d/u5OpdheCdAHAyz13MVLCnxvIOKObIb9p1pJAjGUe5EGH/ZmlvFskJ9bkxt5a1uhgHjz1tfpc4TRMfW4nfm0xMkJ20Icrq7gspdlPnxiuAL4vyIgj+HryxgeGiP1VX7vmjRQY6dxS+VEDUo0C37/AGpWUIpNBPrAon3VigeGLt6Z0iO7PXNRkwuZtYZpPs2v+X5HFoGOICsQYF5g+cPqG9Gu2McP+KgSguFeM/BdYoas2ctBGnyUkXtKRYN5k+MMfmiteoXl0cUIBiVhtQw5fV96MT2jeSwCep4DGQNNpIhO/BQBIWVU46TpQ0c9Va+agMY3HOsOPsdWVrj2wuodEplF6UPTDLUl5O7S0QOYqTyCIMer3U87zD6DSuB2YweJs9GfFiicfAtUf//2fvTYNuSqzwU/bKZ7ep3d/bZp60qqVp1ZUlIlHkS2DKEDAbsdwWOIECgIDAXhxUgh8IIGxscRkLGASIIQkIElhsZ/DA8CfFsY0LXxjKWZbUlVCqp2lPn1Gn22f1qZ5uZ70dmjlwbdLHglnDJXhlRUWuvM9ecObMdOcY3vk8DxicRMvSv2Pbl85q45fPdCqxVULn34nJKdC5vdZAe2PcVswr1hmNEuTFFveWSh9da8NLBkdYlADuu2kxAlMDg6Yr6GAbgDYMGh04MyFfHGOqBQP+JGcFtMgPUQ5+wXEFLGyXZ/G8HVm3WNYUWDOWahy9oRE/Zd2eqRnYYki6jIiRm1utOSXY/qGqOvlgCxqBzzS5I6UZGMI5yLcfwCdt20e4E5WU3rg8XlETNlAwJejXQZvbt8k9fQ/kX7rDXj1sUWxHBUeITReH5dLeA6kaurRuM77XvO/rMIeZ3DW2/NQb5rmOwmDQw5+y7Zns2ghaNbV8tdnLk1+1caIYJSYLHY0aMJtUgKFCyjCG/Zd/PMAbu4Fe81jAXEqpjfmUMkzj38OUuulfsOlWvZxBOO6JzfYn15+YCME5pt9SIHctQuZlg+NgcrLbtO7ujR+OszSW6N11iZcQpSpcdKJr3yVgRLCI+5tSew88eYnzXBsEG53f00XnUqg+ffM02ep+znw8f2qa1hRQzmYU0eDhSctJiccazZDGkRw3m20Gl1Xt9ZWHQ+shrodG/ZttqsSGQOLiEFsDsvEta/GKD6SUXQS1scmx2GFhJZmftjdNjjb4bi5OLMWKHzJOVoURFz9AC2CjTwUusPTB6rEE18joHNmrMnTZIuZlQJHF2VqJ7w4f2oqAeu1DEvd671lD0mbfWA27rrlFupUtRC06QDi0CU1Dd5cjd+mdkiEgxBYL38NSEaBZsNEM4kojOrRrlKFDZDJ52bSrDvqcSYHDFPvz4hckp1cto5vbcW+IUEcAptpxhRJG2/jN/FJKzKs+v8pwb4e985ztx4cIFvO9976Pv7rjjjlPX/N2/+3fxl//yX8Y//sf/mL676667/kTP8YsNYwZSuA27X6MhQYoQZq3WDGVsz88BUGHzVzHA3A6oNhrEkWME6ILiBOW6gXKbkJwFAQIwoHb2tE4Mctmg3HJ1OeE0EZZn5OyuXjDo1ySMtMbcfEuSWA9XDMxtgDrntGjUfQG+JjG+y1Zs7QsSbXfTvQcn46wZZRSWE1XIri5HHCayzxMlaFFmGpi9cEi0aW0eEdbdY8ABYPadr0b3/2NZUw7+z4docWBtnzYRLYJ4wtoXDHhrSPyEaUPMEypmWFywGxpvMwrN2ueHUPL0gY3QV0lgT+hfZURv1+ZdYspgZ1IKURthaa8AYHJ3D9ltLxsfhn3TFZhe9vhcgWpkseAAMHvoIo2zaK6pjvM7ByT+lG5NUQ+8sIIg+krecNSDILajMiDfs7+fnWVoncjI/L4NtEnYKFOXU9B0BLQTrFFRj5gbdJRQGJkNYsiFxuKiHYTFukA8Ze4zR+eGq++D5yi8WfWzwKCgDU7udQbG7RbRPNBieohBMpbQS3AAnYD+rRpEZDyKekh9oBJGm6QRIHz57AWDwOBTaFQ9jtwZIoszMarhnQCAch0QtRtPshtgBhlD7vpQx4zG0uIFfUwv+GenqLsBn8kVMHzMDoL4TAPDbd8evWSAnjMKyp0ebfIsajC7bNtdpDWF8IstieklKzqiP+ZemgGqq5CwBirXp5hQmpzh+IHeKQo8j/cvtiSF4Pe+bhMwIMOr7jBkB/bzYitCte6YYbYDVAIMhAk3EUfp6l6sM3pemyWWsq0NIjee0rHNgMmd7mBzPsV82/4o34tOiSn5MLjhoBD69NWXgkEykCjXGFG5LbYlGSXzM0t0r01CRuL+127QuhHNAxa62IpormlpBZ48+xJXBnWvS+/OlBPCkZbJBLDtXfd9DhBwco89THRv1Jg59qImZ9YIc4bX7IVDgoDNzjHoyD5vsREE2WC6BD9osw7BMBaXIsSTJWzxCztU//RIYXYhCOwQVaUJxlzV5/S5HMpwgFhi3zh85Tqq7RaHDw5dexlMHrQ4tmrAMb/Prv11nwXDkFhArFCThyv2ynBAE7XBfDuinJ7jewNUpM2BbN/VxQDxce36MyNqvnKNESyn2JLo7Lq94qyALAzRIqqIEaynUpyEcbQMGGlUhoSgNAcxmi1GgQaxzTlqv/7EQDLm1G+iAXrXvZS7wPjOIKLm1wBwRpCe5XGW3zbEgtMsGOKZITYhlTA0Tkhq9ESD6YXEPQMkVV8NJOHGuTIEkfWHLsBCv+p1BfaUZ6cK8KRqJDE779bZ48Am1GZYElQDwZ5UhgDFSqxBzpzHqx6BGLu0ZGSXJMd4Xhb9PBUR+sPlIx/5CH7mZ34Gn/rUp3Dr1i184AMfwLd/+7d/yWt/8Ad/EL/0S7+En/u5n8MP//APf9nPeM598x/60Ifwile8Am94wxuwtbWFBx98EL/8y79M/661xr/9t/8Wd999N77pm74JW1tbeNWrXoUPfvCDz3VVVmVVVmVVVmVVVmVVVmVV/sRlPp/jpS99KX7xF3/xj73uAx/4AD72sY9hZ+dPDsJ/zj3hTz/9NN797nfjLW95C37sx34Mn/jEJ/DmN78ZcRzjjW98I/b29jCbzfDTP/3T+Ef/6B/hne98J37nd34Hf+2v/TX8p//0n/Da1772y3qO53auxgma1Im7tBzprhdkAZ2kVcKQ77lkDCFw0hV0MuYKMO5UJvYjeKXltVsgb4gog3Ts4BmNxiVAJMdA6kJvxRmOaycjSCdjL2pQ+M7zhBvOwFXwKnJlUDri/rVH55i7cGx80gY+ZcGIGSCaK6iEo3s9JOpQ0mZhyFtVbMZ0qhZFgKMUazHxSE/ubdG94RL8uL1OzkPbpbd9ODdDdtN+Ls9mOPg/HwIAbLz7ozj8G/azjhiccwqyNFj7gktu7QgrSOD5vAcC/acL1ycChfPEi9ogcowU0wsCwnl1dGXIuxiftIEn/P4Y8UQR84SRjJJPmTYw3Hl9OxyzC64/Hw2h2TZjyHeth6fYiLH2hRDaZ0qgGoZ6eQYElQSmAF5rrP+BddkcvSolr4UsNQZP2XdvuoI8E9lBg7onySM2fFrh4EUh+c+LExWbEtPL9qLe9SXmiEojGQeGBOIrT9gp/vTsSEF4/vKUkzcuPWwpAS7fD+Oh7nKCOOiYY3rehcRnmgQieGvsPT3DyUnwgvWuh4RC1hqofvDC+XeXhSKhoXjS0mfDrWfH/x3NdUjw4kFASS5UEJVqQqKuFgxH96WuHi0yx17UdDg6eypI2h8rFNsO0sEXqFzibH57aY5xhs4NCx9gJwlSx2tu9hLqg961Ck0ntdGQJScOc0xJYh7qxjTQua3AGk0eP5VyEukQtYEoHWxoYZAcBV7z9Njg8EX2nju/XxMvdbanKboli8CU0iYMo89ad1f7NWsUwWq6HPleC+2S/OZbAqnj8BZVENqKZhqbD9v3rQdRYMmQQMcx6rQ5h556aJ/C9IKF1XT2WgwfV5i7pN/kRFNCZDLWlADHDIgxqR5IggC0GSfoWme3pe+bnm2vZe7q7MATKjNIF5JvepKiANEi8G7HU0b8z4utCJ1bTh9gFGH/pTFFGtITjXzXLpT5LgiClR9ojD3LzFGLzLN3MGB6ISSve95tIxjalBO3c90XSJ2XOZo2WJx1JABZ4AMXdeArNyL0R71msP55+zymDOI9iXzPc+NzJA5axZSkhOd8TxPbji+GWW/z6DEL4yk3EuISbzKGzu026E8cAf1nHVRpKFANfRSMYe/PWTd195Ym5pDREy1BlVTMcHSP7YPhUxp1j5HcvJHA1qftOlkNo8CdPtWURKglg3brSX7bQDrBmcGVFrx1fPCjiMYC08Ym7LrXHTw2xfW/2He/0Vj7ou3rG/+vhOrLNCdvPXnHAdx+hcQdH3RQvvMdZLdLNB276cuFAXPRx2oY0XzrX1M4eaF9343PlKiGObX32hds5Q9flKB/zTFQFcDaZ0JUfr6TWGEe2H1hcsklsAfnOfI9Q1HFs/+twPSSbVBzyKjP2xwo1yJw315PGFofOjcq9K7Zzyd3f3V4nJ+v5fWvfz1e//rX/7HX3LhxA3/rb/0t/If/8B/wzd/8zX/iZzznRrjWGq94xSvw9re/HQDw4IMP4pFHHsF73vMevPGNb4TWdjR/27d9G37kR34EAPCyl70MH/3oR/Ge97znSxrhVVWhqqpT37F5Cy4k+ptzKGfkLsYZqg17f1Fy1C6C2ebA5GLAVfNRDVE76q9thpG0C5DKDKKOXfAWOzHa3G3+FUPkNqH5NiPcedMFjIey5BpbvSmuRharohJGixm4DzVaeAaFsBrQ5nJ8Xx5U8BqJ5WgNiajMHLLFrSOiNpBzD0oDZffHhSL4gY4EhfLAATiDLTqSpOioUqfqxsJ9fSg4O1LEgtK91dJGd/g3HsL6L33UtsM3vZJ+2+ScIAf5gYLKOGHlOjdqCoO3CaPs97YbWDOGTzYhFNflGDwdMMu+TYZPWCycP8Dktxt6fpsFkZHJJYFqzVFpnSjCEzNlDQ7AtmftNrDmgg3H+/aOZzpgvKsQJuatwfQO+x5ynyNyVG7lukTTCcww3Zu2TrM1iexI08GvGnIKe0IZgvJEc43kyP2DCYaWfVfbh93dlox50RjMzkVkLNVdDs8kVvUZbawqCeHJ7BBERdjmDHzPGQLcIHfpBclxg+O77fyoexzdG01g2xla2jQA6F4rMLuYUTt6yIHhgaJrckeG1BkrTUfQRsyVNbT9u6uEEWxFVIHtQcccdepD0ezU77MDTc/24zI9bNF0RYBgbUjaeNtGEKNO2xFkhHSv1zi+273HeoFq5PJF1msYbtthfjZGZ1fZ3yzDLLkBZwY6U6eoxE7ulEiPg6KoEUD/ilfEjSlMn+01mJ2LqE/bJKwvxVaE2EGKDh8IWPxinRPeNT3W2H+VxXTzxpBxxLSFu3lDLz3R1D/zCwY9lwNvODC57GhOJ5raSpZBPbDNGRnLohGn5vr4Lh7wvcUS9IJZeIrtT4NiMzDq+GJFiuznaiQIi9y/qu2YHwXavmLD58sAeiMc5LwISrHByeiqewBv3dqw29DBSyUM6ZGheRzNGWqHWy/XGAkdTS8Kwie3uaCcgmYgkUwcBC5lNHbrnj3M0oFUGYIQTi9EhEGXRRCA0TKsJ7I0NBbZWoGpc8YMrir0roLo+UQNlI71oljn6N70cJal9cQXz0y1FViKypF73sKKJPn2VantS8BSZqrEPa8xyI48lNLAd/zkorQ5UwCGT2paD5oOg4oCJrzqc0zPuYPyDU2CS4t1gdZBPUQFZEs0er5NmiwiyNbaF3TYvwEMn26JfnDva/o0HufbHIbb9qnXNMx1z1YCVO5d89sBNpYeAbdfbffr7i2Fo/s7KDb82s9I1VgWnNaw6Y7E4Gnbn0cv6gT2ow6wOOtyPk7CuAYHZuct8wsAdG+0WGx59i0RlE5ZcLrMzjGc/a92b7z9ioyYqvwaDgDx2OWdrbu27zGMHnfteyYhJ+XosecnJvz5mCD5pylaa3z3d3833vrWt+KBBx74U93jOW+Js2fP4v777z/13X333UfMJxsbG5BS/rHX/OHyjne8A4PB4NR/tz/94ee66quyKquyKquyKquyKqvyv2ipqgqTyeTUf3/Yyfvllne+852QUuLNb37zn7o+z7kn/M//+T+Pxx577NR3jz/+OC5dugQAiOMYr3zlK//Ya/5wedvb3oa3vOUtp757zd/+JSsn3wq0rSfoDTmQySRc2/SBzm6QY1aFpNBcchzgKMzYRE8AkDOAOT5w3gaZ4mhmEE28xwN06l/sOEhL6UN5Brz5Q6EgY5A9c4L40ImHDGOkTtAFpkNJSslRDTH3NCuMPJeqGyE+LlEN7JE4PmkQX3VH7EhCzqzrX94eQ79oC4Dl81aOnaLciJF/9oZ9xgOXKOmm2kiQ3JwgXrcvnN2uIAvnVR834K0L014Zg7XWBaIjZj3gAKL/8AnEb7CsKbJQAUZRKsT7C7CFHeB6kKPnQozVKIJwHuR4d4LasaOU6zF6V+zRP9rOkVw5oObT6y4BcSuCqDT6T1kXjJiVgPNYJwDUyLoZB09zGOaZOSYk6BMfJajXrYemc3OK5sERAKB3tcJ8J8XgEZsdqbOEjqn80SswX3efvdfNCQyz9W17AulNl/g3jlGtW2+IijmyW7Z+TGcwnKF71bF5tBkaF7bPH7kJM7Lv1Q4zRHMnF391Bl66MTCdQ6UX7fdPnwDeQy4YtBgiu2ZdkXLRJQYZsD7yJ917pDGYsWMjPq5DAtmhJBYTXrcotxyHtjYEU4lmCvG4hnT83E0nI6lllUsSm8ge24O514655Kgk+Mro0SkaJ4oT35xSe7JWo37lJrLbjq2kbMELOx7S7RFSJ/ucPn2IdsuPOY74lp3Y9c6AWDLErIK+03q0ksMSvEkIomPv7dgpJjGS23Zs8Y0MmWP34VWDvpOnPzyJ0X3CwjvMdESJYtl+i/GdMfrP1KfZUSqOmUrA6uDPYMpg+GSDeNzQXDCSEzSk/8UTTC/YuSYqhe4NQLnxoAWDkdbrN/jCCY7vHtrPV4LwTmc3eN2ZRmCEMKAE0+GjE7TdGPFti8mbPLBO3Pi982vof9FlACsD3G3Hf/exI4xfZF1r2YGitbR7syWIVvexI3Cnhc1bA5VE6N6w41TFPLB8TBRJ2EeTGkzbsZUeteQVZzpEe7JnSyx2XNidM6RHNSWkTS8k6F21HaETQYJjolJoHQtO3YvRuWnbYX42Qu+Km3uthpza+ulUYH4+RcdBE+OjsPGKKkP3aTu22mxA33efnGBx2UUCn54Qo44WDNlNO5Ym9wzQeWYKVjpIx8UBsqdt+0Z3rlG/GR6iIZM7UmJ24SpIqY9vpBhctfVLjhocPiCw/d9dxDLhyGityZDe8JvcMCTJ+7GpgXogKHk9mrQk5OTZPrq3XFQoFRS9bNMllpkm6AW0GT8lIpS46EdUaBKv08KOCT/mswMVmL0MiHhALgx8iEiWBsWm338Zebi1ALLbLurVaBoLbcog5y2qvl1n+880mDh2FjA77gAgOomQOKEtWWry7qdHLWqXmC/noMhGPGnBW4F64KIApSHBpXiqCKbFW0PsRZ1bLUrHHy4XIRLIawufBADDBHQEgqAsw2GiaYtk7FnQDK1Z0XQZphfajSkGWfrId2SZvRax+zcQPIppg2LD70PPTziK/p+omPmOd7wDP/mTP3nqu3/wD/4BfuInfuJPdJ9PfepT+Pmf/3l8+tOfBmN/+nZ+zo3wH/mRH8FDDz2Et7/97fiO7/gOfPzjH8d73/tevPe976Vr3vrWt+I7v/M78ZrXvAbf8A3fgN/5nd/Bb//2b+P3fu/3vuQ9kyRBkiSnv6sEAIPydg4+sIusOIgQOwM5OwgY0/4VEKNEMmFgLEyGaA7sH9tFtnONY+4oqLoTQN9y9GsTkLgKV8DGZx3c4XIIzcqCYXfSJ/WveKJgmMdYO6yr4JjdPaLQYzwLzBai1DTZqrUYxhlzotIBS1oZsGGE2oVdxXqE2QWbCJDtt7TYi35MzBHl2YxC89l+jfJeG+NTGUgtLt0vUZ4fUDi12EoozFatxSTEY9ggwAciBLz2G16Nzr9xrCk/+BA6tz0eTmH6gj4tjEYEDLsRDOVZexiJOhGJENRdhvnFDrXJ+JUuJmlAmMumwyAXDSke6kRQyDket5hesu+VHQSgXXm+CzltwvWuTdt8gMKxuXRuckRzYPziNddvCNCDiy8i7Pb0nlEw8rRlvAFOq80lJ4ooEUWpMb4jBnPgx3LIw+HtxTu0eMeHCxRO+Kfa7oC7mO387CaFcqf3jALeeqEgSo3igjUamq5AseWoGkuN45db9oTkqEVFFGgIY2MjQpMHVToThf73ohnVkCMaSdpYy3Vg89POYLgjMLWMX3GW5lQzSAgbLAtN46863wd3ojhNTyKaaaLw07FAc84dApYgV9MXb1EORTJWaPrr1MZwB6xYMMLuj1/YRf+pBYrtlJ7vGQVggHbk8bkC0/NuI79akfFiEo3pPdYoNbEm7jbDnajJ8mLLLDtKzmsYETZXwxmKDYk2D6JZ8SQoFk4uraH3rK3v8d1WvIaw4wlQ2G7D4csGgYViXdABpu6IYNCUhmBOKgq5K+N7evbZL3CGLWMoHrLjutwAdl9r2zGah98XaxsB65tYrDEALDYTCs0D6yQ8wpRlpzh5ga0kr4OSZzXkNGb5VkSMSaIWlJ9gGCfsft3LydFhOAMzSRhPHYbGwccsVV4QqWmXaC7Hd8XUV8f3OWxvYcgQnZ+x47hyBlWaB2hRNeSYvsAJPE01ju71TDKDAG0aDk5hr4utof1+xCDqXhC2OVQ4foXtxCYPUBHeGNQ9D/NipOxr28Ktq5mm8b7YSFEPAz642BBoM8fgssnR6Y7c84PhvHz4lIUmyB4M6JCyOBMhvV1ifLedb9UaSOkZDKg8XGcmaLwbEQzkxSaDWHIckvLnsbZiSK4u3SfHKDbtmIsWmuBGKmFY/5x3PgGzHdtXWoZ50PYYMRN1npmiedHQ1cM6cPx7luthbTICtK4nJyC2nM71CtML3vBuiZrRQmo8ZCVGZ7dFvufzZZhlSAOQHQZ1UdNZgqMxdorVy9e96jNERcivEhWQHYZcHZ9HZgSz8Bj32a+NhnESYjIC1O4WIuPHmEabC2I/0VEQaiu2IoIL+by4VQnlSzl1/7B9+eWU//Jf/gv29vZw8eJF+k4phb/9t/823vWud+GZZ575su7znBvhr3zlK/GBD3wAb3vb2/AP/+E/xB133IF3vetd+K7v+i665q/+1b+K97znPXjHO96BN7/5zbjnnnvwm7/5m/i6r/u657o6q7Iqq7Iqq7Iqq7Iqq/I8KWo5u/3PuHwpp+6fpnz3d383Xve615367pu+6Zvw3d/93fi+7/u+L/s+XxHZ+m/5lm/Bt3zLt/yx17zpTW/Cm970pj/1M3ySyfDiGEo5r91lhcWJ9TSIMrxauRkYM2bnGVik0DiIRt1j6HZtrOjkXon+hj2hLw6GKHecB/e6IJ7wYp1h9qD3cIIgJ9W6wv0b+3j4BS57wgSZYCOXQlCz4J1tOpyS0cq1kLQmGkOhSh3zJWlxhmy3QLHeoXv4EJRKAids2gbvFlOMPKdH92fo3nT4AR1YWmY7HfSuN+hesyHf6aWURF/yvQbJJCTD+QQtWRpK5pGFwsEPOtaU93wUx9/3ta5OqeON9RiEIL1c9yx7A2A9s7Lw7yHJ07DYCuILzBjyVs63JWYXc/Ig65hRu6qU02/KtcBIYjjQ9jy/cEjwS45byNIlWA0kmk7gtdaSkThC05UU9lz/3JwSEqOtAlyl9Az/vNk5icy9dzmystS+vXhrML7Lt29gbTm5f0BCUHVPEMd5tteg2PLiOeF6IxhmZyX6Vx0cIGEkw7zYFBSRAAL7wuJsSt5SURli8KmHQY6ct1ZEA7A8yyriqJxEPHRgiABA3q38pKVQ6fRCQgnHdU+QdzU5bilioQVD0w2sNk1PUMTk+IUC8VS6d68gF84rFPGQ8GRCMhnTMcaX7PWDKw3Gd+cYPG7hCNM7wziJRgUq5wnnrUE0d0lVqaBEOhhNUDUYUNsutiPUPZsk571fvAa2Pirwr3svx/qnBYl7MGPnCm80Evfdstc2WhgcvNTWffu/t2CtIUn6aB5kytNjTTzA0RIjiopC/4jSBAn7fvAeGs7QudkSzKXpcAiXxNhmHOmRiwweKxKQMSxw9Bdx8GhGC0NjIzlqSGwkPVI2UuLaMZ4GL67vS8BCJNrMVwyUqOh50wHH4OO8mOWQQc4V/Z1MgpS7h5IANjJBbCNNuFfdY8g9s0tH0Bjr3moxPyOovbL9mqAJog7c1YtNQcxYnc+3mHnWlL0W04v289ZHDlA4QTMY641Njx3Urh9gIMkksJDwFkFsinHqw3isKPkyOeDET93ZU5heFuQJX/bqpyeBNUt0A1QkNDow25HkRa17HMVll9yqQV5wwI5Xv5/qKPSLShh5wot1BlF7CAnQuPapBoKSKXVkEy6pHbfWiCmlWBdL9wVuv8reIJqB5puKQFESXoMYt45eNlySvLdrh4ffaAmqF7UxbLTHs9pMXpAjntrrx3dlFL2bXhJIboSGK9cEpo63u3vD0DObLqdIUJuBogBNzojfv9hgaBx/eNNhtC7yFmhzg9lZBz/cB+Y7Hn4TY3bOfW4B4X7fZrZ/fV95Hv96CBLqG1/mGD2uMD9v68JUSAzljcH/RBv3f6kym83w5JNP0t9XrlzBww8/jLW1NVy8eBHr6+unro+iCNvb27jnnnu+7Gd8RYzwP4viKcz2b/WJJkzOOfou0zrfN7TYTxcCvWftCpAdCtzsJ8QuoCXDtLCbSv/RCFMHLdh6xlCoPJqDjNKNP6jAjDtFGcvmAQB1P8Lnt7bRuWbrMrjaWiolAKwNM0KlnDaqZQgJUXDBGt6eVYFXmmiIdMygU4HhUw4fKTlKxxqQLv1exUG0I9stUTu2h86uInaI8hyQfNR+lgsO3mjMnTBP71pFsAZRKjAXJz4txNMGURwOMviOv+9rMXrff7PP+NavgeEssLBkkp4fzVgQllAh5Mp0EB0QlSYDgVcaDIF9o/NsgdYxG/BGE8RCLhQtRqIylFEeLdHjMQ7azFTKsfZF255NT4I3nNhZjGAUEldJMFzqQYzus/Y3tw5SOhwkc0WqhNFUkgGf3VBoRkmAw8Qc9cDttMaAmYA9XFywn898IlAP6oQTzVrTlYgmnvWEI54bOsAMHqsI4pPvKxQOr5gdKeqrzs2aMLKzyx3E7l6iVJifdwIj3BDF2+xcjGyvRfeaPahq6ertSn7bYx+B2Xk3fp6tqD/SowZNz+EelUFy1FBbVwNJ8IXsdoVy07N0gOrVZoHpRE4bOkjxWmPmqPE6Nyvke87Y7Apkey3BUbK9huZIswhUY6wJlIrJiSGhovRWhGhiJ1x6I8H4Tnv96LES5TBFPAm0gzoG9r9G47vv/yTev/d10P8mtAtvjIXkLG2Gfk6ryOI+AXtIUdGS+A4Dim13ALoZ5rE3kuy9g3iOLE04pCMwLBhuhVS8wVkNGLFYaBkMfYwE/V6ljISYwAO+uMkYGUr1QBLrFNM2NF+su3Eq+RK7RRCg4QrEBqMSRsJposIS04wkmIsRtu7eoFpsMmKGmfcFGbswhg4NtQQdBgwD0bUBgJx7OInA7DwjnLMsCWNjDxSOUYq3oDW3XJdE+1iuSTLG9h/aoDWkXGeIZyBj29cBsAdFT8cHFupYjRhaZ3TV3bDel1sKnRuOYnXAYWRg06oGYTy1CcC7Ho9sCApDh1RmIQukpGmAyK/9I47kRJEYUzQFOg4WUQ0CqxhvgfkZN0fGJhi4Q4bhk47yTxmM77AV7F+1hzJ/SE1PAiNUMlEEjUmPDVq3hSZjjRO3TqVH4SAjS42Jg5AkY00vVvct5IroFccapcvdYgoYPOWcNjohh1E60SSkM3yqprFR9w05LQxnEIWiw2KbMUSL0JfeXognBnNnULNpgO6ICujedFSfvUAHaVmRmMXBw9obyYn9t3y3QeFgp9EsYL+jechBy/bDoXPeCHI2pccchjMkLiXM51/4kjh4UbWGVfl/UD75yU/iG77hG+hvD2N54xvfiH/2z/7Zc/KMr1ojfFVWZVVWZVVWZVVWZVW+usr/zMTMP0n5+q//ehjz5dM8frk48OXyVWuE+xMzizW44/Zuowi1g6Fkh6CEwrpvJWYBYLHFoWONeOzEIzocQngPp0vGgg2zUZJIDvKAzHdi+qwSEJeuyoBep0QprBuh7gm6zns5mNKQC0UeciMZeTWbnkByZE/SrBUwDi4BE0LE0VzZRBbncew/tYB3aMlZA+1wTtFRhc4zDqLQiSkcawQjZoHsegKmnNe2bsFU8KgZyZAce0hGgADEkxZrX/C8qIIEFESpIAhOkqL81q+xffShjwMPvYxCsHI8R7XdcW3KkTsRIBiD2ENA4h4lhTZdiex26erOIafWPRXPEsi9MXRqj/nxjRPU54b2XQ7nSGPvFWKnpKU9Y0F9bkAeOJVwnLjktc5uC1GBvKIAyHvN2sDBLAuF0mWfs5Yh3bfvUY0SYkfRgiEee/aZFCoN3q5iMyKvpCgV4GAc8fVjpA/aRFu5CJlPKhM0fuVCQ7g+ZMoK73gmnWKnQ2IO9UAQ3Cea1GhyJ1NeKSgXQYiK4NWNb08hHVsNW9QYv9S2bTLWSI4rVGsuqXSNoXvdjycQjCM9qDFwEYV6PaWIgEqFZXQB0Kx3SGBJlBrDJwrq0/JMB+mBa69+QnAhOW+hsrBMiYVP+m2J0YS1gfs3mlpxHz73QjEGg8/afr/1dSN0P2dDZeWdG+QFS25NUJ6zmUz1UFMCZLWusf4I6D2YtmOD+UXZAKxhlh3lD63TRljYxfJe07ti22d2MQ9iPTMFIRnim15kR1Dysyw0hb7jiUHXJdY1XUFsGvK4RHGx654Z1ixZGIgm8JR3brYk116uSQqjx1NNURIxNejccCI3Z+PAj93hFI2Ipy36zzpP52GN8R0JcX9nBy261936kHOK5FjGjMCF78W85KyBdtGpthPkz+ueROfqFHPHSrL2RU3vEU8ZMSHpSGD4pGM+iTkJ98AYJBO/zs3QDJ0I2sz2p486JMctjIvYFOuCoj/VUIC33gMc1uv0qLXPd+/n9xBRGTvu3NxL9iuUjp+bFxqJY8rgTUgSTk9CMrEVrnJwySNB3O7JRIFXErHzfua3Korm6a0Inet23ZlfyJC5KJ2PfLDWoHO9QLVh65E/fUIJ3NmhQXJQwQi77hWbgqAtMDYSBQD9x8bIb9nfF1sJQYx4I7HY8p7lCoOn3f40s4w6vq+iuSLtCtYYDL9gQxCLCzlB7ZLDCk3HaS4UAXJYd4PXv/vFQzR/bgMA0Nk16D0xRjO0dS83YkpyZhoBujMLYlPJfok261C75C6q2L3usDKwIlSiUpCFi9o1hkgE+k8taD+en0vRv+rGb6ERzV1iZxIm+uDpBtHMzc+tHOU60L1p69h58hgnL7UQBlG2ELXzhC80rUezHYnNj1rRhoOv3SSCAaYtCxUAFBs76F2ZYXHGrlvVkGH9905sXXoJFpuOa/6pP4xTWpXnW/mqNcILJ9gg4hqMO/x0qiiruOqHEKrKQBnqKgFMZFCNXPZ7B+hldnM8GHXAvfqmjEisxzAGlfrQqiEifLkIGDSVGsRCYTK0f+tdhMxp/z9tIBYtukd28Vxc7IG5BZ43Bo0LtedPHMLkjvkjlUicuqPOYxjBCffZ9KMlXDQnykFetSh37Mac3C5Cdv8oRv6MhxXkRE+nUgmxaOi+KhVk7DBjCCOtYk4bTTwOeNN4f0HMArIw9Dw89DLgow+Dv/xFtq2HKRl6ouIEWRCLBsYxBURThXjPxuq1GJBRKQ9n0H238K4xqM0+HSj0IEd0YBd4nSWBjWMoTmFkoQJLiz80RIdzFFsug3/SoBpJRBNnDK4ltElHRwVMEgz61BkeJg7Pi2bhPeY7CVFLkoE486JQAvOzztCaN1COZq05N6IwotybQPcd9EMbMAfpSI4r8JnjzetndGCx91JIrrkb3L2B+KRyzwsMAn6zB4BoXEO7d9J5jNZtmEJy2hB4bcAaRXWX8wjlur1Z73pLoXYxb6Dc7+W8gVg07vcCquc22WkFIxxLy8kcx6/cQv8JRxs5rtE42jEtGUFsosM5ZOrotvII8bOWDqDd6NHGyFQIu3NlYSDeKOa1gXLQHz6sAcdYoxOO5MTBg7opRBU2K+HoGJmO0DiMaravwFWEui/D+IbNuWi1wLK6FlMG+c0KRvAg5pEJOkzEE4X2Lk7v6lUQAatc69k/uk9PsPfykf2+NqiGDn5zvaB+awcJYvcerAmqeclJa9kW3IGhOJMQHaQsJc1p3mho4ep10tDhMjluyaDpPRNoTnmt6WDMlEE8Ncj2ncIoZ6jWQr6AhxTxStGhV0cMbSrDZ7deZ7dLeicflvd9Wo0Ewe14ocCUOzwdlTR36p6gnJZyI6Y20VkM6Q6pzFjqNj+2mQl9HceM2JdUIskhkRzWJOwVn9Soh459qDBI9h2M7XIHctESppe1Gp1n7BrWDFNUaw6rqzg6jv7y+MH1oOIcCaIzVVmXoIltziGqkEdjcw1sm3jlYcBi2z0zBuiAaFBtJIimbs3pZ0RfyVuADWM6yMXTcHgDA727jiWqdefYmWs6xLXpEpWgDOJsfnwSZCYX4RAqGOq1kAznRYt4HZGoHTNAdBwcRplT7S0uDWk+Nx0LY6wdZWa+W+H4HudgqEF5KUZENObq9ZTw6Jahy8NXQfuLqBQMZwTzSougQmoko72ZKWCxad+zuxsgpzoOTCk64RBO5dQI+5+nOIw3u4Q157Ui6E8yZuRsYxqozzga4qkh+CoYoEf2MOGZX0j4T4HW1ui4QDxze+Xo+elx/p+ZmPl8K8/PHlqVVVmVVVmVVVmVVVmVVflfuHzVesK9R5ZxDe3FehaBDSM7MoHJYxYyyaMZt1LTRKzPoIwPYXGoNXffpShONAW48vAQQzLNWga5bFFyCK7JkxnNNEz/9BnHcAYxr9H2XQLaSUNiGtW5PnnY2s0exMx6rfi8gnGeQDAGuT9F6hPYTiow5w3m+8dQ523Ijh9OYXZsJhSvGhiXYNp7tgI7srFGOV8Hn1hPjsq64Nf3kDiO6nR3jtLBRrLrUxQXrZc7e3aK2Z32M1eGuFPZoqJQpUo5JWLCGPCXvwj6UzamH991B/TQ3rdaT5EeuJjk9dvQ91iuzXogEY2dR7bSkPsuNtq23omJ7vUMrGzBvQz94RgQziNb1JDO48iUwXzbefaun1Cmf/LMEarL1vstJkt9WCkkJ7bNASv8w2rngZsuUJyx7Zs9eYBmZ2i/LziJxsAY1GuuDQ8ayOsHrn23Lc/51LY3H0RIj5wn6NYheMcJgHQTqMT+3kQS/OqufY+dTURz54kpW7DShTpPZpg/eB6dpy3EQsoNiqAwZUg8JD5ZQMW2vsnVY2qrertPEQE+KaCdEAkYIw8R08b+3QTvYeJD361BeuRC8nvHaF94xj5vdwYTh6VFufFOfQnAxJH1prk+FbOKxnzdH5Innc0rmMTBZ/Zn9HvWaiQHrj2fvA45eoF99lGJSPIgcNWRBHkwRzF0x3qIoknIZhS7x1CXNtz7MsjjuXvXjCJdomzBWqB7ZWrhL/Qi7v/LX3GGthdBLBQJ9DBtiAtflBrCBTOScYs2E+QpM5yhcd3QjMLzwRhJfc8uheTYaBagOIYz+sxbbSNazjOoZRAA0dESRK4NPO72GS68nnNiXio3E0paHP3BGNO77RogKssLXa67+doERolkooMHt+UkatK51RBPMzMhUqUTQXLeAMDrnKITPuoJeH55B5NJZZCO73Nwh/+rBhzJ2LV7oymqoqMEbcYoWpUcVFDOK284o4TleBqRd1fHQWRJJwL1wCdDami3zjQdBqY0dGT/rjZSK1gFG630sAatGMrzFhLS5JzeV9RAe8HRjbDAdR1PFAwXNEcXZxJkexX1SeoiEvUgooiL9y8azuw4dH0uGCMPd5szRFOQAFObBk+tlgzGoTS8yBZgIVDeq910GTEB8TrAmWRloCIWIhmVhoq9xgSg08DU42EzBLuEZVo6PQ88JIguQZMzNMOMoqh1PyKYoI5A3OtGWMikbccWjdPW6FyvUW65BPQElITPWwOmAwtQmwcPfz2KaSyrlFE0wnBQ37YpaJyomFGERktXLzeEbeTAvYwG4hnoXsuRcx8VqruMmH90BOjUkxHY/vE6AqIGGsdaxHRMCbHezlmV5295zo3wy5cv4+rVq3/k+x/6oR/CW9/6Vtxxxx1f8ne//uu/jje84Q1f9nNip3TFGGC0px04HRL24iNGhJAeGABjYQ8AUPU5itobbeFehgVDnBlAuOifSoIgho7tpLR/AMqxBfiKfancAyMYhf3logVKn1EtEbvQYdOP6T5Ma7Q9r4plwLOYYDa8aGAiV5k8o+v4IiW8oc5jWhwAQJ8ZufsCJvMLBQdGA8LrggexAFs3x3QRiSDiMxDoOKU8PciDSAQDhd3leI52mCK+y/Z5+9QVqL/4cvuOPYmscCv5xhqFUZk2UB0PPwh10MMeGcQer666zrg7MDADG9djjSKj2LCAkUTTwmRuxeIgyjPVz2ghrUYJeA0y+gxj4M6Q1b08tEkkKSwNbqhe7SA9pY5n1qyx0nbsBubr22bBSDRrfeiOw48u6mCU9FNwWOygTqIQ6swjwLPKxBHqHkcndfftxYAbA3VfIj5xG6CJ6ABispjGjI44CUTAGERjT8ODACsotIVjZV68JIi4tDmnbH0z6BI8qF3rgDsjuhmlEA4frocdMoBUIiz23tWrWcsR7dkdyQhAubHJ+zmNBygDteGEnKY1tHTG3NZGwKbfaFCPepAOk2n40gFiaX0AgKbjaAHrBk3f9bkwUEN3KJIhT6IahQ3vDxcFdhoTzuyciRHYKrRgxAzU5hyO1RKs0dA9SWuNXavs53ogad1pckYKgJa5wcG0CkUKlIZZJhPA5lOAgURg4qkmaJUVHnKH1jrkfLSZIKhG3ee0gZfrkjZ1nQUDVRaWDpB5J0alqF5WTTOsO96g0nKp7nNFRpiFurk20faAVzt4gywMQd8MA+Gqm44gZ4yoA+WqjoOoSTKtafwYziDLgPUFwhrTdIJSaZuGA49KgpqkipeMR87oUGOfKehvrgyqNUdbKhhhvHmtqd1lGdhGZKkDrKtgRP+XnFgYJTFEtYaeUXc50j1Xx5jRqSpA4CyzkzdEo1kDML/vWAo7Yl+Kg9CYlmHN5I1G5Ggt5zsxscHAgMYveKCJZC2sfpbPt8k4zRnDg7MDBrSHAjbfwd4gHA61ADFb8UbTuAYs/MyvO9VIIJ55HDmj9zACtLaxJRXPthuBuXFtnIFs281B9Vj4m/ZyY2Fivt29mrCKOfXtMiOZpQh0eRaVfQ719bwB03Y8toM4wAQjUJ5GFTFav1QaE0xKC0ZQLFEbezjzps/S2qRSQX/7PIvnW/lqScz8syjPuRH+iU98AkqFjn/kkUfwl/7SX8Ib3vAGXLhwAbdu3Tp1/Xvf+178zM/8DF7/+tc/11VZlVVZlVVZlVVZlVVZlVV5Xpbn3Ajf3Nw89fdP//RP46677sJrX/taMMawvb196t8/8IEP4Du+4zvQ7Xb/RM/xSQzNSQLUzlPQMMSe5F4Zyy8KG870zAttnkJMBXTsGClmGpPGCzYA2rGr5Hsa5Ya/L5YkbBXKNe+hCWI5yYnE8SwncQ65UJClP1a7SjOGth8ysnnRorrLhsHzmws0Pmy/aCGmLoEySyjUzWsNE0vymkSDlBJG4jSizHLVTckzKEoBOO+1TgS08/K2OQg6oRMO3UnI49P0E/SesDFAIzmGD1sy0upcn8KA/acLTO60v++1OoRcZfD4VdsdyHlDEBT1F18O8X99CgDQffmLsLjbvnt6e0Gc7IstidSFXOPjmmAj0XGJZtPeZ/+lCbY+rSnJ08NwbAdFqDZcGytDHpvmwhrBCJjSyK5bGFC91QmCM8+cYHznJnTiwsxdSWFBXqsQkhxklPBkWIxmzXpO4xsnaAbunW4W5GnKbi1QnM3BS++dzUISbD8Dc577eqMD5jwmbR4hqr3HPyKIT7GdItt1iXHS8oerNesy8uF0AOA9SaF21uoQ4j6JCaZSDyQlW+V1D9M7nJe5MsSoE80aqFxSNCWaG9TuN6IyFBkxkUDpmBjSg4rk4cW8DREW4FRS42wnwui4oj4pLtlQfTnkyN1ZXWcRwVRMIiCPbQKb7iQUjeCNIq/X5N4RsoOaPNunEj77LZqNzD3PILtpPe/q3CbSXTvfeNWFOLJwFFF2Al/vjSkml9dQnu3AfJ4DxCRkEDF1Co7CtEF60J5ixAGzcuGAhW14z/liJ4GoDIXLgeA1E5XB/E77x/qjVnYdsF4w71mGkchv2vY5eWFgyWi6HLIw0M6DuNgStB5qGbzGzMggVZ9x4pZvO0C+6z24BtzNI50KapM24+jsKjSOs7nucoqaRYsAATSCoX/VzdWEEx94m0nycHZ3W0qKK0fMahO4Nqr6nLQDtGTE2qIjRjAXw4O8N8DIw744l1NCat0X9l7Oe9l2oyXmKitk5dtXLUmsk7cy5SjXXILd1BDsQpYG5XrgHOcqzB+jDbG2aBG8qHWPEUNI3Qtc7U1fk/hMNRKnPLJNJ0SeRG1oXNs2xqnCjHGc1J5RJwreY4K7hDXMe7O1YEv7gDylNeA/MwN0brh7DZbGj/O++jYaPFWjc8snIZpT3O2+qIhh5rQRkiOcioasfcGxnqUCqYsClSOOehhRmw6fKHD4Yrv+JmNNcCpRhfeM5orGBq8U1FJEyAv3tLlA9+kJFltDal+f/MhaQzAkURsc32Xf48wnF7QHGh7WtqbDkRx7+IrlnPfrfbGdUl/LcQ0V2UYTnBFMJTsyWOw4vYfbisYib0A2QrHOkB3GxGcvqyWmqv2KWF4O739+Io7VyhNO5SvaQ3Vd4/3vfz/e8pa3gDH2R/79U5/6FB5++GH84i/+4p/85m5hkkcSOnaL4SIIMTRdhtxlV6dHwVjgrYERQSjGCIZm4cJ0GoidIlW0UEhsIrsNdbrqx8c1uIOvpCeG8ImARHGSgvf8bzSFBpczz1UqgmhHJ0LpFAS705oWs/i4scY3AHCL7wQs5qzppjQpi62ENj2VcsSOCqteT2hzkgsZICRrEpn7XI8MtYGcNmiGCRn3KokAbhc21hqg5yb+ZghFq0SQ8VqNIrpX3eOIZgFXJyqOat1ubk1PouuYUvSnHoH69le5+mahPwuzZCwrzC5YSIdlqHEHrwFgIk4QiaYX0aanEk4iFLwFKd81XUlhvaYrEY+dURAtQXWSCPXQtquvvzckmIlo06o2M0jX7zpXaJzqHsyAoA/1WkJYVHlSoOlyJInHwoZQaz2IYGSgNTRusWbGoHGHpGoYERbULOEFdRSBNxq1a19PCwgAyVFN4jd8FNM4qdYSRLNA5eZFL+RaQuO06QQWnGIrIWU/X0fEPnwcQvLNhS4djHUULAKmNdrMwQEEC+HmRKDpMmJU4ZVC4eg+29RisAGg6cXgraMBjTlkEvD+XmVQVEEco8oZ2o4MxuC0IXrHztqUqMp4rdFcsp3AGoPshlPPYUBxx8i1D4Jx7ObyYmOJ8YFZ+ErEA62h/52cN2g7aTDCTYCZqCV4WDnkSI/DWmF42LB1xEiIrBwFiEQyNmSwthknASNZBeOcGUur6mEkTRbUfcGC2MmpPonCM3gT3pkrQ8Il5VpEba2lpe1ruqF//e+NYJAewhcHRgqLUw6NojzsY6lNRGWNXw+LUEkwcAj2htM0crwJ0KF4aogyrukyJIceM8ysyqY3eLuBFYQvqwxrQ+tGm/OlenBSgGSKEc1kucaR31ZkAOa3G1qr2oTTGGIq7AUqARnhhgdmFp1pEnOZ7dgcp3YJ4uaFp6wQWaCypLI03gxbarcoqNPGMw1R6wDT0qB1TkWCHBcqDrjoaNJSPep+OAiplFvRJliaPVEb8DawfPj6JEclyo0ufR85IT05V3SCYCaIzpUbS2rHLGCbDbNqxwTzWsKU111OtITxOOCwqS6w64aH6BiEcWeYPfB7yJcRwSgGQAc3myPjx1Y4xPE2sPoUKaP1S5SWRc3ft+lwOgz73/k+8VAw28bOOXK7QeOo3bIjQ9CkeApAG6TH9pnR3BBkRqWSHHLLDpBVeX6Wr6gR/sEPfhAnJyf43u/93i/577/yK7+C++67Dw899NBXshqrsiqrsiqrsiqrsiqr8jwoekVRSOUraoT/yq/8Cl7/+tdjZ2fnj/xbURT41V/9Vfz4j//4//A+VVWhqqpT37GiARcS7U4NLp33cRpBS+cpuMIwP+M4w4cMCydjXaxzqG5LnqdqwJD1XZb5MEI7skfTkzsi1DY6bpNV3CF1ckdG37cZoySLYgsYnZliccvCJ8q1iLhQzcddpTWQ3pyi2rYeAZVwDD5nGTTmL1wjrte2F9NnXjYwnle0UpCTik7y2e0KnWuOz7tRxEIRX5tDxbaSyXGQEG+6AvG+dWnF44T4sFUukVw9RjXccv/WonSJed1rC0zusm6h/uMzLC5YD3lxJsLwSdtuYt4EufS9lrxV+c0COuLEgpIVNUFQ1Le/CtkH/7v9/X13w+Q+eQrEOlAPMgwftu1jkgjMCdhsYQPRUUGcz9HBnBI7dRoj3Xfew+0c8YnzIlwbBw/7mR7xzCbHDaKFEzE524FhQH7LuvBY2YK1zuOdJag2nRT60ycoLrtBACsIAljBGe+9aXOO5LZt68WlPqK5Jg82jKHxlF0bo9l0HiJlAOM4tScVWOO4sk8kym3b7t2rczCXzGukxPj+Pkb/3bKolHdukAek7QrkN9x7GANPeSDnLbVVetQgdyIxvGqQHAZv5Pyi7XO50Ehvz0Oy7J0SkYsQxZMgZJJfXyDq+WRVILl2AgBotvsUiZEnBXQemH7yPQ3hIEU6FRh9zkKg2lcOoVxbJbcmUI4vnVeKxjKvFXrXHZvF/gyTe633ev2/7qK4ax35bkhy9jzc83GKcw52Ag4sHINQ7wsHKO6081bHhtgPVKYhSxdB2LJ9m99ug5fJAKLgmLXxaXYUwbDYyZCcNHStjjiJQFlYgx2XG5+dox7ES/LZNmLkS++KZ1wA+tdcAnDGkToY3DK3dzTXWGx4JqQGTBvyqnaWdAtUHKHrPYbHNRon3sSVQXrgPOydkIRtPY8ONvLMFJO7bQQhPWwxvRBTqD+/VSGeOK98oYipgrcax3fbtWn0eIXECWhFk/YUe4yPeKTHBtG0JTaZ3nVDbWc4ozFgJKPEs2XvqL2HHVed6y14ZT93n7VREz/+O89MScin6cQYftFGQ2aXOhQFzfYb1K4/4nELw/37aUrur3sc+a2SEu4BELOLqDQJ/IhSUTv2rzJq33jSovD87LsSTdf+dvhEhcV2QuM3KjjtC9VQove0E7853wlsYV43gNk6+ueltwvMHQOLj9K2jv/cyqT7qIeFQNi2WyC/5WCC2wnxwTd5gpMX2P7c+tgR6sHQ3rfQ0AlHfBISkBdbLqn/KEb/SbselmdSWjeYAda+oOizt83kQuPoXlu/zc8UFJ0UjUH3yhSpi85WazGRNDQdjuTQ7hHN/RLrnz9tM9iHMIpoyjIOY+FGiWotIWhVMtbI913Sb6MDHPBMgs0/sPetBhLdGw7u0wvaGtkho2T9eKYxPxf0AoaPjnH8Irt36EwimntmrhBtXGwKrD9s18LjFw/Ic95kDIPPOwhd1EO6V+DkLicy1mPY+rRnOwshgK1PBojiqjw/y1cMmHP16lV8+MMfxvd///d/yX//jd/4DSwWC3zP93zP//Be73jHOzAYDE79d+ML/9dzXeVVWZVVWZVVWZVVWZVVWZU/k/IV84S/733vw9bWFr75m7/5S/77r/zKr+Bbv/Vb/0gi55cqb3vb2/CWt7zl1Hd/4Yfeg1YwiEiTSJjlpLMf45k5hQnznhTeWjU97yHgDRBHzsPUMPDYXxeRSmY8Zmg8VlIZwgLqaInOqQW6SYVm6v82lOwSIi8GaLX1RsJ6x3zSZDxuyCvEK0Wc0lAGQoazEh8vAHjPqSZvKT84gUkd1/HRBKK03ipeNGCN90ZwsIMTAICcjyjhTccCOB4jmllKvGhaB77heYXkyHkhZiV469XJDFrnqYp3J4icF0hHfMlTaCzf83XLY42NNaTOO1yvZxD33W1f8QuPgz94v+2DXCA5sN7KiDOgdV6SsgJi541N3DNqd8qfzon7ms8WaC/YMSVnLbhLumW1Alw0Jb6hYCLr+ZQnBXDBeonT23NE8yHxp5tUBqqp4xmYU3xj8wWimcMWF4EbalnBjykDvm/dadEoRduRkO6+oieJ+5YdnCB2VI26l0NULnGwbqnd2PkzRDkJrSmRkx1NkOx0gKJ0fdoQNaAROYTjO2fzEpHzdsa3JoGKbT2nBDZ+UKI+P6S6+7EbzQPOHHCqdD7JqTHwYH5xNIXKrTc6OiyJm16eFGidt5EdjiGmLpmym6IeSPJS8qqhsRxPQ9ItG8/BXXSLlzXgKLp0P0PkFEHx7C5iJzuvBzmSw5I8XOjGwTs4T8BLp6yax0gP3fgpSsRjp6qoJeLdqWuHtdAO0xpMxUiOylPUpUwxtEaA6UBTyLSxcvSLdslzr4niUhSa8NI6FpbSziVVGbGEEx0HL2z/asAc83bJq50KwoLqmCGe+/wYmxDr56KVHffrDojjnzeaKC/FvEV1xo5nlTCSL49mIRmdL2r6reEM8dRQUqxKRUj4bM2SN1gRDR2vFFpPf2kkYY6zvQraYfd1xhFNQHkbs/MJsj23Rnck0bcxJVH730SOMx1AmQqiyzSSgbvkxLafQsugCAkdcg/kQgLa4ZQrQ/3DKwXm+d0rBcBFDWpDisOiicFrBeH7JJOIXMJxM0ooV8K2qYvQdIMqbdOV5Mk2IvSNn5v+OW0WI/HRy5RTfWEMsBSd8UUljO6lssAlXvUFOrPAYNamgbJSC0A7b3DbiU9h+X3yqYpZyB9ZywOWviugEgbh+jQ5biHcFFURh3KJ1HWXh0RQybA4ExK9o3nA/vv8Lizlk2lpZdmbgadbVMR3zpQhZVcjba4SACRHDSWuslrB9HziTYhwt90IcqHQurwdGTFKGlYRJz7xJudoXFQw22to/NU9BlH6nBhGBAi1y7Py+P24n5ISJy/akMzZ5VQXLRnagQPmm0Dv2eYg1eZyjSM5jikZlqvAU85UyJVYbIfozPOprBIzQ/mKGOFaa7zvfe/DG9/4Rkj5Rx/x5JNP4iMf+Qj+3b/7d1/W/ZIkQZKcJunN5hyAhqp54EgVYfFscrY00UNCj2GAGAtELmmu6TJUdeDZNY3PgsaXNLZlERg3WAva5JgCZlVCiUZasFO8qO4XMEu83Vpy1Gdd4qHgBBVpB+kprmrPciHKFrqf0WYMY1A5UR0xSIhhxFzaWmJKSSDG9r7FZg+8PuPeG2jWc/dsBnNuixJDm36Aw5hYQrhNtjrbp80/KhUtTPXZPoWOZaFo4Y4PWxjJSYgHxlAdYUAQFP7g/dCfedS+x/YrYRzMpM0FxMbSYWLiwplDjl6joF1IkgsRjK5WUzJKmwk4tBDajS7ksYOpnB9QEmOzngcRimEGFYFYWMAZokN3aDg/on4z/U7owywwY+gkJMS0fQ69bQ19wApXaJeg2Kac2Hbau3bIUAOWkvI6CfCCC/ZzKsjQqTZzxE4IR2/3bd85PnIdC2pfnXBibWGDlJITmRtv9o8Q2pdZ6HNWK0jXhqzR4EdTtAN7sGEKlBRomKBkpGZn6IwUoDjXRXbDhU27CYSTDTcbQxKqUu6Aw9wBpN4ZEI91OeLo+QTMQYdCuyaWtDlFuxPM7nfMQrgQGFvKBCrhiKbOuK8DPzbrLfHqI2zSctilzVDOOMGD5IwHoZdYwAigOOs48Z0hxxRQqMiuO0sGEK+1PZA6w2c5MbjYjEL/dyXio4rgAEYyQAcudW/Yq4Qhu93QNR5Kxhc1zeOiG5PjodhK0LlZonKGk5wrOgTwFiRhzlQM6dqqHkRIXHL34kyE9IpVHlvcs0FrWTvKyViID0u0WdAISA5LMG37hxkD3ngJcbYE8ZHI9mzdxbwhJiOmDPJb9jBZbKcW4rbtIG67DYXYo3FFc6zaTKh9us8UqBw7TzwN2CAdCaof0wayCCJCJhEB2sKB2olVqZhhftb+fvQYXzKQ2Sm9CW8ky0Kj7cbEXx6Pa0qWjiY1jQGxCFC99KBFfBKgAvXI9pOol7jHpTV2/fqf7lVovGZEa0gQK5oGUShy+GgLVfLJ66JoIByhAG8VRKVovQdASZtIOa2lctFAx26NbQMbTHaEkLTIApQimimwJZoWlXE6sMeThtpOdAMfN1MG2YFPhgxsJVoySq4VRUPJ6/HEQM4bSKdpUJ3JCY7CFcIapkKyqShbYltSnQjZM9Y5cnTvFtKDitqTtRrRwr5vfruCdswl0bwFlpJo/XjgS2NWy5RIGnTMybmQ7SuUa4I41u0B3TNKBR510QSmtSaTxHSVTALrWd3n4FOfoN+DPCkhmiW2tcqT2IeDPD/tQ1mV52H5ihjhH/7wh3Ht2jW86U1v+pL//k//6T/F+fPn8Y3f+I1ficevyqqsyqqsyqqsyqqsyvOwaMP+xxf9b1K+Ikb4N37jN8IY83/7729/+9vx9re//f/RM2Y7TgZ5EKSs5+MU5RmfBCNIIa/pAeM7HP1ZDuB8iek562WZnwNGHes+3x3mEJnzBJ2N0PSc9yYOA2Z+RqDc8MkUDPNtl/y5qXA2LfDMhvd2cVI+Aw+wlMW5nLwOs/MRZOnCVl2G+Kw97acHDSUOwoC8cVUvQ5tylEMXJruvS54g3kq6b90XJPWcTCRUZN+1XGMQlfPG5gbLktvzyz3Mt72nJPAWd2/GmJ1z3tJ5aP/pBYHhk/a0X67HqLueujCo/+m4h2iqKGTHtMFiK6jgkYpZLiC2XwkAiP/9J9C87hX2fUdyKQSfAui5ZwDFpQEqFyKP5pqknZueRN1zdIl9hvl5F45/JkXsQpXznQjGqcd1bjUUdpxcjlHsGEwvO1njmCE+4zxPGsQ3PL17SF4kpjRmd9l6NUth1slFDiOsu7MccoABiVOwrHsM1dC++2I7WeJWNsQTrmOBas0+u+kEarT+lZq8h23CUA04tBzR89ND540RwGI7hH895Zr3bAHWY+jlyFXWR+TC/+0gRbERwqy96wlFN8r1ECHq7Boshv6dMvJAGgY0Q5cIfSYh7yhvDXnZeGNQDTjUg1un/vZt7fnv69EQTb5EeeZKM4hpjDOTk2etzQXm2xK8XQrDun/LuhNKxJudj1ENPS3giMLG1XaD8Z22jerNFpNLzgvZTQFzmqLQcKAZKJxNJyjPKAp5G85QnLEqp+TJjuxYA4C6w9E4isrZtkTUD5EQFTNK/K77Aqml6MfRvRwdF0XoX22IR9iwDIst++DB0zVm522fd24ZzC6kQX49AkEDii27dgGA2omgIuctrwxaF4Ho7rY4eYXtm+WksfELc+K6Ls7lmF4Q6N60HbM438Hc1QXcUgXafjMYX3btO4gpqhhPA3Vm0gvql90vHqO4NKD30lIGlc1hRNEi3oTI0fTOnHiwVcowP+c97EDTH7m2st5Ev7Y1nS7RLTZ58HCO7xDUl4szMdHjNWcSet58WyJ1EI6jewQ2H9a0HolGEwRltpNDuz5IjyJS+53cESG/7Ty9jSHYSHmxgXpCumcLyAVw8kLbP92bArOzbt+7rTC5M3f3VaeUWQHrtS+2kvCu3Q5mZ33SoUHdTU/RPfqERKaCCnS5ldL6ICqz9E6BPjKaS5o7HgLhkxXHd8ZYnHHXLZKgTDwI/PlMBzXWNgvR48WmQOGQqsmkg+k5n4wLRLOM2nS+Lckr33SB9S/YP6oRiKa3XO8QpCOaa0wv2RvzFjh4iUt4v6VQrAvULkKlZYpyzVcypX4rR5wUOk9eINHZdWN/gwMIUC7poirlSKDpgRKmVZygHLm6bKcoLQIUomZES1hsgRLxp+cEhAuYtBlQ3DmkPqvO5MHGYKDE4HJDElWon4Or8vwtz08m9y+jpE6U4nicAnOPGQ0c1Z2bhjB3k8sC64/aHWhyMcZiPyE+UVEJHN5rR3J8IFA5+MzaMwbjF/rQod1EAaB3rSEMGm+AwRW3sQ4j7G13iZlj8HRDixa0m8zGoPPECVhtfxPNBhRG7Jil8Oa0htj1FBQxsLCHhOaubSS3W6jY1jfbbynEJ0sF4bCS4IBK7WrSvVaCOVz1/HyOzjMW7xo9OII8caG0LEI0LqFiaxnEU0WLXP7MBNHU3stwRu8kbhuCo/SuzIhNwx4aQugt3psiGtv2Up2YhHhYq4kFJTkoCILSvO4VkB/+JABg+OJ7CX4gTwqorv08OycRzRokxz40xyDGto2SPMbinF3AsgNAuZBt58rUsoQA6ClDYehkd4Ziy27SgyfmmO900b9i71WNIuLDFUVDIj6d6wuSVQeT6FyzkBWmFLGI8DpB/qz9PtvlKM6k6D2yb/vh3o3AXX1tgdTj6WMO4Q5i0d4UYuL4wzsx5Q7wukV05BZWycHP5chuBhYUVnm2kRjacXinmTwl5ODhIRZrafstuV0QZzfTQO9Z27ZtKpAclTAOc99m+Skxma4z3OWiRetk4NPdOUF0+odztCPbH/JwAeZwrCaJUGwM0bnh8OyHM4g7bT/MtyWyqyf2BsYERhXOCTfO6hZa2OuzazNUZ3JXJ43OkihvclQST/3BIoZ07967ZpDtewGjGpklmMHR/R0MH7f9dnJ3Tljm3tUCRw/kyA9UOAwYQJQcCxVBzDgdalmjMXjk2MKBWMBue47fzl5LfM/JRCM9aFCu+7Y3yPY8E8kMJy+0Fvng6XBoFWWAEhgO9G64MVprJCeOqeR2DegA/5qdi5AeOZ77/Qj5vmfFCVj1aKYwO+fmasTQuWHHAK8Vyi3HDHQQIBUCQP+aZVgBLPe7cPknsjDI9hwkqNVQsf19PNHhsKUC/3O+W5HjYXHXEHKu0HXvNduR6NxymH1lLDMS7Lo1d84UHYHWlnIrQXIcIDbZs9ZR0w4StHmKzOtHHDYBLtSXiB12PL8tiD0rv1URVCTZrzBz7xHNNbIbjv1oo4d0v7DMK7AwDp+vIIqM+hoGiB28jd0RE7zDXuf68DhFeuAw71rieINj+KT9N94Y9J+1v0kOSoKayElFMCsP+2HGsvwkYwcHmbbWgnUlmimI0o6BxWYW+MtjhHGsQQcTUWmo2EO+gM5tBwGpDRnOTNnrq6ETvLutoIUbW1MFLZzTZGaIM19UGrNzbv9uwniQhUH3eqhreuRx0RbapNx61LvWkL4A04ycMXIejNf0sMLiTMBxe4GypiOR72l6hpwrTO5wsJeZocNIvAT3iafBWdB7VtOcjBaGuMQBID5w/Xw+AmsZSdLzxtBhOD2oEU+CeJg/iOW3A8d5dqiDgyHlxMBipEQ0ayEKt9/oAI1NjlrUjru/Gq6w18/38lVrhK/KqqzKqqzKqqzKqqzKV1dRXzlivq+68lVrhPuwPz+JIBbulHoMOjWmJwqJYz9ouhni29YbknUGNlGIkkwU9g+td6N/aOEUAJAfKIJOdG5pFOsOFqEMOk7OWUVB6Sw5Bo5PMnQdZCO9PkazpBAG2ORLy0jhvEXjEk3PeiKjSY1yYD0pWqZIqpBAp7b77j0keCrI+930BME1zGQ5gzxAVuK1kHAXzTXBBLS0niHAJq60vSQk3AlB4UadRUFhjIWwpa6C2mK0HSA2iy1JrAhNV0KLAf2tckFeM6YU6oH1AkSckTeuGkkMX3yvvf5zX0Tx16yqZpRL8iS2iVUr88mVbS4hXda4SjhJGmeHS2HaLIJynlrDGXmGzdkuqr7PVm/Am5Cw1+aceIF5b0mFrCOJUQKRJniILFRgjJkq8kSLRYNyxNHpOeXQDqf8qXYQB9U2yQh2Up/tB2aLzRjdq3ZglVs5JcqKuY2E1Gu+HxXM0HnjxjWqdQc9MUEN0MjgTS7O90ldlDUJMSRUA4Fo7uokGFSak4et6jPiqy7XBHpXnXd1LaaxEZ9ExIkuZiE5jA0yStarRymaLiPvuZhKCseqNLDiVBdGp7L+vXqsWDTUbroTU/3KjdhyTPd8lAUkOS3jCuWWG3OzFsrNnVZFS5z5Gs3AsUBkmlQCwayCnooCA5NVwNVIeLvsZAQ4QzvM0AyiwIessaTkaiAc+VHV59AyIo+VYUH+e36xa+FzsPPVy2jPzifUn1wZiky0KafnVaMIWgYJ8mrEYJwnsukCc7e2RYWhMdfmHNUoJDWLxs2DJKb6ZZwFtU0OJGOFxY5btwSjdSeKGUGCmDYEEZMFIxiQihmF0+OtBOXI43yAqBBBZn3AKOrW5hy5914PIoIDcgUw5Tm/Q8Jx3WOIpvYFF2dj1D0WZMOroF7s1wPARnh8JHCxE9paxQkWW25dnXAYpypc94FyM0PtoFnJEaMxW44EtamoGITDIdV9YO7cwcwYCD/2M011qQYcKgsc3sWGIFhOk+VUX9mT5L0m5VXGoJLA7w5IilDq2DKE+ShJmwdlVS2Dsms5EgT14HVQkGz6AFzkSCcBWgIBoA3wzXiiYLiHjAUZeADEj80MCDrBIhDsrekGaIphCPoLKVCuS4IQJmxJiTYFQR9FbccNAKT7QWGWaRMgeAlozLVphPRE0b7XdBj8Fpwe8VMc9DQnZ4G5RAtGn+supyR8I5gjdvAJ2pwiICqxcCPA7kk+ShjNgcqNJaZBfcsVUDlmIdbaZF6v/spbkHKzikNfqYA+XJXnafmqNcL95OnecYLSsZvM5xGYgz4kJxKTC/b1ijMAby1TxXyLwaQNDfJig+P8C2z8+kZzBsk5a+wcHPYwP+/EczphBsoywuROt5hokFjP+AUGD9x5A09euwMAcPjKdZqU5rM+XGcgDxeot+1CXJ7pIH/KMhDM710P1GfaQOcB00rMDQuF6HCONh8CALJbC4gbDjQqBaoXWAxncmOCobBh7HiJLq44kyC9Zt9PzjNi3Fjs5Og9so9kaLFy6e0SxXbIuvaLQP+RA0wf2HCVBAZP27hacuUA41daOoHujYaM5ex2CdYayP0J3aq6bPthdqFPQjxoFbGgtBknCErx116F/P9rBX3kxfOA9GHHLUQeegMgf+KAhHtgDLJrTmDi8pBCf2JcQDj6SJPG0NKu/PG4Rnboxsk5e2jqPHFiL+QAK73GdYPJK87Zdvj4dSxe5ASoFgLZjbG9ZJQRbKQaSPSOrKU1v9RF55Y96AB2k/d9nTx1AD2ylojqJvBTUhQtQWyip2aYfo1lmOlcmxEdGTMGKs3R/7TdEau7NiDcwWR2Rwf9LzhIkzIoLtnxwCtF8BBRaax9xl3DGKotB3PaLUjIJj2sER0tiIGDaUnGZPdmi9qFnnufuoHqLgsA1bGAHNt3b3tJYIeYldCpg9tMa+S3BYXhm7Ucw4/dAAAcfMN5FHdZsGT2xD6UGxunBHFigXzXUT5OCswuWGjK8OEDlBeHyG7bf6vOZMh3rYF9ay9DdtOxtuQR0cUl106wuHud7p068SUjesHo6UrwBsj268CIZAA556h0MILs7xiKMynS/QqxNx4ygcHUQQ4WLW681rb1zn88QrOeI1o4NiQOjC8JantROPGmwtjQNOwmm0yckNPSgUOLwAiVHDVgSluKUADZQY742LbJ7a/pYf0R+45iXKC84NeKAsnY1qvuchpnvA20ft3P72P8si1XP4uf9xjxbNyQEE9yWBOjiVi0qPoOIrZfQ7j1WpQ6CDlNG5f3YY3ObK8itpHBVUUUs9FUETSK1wajJ2zflusS0h32655A57q1bnpFYMTpXWmBywFOlV2bkcCZijmJbo3v7SN1S1P/8SmKc25e3FxAFjnVPfawGNFDclAivR3YgdJ9B7MqInR2PRwRBInrX2VkjMlFYJpKDoTN1wGw8akpFls9xE4USBba0m8CKLYzWqdm944ChGQpF4s3oENrPG4wuWzf1TAgQzC8RRVgIEyBGMY6t2ood5gptiTBLfJbwHzHfj96rCFjPpobNHkwMj0m236O0HvWDqL52aVDJwcJIy3nIsUTg2LDQYKWWFySEyC/WaF1OSMqZnTwiKYg7HbdjzF6zDmDBhG1T5sJZPvOcTCKaOwmR5Zu0LMWyX2QWA9vAhSsGnCCsCyv49WABerWVqN1+Ucqscazp+4cPlFi70E7zrs3QGxqcgFyHjU9YOtTthOO7stoTtc9YOOztv8XWzlEqVCu+zwuoHfNs8GARJK6t5YWzedRWSVmhrKKCazKqqzKqqzKqqzKqqzKqvwZl69aT7g/2ZZ1hLZyJ27FwetwwvInd9aywBlaC7CaL7GKAHUbEjsaxxOeFABvXch3KQs/mhtiXREVyFPGa45pk1CoeplRYLnSrFWUHAYew2TeM9hSeD0aVxBeMEZyCM7pM6taCv8ZzmFGPfeOgSGEaU3hVNYo8o4YnoJVLokqtswegOOIdcmf9jmMQsG8bJEcud/kS8waJy0lkrpXs88zhoRljOCQhzPAS78Pe4icN84wRlzorKzAC5/ElVoBHVgIirx4HgDQXrsOeedlAECxJpAcBKEiSAEcndjPwwEJJZiIEcsBBAOrXD06jDhdWdmSpyE+qWFkRO2lk5ik7tE0kL5PlQocvyyl5Ds5C7y/OmKUJBnNlI0IuH9vO5ISlqADz7iFSdnPvGgAl8CLSJInEABx0BrJrZdMO0/ZrIE4spGOaC0JAh6CwUTBG8ddOxgmiWuY1W1g/ZDCJnLBiZUUNbhPOitNELpqNc0R+zs3L2YtuBOCkoyhdUlCbLoA9546zqHSDnlqDefQa3Ysa8mI5xuzOYQPsXdSsIUTmOqlxHTCyobmuu4klkPZR4/mLXnK0AltyFoDocPfkZOlZk26JCAUfBTxuIGoJFQaOI4NSKIAvF1CqWiD5KQhGBgAsESQjDuLl/i/e6nlMl+aSp6xQ8wq6MSJY1VBfEyWOkDcGIP0rCB5gCuAWSEeD31rOhxyvsRB7byXPJZgngeb88AExWyyNwCYhhFMACJ4Opk2SCY6/G0MwWFUEgRzeK2IUQIISWdcMrTO0xofleQVN5zBsJBkqAWjOjKlwZ1YlW4lmn4Iz3vRIlkJWhtUN4HctyEwNXIsOkveYuaigbLUNBd4A9IXgDKBQ1trah9eg9YGEoNy67SoNPjC8bjHguoIbSj5U29FYcyK4BVXcRDDUp0IvFm6/9IgieYKcB5+OVdLsBNQX/DW0Dpn6+XaVzDwWiNy+xhrOa1tWrIAvdBBxCeaLe0pGpSwzLSh9Yu3BlwE+KWoDI3HaBH42XkLYoHiTYCT8CbUkbfW623rF5I/jdewca8bT1oUzuMuK0Njg7cIXOSNIfiLLFVYD3QYM0xpRFMF7rjUo0VIIBaNWSJAMAFuM1ZEKMB0GCcqESQ2xtsYvApwFB1xgpDIWQPD3NqoDM17XbLAvT/RxHgjalCk1XDbLrz2bR2eIRcthGNd89H451vRK/8vlefcCFdK4Sd+4ifw/ve/H7u7u9jZ2cH3fu/34u/9vb8H5gb/bDbDj/7oj+KDH/wgDg8Pcccdd+DNb34zfvAHf/DLfo7PNm6XxA2MYmSEMwUyDEWNU0a3VUrzoSagbDy7CgsGvbZ/+98ENTzQwGcKYaIboKgjwpQxs0SpRosng5ECzcBjdXGKJspnq6ssopAr0yaI9cwbmDgIpLBWU3iflzXha1mdQS68gcqtgI27l+7ZcKoVMAo4d6TJkigFXxI3Crjd6LggmikjGL2WXu8RNp4pAwYfYq6g+ykhRVjdkhCOSjkZVIhjEuIBesSCohNOEBR552W0Tz9j6/HgNvishHbXQWlgaEPqaFowNyZ4FYyVU6prsQjiFv0kqKZ1IvAaUH1HqVc0Vo0TgN5eCwqscUQCMFha49p+EsQils9g3uDqeIBlUJwzvZzC5UwZoq7TqQT3O04bjDTP0OLfyWKUPQOHhD5jb2C4VcQEQNAQqo4U9Hs6yCCMP161qJ3hIDgDtCaMrUoY0V6pVIT3GPZICbbtRpAunK9jSbAnpAl05sL/uYRcaDJk1CCGdAaKYUvzoteF6QRoVLvpxJsWDRkIJpKhb5RxG2Ib2st1hlGSDDAxK7G4bMeM3FWnjGDlchWAYBDpmFtDZ9mAM/agXqgIvGGncLkqFVbZkSAdmgR+2kwEI6SyglYer2u43cQBq/DoseNGMGLNaHqClEzltEbj8gBUFDDgbSogFoHRJzluCafPW1C4XMwYIjc+VCdGcuQgAzsx5MTOz2KncwoT658hyhaGx2gctj7drZH4A+m0pgOAYYwwuaJokR65dy+XRGaMocOElgyiUmSgJyctOQx4HQ6tTUeSUZKMWxoPvDE0J/zvgGA007+1LZgOc88bsqLWIU8jEqeNbBaw+NofYJfEuuzfxkLTYKE4MQm6aerb9EiRuJUoWmKfkSUCC07RADylwwxrND2/zQRiP3cZIwN5uYhSk8EpypbYQgADOW+JAtW269IhaUmpU8YeWy+IglRULBioRQvuqMPiEwUzEgT3sfPD3b8KKrhtHrD4stTI3HhgLWhv47VGsWHvG81ayuuIp1asx6+z9TAO+WFLjg6msnAoK1VwGBlAOoePShLKK+K1hTn5Q4MoNIRXAm00fW94WM+4MgQVUikn1d16kNFaYNlUWKDYnDeQhXMSCQbp5jdvg0OvTRikc1axjRiy9mNfQMwczGmRn+pTrkB78PKBjA7lq/K8Lc+5Ef7Od74T7373u/HP//k/xwMPPIBPfvKT+L7v+z4MBgO8+c1vBgC85S1vwX/8j/8R73//+3H58mX87u/+Ln7oh34IOzs7+NZv/dbnukqrsiqrsiqrsiqrsiqrsirPq/KcG+Ef/ehH8W3f9m345m/+ZgDA5cuX8Wu/9mv4+Mc/fuqaN77xjfj6r/96AMAP/MAP4Jd+6Zfw8Y9//Ms2wr3wwIsv3MRxZb0Oz+6uwdxlvTfqZofI9pu+wdHdPvsc2LzjCNMLNgmx3AAu923i4GO9Ps6dtVkit16wBT10ISWVkIf78EWcEmdUXxEPdb3V4OVbz+I/CXvf6TmOyuYggguflc4wfskaFps+bAn0ncfv4EURJRGqxGZIA9ZT7zOcmUmRHnco5FsOuySHy5sMk4uOp/lYEoMB0wkxN8RTg5MXO+9fCcwu2XYr1jjy4TaFrmSP4+he+/u1L/ZxeL/9vPXpASaXnEDF/TGGT9h2KLYiSqiZb0vy5MSzBOUaQ/e6fU5y3GL/pfZlmgGwhQ33vtwK2rh397yxbWKTMG0dBaIHtwEA+W9+DEff87XkXctvZ8RfvpxEo6MgfFKc71ESi1xoHLvxkN82S6ItVojl+H6bnRPNDWCG1Hezsy4TPjpH7QAoHL/YXlMNGMGWDAfqnktCPcvAFSgTvs2C92xy/9opMahq3f7D4Yt7JOFsBMNi017T2ZX03tHM4OBlHIbbhNH52eCu1BJIj1yYtgyiLSpKKUlIxQxRYfuD6QAlMCKl58kqQjTNKAIyudNg7fP2GePLconlY0Deay2BxdYWtYmPFsTTwOjQZgzpkcbth2xCJVPA4IpL5KsNju9xLCYXUmLcSI81JWTLMoS6mwfWKFEsGWeYXoiRnNiOmF4ITD/xHnD0koF7XxDThZZnML7TtdXFGQ5fbPs/vjTF7FnreZ+eT9H0gN71JfgNB5q+wmY8Q7XVLo07YO9BiWy/e0rYx89vw4DSCZEszuWYXJRQabiuOGvfa79NETktsoMXc2QHiWtTQC68UFUaRE1O7HoGAL2rEpPLvQBvUiGMPrsAMDdQo80BsQOJKsAwmhwoNmxbtTmIxcSITUwu+bnexXwnJNaVa31aq5JxTIwovAFO7vdy5B36XlSBh1rLDLWLAsUzYLHZJSiZSkAiY1qAxpOOgqe1TZYYNDpAOeq79jGkq8AMUI4Y1VEl61SXagCMHredNb4sKGHu8GW9UK9pQmIuySCG4fZGs/PAWtpB7eZV0wvRUhUD0ieHV4EhxEZ7bB9kBwbzbcesMTA4ut+vhV2UWxqHL7Lzpk2ByK0h5TrQHa27fgiiUPrDDKjs3D68L6L3SI9iGiesBaJzGSq3NtYjg9olBbI2rE1Vv0NzbHIHQ3zs2JPWgabvva4ZZuds3Yv1CCoP46FNgYUjN1hcjRHPbB8Wm+EZi4Wk9inXQh8aJrC4w0fGMsxdHrwRdpz5cTO9xGhdLTeAamBfqrjQ4NiRNDAV0bzIb0vq/3IDuPHazPUBUA2BamTvOzsX0fgTF2N6RjUCBk+5NrksEU9D3ecusd0IoFh3Cc5DYHF3DSOd8Fqe48TpjzTdnJiJFlsMwkXxy00D4TauoxcB8di1+5qBqNfdb4H9B7uY3hWk6j1Wp83ttQCw9Qk8L4taJWZSec6N8Iceegjvfe978fjjj+Puu+/GZz/7Wfz+7/8+fvZnf/bUNR/60Ifwpje9CTs7O/i93/s9PP744/i5n/u5L/s5/at28D38xUtgsYMAjCWSm34zNkjdYlCsMwyftqt1sSZwMNrA+SsunFtIXDlwTAy7AjeYXanWH+FYbDs2iyLQEp35dIuTuxwbAZcYuHrsywgfWbsLkZuUw6cU1A234DY+m18j360hC68aqSm0tfWwJoEHI1gIbbYayoWO5awBjCHmivxWgcrR0yWHJeTcQVMaBe0gDtG4JBhE05VI9yze+vjePnpPWku/rzWgDBaX7W6THNVIDwQ9U5R2cicnDfpXffa6CnCfSkM6bO/sYo7Os/YZcm8MtdkHKwMucevTbvGOOIluMGXQ87R5lwbEfNJ0I/qcHGhwF4o7+p6vxeBf/DewV73EPv9gCjWyuyMvKpTn+vSMuRNyio9r5I9bjER9foSd/1pTW5frMb3f/ksSUnyDASIXkm87MTo3XNizUshuO0PkQob+U3aFVpmk8LfKJLJn7ADsrXXQdiLbfwCqzQSzs47+8tmCoC3ypMDJ3dZw3/zEMcFUmmGCbN/jMQ2igyBWkpxESG7ZQ2S+G+gv2yXscjxuMLvgMvKvBtnTcjMj3G/87DHaM85AbRVyJ3CjEo7OtRmNIaYzEsFKTjTRT0bTJkB+jIGY+jyCCNwzzPAAc9KJRNOR6D05ce8SE5sGGLD2qBdA0uh6kZBFg27moVk1Fhccm83TY0SFrbvhDIMnC2qH9KCiDf/4ZTHW/9WJbZ+1DhkFvS8eIT2093rmTAfDx237ntzdxdoNTe129EA30FQCFl/fMlRaQo5FoBJrgI3PKZsbsbTXeMxocSZC52agPuzdUHRflXCC/gyebrH/oH3f/jMG6bGryw0G6e4VTRrCHFd9jmTsDmhzS+dIMJIl6FvTDap/8VQhGdtLtGRLBhgn0ar5uZTeI7vdAMY+Lz1SyA4ECQdle4H20TCQcBDTNhcHAPLbLZIThzOeq6CIqwIMQ8Uc6X4Q79ERpxwVHTOCGTTdoF7KTFBs1GKJPWbSEpyj2kwAE/D46UGDxInAZB1BY7l/DTh5gavvXovesx7PyxD1vSyqQXLiBd8kstsNpKOISx6v0XSDQI+HivDGoGsJgFD3BfWhxVjba3bXOUZf9PlLBvGhQP8ZN3+WxlIyEcidgFF6LOmA5Q+cojI4+9EpWjdvo3GJZuSMtEwg3S2wOG/3kcllgfXPOzrfjiCq0eEXpijOur3mtiHl5vnZmNqw+8wCTNtrho8XVtjIM94sFBZXndrntTnNyWoUERtLclTh5B5rsHZuaYJRGsEw27X9v/nRA8sAA9vH/SdmBMHq3BaYn3FsTTeA/lNz174djJzIUbJfYH6h4+o7I2XJvZdn9N6iVJDzBrNL9rplRpPO9ZKgQ+VWSnCdM58IcKrOTY7eFXtinl/oIHfsPMcPdBHNYgyc/ZHul+SM6H/xGHtfa22P/EDRuF6ckVj73MT1cxeRg7zMdyKs/+dnAQAnrz6H3jMLMB1okNf/wBofOhYYvyBzfb0ydp/v5Tk3wn/0R38Uk8kE9957L4QQUErhp37qp/Bd3/VddM0v/MIv4Ad+4Adw/vx5SCnBOccv//Iv4zWvec1zXZ1VWZVVWZVVWZVVWZVVeZ6UFUVhKM+5Ef7rv/7r+Ff/6l/hV3/1V/HAAw/g4Ycfxg//8A9jZ2cHb3zjGwFYI/xjH/sYPvShD+HSpUv4yEc+gr/5N/8mdnZ28LrXve6P3LOqKlRVdeq7VihwIW2Ck/HsIQGKoCJQAhlvGSWdNR0JXoJEOHxYC7AhHuL7NSGDGwwhAbMN2eDx3ErPAhYOojSn7G1RaRjPgOELY+CVQnxi6G9KIIs4MRYYySmZjs0K4Ezw8vFao1zzPNwsJFNKgeSq5Qw3SYyTB+0Juz+tIR1jRj0cgtVeht0Kxdi24siuT8ibYhhOefwoydOA4C/gDKXjWu8/tUDtPBO8MWi7zoOVroFXihgxVDeh5ByVycDtXdfQjkO7WpMkR++TZgCANYoSMduMgb3qJTD//Q/scx68nxgtIERInqo1cd4CgMmXoBc+Sa1WKFx7dp8u0OYJorFj4IgFydOLskXt2iud1Shd0qMeNeB1qKcXeonGNXmEYGySqdhziTu9nCIrvG6hpH1GvdFB7LyShjHwuZMNzyPK+m+7EfiJC7fIAVSWEOuLnFQkxrQcnTCMkfdaZZJk60WlUQ/ss+VxRsmYQEReW59s6Rlr4mkQdeIS0NILlFSUXBYf11A91w4Hc1QuMpHcmEC79jSpxGJbIrvuOZDnaB1f9bL3hs8rcOe8N5EgNhVwfooxxs/nZKFgZPAmy1qjcZzCPGvRrnXoN+RdzSIIF/EQZUZePlEzNL6fphWabg8q5YFdYakwxZaSty0Lho448TRrybHY9uI1dn0CbDKlrEIiIFMGnZtu3VIg0Y14GsSxRB0+axER8xPAl4RSHAe3q1PdF8QwkR0YSjZkrSGhLMvT7OphQAnhvDHk7bZiS07EJ+OIZxqtZ05B8B7KwoSEXIOwrnKGuheSmv316WFLYk1txsCbiLzydZchmvrEOE5zQS4Q2lQFATfRGmJTafoS+VUXcWtiyNIgOXFe8llLCapNhyE5WeZUDmIpxabzcJ8o1J7HehbaVkvrJfdJu/UwComOJqw1KgEytwa0Z2Rg1lAg6AOvGSK33qqYo81B4lzlWmQjkHDEAsYnfBokxy55cylxuFpPyXutl1lwBEMzSpAe2DG/OJOjdl78uhfaoeknAR4iGL1H3ePo3nLsUlojGbv6bdrEdD+e4pMaVd95iiW3ibSwY8tHZVQmCcrIW07rTjUUiN2a1ZwJ3uC6G0HlEdU3v1mgGtg53SagvSeeILATMRaSKScFtIsIpMeGopB81gJaL+0dCkKG6KOPOAMg6GR3af2JCo1qwyXjlhq8dAmi2sJvBk/b69puFCIaLMjZi1JT8mh6olGesQvP8l7MW6A9u0b9oWNBYx5Ymq+toYTNZuUJf96X59wIf+tb34of/dEfxV//638dAPDiF78YV69exTve8Q688Y1vRFEU+LEf+zF84AMfINz4S17yEjz88MP4J//kn3xJI/wd73gHfvInf/LUd+ce+Eu48OJvAu/XMO5UZaYRGTeyDMT/dQ8UHmQKaLuaQoHVUCKJHHl/A6DrGB4yYZXBAGsYubFeDQXhN5uuxT0DdrMc5iWKuROdyQU9P1A+GfBGkdAArxQZWvVOj4xOtpx5P+qSQcFrDbaoke+7hXhSUKif74/RXLZQmuhgju41u/HwsobqO3zttCUjnDcgWAMbpmBFTQZ2dFygOuPhHQ30hn3HdHeONrffG8mQ37bPFrOSmBd0HBa8+MYJ9CAHO7SWpTwwUOctOK/pRYgOnHU1nYMLL/gQMvrbXFohHsDSEDqoR347gziYQj94v33mZx6FuO9u+y6TGaLc4UfTEK4W4wLMMZ3IVgPOiOalQuKy/tt+iuQEYJ5aDQCfetYWgPUd3GdSQDiRD3EQg9XWKGack3HT9iLI/WD48lpTn0YzhcRTxM0r6hNW1FCvtqJHTGuiKBSTCtW2U1Yd10DqDjyzEqzNgLmDw2z1aeMpz8SQDhIix3PUQ2cU78+Iig3cCvMAAL9+G3Hngv1c1CjO234WhWVQUU7ts+5xZAfOCKqCsSMOpsSMweuWWEHaYR5gVpLTAVbOG3SvCzqItcMUyS3bjun6KDA0KEMHND6v7CELdhPywkRsVtKYE0ULcAbuDt06EUj2HbTloI/o1m0AQLMd2orf2Ed9v333pmfo0Np2E8LgqlEOUVqBrGXGDWifJ2CWqEMZqlGEaKYCywZnyHc9KwMH2/HGZ4O2I6j+Kg6qlb3rmjDdOmKUI2DZQ9wcO2kCK5IOFG+i0pYJotFL/2Y/z3ZijB63bRfNAtWoXChiC6n64pRB541wsQiiOnKhMD8bnWJgiGaeQUOToSUqHRgzGo145p43V2R08cYsiZ1Y50Y9cmN2bgK7Va3JcDIRJ7GVusvDgaPHkIwd3GZ3vsRiYgAGMvaJBhPWgKe5M4ooJ0cWQXVXzhVyDwszIAM3ngnIRQveBKeLXwdUwoPjQhuCL4jKLNHxhUMOvQuA7KCFLGOiqIsWmvaIupcQE0i1HhOFJPUEO83yIqe1hePAHvwibYgdpcmBzLMG1Yzya/KbNYxwOTy98G6yNFhsujacRGRoZ0fKqn26SjS9iNhOmo4k6FvZiYmWUFQ8OLsAUmfmDUjQp1sqFBeWmFyqFqK0N6jWEjrQ8ja0e7kOqOuurWOB2tW/Xe/SuG46DMZp3WnJYDox5UcYLgK8KRLk7Cr74jTdZuTZajiyPUc/mXJi+GpzBlGGw2Z2a4HJJaemGUvKSWAqsMqUQ46Nz9qFp7inC+YaqxwxDJ2Am4pysEZTvgwzOHVgosPi/PnJjqKX6Zb+Ny/PeUssFgtwfvq2QghoJ8naNA2apvljr/nD5W1vexvG4/Gp/87d/xef66qvyqqsyqqsyqqsyqqsyqr8mZTn3BP+V/7KX8FP/dRP4eLFi3jggQfwmc98Bj/7sz+LN73pTQCAfr+P1772tXjrW9+KLMtw6dIl/Of//J/xL/7FvziVvLlckiRBkiSnvtOdCBoAEwbGCYYYaaASf8rllPyxnNBiBIBI08lUR4Bw7CVtbsB4+I0RLnzHAsMD05bdArDyvv70aiTAmUE9dH8/C/wR2BOz3svYH0iGgY+YK2MhGrDCFXwcPLCRO/VbXueWvITtKKfQrBn16DOUxsLJzvcWDQlSVNsp4md9eHKpTTgDTiYw3HrSm7WcpOdZ25IHTeXB4yLKpaQzZVCNPKerIs99fW6I6GAGOD5yM+jSM0WpA+ey4IG/uVAk1y6T4CnF0Qlxgbc5hxp1CYIi7rsb6guP288vusd6kQE03YTYSsABJM5D3kkocVWOS/I2WsgJwJRrUyYB54Vi7VJ95wuIouvaRJ7yLPsksHoYUd2NZC6s6DzsjSEPBqoG2vFSq41OgM+0wRPOtA5e26KhiAAEt541Ev4xVhwJQNSRFBLVvZS8nWqQUXhTFKGv+M4meem0TAiCJApl6+LhCxoEJ4jmS4JNUlAoOJoaiD3nYtoaonVRg3j/BHA89TACxVaE2HkWedFA594zxyAdJIgdHkNUjnUgi0kACbGk8Ks0gQ9ezErUZ7rUD4YzVJsOOrRWQw9y159L3sdBP3BIAzCOex+a0VyHNuDKoFpPAcfDy2A9doWKweslOIoxiMethaK4MdPmkrx8rDUUTQNscmXpvJTMgMajnDUQdZio3jMX4CcWMuX7M54olGsBQiLKlrQAmg4PY6gFeStZqwk6wVoTYHpLcLRopsirzVpNXkGmrZfaRxVloYjPWZQ28mbrogEW0fv59ctEHI3zunZulNaLChsJVImgKIuOgodTFpqiHKw1KNcDHCWeOBEqISkJuhlmSJ61CdJRxFEPJI0VXtQQ3ltfChKxAoJ3VSyCiJooWzQ7DpJ21FoebwBtmlhhJDcudCwoCmV4TF5J3gDRkYeAREticsYPKRhpTon48AoEkTAcJPiUjFtK3I5mIUl+ectpOoJgHE0/oT0PxkIQKQrRBniIYUte/CwirzhbYtdRMSMYBHGoA2gTDh0x8vC3uSDGJdFoitjoCPR9mwetAS1BojpaBKhoM4gDzDSxMAwiBWiW5q0I6+8p/YZMUBQJSxzafMkDz7SBTgSNzWihUHd9dJfTXs4UiG1MpTxIyndDxLvNODI3NmRhYCSj+zbDhCIbRjDSNzCcwfAwr1Qe0e9V6gcHoJ2GhY6Ys1Hcu9RhbPBGUQRChwDGqjxPy3NuhP/CL/wCfvzHfxw/9EM/hL29Pezs7OBv/I2/gb//9/8+XfOv//W/xtve9jZ813d9F46OjnDp0iX81E/91J9IrMcrfBnFYLQP6TCI0k+igA9nCqTiyJQAL3kI25YGtfabG6PPvAGFmpkOWedWhcx+1jFok/Ubp2dH4cosiSP4wmA4RztIXV0Cblws4Z/bbhw6ptXQLsPdcECeBDJ+Ma0plsGmBUzPA9I5sj3Pd2jAC/s5nsQB89ZYXK79A8DakBY2Oa1oETNJRIuGPJ6DnXF114aYDRIA8djWX6WcDLjocA6dJRCFw8c1CnCYYJXwIDQ0W5CgUNOTSJwxppJgnGM4ABq/qbt3cm3HJjOIF91jf/PIY8CrX2rf16kcArAwCI+hXFIR1XmMNvVhRw65QFDyXMJ6G8aCCEKvQwYnawN2Ww0yWuSjuVo6WLTWYPSiOgknaitIQSqXrEqhEteHkSDYyal6JAKmXTqUKXNqY/FiNiriZNSKcQFeW2uSz6twOMijoPo3LWA2rLEraoXGHQiZ1JAmPIPpQA3oDxeAxep6BgEYA7VtsYu8rCEKL/UowdxBUQ0SJMdtUHMVoR1F1YXqe8hNF3roKObKmsYMOAhvDbGkQNlNER2XZKDwUoU5ctIBn1vWAeQxlDMK0LRBaa8J7c3agDMGs/MumjY0TwzsJpjw1uajLB/2JYOYNMQIEc1aOvAYzhC7ajBlcah+zlhsMac28WtYNNchT4MFphVeK8olUSkjo4g32q1b9r7JiaLDNFPBwOG1onbktSKcfN0XtCbpfjgIsLoNh7iyBTOntxCfeyBLtYQ7D+wvctosHeRVUMJsAzSl6QqIooWo3HxJORm1OpEOl25hXpTrkAbmHTAQZEjOa5gozBcgiJqAMcoxYKOI6hjNFGTpjE+9NPYbHYw5A5o78Uxb5V3XBibi4fCuDRnCtp6eWlLT+zJl/FYDUQaGGrlooZMIsYNztd0IkcvNKLc7ECfWUVMPkzD2ltAHojJQDp+d3C4QdQKmO5o1qNYdPCUJqpXMBIgFWIA31f0AyZCloeu15EsOKgMg0LSmEwXu8m1UxCGdemfVXxLYqTSJhxkVhKC0DIZ6NK5ROYdVtDB2XPv5HoXnw4CcK8tsQNG0QTXyFTaBiSjGKZEiXilq+ybjp/Zv72zQUdh/o6kK9wWWxpehnBif30IH9EYHITfG6NCxnHdm1TA1/d6PccOX1iZtoCMexNJEGPM6ErSnPV/FetSp4+L/3uU5N8J7vR7e9a534V3vetf/7TXb29t43/ve91w/elVWZVVWZVVWZVVWZVVW5auiPOdG+J9V8cIyWacmZ2kVR2ga60mcb4dTYrUGLLZdIscI0IMWtUuObLoMw9x6F66t95F2XbLLWgLVcZ6ZNiT9zHYEFmdDEsv8rONyHmiMsgX2t7w3RQQoBGUV2XBSsek8wEsyu8WZNIR8lYFKnXeAhaSY9KhBO8rpvu0oRbRv3fJqo2/5fAF0AOIOVqmg0PL0fAymhra+PWB+znGJ5hzRUYLKhZINDwwSWnKCppg48NEaLshrpkY5pi7ZpHujweKsC9k6qW/pvKq8Vqg2bB2LdYF03yXlXdgkb1PdY1ics5CBciSQXXMhwSQiOXrDYbnAnechymOCoODVLwU+9lkAwOL/eDWJITSbHeKzbTsReRirYURenXIjQd0HeS/Fbe+uBtSZAWbnbZvmzzAKnZt+i3bdQlPKzWRJ8AYwzHqDiy3LajC/1HXvyDE/5+477BBLTZsJEpKY39FHcuQSK4/mxAIRTwVE5ZloNMo1gWzT9uliJyX58+mFiGSUTRKRUJFKh9RubcrQu2K98NVdG2g6HkrQotiw1w+erKA7CRZnXb9tMDRd+/v+VRPmYSyJ17nupeg9bb108zsH5PGL+AC1YxnQwo6BeGz/XpxN0fviEQBgdp5B1I4HuOmTF6rdyEL4e8nTZS6sEe/62mGF+cUuPVNlHNKxGLD1CuV5C2mSs8Z60QDoQYe495uRQrPmxslai9pxCi/OplAxMD+fwXwmeHEMAyRXp8LfWjDMzkXoGiwlgQlw7xDVBqUdGohvjlFdGBGjhJYggal6FJ8S8YkdL/X4zgS5y1eOxhXN9WJDkPeu2IyR7dchalYE2fq6FyAhrAneaJ0IYsOZXI6QHLt335LU5wNjsNj03lyFYp2TyIgsFKKJ9SxH+3NU5/uu7ktRJM7oGqZDMqROJPFp132GuB+RDH00aS0MCDYC0DoWinJNnPIS+jFb9xg6N8Kao5wX1cOtPCwjLxpi7qkGAnLhko8HghL8dcRpTut0ycOoGRoX0YymCuXZDiVqVsOI1m9RKoLGgDPSnojmmuBFojRYnAnJtTO3p2w/NgNMRlE3lQpI5+ktNiWyG/b72Y5cErnx/7drlE/4rddTzOkZBtV6QgmVbR6gToaDEuN95AawDDVeYl1UBostl2h4KIL3Omaou8Gl2y5FUetB4GFvU0Ye4iYP8BUgMI/EM43WbUPlmSA2JhqDNpe0DtTDIA6XjIPnv82DV73YDjz3xdmUGM3aDDTGADveGi/GNAlebMuIBFffkAysEk5zWiWMIsPVgIO3MfWH4SBIUtcE4atiO0M9cO9VAbxxbdIBzck2ZVAu0tV2LHkAYO2WNpe0VjBlE3QBC1fz+14ywfOyrCgKQ/mqNcJ99vvhLIGu3II3lbQJjZ5oyajUkqF73WEEOzFQcSRjF6adMNw4GAIA8usCC0djt3YIEi1IDkHKY6ICelf9ZhFoEONDjtuzHjo37b91dhX93s9gw5mluXNrTjRTaHteDhO0YFbDEPpbpgqcnYuR7be0IOiIY3b3iO7lS9OVgbKtDHji4RNFoKRbIOBoK4NqMw/hYx3ePT5pUJ11NH07PcKgVR2OySX7x+DpwJhRrklaVA1nqIYBs2oYiDWDt0C5bXc6OWvROqGWus+QOQMjO1RYXLZ9YyJGkCIdMZgoYFx1KtB0He543GDxf7za9sFvfAzyW76G2sXTkUWTGuMX2GfHM02KmfmeRr4r0Do8XvHSbYIJqCQwnxSXhrSRi7gmaj+5UGCu3VkT+i2aa0wvSPSvOCabjKP/jNtE1pIQfi4UHbgMA1GCVXcNkUzcgTALYff4WEFLC1/yxYdHo7khwzk5lhg+cmLbYJiRQSRjjukddkfIb9dUj9nFjA4m1SixG5UJY2P98zY8vvdggsEVxyhxvksbbjxRWOw4Bo0isGQ0vSgYfKlAPA30bXKhUO30XV0Mbdj1MKZDYHJUk6EvZ4qEYXjLaFyWWwmMCPhsm7vgJsxeCpV62EdMG3A7TMN8qzgZxKzhdIDVMcPsksHaF5pwEGCATjUipqCj0N/M2JB9NZRYRmt4o0fUAap29Ooztm3yYAR5Zo5yGNQ+qz5HsWbb1Eh7gAGAptNB6wyoNmOYW3Id9J8B5jtxEEdaUpqMp1YR0PbJgAxLpoM6b5uA2l1HIQ9mceeI8knmZ2PwNsBw5tsB2iUvpAEa0wLluvu+TK2KKqxqb2DJCAe6psvsOHb3XWxJos2rRpJo+lTCUHeD8UrhfAHMzzkolwJh1usuR93j1KblhT5R3ekoODuMCLkAswspZo7JppemKNbdmJkzxM6oX2xxdG4pVEt4fE/fKkuO6qJzuqiAQ15sBcpIroIhmxwF6OPRyzdQvaBE/bkgxtQm7oCYMCwuOSlPBlLoxBIkp1jnlBPQvdESlWCbM6go4LrbjKHY8G0PokktNiM61FcjBlhoPaoRI/hl0+FkBDc5c7h1+3d6FNSIRc0wPxdT+3oYhqwMZts+d8b+BgDKtXBfpg1aNzbKlAGQtIYZDhKxmp4XSI89tDTAapKTFosN++ys0TQ22k6YkxhwR+sJamuvjhrPGI1NHdu+A4D0mJ2at7W7l0pYOLhJy7gUuVyfYivktjUdfkolO7ADMUzvzOl7f42OQLlXTMHB0kD18gfrYlOicUOjnq+M3ed7WfHErMqqrMqqrMqqrMqqrMqq/BmXr1pP+PHd9vxw+ewBcmmP5fuLLiYupLhb9aBSn+WtwZzqxeSBBuvbExy82IrZ8Aa4f2cXAPCoOYvLmzYkfvX+s8CadS9MhxHEyB5Hy1sZeSpURwf+1Lvm+AvnnsBvPOggB/0EbcedbP+d89gK4Oj+wJGqoxipfRyKDZxKsvChQ65wipd8fiaCcqHS+XbwqgOBvzyexiQykh1G8DLT1ZBR+Gyxo+AFKQwDolmMyoXIRRGgPLOdjE7V5Vrgz51dAKo1FwpmYRgxY8PdABBPLCRnvu0kz5fepe0A8Yn3HMngXTtvoBzbiOHBC2BEaJ96AMznkphEDAdBdEQlKRQnv+VrkPz/Pg4A2P3hhyA8LbCJsXAew/hEoNh2XlATYXKXhixi1yeM5LZ1ZCMfAFD1Qx/8v+/7DP79fQ/Za2TwYjad4PVqekC9plF3PT4JqDacJ7wXU915DZgdJ5l+VwbheIe1CJEYvqRZFc0zy4frkjnLdYSkQQFEU5ecuCOw8Yj9h70/l5LnMjs0KJyHcr6dUri5yYHKTg+oNELVD20/u6TBnLt0dl+DcsNBdHZ5yPQXgSlAliLotGhA83BNmwOdm/ZedT8kNy92gGjqmE+KkOHPiaoEAJNLY19i8gIf6pao1oBo6r1SQOeWvTC5NMX4TtuJbQIaD+xcgI7F2zMcPmDncH/nGJPLI3cRw+BFB9i/vQH9cQZUAOMG0UaJy+kB+FYJODYlLYGTu7jtT1d3pi0UDgDiKUM98Ncym/TpvbgyeLemlxjNscWMQzsnmo5ASYuiZDQ/m46B3nYCT02AtwGnWR3EAmgsERKqESevL29CfZu+gU4ktWE99ImcEUr327rPoGKQV19HCCwdOsASmAJpLqiYk7ddLI1lIxiti03fWBicZ6FIAme0jkAc0U0XtJ7pKIwTlQbRIVkC2nmDdeJZN9xv4pi8nSqzEUh/r3pkX2RyiWN+lxO9khHVvdxgEAtGv206IvS1CsmJ0ZzRusEUiBNb5Tap2xd//danW+w/aN9PlAxff8/j+OTll7j3AsrSRcfWQpLnYhtInJd6eQ6e3GNo3raJpLVXpdYz7b3n7dkaMxdREOsVmluOgUMyZIe27aYvVFDPumePDHTsGVA4QXf8e/t20DFHaWUhUJxhiF0d2w4gC//ujOaFToLHu81B0SXDJEFTVGrHEEWYDNC/xl2fgOAdbQ4sNp1neC2mMVtscer/6kyLWSHpvtFUUH1FDbSZH8yc9sa2YxCPfdSAU5vase/GQxK46IszBmajwsIJmfGaYXbZ3rdaC/3fZiFq0HYMwb+qdUPjpFlvIWcOcjUCmIpQbjvboqcwP3HRrQ5Q3umgjMUSDdrzqKx4wkNZtcSqrMqqrMqqrMqqrMqqrMqfcfmKeMKn0yl+/Md/HB/4wAewt7eHBx98ED//8z+PV77ylQCA27dv4+/8nb+D3/3d38XJyQle85rX4Bd+4Rfwwhe+8Mt+xvqj1gXyzH0bMDPHT3wiyNNw5lMBIz2+LLDxiHW7dHYj7H7dEHd83CVEbkZ49IZ1i8afz3Dl8hYAYPOzDJM77em1+yxguD3u57cVphcdJVgkMHrCPud43MG/j+9D72HrKtn8gwqlw2/pNmBBz33oJuqL9lgdHS7AFrZe1eW1JZwbQ7LraOtUUCvUiUB0MEe5Y11f8VFFxygxKVFvdV07lJi+0GZs5LfKoNjJGMmPN501XPh3JwAsJjbenWB+t61Xsl9hft66xwaf3sXkwW3bDlemmNxtn732KEj+OdmdoHQKi4bbRCpfDGdIrtvnoGnRXLDPaLoS2TULPmS1Qrthf188k6JzxSZE6iwiznAIRtje4nwP8XHgjxLjIhwntU3C9GX3h62XevtdHwV3CptMGSwu2vdIjmpML9t37dwsAZNi8IRt+8GTAPcy6QAWl+1vOo8fo7hk2/ffbL8a93z4iOpbjwIBdHrTvkezllv57GdsO8zvHGA+sWNo6yMHpAipY4G6b8fZzn+Zgk+d0mQqobOY2sonofJpiaNXbWHtkxZE3w5zSr5TCSdFQF4rlFv2Hc99+JjGXH1+iP4VW9foaIFm5BPYBOGlWWuwflLTfaN5it5127/DpxjSvbl7Rotyy9Y93S+ISkvncZCQP1xQP7WjHMWZlKg0xayCV9M8edEAw0f92GihHLc3L2pqBzEp0DhKxfjGGGt32nGV3hoTL7mvv1dePLjdwflPuPouGpQ7Dg//5BGqi0MAwDOXclz+iO23Jy4MsPmU9Vp1r9c4ub6B7c8viNbMKAb9bI5H7joHXM8AZccnb4DNz7aQcxWozQSDiXwypMHhA3ZtOPPJEm1XEobYcGCxZa/beKSh69IjQ5ECZkKuSLTQp6TiC5f42r9WWZ5pd51VgXRr1T0RznzaKWZOGlJOjGYtFltuzZIM3ZtunPQlypF9xtofTDF5oWv3mUaxJgjfG80DT3l6oij/Q1QaR/e5XJvHKoqMRQtNeQTpcYNiM+Bdo2lLmPLFmQgdpzaqY06JnU0/Ip7xNg2KotWAo/dscLN7xdamn1hcsnNwDp6YoXX0r+VGhN7TNsl9drmL+cy976MV6secfsNJhbnjCY+nimhZT16YYv3hKVpHS2dkUA2uBxHhvXkTch3m25Iky6O5pve49ZDE+ufs9+lhi/+WvATbn6+pHxKXnFsPJPJbNmRSrQdVTeLvVsC5j2jCJmcHFco1525nDPGkpdwHI2Jke97rm9I+1NltKZqy/REGP0GLCSdPdv9qjelFl6dRWk+856gWpQFv7TOGTzSUGFv1A947PdGYn/EhBBZw6wkj5diNz1WkMtlmDMMnm5DPkTLKQ0gPgeHjdmzsfm2E7k17r2yvxuQONy+uVJRXIiqJfC+0tY4ZJs4znkyC4na2r8Cf8gnWITeIqaXIUYchPfJ0mQyd67Zvju/JManTU88RjX3+8MkKJ3e6JHsV6D2rPkf/mn2P6YWgSLvYktj4rB3L04sxetdq1F5NuOUYPO3WXMkQjx05wsnzk6JQrygKqXxFjPDv//7vxyOPPIJ/+S//JXZ2dvD+978fr3vd6/Doo49iZ2cH3/7t344oivBbv/Vb6Pf7+Nmf/Vn6906n8z9+AELmsjEMfGAXqUZEiA7sKxVrwcmvIxDzQzniAFP0d91hyHM7sIteBiZCsopfrMtRgANkB4yEHICQVV4PgGFcY+pCw9UwotCaL0xpmG5GggLVdhfxUeCx9ny90dEiJJMBJLYjawUjREi+m4YkMSM5ROk4RBcVkiMnZDNekPhIsZMjuuayHtkaMTeIeQO0ihI7dCKQuQxytdGjxCbDOTInVX8qWa9tIZ3B1/YCM0D29BGgFL2LyRLiPxW1DgIpVQV57BJBc0n1Uh0J4QhKWBUM+3JdIn/8AMYl0bLpnIR4YExgQcklQQ74g/dDf+ZRe/0rXox47NpnVgFwHNqlQps7QRwAOo+CdLdSJPEOAJFjPDCC0/vp2PIbA0AziMBKdw23Y0k7jnSmA88uqxuwxkEvphVEbesu9ibEGGNSScmf6a0afOqEnCKJ7rUSKOyCbza7iI5tHfWZThAfWeISN5Eg3m1eBlYPNi8hpU8qVVjcYQ8ZotEQsxJg4XDhxXqSibbMAwC6T42RHLtDA2NWuh4A45zgFaxuAMfZHB3MUY9iRLs2fV93E5jEGwUgASQ+KcBTr3nOSIzIJIHXGWrJ2M0iYInT3XCD7Ib7TdyFfPoWAKC9a4cYVFDXgcECER0GgMCnbedWApWJU0wolOS/9B0z1tgSlSIhMc6AIIIiQ7JVzMErjfx24Lv2yYLRtIFKg2iHlz/nlSYhMjmvIdyhw4qHuDooA9EamqPRXBF7B69DgixTgaGENZoO1jrmdE00C/zJTCmkh0HyXsUpsc/IRYvEQ2C0ISEV3ijk+6FRfVJ8NGkoWVoUCumB68OIIb01R7Nm52Uy0cTaomse1sNpA1F6xhNBh6NIMlpjxbQmrnSmIsRTvZRYy2jN5K08xU7l137eKIKkibJFehIOS/63yYm2glqOv1xMWmIYiQ0o6Vw0GnLsmTlySjC1bed56hN7gIEj1TKB1zzbq2g8askgpnZi8V6EaGl9BCzPdDRr4beq6KhA4yAnRoDa0z5bIHeJ9e3Sup5fm6IZOhhFG9E4MTwwSslZg2jhDykKOg6QRzlvUQ28A0ojPnFsTSylxOnkqKaE42hhqE14xgHm2HGOS6RuTrQFQ3p9jHrbbrTRBMQclR2EdVnOIiTHLfVbPHGGd9HAnYkQzQRdY/n/DRIHI4mnAa6Z3yzJCaGjAO9IThra65jiSI7d4bAnydnFTIZozhC5A2J6c45iw66t0UEBOCM8GZsgTtQx5ISrRn1K2JRzgeSadfjMd7YRH8wRLRLXpkB+5cR+TmOUaz1Xr+enEb4qoTznRnhRFPjN3/xN/NZv/RZe85rXAAB+4id+Ar/927+Nd7/73fie7/kefOxjH8MjjzyCBx54AADw7ne/G9vb2/i1X/s1fP/3f/9zXaVVWZVVWZVVWZVVWZVVeR4UtaIopPKcG+Ft20IphTRNT32fZRl+//d/H9/5nd8JAKf+nXOOJEnw+7//+1+2Ee6pgaK0hVbOg1dxqNyd4vcVFpsh0cZ7K5kG0GlhuPO0teGkKCrAeAozaWXsASA5YpQ4WA0CN2ibLylitUAWN1C37b8ZFhS/AnUWh+rEaJwCnShaUopUeaCparNe8CoKTnK/MEB8uKCQo05E8GKVzf+fvT8Nui07ywPBZw17POM3D3fMe3NWplKplJRKIdtMLaSwwRTCsnFhBrtd0dV2QFgRbkJ2gCFoQlG2w0S7wJiwaeN2te0owphSQZQxBtkYNJEppZQacriZN+/8zd8Z97zX6h9rrXedC4JWAhKZrrMiMvLc852999prfNf7Pu/zoLIwlTiriC+13uiS7HJyfQY1dDAMQFlvY7mVIClrz6fcKgpRp+PCvweA2nkkEkYJquFJ5D0FkjkHBqozA2jBEL1qs0+5V/WquxJsy8JqbrXE3zzfDdBzlIackRdfdRgpA8pMoTq74qWsGwXVsV7xukVjuZ2DSQVolxSqwd72qLnv08+h/rOGupBXreW2BcAZOrc1qS2qSEALc185KTE/a7zU3SsNasvtLacC1Vpqn1difr5DddQ2sa3pCBQrAsHE/jsylGYAoDsxuPVoqY5PmqwurCG8aTKZml5EHMr1egJuw97BjWMU62uQ4x61KbSpbzmQkC658XQOYaW++eEIas1yI2/45D0xT5CfsVlqDCitR4iXCsWZPkV8mhQYXLWqij1B4XEoRdSOwShHZftWC05e6iAS5GXWkoNXGtWOy1pj5MWPT1tKOsNKl8L8wSgnxcxmEJG0PQLPFdx0jcdOzGv/joHpn2gvQHN51/aJlzbX3YTmZNttSWFW9yK4JbLpBGgTILp2SmPYtZXSXtkSsNScA2lUYaWfO05+WmaKEvzamKOJOKq+h624v1UrISU5gwGzbb9mOU9iOA3Ic1l3uA+Pd6XxllqP+XxTILbRproL4jSGlsQhHwOYW771NmRIFjjvHRwlPgyRbVmv4opEkzBSKawGApWjNp0p8Np5QQWt17IQmG/acTnwCbE6YMjW/RqiRZfadL4lwOwC3EScYDVtxAmKU3cYwqmFS6xxyMLSAnYCUnItVwJDUWi7L5hK8g6XfW4UhQGSagcMRaajgwQiqmM0UYZuFiZBtVpNiBKvXItoLS2HkmANTAFhzyZTbgnyEvMGtEe0saZ9K5wotAkoMlIOBLq3jTe5WJMQlnB6vi0RZC7J3vUZx3zbK1M2aY8oe9sA0NyrbFYDEM/+YgK8uKfv5dY7DMoqFC8m+OfbMUobGTMUhX68pweGsx0wsE/NXOIgp323DSLkNoGyKhmNn0Vqz3y3Q1SC1YAhuDykxMdgrvw1AuCWlrXpAnNLrRvHHMWqa9MIxbrbw0D87FXfcM47qsY2Eij7br7GNCbqhC0k4HqYVhsz8pKrgIHbiVsOTBK261PedFHYhMxqI6UIe77uqTPbCJjf467nKB0hwAqQ3WcyR4sVhvx8H+XQ1QWY3WcyXHmrqe7OpliW12/5qihmPvXUU/jxH/9xPPTQQ9ja2sK/+Tf/Bh//+Mdx77334sEHH8T58+fxoQ99CD/7sz+LTqeDn/zJn8TNmzdx586dr/g5LpxbTUOw1sWXNNJbZlLMdj1fdRt5g5i1QHArgnBS4AxorBGvJNC40NpUQxTe8HATLzluMd+1E6r2sr4yZzidp1BD2Os9vm1RSrhcizyHd6sJZywKhdAaSqxWtJg1qaQNMz4s0fRj5HZBiY8qFBtmxxbdVeL1LXd69LwmEWQEjd80QHxkDI/5GaB7x6a1a416LUVu8aDxMUP3BWM4l2cH6L5s8Lnze/p033SvIs7xai32zAKSUdgc2oSZy4sGr9uGHMlNgy8JxzVh83SwCmklsjULCENcdwWUtHLFs4Ywhaf3C+z+dkUc01hLyRBgWtPmPb43JRaU7HyPICj1n30Hwl8xrCn5n3/Sb4CRQL7BkBxaPubAy4mXmx0vkjSMAeX4ozVBVlQoFgQ4gGrDGLUyb9HNWyNnDbNpFxYuJbMumDa/443yxmQqoG27KekPfvOdEJ1bZiPOHt5GclCa+sCEfJ3QUNVjiKwglYr6OLaY3GG4QxvgfFvSGG07IY3L+LT2mykzUu2Nhf4EM2B8ydy3e7ulzUmsdogpqO73yAhpY47ktgmtVquJx5q3GtmmxPAFm5uxHaNYM/cdXRZYecka7gGHtAZ1sdVBaPHAvNGYX7Ih6VlLmNpiKBCPWrSWjzc+rmj+tZdyGlsq9DCidpCSQSLGEqprQ/CjgMaGzExI++TJLahbArCGkwoV+rK4a44DBkpAhi7MZugwy8WKQGPPO6WVA3fMNG2oLReymUvNtmkf9mmJyBqZSjIKUYfjBrxqbX8mGFwz82i2Y/qWnATKOwyajuc01oItsA4Jum/dZXTAmu8GXr58JaQxKkqNJvGGUzhVNPe1YCTFrjlD/5pZsOc7IbWDqDRd24Yc4cxiXzcMz3thjcZw5tlOeA0v3pR6HvdgDsIGA8ZYB4CgackJYfC8nkGkHAZkOLcRw8zyWLcBI5aM9IAjPrVQjcjfvxx4AZfOnQb5hqR2jE4bEvNiShNjkgo8l3Mw05CFbevU90Hbb9EGjpWGIRz7cRTMlRdx46D34o13Si1KyPev5p4nPuQ0RpuYQ+SKOMWZAno3LJwwFeSUCCYNcXt3b1WE5U8PNBn3bcxoPQmnGlpqEtwBgP51C/epNPH6Ax4DT3A/GEgGHQDmmiAcolQIMrtelhqiUOD2+mDWQm9b3PmVinISFucjrxStc5qD8NrZRor00DpDGJDcmHmoyEzTgSY+rlFXjsmLE1d8fFSi7lgoY6sXhKN8LgZvjRPP/Zs1GvGpHbOTEpU9/Kd73paA9vtOcsQ8jC0UBLdpIwMpcwxhvPFwt+TWHPNN8x5OFGxZXr/lq8KO8q/+1b+C1hpnzpxBFEX4x//4H+O7vuu7wDlHEAT4xV/8Rbz44otYXV1Fmqb46Ec/ive9733g/MtXpyxLTCaTu/5TbfNlf7ssy7Isy7Isy7Isy7Isr8+iNP8T++/1Vr4qiZmXL1/Gf/kv/wXz+RyTyQQ7Ozv4i3/xL+LSpUsAgCeeeALPPvssxuMxqqrCxsYGnnzySbztbW/7svf78Ic/jB/7sR+767utt78H20++F+lKjtaSD1eTCNkZd3rllBjJtOdhrTtAfaZEYeEW5YAhiczp8rSrEPVtkuZagKZrEyXnntu26vmQr9JelavY1LinN8XNZGj+JoByw3Y4dydcjei4RGIZN+b39BBObbZ7T0LbQ0jnekYegkBpxDfNcbfc6SM8zhDkpjJ1PyAmElE00Ja3VuQNZheNqy29laOxHlERcmIkCccb6H7+wNz3/CrErEZy4Afo+M3GFdS5mWN6v3mnYOo9PPl6SCHxzu0pmtScvKPThrydbcQRHM8hTO4d2n6CatOEUNvAJ7LIUY7aQjo6d2pEezaRbqdL0uusaACbgJbua2jByAPIixZybCEdaYjSetjDmUJoE6mik8omYRoISv7nnwQAxP/bJ1H990/Re6sA9EwXZQCA6GAOOXfQFg9H0EJ4+XTBEB9Z7+FOgOEL5j3y7QR1h6N3NbfvyNFGLtFyTgmJbRqQZyO9cgJtk/KaYYJ8wzx75TPH0NIm7gHILnSR3LaMN8MIkU107C0k6qpIkIc0PK3Ik7j6xYpC6qxWiCzbQxt4zm/V4eCVoETf+bYgtVpoTZ5lXrWIj2wS4zhD2zMeIjkDii3LmnKQg5VWsnxWoI22SZK7c2OOemi99S8DyZ7pTznKCNoSnZbgE/N9vdWFtF7XaH8OFfbs8xo0XUmsK+VqSEqr7YRBTq1XfhigtvPCedoBo4DpogAqUpbv2sBX6g7DyosVJTuxFogPBb4w3oEovEonUxrhuDES4E6dVHrISvd2jfmOhTMVGqLynkFRMVIsTG5lSK7YsHTfh+h712qKOlQDSWG61Rc8i8TK8xnqbgBpo2ujyzG6t8x7ZpshOnf8Ozs4SrpXYXTZRAH611qUQ/N979WC4Gly3qBjEyNVaBJBe9cc+4gkposg0wQPEbnC5KKTa9cUwg8yn6AcThryYvZuNggmNXmajdqsjZRJRgm1/YMC+bYZZ9k6x/CKGRvzMxF58TUHRdnSfWB6NiAPtCgVMbvwRpCc+en9CZID2wdHFQorBx4fVwAzn6OTmpKwj97SwcZnZgShUiFH9xUzD+cXe+Q5FTXQfcWMv4O3dcmbHE0UQruOH+UBunfcnsChAhBMwdzcXNO7UdK6kxzWxLpCOgEcmFxKyDsrKk1Kj87D66BKMjMqi8Dd8IU29WrH+XpA+16+yiBtlLh3s0HuvM/MPD+26qZtxDE7Y969e8tH+dqFiMJiEmzdYUgPnLqpV0NNjluCtVR9ZqCUktEz3Dg5elOI1ecdhRD3UJyOh/4EU4bpBeu9bkxUCjBMX/N7eqTmCniV2GIt8HC8mFG0YXohgZUfQRszyMxDUyLLSqKEgX9FJ7a+MUdu4Si9NPBJ60r7SGsHxFxT9hmpnqrQJHUDhomGKU3P1xykblpspgSfDadYltd5+aqK9XQ6HXQ6HZyenuJXf/VX8ff//t+/6++DgTHcXnrpJTz99NP48R//8S97nw996EP44Ac/eNd3b/v7P4tCAv2kJJD/aSWgcjNg52e8sEnd1cg3vIEZJjUyG64uV4BL/ZG5nq0gia0B1gX00IbBmxAqcouDQLlus+DnnDBkaqVCN6hQbtrQ8Fx4XJsLywYco/tTIuLXzGAkAdgN2/xOBR4DBwDhzEnYMsitgMJp43tjuAxuWYQ0uflCkEBmIWa7TqwHUIFRYdFfN8bkFUPHWPU4gixAtulCfJpED1SQorAiArIfYHrRGnBfUqiczPTjK/RsWQisPm/qN7o3Rr65ugALYneFdB2OEediL32cMOSbBttW9hmSY8ueUPlQZTlkKNZCYsCJporo25rYi36UQ0ZCPIaG0KyqVdcvpNV//xT6/9+PAwCO/sd3Id/WGN9n2ztkSA/ND6dnhz6UnGv0XjWGrx7UCzRTGoNX7CFunYG3XVsnw24xudfcd+VzI9z6M+Yd45M+YUaVZJi/22zSo6MNaitRg/pAhatER6akgQ20UYfqW66Y/i1WOBpL5xdOvAhGsCaoHZUA1Xf8QJfqwWtNxmPdNRuH24yrHgjTmBxKj2MMU7/RzRNEEwe94FRfx+oDmA1keoYjtFSN4ozf5LNNhqpn2kqWCbU7UxGUNO+qOTA7a74fXhkgs/M7nAg0KQNrJbURsyeKZGOCk0f7dL0zZOMTSZs8eEuUldAa44v2gN81+OzT+0Ko32ZACWipkZ+t8WfWX8Lnt85Ck1gPw8lDoYHMWQNDBR5ryxsjwgEA9S2GfN0LTIEBk7eYNSiYdUmkZH7WHGgAYHR/4OEzpYfKZVvCC58EKaAAYZl3qgGISq5YAyYkpa4JgjK+JyIMejkUiMauPxLa1OMTjuk55+gwIkuTC2b8h2MvxqWkN6KMbL35PhoxEshpUkawwsn5kESHmOIQW17Aq06ByT0OPO7XN83Cu5wrpw/Gtq+A2lF6ag1uKeFUAJy8WUNYY6l3jVOOQv9aheNHTL+XA9CzJ0WE0I7l8T0RajtO5lsRCaFUA2D0QMcfXEOG0NItag5a72sNNI+al6+7WDjAAthxB/EGJw9YmryxEcaZ7zj8PkjAS/PAS9UzEDZYPQOgMA6BfI2RUFEbM5QD/3sVcLpGS2OcAuY+lf2eNwIz69SSuYeA8sYbqNmGwOhhswhsPM2RbTGUlds7zBgBDE6f9kHuYRJ1V5AIlc69jHz/eoW9d1h4UCToeVoA03Mh/bvqSszOwdfRHhDLszWyI9vvwjvhVOCpzU6frLDzHyyb2prJyXLzTXMvuDS5IBBYQiolQA65fN3vNW0C9G6aZx8/KlF3zFise8DKCxqzHeeoEajsHB1fipBv2TUjYHcJOQUzB9vzIl/VAHRQLYeGvtCJvsWHDKf32VyzCiTW52Bvr7eilomZVL4qRviv/uqvQmuNBx54AFeuXMHf/tt/Gw8++CC+//u/HwDwC7/wC9jY2MD58+fx3HPP4Qd/8Afx7d/+7XjPe97zZe8XRRGiKLrrOy7fsGKfy7Isy7Isy7Isy7Isy/J/8vJVsWTH4zE+9KEP4ebNm1hdXcX73/9+/MRP/AQCewq9c+cOPvjBD2J/fx87Ozv4nu/5HvzwD//wa3pG75o5AR5sr0IHNuQ2kYitpOzgFU3h6mxTYP2zxsN4+lCK6UmMtRvmb70bwOcvWbGeU46xMO6CrZc0xvbImxwaLxMAdO+0JECgOdDZs0k7SYgXextIrbTvxmcrwykMkOwsazWGL+WUUMiU9ziGR3NKfIxOKgy+aLmfOUfjBGA0jHfOhozTw5Y8YuGkQeemDbNmDUYPmSOwqBRWXjDH+LobID4wn0+fHSCcGldKdNogGBdQ0iaJVsDwpZzesXvdPKONJeJTG26etajPBbYvSnRuu+x1idoyAHT2TFjZsxNEJFijogDFjnE7xPtz1EPj2phcDEksh+c1MXaEo4pYTzQXiEY1uq+YOjb92EMvAo5i3cJWDhSYtnCH24XhxQYAznxSJ4wHHADWf+ZjqH7oXehb2EiTSmKe6J9WBOsJxhUliUIzElaQWYPaMtlsfzIDn5v2VUmAyb0p+ra+44cGSPfM5b2X55QgVfdC1F0rIHOnILaQYqeLzm07zjoSgYXLyHGBZpiQl7qNBKR9ZnwUEqSJFy2yM6Z9k4MS3IbRy60EmU226tyuyFOtOaNrhy+bBFjHziJzjuSmz3py4e5wVIM35l7JvhdK6VwtiD0mPJgS/7dKQpSDFBtPj8wPGSPYSp0GWPmChSRJThznKuAIjsz3zUqK7i2bRH2QIRx1bJ9xDF7xScPRSUUc67NGoHfTtA+vlOe5bzXkoYnbnr5pA71rZu7tvTtCYmn1158ZYf9dQ3TvtB4eoBh4JnCrHEKeSrhMRF5rrH+ugOYMbeSS5zRmZ+z4yTQGV+z3rUa63y4wcACDT9s+2atx/Lj5/sx/bjC5aCMbM598LAptOY2BfF1S0pfMlIHhuSTGWFDyZzgBQTKiSYvKRgSSE0UJzioAwSKUZAQh6b1aQFSWiagBVr9UEVQKzLOoBHON+KSh9k2OPbPR9JznPncRiO7tGrllrah6DMlxS/Co0eUIw5c85MXx9VeDELOz7l4mMdD0LUNnz/L1dwW6V816Mr/QwfqnGe0LyUFJydL5ekBJhKxWOH7EQlBOWmIVSQ9bTGOfuO/40pmSSA4amiOi9Nzr1UBSAiU0KBGwDSWiiYucgPjdxVxg5Yr5Td3hECXD+nOm42ZnInT2zA/LgUQwc+uqRGfPw04AM946e4qSYDX3e2a5ItC5UxGc5c47I0gbrWQnhlQAMOwsg9JG0OaKGEmKVUbPiyYK/FOOqECjd10TRHP4whzje+16dr0m2FMTM/Ias1bj6M3WDOGgxN7J+RDrn7f88/OWII7zbWngKc5j/koOUXl4iWOS6T/nYXP9qwXmu2bM9q7Oke2adUZ/KgS05ZwvNFaen2P0gGW3yk2kDgBWn69RDTzxQG7fb/OZDJN7EupDR/7Qu6ax8rzVa5ApRvcxrDzvnyNKc9+VL2WATqm/XIKrEeMyTbIY+ZEZQ2g59uMTjs6dBo3VnuAN0H/VibN5caxlef2Xr4oR/oEPfAAf+MAHft+//8AP/AB+4Ad+4I/0jGzbDPhoM0NjM5dxKlFsm0G69SmFw7eYAZrvKNRWBIi1QH9nijodAjA4NGfJhmNAP2QNpXu6KHYt3jqXFEo7eKvwGLaBwvyMoPuupAWSp42BfPhYSGFi/V9cdjPDrT+dUti1fxUUIlRh5FkcYonAQlBUCApVB3PDTuHuO+pLulc4ksgNugQyA6KR+Xz7XRGl365/tsWN95oH8hI4fthRchmRiOTQ4v82GE4tJCM5BN1XlD40xlrhKcR2Y2IAqDvw1GSl2SBcXXgFjC9tADAhT3eACOZDEkDKdzXmu5YtxMNWoaUPv2oOHL45IsaOaGRCde7dK0viku4JTC47rGSMxoboOrc10WKpAARZqX7oXdj9nz6Gm3/3XfYlAZG75/t3T/Z9u6cvAQdvNZ/jkwCzs/Y3BwGprCoJFOvAzC7+TQfY/pQZWzff00N0ah+ngMnD5qWrfoxwbEOaXUCUlt6rD/DShatTFKtAYHF/5v1MmzRdDTmzsJEjX/c6jcnwyXb9Yp+sRxQi1tJQpQFAMInNv62dVW3W6P+y6d/9twmsf87c6+CtMYVsZ2cSamslE8I4Nx0/xpUEVl5SuPmeIQAT4g1t7oAogFvfaCkOuQ8lxydA7ZhLSniBHB0SfKDpANFJQgbZ6b0pwcKSjwfYf8K3tQv/8hZ0+Dlz3x6OHjMKsWfvu4Pss+aAfvP/MkS+pRGfeCgTuIbutiiVRNvzwkdtzHD9PUaQZFHMx7W1ChjqVfPw+I5EGwqo0DYMB9SqZYzZjJBcMI13+08N6Dcq0mA25C8zDmbZncoNhfDEfG5SBl77umqhMbWVaXZKFNZwFoWkkDrg53Sz0pBBU6xrevbsTIJywxp8GYeSEXSo6d/uet4waO4VMIm1oxU0lnjLoALL1HMmQBvZdTJRKFcFidxoqTE770VJROkgHXqBDcQfOFSqMDm2xkkFnD5gKTw7ph2c8RmdJgSfaWNt1nlYcbc1S3G56qE/TEk0HXt4OWYY3efURYHJJQ+nEoWHLGAhHwkARvfbg26gMSUBJAbl5tu5GW5+oxmLwYSh3q1w8xtiqqPD1pfrGuGpywvQcLDE9r8YqFQbMYzu41DS5Rp4VhimgMk9HgKY31ei7tr2FRra9km2Kah9WMs9pCPSmFuYCi8llO03Xpp8KZdLNbnYpWvGl0NqE6aAEXeHMiA/ZxlUCo75rodhTi5ZdpyRQOnWpkBjPhU0ZseX04XxBGhmGZp2K2QH5uHznYSgN5OLPVqbyu0G8yOPZ5+c76Jcc/3G0PTsYagfLKhOe+ri20lK+w4YIHPbByGQbZuHFOsaaqXGsXTzDQS/yTc7mJ9zIk0cwcRiv6WH/rj2B4C6p1Ba1dNiU6FYC5BvO1phhpk93PISqNZs3oY/27+uylIx05fXX6rosizLsizLsizLsizLsizLf+PlDQusjm2YOOcKOrAn1p0S7NScOMeXAvKsNSlH/7pNrrnEMTvswtLvoo2AzVXzwzuXQ8TcZc4DsB7dpus9g/2XGXk7w1NOIb6TR4G1ZI4Xv8G4jYcv+GQ4V0ShcfajM8pwbjoSG58wnq7ZvUPy6oSTBtJCRbTgJITTJALRcYHpJeMp6dwqiRVES47KyjzHN8eYPmRcB1u/PUZrvRzZboLzv2zcrte+dQVrXzTPqPoSvedPMHqzuWbtCxV5UOS8Ru+mZRsZlVT3cugzxgefP8H4UXNtfNyg7jghhRbBpAKfW/GTKICyAjb5ZoT0jnEz80mBesO80/RiTHCQciVA56URAJNg1faNW+D04S66t2oEVqyFlS1JU+soIK7sJg0oeWrw0pzk6HUgiAs8HFeUiNm/muPm330Xzv7Ex0xHvPMxiMyys+QVxm8xXvz+509QnDPu9uvf0+LyT7mMO4b+Vdu3qSCGjmwnRv+6h2lUKyGOHzK/u/DvDtCsmndXoUBpOb93PpZDnlrXMuz4ABCd1iREw8sas8sD9L5ksp+K80PIqfnb9J4Ew8/ZrCgh0FhmGRUIgpqsfdHIWwOG3aQe2ATTsiVmmM61GXTAifnh5OEImeVQHr7oQ89nP3IH84dM+8i8hci9/LnzPAanBVTsvKMKpw91cPY/mv6thwmCiWmf/Sf7WP+C8Y4l1ydePCkOIGybNGsp8XyLrMbRW0x/rP7XObKdmCAH8Qmnfnjpf5C472ctV3w/JGlopjVyG325truJBz5h6vTCo5tYr11btTiSEtGk9RzEioFPJCLegOc+QsZrYPOZ1rAVWChNGzAS64lOGuy/3YzL7U9VRqqeBEcYSttXKy9WuMmNq23zM63nHWcL3MwjD4MoVgSsfgsG11ojHW+ZRPLNALFluBndG2Hwskv+bJBZgZPopCYJ8Do1YX9XJ5cEvfGpEcZvGtC1+ZpAPHIN4usYTj1UThSKoE5Bpgj+InPPRBNMPVyhTjl6N2uCIJR9jtixnTDQO6nIJ/0WKxxBZiN5awIrL1nI1ryh8Vd3JcoVCW77tHtthtJKphdrEp09M05muyEqCz1b/VJJMKD+9QrFqh+/rj3z9RDhpKH7Nh2BwLJeqZBTREEzEAvKIvc6U96jPz7oYf22+b6zV+P6+yS2njbXNBFHcmDW+3wrQueGmQuTyynBwly0UJQGGuK4toNZSyJLShpIlIN+HLURkkNzXdVlCG0CcO96Rf0z35UEmal6jDys/Rst5pZ1RVRmPXAsX/GJIj2EYO55tKseJ876cKYh55bxowRk5iEZDt4Rn7ZoLNyx7jL0r3roXDhpvUZF4LU5Dh8LsfHZltrXaWskJy0lSJ/eK9G7YUkWag1Wa5w+YNooOdLEBNa72aCwz6g7jHRJOvsNQXTqhFEyehsypPtmbBw9EqLIQwyuWPvh1QqHj5v5vfpCA9bY95j5SFmTAMMr5noHYQOAfINj5+Om/4/eHGP9swVu/ykPVd181jGltTh81Ook0Nx8fZVlYqYvb1gj3BkSZRlASIt7axlE5bKQF7BUhYdw8ApgXNO/AS/WwxqGqrB0XQoQOaNraEfRHr/HFBbCrMC0jmiCO7omc41jXjBGT75u6b4crRTMIlkN7CbUlbS58FpTCCo6qaEiucCOwcGc6JDitGmpJPBMIltdwmRrZv4G2JBrx4fPwDktuG0sqMptIkmQJfn8EWbvOg/ALLgOb6iSyIfaJaNNDwDK1QgUmWWMFOqalBvaQQA6lt5YCRnKlYB+42I1KgrJiA7mhtbKKWhyAJqZ+7Kqgdg3+Iz8sW1irxlcAVTqxGsEtKOW3Ii8UmlqYUfvfMw89BOfBR590FzTT2jjgGC0QKsaRHuxeK9g1nrMsdIGr2ipE4sVTuFUHXjjrY29gmDdD8DtAYLPS0/JFQsSZdCBUQwkFcmEG1iT7QeiCTyeIXvAGE7hxNer6kuklgqw6YT0TmGj6V1VLMAavaCU6jeLzkFLIiq6E1Mdy4FEQmOOobW426DVhKVvOkb0RVkWizbmiKxR0SR92oBVFKC1uQBtxNFGBlqgAkYqoFpywrQCQHxSE+ZflIqoCMEU5RVEe3PKSUhuz0hMQ0eKDq06VFDS5XVoxMce8kBFAwFXxLJhfmzGbrrnsfFKMup/pgysDADi6yMU54YQpEqrMbNiYG3i1R1lpsiImZ4NEGdeyMRNEqYNrtu0OyALBW4PWcmRF2BahEeIcYYocWp+Csmhpce7JyQKu6LDiX6RH43QxJaO9ESDt8aoAoDO7ZpwytHeDNV6x9bRG4CDL07ArbKvqxtgcKy8djkJhorQiWvxRiKwIk1NIqivGsk8pC3XNPd4DaIP1Nwc0gBzmKj6AtIa8eJkjtCyhxTrEsJSGXbuMNQdO/fqlgw7XrZQ0uL6Sy/mIgsFXmvw2uUHBeCV7RMFJPuWPjUSZJAnRy3VV5ZeUXERfpBcGyEYbSC5aekOL/QQHJuD4/RCDDky80XJlOYhrQ2MIZhroq1jCiT4pbmh5HOHHqa8UEzih6w57Nm2FhWIRYe1Gvm6c9K04I2nnKxTz/LFW3+4kLlCdGI2zrobLwjTaASZa0dN816WmmAj8rYfJ6I0dXIHCBX6A2yQa6IjhRZ0r2CuICy0UeSeKhEAjWtRKKiQU94EbzXRB2ruc1/Uwloj85ZyPpTwePw28nugtO3pmZEUpPWtsFohPfTrlhfBYpBzL17n8jdkxjy9ZAHUPUmHLtYuQE8CTu/LFtelZXldljesEb4sy7Isy7Isy7Isy7Isb6zyehTN+ZMqb1gj3IksMKbROu7USpCXTpS4iw+ZV3fDTJwUsRICheWRFQUjh5aoQF5YbiWqzfc+BM8akBeTNQx165/PG38ypqIAVrfkARe5opC6koykvnmjvfea+++Z0hCTEum+DefOK6jIedeUlyiOAgQzc5IORiV5jJllVwFM8l008p4mVrfk2ealIo9feJxDSZtNvjYgJg5eKvKSGFe07ZdZQ6FyOa2hA++t50VD0BqZKbDGevEZQ3Bs3APhVohw7LxYAVhhxV0aBVihFeghgkmJ1mWGTzNiGFksMmshKuvly2qKnmgRkSwwAOICh9YQOQiCgkcfRPvc8+b6t77Jh49nBeJj611rBZjlpg0mDULriaqGgYcnNCbU6Thsea2Rry+4I62HUuQN8dg6T4hrXzdmeKW8WEytDBNDZtwtouyQd5gPBDE/6HDB+1f69w5mLYIj06aqE5EIkZxVkDbcyxoNMS8hCusZbATNvTbw2fpoWxJfaroS0vZneaaP6MS5l0BiIyJrEU45eG7hPr0A2kKVRAnqH1767FxeLUBbJg2KTevpXxDbYa1C04kIltPGguYClEQwdfF6D+lg8wKaGzgKKzmxx7AiJOERCIY2ALU9YOYTLxmOq/QusR5o08eLDDxtKmj8KMmI51jFhsWGkQOPUSIpLxV5uuqeQHRq53SmCG4TTEq0th2Y8tLqMmdgrborKkVeUg7yius4BHdrjeA0R5gywk6ASealRMNex0cY8xaaS/o3a33So0pD/1ky8sI2w4Q84I5BxDxcI7DrXBsxBOMK9YKQlEvSFJWiMaSZFyhRLfec9RG7C6rkn2HqUloIQZqEBLMKZgptaqF2K563nSm/ji96jEWp6T2YFncxXUWnjWcmKlv6nleKoDRaMKq7qBRk7pLZvahT240BBmIXkllL0S1RaWIaWhQ9cs8y/OgeDiXKBm5gBZlpb/cumjGKetSp97bKeW2ig7bQ2l8znzTPQPuhzFs08cKYD5lnrGk09QmvfdRCVJ6ph7VAaNe5YK5Q9aT//Yr39POyReB0CwYBQie4VGsEzoMsAzNWbL3d/q8iTuO6SUMEllmIacto4zzjpUZto4Gs1pBO+Cfld8nTO5GkuiNIOK/sh7TOilIiHDHyTDuBOVfKoVv7Qe9Rp35NC+exD8JzILDwUyBCdFRC898bzTDPtjbN77ZBluV1V96wRng5tNjDsEFjKQPbQKB1uEntifRVAMJNthGAQKG0FGZ1h6GfWAqopI8otqqBIXy2/oIAzCKMRUsfztJSYxjnOHWbKVtQH1vcnZVCdOTotkJamMBAeMr4yKs7aiFok3ShfKduxqsW4Z6l1uAC0Yk1Su6coHrEsDpIyT1so9EQ+yMAQHTSI8o+3TdUfC58F5UtVGCZAuIFY7FtaQFqIwbmxBu+eBU4/4h5p66kEB1rNIKT3BjJAFQvpUWI6QAqMTu7OJ2hOmvoO5gChIWd8J4Eart61TXU9qptB4amExItoXmWC8MztFsDW0d+V+gdFjcuJyVKq9wZHcwxPTsEYGgItTT4b8BAUPhb32Q+f/oLCM68w9wnWHjHXIApd6hqUFgRKCVA4WnNAB1xhDakXg4Dyn5np1MIZ9itpJTrIKcV+MgeOsoKSpr2CUY5mL0vaxREnQLCiX4oBCemrcVagOD2yDw/XDgQFC1tzFxyNCuWIquo0Vh6RabhD4exANPhguHk4QzhpCVMJDuZoD1jKTaPCiiL35ezGk3PUuvtTRHYCcLqFtn2Glob9g+mNUE6wqn26pNZCaSOAo/RO1VnVxAfmNwBVlSEfQUzMBU35rVYgEflgiBQ9XqC8MTScCYhGagQGmJs48UyIahFNDIhbTlv/WGOASrU6MsCTVd5JhRtDGXeeMwzL71BHO/PwZshAKDtheY3bqNlQGheEdFxASUdLELTvBcVCCJWbCbUt9HYw4Pi/QIqEnTImj6wQiqO0BHifYuHrxoU58xc6F4ZYfKQGWfhTCHfdCI8DZTTZdAa8cnCeqSB5MAeeFJxF7bdHfi5PSwC5lDkqAhloanN0jsFqQQ6g9YdKOc7Ibo3zYRpQ06GT3JY0UEn2+JI95zSJKODMdXF1p03C1CGNKQ52kYBguuFvVeI1Kq/8ryCki5XooHMAuont0bnmxGiw5rgcvmZHpIbpq3zcwMou1ZoDjqoTs9H/jAbe8OuGjAMX7LfdwKwxsMU2pgjOrTG2SQElDcyQwcVWYCjLBqMKuS0H9UpA2+8GiZv/OENGuDKYdt93g9vNNECNsmCSE3MafxlmwKaMaoDb4CZZaFiioMpT1HoDPc21Mg2HWwEBAGpO8ILsHUEQS2aLkcSCeRWDCmcKi+0pRhk4UWS3H7KNEhILJw0yLcsXvrYwJAAIDptDWuRY04ZcKqjChnNqzrxIlTd2w1Ri7YRQ75pHSiFP4wWKwzlKhBNbNv3vdCQqDw0hikrIgdjV5RrVniq50V8VADUA8eUA9SDkA7sivlx4vK5ANB8XJbXb3nNPfSbv/mb+NZv/Vbs7u6CMYZf+qVfuuvvv/iLv4j3vOc9WFtbA2MMzz777O+5R1EU+Bt/429gbW0N3W4X73//+7G/v/+HfYdlWZZlWZZlWZZlWZZleQMUpdmf2H+vt/KaPeHz+RyPPfYY/upf/av4ju/4ji/793e/+934wAc+gL/+1//6l73H3/pbfwu/8iu/gl/4hV/AYDDA3/ybfxPf8R3fgd/+7d/+iuvhTuLzkxTRwLoVCwExN+eKNvE809EpKJmRaYAFikJNTQKczi3Zf8VQHJqjcK8BohN3tPTcoDLXkHOfAEQJiaHGrfGATrl3V9Z5uxmyewaUPJJtShSrxmsrC+0FUcYlJY3xVhM0oekFKFdDOtWrIAY7ZzR7g7lCaDPys4e2UaxY73flE+7KAUe8a7zJ2bYPU6XXZsgurZDQRhvH5N1oUkHfVwMvmc6UF9rQ736IBEMmFwLENjlMBQw6Esi31uleBHOZNCg3zKmerUbk5U/2S2JQYa3G5G1nTJuUmrwhsx2Gzi2NyoWr+6GH2XBGAh5MaeIMzy72SORjfjYlb66ch17QpBegXAGxoDQJIw9ecOYdiP73T5l3fP87if0AgcLsYpfeN5yYdsg2JKJTK2qigPm2AC+9F42kj9+0S54yUSgv3V1UKC6t2X6TlCiZRAF0x/G7S8h5i+yy8V62AQNrzQBM90qM3rZlb2a8X6ZEC2FljflZ8/twHBA8o1wNPZf4RozOfkth9DYy4WjAhO3d7ybvukjX6xmnMLYoGoISYLsHYccyrxqThLtqRVEOS5y+1byvFsZ7CgD55TVKWOa1RhiZ39Q9gdl5M346tyoK7c/OpxClFxYJ5oogPmKlNEnAMOIs07P22actXa8DhcmbTf9rroyOAMz6oTkw3/UwCzBAJQoRb6BjBc9bbuBH1TC4yxPuIFPTy31Kzjp5KEW4wByhQxDDSbkWU8Rkes5D3VZfKFHaJM9q4JOo04Ma0zPm/eJegGJVQtgk53yNA9omtUpg8oCdGACthbh3SHN9cLUib2Mwa5HumcV0/Og6QbHqvkSQaYI91Smn64tVjuTIvFOTCmQb7jcBybirmSZPK9Oetzo+NrA15xkvhgzxkaB+d30VHZeobZK7Ej6aEJ8qZLt2bVGeTaXpCJsUbcdvv4No7CCAoDW3ibzU/OyeHkWF5uc65B2tOwxamnk/OccRHwXId6wo1WmFer1L/ePWa1FpxNbDXvYZMYG0MUP30HR0MwyprU8eTKAFUK46mJbG+EEbbRq1mF8aUP+46ICmfU6bZD3px6+DJojawAFdNEVmIHhmk3Aa85qDmGzik4bW6HIoEMxcsmALWEhEeGogdw6W0cYcYDZpcuYjQaLSBPOKD0vMzqT0fr0blhXkbEDrvchbsJ6LsNhoZ+ihTm7PbQNg8KqDacEXTUgcMA3yXmthvPIAIKzX3EVAmsjL1jPlEzOZBrJ13w5uPIjKz+F8TSDZd1EKo3/g9sS6K0hQi7WabJT0qKW+ylc5Cf3JTBNUiDeM3KbJoQK0RnrHv2a8bxaVYqfjecaXmj2v+/KajfD3ve99eN/73vf7/v2v/JW/AgB49dVXv+zfx+Mxfu7nfg7/+l//a3zjN34jAOBf/It/gYceegif+MQn8M53vvMrqodTw4r6JZrSTqpAET1dMAMZksUaoxBkWQnoaUD0W4CAshSHBQPEwGJUdULCDPEBQ3TqFyaXwa4lyPAIphz9pEBtWQ9EraEdfIv7TPDOiyeoN81m2LvWIrxjVoviwgoxJjTDGMmNsb2Rp5eLb8/AjyfAE8Yw7VyfE96aVQ2qbbNApzdPoaUxtuWsRnBqqfzaBGJqKhUfdmjTys910fmdV8Eby3ySN8QikVwbIbIwg/BgTgs/rxS9e3R7gukDxhBce25OxrG0NHXJFYuxCCTagVkxy40EySsjU695Bt23FIX3D9G5aS2UjkT/UzfN57YFQsfscga8bBHPrPrhJAfm9ppeB+mrdjG7MERp1RI7L1rYDoDulQaNpQJkrUJgQ7nBuEKyL9H//IltewY2K6juk/ebsZn+u0+g/Sar+tIw9K6YPlSxRGXVTbt7DcIDw9LSnhugf60inHKTxsSwk7xyAtUz1zT9mIyztpcgfsnwhsVRgOLcEIBhjRAW1yyPM0wfXkX/kzcAANWlTcISzs91MPyspShsFeYPGuM13svvUujs3DLvJ6YFyi1jOETHJYQN60YHc/CsQrlrD4s5fHtNWxIKSp8/QH3OwYU44hsj805rXWK2CG+P0Q4tHWMcIJxpdF6d2nePsPJpU9/Dr1sneFHy0h6S1IwZHQpAWAaXYyC2LCbycIrpI+ag139+hGq9g/SGmUz1MKGNq5kFAMxc6F+ZobVsOcG1Q1SXDLWomIfovWTmHv/TA3TuWJx81oBXATq3K4/JV0B4JHAjX0G0JxeYkRggGMKRxyM7JVXAMiHdbyp19tdnUKFAtuUPbKSeWCoyHrq3WsJVF6sBYfzjw5ryLMphgPjUsTgwdG8UUIEPyRPOvhGIrNEVHeU0ZnnVglnLY7YboP+qpdQcSKKBW/vkIUZvMW2dHNWot0KCMiQHFUTllUqJFKpWaBLTh53bFR2qZK7I0I73CxRbli5wPUDnVglhDzC9m36dTfZL+lwNQ2rT5KQlg6jqcQxeNBNJBxzBoVVZXe2AqYjq1f/iCeoNM+az7QjhsTWEo5jeN71doLR0ndFhiekl66S5VkFavHk/SsHaBfaPjiRscnJQI7QiLKzVBBXo7CvCLIcThWzbvHtwxDE9b5698kKOYi1BcuiZYXp3zHwtNiMa49n5HjFjLeYsyEKRw4cvfA+Yfcy1Y5N6Y1vzhfFXKMQjp94pCIoZTD3cwsCGXK6NYdIp+xZilnmGEdZqMHdI70nkaxaOEsQkVgaNuyAdxETEGL2XKMw47VjjUwmG2DrL+EKOVpt6jDSvFNL9lj6vvGCcMUePJmQHBJMGWjLMd6yy5s2GGGvMs/37dvY97aNrh3xdEIQuyDQ5EaKxxmSV0cGm/2qF+ZanwHFjMV/j1O5a+HyMqhuT46tcYRi+aHHnwwidWy0J6fEaKDZt7sCsIay4s5Neb2Up1uPL1xww9Mwzz6Cua3zzN38zfffggw/i/Pnz+PjHP/61rs6yLMuyLMuyLMuyLMuyLMvXvHzNEzP39vYQhiGGw+Fd329tbWFvb+8rvo87STeVgIxsotA8ICL9OsVdXJkUFq4B3q9QrBjPTJMCEXenZIa2Yf4ae/JXAVCuWO/XKyAPMmtAMIGmq1A1krzkTcz8SV77E312z4rn8w4YyjXjVZLzlsKO/S9NUO4a77OSjDzK9WoCrCbEljK91CUPQThtUTqe8f4qGvuMWGkU29b7PBCIrdd1frmB/vhCVvulHWSbLqNaUsi3PNNHa8OQ2cU+5lvWI/a5AtN7rIeS9ckjMDufoHvDemvWQ8RHGvXuEIDxXDkYh5w1yC+6cGqHQp0qYMR6AsGQPbJr3m9UUdh7coEj2WcoLGuA6EcQedf2Q0Dwm7rD0dpEm/zCAMHMhtEHITEsAEDvVeMZUSFH3QMJ8dRdQaH3NuJU9/abnoD49WfMxe9/EpP7fVg4uWU8u6NHhghs0iMAlENJw6D34gijyxZWsTPw3NmJwPysprpUF9foeweviE5Bnk/WakQnNarLW/bdJYKRaXveaowfNdeH44YYIXjp45Mq4hCl9bJsd4nDmPUEwQSqXt94fBxkJwHcBBCF5ywv71knAY1o3FDEo42ET2Ld7nuGhLJBscIRbnWoPoWNprShERUCgOrylmd5YQzS9mE1DDHfNc9b0T7Bb/LAEKJSKFdMtMnwI9vQebdCbZNEjdALbB23fZvEiiJPOtTI1227jwXaCMi3PMREc6AeKpxJxvjEcCExE5YXfBAseAwXQt+VF1WZnU/BWu0hAALIbHU0Z0aaHUDV94l18akXvFlMVFSBfwavOVTgPcWzXYH0wPZhBzSe2iglD36Tcsy3HDULiK+fac80lV8Y0ppXDiRE6RP2VBiitLCBchAjtOIlotbEoFKsBShWF8RdHEygjSiJrIkZqoGkds62BDou4bAniIsc2kBgzHv4kL+SQLke2fZh0MKMhWI1wOhe4Xma1Sp5gzs3cswu2D0h8dCWcj0ib3K1FqGx0yfbCRGd2nftM8gsoDmyyM2sQo75joPXGdgBAGQbHNHY9vnQMw7VfUURj/mZCG0CFLYftATAnLw8Q37WrHltwDxftWRAZbacYijQ2bPr+IK4mpIM4ZR57zfzcItihaNcMb+LRgLTsxbedOoZs4AFL3rCMTtrvl/7goVvuTxJCfRue9EiN27uguUyIDfoL8THDMLCg8JJS9oPDjbj3rta8ZDMzp0a2YarL9C3UUIVhETe0EbMJ5i2ksZMtgsMXjHvkW+EiMYNJUGWA4Gy76CT4i5ChvmOub7/qkJmk6XbGAhetjCi+xMEs9Deh2F4xY/zfD0kmIsKOWrThVbfxO9J5Zq5PjlqMD3n9QUcm08bGS0JN9bCiSefUA2nPpideX16nF+P2Ow/qfKGYEcpyxJlWd793VMn4IHEt158HrWdIZ9ILiK6YGbRkdpCc84YJBtrU+w9YnG7hxG+7aHn8Ev54wCA/sYcf/GiMah+6ugb8J4HDSXdf07uxX3rJjx+9WgNgY017a1F6A3NKt6JKhyemgU+jit84MIz+Je/9l7z/G8swSwMJfgli+lOGV79ToBJO9NnEkgslk8zAGYBuvN1fUDYTSdQlFUuTyVUpKGknaxSE9RFjAM0qxaa0jIIm419+88FCC37i3q5i4N3ulCYxrX3GSOxHrQAJKRjAOQM7ZoNY04CqJ7dFUqGeNMYmSdPxpCHdtPsCWK2CDZz3DmyUI+GQYcReO64HjU0s0ZQ6qmaeB5BJZbxo1WAXXwRKCCzqx+LPeYWLebnEqgVs+iJo5DoxVjDoPtWOSys8P6HPgMA+IXtd0JbFhE5FVChC6EK6IE9rWmG9CWjggkYIR7dWoM3F6Y+ANAw4P1PAgDu+79/Ei/+87eb500k+K7ZJJt5Cz5K7Lsa/B6YfZekh97nzMcr3x1AjjxGEWfMgeDlvxSBWey1SluwwFIiVgLMHhTRMuhI0cFTSwWemQOBHtbQFgPKM4nexREAYPTsCuq+NUrPzFFNHUONhN6x46QSYFYAK4gblOMIPDRt2u3PcHrDHFKKfW6EngDUA0b14k2IxjIIIGkBEtAKwJyISRshPgBO/rTyz7Sh6/Qm8Mp3emMQ9pDNJxJKWEGXuAWz4fyTNycIjy0W+d4Swa2I+rfttkBgYVMvpHj12+x867SmHwGwQkL3zPt94PFP4RfHTwEAvvXtz+Aj4i0AgPEDAZI9oNjwQktB0ODBN1/HX1n5GF5+6zoC20ZtonHzO2vo1hskjGmwEzv2ey3Wtg3k6fZ+HyxQ4Ha+M67wxDkDwfrkymU8+eiLAIBn7zGHUQAYFRLM/r6tBFC48dMivmU27PJCCzANbVV/4+EUp2MzL7/50efwn5572FZMg9lxrUqBsGcWgbbmOLW5LFoxeMsKhFdgTCNKa7RW7KwpBYLEtkHDjTEAQLccboFgQiGI7aG3ZSS0djSLICJz37YUOC4FYJmq4k6Gk7nN/+CabBVdC6pL2KlxZA2fqJfhaGaN1ZoBsHM4bBCmOVq7lk9LCWXbhwccykL74l5J73T9kQDBHXPfeqcChONa5KZ/AQT9DEfjyKzHtk1hKT2DtQJaV9R3h6UVg+vNMS09dVNrIZX/7E/9S/zf1r/btE/DEb4cY++/83tfm9t1TrY+10i0CGxbqV/RQGZyog7fpnFot3jdayBTu4ZohqN5ANkx/SCDFjfPW7aoE4bmPvP95CGJ/sYIALD/8gD8jNn3ONdQ9tlNEaA3NL+59WBshPAWxo0ILdZ8GoInlvVKKghhDzazEDu7Bo9ycNLH1H7flAJa2/qWAkHfwuakwtEohkxNmx5UHI9dehkA8MLBJo6/zvT7Uw9+CZ97k5kz+Tyk9jm404FYc9RUGrfvs4efLIBuGeLhlNookHY/nkVQtn8Y1+ismPa5MYmR2vnCGPDSW8x+yoIK00fswWT7CPMqoHsdnXSoTWbnE2y/2Tgebx8MIe33XCicWKYznrRg9gQrpML4TRYuszXCzbdHWBuatjuZdHBqx7IqJJj1QG7vehjmsrw+y9ccjrK9vY2qqjAaje76fn9/H9vb21/2mg9/+MMYDAZ3/Xf87/7r16C2y7Isy7Isy7Isy7Isy7Isf/zla+4Jf+KJJxAEAX79138d73//+wEAL7zwAq5fv46nnnrqy17zoQ99CB/84Afv+u7PfuCnwP+5xEf+8puhJ96jEFshm8FNjeBzxhsxvriBM18wp8npGY7/MHoH7vmYTWDbHuCffevXAQDknQj/URkP0erHQ7xywXjPw4lnWtl6qcHRI0MAwIQBZz5nPe+PJvhfgndQeOncL0iChNRWjllmGg/945mBlQDgRUFiJMVWB/GhOWEXmwniPXvCbhSaofWohi2CUYmTR4z3ff239tGudX9Pe/Giwfwe462MD1viA59faJHeMt6Mm9/Yw9bTLnTHEB/kmNxn7tV/aYZiwzwzOpmTKEp0UqKyPKV1RyCwSYDx7Tlml60UdRsTRCY+zKE589zgVYN61Xrf+xLJzZmvtHUyzy730LluhV7WYyS3bIIq8+Gr00eH6L+cgVNS6pSEK/i8RGPbpOoH+D8eehcA4IH/dEL3qNbSBeEehtEl413oX69x8Fbg8k85zmlFfMNMeRaU3pUJQVBe/Odvx/3/198xv3nyzcgt9IeXCqHlm25jaRJALVTk+K1D5AYpgvv/WU482qxVOHiraZ+d35ou9GeFtm/HQKBJuroZJpifjTF81kRsVBKg3DDXNx2JzivmHqoTItsx9V0/KSFtyLZeiYhVJr55hGrTvJ+c5Wh61pPIA0TXj2icTS/1kdiwZzhtKRya3MpQrpuxIWpF3Pas1SQCxOqW+qnpBsg2A5z7D9bbFfgkp6PHUmz9kpc/1xaaokJJ0BR5NEe1bcaczGpML5r37v5ag3rA6b3CkRd1evn7NR74n00ftImk5OP4+gnKs2a+/G/X34WL/8n0238s3oadF8x90jsVTh+M0PtiQ2tBXUm88OkL+H/33o3PfeIy6sqyWOTA+X8twGtN46yNJUThEnMFjmwi6cVnKoB5lgUlGa6sP2D+dqPG526az8NXNTF5tIEXepF5i2pgk9xCjsrCV7Z+hxthJ2INiqlNnvmdx3DhhoWFTRtiqAnmLVRo+r3qcnSvm/Uo24mJc7n/coZ8x/RzOGkwudAlGEg4bdCkNslzgRed1xrT8zZB+k5DGgQyUwvsEgqN5YNvIo7kqCJ4lBYpiRMZkRnLNNFnYBZT1CzoGdRpgO5tM8ZFVhNkqk0k6p4XP4kPSzQdc/30XIzhS5Y96UwHs13zvueeLVHYqGDyawrFqofoRCemP7PtBOmdRVE0DWU95jqI7uIsd/Ol6neJrYRXPkH1b1z/H7DxvJ2Txw3uPAWc//94jnZu51LVl+hcN+tAuRZDBzZJ2UJtRAZc+vcVQYq6L8+R71r4SswhcwXNzd+OH04xOHDjRCP4vLlXcliRUFtvqMG0gzV6sZ7ksEHdM3OnExiOcJdIGM4UJufNvYavNOCljVathQRNiU9a5Osmu3C1BUnCN7FPZlz7fIGJnd+aA+dfyFH3nM4Hx0F4j3l+h2Pj0Izrzzz2ELY+bT5HRwUml827d26XxDJ08mCK9ND8I72doe5HGNt9LD5R1Fcb04bgKNVAgjXmN6uVAtChegxt3ZODkvbA04fWUDwIdD9rrr98s8ToXvMuwysFTl4xjsf1TCOwbDnFCse5L+W2jgm6d8x7jC9JbH3S7Jknbxpg+/kce+80WJ5YAJvPmjGvmcLkHrunjNaBb8HrrizhKL68Zk/4bDbDs88+S/zfV69exbPPPovr168DAE5OTvDss8/ii1/8IgBjYD/77LOE9x4MBvhrf+2v4YMf/CA++tGP4plnnsH3f//346mnnvp9mVGiKEK/37/rPy7eEEiaZVmWZVmWZVmWZVmWZXmDlT9IF6eua/zQD/0QHn30UXQ6Hezu7uJ7vud7cPv27df0jNdsyT799NP4hm/4Bvq381B/7/d+L37+538eH/nIR/D93//99Pe/9Jf+EgDg7/29v4cf/dEfBQD85E/+JDjneP/734+yLPEt3/It+Cf/5J+8pnq4JDCgJSwqU17yNz71iVJagmRrZWFk5xeVqlwRBdA4jHWloZxQX+s5QxdyJ8AaEC2RKAGlGOIT/zuXvLJY6pWEkgJ5WRsKNVuarpMG16S+pjoReZJVyIFGkcyvGnZIWSuY1uTp1VLcxaOqbKKZnHslQdZ6CfMmDaACcZe3ydWdT0tE3PKEr4SoredIFgrFmuWHHYfk0dIciGziaLkSmWRI64FrBjHCWyP7jAGKLYdDLIgbvO5yMKdsmbemvWCk1F3CXDlgaJMFOWXO6TjZDhIUG84r1HrV1CSgdw8m5V2KipS4lzWITwJSlCw2IuK8NZLytk1jSclhYiLBnnyzudcnPwf254yqJm/1gnKcQt0PiI4ymGmvgpdKr9oXS58MHAsIK59er3VIHbReDSEKS2dn5ZhVx2aLNcqMAxhO5LbnlSZdXYJJSbSWbZTQO0WSo7Ccy2w1JGU/LRjqnQElyUF76q8mZujc8XhXbe8VHJaoh7aOtQJcImkjaL6xWoFpowoIGBo7J1MeTjzFl4oCUggVs4K84jqUaK33UOSNT/zbjMBbgDuJ+EiSlxEzjtqOoTYViI4sBr6/QBnGAXlq6e1ESmNXFA1UEEFmXjHT/Ob3znGmjWfXJUoDVr2P+YTaxuaj5psBZK5RDlzSGiPJdAAo16yH8jqIAzyaaNQ2iVGUgpLq6oUEtrrLwSvvbcq2hOftTrySXhuEpAaoOZBv+Ay0aOTHj8P+V8PQXxsG4I3huQaAPAqIJ1zm3rPHGw1p8f7FmiRlQFl4nvD0oKVkuyZm4G1A71MOGJITu8a3JtHY1JcZ/nOY6ICjZ2wSRpLn6EuEI0vrtiJRrAha25iKfNKwBimEln1OCfZ1X/ok5UFAHNPhTEEkLgGcGU545/lvvEx6EzGUW04fgKFrVT1nZwRJugOC5lQ9UKRcnG1JaAlKZNWCIZz6Dcvxkmvu+cBpnjKGYi0kj2y+26UExyYxapDRyEm8e92NJvEc3Lz2/RlkmpJu6y7QvWk98kPPg85as586L7comeerDhmyDZ9g6HQLRMmRbdt1YwZwu39qBiTHNql0NaD1suoz5JsRPTPdbzBdc4TeXiVTBSYx1ZTYJ2GHnIgRmtTzqhdbCYJpQ+O8Db0nnilx19zKt8z3vRuaFHXbkCHSlid8K0Zk6UnrDgNvPPd/th3S2AKAcsW9r7dJoE1SLrX7wCmCmz0VMEqcVT+g+orKJP8DJqnV2SnTs19zxPFXVN4onvA/SBcnyzJ8+tOfxg//8A/jsccew+npKX7wB38Q3/Zt34ann376K37GazbCv/7rvx5a/96Nx5Xv+77vw/d93/f9gfeI4xg//dM/jZ/+6Z9+rY+n4hZyxjTYhuV3nQXghXml6VkBaSI6Rmp7QbK32qiRWRaAOmVIIisQEIEGr5mALpQM1D27SHY4GUq89hN9fk5jRbYYXbRh8ImghY0Ks/LBduHPdiIvoFAo4s8NJw2ye4bmGu35tquehJIdhFaie3ahQ++lJSMWE9ZqMq7kuCRjbH4xQt+KGczur6E+7TZyDRULP9mjHrUD0z3KzuetRmE3vcHLDXEfu0xu83tjzLrvteSoLPymjTnqgQnDOyMMANo08DywlSYp86Yr72Ix4ZVngWCtN9qY0gR/AGe0ibGYI7DJptVKTEbt/HyHNtb4qMHgFTN+6o7E7CzQv2oz0EOG0D6/2IxIiKdaiYkFhe9GBEFhf+4diH7ZCvp891PoNJ7ppOxz8Atmxe0/f4rrf87gUfpXOWrLVKEChvkFu8l+iqFcT6hvKyvOIuctasvDqxkAxujw1iQCovYctlPL9hDOFAmWFNsp8fXGhwUdZsqdHoWC29A/jw6rbjP/XXy2jq0hnEhq92IjoTHAtOfIDiY1zQktOKouRxz4TcLBt6o+g7YHyjaV0JblgzWamGSY0picMzdbnTe0HsSnxsAUdl4sMisEGwUJ90BpjO81O2Ny1ND7tbFGfnFo28EzfxQbEeouMN9eEOuxhTN9F3sCYPiLHWQEAHgL2rABEL86aw28QrrkSqaR7bgDj0Z8aN8j8oefYNbexVTh1pMg05icN5+jqwqy1GRQuWvN9Vh4B430wBkM3hjUDHRwM/VbYKiwH4NMQVSMDJ9g7uXpeQPSZoDSyCzLTHLcEle2KD1risgVQu4NbV578ZM24ghmXizFydlrwcBtMpqoNHGnR2N4yErHM/jIUqNYBcKZffcTz53evZoZYR6Yw4FzaLBW3wUbcfAXVxfAzJdFznPW+AN4clih7lqYVuV5u0UBYo8BY55X+lgimiwI5/R9mzLtubPd+7l2JBaehaFZDhhCN840p7mgJBBNvBMFCtQPKvQ6GOwAlI9b9TjtO0wxDyc5bTG+aO67+nyLYpXT4UKFdx8aHANMGzI6oIkKpI8hcgPBMc8AJg7ClLfU1jI3+5C7l5YLbCyB4f8HgJOH+tRvbcCIcabpeHGrbFdj47OWj3sQoIkXbIbWt3UbMi9EJhj9RnNG7dbGQHrb7COHb00g526MA93rQDhzBz8/f6qB9DzqyrO5tbF3GgaVIoYm3vp+l7mF/dlrROnnWxv5Q7Or37L84cofpIszGAzwa7/2a3d991M/9VN4xzvegevXr+P8+fNf0TNen8ekZVmWZVmWZVmWZVmWZVmWN0gZj8dgjP0eCu4/qLxhgdUuGYjfSIimL6oYukY8EMlRi8iGLWURIr5jjq9N1EG2HyCySmDJsca1feMBGewDGZxiVovWhr7DKVBlNtlk3GD1S+YZVY+hs2eT3J6PcDzsY+VlG6q6lhOswSWCaM7QpAL5qjn7rDyfkbpkdFKgsiH8bCtEaJOwRK0wO2tDU3MDsZlZ3tnB1ZKkpXmlwRqbDKdAYcTsQpe8oP2rJXlrov0A2aZtwxqIlCaPQpApCOsh0pKRh4k1mjxPdVd4SEXIqT1nZySCqamfEgzz3QjxkYU2cCC+bfqhWo3IM8NajcZ6HCfnOXhlvasL3OcqYOQN0dwkWQVj0/ZNLyDPbTBvySvJak1hQACoB9abnCnyQMx3AuTr5sW3P5khOQiojYJZS/dVAsQJ291rMLLJuc28vUuVbvLdJrm4/798HPrdbzH3GReo+j2CMey/e428P21qEvhckTPz7GwronBx3eFI94yX5fSBBJ07zltkYC1OFVHmLea71musQbClcFRjctG0afd2jWBs7nX8aI+gOJ3bNeabix4XD99qOr6vmfacwlWPI5x6qkkXIuYtUFiITHRSUzRDhRytrWu5Km1Ew//NeQ/rFGi6zjMsyIuFVhPkhZcKHauCpyQnr1exItC/WhC0JjkoMT9r+Z9LQTC2dL9COLX3qhRBgoCAEum08FLxyV4OcalnvNuuuxigY4Wui7nbojlDsSat1oD3RDveYaa8N62NGOYdSdLb5p3N/6fnQ8zvMXNn+KJAbqXfR/dK4hkPZ5okxCfnOUli5+u+7uY5HiZQ9UGRoEhwgliAgWB3xRqQnAh7X0HfhzNF86WNJaKxwnzLJeoK8sAB2t93EcK3AFdQgpGstpISlW2fcgA0sUQ09fAS520vBxyJHQP5mkBlcgLBG2C+6bezOPEu4cDOqemuNB7EwleostG/8aUBwolNwt2vMbloo4dbkt696jIUa649OXGys9asIy4SxFu+8M7BXVL3pY1KtpHhbneFJOHXFSk1ilKDKRBMcHw5QPd2a+sr0b1lo5pn+ELk0jW03SMdOkVpDL9k3OKTe7vgpQKzEZSmC1ozReE/V11OYyjIFCVcVj2G/nU39xjSfetxjhiCuUZh97f1z8wxesBAZqJRi3rVJdoC0ch51X20KVQgTnUTXXAwwRapjYLOtyXKviCoSGdfU//wCjh92CVW+j1w9Us5RqvGvd9/McP8vK3TMcPsjNdN6O8XCIcu0dePH1FpGn+AWZ8AYPhSjfFltzdrZJaeNhpp4oxvYyDfBOLnXOIrCBYWThqk+37uubWwd7OlqHTdBal6KikpWs5rINsMKNLBGw9bEYXv98ZLVbyuyp8kHOXLUV5HUYQoin6fK76yUhQFfuiHfgjf9V3fhX6//xVf94Y1wt1CXq/XYJYHmI0lMkukH58yymSvuowwqk3KUK34cG6xypGumJFcDQI0KxaysClR23Zk2g9mHTBkGx5D2cbWaNoGeisZ2thCA3oBYScXQ/rpzTnCsYUTSE6MKFowCrP2rpZgFl7ByxpibkVpsgpoWzTpiv1bi3TPGlp7UyjLLsDyGm1sfpPs5cQ8ohKJ9EUjIS8f28HgiwajrDoh5PVDKGGFcSY1GgshiPbnyM+YzPL4MEc1sAwauULX5h8kdzJoixtPYo5gZtowHFdGYOWmeaZe9aI+Mm8R7Vve2cNTqO1V2w5dpDfM9yoW6J0Ya5mVXgK86q0iefWUjDt5qAD7fGgNzVbpty4cF9+egll2Ch1JVFauevjCDLw1n/m8guYpkoOS7uU2N163iE7t4eBgSkI8fJQQCwpTmiAo+t1vAfutZ83ndzyKYNYiODF93b0tUKxYWeyXT6mubTdGODKbSP+FEdixYYaRF7dovK48n0EeWQteKeDedcRXjLx9uzVA/yWbS5BIwjPLUY7EYmTjl49I+n3wakgba3J9DLAh1YUkx1uNYFxCSzvO11My0HujmjaOaD+DzC385TCj+6BuUW9ZlqFXjwF7n2jYQX4mpTZhVQNJAj8J0lcn9L2y4Xw+yaEtC4YOJURhPodfuA7+yAXqA3kyJwy95pwO43oWoPfynKomrOET3TiFTp0ISoLoyFrILCBDQIxzJCdddG7lXhpcA3wuMKpT8Jr2PTClkRw2EGXrMboAeOOwwQYTDMCwMyhNxiAAgmv0r1WYnbNrhVAU5k+O/LgMckUwreErXmQpHDVg2q89xaqkcPWUC3TvWENg3KC1BgarNQmGBXOQKFj/ul9v4zs5ep2O/Y25R8/QmiOctMjtQTWYKQT2etZoeo9oVBMGPZgrOognBzXBI+IThvioodB7G4RI9kt7X4lwXNPnbMvhjDX1VRub601bMqSvjuxvBoTBB4DoqEQ4crCBEPGhhTWmkoyb3o0KyhqrxplhnheNFaJT84zJxRCDK56xQzMPyWtSidqK4jAFwgpPz4YEqeCtZxSZn2Xo7HkMQXQoITNTr86eoFwNpoDouKS6uzHpDrKmPRTtKQCI5coY9g0xDcXHnIziQHphm85eRdh6scB2U6ceJ997ZY6q16X+bENGBwVwDxUJx7WHevYEhHU8yHmD+MiNuQUGoMiL+8hZjWo1orp3b5Z3QTc5OQ80etfMfpFvJOgdOu+XpvcTpzNIy+IUTgU5EYK5yfUg5pxTBc2sc2Pe0kGoSTiSE4c7Z2QgNzFDsm+ZztYDJLfNOpNt9FH1PGwlHDc0ZsM7E+hzG7Yu3nCuuhzpnhUl63v4DK810ttmba27XaR7NcqhywcCOrf8vlVZUT6ZvzGw11/L8uEPfxg/9mM/dtd3izmLf5hS1zU+8IEPQGuNn/mZn3lN175hjfBlWZZlWZZlWZZlWZZleWMVhT+5w8GXo7z+o3jBnQF+7do1/MZv/MZr8oIDb2AjPLJJLeFBQKdMXgHdmz4j33Fiq6CL+KbxKoINEB2FJGEuao6jA+PZGR6CFPlWXizQJo4PV5MqYefFE1Rdk1yoBUN8x5x4O7cGON7pYkCe1xkS551YgKNUKzHJqqc3M2RnzbO7L5wYNgYA9SCiJEKVBGi65uTc9AIwpcl71MYSuZWab2IBab0ezWaK0ob4ZBZR0mKTSuhzxkNermuUW6n9TYPyvm2fqMNMEhEAtN3IS1bv+vsmRzVm1mvGVOIT/1Y4kluWHWXdqFy2ieFCbToCyR3TJ3KUI7tgBmuw4tPFiyFHsmc9T1mNueVqD2Y+43u2w9Bb7dC/20RS+E/kDbVJMFeojWMZ9WpKXsmmIyjZNd9OiI1CJQGUNLzI5r08S4xJVLPPOzeg+qpUkZQwbxSFlYNxAf2OR821n3oO+s+9g7xVdYdT6D2/MCSPtRaMeObrtRR63XLQ9gQ6r5jxO7tviMh6sFRk+KXLe8x4DI8zilrIeYN8yzLndAMKcQfnVxEcGk96OQwolCuKLkmZawFEJza51jF8uMSowif9lrFEYpP68vNdivywNqEk4XhvThGLZmfoZe7XY2QbAsHEeOeCkZcNzzY4uhbO0m52KEmT90IPvZnWmJ0379fT5+n7bCtAv1HIt+3fnrmF/Ikz5vpBhXLDzulxTTzU/MIKee+DGaNE4mDK0EYujMzRBgyz8yn0Z12MH1ChQiIqaLGAQNCW7aUryXvIWk3towIfacg2jGS5C39rBoJo1F2BpmPhOgFD7SAWGj4ZLRQEbaq6nOAI5YoArxcS0ruM2sgwR7jPkiquOVB1XKK3Z08q1qSPHO4kC6F6jnCqKClWc0GsF0rcnW7kEnKrQUC/0dx7O0Xhvfh1ysBrgSBzybWMInN1V1Ckren454kanh2KgcZyk3IE865tE4liyBC6xPrNmOa3kgyZHTOyUARjK1ckwcWaSBIMwqRTWahcyFCuhsRYE8wVqhULOwk8y4ZmtmFhIguULMgZ7REq9h7nss+hQrNuA8bb6ni/25ABlt+d15pYqzS1gWFEcsq1vFSIbeRRyw547dnDmtjDplTIUPWsB7oIaJwUgdJcAAEAAElEQVR0bymCZGjhva7lakz9pqR5JzfOo2Ovr8FaRRGBu9hcGENl12imGKLJQjKkg+kxhibyc65cCSjJmVea5otuGeq+54snBpUbLTGiqEFKn6seaMw0qYAcV56lpsOpTdzvARMRcLCPdA+0HxqWILsvRz5ZXknrBbdrfLEuKWFbdWOKVDUJo8TXcKoJNidKRV543hcEWVXSQPZk5pOO675fqykCtoZl+V3ljwN64oozwF966SV89KMfxdraa2/wN6wRPt+y+KcHpiisHDOPGgB2I68Fsg0zu2fngCY2hkoTM4jcY8+ybYZ77jPx1FerXQQ7ZqE6OOlietlmIs84Gfrz+1dx9JifeKIwz5heBC5e3setY7PhHz3hDQ59fQGD2Be0WOsLHrA8fmQNqQ25lgMJkXh8LTEc5ApCaVqQ5KyGcIaTZAviFp7uyIT1zD9mZyS6t91C4Sd6th0g3W/IIAtmDQrLeMJTHw5TkqG12NWqJ5FYXL7mDON7FjYES6NEi9fCJu9oteoup3B205GEqwYDGY/FCvf45wW6R94CTSegMDGv/IbSxpJYTKbnJKpVJ+zhjY1iRaBrjfC6wyk8Pbk3RbFuwu+A6V9mNwIdccy3TVv3r1VEBwXtxWjqfkCLctXvEY2htqwp5Te/jZ5ZrNv6XvfYUi2Y26NR9yS9kyg1sovG8K9TjmBq6pGvSzQJQ/+qxQwmHs8+35FE2dYmnCjw8o0QdXdI7ZseWKhGwGnzTQ9bhBZvX65KhMc5aivSFJ+2OHrEspI83yLbtoI3R57CMdsOic1idqlPBqOoPFtHGxk8sNs4qmHPh2MHwPQeM9Dik5YOpE1H+s1UMGq3arBwyMg0st2EjL75Y7sEfwijhuBieRx5bPKEYfQm077hKWhcRacgmEBxzrAtVF12FwMFNEMqKiwWJRmmFyLD8uEOXgkjhoQm4ZifNb/tPGPaxM1XzRjRF9Yphwoc1p0TZrnqMcL7y9zjVesuo0256XJ6HmDZFuw/mxSITj2khg6XISOGnCJlqGwOhcPWAkAwZzSWeA2c3iup32ThmURE5enbmPIY9KrLCYrAtM89aGNOmGolLVPQpsO/amTucwvKkWkSnyeipGeEUIFhAwHM/d17gBkD0h2AZckI+lOnHoNcrEhv2AkGacdy2WfUVpozGou8tnhcd7BaF5AOGcBA91UBo7HIa9zFYFHbgwwiRawg6YGCnDEU63Zd5x6r3CQMvHZziSNfvxv6qDnuMsaajkBu98NywFF1U8/Ww3z/aLaAK9eeprdY823Ca2B2zjtOyqH7nqNJ2QIdYEKHwPkZT4dapwwzg3xEOBHEtiQqTft6NFaYb7vxE6Mc3s3O4/qhWPew0ejEMwXNzytEI/O86b0dcrRk57pEcdnGghwjwbRBuZVget4+/1QTs0s5EDSumxVG9XXOHtMGjBiORKGRbzn4q+lnd990X9HnYBZjdo7Z5zGaZ20EDOyanq8JxA6qtMWQWLakbJNBVAKTS3YszxnSAwtFmyg65CzmhbyeyhuFonA2m+HKlSv0b6eLs7q6ip2dHXznd34nPv3pT+OXf/mX0bYt6eGsrq4iDMPf77Z3ldfMjvLHQV7+Ez/xE3jXu96FNE1fUxbpsizLsizLsizLsizLsizLV7s8/fTTePzxx/H4448DMLo4jz/+OH7kR34Et27dwkc+8hHcvHkTb3nLW7Czs0P/fexjH/uKn/GaPeF/HOTlVVXhL/yFv4CnnnoKP/dzP/daqwDAE/mfTCKIEweLkOSxHlxVCyfeEMOXTMLG/EyEbJujc2ATHxuB6wcmhBAfcuSxOTKv7iuUqw56ATrdh6cVOre9Z6JzyyRxTc92cGfcR2TFBlZeyIkfGcqeSpVGerugd+Bl7eXBBQcvG/s8RsIuaBW0lXmudnsITnKEjhGlbim0FcwayJGpi0pDVF3jTosPcmjhQ3fxgfH0x0cD9F422UdtKiHnNequCduKrAa33qP01TGKM337PE2nbaa9V6Z7LQdT5j3qlENawRjNTL3E1EqFdyNwmxwZRQGUFXGRkwIqcYlbAr3Pm0TDTi+m9pGzivjDZWajAAfGJaFCSQI/YIwgLP2rNaque48RlJUvDyZe/rx3NcfEygj3X8kx200pCawaBsS7HU5q8NKyq0xr7w1lguTowzsT4gJnWvukw1aj/Oa3Qf4nMweSb38SjU3ojfc9Vzc4MLXZ+unVMQnTNL0IsZWoDjY6JFsfTGPMzyT0HH5wgpRvmWcccILfqIBjcM08Ir2dQ9wxg1TOtyhEHO7P0AlNP2vBABIwUtCBQGghLE13gMFVx9fOkNpkJJH7BL/ui6dobOKqnJRecGlSeKGgXoI2TBGemj4Mb40wf8gkKXVuMQyet+NfAbCeoGBUQFnZez4vocKhedcbMzBt+tzxzzsPthnvZi4UswjRsRszAsLOnXBUUgLb+FKC0Ca81Y9LxCc2ie+4wPhyiP7V+u7EzBY4rdO7GEB4o9F/JUe1Ei5EM7wISjRWCMc+uUsWnpOYMY1k3ybLHjUIR3bM5T45MjlW5LkEA5hd89IDRcxL3duN6UeXDLcpKDISjhd4mkvtIwVThcwmucWnmiBm3TsteU1lptDZ91625AgLPNbGI+jaxnkSeaNRW0jFooc8yHxkJB61xJwTjU1ip5Ngn+8I9G7ahL2AIT42Y66NOPJNz6aRHjg9Be6jUIIhOrFy3jxEMPdMOuFULSTNc8Qn1vu4LhFaWEQwVwSvCOaKRFuCXBNkq7gcoH+tRL0A/XAwl3LoWV+YMixEAHD6QIjIISRbz5jBZgLd2zZCGDPUPUC+7JMCXQQkmCuCa8i8JQYYEsNSJrrgxlU4aSAKH8GVuaL3Pe4GXqwnYjSeeAtKBpa5AmyiYrYBkntnCohs3zJtoJsuIhCfthhfcIm6HhIic+1l709anA68Zkdnz/ehe3Y0amnsl0Nm2UrM9dG4RX1o4TopiG89PJEUaU33KkzuscwlxyVKC+OJTr24jyg5RNZC5j7i4mBE8alnhgkyvSBGpAEXlc41QU54C0ruL1ZTFBtAfM1FiABpc8ODaY1w4vY0TX3bRsyzKtW+T0XpGVSiEZAc1phvOoE/z6ICjbt41ZflD1/+/+ni/EF/+0rLazbC/zjIy11m6s///M+/1sdTGd9j8V7DHGzFjLTZYYfw0qLggKVrK1eByT3GuC4HDPzhKSZ3TGiu6gLba2Y13O/FCFeNQTU930W15QRHJOqBNfqzFPMdUwdRAgdPmA1++mCDe4ZjXLdMEMePJBS+wyccrpQhO5P4MLiEFz5hQJNYGrlbNbK3WNw595tZORQIehK9V8wsPn1Tz4eSI478fmvslF48RIUC87Pm3asOB5gxjopLXtWw7gnUfY//ax7sEdYSGFCoX5YGjw0Aw1daChHyJqFr+YKgSr4RoE0EGfRNwqG5zdDXoEVL9KQXaukxzB807153uFdn7EiifGwSoNyIUPXMuwSzljakNuIeL7hAKzW/NCB4UBN5THbnDsfK50YAgPFDAzQdEJ6zWOF033IYeAxlGqP3orkGSQ/Hbx3aemj0nzdsJ/vvXkP3tlPU46g7HMm3P2ku+aVP4vSH3mXedy0ieJEKGeYPmQGRfWngFToFw/iy6cP0sEWxbgx9URsDKj9nxlz9YJ+oIssVQQp30UTR4TTbSYDdM9RX7qA6u3fox2XAkG2aexpazRSiNP128oBAZF8dzNBmAYDMBRkr+cUh0fwVGxEZjHIgCQfLaoW6w0gZrlzdpOe3EUN23gJFtaYQsyi9wFMTdww1GwBed4i2M5grAzmzm3y23fe4VN4QdaExUFx/epxodk+Nct1ShV6oIWc25PxwD/kmEE4lHQrAABVp9GWBtt96nLZkmFxK7hLm0NyH/IOZJkEUJa06n8NJC2Byr2UdueXHbznwG2tVLaoa+rAubzXBnMK5gBIg6EfdMVASwNCeqVOHy/bKvm3MiH7N1NUrHDqokigFsk1riE61wRA7I7PBgtonI6NNVPAwtoaRAeUwxICBqTRuzdEAUwv9E3t8r+YAmBeScu1QdYEgM78phwy89fhjbXM8moRhcsmE7l1juzbtv5JjdJ+pWLniIUdNwsgAqzvcw8USBt5zdHYGQkjCaamgNZtpDzVhjVd6bhKAk9KzpwVkLVAM/ffVWnsXhaRewNr7XCPpIW0OJccNlaWDHZWDkGBExlj2cC4DmbCwqzXfV7LkyDbsOGuFF5bRwMQa18mxxuh+84y154B8g9F8K/uSGGCm58K7BK3cOFNSUh4MlIcwJictRpfMM2ZnPBa/DYyCKGHzmUC5at+ZAYFlO6lWOY2Zsh8TxGt0X0LzcPxQS06l2RmTW1bZurQho3wiFQhiGAP3TGllw6nubQikB+ZdD56QGFwxjVisAr2rXlxQSSA3fhJM8hS5gyUGDMIq3C4q5ooKGF3ydIUu16HqmQOee/dwDGLcYspDhNRXhoj4mpc3Chzla1FeMxzltZY/DHn5sizLsizLsizLsizLsizLf8vlq5qY+YclL/9KijuBdsKGTlVMAUjNSXjlxRaHb3EeWI181XkbgSisPSNGCATWHSNnDGFouT67gBYuc94/N9sCccjmWwq8sd64XGA1zoFfM9cfvjkkb5fzkGkJTC54D084NR4uwHhCnFf76JGAPORgwNxyn0MBsiswtvLKfMHzlBxxVPZeTe3FQPbfnpI3buNzFU7vN0fj/meA2VnnJTHZ+S5E3YagEzbTEtm2re/ICDuYOooFrxBHcmyuHV9mqCzfs8xMKDm2vKqaMS980fPvG419f5ZDz8jB4H+jhLgr1DrbkeSRiEJB3qNwCsyNoxf9VzXKdVOv+URQu3futCQo0UYBbv0Z41lO94DtTzU4fsiyHkggXzcVFqVnrRAVMLpsIEy9zwG5TYjWHCRHH8y8Z6LqMxTrIAjK6Q+9C7v/k8GM7f/gu5AeegYWZE48RFA4vlj1fOfliqR2CKZAsQ7i8m1SYLbLqe6uMM2p7oOXa2Rb0t7Xs050b2hk284TvuCZa4BizZ/Viy2N1RdMBY4fFiTeVKyaNgKAYigo8Zk3WNC24eRNU4ERuzh52IlNgbyi68/OcfhW47rSAuQ57d5i1M9aYEFwSVJ9p+c50j3P91v1GM2/rf8jRLZlE/E6fmw1iaB51FnNMN82E6m7PoYW5nM5MIl/3esFJQkzrhGsFjgbnkAOSjDuWG6A+Y7xpi56OF098g2GJrXz5ZJJLnTzwnh6zefT+wXK83YhuB6ijW1iZt8ncvIGJNyjQubb4Zyda7Yhmg5QW292sdlChU5inZG3TJRYYKrw4XgtvJR53eHeEzi0bbsQkXVsLrxiEKWHrVCyaZeRwI4ofXJiOGXeA8iAeuzfpVhbED+JAJEv1MuODS2Apus9u+5dWeujBU1q6urmwuyM98aN7k2JZaZJgWpg1/7Qe795zYg1RWagSGC+pcFb4YVRFGhfaBJfR6aAynln17T3kGsQ+5Y4M0c28mMfSYvCypa3sdmjAHNP4QSfkgWvuHfym/dwTCe5H2NtbDy9rk/z3RZt5IWVVOS8115MaZFzvh4oiMzNI8/sMr737sTO8BSYXbCfR1hIdgWtbRUz4xEAqiFHtWLfL/RRM8CLJDUdDS183cshQ7ni592dr7PsIXGD2TmfYO0iRKxhKAzqDbzgOHnY2w7BxO97pl19BNuNRc39GG8jz2alBXD0Zs9OMt9xc00ju79GeNPCTnIfCSpWFvbD4cJeF3hWo8W+rXsak4umIsW6gRk2fQtV6jKaI5qb8QUAr1eH89IT7stXzQj/o5CX/+7y5RSOOldrcCExfmghdsMAPrIhrF2v5MVahuErxoqZnpMYnXSxdeCZBqZWobEeaFQzc7/usaeGCsdAYxfV/lWN+a7FZu5x9G6Y+xz1geM8xZ2vM5Nt7QuKmDIcJpyXCmf/933UW2ana1KJ5NrI1GO7T+qM8WFJ2Gm0Gjp2VFgCclxgdtnsYtFJjfD22DUS6vNmpQmuH2H2FpN+vvGpKWGhy/UYO//2BQDAq//jA9j5r+Y0UQ8jRF+6jclTZsWMjyt0DqxYz1GBzr5pk86XjjB/yDyDKRBuOP38bWSPmuelB/Awk6KFnNfgd44BAHq1j7ZvVqBqEBiBGADsaITmsrk+247QuW5W6GYQInr5yLZhC23hJ5OHV9G5kYNbfDGfl4AT85EC7dBsYtVqhMoq1G3+5hFYZbHqnRgyswJEd+aIT0x79l6e4+Z7erjw7w7M7wIfP2WnU+RvMnVMXjlBvWOMsyvfHeD+f2Z2wzaV6F+1xn0qSIgnvzBEe50j3jdWY7UWYf8HDRxl6//1McgH7jXXDFPMdk29dv7zKdiJxUVHocdLXzklGjI2mWH++Fl0vmjqW51bRXBi2q7Y7SG+Y6wKVtYozg8BAMFpidga/W0aQGS23bRG76ZlGaoU8g2Hm2wg5xVaO4aOHo0JdrL1dE2Yyt7n9pHdb+oYHRVY+ay1DDlHbSn/wpf2gMhaXYHE6RMb2PlNMwZZ3YJbUZLDd29i49MGciXvjNBuDagfVk/M981Gz4s13TxC9pg5eW18YgbVCQkS1bnDwSuzi135HokH/2fTpjqWZIgGexOak1ce6OL8Jw1m/vknBli34fzByyVOq9jAAZyh0zKoGyk+f/ks1J0UunUQEWD98w2i/Rw69GOosvRp0UmBwyfM8zY+PUPdCxfoIRnBbLY+McdNacby2hdatE6hsdHEuiIzRbAlps0BCACGz09N/85Mm84v9ijX4eCJFJvPmHEiJjnyc2b8x3tzTO3aoiWI4YbXmuhLV377JqaPm3kQzFsUq5Ko1Vij6T2i0xq8sQIpsxqT+8247r2SERWlzBXlLSR7BbLdmNogOayIFWdyuYP+FbtW9SPIeU2/q63icL4qkFiBnnxDYviCF2XiMzPvmtUOZudiyqPpvjyhHINiO0F6dQQAyO4ZorTtOHh+inzX1De5nSM/Y0W6KoX4wMz7yX1dDL44onlZbqWIb5lxVu72ibEIWiOcuH0oIjEjUftD417Uwfpz5vv4qMLNb0xw5j+bdyk2IqTXzJzOz3WpvrP7Vgh25OB7vNIYvqRIoElkLXIrEtNEDN3bNVHljnKBjt0rlfAHx96NijDl1cArsBZDfzBZeb7E6F6Lt54asR7C3I9bTDPzzM5+SzkG2eaCI2GuwBvHKgKEc288ukPK4JUKhaXDrbocg1dKgvXITGF21oskDa+YMX773RHWvuiVKWe7gb1XQTSPk/OSRKuCaQMwhtFlO0cnmiBi3TsNMfcQowyMsqoTt6oThs6Bo3UV6F43Y+7osQTFWojBK+a9etdLHD1ixvnGZ3PIzIytxTHQJAwrL5W2jiEdRopVhs2nzbw9fSDF4NUS+0+Ytuc1sPG50rYDI2fbIkPSsrw+y1cFjrJIXv5rv/Zrf2Qv+Ic//GEMBoO7/tv77K//MdV2WZZlWZZlWZZlWZZlWZbla1v+2D3hfxzk5b+7fDmFoz/1//hZtIJBa4ALz1ZAMrkLWe0mxMsWfqN9VrwCOHwIVbkoycK9FvlWtfBsBDryYX+mGBjTiIzzk7xTdxXG0K6k5GHXnKFZNZ4u1vpM/TYS9BmMUaiQ14apQlFolqO1LBRivyKWDTnsUYJKPfSRgmBSAzapT85twgmANuTQawPIzDIKMEZS2Fpw8loY0QTHpNB6791KzydGxhzMHemLFm0agHdMHVUnArNeSS1D1FY6PswrEhKpehxxxwlScKgVG/9V3jPdhgw64GilTRyrGigLgREnczTWO8aUD8GqXgRWW4jEtCA2DR0tJPkIZjLmbZ9Ag5JBRauJP1r1YvK0ypFA03Mc6S3qvuurBQ+ENmIsrn+aiBEERT5wL5oXDA8pe9ujdEnTjxDkpu9Uf4Fjd6MLZj2MUimwVkMNTPs2qYAobOJhxND0jZckuJnRmBHTHK1tq7ojaWwFo5JgQKLSlCClJUPTCdFYr5kKPO+xZp4HW0chyYyDG3EkABBZQ32rV3oUJdFRgHDSok0dbEWANWZiRRNNAkiin6JJLUPIvIKObBt2JOTMUSzExDNfbqUmAmDFflTX+xnkiYS276sWPNSqGxHERAeKGFx0oAhuA61tyLokD7z5Hqg1vwuS4doGgnnWE6WhXaJtJBdCzKERLwl8KJnmPvfhbpm1qO284FqT4lwbMRLzqLuCPJ9tGkALBhU5MS+/jqgA9JmloQ9jh9JDFiJGkte68V463U2ofkoarye948J7qIgTk4OWnLygWvo2aRegHlp6RoiqyxAf+fVTCdD6vbiWa+G5xU3SIqPfuwTGNhKQrVubBNrAM0a03Yg4/rVgaAcOT+LXdR0K8tbrgHvNhsI/j7WgaKN5Doe27a4WxoDmjCBpWvjrG85oHqlQL9xH3DWutGBgymkzgJ7RRh5yRYUxKImFPYVTgmkbGqiUexcV4q79sCUuck5J0ZrBJ87CwxyarvBjJmBoA88THo49xKINGF2kggVCAuEhPkwBzQKvNa+cd96/H1NmbXLrUzBXBO8QheFDNxf7ZEhZ8IUEaebfSfj3blJB+x/guOrdZ3aXUJHzkPduKg9rDUBjsQ18FL2NADBQ8n3dlXf1lZ9LntEJzEDk3GfXT5qD1sUmNffydoIdLzARKRfNILai11lZwlF8ec1G+B8Hefn169dxcnKC69evo21bPPvsswCAe++9F91u9/c888spHKVjDkDhtJAQkaVLqjhk5kO2bgFjylMMMg3oiiM+NddkgcDUGjuiBOrCZxg77KH7tysOn9ukuAubmdc+FZnXGszZv24h1Rp1P6IwYDBX0FYsolwJaKMCQPR9AIj6zSzmPstc5i0aS9vHhj1a7FUsIS3MQHOGamh+E0xrtL3E3gv+wDKu0XYjUl2TeQvF3CYvPKXYdh/RyId8SWxnmCA8NmGy0cMDhPYAEN48RX1mBaprQ2ZZhcqqQCrBaJNWPb/5BZlnV9GSoe06Ckf/e8Aobrp7sbxC6z6XMS1gMm8X8LICcmrCdaoTU6i8TQNqt7oXmrESOgymoJA4VlLqn6bvn6EFaCNvY3nX4avt+vC6FoziTir07AvtMCXjWz/9HNR7DUyFKZBRUA8jv4HGAtKGbFUaQuYttPBQhrpv+rpJOWRmDdm1HrWpSkNobts3YM4mhpjmSPfs2G8VctueVV9SCB0w413adqgGwtNqDRNqUy04HV7qYYTwyMKLVtIFej+NYNbQYc+owtrDWuBFN+rVhA4AQAhh684rRcaY6ic0p3ijUa+mtCEBQHgws/WKISycpbx3zUM6ThrUm144iw7GbIE5JDE5CCoU/kDPgDZV6MsCKlJ+c+WGyUiLhDZmUXnlu2It9PjanrhLMKrqehxuvhURvjbbDuhgpwIG2Xg4ihOOqrtswZgK0cSMoBei1ERH2cZAuWqN846g3AXNYmK2aGJvaBVrnn2j2u4tqCty5GuC6s5b7RVR+xwYuHkoibWqXIt8u5cKyjKEFBt+fZelUZ/Nty2TkgIKq3Rad7wB1oYcgX0/zYB83bFIMFK97Vybo1qzzFgrAqIGUTKKlZDmfr7KwSsL2xsIet98KyJaQrYZ00Ez35Boo4T6o+6HVK9wVKPYcqJkC5Qg2q/li44dMKB1Br3ykAfNDX7YsfVAA+W22R/zNYFwZOd67I1Ud2BgWiM6bckoTQ9zOgSKyrA+EY5cLIgmLVAURqc1HdaKNYlo7OAk4i6j3TGghFMDjXJ/k3kLphx9sKaxKAtBn6PTGtKyd4kCkDbPo4n8YSA+zFGs9agZzYHUsYQIojIEvMHKGp/jFJ5WmJ5NqX3cnGZq4fetgXiRsJLwwkzhpAGvzfOyDYFo4nLFvIifud6221gRtS1T5pDmFL7jgxxzC33TzBv6sgC1SbHKEY7MxjU9myIe2UN2hyO0dLThJEA4qkkgSEkgsAJrbSLJ3klOlnCU13t5zUb4008/jW/4hm+gfzsP9fd+7/fiR3/0R/GRj3wEAPCWt7zlrus++tGP4uu//usBAD/yIz+Cf/kv/yX9zRGhL/5mWZZlWZZlWZZlWZZlWf7bKnrpCafymo3wPw7y8p//+Z//I3GEA8DB200nPnbpJo4LmyyzPsKkMKfqvXQFzgWt10uUa1ZGdr3GYH2GO+8ysIy6p/DUrpGtvzUYoBOY0+SXqrOQQ+M5nU1DMAt5OY0DtDvmuK4bDhUYb0R1psKf3r6C//XxIQCgWA8pu1oEVlY84jh+JCTu1tMHBFhjQ4qp9zzJDIhNLiO09Fnl0IASAWZPmOdHLyXEEKFFhNgKBU3PBxjf65NSA8vm0qQB3Tc90Lj9p4zHr40NPMVlnB8/GpM3ZFGR+/S+xD/jokZ04riZJfJNm2w1BzIrxRs/vmulhJ3HaAHKEwDQFkJSJuQRYA0gdpyHB3BDlNcg3tZyTWF0/ypCm5PavnPHh5ijmNqr7gnoXfOHqp9CVNYbwrDgrQHm7zbe0brbweThGqWF8KgAUIGTZffPlxkwt8wyOJPj4K32vgKYX7DenplAOOrZ+5p+dEI884cqYkFxiZgAoN77Lpz9fxrWlL0Pvou8+E3qPSa8CsFdxIWnqHuAKHx9XZvUPaC1dd9/e4jCssTEh0PvNRNAuW7qm9zZJKYKtjCFeWmiL44Vp+lo3Nqx3rWbnmkgHHXuDom7zwpoExeJWQh7a8NEENj6mjB4SHVPDqzHuw68DHYsEcxNG7ahEZQBDMuAKybML+/y8rXvMpW88NhN3PjzRi++6YLmhXrLOtV3ZfsEt77BUCSsbh3j9EHLdjPhaGPg+rd00H6eAW5eCI1ZGwHSN5rmQL7GMDuzAHkJPKxLCaC4bG4wuxUiHHk2DwDo3jD/H18QaM/b5L8iIYaR+JARpzpYSN44txYAxits4Fgu0qYRjq1393wDJRwMiKPYtGNjX6KyTBPhiGF60SVZem7kfCNCcug+mzWje9N6s1cZsTLwkhHbCLSgumvh4Qui5KiGplE6NzjBCngDTM8mxNpS9zTCsfWo1oALKfEaqFY83IjGftdHUo7f1PP9HAD96x6mONuRFJ2aX2pQf8FULNsG6hXL2PGKQDWEbQfPSR2eAtzKyefbQHQSLox/SRGFfAMA923i1t/5OY1g7Ovu+m73rbdxdGoSX6sBQzAH9p/wTEMuDBrMgL2nErreSbQT/CRgOHhbQFHT44c7aLp2T2gYWLvQj9styhXHJMJITObGNyVeUj4D5uetB3hYgY9NWxUbEh0riH3zXRrBsaB3P30wRnW/Gb/RlxKKHjZdBV7ZaEQeo1q1k1UA3LKuqLUK4U0z11/9tj4xAzU9hWw7pr2KV555R0lNImwqaikh9vT+lGBPZT9Ca8fy7m+VeOW/s3znewIqECgtU0t8R6Bcc/ocEY3NNvVQDzkPaD9rOpo894OXOKbnrOd8V+Mt77yCT69dBgCcPNxD3bNRr0GC2UW3XyyIq0Ua+aapZLmqKCKvYoVy1bI1rbeYnYuRn3VhC4Xb0lzDNGi9z7eXxu7rvXxVKQq/mmX18+b/n9s6Q3APnUmER+aVhtdAWdr5eozhy2ZyzXYDjB4aYPs5F1bk+OIFw54/e2EF7bpZQQZfkMgszVq6YKBuf6rB8cPmH6wBVl4yk+BOGOKjt+9DdM3sHOuf9SpzrQ1l8VJh++MzsMJckx51IefmcxMLSKvaF5zkHm9YNWBzq+B3dgW8ajE+NBZR53ZJv5PzGmJiFjwtJZIjy/jx4ilBOrLdBP3PGHjQ1b+yi4v/q2EeUZ0IrG4xvd9ckxxUxNQSHZfIN8314dSHAXs3Qfje9NoM5baFL/QEtn7HUj5mJeTBhBQ/VT8mfC/TGnJS0jsqh+ENBYIDs2tWO32Cg/C8hrJ4uONHe9j4nQWWEKWAxqXbC8zvsQwPDBhdNqvn7n+dQhwYxoLqwhot0OmVE4yOjJGW3ilQ9WPsfMy0Y90PqH/ktAIrbLivlxC84+W/FGHnt0x9VSyAT5k6ZVsR+i+MzH3WUtQ9ifSqsRKyLw0wtgIMO//5lLDbTBnjGwC2/9HHIB55wDyvn6DumXZLXj0F5lYZdXOIYjNFcnNinx8SY4xKAoLVdO4ICkvHBwWxhUBrVJa5JLozIZVLzRnBoaqeQOd6Bp6bvjp9fI02+vi0QWMFZTo3czQWsxzfHEOlFiZV1oT9D47mYLnd1RnD+PFNdG4Z60MeTJBfMhZOvhFg+LxpUz4v0Qzt5tIocNsHKg1Rbpi6r398hOK82ZzkvDawIIeBrxWNk6sXNvHQrxjLI7s4JBqw5HZO2PRrK6u48Fumfa/11zB81YzxleczHD/aQe9GTVhVaENNGrAWPPe4cF5pbH46pzECmDyLRTGfk5mlCr2uCN4DGONpvm3afvtTGW6H5t3jE5Bx07tZ0jxcFAQKJw1G95q1ySn2urD4fDtEcmjabnIYonfLCpHVCnXPsUDVyCyDRnrgmTFk1hK8R5QtlIXQ9W4Yysz4uLH/ZkR/yWtFwlG81piet2Pj1LNGhVPlxVkOKoJuyKyFKFrC1c53JfrXzPhrQ07YXZHXKOzhvxwIdG6b96v7EtIyj7BWQ07N900vxOxsiOTI/K1/TREcqnpBItk31uf0npQgOqvP+7YOpi2xcpg6mzqdvCnFxu+MUa94diHHOlRsJsS0IiqN7hUzV4+fGJDCIVMa4cj8/pXtHVx42tS3WJM4fYBj89N2DVzAS8t5Q7kJ7h3cvdyzNp5tCP4Vjirk27FtQ4botCFYlSgDUsBsEk7r+uYzXl2SNxrDV8wzZrshQTK6N3ISEtv9NQ6mvIozU8DoyPTP8KXKY+BTAW0PJslhSftpONWkwFuuBqiscT14pURmHTNVT2Dts3PkFm4k5y2m563TJmFY/6yZu3e+LsHGs1bNt1CYn7Hz7eUM+Za5dnxPhLO/bt472c/QpBLTc1ZVOVc0/pMDX/e6I4i1JZh5CFobMSS2DVWokNwyY+nw7QN8YXIftl+08JuTCtNz1kb4zBj77zTrVmff92GxwtG/ZsZAvhEQ7DPbEFh71qyL4we76L/sqVyZAjaeMX9r0wCTCwvckq/Don5PEsP/ectXhR1lWZZlWZZlWZZlWZZlWZZlWX7/8ob1hFPSJdM+vK4ZVGD+EGR3Z3w7HlWmAB0pMOXCYYBzMLCWUehwMStdlPDCNB1OHimTWOFDo1IoyJl/Jh1CFw59fFaQ11dOa0oaw2aXvI8qCSiBDEpB2aQUkdXg8xLcxt943ULYpDl+OiOWDH77CPxij+7lEgejkxoozQk7HANwbCPdAOEX7iA427X3VZSEKCclAuvhDA8yqLNOztwnq/KiArfxumDus/4BkzTHrxnvO8caAuuprVcTsNq2/M194N5zAIByNYSYWC9qqyHGFmdS1eDaekxmhiWG2wgBqtr8BwBxhOjEeqwjAeGiENOSkgXDm6fQF43XVccBZa4HpznCcQx5ahIJeb6QaDuao7hkoAnxS4eoLprPbEE2XOQNynXrWR41YMfG863XOwYCEzh2CkZiFexkQiwo7SAlCIp45AG0nzec7vzxh8FtKFd1InDbn/zWIbB1AWxixoruJ4D1FDfdAJHlKg60Rn7RwK/kyZySges1n4zIWs9IwlqfHJscVmBa02+rLkN8aj1dtUZg2Rrk4RRtap6hA0EMI+D+nM9GM+IJ13EA3mjisdZxgHjPJk2uDgB7X2Q5ROgmXwtmPfIslIhv2rmzfwh2tk99wIuWpOXb2EMOkEliCwlHFbGCiMMRsDU0v08VglPH+x6RtDgvG/BGIzop70rSZi1Qa3HXOHBMBSJvvMw4ByWY8kp7QZNJA81AfMOLUCklGQm9xCetT24ceiYOOW9peal7PllaCwZRKjDt1j1N4e4mgedYzxqKCvFG+UTQrQCx5d1uUkEe4OFzU8wuG++dKNVdTDqLyX7hTEFYDy0vW4jStXuD2kZJeOvXXl61UNJydq9JJIegyCCvJZhLdBMMvPZJ1Y19NtOeGaPqcYSnlW0HDuF4wnshgkxTYl50mKG1kTkVBOCled9w2qJYcfAXBS3cvFDEkhFNWvIyy0ybMW/v2ySC7mXa1X7QGo2FujHl2TR4Y+CL7nsXEQhnZp9yidHlSoD40Iz/ahgST3m+ndzlfTYfzDhyUZs2lQR3VNIKRLnk4C7QzDwLCggWIWjfVJJRfTX3InGa+QiNloDinDzs4bih8WD6wo0/RomgTUfe5U1246wNGXn1weFJCzrCsEwtkC64fgjmCwwhLaivRKGoz3lRQ5SurblPyu9KiMp7v3mtUfatJ5wxWg/biNGzg5lPfFXC/g2W9Wdh3VOhZz7hrWdmA7zAWeu3Gv/e9r6OjaUNbbTVfY4EXcdb0FimesIn3C7L67e8YY1wN1nitEJVWbhD0kBZirZihS2oDPqM8yZx1HUuwx/oRmbBHncUoo4z4CLUPbuJVJwWiiby6l288TRIbazRjwocDe0zB5wmAu1sjAEKRGnXhhzSUlu1ifS0cCxEIBYmsaN4kwxy0ahRICEc9Luo1owRHjWrtOiAMQrH51sBwgNjRFd9oLSMENVAIthepzCxnHEyUOphTJ95VqIN7IGgVP6gMp1jvmMgHclBTVR+bSIApcF2zd9UFKDtWgaCYYDACiuxs1u0uNQdDmUZX/KNEMHL1tAKJEFOtGCohxG4XXTEpCTqLlY1kI4B4/KQ8MQ6liR61PQiCqk3wwTCbiLFTpco4QArAuSau6yIwi+OAsI3qrQliES91vHt1uGQFw3Mqe4JiFKj6VnIjWAoLLYUUQhlBYzqYUTY27afgD/+sPn9Z76I6tufNH0z5fR7vdpBNRBILLtMGwnA/i1fDxAeOp41byiVZwe0abUhJ8O3HSTUb+FJicq+q2QAq1toYSEz2oRLASPkU/XEwjPM53K7Czm1jcr85quHXSiL+9aSo+xzRI5CkzGE+yacmq9yBGcs5GpWEv1bu5JAWhhH0w3JqJTBWRKTCU4ZqtXIM5hoTcYgIkVjAJyRgayGPVQri6Jf3qB27AnFVoo2ZCg2Y3quKxFvoIMFTDhjaFKBYFzCmZltGkBYQyk8zNC+eWiu3Z+j6UeEZdUcyNed8bBoyGlEY3uvgEE6UZZGe7YSzqjuvFJgraLDfBuuIL5tQ9mX1pDcMAc0NppBBUYSN7wzQRO7XBlBy5a27QgAbDwDmDHCg1mDbDMmWAVvFGILQYmOCmLWEFkNbq02XrfEnsQrjSRzasUV5MD0cxVwiLKldjbGqIVZFO1dRkxyZObefCf0bEsCkGMv7uagUXJaIdteUCPW2hzYgLuYl5qYI7AiJ+HBDHXftElwPEfijDwNOkDGpxFYo0g4bf7AGjkYZNZC5rbfQr+uhlM/LnmlCRolM0bY4u4rE+gnVvyBad6Sg6DuBQSvw05KkBlXNPNUfAAgxg3qrmPZ+l30g9zQ6rnPdA/umU7KPvcHx6kmJc56EPwuVU6GOnFGo6fQK1c9bElzgWzDHWYW1CiZNzhF7RVQ666kustSm4Ol249T7sWqFGj8VwPPFNN0PdtNsdul9qx6jKBJolSo+9IropaMmJ9MW3lDmJxrgtF925At7NNGKM5cC/sOjPrFPaNcT2i91wv7fRvDH+hiRvtT3fW/qzuGctTtV7wBwcp4pX0OkV9CXldlSVHoyxKOsizLsizLsizLsizLsizL8jUub1hPeO+GcWec3Ogh2beeoxBIjII3Onstuq8aL+rRWwfof8l4DWTWhQol0n0Ly5hw3HjVSLH3rnJkhZUN/3wNMJuceAoK664+N0EbGk8Q08Da08f28xpeWN1Fz6qsr31mRPADZuWstWCotntoXaj/+hjFWRvaLVpEh8bLMbunh/DEht3bFm1ijtNtyME6AXkLtGA4+caL5j2mikKw+ZkeJudN1/Z4jOi4su+ukF8cAjARAMdZK0pFnNuAFbWwnpl4WpqQIYDxYxsoh9aDMWYo7Oc2Pg9hvQb5ZoDOHfO8ciDBehLB3AtXhBNzrE8OShTbFj5TKgoxNzHIU9G9Nsf0HecBGIlsd3jONhiSQ0YJhuV2567kpGzbSQ8rCuerJCTZcBUySnLKN0IUVtCgc9uEzWf32jaSDNLyAiu5QowUxbkhCRWxoEZrvc+iaCihNd0rKVrTeWWM7OIA8XXjlRxfjslDMX9ow0dlBCMPRt0LCIJSffuTSH7pkwCA2V94J+Kj2r4HRxMz1OtW9OhwRnWPTxrMLSQJjPkoR8YQ2nFWXurj+K3m9/1XS9R2PBSXUgyuOKnsGOCMxn98rAiaNT0fUgLR7JFNekZyqElOXM5rH3VYSelzsR6gSbw3WmY1Th83IaY2BKIjG3Y/MwAvnee0Rb5jxkz66hijN5twQgrPupOdS8FrH/LtvDTG6RPmvmFvjvmZxLZPjWzb1DHhDMJ6RNPbAbILpt3SW5w8sOFpBXVfYDijnROHeXEVMfeeQpdoNz+3MKcihsqKQqn7Q2J0OHz7CsKZQrFqYRULiZaTe7vE9DPfluQxFIWG8/PyRlDUq045/b55MEGQadRvMg9qEgZ22bSDlsDen7FtMnEhGWByzwZ59rQ0icoAML6ckHd28rYzyDcc7COGLDXmNhkzmnBkm6bywUaHvMl6J8J823ldY5QD2+eFpkhieiSJtaSNgDb0c6QcMLSR5dxnQHJo/pBtBcg3HPRBQ23YyJoGJg8ZeFLV4Ri+XNjfh6g73DPL6C5BFsoBh+aWv5kDpw85+MA6eYmr/hqmjvnpCAhXh6ZvdjjaqIuqZ64PZhrjhwbUrq7feasR2oTG+TZHkHk4iltvq6EieNzBkytoElBifNVnyLYsDE4B9dt3zPOmLUFY9ILgi8wVeZCZkui9atqhWjF6COHEJRJ6ESIVeO+p4Yc3n4O5Jm9wtsGw8Vkb/esK4uPWzAh5uTEUZBq52VqR3i4pgZO3Xk49mCsUqxZiEQHxSFN/OJgLrxSUXSeqAYMoPc++qBgRMFQ9RkmwwdTzjKd7FZrYJnJOazQ2yV1JEMSLaQmZtYgmjn1GIV+zicKSEawmHilkNP45wT208AJP0KD1pLOnMD/DEFqGnvlugPTIQ2PdOzIFiigpySiRNJwp4hhvYkn7i6hM1MGJA/LW89+zCARrrPqvT4/zkqLQl9dshP/mb/4m/sE/+Ad45plncOfOHfz7f//v8e3f/u309x/90R/Fv/23/xY3btxAGIZ44okn8BM/8RN48kkTTn/11Vfx4z/+4/iN3/gN7O3tYXd3F9/93d+Nv/t3/y6J+XwlZXSv+W16fgx11hpHpwnKDQcEF5hvm4WwGgKjR8znbJOheCzH5Nhm1Q+BnQv7AIC9cgNyy+DsDh7vIN+xgz/hFC6E7iPb9fXgbzeL4tFbNe675w6uHhls88ljQ1Kr0i87ukCN4CSHtGHa6YOrlGFfrIVkFKR7lVcSrDnCA2MQ5WftIm8FBYq1EP1XcntvReHf6KhAZDGm0VFJrBV1h2Pld8wphb1jG+mrli1kvQM5raB3zfNVwGijDNZSzC1LzOBKARU4ijiG7p5leXllhOkDFnOcW1UwGKM/Oi2JDUalAWXoa2aMbPMHhXLDGFf9qxUxfBSbKTrXHc8ZoKxaYmdPgiltBV6MSAHPrThRJBBOLbQl4eDWWmFVi9geDur1BHObbb/ymWOo0BgiTUei7hsBCcAcRpxxH4xyJBZPrKVf/HQlKA+hXg2JleH0gQQrz9tD1X1D1ClHsGEMovTQsyx0rpwSe4h5njUMXz1dyB3gmP2Fd5rf/8InCKYCxlCs9Qm2kJ/tI72d2XtJhA47G3LENtzOa4V6xYz9ztUpYsvMopkP7bchx/SiY0oBZM4oPDrf9aH6zl6DbNO0Se96AWatlfjQs/tAAa1lWIj2SgSZ6ZDoDkf7tnWvfDdq0L3pOstDoIKjOYozxqDilSLjvNzpETwjOMnRWlxzfHOGYqcD2IPN/P4VMjaqWYjOdXsAWY9pY+WNojE7v9hi89OWUeSeBnJuccqbEXhtNkUvvmXo3gCgHnqYhOYGR53eKeggBsYQO7jPuMLeO02f925UAPMYWSUZZmfM7/pXZmTYAaCDbudOQwdozTz2df0zYxy8w6xzG7+5j/LcCvqWgWhyXxfda2atOHy8g41nbVKC1jQnO9fnOH3YPK97u0Jmvx+8nBPFa3xYIpw4xV9jCA+vWMx1IhBYgzOcKIKdyHmDzM7vaNSSkSZzL47SuVWAW9aK+KgyBx3l4AAJOjftMzoBiUINvzRBcmTuO9uVtBZm2zE6t83v20gQ5KR7LcfpQykZgDJvER2b9gmyCOmLxqFy8o5NrH7B/Gbw0hzZjpkv6Z0c4cTDlpLbdl1eH6D/zB2oVdOn5XqC2MJ95vcNoZk15gqN9JapY7HSQTR2mPKWGF9GD0RI951iK0O2I0mQSFQeGy0qRYfTphMQ880inrhYFSTwxBqN0f2e0jA9bFH03AHYK9/y1kM9g1kLUXh4Hc2XFjh+k5nTa1+oiIpTZhptBKSHLpeAE9wi24nIyHSiSoDFoC/gu/0fDKQEMIcEEkHTBgbn1k8lQYrHdRdIPm/W7uNHIppTxXpEEK9gJpGtO6Yf0FgMxxrz7ZBw4EoIoshUgYeg5AN/6G0i5lh20SQMqT2M1F1GzFTzbXOYqO3v0qMWI8uMFR8xOtDzRpNTqxwwrFwxbTg5L8m4blJA5M4hYQSXHG0ua4CVFy2zzDAgNrfkaIkJf72X1wxHmc/neOyxx/DTP/3TX/bv999/P37qp34Kzz33HH7rt34LFy9exHve8x4cHhpqsOeffx5KKfzsz/4svvCFL+Anf/In8U//6T/F3/k7f+eP9ibLsizLsizLsizLsizLsixvkPKaPeHve9/78L73ve/3/ftf/st/+a5//6N/9I/wcz/3c/jc5z6Hb/qmb8J73/tevPe976W/X7p0CS+88AJ+5md+Bv/wH/7Dr7geTqp2NPKne9YwREf+lEuS2jEzHiwAVV9A78UIp9ZLGHHMCiurXjFUU3P87Ux9qIo3nh0lPWyR27CnKI1XCgDG4wAHsy5k5hJvWnidcp8kpgNBmdPhuKEs+mAmEJ34JCWX2MPyCjq28IrDArxqoM6a+nb3cspkZ1WDcM+6Z4MA3JKsillJ3pG6K4C6tu8K6NCFbzXENIcozTXxYQHWWC/srEZ64EKamtoR/z/2/jzW1uSsD0Z/Nb3TGve8z3y6T3e73XbbGNvYscjFDQ52J4rD54TISUSwQHzin0QJERAnEOKEyAEihYBQEiJEnE/cexOJIblEQMhHCHyKMXho22C73X3c3afPtOe99hresaruH1X11NrYGHdkoJ2sklq9ztrveoea3qrn+Q12iaBiouWuzjiUZ/OLWoPPKrDK59wEQ37fRahMKkh3mzUaib+XejOD8la7ojVAiNDU/hxwUQd1WIKf+hxflgJeMcR2EqKOVvehMGPAp171ZJCgd8erJ0hJzHU1acBrCTFv6XkDYYu1GtYTRsW0ISUb1jGoIxcRE1VKtvG9ex3koYvip4pDTQUdV22uUdTHMgbmI3tybqMRz7wkFRQzzAmCwl/3GMzHPuU+v/YxpBMN4ds9nxfUplZwqImra55K0sbltQb3GsbdKBIC09sT1Bdd6EmWmiJjOnGZmKDvXVzYpugR00tW1JOKdJ3RGTCfbmR1i8Qbe/C6hZXB6cKZ16QH/h4XDbqhu8cui0Q5VjZIPXkUgoH5fsA6QwRnXjVRUaRQkJWG0X7sNoai6uCMxpVoDbg3+5GnJeCVd9RxATVx/USeDChqWrwww2JrDNZZgua4G3EkI15FnXBmXaSyKyRFbY3kVNf1ekqwI5O635F6g7aQlYdlFAoLx5nE8DlLfUZnPBp71RZq5uqkvNSjyHL1wLpTdODRDj70TVEDjSdBiiWN8mYto9R+2xNQM1dX7SiJEVZrSRGCdxaitUTiFZWh9DoAUpToIGm+tjISzUQdIQ5dEUl85VaCdNLR73lrnSIGPJSs8WS4XhLnaO1gFqEECB1vDM0d7XoOWcU+u6wIVA85kq1AOrdY7HgC3CChea4dJBSV5B1I318uLNrLa3QuANDjnM4l5ZKOt+874d0EuHcQkZc5qL9a7pU4AmlURshTlwskPhK+TFSk62iL4n5LpFCxaOm8OmEQlXE61wB0mlCUuu1FHfbsIJrcqXlHfa7LFVJvpa6mDbIT15dkady4ZQGy06Ea+8zeYUtEyd6eg04BLqq92BH+GENZK1gHNQEAddYhALvKdY70qELXc9+kRw2avoeYdTETkEzcuQGX/QvQlPzODEDf15skLfvs/hxqlgLMw1YWsc2yo5ZIrHLBSUM+OzWRyHoKGi/pKZDuublfXV9Hveas7AEHa8sP3TWK508xveoFDQ41RftFwymjmh9xeo75BUWQ1XJrBDVtkR173w0do+TFvIORuW+rlyfsY0XMjOWPlJjZNA1+8id/EqPRCK997Wv/wOMmkwnW19f/wL+vyqqsyqqsyqqsyqqsyqr8r1T+SIiZv/iLv4h3v/vdWCwWuHDhAn71V38Vm5ubX/DYZ599Fj/+4z/+kqLgy4WrJSHSiURXeA3Y0xhlYSZGfFgnYDYa8DZYrlvUPmomFgx6M+pyhWiVOiC3YFRr4py2Z5BGgwVSqdF5qOU5PdClTR8va3TrPkpddRBeckoXiiI5zFjIU48LzBQR/6xwkbwQjda5hJy7CCU/K9Fe8Rbbt08osrbsnJjv1yQ1JiqQljPrJFBWJJnV9RVs2JUvGljhdu5i2oB5wl2XMtKQhWAUPbEiSmMxbYBhDnnqogIsUWCemGeUgvW6wOz4DGZ3SOeFP0bMO4ocWRn1Z9XMOtk66SK3fFYBQeKJRR3h5ERDzV3d8WnlZA4BqBePsHjMhRgVIqFGTiqkk4IiZ1bxqE/cGYr0yqNFlDTTDJ2PejFtKVrEjCWta5MKlJsSaurrsbVkpc3OZpDhuCIBuANRmu2x0wGHkyIk90XGwF/rpQs//ing8tcAuTtvs9OHOg6uqbHTyZMFknDvJ4ulDEGMkposobrWmUDlOQXZUYd2o4BOXPRotsuxdtNj/BNO0R9oTVEoZgwQIv1ZQn0ObQfGAqlYQdQxqmyyBOrYjQV1IQH32RObKGgf8RZlR1kDcIfTBwCczcDrMdU7rzQdZ1IR22ohST9cLLroSls2YANfh1sdmI8wtlst8BkvazlKYRIgOa3PeQjAOp3w5TFuGXP46FlHJGxmIvlOzQzpxIvKuUbWo6g3HPCjVjCqR7mwJHO2HN0SrYVekqcLkVK+JPHnzhvl5poRgPshmxG1kZm2dI9dJpCdxLk1kNTyWy1F2cLzh+voXNBYYgbR0bGNUUU50xRJtILFay/Jxro6BLnV2m0RtcEzTtkFnQn6veURy1yPONJTf54l2Uatgryb+392v4X2fBneuowc4PHWTSDsWapvdRblINmyRKt/RiujhGr4m05Z1KtuLJowf2aRHM6b+Oy8ixh/WRkYBXI9bQcxW9psJUj8M1briqL7VJiTntWe3C1yQZrqJmFIpppkVhc7jF5wVgANZRGinn0zFPQO7AoQwTo7UVHj2jqidcChhz7ufiOon9QjThkbXUSt63KTU//pstg3wGOf1xlDvZFR9rIdKnrXacnQ9UPGBIQbzw5bIrvqXkL12/YYmNewtdcGkKUhojDAUa2HyHQcF80gErN5Z2nctktjsulzyLnnTqVeAtJf3yQiYti3+oSzr9YFfW6L+A5tewxdFmR9GbpRcD1182+zhAkPbW1kJEgHIvDLrayImbH8kSzCn3jiCTz11FM4PDzEv/k3/wZ/+S//ZXzoQx/C9vb2uePu3LmDd7zjHfjmb/5mfMd3fMcfeL66rlHX9bnvyr4GFxJmppBuupdxPZBIb7sOO7vMSDGh7YEY2G0fgGak8tEWDEr6iS23sG2c1EP6t9oA6m1P7nmRE+kBAGmk6sJCW4bWk0nm20tVG8YBY5g8vk6TkeWAfdC90PKDjl4Oxe0O5TV3Iq0YTfyiNtDbKWYXvQrFEYflbgZT84ImJrm2E+tuPUM7CBrcDP2eW3wuLloy3VBzjea1FzG76BdqlcD6J72m8GMjJJ4Ad/bKIaXp1ExjdimonoxpkzO7IJHMw2LMghmL+esu+7ripJzCW4PJY27hnV7s0TPWIw5+yS9EJYPO3Odkqsks4vCrONJTBZ177eou2sgzbamtjQRpuh+/aRv9Ww76UG1uECF2ca0fFzfjHNU6qF7aXmS/i7agFOH0sXVnfATApgbzy8GuOqZiLQfwkNt4GsXQ5YyUOdoeR+X3pPPXXY6mH6Umok21XQA711y9jZZ0bjeGREjE5a9B8p9/G7N3fo27/5zTuRbbCvXYt2dpML3iPhej9fhiHXBSQkgTToovsjREzA2LZdLDzYDJNU/6nVhoT3LS2ZheHF3u2tW1s6UN2uKRTYJPyXmHcoMjO3L9tx4rUnKYXWDg/u2yrBZikgz9F9z1yt2M7ind7dG9T24k6N3XRHLKTg0ZnGTbC3R9d735pRRZWNA8uhltzhODetdbQUu79PJ3i4XjV/VgPsGABgC30IMOG2oOU+hzqiltn6PLE3p5i9rSIqa5EE01Tm8kEI0l7WqdxDmkGUhUN/wfPiOp/y8bcBjBaOydXVOU9p5e96Ywvqs0QwYwD71YB+YeAiDWBC0gjEpiO6cuLU7t6M8ze2gYoTReNSLMpcsL/dlFgWQW4CQCw+ddG8yupFQnsHFxFSB+AFCNGZIzHsl3iqFadxftimiwsmxspFVUa+oKRxgFnPpGM3IbyMW2W0gGguvk0T7VZVswHD8eYArORwEA5rsRjrLYVXS9+QVBEAe1sDi70aPNZn7Qod5M6X7DM7YFI1yjUaANe7nFkR37AMhYk2LQfEfCKKf5H0qwkW8GHMxDqOph1LGOhGgHpeNB3SnlBDHrJINlcVOoU6DY92T4dQm/n3X3FjZfBx0pj8h5hNWUXuUIcJCLZaIkbwyGz3vo2+/TMY9BDEtzdO9u3NAxAwxe9HMsZ/TeSTmDSTmpCY1vttRPBi8a8gNhLUitSS3iZq0ZJySy0GVA5qGPzZAjv18h9aTjLovBGTXr0G15fwMOUuQZf7bB2VWv8NWA3vNdxtB4GE69BuQHoLlB5/zc+KVnv7+krgJEwvo8bgBEA/L8aIYM7UBG0zcL2rCrswaW+3XQldVi9+Ve/kjgKL1eDw899BDe/OY346d+6qcgpcRP/dRPnTvm7t27eOKJJ/CWt7wFP/mTP/lFz/f+978fo9Ho3H/7H/6vfxS3viqrsiqrsiqrsiqrsip/RMVY9if238ut/LHohBtjzkWy79y5gyeeeAKvf/3r8dM//dPg/IvvBd773vfiu77ru85997b/81+CHxlM+y3qud+l6ui+lZ5EIlOXMyJi1iMOfibJettygY4FCUEGlix7Urv/iQrI7kcr4YWNu/Viz4WIZpcFBLO0M81ONEW2KUJmLUafmqAdx1B6cs9JWdVXxxg8535sUon8RY9XaDXMMKPfi+M5mHZkjv4zJ0TE49Mq2tafzl3UEUDxXDymvDRA9jknw5UdXSA5u3aUovfhW4B1mtz5izM0XlJs9HunqC66qOToUxMsrnotXcHQ8xKF+a0JyisufDd8oYlkIA+V6X3OSUD2shR63f2+2ciw9iFnZ4+ygl13oScj15DfdZmNZj3F8KP+GKOXosyXkN47AwvW0PMFIHzDc4Z8awzAuSoGfeH1Dx8CpYuEy8mA7KPzuyV06iOf2sFEBp92dWSyBNxL6kFwLG6suWf80Itobuz43zCMn/LH91KKtBrFkT3r4CT1A5sYPqcJKlJe6aPx7ma9T+1Tu1khICp/X7fPyI4+HxSkBS6qjoiYyDPM3vk1yP7Tb7tHf/2rKRKWncY+xJoOonLtkxwsKIrVjTKC28i7R5DXXb8StSZtd7HoIA+mML3Mt8+IiHVqHp0Me7+3j+bKOt0jn3s7+kTC+HRq8dkT2MK7hqYKxYGC8gQmeaYihESOUdx3v5e3DwluA22IpNyf1QQDUrcO0b3e6YZu/49TdKMU+b0IRwmlOsqhPJl30Bj6W/7Je2hvuAyRvJcju+fqV+6NkXkCWjJpIOoE42eq6EZrGORE4qjtQU6iwySsRTLxTokES4jETMxA2tq7v1NBJ5xSyWoGkhpVM43sc35uE4bIc5ZHKFgyacmpLz+K6fTevQ58iUSazCRFzNtcoefnreSkQet1k3lnoHw6v+3FrFU9Vuj82Bt89hSTV40BOOJbtamIdJkeN2hC9mUeoSyiMZhe9WTyuw2aYZQwDVFJNe1Qr3mJS8sg55pkMZmOmtZONs9L8xWSpBqz02hNLhqO/h3Xf3itIaaVv98eFrsJwSX6z8+IXInNBD0vH1juZAQz6N+pUY+DX0SLhZc27d/RJGU6v5Sif6uE8b4QRjEo74egpgxJEftggNiApXQf2bEhiER6XwLWtdPw+QazKwlyT8ruCoHk1EeHWULyrbztRY36EGH20eMAZZHHDcrd3Nd7gIv46PKxIMdNKxxBEgCS04ai581Qkl61s5R3l+m/WEEnEY4HyQhq0uUCc59d7d9u6VxMS8oioASGz7vv1SJKVloG+u3oZg0ziNnNbK8Eb5akIg9jNmPotdAnD+TkYcAbjcxnCtKjCmrm34frOZEek0kDyxlBY4oDDTUPMqCM+h8zgsjazVBRpL/tCyRTTwTVFtm+60u9OxKzKwy9e36MHNQk18nLDunEXU80ljL3loMytbOrGdV72xNIDt07IZ0kyPYrnN7w2Ru9JE/JGMlfFgdYlZd5ecmL8NlshmeffZb+/dxzz+Gpp57C+vo6NjY28E/+yT/BO9/5Tly4cAGHh4f4iZ/4Cdy5cwff/M3fDMAtwN/61rfi2rVr+Gf/7J+RdCEA7O7ufsFrpmmKNE3PfSe4BCygKwl57BUhJJB6sxywaOrgMHOeuXwmkN3nCHbSsMCidOcWNdCVnvl8YlFuxzRQSOv2n5/h7IrXLTagiTB9YITJIoMIDtmTDrLkdA33A4ZmoyC8rpy1qK67hR0zlpRS6s2cPjNriR3frnnTBp9ys6nC4rJbQKp5TiYszaUxaXsnJ9FKvSs4up2RPwdIXcIIhu76Dp03Fyxaz/divS+uDmJ68liTuYZc9MksQqcMo6fdBFJe7DmrZek2BN0ggZwG46AO1YPuezlvCbfe9jktHESlUd/YpLoK6gPzCxzF/QLSayDr7SHhTwFgcTFO0CHd140LWK/H3fYl4d/bcbqUlhXoCqC6Ona/yTkpxvDGEBygeXCbsIdWGrJVR2cIZylLDe3rOjlawOQKfP/YXfPRIennNlfW0RVLGNmQ6s8SWM8F0KlAcuD6WXl5iHzuftzsOLMR/vpXu9985Hehv+H1dL/1jrt3IxhxF5jNkXj78masCMLUa8eotrxKUGfR+5x7O8xujFBoQ9yF4Qs1Jg96GJBmZNTRXF0n7fXB8xr1rttsJScVaXAzPaCUfTtMsdgSSM78cftzTB/2fbMf8aD6wjotzq3k1E/EosVi191Hr4uk7vJqH6y1MGu+L99bkGmOGNSoLvTpWOKM3NglOFO+B9ok5/cZWt9OgT9RbiXnDFFMYtEXtYOW+fMGdZR6TdGXDloVYRjGD6vZ5RS8swQJYTYqMXU9Qf2kHnIKMKi5RSMCRjWN+No01lszcjj18GKvNjjULJrhVB5a0GUR1iMaG02DOhCevcsZpcrLq8MIX9lS3qTE/1sq+r0sI+6Xd0BXBNiJQrl0TMBCZyknWIvlALOx7hZbHMxXik4Z0mN/vZSjDNAzFRUoHAwtwgfyfeHrwN1fuK/FlT7BS7qCodp27e4MffzzbiaRD7SZEORFpoygE+UGh5onhLlmZkkZJue0MbKcobfvPs93OI0dpjnBfeoNTXjr+UUFy0CbgKbP0C1Z0ZeXArfIoPGLVII6MgYwxLmFpbTobnt+00d8mzgWtFpq690MlR9H6cRQn6nHDOuf9hu0jYTaFhAe2+/+peYsQo/goD2ufiLMS1QRe21EVIrSWcTVtwNJKjj1iKHczQkak51oMluzAki9EpNREeJU7Fs0HppSSEHKQDqJ9SMav55QARYpaKNRr8lz/IqAt86XsN6Wu80F4ObP8G7VGTsH0ZlfyWMbyWiupRMGFuJIGphfyqg9w6YTEKh33fzVZcwZqfnCW9e/3bNYqrv59ssv8rsq58tLXoR/+MMfxhNPPEH/DhHqb/3Wb8W/+lf/Cp/5zGfwgQ98AIeHh9jY2MAb3/hG/OZv/iZe9apXAQB+9Vd/Fc8++yyeffZZXL58+dy57bL016qsyqqsyqqsyqqsyqr8L1VWS71YXvIi/K1vfesXXSz/3M/93Bf9/Xve8x685z3veamX/byy8M6Y6XABDL3F9TTF/LqPRD7NMb3mIwjjSG4pNxgWr6xR7LmdajsANkcuynh/nEOMGn/+Au3IbYV5x9H23TOfPjpA7QNvsgJOXu2i4otLFpdGU9wvXGRvdjGSnMAjCUVUURt8cblHrHYjGKYPetjHxw9gfcTP9FJK7SsA4FFTeHG5B+XTvqLU5IQo5i3UPKYlg6qHThnksde0rguoQ68usZ5DzGpwH/4pL/XA2hAlYeQayQxDMvURjNIEU0KokxLldiCIGlTeYY51FumtY4IgYHDeETWkTvkiRsKzo460oO04hVh4zfHjOcxOdA+0klPEkjcG8si1Ybc1oDqt12SMRKYC6sQ/r02d2gqA9P4Z6jUXLndKMynkNNjCpxSFUMcLMO3TufMW6jToW4/I7VNNW0r/zi8mGD4T9Jv7zkGROwhLeqqJXKuOFxCV74vDBIlPT/KmA7yOOoY52dEXdxcEL1LHpVNk8VFR/Q2vh/i/P+LO9Y1voJS4STi4jxzxxqD1zp2iNCAeVxqzA6yLpF1RG+hMonnAZWxOH06IzJkdtUSIzCcVUlJV0Eg9FEkXkdjGy5aIRdln72N26QrBYXQvJaUVNefU5/isgvEEXKM4lIc2NQ/tQvnInpg3UPPYtyyLY6TazgkaYTqG5MS1W72RIT0OLoMg6MP00Q4X/7sbb9NHEqiP+gxP3znwcY0Y8rZOJ77UCaw6Pyc6aFMka5qEQ7Rh7GhMr8TxIheGXBUtZ0TY631uArzZTTbJ1BC8zZG4fQRvifiqZgxiECKEQU/d18NahmLffTe7lCD37nq8tYAnPWaHDWoPfVMLQ2S6/u2aIsvqrEVvKevU5RxqvqRc4rusqC1pMItKg3febZaD1KVkDbQ+sOvcWgP0xs0DIUpeD6MKj5o5lRwAEMcdrFcTqkccvbvu4rMrqXPdhINECO+mq2YcYsSJBCuW9PB5JwiuU61xshkv9mq0vQCf6WBkyJpa8jxohgXUpIXyY9cqjvSOgxkuHhij9fOvaC1STxLmlyUpVxgF5Id+UHFBTqM65VAzRjCD9MxSPfDGRFWabEmlyL+bmbVoRgKZP6/OOTlFOkt7CxHgDzhP9o1RagMelMMaS0ocvAVmlz3E7EBHQiE7b3uvU0668zpfcprMYhbBLEXerYwqZExbJK56YVSEvzDt7jX8W511RDhW8+hXYUXMCtQjSffU9SRlLEQTszjtQII3liLTycyi9GuM4fNLevZZJB/LKhLWu5wRybPcENF1OXXrhJARSE8NZbfAQBkXNQMpkpkENHYAjqmva51FyInOXB/oQjDcgsahnLeY7xbhEqvyMi9/LJjwP4oSJvLmJIvGFRNBZjmsA+G+ZckI+9X2FGwd2dKsAw4nLsWjJhytF+tPpkB2EGR+QFT27KhF/05kqweL4clc4f7pkHp9fti5lDBc2h5wk7MuJC0ArWCoR5LOGyap8oG1JZmn1sm8Aah2cyc9NQwyf4zgIemZJRxZvZNjvhtSvgmlIS1naPxCtutZwkXzVqPe7VPKTKdRNqp3FwRtUaVFueFT2hkni1+wIaR/gS22BIoDrzoxEsAjm7TYboYS3GOh0+MGXT/AMAqCvxjhoBiuPRvMHvBwm/U0qmRIJ6EmPPO/2kmg/ItSK47plaCMEBUpdMphPDyjHklStRlITinX7DBB17eYPpD76zBw34ZiQxFOeX6lRy9vO27JGKRbMjhhFjB5wMd2mF+QyL3pUb0Wpdyqi4MlwxJO6igmV+j6fuO4qZAd+5dpJkk9wUqGxbZCdhqNSdpvfIN79v/yYcze/WZq91B3bU9Cho1NrTG54a3Cjzlhi+tNRvjjxY5EesqXDE7iC3t+URFMa/LokMaUnCoYj8VP788wu+43L7OEjIKqR3bR9hjJcvY/dYjJw049yQoGeeqhVbsDtINoBtO+5pK7D+P6GgCoswzCywrWYwW50Gj6cTF6ds1dI+uVKP3LiWvg+DH3udjXtKASsxSTR93GWkwZWu8SYrmDkzR9HunsDLDSIg2rmVCMhTyr0aznBPfhjcHCBwLYiEO5PaMfL9G8hNm4wCivDpHvu8/VOof2046VjCAAdcJJxWTwfIX5w+6gZMrR5ZwgMF0PNC7kArQJkFWUUjUXElpoJXMs4dmjBGO5ncaFQMqQHXYEFTAiqopYyWkh0fUlTh527TF83tA1LI/12wwlzT9qYVFuK2RHfs7ux8VHMxDEuzGpxHw3bC4jBCTfb8lAaL4jkYTNaMrR9hiNXYfj9Tj7pdVKemrIir3cTiNUI+eYXQjSfBbcG5pNrzIMngfKHb9AbyzMtbFrnzWJZhQ2X6Ax3RaA8otdrqMsIbilDcThawt0vajSVY84QQB791t6d/TulEuyoxH6ohOGxa6HKNSWsMxt4RR1uiUceIACwYIWdosdSc/e9qJRUDMGsucCZNBE4zHuFuBB2tIyoNz0yiW3NCqP+dcpQ+7fEbK21H+7FLSxnl6W8OqBGN7q6J663M+fSxAhUqy5CPTvBKgn6B2WnVrql7zWaIYRjtKEd9gZB/yCGfCbA3+NeixoEc814lhYP89lC+pQDoLigyxToNwGBreCmkzsv11foX8nbn7C+6ztMVL44t2ysROjOkxPLNqBJEw5b6NS0PRaTpCgl2vA2ay2B1T+SNRRVmVVVmVVVmVVVmVVVmVVVuUPLl+xkfAQgRvszFBWnoxRcNQnLhqR70fB+sVFgPmt4WKbOUJZIDPlDNtjl3u8vZui2HDb1OrOENW2h4ooHvVvLyvMrvibMICofAQ2s3jF1gGeedpF1cutGNmxwqcIOwt1WlMkXJQG/Tvu2rOHRhRRAGNIDqb+t4Ii1mraQcxbTC+7UNLg+YogFiZVdN7i43fQDNxNytKQuQXvLOTURXMHz2W0c29GCYZPT1BtOAhCdtiRTqksNXpeoCSZtOj5SMPsSobhiy48UDx7jJPXO2WN3p4mslSx3yE5rcEqz0A/FUSurLZSFF6NQMxrtOsuKrnYTWAyTwDaSDH8tFcC0RbdhjsmO3aROemjqnLagHvohikSJBMPKbqQQU19tHTaEgxITiXSQbDt7tDlnjBkLeSMYfwJp3aiBzkpWqi7pzh9g4OTjD9+hMnjDsJiG4ve56b++ATTaz7qW1lKDZc7GbKTmD6uB3Hvm92bLdlfS2jl+3IiKKWdHEjMr3sCY2vIjh4A6nFUQal3egRBmb37zej/f3/LPdcbHsf8mieYdpYi6V0hKOKdHtRovEV1dhiVKsZPL8C0QbMWSUAhBdu/2xEhbPzUMRY3xnTvAcbTbPaQ+sgYr7tovFN1UHOFbM/DQy6PMf6sg0rtv76PxQPuXPmtCeSZ14gepEj3XJ/phik2fseFgUwvdTrNAAbPlai3UopwdoVA/7ark8NphCk0Q4XNj3sTqapDddGTWBOLwfPuGve/NkN6FsiMzio+PdOkxxvgKLWWgI6RHSs4Flf65yzhu0IQcVBUBmfX3TPtfqiF5YBaxAhmGiAStUHlhhW2PhqVRJp+JBfmBxG2sbiYkiqC5YBcaFIugVWUDTx6VYKBh0rJeUt9Nt9r4UFvztq8jhHjQEhc/+QMpdfxVzOD6dWotMKMRW/Pq7Gc6ehvUBn07wblEkPkRLkw6OacPksfDe4yhmI/zkHFgY224bUleJ2VDL37vp8NOKmulBsc45tunlv7bEfjkNcG659pqL7S4xrN2PX52SWJzadc/1vsKIKjZEcNplfcMelJi34ansnSWBs/y2FSgSyomPQFZWZkydG7y6h+KFN6ZAmqwbsYRRVnDJMbrj2GtzqUW5KyAGpmkHl/gnpNkZrL7GpOBm6kkGGdCkqI+suFwcIr8ljuspThN0bxaDIGoAjqKBO9RE4UEYYxd8Y6gPOUCBrn9ZjDiKhBn5zFrE61Ian/lxsCi+2gNmbpXc40MNv1OuoCpMJkBaNjZAWkxx3YMJIg09PQ56JBT9cDkuej0kq4D51L9O65caDm0X9BzTRMwijL3Lvv4C0AkB1rEi1ohhzKZxTSSRyTRjJ63w9ejCZzXQ9ohzEzN/pcg+PHEmqjxaa//jwa/nQFsObhYqc3FBF4q01gcDuosSn07ncoHwsZFKDnDbiK/ZbgY/nxyzMWvjLrieUrdhEeJpf5PAX3kiRmrgiOkp5GvJacgyQK04nAIjEQlftbcgbMatdhk0OJyi/IhiXAq5ja6nzalBkLNQnsZkT3rJbhtM6RHod/W4iwVlqa4SxjJBWlzjpyVUyPYwqVGXvOJbP1E05y2oJpTbKIvLP0e3HvCIvHXapeTHoo7nu8a2dI2q+434C13g2wF+tQNBasbAi2wlsDHtzjah1fgLcOMH+du0Z21EUXsCxBehxT8rk3QVFnDXQukXhogbVRho6vRYdGNq/AvBNY0+fI8gASjMowEAzSLz5llSGZRHyxnMxhvOOhmJSwaUjZSfCLIV2t6VzyZA6TeknEVBA2k1ca+SFI7lAezQibbxMVAXbaIJl4OaqFhOn5SZUxerElpy2kd3RUfQWdR7hHembA/BuN1S3UbVc/YmOAvTe6c/XuCajAvbCW2lAnHDyN7peyNKTcYQSjlLzlDOwNj7vPH/4kxK4z9EmOFjC+fpqRRHYUZLw6GJHSbwPEABawUiylpYH+3fDCBzIPOWCLEqJ2dcqspXZmLEqhsVY7d1Y46EAyNQ77DpeaDdKLou5THtUmErpQ1IZhYWcFJ5gWn9YQtVsY6lwi26+WNhoScubx0ZMcMO566WHcyPDpghzuTA7IQ48VyRKIOuBHDbgG0qMmLnTC75k5928wt5BMTjW1Oe801SnXFqnfW6pJg2YtWdqAewdDuJeqScILvyMFonoUXQlFYwjjXK1F+TQrmJMo9BC3mNKOuFvA9XlqQxMl4qoxR37gbqoZRfieOJmhfswFGvIjDVlFpZX0TC+ZeXUktchbQ3CmbL+G5dE5lgX4ll6SlC0cDlrNfL+Wij53uSC+QJvF1xfTcXNoxRLfpNHOudfXSbUhaHORVR0FUdJTQZKV6akmHDgsaBEEC+qXzFgynkqmTqqTrsNiBct57LNGMcLyyzI+r2VYUqhhsJ5DlJw0sEIi9WN0sZtCeZWk2aUN9OcB917ABolWWtu4BTjN6Z1Zkg5kyI472rSAx2e0wpsKAciObJxPWOxDzIAUX0RlUAZOwbFBW0SFHjXvUOyF57LEzZC9GISQZZzbZBlNgNQpCH6lpktyly13HI7gxlobkoZMpoZw0UxL6ueiNmDawwqr6BQ63+UYvuChM4ohmXQkX7hcWGejadsSfKu4X2PqoXaitWT+VY8jv8AyID0UVPey1LQu4I2GCg7bXXQnxSIacCWz2E94DYIS8sYp5wRYLl9CxPHWUKCAeGmr8rItKzjKqqzKqqzKqqzKqqzKqqzKH3P5io2EB2Ld2niOzjO4px1H58122n5CGr86AxFaFruAKFpSSzESWMtdxHIyMBiN3Na0Xsughz5q3Eh0fZ9yO+PwIhkwSdT/bNY1Lvcn+Oim0zpXM04EJMZjdKrazSOR5FICK130cHZJxdTdmkAyC9rKUf3i+JU5iv2E7L3nFzNwIgONKWUGNqLU4+CFhrZa9Uiiy91N6QJE7KlHHPyh9Wj3rjiRTvr3O7KzN+klMrFo+iw+n+2jHga91Wiz2xbuWXUy9gcy0ndtBhzwtsuqr+heuh4o4tdlDOU1B5EJzHHApcpnVzKKejTjhLTQeZOTJvb4d0+x+btRJSNErkSlcfRKV2+jFzoiuS0u5ajXQPCQxStGRDiFjRGi+aMb9LyD66dYXHD3yIyNFuLXU+SeULjYEqhHDKMX3Klc+tl9rq6Oo85ywlFthjSmQOk15B0J1hPCtEW548nDhcT0iiQjnmpDkgqK5SAIitj9GqS/6Ax9qiffSOn4/H6F+WWflSkV9bP5pYRSo9WO05EOqXO7NGMcPi4pomvZBeqXcmFofMnSkIJKNlSk524SjmbISesYFlg8tuvrx6IdhGhijwhkyaSD9nbgRjJUm16xY6Zxds0ds74wmF7rESm7WuNIJ7FOyguu7rqMUeQpmeY0P7DOYvpqp01vrUG1FsjKKU5eZTC4Fa3LwQCTGfRFDVOYGIVkLuq5uJAs6TaD9JCzE4vaNS0mjxSub/XjcYG4VW1IJCfu+8mDCRHNRA3oDT/vDBJqTzBg/xXu8/ZHnNZxyHbVQ06+BfmhpfmhGfZoDpMDTsRry4DFdtCWd+RIAJi/covGgeUuQxLS8+W6IKJbtcYJTsBbgekVd962KKhOZUxGICk4QV6MAhbbitqn3GTQSTDBYqT81GURAqATUBbASAdro/qsIpG03OIQXiRJNH1SnNEJI/1oN17dMYsLCSYPuGNGKqF5US1ixPfsmsDouagD36WMiJa8i7rSvI1a5rMLHKoM9WOpn/RfBLXn5KEc9pUzTJ92Y6TpMZjH1/2zALMbweCM0TwViMCWM5w8LCAar150YKltdAp0aUKGT10BnD3g5+yBJR12ZhRFcE8f4s5+Hc57YRlmEvpyV3AYFaGi812JxQUfFT8TkN6DoyviMV3GaC5se0B+6Pv1EKQiwqyie297gBGK3jF8GKFZkwc5Bi/GLHWoi3JLodoIWZLoC1FtAmrmxROsBVsX5Cth1JJHwCVF/d8oUObp+JUFzYdtDmgV32EB/qpToFkz0Pf8GuVqhtKhGnHa5ZH4LRidt+0BE28k0Ph+GOp9fimNbbhE5LcCaLyh4HxHonQcd/Rv42VZXo7OlX9S5SUvwn/jN34DP/IjP4KPfOQjuHfvHn7+538e3/RN3/QFj/3O7/xO/Ot//a/xz//5P8ff+lt/i75/5zvfiaeeegr7+/tYW1vD2972NvzQD/0QLl68+CXfR4AQHB73Yf0inB8pqNo17uhmQ2L9ACd1idGzEnsXI46xGnPsT90IK+5wTAbu89oeoH3aPzsAYRf7dw29qNoeUOz7l/26wLPXNjB+2qc6TzTU3L/8jZ/UtEVy2hCmMTtsKG3fv7OEWrEgmTwguv5lBxZyUoMFfPBpS1CR7MUzCO9sKacNwL1MoLWwfnUw+OwpydslpyMMPnsKAEi3+kiOFhCNm3XkrCU5vuK5CYwcu+OOGtQeJlMcGORHvi1OGiR+Mba4kJFUmKg1dC6QvuD+aPMEyal7OdbrKbnHJffOwC74F0qSIvMyXlZy8DqaKoWiVYb+C3NoD1tRBzPokbsvPq+hM3e/3TjH/le7Rdel/3oC69OW/OAU4+QC3bsKBkT7Ndoii+nNM03YTl5pAB4zfb8Er93n06fWsHnsJSTPalRefaN/t0V20zlHqavrKLcSFN4JdHEhx+iml007qSGmHtdfJMgO3L1n+xXJSdaXRwSz4q2hOpEnCxSjdTJpYjaPqfqeJLWd5GiB6sk3us+/9DuQr3gIAFBeG0N6Rn7+uVPCdCdTQwtBWIvsSEflk4UgEyxZCaQeoyrKFmrmVWn2ZoTfBwBZSnrWAD/R/RTJJCbiRNnRQkQ0hkydYADh4WLp7VPoNe8uKgVBPZIXj7HVeIy+YFj/xBmdN5mk6DzHIDlRyO+7OtWZpLGT35lCek4CugS9FxwgmFV9wlQOni9hRIHiU3dcuhcALMAbhplOwUse+6gB0olzfAybQ7cYjM+rphHKYBmi4g13i04ASG92MK8ImxlLKkvL0BIHawgmNYxgdqIx4F180bWFpd9NrnMMbwXlKAPLOX2WRVzEBViZTjgpRahZh8TzLERt3cIhuHJOLY0dWVmCODjcboBiaXRZVFsKqhdqZmhxZJmrv1CafnRr7FJGeH/RcIJh8BaEf7fcnc81ohvjAFCvJ07yz5/awRQCvkQQXCIJKjhwsm/jZ0NdGzR+0a5mUS5QLZwkXUtOoFEqrxnKc6ZFYbEsa07OlW6cus97bwZ2PhTfF+xTfXJitEwgmQT4TrzfjLMoTRge2wDjZzVtZESzpEKSs3Myl2rKUOzFPhUWxdmxpoDI2jPRrEynLOKlTyJ0R80tjIwL7PxYEwdocLuLCkCGQXoYRTLVaLyZl5qBNli8capmANC/02Jmg9wHQ3aq6VyitphdDPN1dFaFlbRZzvc7aP/eG36uxMJvxJsjTmNCLQzkXBM/SM1tlFM9NUj9lNJljCQcsxNNgQeARVWwiiP3cqDVWgJ1xsF9EEPNDfI9X6efWeDo8YKeI0BKRM1QHPr3juZLbcpIcrIaJxCNhfL3JVrQuHCuuz5w9hUbZv3fp7xkOMp8PsdrX/ta/MRP/MQXPe7nf/7n8Vu/9VtfcGH9xBNP4D/8h/+Ap59+Gj/7sz+Lmzdv4i/9pb/0Um9lVVZlVVZlVVZlVVZlVb6CirV/cv+93MpL3ic9+eSTePLJJ7/oMXfu3MHf+Bt/A7/yK7+CP/fn/tzn/f1v/+2/TZ+vXbuGv/t3/y6+6Zu+CW3bQin1ecd/oRIiI3YuwedxRy/9Dh0M6N3zSgj9DOmBy30alUNOJOTc7VQTyXA4dTvjQQVg6qokPzQk1p9MYxQqP2jRZSHVyZAfuGukuxnOZjkGnsCW3y0h1r299xLpijcazEcH5OEcZuCVMWZtNF3JJIQ36EFnAB/lDaohIWIuyhY68/a2mYT0qiDMWoKmJMc66pInkiLvXQ8UGQ7mF0QamjQURWWtps9GxhQ+MzFSwLSlqKQVoCim9pq4CFE+JUgpRc2WbZOXmGJw5ivh2p2PfPK6o+NCCjkcZxMZI1qcE9Fn2fiELWqYsVfA2BjSM1kZjSB42aEZMCIHnRuxnMVriKUI49DS87KmIyKcmtRE8FQHM7T9McQ9z9q9eIngANmBpSi+5TwSfZvYbkxbina3azlpbVvh2iPcb3J3SkY8ctFRdNWkilLc8hUPoXvah/auvzHqI/NIZluOJOpcOGLdIhCbZSRHckYEXiuiOkVyL2oHi1lN7cHrlkik6KcuO+C118XxHPXlMQBgsZNgvOcIaDZV4J5MbPNoyCNmNTqv+w7OqQ6cXTcj22h1XKK74jJEzWas02XCMVh8DjnjMTI8EzBe2YiXDYAC3cV12LscCAG30L+WuJnMWvDawAp27u8hKsV0PD5ouIeoneUxUhui6KFNAtHM8nhdl/5n9D1BYqwfr9SmjFSalrWOLY+GJZYzSuEz60hvAJy5STieRc15owDYCKWwYukeBaO6YwbnyKAhhW8EaA5xx8djdMIg60gWDMUoRmOMnhnuGYxcJp/GqDrVgWC+fs+P63BcKKKJJDkj4vPapc8mYaScZERoR9/POxvbRy61lTj/mfqDZUuZvrhSCO1JfUUsPRdHHFetWdIJj0XWERooKk2KRdWagmhM7F+WU58zEnQvdinCzpulduYRVsM6C+aHNNMWQsf7kvOOGluU0WxKtMvEWXuuzwYCpFaMyIW8MeeIh5bFPrscQdZRwAm8jfWmzhrYS/4+Fi2YD/W7udMf31mXPQoJaBbJjsxYqhNZRTOj5TG//ByisZRBZd7cK0BNwj27ezRkbsW7+D0zsV8zE0UlgsJKOAfrbDSeWjo/4Mc4cG5MrcrLs3zZkxXGGHzLt3wLvvu7v5us6r9YOT4+xs/8zM/gLW95y5e8AAdA7l/F9gSdZz7XswT1wn0+WXLQq9eA2XX3wp7c4NAbDTl+tX2G7S2X0zl4cANyy+PDH+ihWXeDYioibk3NE8yuhsUnSL7q7CGDBzeP8fwjHtJR9gm3bn97+eXAaUE1ec06GVq0fUETk6gMms0gKWdosbm4lEOlgowVrOjFF8zFfnS27OLkawUD94vsk1cNMbrpnk+nTvINcC5iMhOE3TWqR/cuqjEZAjmpJ3e9ps8JS50dSVSb0RQi1LUqjVN/2PVQE8VJAQbWktxWt1HQxJ1Mo5pLeXlIBgaWySWFEIZqK6e/gTv3OwCwhYqqOAlHfuTv9/LYQ0qAeivD3EthrX+qiaYMOzkWF4GNT7l/N0MZHepkVKRoBwmZC8lLc7RrAaeXI/ObvaPHBxg976E3Y4VqjUPOd3ybWsIH60JROtcqFhcc1qLd6Pnn5agfdHXYe26KbuQ7I1I0A44uKMuMFYRPg4taoys8/n4kyYymvDYGrjtoivqV34F+p1NNabYHpEBRrynCYTPj2i28YFy/8NjHnKEeRcObMPE3F4a0uIJJolxWZ8B0dE7UKYsKGmtFNG/iIMlKsegIdsQM6HhWKFTrwcRnhOlVj/F/tsTZQ33iC9TjYVQzKTpaBNWbCckrMtOjvmVSi8Vld22TxYXD9MYQiwtAcZjRYsT91v9u2THTOhUEk0R3Rp3EpCPXlpzynHFJC2aCfJwFbwOOtkPvTnS7DSntwQs1QR+0ivjj3t0G99/k6mH4uRZScbquqDltpHr3QOfiOhqkiMpAtAE3rkkZo3enAtsNrqUMxZ5Xm7GOV9K74+azrq/Q+I0305agAUxbSo/rJKbmA0wDcPKnYcHGWwveWhpjorY0t2VHhjZlyalBF8ahsOjdcX28HSUQi2AYFs3RsoMa9Sg/B+cJxyUsKk/MLyrC3yfTDpONIHtbQw4jdCfxMDTzkIQ6qyM2H9F4JT3p0GXeQGlmUbzoNpfznTFBDlhr6dqzS7l3D3W4+GbNoPOBnew4bhx7d2toH5RJTzp6RyyX6SVJi2veWpIFdEXFQIsB6lEIAEVpPuduav29ROUd2OhYrRYGxtdVZ91GJCwaZ5dSwjRXm/Feuh4D86963glIj43XKSL3RHDCYVcbiu7PSPcsYXwbySggdzbidL+WR3hGtZXS4np2vU/Sl27DETbvjkcQrqkO4uZPJ4zatstYdONd4wS5atc4bQyaPkeehACKky+OG1eGeuyOm18uCPdu2rgRKzcYBlV814W1TtuLfAGjGGSpob3SVdcD1j7rn3ddEZ69OHgZhn5X5Vz5squj/NAP/RCklPibf/NvftHjvvd7vxe9Xg8bGxu4desW/uN//I9f7ltZlVVZlVVZlVVZlVVZlZdRsZb9if33citf1kj4Rz7yEfyLf/Ev8NGPfhSMffGH/e7v/m58+7d/O1544QW8733vw1//638dv/iLv/gFf1fXNeq6PvddxztwIaGkhpI+mlxJQIcoXUwXtf2opsJbgCsNeKKHVkChYhRBKXcukwAm958XEvAKJzplaPs+gtDFXa1NDArZUqStGTCKplCxzshk5s0xLANFeCwT0EWMslDEGAAfe53kzoJ3ximewClMpIcujGAFI8OS7KhDcd8T5hYtqgsehrG08683NBE+u5wjmbQUEZaVIdtdIxlFEbL9GqePui12fqTB933kvuzQFp48N7FIzlxUhxlHKg1Rat4aUr1o+hzFXR+9lixapo8EAHe/5YbA+sdOfP1K0jhXZQpZaVIzyO+X9HvWGQyec6Gc6QM9lJ4VP3wOMaUuGKVTm1GC0edc31rsJg4q4CE7xf0K6tCdq1srSEmkd6eC8ATgZppSnRrFKGrLtaXUvlHOuCg8ezLpyOpeLFqK7loL1Jv+vtZ9qBRAdn+Oo68eu8/DlNLggEtjsjYqI4Ss9ORGRkY82VFD9y5rQ31Uv/NrkP0np5pi3vrVaPsBIlNj8rA3ZJlb8Eaj8+ZGXR4hBIM7mqKw2X5J+vfNUBK5ttlIIRdhTAlY6aPanSNxhchOeaFAft/15dMH+xCViz4WezH1XK8npD7TZWJJM5xRat8kLrUeMkFGMeSHIZcd4VSitlDeX0AuOiJr6b5GduQ6vO5JhDiFlY74ZQRb0mJ2ketctLAypqONZDh9KHOmIAQbYWSWI0sN9oirq9GnJ1hc6VN0rcsYTr3CSe8eJ5WD3l2L7NRHGK+kFAlMplGHenEhQeaGi+tfNpISAWdOAwAnX9vHhQ+66DWvO7ReDUiUHUEUqnWB5CxcLyNFlN6tBY4fd+HC/t0Oix2Otu/6SnpqqM/JRbRFl3NNRHo102AmKIdYIrCZJBJt2z5DcS9mqJKz83rV2sOSjGDUVtOrCeaXXBuWGxzrT7v76L0wReNJwpa7iG/oG9lxtLrnrUU7iIpZIYPGG4P+ndbfr0HPz6ttTyyRDg26QULmPdVORtAPri169yJ8bHHVQaPSMxOzFDAot0NWEji76p5v43dnOH6sD94FXARoXM2uZBg+66Lqk4f70InHYnwadKwsY8SYtzZG6i3AjMFiS9Dz9o9DhpNRliaZatTjmIUKfbR/z2J2MUJx6rE7fu2zFuVmJLUya4nwqRNG9dBlit6bvIuwnPTUoh75SP/9JR1zRLiFmlunntSLc2tQn0mmzpQNAJqxjF4HiOpDoo0a3PW6wPrTQVfcwWro/d1n56ApIcLepfF7tbAUobc8kkLLTR6Vx8ZA/3as0969FpPr3hzOxIyY0jj3TPl+7X+fx/eWjM9nlEJXCPIvERXQeDUuUUc8y+etQVblZVe+rIvw3/zN38T+/j6uXr1K32mt8Xf+zt/Bj/7oj+L555+n7zc3N7G5uYlHHnkEr3zlK3HlyhX81m/9Fv7Un/pTn3fe97///Xjf+9537rvLr/wzuPrYN+LuaQHb+tm65MiOXOcb3jIxdZNEtrHlEou7Gfp3w8QmsXfm1UZOOEpv+rJ2BFIxSc7iQqB/LzLGjQQGL0aB/jtXRujfiguU8OKCCf93C5rcp3NFrcE8FlVlHNnn3ItRFwrpfnx5Gp/OBGMQkwWmr1hzz/iJA7ReHk+eLDD8nJ/YFg3BWVirKW0qFpLSlr0XekgOnQoEr1OIsxLFoRuxxc0TiEsO/pDszwHm6sdKhmLPG2gknEwleNNhcMvj78eSXkDJ3hSmSMDPfL7RWhRe11Cup+C1f7kdVpD+xarzIbkisjYlmABhieEmr+TFE8gTr4hyew/8orMWZNMS9Q0nMVfsNZjvehnE4wXY3KWrxTyH9gY7rDWYvMItKnp3G+SbKeGDu14C03MvR161SCYecjOtUO+634gTiey2U0FJJUd9YeDP1SK/NXHHVH1YxZF4nPPsoTH6L0bcuTr17TMtkd9zq6703hlBjfQox/B5rxjDgPS2O6/JEqQJh7zrZGp67RgmKPocc6T+hc2bDqr0G5bPnVL+q9kewLz1q90xv/5RJG/5KqoTWjhwBnW8gFj4vrHeJ0MiWLfhA1yfyw78gmbRwvqNRXJck1PpcrGSo3+bIznyRk6JJAx7775BsefuXZ6WEAu/sZlVMJ6PwboOatO1QbI3Re43ZDAW+WETN7cc1J78tAflDYHM1TESv6hVLx4hS129JwcpxJlrJ3WYo9h3vy3uVajGPfRfXJzDFDPDMO9SiCV1FGbglBKWMOFgcQMQpBUBYHGlfw7eAgD5HqjuTRj6Jm4slo1emLEEJ6mHnDCmJuGAteSC2mUcVgSTHKDcCS6tiuYzWQmCO/AOZEhVr6sIqynkeRWSuSVFC9FaWoAZxQkGpLOIOe5yHnHKjUXtoUqiiVho3gJMGxgZjJ0YrI/BWBaVR5DxqEhSR+dFtbAE1RCZIqhHs5agtxc3oc6Iym861kQMXDTAYst93/YlbTQBSRtph3P3EAWPEW7WvOnbpIXxJl8mjc/LDAjy1fQTCOqjjKQkdQpyc15czM9hoQHQJl/Ulq6RTnSUzQz9QlsMXqxJGSg9WGDAC2oDNdNUj11P0SJTiqgyo84aeu/x1lJ7lpsChQ/AyIVB/3aAtVhkR4ZgHOmpxtTDPgf3Wurnah6Ve/KD6FjMdeSidDknJ8ziXgWd+XvP/H0FeFe5zGkAbaTSE0b9N5m0sF4trH+roqBH746gBa6adUhOGzQDd51kaskNM99rlzYwksakqA2ykwhTCWX8TAPleULlZh+LXWDts3HDnx+6E/RuzXF2dejbMBoCMR3HjqwsQVaNkpAnC3+eHOlxjfQkQnjTk5baIZkGaBdeluXlGJH+kypfVjjKt3zLt+ATn/gEnnrqKfrv4sWL+O7v/m78yq/8yh/4O+Mltn5/tDuU9773vZhMJuf+u/yKr/9y3vqqrMqqrMqqrMqqrMqqrMofW3nJkfDZbIZnn32W/v3cc8/hqaeewvr6Oq5evYqNjY1zxyulsLu7i1e84hUAgA996EP4nd/5HXzt134t1tbWcPPmTXz/938/bty48QWj4ACQpinSND33XdJwhG0/T310tkzQ9jxpYj3uLyyPZj3NAOjWI0HLcoam9mSiFLBd2Nmet4INO+ZygxML2zIQabHrAdowLC666/f22JJ5TjyHUZyIIe1AEHSjWpewwpMxW0upTmYttE/T6oxDjBSl2RYPbZCJTdsf0m5dzRWl8pgtaOdfbkradrUDoB17y91ao9npRwJIsUE25ZYxzC75KOohh/LatNPLAkUwb9gu6D50wjC/7CpIzlt0PQWz6aENkxrTB3yE3gCpz1o0l8cUuVSTFrqn6Hnr7R61YYiwa8XQ7YzQDD3hqXclpqs3e6Tywkw0BGnXckgPsSkv9Z3iA7wduE8D1msS1TrQeuKjI8uGaFHU3a53+lS/9kKFZttFZKvNhBQd5tsCYGP3fEOBZsDQS1zUo8sZFrs+Y3I7o9RlcV9Q+rBbK6gPmJSjzQNhrkF9ceTb1qIZCsjrLgtQbaUUXTOKUxTUiDRCFm6MKZKrZh1BUJK3fBXwP55y533dY5hfiPrUvOtHq+eLDOJ5H/kbcKh5yDaNoLyecb2RIj2s6XPmtfS7QUIQHQBoBxLSR9ibkSKlinKDIzv2kcTtHhFMWRcNl9KDEvWaJ3nKIao1n5I+cYSwEB1m2sYI0XYNU3gSbSbIeEpU69Se7WaH2UND/7ml+pled0ZO0+sF7MfjM1hu0Vp+npjJgLbvCYgsRumC9npb8AgJShzpNehH6yX1kbYvkPkx1gwjhIqZSETmtcb0io8m15Hwm07cjYRxrGYROmR5VBgCluzeGaf+A/CYSZQRMtAOFZm88M6iyxhFTmEsEet0woi0CgD1WoQDkIX3rAN825qEE3RC1Bq8NXTvojIU7XQkT071GCAAgnGaFy2LWQMrORGfjXC242FetiJCU7SKihRdxsiQTWecIBK8szR2upyT7razaudUv/ntKWYPjejZQ59PZ1ELn3eWSNS8s3TvyVm8D50ydL34t+ywIyMyIyP0bVlJZhkq1QwlmaOlJ4IyHulp59VyQiQ/GpG1fbZEzGRIj9wEOnmkT/4ARjEymSn2ztvZc1iIYKI2EER01Ckj+3kzFjGToy2yYz8/FEtQkZEkKOEaY2g8nCQ8X/DRmF7PKGs3eSCh6DXTWMo0xP5bbqeUdbASqMaRrKpVhJpZGSGsxb2ld8+2Qu+Oi3LPLybkP9JlgvqrUYIi4bK0MJJRhJ91Ubt9cblH1zYSyDyUa36BU/au7THwLhJJQ2Y2PbMQB2dgxlVwWwDyzJPvL/XJSG/7Y184sPknXVZmPbG85EX4hz/8YTzxxBP07+/6ru8CAHzrt34r/u2//bd/6O+LosDP/dzP4Qd+4Acwn89x4cIFvOMd78D3fd/3fd5C+4uVoOSRFBXNO80YQOkWgG0PlJprBzFlaFKA1ZxYyW0PWB+59PNBP4Hse8xVqtAOItZ3edHexrFDqSmTGWz25pgJBxWpBzziscKos471TezspQUJM5bUN5ZdMi0YTSyiNg7b51stOVsy9FEcTcCON4ZMVJg2gF+E6wRR3ouD7kNn3MlJhdTcwkD5BYNJOcEP1EyDe7x0MjPn0l8B08g7QHuYCls0EJLTQsQZr3g2+dIigGlLsJxulNEEXY8E4YStFARrsCID6zQA/7xlAyODc6iG8DKIs6s5scRNIghTDgZk/t61iqonljNYCTLDSToLOQuyjw6TDADpUQ3m09KmEZAzD59ZT6KTW/QagRUOnmAJIx5hBrwxtHBh2sSusiSllhzXqB4sfBtySL8A05mALE00FOostW+9GY0dLGeYX/Kp8qmhl3y9pghjyloD9rrH3P197FPgj77Z1WdtoE4q6My7b9Zxg5sfGnp5J6dLEpsJi9JvPGLsYUCbNa6tl4/zi8+UIz31bZJJ2pjk+zUZ0OiU00vapJIWg0AcS1bwcxJxjDHIiXs5WZuBV0v8j4CXrWK6Gg0jRRzWRIgJb/0i+gu8O/ryvDJFWATKhYmYcAEkR66fdIUAWIASONMU6a/ppPbcb0RjUHtjsN5t0JiuNhQSvyhQh3MkO2HOY0jOEB4cojFgfqGXnDQQjTvxqRK0eFVz7ZSH4KAFYU6ZXc2W+mKcwtSso82PKDsYGZ085dwZerlnlIQJ551FdhwVURLfznLWQHhDlno9o37c9STy4xLM5OfqyLXDEraZRZx7uZOdkw8MY0rdOkT3CqdK5DYFdkkVJH4GQ4QFWZCrplwYpDzAgAwZNS12EjDf//p3Ow/N8X25n8a53AKpX5DxzhKPJT2Nc2loL8C9T0J9Fnsd5DwhpRU5bxFUNctt5WRQAVQbPTTq8zummkaTLVZ1cdyP5LlNWWgXupUgLzpvYPKodhOgO9mxiZjwlNMmTtQGOuXQSQyChAW9TjiKM/dSKXeiglXXF+Q0KmqLZhydl0UbxjSj+lSlBS9bClDw1rrgEuBccv1j6AwUvAJwToIy9D9AkpKLnGmwQqBUcd4KMCumDc1nRoI2gelZVBCyIkrdyoVGV7h6awYOQx7WK72nF9CpWyHz2pC5leVAvRbUyQCxf+bvexAlSwUgJq5j1q/uw4x7ZHZlpVuzAG6MMr+0awcrt56Xe3nJLfTWt74V9iUoni/jwAHg8ccfx6/92q+91Muuyqqsyqqsyqqsyqqsyqr8L1O+YrdJAUIAANU9H5oedMimMZpRHAZdZ0a72rZgGDwr0AyDHikgRUhdx3OqKVBeiCooPriL0XM1Zl4bnLfA2tMhEpOi6hR44yODMwPMz0cnrOJoB4LSkCxhKDcDMQlI972qx0NDMgFi2lIksB1KsMbQs+tUYOqZ9LKKSgPVRoLpFberHj3fEUzAJIqiWDqzlObvMobMxggIrw2qEF046qBcogDziwr10KfoDgxOHnHb8PxIo/TRUVlbSltOXrsONTcxOruuKJLJO4v5VR9dbSxkgCJsSgxe9Dbwc47FxUCU6Qh+sthiKDYyOld5uU8KHG0uKTJiJFB7dJTOOBYPuBRxPRQU9QpGG4CH/mQW1ZYns+UMci04arAl7XRFqUcmDemtpyctZSNEHaOx6XGHZNIAOmju9om8VG4llJEoN5fSk6mgKEszkhg96/vG9YLSqdW6RD3iUHNP9PncBLMbI2qT0NZdwdH6TJBcLJGfeoJUUHr3WoKg8EffjMH/57fcPf0fb4KVHOmhiybvHDPcf3PP1yOPmrmbCephiBAZIh+K2uLskQHVQ5BvqUYCi20OWWXUvpMHAnwGBHsCZ0gOXQTN5Am1jag1pheDOkUkjdXr6pyRiag0Dt7oslO93ikmr3GkXdiomMB0n7IOWx/hlLbf+u1oUd2/22B+MUWbM/z+TCqHgZzxaPzhFTHKLUURvHrIUa27tukyoNp0308eTJAdG5w86g1ENMjSuys4RbraAXD0qlBXFs3Q/+GBjGBzRoDUEkrGkUxB9t7dw4pIm7ICppe9VfhC0O+rNYHuIR/5tEDqvaWWYRvzCwka385NP4daWKoj3gqcPhxgTKAMmk4FFpshS8Ix9XA1UWV0v/mBwcxHD40CFltjiuIutlKCvIjGkjazkQz33+zJuWeW6k3NLfXF2Z+5QqTxLuNYbPMlwzFJ1zCCEdTDcmB+1ZMCD+QSTEVhdslHgx0X2l3jIkf/XswK8Z2oic2s0+t21wOpx0yvCCj/TFxHCEq1rdG77frf6UOJV3Rxf6zGBc1V6cTg7KFAKK+x2AkGcrHN6jVJc8v0kSHdb7XO0eUMyzrhwZjOiAjDPHnNmNQ/1NxSn2n6wNqzXpN6LAhq1PYkrIjvEVlaNP6yxb7BweuHVL8E6eSCxiHAiIypFSMToOnVjN555SaDZaNI2DeW1FEsB3r33W90AjJES2aW4DrMRNJul2MJfuLGdesTYtmRJR+MswdiVggAJjfCHB/7eDVmAHwUv45ZA1lZtEMQtKb9uh1SRIFgpLHeDtgS5Ao4/DrnNK4WlqL7lgHTx9wLrdximN4YUD2KGph4jxJRWwgPwzx+9OW5xHs5Olf+SZUvu074qqzKqqzKqqzKqqzKqqzKqnzx8vLcJn0pJewODYPYiOSDZt07lZ1yitqaBBSZaAfA4qJB8SEfUTixJJdjlYXwUXGdgMIKzEZix+mNNLoatsCZ1/zsMiARkfDZ5Sy6Bi7dc3oSyV7MRD3QriexuOIiG06zNBDsBJpxxGwyHW16jYraq2CMjkuPGnR5SteURBJJKXqcnApyAdUpkEwaigTVY4nivreEZwzp1MvFlRLpxGPxukhwUjNNLp79Ow1ml4JmuAFvYpQSpYGaufstt1Ny8FPzjrSumwEjWS0rGDKPMeW1hgjYzFpBpx7HDkCUjIhqTBqMnvWkwLUU2ss7ss5C+GvwOrpyml50ZhvfbKDOMvRecKF/kwmK4ptMYLHlwg7p/hzNwEV1VNbBckX3GyJasrIUsa5HEvW6pOe1PEZ50pOozdwMJXjQHx8IyoZIBlT+2pZH98XsqIMVCiK47d0YEX50sSMxftoD+63TLnafLXS+jNmMePiACxW1Qfl/vAkAkP/8h2Df/FrSGZ9dji6QYBEr7LDlntBacOQHURs54C7VrCNJOt46y+XilpPJnD04xODF1t97zA4kpw1FqY1yevaAG5qD20G/OUZje/c7WC4g50HWi6F/39XPnUphzfd/Ne2Qe9Ij04YwpneeYHjgP7nz3nmrwuZH3TFdIdD2XAR0eVQzzVD+PjFey5yLZXbUUd9nRlImJTsFSp8l693rnG68H6/MgOYdNTfwsGhsfrIlXHQzFCSvmEw7qp/jRzPKWonGoneviZmvWSSdlesc6cRHevdbisDplFP/PbsqiNjGu4jDHn5ugePHXPg6P3RY7cBvSM468C5q4VN9CAZZ+ihhaYgXwNqIAc73WvJGOLsm0L9nluTxInZaTSOWustTT0B1bpIhg9FlDKObUTI16HdbztBfsrzvP3uKykux6ktyiRjKIGee97DfULZx+EKDehTntjRI4M04upQhX4R3B6exnx63SJb0rsP7oXfXEKfBCFB2ofeCoD4zfL7D5GHp9OYR/Bzc53JboXcnaIanEFWM9LoLOXJwGN+8i9kB0VinIe4zsicFh3LDEEaCHCzVzFB/KjcEOZ1mx8Dsgqvr7MQgPQU9h0kYZW+SMyDx7aNTTgTMesyBKtQHi5hnFgm1sI586NrDIj+O96fmJmZtGwPe+vdjZUiAIZlGwqhoDGnetz1BpE7eJMQdaHvCcZ78vSRTjdK7QA9ud0Ti1kmcJ4cvNBRVb4vI4Wl7DMkk9Fkv/+mn4uKgw1kg1CpG3ANgCYvfgEjYbZ/Tu9UoUGYNcGMhaO4bBUifIUpPO8wuJueu+3IrK4nCWL5iF+FBS9UYBt1EFZLkzH+2cRAGG2gAUDMgmXDSSK2HnFj8rGXoGv9S0ABb0tgMC4/ensb8kqBrBAMNrgUaLWkQixqko02LeW0hFssENn4uJRgsjdtxThbrYtGCt4FwqcFqDTV3L+zs3gydVzhhnYH0L3beaCQzTwA6rEljmxkgPfFWy0rRQklnHGJWQ1buXMW9ihZqYh5tw3ljyEBDlNHEIpk0UGthYuHI99310pPakSGDQgRj0EXU9c325lS//Ni9BQa3U6THlb+vAurYzSKsbAATFlA5erdm9FvWasC/mKW1xCDXGUft06Ebpw3EzJ23ujQk0wPeiEhQTQWsBJnhsM5CzD1x0Sbo7XkC5KIh8l49SZHecjrhQbMdcFCPQJwCHCnPehJOVxSoPOFOzht0XrPcKeW4z71bCzCfs2OtJmKQLJnTbgfQbhQQtYU8cHVXLC0m01NOpEcrBRGhsiNNixqjIgtfHS/AO7cbUScVWX3bN78W+K2Po/+Gx92/RY+USIr9jkhKouygpsFG3pCJlMkULezErEaQ9zVpVBMAgPS4oX6iFiAlBXk4A1pvciMYjNcUFmcl2pGrb3VUITv1SjknDYBIZmMLQ+1pOo7Ma9CbRKD1C6r8hQnMjnv29JBHi/QDTqolyWmL/EC6eWNZCOXzJdDBrHUW8I2hzbRMOOn9NkNJi1W3sTY0ZsCA+gEP6VhoJMeuThc7CY3XZb1pUXZEAssPDW1GkpnbsIfNiFxEGE09jGRrUWlwHuensBDo34+EVjmUyMNzWkuLo2TSolqXNJcmp3EjxoylRT9rDDpP8JNzDR4WR2W3ZJ6koWYe+nOHIT2OG4jljXywrAfcIjEsMkRlls7F6bj0yNAYTgCU3pQJcEoTgQyqFoIWuNWmooWoLDXNc6LskB+H+ctQEKDsp8iOWzI4Ix1zuA2eIvOy2HHaoYLwEDqmDYSf4ycPSgxvhWe1yA4Z5e7Tk5Y27MmZJtJ4/zbI/IugNtZi8EJNkDY1qWGZgysYxZCcdfS37MjBRQC3iA6L7XyvQrPu3zUncYGqEwbjp7bsqCMYW3ZqvAa5r7vK0ryTnsTNIqCWNqSGCKK8jeozzDg9csAFdgLchrcW+d0SJkBKeiqKLkiOYs/VyckrMjLH4m1U1EkmHZEbedujDVp+PEe3VpBaEzMW/Xt+7JSaglfNSC7p3wtqQ1lygmFaDjqvrBTULKrXJJMOchFJ59OrHm45sbReqdY4invuHmdXC5o3dCopaDG9vIZk0kB4/wdmotiAKDWyk2Dwh1V5mZcVHGVVVmVVVmVVVmVVVmVVVuWPubzkSPhv/MZv4Ed+5EfwkY98BPfu3cPP//zP45u+6Zvo7+95z3vwgQ984Nxv3v72t+OXf/mXP+9cdV3jTW96Ez7+8Y/jYx/7GL7qq77qS76PQDQzHYdtYyScpOFsdIsSNc4RK5iOuqg6AUJ4l2kG0y1J55mYGiPZsFKDe4dOWQLJadhqCpStomiTaGx0zAyFA/VGRqlKk3K0vgm6gkMFO2bFSCtblC3EItghF1DTNurIDrIoS1gbZPd8JH29IM3v4oUGuu+iGZaBIDI6i9Ely4BunNP9Mm1QrbuIUWZcZIieKUgLskhak/Ml+at1if4tL6O0njq5JB951bmMTmcAuVYCQDdyWtc65eScyLVF6y2neZ2SrbVOGXQvgTwtqR4QokyckQU5bIzsmVQALKPfd14vOj1uI9whYdAJKJrcDiVE5SMwnYkathdHFJHiSQe94aKoy7KClrsItPsH0I4yJAeufUQdLel1rtD1o1atD0aDlzXaDa+RLtIYFe+sywoA0EkfXcZgep7odrJA84AjIcrSoFmLzxvSrkYygsWAgezoxSIhLXCd9YiIOb+co/+Gx2E//EkAQDZ+AyrvDFgv6f22w5Qsrov7FZoN94zqrEG9EaOPFA0zTru/3nHPmBwuMHvAS3e1S1rJa8W5TApJgq0VMfV8Imh8dn1n5xyyG6I0pLPMeEMW7e1AENxBbvbo2dUM9Fkuor+A5QzNEOSQF+rPZBa5aKALe56wyRiqdUWZLp1wSmm787n/L3YVeCuXHDDjKQJsDXDErqbvoRBnBtWaJ4frlCKXVjrCFgCoBcP8UvxbPY7QhGQW4Ttma0lbuXN65IAjOgZ4XIgiAkC1nRNJbnY1g04B5h9mcakgK3RRR81w3kZimuWKNJ/VIs6XaiAoOsq1g6uFKGo9YigOPAFuUyGZBvwCSAe7y6STqPN1W3r4FdOWMiFdITC7IKKu+cWcrm8kI0nFph/hYuV2SnXVFQKNn/90wmCZa4+zqwJrlSGiO7Ck+54lUYuaAYNbLoQ8vSwJosNbS+8qnUUi3vyCQr1mUa8HnfPorClqi2rXzY0hIg8gStsyhmoj9j9eS3oH6sSRNimDcRbdIetRJEe2w3jvzILkLhfbHIPbUe419AeuuYvak9SjJahfV3CC0YnWRmKltii9tn1+DKSzoI8tCPbZDCRlYOsRR7GfUGQ8nWi6fttjyI5jJpyetxD0PhzcajDzjtNWgiQjxSJxDtkBsrUZ5QvbfiTwAqA+LisL4ecHZqPkL7P+fQPXl0zsFmjGCtYPayOX4Iu1pc+8BeaX3PxpFAM/C5AioB1ndEzXUxABjdrFeUsnETIYxtTLrazgKLG85EX4fD7Ha1/7Wnzbt30b3vWud33BY97xjnfgp3/6p+nff5D+9/d8z/fg4sWL+PjHP/5SbwPltmvEjbUZDibrAIBsZwFz1w2qcgc00MtdC1m6Hl6PgeFzFnNvltKsAa8eO8DZx9b7WN90C6VqkKLb9az6hQALJj49gWorYIsZ2RgbCVwaTPDJoRvg892oMRykVYxkOHlFQilUK0FMaWYA5rGlZ9clkjDw2jTaBW9wqLnE9Lq7F1FnmF0KRhJAv+/S84ttgcWFcN4xTUbTKwxd4RY97VqHo8c8bCMB1FwSkz2Z5cQ4r9ZSWhhUa05nHQCSU+Z02QG0vRxV8GgygJHuoap1BjlXdP0ujxhkIxj0gx6+0ETMfrUBdLl7udRDBmYC3s8SfOHsQQtmciRTdzPNgJ+z8S43A3MemF0LuPO4EOwKRMWXXUHGBrLkaLZbHD8W1FFAsAHegDD0sozt1h/OMH3QV5x1bQS4iXjhTYpkZZGdaHS+fY5fIVDtuHo4fDwjTK3lQOfNpk5et0GLFWaB7Mg9x/wiR3HBWazPdp1xlJHuvMMXapw+7NOpSzrlbQ808cuFIFx/M2D0HMV6H/OLoV85FRTAYcCt6CEbv8H9/r9+GLOvf4ur07Noxd70U9Rj97keFWh9naYnCvU4QGniYlOnwGIHMMq/TLcVplf9y7QPWJ74dlOEwdRJ3PiJ2tL91qOCrl2tJ25h5e8rPeO0ANzdmOD40V13rizWUbmZ0SJ+41MtJg+6a2/8XouDr3KNMytT1GvAqeDxpcosMG5wPTuEKTSiJjjDfFdisc3i4mpJicEIoL7i/nDKFOSM0YKD6bh4mFwXqK55yFiqqO6a02gY5uooYLpBY1gnXgXEn6sdOEgKAIgKpM3MzHkN5WBSI+eMoH1tbzmIsXRt43X1/Qufd4LmAdEwUnWCjaot9RqjcSSauEBRs2iQYxkgKkZ9tu1FzDQAKJ/Otwyo1/yXzOFnw/VCe4IDyZlfqKdAvQ4047DpEOd0pQNMoOsB1c6SOHO4tGFoff2KmqH0HJpqy20ugtIFLMjIx3KQJ4WRQFu4yptdAdUP1wzcwzvspRJnhzndhx50mDwQFJoQ+QLT6FHRu89RbnrI1X/355HAYieaf8lK0rOWWwDvGOTCt2+fqhY6ix4Oix1O9avO4sKy7QOZnx9OHkqoTha7DLyNih/JqUC15W/dSDQerSdK994FnMJTue1urBm79wXgni0sSpu+oDrsegB4SnN2eirpXWeUxaF1F68uaBw9FufC0P90mtI4rDaAmW/ztt9H0+OYXQnPy5Ef+vXDZvR1EA1QbvvnO2O0LrAC4D4Y2Ltv0VwNMDKgudTi1PrFfiVozuVthtnVgCNf0jQXQLkVNPYBnbhzzS6B/Aym1y3afkLmgLxlZEolK4orYnF5JUPyci8veRH+5JNP4sknn/yix6Rpit3d3S96zC/90i/hv/yX/4Kf/dmfxS/90i+91NtYlVVZlVVZlVVZlVVZla+wstoaxPJHQsz89V//dWxvb2NtbQ1f//Vfjx/8wR88Z2e/t7eH7/iO78Av/MIvoCiK/6lrjD7nwkJ3Hh6TWoH40AB67D4/+LMT0icG4xg+7y21RwKHb69w9f/yUY+c4+PFgwCAjU9yHL3OnWBjD9CJ20lvftJQxHm+C2x+1HWh2WWG+QWvp30AfPreDrZ/2xNOTjpU3gELOkaE8kNDqiKDWy05aXUZo+N5E50lwRhp/YrGMcb5TX86wYhAlB0bVOtemWBmIZ73lcJih7/yK1NMHnVhj/4zEsMXuniNntO6BRxxK0THhi+0OHrM61DvWVKc0WlkXrMO2PqotxG+oqiN+rcNqg2O1LPii32DxmcOkFioE/dRljE9LipGZJLhrQ7lRnAUi/bY67/nGPLhN/mhjkotC0u6sxu/V4P5sNvgdkfHjJ7TmDzoiauTaPWd37YY/iLHwktJM70UuVeR4OtIwT4S9OIQOTmaWkoDqrmhNjSK4fDVEqPngnIPsP60J/r0ebTxrgzuXIgOaiG9Xq1xigqqWSQ7rd3sMLkmKSU5eTCluhN1PK5/N2Ic8oOOUtaAJHhSMjNkR1+tc9ICF427foCgzL7+Lbj+9/4HAODu974FWx9zDzy7rLD2WU+GtIBoY1SyfyfoRUdYTNNn2P1tTXACri0Gt0C/J+LrSCwRQTWR39Iz49Lf8E6PXs2iSxmSmYnuhSmnOtl7agebx4EsbSm6mh9ogqzc+usdNn/ZVfbtv95i+xei+gEAbH2ijU6dhoHvp/il/VdDnooYLWZOHSlZilbK0yV3XQHwZ6KetuUAId+U02EGgHwPSO55F7wpzhUiJDYgNQreRGWLdOKhdoEceRp/W2+4yCbgomY6uLd2EQ5jZSS2dxkjmFRxHyBxHO3OH+YKrkGOnaxDTJUvRSKLPaAeLV3bR01FtUQiM07dIvR51jlFDsBloEKWsBkyymgtv9V1FjNdvAMphxjFkEziefPDmF3r2qjG0ZUMJgnOjVHTWlbxt9kRKHvBGyA7tmi8pnZ2bM8pc4VsiJzF38hFbCtRxyybPUzp+GQC1Lvx2dvC3QPg+khQhim3eNQlD0PdZ0EogntqqX/2b7t6CfPn9EGLbC9CksLzqkOgdzdeO/TBrgCmlz2p8zhCQMN9hwh2emrReaiIm0dj1Hj4OQ+NmkbSpOtz7rd1Futk7RmD0xvxGFEDqe8rOgH6L7rP8wsx86RO4ngc3NE4edjDzRZ2CRoFyqC1hdPVT07jM0xu+PnzDmLGJHU29uF5l7OY4d4XWwzFvo9wFwz1QqB3G1S6pSVP75bvJwrIjzx0bMhiO48iRGy5L/dvMaST+K6zMv6+7THKNBS3V7CPl3v5si/C3/GOd+Bd73oXHnjgAdy8eRN/7+/9PTz55JP44Ac/CCEErLV4z3veg+/8zu/EG97whs9z1PxSy+RBn/pZn5Ir+ryXgU3cqLjz9aMIo9hEzE9ygEuDk0cU/e2Bx90ovqkuItlyM+PiQh/1lptdDl4XQV39W8Dx4/5UDaD9RDi/avDQ9hFeeNjLd+3LpZRoZHynZ3FBVG1IWqglM4vKSxENX+wonWQ5oxdudlijHSVkRqPmFsPnokwb01GqKSxuLIsT/+FXDzB6zr1Cj1+ZkNxRM3RyajNvKiFLSxN8MxDIvelRftChHgXZJkPYb11IMlpZLla4xW+Q+esKfm5zEayzeWthvY13776lY6p1gf5dz3DvDMlBTa5LpKcGPEAsagvlcZFWMgxfcL/ff12K2Std/YxvMqr7ZiDQvxvSzRb5QRwGe28QGH/W/b63r6FVwMhq1F4BRk01ROXupdrjhFHtMraEY+QYeHvkOpNY/4w+Z7d99Jg7cOfDLS1impGgSTM76cgWOz3pSCatd79bwrA7qbmw4GSaITty15xfVFR3zACHj4e+EY2KupxhcCfia8MmJT80JGcG5lRQQn9SZwx3v9fBUS7+0P/A9K84e/v+nY4kLmVpUNx399H1ogpKdtTRolBNgelVRcYrrANSr+QxeUCCN1GBJUjPmYSht+8X50NO/VcuDDJv6V5uJUhPOxojvIuLxG63QfKbAT7GSL1ItBYmLKytk94DANNysudee6bD+idLTB7tx00MA3Rq8fq1W/jk6GqEdVg3hvKj8xCVsLEwihHMZe3ZDl3KaBNgOXD8Svej9c+0uOXT2v0Xoi22aCNumOu4YeetQeYlT6udDLCWcL/TK4qk7m4/IXHhk2FcWWo3NwdEtYVQBncM9etkolHP4wJ1sR03kWpmCYOazKIlvKgMZBlUe4yDgfhrh/P29jRtuJnxqjHhHoxAb6+jdgsTfn6kKUBRrXHkh37Tus5J7lKnnLgc5ohhdlHS5kLNLZRXPJpvCxQH/vOuRO+Ou/ToZoN0z03A9W6P6ooZi8SrVohaotjr0L/rzrvYVlj/tMd+X03i5oIttxWn+2A6Kqfor50i+9iQ6mp8k0GrIEfJSPGj7QvqT9W6pAUrcS6sM1STz/vxsiYIYsgM0LtvqK2KOwzDF9w1erdLHD3u3mHpmSF43fpnO5z5vti7HeF4amFIQk9UfjHq31c6jRJ8ahFNlhabnEyAwlwEAPl+hFFkx3ER3mWM3kfJ1M1P4V2ZTC2OH/P94cA9FwCcPQxgL/aNcE9qZgibzjSjjWJ+oNH2OWG/1Xx5c2FpUdxqRlCYZGbjcwhQkIh1SxyclEGdcdQOMYve3bhwHtxqsXhDQs8b2sNKkBKXFZF3o6bxGuWWC8AF6I+axk1Q756BqPyzx9jny6qsMOGxfNkX4e9+97vp8+OPP47XvOY1uHHjBn79138d3/AN34Af//Efx3Q6xXvf+94v+Zx1XaOu63Pfma4Dl1+xCoursiqrsiqrsiqrsiqr8r9x+SNfxT744IPY3NzEs88+i2/4hm/Ar/3ar+GDH/zg55E13/CGN+Cv/bW/9nnKKgDw/ve/H+973/vOfXf5lX8GVx/7Rty51oc6ddvn4V5Mpe1+qCS28PFjCdY+GwxrNCavSrH9Yae1XG1nuLl+CQCw+TGGYx8F2PqUxhF3v9/4vQh9kKVF92KMWhU++iIrjmcGu9h+xqeL7kYhf6aXdn3a0m57/WPHWFz3uVkGpD6V2xYcqVdd0SmndF07SiAWGqObPrKTcmLOp8fdku5yhJOI1sL4XPfw+Qr1OEa6ghlHcuaihbkn/1kWd+XDz04weaW7x67gMbInGWZXXTiEd9G+t0sZir0YramHHNmx1+Kd6XMaqyHKDFhK8S/GAn1vyDJ4oSMDIt4tRQIrZyhjvPoI66JNsGUROjB6zpCyS7Y/R7nrzXZOO4o8GhVTuWpusPkJRhHrtseRTIK2c1RvUNOlyFUSo4a9ew3AXL9OppqiUvl+i8WuQrHX+rqTROLp8mjsIStLRKbuDocyMXI/fMH138W2ouimmmnozWjuoRaW4E1Mg6A/2alG6qE/6XFL2uD1qCCN3uyoI4JfWyxZWlvXB4n4akEQlOlfifb21V94EylxhMgj4CJd6bGPYi6pbHQZd9HSoKDRWeoPogRF9NuBIJ3k5DQqnfTuNZhdjprUQSfZKAadcsp6yHmH7oqfa2Yy6hafdtTOojJ0bVNLenbTCBQHEedw+LoB+vc6YCnlzzuGF8p1yIk4r8BkXCYnpOYtB8FqjGQ0T1VrjjxHKgYMsMqPhZ0lRYsoqIPORoMTWVoyOOkySRkLnTCXYdoIZDpGUDGmXRYCcAYfIWPXXlYUpesyYP2z7iKzC4IgLwPtCHuAg3xYBiLeWo6YHhdLfajPo/JJyymKKhpGcJRyI44vK4CURwKszkFQO8tBRkPzbRlT+xakvd/2gHIrkjfDm6Yec3QFyI5czW2Eu4kIB7TCEepc/SjU60Oq0wBlyI4B47MtzZBBLaIWfzK1mHuzFCMZWg/F4TrCb9oeqP850rf7vDjLIX101QhHsO/f9pnEnMHyYB3PqN11Arr2cmTZMtD7gWlLfVnUThkrGMIsLsT2qV7dI6KmLM9ryxMxuB+hD5YzihjLysKISPZOZhbKk4HlwmC+EzJlQAjYq4Wl96MzjQuZUtCYlKVZUsHxxjh+TjDSQZzC8waVF75E9s9ODHQSs9kkArAFgok0Aw61sJBlhH4EcrkTTYgZa1ILstE/hBnEeSNh5FOQnnDoFDT/WhGhUmEuA1xmITuOBPRA1FRzV6cAgHwJzlS5fhbIvaKJRkfMxgj5ckZrVV6e5Y98EX779m0cHR3hwgVHYf6xH/sx/OAP/iD9/e7du3j729+Of//v/z3e9KY3fcFzvPe978V3fdd3nfvu//V3/jVKIZDvnEF7ZvjZxQTci9SfvCKnl0u1Hiej450ElnWYPuBm72qN4fIrHMjrrt6BuuwW55MHB6SCcvRqTtiv4U1QaokZoPMs8dNHLF7xwD28+Ow1AE7dISgQWBHSjgbpcQXu82zVxQGKF9zKu7w8oIGbTDqIuRf7V5xY6bwxEJMFZo84wFdxZ4HiM35E1w3Ew44Mm94+Reml6tLDEt0gyLJJDD595OrnkW3wOpqHDD6xj+njjvZd3F0gGfiXSK6QH3pTnrtTCC+JwrqIMcyf3sfkDa59i9PoGpodNhDzFmLfzUB21CfDmvZKH8VtlyMUx1O0F915m0EO6R0g6/UEg4/cCU0OO3azYj0cQU1bpMcuOyIOp4AML2mO3LPJq8t9FPe9ekzToX/T5zSNgVjv+e81dOINE05b7H91hsv/yfUH28sA7Q01js9w9pbr7hk/s4/6AQccb0cM+Z1oS5acxSEV0tjl1T6yww6i9KYzpUDl+9DgE3uwqatrPc6RnLr76t0uyYQH1mL2atc2g1sVmahAa+hsjN7v7bu6u7qO3P9t8ugQ46ccmJQtSljm2keULUlAFvsa2b43rlg0MMmI6qHa9GnSgxqi7Ejar+mnmF12g6F/p0P1F9yYzf7jh9B+o1NQUbMOrPOp+krT9bL7Uxgv/8g6g7OHB+jdDqY+Asl997z1n9qkF13/sycwhbsXKzmKm65OmwtDDJ/1/Wda4uwxV6H9WyV0JsmQqOtLDJ9z19h/U4r+8258d4MEw6ddf2BlA/ugb5CFQPYpB05n9ZUoITbXsMK5Ly6brsACY1XCJBGWzKxbXCRncSyYJG5g1VmHatOtagfPl2hHCZKp39gL14cBYPBChaNXe07DizoutAQjKE56Gje25ZaiDUu+79w6gynV/HKOfM+Nl7aXY+3TpX+uFotLrv9nhw3mF919LUubFfua8PPD3z2GUS7HnZxpLLYEElrcGag5p/sKi0w510hmfgG2MBBtlDEMJTnrsNh2/arLnRNw6AN1I5D5jZwVjMyU5ILR5nuxGaUHLeMkBSgWLdWnXCjwTtF1ey+W6PpeTWtLuk00gNmlFH0PCxvdLFFtujbo3amRTINkqfXGUICapW7O9vNptZVieNPVbztUJF23LA/K27jZ411cXM33FEkEDl+oMb+cofCOr11PoPeC67/zaz30n3dz/+SRPpJZeMdE6COAJYMnSy6KnZchDPWgziKeuUstYdD7dxsk3oBLZwxqFqA0cdE/OOrQDCL0ywiH2QbcIjEsILuck3NtPRLUbrAWolkKbvguIaooL8t1DBC1BUP/bkNululJh4mfP9XCIp2EeUei2DNUFwSZmmsK+DRDSRAk5aFw8wvxXGFzkB9qWhR3ecSd5wcdKr8R61JGeO380FA7h81rKIMXGhy+xgdqTluIxkMcZxGjb5TjYgEORsZJ9pahd8dLx+4WSM7i3NplIN5bctqieczthAKM52VX7B9+yP8u5SUvwmezGZ599ln693PPPYennnoK6+vrWF9fx/ve9z78xb/4F7G7u4ubN2/ie77ne/DQQw/h7W9/OwDg6tWr587X77tt940bN3D58uUveM00TT8vcs7FCoqyKquyKquyKquyKquyKl+Z5SWvZD/84Q/jiSeeoH+HCPW3fuu34l/+y3+JT3ziE/jABz6A09NTXLx4Ed/4jd+If/yP//EfqBX+P1vIBMNwKOUjusyes4oPaTErzpvzsMRA1AFSwnA0DSKiDF2I0kinBQu49JXxO1qdRoF9y6JRgVUWdScp8qWzmGqlwhjq9YzS8l3GYFKX6mwGggh2XS4ISmMVoxSjKDVgciLNiTKD2XUPKRcGzSik5NfI1rq60KN7ansc5bWx+20TU5e8tage2EB+3+2yFxcLgszk2mK+6yO12ZiiU3oYo3H20W1qD1lpggmMPlNB9xS6h11ul9eaokpdwaF8tF0XaxRFSqaGoAVtn6O+4X5rJSNTCiscOava9vASxiiiJWpNBkZGRB3iartAelL7ayvSd88OLepR0FpPoBbA/JUOE2IkQ+qtgPWlIT1je2WdSJqsY6h9VNMqRinUesQhS9c2TZ87mISHfjR9TtGixSNblAHhnaFoaddT0MWar3dBbc60cqYScNEtnXI0V1wUd34hQRpgGZJhccO3dT0kDWU1U2iGPnKlgdL3n+yAQ01j/RIxEynUVJIRTz0GqaBUG5LgJO03vgHqv3zYHfPnvwaiDEYXSwSyC/0YAdMWw2emaL2hUDOUMMpF4kXj6hIAmu0+2mFQCOnQrK37erDUzqonKRXbjhJ0KUP/uYW/xwGkV1ThLSfN52YkUW266xX360iMzDUWr3HwNGQGw8+5hip3MugM6Io4xpkG8nsM/8+9B5HtsXOpX6Pcs5MuesLIFn1+KaXM2mI3g2htNHdJeNRHHklKjy82BYpDn5UxliA/oor93XIH8wF8NH5usOgHcw+LeiPkqN09AE6HPYz1cicliJqsRZxjVTT/KK+PKIIqKgPLZSS41nH+dc/uPw8EEelUyigqKUpNBjc6E0hPAtGRI92b4/TVY3cvZbQ2l7WN82fK6X7zI01zkywtWh+dtYKRoo7xEJ3QV+rNlEi2OmVk3NL2GGlB9/ZiRrMdKvptdtig84ZqbZ9DVJzmXzXXjhiLQD6NkIxQJ7K0NC5EbdAOA2yEL2U2Emdq5aEY2VGH8qI3cZEgMy7eLREyeYAkOMhJPQqE2C4aztUuOhza3XKc04onpZUuGroZEUn1VkRyouVsyZTJQnBQlLPLoyY8m4CI5rAxC5JMDZFreWfJ3l0rRu/W3j2D+baiY3itkXrTrGYYibaWRWInM4gqRgDdY9sX0VBNxDrQmYNwhnlZ1JYMAZm2UIugtiSQzGO/Du9sIyOsUDMWs15zoBkvZX2WVFS6gaJ5ACwqcS22GGXynDb8+XZxde3GPq/92Jeg6LvOonlZUPx5uZUVMTOWl7wIf+tb3wpr/+CG/ZVf+ZWXdL7r169/0fP9QSWkudpKomndy0UcK3Cf2spONOHRYDmlnWAFZg2nBTLTAPM5MDVlqGs/aU2ioYBcxHRhsa8J620k0L/nzlvuCEybFIlHEPTvLkkUmtjhZKnB/GJSJZzwpcxgybiiBa/8C9dasCYsqF3WIAxWZkELYXVWQ535GYQxnD3oUsyD50s0Y/ewxf0Gat+lMPXrNpHcOQUA8G4Epg25dBX3a8wv+Qm+0hHb2UVJL2aiw1d6XKEdudl2eiXF4EV3H81GBjlvkdx31+zWe8gO3d+MiiYY6qhCecm7TjIgu+9SrsmpilJhs44W2kYCsDEdzJsOKrjgWYtm4O7dpevc19lBSXJ86rREO3RvETFZQM3dc+d7NWaXcsgyYKYlOu9amB5WsLPwMudIJ0FdIoHwE6Y6qFFteZy8BpIDtxBkOsdiN0H/sw6WU14fkxNdelhRPYTUIgBktycE3al3+8h9yj87KIEupFkNunwIUXW+rTXhveU01h2zliZotTdD4qUomwvDuCBftKg3gnlTVJJpC6cuUfgNWj0qKGUsy+giqmYd6j//Ne6Z/n+/DfN1Xw0AKG7XqLf8Zum4hjh2bQvBcfaqDciFu9/Bp4+xuD52z3jUkWMnOGi8ibKFOvFp/vWcxnpyfwqmXf/pMoHsqEO93fP3pWlBBmapjpdlEGEtlFe44XOJ9MjdI5v1cPKoVzH5zAKL7QLJaUPPb6VTRfpzF5/Bf7iyHg13jEV6oqFTRi950diorjPTULOY5tdp3LBbERfzcmFi2pYDk2vuAv37BovNsCiJEpXpqUbrJVPzvRbltqJFwuS6JCUcy2N63nJG6hbFviZjmPzIRtnPmUGdLtn++bLYURBNdMYstyQZZclFVIISVcTq2sri9IEgFxcXC737GpWHDKqFxezBId376Q2B8bN+DhxHaEo+bTDzm4lqg1E6vllyQ237kgISbV85wzOv0mFUdLiVpYX0kATRcOT7n4+xNpLR/De7khHXYbHJ0L/VwUo/PyUc2YGb584eyElBg2uB4fOusc6uc6SnYWNtkZ368bYeuRn1yMMgfR+YXVKE45aVJZiLrMznYX8tc/canTjjc7cFg1pEXgvXUTzMCoY28BU21HnpV78onl9gKPYi/GXZGZppQDZxgR1UipixhNM3csnZGiCzHTVlkP68XcbIBEqnkV9QbTBUJym5VhYHmoIoXQ5kp+H9BNr45UdReWfzEyUmN7yb6pJDLDt11wj1UG5w2kA0I3FuwzL3RoHFIcgkyTKQIaCRjNqsHrnf0EZ3U9FYV5MGovLzb2tpQa5KYOFhMZYvcSsM0HqHY946R2eaK+bRsdOoiNOv1laL3Zd74X/4IauyKquyKquyKquyKquyKqvy5SxfscDqoMZhDQPzOqomsRQdq9YFRWgc2SmqDzBpIINlcAcYEyKcgA02tAx0LthozWxUZLuLGpQmNRJoO+E0yQH073yB/Y21UPsztFs9+ipEr63IgKDWsGgjfZyDiGnZvRms5FDzYMdrHUTFl0CeU6f1OT3uEG0stxKoExcRaIaA6ef+PAZibwLmU531ekJ1JxYN1MKdV5QduIfryNIgOW3oGqEe8sMORgUiVOeIUUmMtnZrkamS3jp1z54I5HdctLwdZ5QdMKkgEiKf1ZCH7vvF9jbEtIH2cBZoC7HvCKd6dx2Dz7kI9OJiRtF61nTgPqPQ7Awo6qUH+Tnt9q4A1Wlea8gjdy4zzAgGkr14Cj3y1tJ9SQTXdpwSqbTqRfiVTjjUzKBbc9kJ1hoyeVr7eIN23Us88JjGNEVCGRA5bdGOfGREMDBi+/mfzV0fqncHSOeNr7sMImRTOkNEpm6jiIYsjFHEzqYCqc9SgDMiZuYHLdLDEs2Ge952EI14gha4u4YmCIr5uq8G/+8fdZ+/9quon4hJCTPM6Tl0AvSfd5Htbr0HNXPnO35VgfyuJxy3GmnQRVeCiJ3quER3xWUzmLYE38r2Fmg2cgftCcX3ZbZdg/msRXF7jvKCq3d1OIfdceeyysKkkj4T5EpwqJlFvZXGucQ6c6mzLoOc8RghZ44wmEyiLrpOBaSPROosKn/0X6xdNHo9QEosyq2QnjeQIXFQWeQHAbZkkUx9BuKsJTgKs6BUuc44ins1kbr7d/WSak1UcklOGqh5MCUABrej5n3hiYrtQFKqPT2q0BWePHy3QbmtqD76L9aQi6C6YiBD/9MW9diN+/yggyx9JHyuSQM+O6gha9/HmYMehTYdPh+Jc8mko1R9O1AEE0hmMboqS4vs0I8DyYnwy9oedBLbr3hxAd0LdScpo6TmMaK/9pkG6iy2R9tzz+GyGa6/5kcSvDGUQROLaIhV7LdUv2quaa4Y3BbUhryJcBsxEwTp6d3rUK0rUmhKJoiQh5QjPXbP2IxUhKGYkCV12ZiQpYMBQdLyY4PktKUsHwwoEq8VI/WY/KCBaH39dJbemWCC4CvpUY1k00el9zq0PbEErWJEMs33ayS5J8yvS6ofpi2Gz8dIL/XrucFs1x2fnHVEjMyO3LlCFqHrSWQnvjOfAPk9T5J/zQBZgDdVhvo1GCMN+ePHEmTHUQzBKEZjtLevMb0clcdC21YbSVSGYQ7OCLgsUHHPa8NfyygLOrgtMb0c1ZrygwZdntKzBw35ZYWxxabAwMPp5pdyyiLJiiE9cO/DclMiu1eCPeTnwM7NBaFU/j1LdfMyK/8T4If/ZctX7CKcjE8WEsarjwgDemnxzkL5Tp2kAumRGyCLzQJsKqNDYxMl/JgGmBe5T2YWdcCE2whHyY46ZN49kBmg2HMT4elDKZpWRseuaQemBf3e3RSDTSThnzvF0fmFZHrvDM2uG1AmleC1hzssGnilOrTrBXhrsNj2pgn3O0rV884i3XMLF6uiQQrTBurEK0qMxmClh3B0oEWs5QxsrUe/EaUhBYJumEZ5OhPNNWSpcfaAW1CtfWpKsnnNQJBxis4EeBPT2O1aBjEPBjIG7a7Dw8vTErrvJqZyJ8XQwwHErCVlF8kYjF/M1yMGUyioQ690MS6A7bF7rqrB/MGRv0cD6U11TJGA8aBAwWMqdxal43rPVTAyd0oWcIup+pK/x1lLL+luow8d0vN5lCJkraG2To9boHXtnN2fY/bgENJvuKqt6GwJziH8wr0dpxGeVLcADzsIp2LhHsT/DYDNnOFS2OQkJxW037Cl92doNt1iiTFQ+7h69Yttk6DxEJTkuCY4iuU4h/80mYI6c/0mPVER89mLxj+iiguq4nYN87Vf5a79/zyF7m1ONUXercCnrs3M7rrjRHjIjLx5F9VrHGmbaSy9pEHHwALM16nuJbQQsDIa9zQbOdSkRr3uX0J7c1S7rh6MZrDhXHpp47XeQ/Kik4SQk4v0vTwTMXV8UqJ7RQZ7dj696+T0OrfR998xbZC/OKV7AwDVGcwe9H2pNMgcMgn1ukJyGg2YmAYyv9nklSYpw+zUUNo93+8IF11tJkuwGidrBwDJaQOTiDiOC0V42+zInsMQh/4uZx3aXlxEh7ZNJi0ZgS1v6o1i5xb6JuG00GMWSPyigHWa8Ky8NWiGAVbGCG+d72FJapGBt8JBrwAcPz5AP6iNbOYQ+14VZyZw9orR0r34Pqrj83VjgdTEttYpI9MikwmCN3V5nxb3+UGDxVYMFgSsd3ZYRz6QYGRCZiTA65bqsR0opEdusaQzSfOqURK92y09Y8D7GymoTpkW6L/oVZV2c7RDB/cDgGonB/dzBa81mO/DatqeM+kJpSs44M1y5LwjzH09FshaQ/fPzZIyh4ycp2as0Pl+JpiJ+PmEEbzTSk7XbHuOBxDezdlBjcVmQceF+gGLUDDRGCy2PExwBoJzVmPhnYldIey1Euh6kaOS79XoLnqYSwLo3PWt5AxkypMd1KRiok5KzG64ccjbuGkBd+800Xicf3EeAx+CEpYBUx9AGd1sSAKXGRCXiXcW1o+JZsDR9aJaTTNSUfWl0WQwxVtLG/NkZoirY3nkUHSZhfaQTDCgWY/wV2p/RPgeADJbWpWXb1m10Kqsyqqsyqqsyqqsyqr8sRRr2Z/Yfy+l/MZv/Ab+/J//87h48SIYY/iFX/iF3/ccFv/gH/wDXLhwAXme421vexueeeaZl3SNr9hI+OAFF83b/xoF1vl0YRVVJ0QTo2nNCNA+FSYaC9YxDD/rosblxRwHUxcBLOZAO4wRcrYUIQ/2u21fnFNdCdq2cgGUjUTqA5ZWRbY0FWOhhykqr1KQ71XEsK8vDCmFbhQHmIcPDNO4w65ddIpsl88aNB6moFOBesPt8NW0I81bnQq0PpoLxtBc9JEjGetETl3EmcgnkiE5ilCTaDsvnfU43G47O40wjBA1M4oREa743Cn0IIf2MBmx6Cht2uUJRSG6cQ7hYRTMZATb0LmMx/STc4xxXrUUpVanNbpwjVJQ2t0KRoEhoziE5/pZyZDf9WZNOwWRfJuNAskk9hutOEWhukFC6XF1FjWM0TCKSCEVaHshxWvR7vTpMxjQruW+TeJ9tes5wXeSwwV07tqz3fK/xXmFB72eIJn4aIi1kAsNkwWVhmjuMrueU+RLLgyZ+MhSIth+VxsJReB43SHb94TPzuDsEZeVSaYGlgP1hosM1mOG/p2gFBCNeBxcw0fatjKCoHRvewPkf3WqKe2fft25LEMyteALbzf/Vdeiik8fqLdcH+BtVJewgkH4zIY6msNuef37jR6RHnlnodM89mUlkL945uurR1mAbpRRP+Flg/qa077u+iba3A80Uh/5rnZ70Ik3EAnzOAOstOAsZogAF/WbPjSEaC2NC8tA6ijVpkLjmzc7Buo1uaTeEC2uq+0UnUeutT2O/Mhn0AqOxBNJ1aRGte361WJLEElzdi2HLG2EDZzqSA7bZlBliL9I6stGKhrfzrrdaxU/UFCUmrcWbc9DSE5aTK9nFOVOpjreY8qw2PVjsrUUyWzGCvlB0MvXNKaatYQgYl0moc4azK65h8+PNMorcTzAZwyrTYXkzP8m55hf8mOnYOjdj9HY+rKb8+qxcgY9PiqaW0uk9WpNkHpR2+MEOWxHiiLD7UBRdrXtcXCv9FQcalS7PYoA9545JWUiZiPMANqi9r9JJwbcqyKZlFMWiXUMp4/0fH26sVfteAWsWRQFKLcUBre8mtVOSn3SfjRC1Yr7Nep1r3t9vAB8Zqy41/nshDf+GQDD52MmM0xO2X5F7xeTRNWWdBIVTcRQUd9Npk4bPsw1XU8hP47vNOkJskYq6nPJpIMM1vZlHC+yshSdV4dzzC84lQS5sJDTNs7Z43gNpi2pzHRFVEdxY97VYbXbc1lKOKJzVC/iEPPunAcACQ8cVDC+3qutlCAsctHRfGT5eZJvmGOZz85TlmWvIl+Krqcw3w26+pbUjxZDjsFN9346e7hHGawuZ1AeHmmvp8juzTC54SYLs2SwxmcdtNdOD/CaVfmfK/P5HK997Wvxbd/2bXjXu971eX//4R/+YfzYj/0YPvCBD+CBBx7A93//9+Ptb387PvWpTyHLsi9wxs8vX7GL8CCDh36DMAN1kGg8XlUfxhSQqEELSZ0ymFxj9oCbkNoeQ7HmXtLtcATT8wuJgSKhfbkAzJLCYljosC6mydoBx2BQokp8GomBJqq4+WJQLxyAl25C0YVEuj+n8zZ+4SEqDXnqsW1tB+lxtOAcrOlQeuiFSQTJ7vF5DemNJMTJDGevdRpbvVsLqAMPAXhwjOTmnr/GNaiJVypJJZJn7kGtX/N/M7Q5SI4WYH5hmd6fYfaQe6E5nJ5Pfd+dor7sFsTpSUebj3ajBzmtIQ9c/ZpxxMJbwSBP3ezLjiawm+6ZeGcJh81GOcTMvWjYdAFkwY2yADhHesed10qO5ODUN5aE4iPfJgo8sMePFmCNm3xVKtCse2m+/ZIWcMn+FF0vhTpx11TaUq4ouT+ll39ydwLmoTRWKIJIsE4QLs8kHMnzDqfeXRhDNBbyzJ1XjiSYP3HyzH3YNXfebq2A8ulFdTgHO/XwonGfNibp/Rrcw1HQdlg8sonCq64wPQAvvcnTLCFIE2s1siDzdxJ/n3cmQj0AgkbBgBbXatZF+ArcIj6k17OjCIvI7k9JvSc9riEm3gzmboX2T7/O3cdvfgzpJQf3MJtjLHZHYB4qkN88ghl5jPZlheyux/Een8F6x0KrBJiHBNlE0qI2eeYerHTnlZMGzBjoXnyWJmyGYElxRh7Oof0mji8aJP68vN0geBBvMpoDhoclkovKOaGGF7UFeMVQagVesTgvaIvifg1xsiCoEARDtRNMcVpU66mvQ+dgWnpJO1FZ6gP5/RLJme9zZ5rkB51brFf/GKaEVx3cNpSm790uwVoD6zd45W5GCjDJRFD7pkeVg0EBEPMOC2/WoxaW+kZxv0HlMevZ88fQjzriC+us4wWwoIjSodz2i8zTFurU9RvWdCQ32H96itn1PtVfwEL3n5uSQhJvHR+k/5yriOmNIYZPnwIAdD+F9PA6URbkggsGCjw0A4niBc8x2cyR/u6L7v6u7WB2rUfBg/zWJMKeuhHy2/49sNEjhaXsXknqPtneApNXDHy7dcj2vLHbo0OMPxlNpZrdAfIXvSLUOIvygwbEu5hdy8mkRpSa7gNMkLMuby1kKZDfdueqdnoE0eHaUj2kqaAADgUEOFBvJLTRbNcLUkLqco7+C7EPyUV0b+Q6LoTbYRI3zSLCVNqC0WYvOWlQ+rm07XGYhBH0jTcGlecrZEcmwnV6nO6ryyM/Qau48DUyfu7WCgo8NX1+zvgqOetwdt3D6BjD+Bn/TtFLcsGDjKAl6cECjYfIBKlAVwcaVnEyIcqPNOBlbJuNjKRVjYyOykYJ4iHUPYbE7/V1xuI7QVvoInKm2mGCxrvKDj7XIj/0Si3GovXHMBPnYmZAkCBmQLBNwAV1gqIKb3EuWBFgsezlugb/CpEofPLJJ/Hkk09+wb9Za/GjP/qj+L7v+z78hb/wFwAA/+7f/Tvs7OzgF37hF/Dud7/7S7rGS4aj/GHheQD49Kc/jXe+850YjUbo9Xp44xvfiFu3btHf3/rWt4Ixdu6/7/zO73ypt7Iqq7Iqq7Iqq7Iqq7Iqq/IllbqucXZ2du6/uq7/8B/+vvLcc8/h/v37eNvb3kbfjUYjvOlNb8IHP/jBL/k8LzkS/oeF52/evImv/dqvxbd/+7fjfe97H4bDIX7v937v80Lz3/Ed34F/9I/+Ef27KIqXdB9BzxMMUSWii6li3iKaDhjQdoNpC3BLUQAjI06IdRTUARDJmLBx48aMBfOkOhLa94UzSyoqTNuYtg6FAbYXn9MKTkQ61hmCHAgGiqAxgFQy2o0eZHgehBShJ2YuGEUVbRYVC5i1MF6pgzeGbNjdb5p4b6NBVBLRFl0/mAUJinirPJpVOEOAUNkx3VavKUr3gTNYESOtVvJz6fkQORLThOAksJaeg7caJvM20dbC5DEKYAWD8SQcGAADrzzSaDQ+ysg6CxO2mRyAimoAgZgZSI6Ar3MLgneYhDsoCQB1YohUqse9mG5seGwrE/ulVhyQPsVsnEFIaEeuQdAYpAlRxZmO2uusbNzfAJgsob6hFjVsOC9jro6LWHdBC50vWiLesk7Sc/Cmo/tgWsHKOAWEFK9VzHVCuGhawiPxh5lofLHcv00mKVokjuekgsKnc4qApZcuortzFwAgi9z1s5GPvB6ewmx7eNHcRPp8kaMbu3OJsqNxbHJFMB5wToo2JhMQc03XZC2n5zI1p/PqUR4jWr30PF1/KTQRIVrORCcQHUOx0hEzTWY/L7hjc0VKK0ybqGChDc0hXSHAEx6vI2IE0B3rj8s56TQXVYwgsyy2TXrSQideR3jRohtnpBvfFpwi4VbEOUTnksa3WHRLpk6G1IDkoqOImhkVEZ6WO/txirb2JNndMyPpOFFGfe2un6AZxuhqmE9MnhBEgWvr+rvvy82QUQaj6yvwyj9j3boKgIuQpsdB+xwwRTTsClk2nUm0PebeEwDazZ5TooIn6LEAlRNkQW6TaLFu0qjLbFWc29oeB2s1bCBSc4B1nsTdlw7iARfZVlM/rgacopVcMuq/OrUxkzgQMAKU1TEphy7inBfmz3NKQCzOrzrh1CeViRFunTgybshiAbGfu3sIczxfisJaUunoCgY+DZllQdFjrr3hTcCzcJDWdpcJ+r2RABfxeq1P9ErOzt1jMD4zksdIco9BZ4IgL7Cg6+vU+0/AjctA+jWKE6m5UIIMjKyI44i3ArCRVFqPBH3ucn6OlBp00bt+NFHTKYs63Z7MHurKcpw7F2nmS74EY4vGRloxev86rXdPABYgErRl7h1MRGEeI+FdT9J59VI9r4or73//+/G+973v3Hc/8AM/gH/4D//hSzrP/fv3AQA7Ozvnvt/Z2aG/fSnlJS/Cv1h4HgD+/t//+/izf/bP4od/+Ifpuxs3bnzecUVRYHd396VenkqY7JOiJbOdSjNYHifGcEy1DpJoa4YMrNeh89CGpg+MCrci2h8MIHtBlkuh63ucXM3RDtw16rEgzCask0IEgHZosZYvcDt32NJqQ1LaCcHF01jocU4pw2YkEQjjOom4wOxORYtPWyQQU5dis4LDpDIu9DJOMnQmVTAB924t4cNgLRqP520HEllYFDOQDKJJBFiRxMk3jZN3F9L6AHShKNVoeZQEY50hHLgRERMuKoPkdA7rFwZ6yfDDpIJeGLyfQWfRtMCmvq3WMqip3yhwDl2EdCqDSSWs/42ct7Rj0qOUWOYmEzQZdWsFqalYyeOiclZFV7g8gZExpdv1EoigWtBqkjg0mYpQD52SiRBrDZnB1OsSqYff1JuZm6QHOR1HGzgl6XlhbUwfMgabBTc0Tiz89B4HZFjEKMh5B+N/3w5TZJ91g796ZJfUXEwSlQl0PwX6UQUlLJSCigfgFkHVKC4cTCpoo6tTUL9W0yWHxs5EWU0RX1pmd502BmZzDFl4acdnbgJv3KaXprmwca5/BPiNPKvji1VE2JHeHcT067hPJhbMWHSFjK6KhSAnUDBBm676Uo++N5mia5ueds8CwBQaVvg+N0jcwiDlywIUsMJhwk1izmHF274ET+OLnFnEjVBnCeutUw6jYrsb7hYQAMCrDl0RjouLEmhLC75lVQSz5LYJyZ06kVdi0gmoP+g0IYUmKzhBEZy6ir+2RuQRzNtzi/Yge6e9GkqAw3SFiCZqBQdvg6JKNAeq15PoUpjEQIdOxVIQwClHBMiYUQyt36zplKP1mzJ1WpIJVbkhqP7bHqf5RNTmHMfEiLghaAeK+r1JOG0IFzvRAMkKdk6FJ+C7dRI3qkxb6EEOtrSZZl421HIHs3CfI27YqLhhN4oh8RKBVtpoBqcc7IJUixhoMw4O2uB1PUn4cqpDvzhNg7SujAtRIxmasYqbRhv7kU4i7IS1FrYXPkfjKQe1DAs+QYtHU/vFYajffty0tIMlp0oWnaZFw6H9Ilw0sU6YjZv9ri+oX1oRnw0A0tMYDGMGcZ5LY+CsGSu6p2ac0uIcNi6OdcrAzJLDp44GWswCXVDDTUCKRVoxug8rl+Eg8V3X9lxwj+53AuKUmUSQFGZ2bGnsdEvxSMsjrFUvQWK73MHfwneWIQZganNucf5yLH+SEoXvfe97yek9lC+3o/tLKV/WJjLG4D//5/+MRx55BG9/+9uxvb2NN73pTV8QsvIzP/Mz2NzcxKtf/Wq8973vxWKx+HLeyqqsyqqsyqqsyqqsyqqsCpU0TTEcDs/99z+zCA9B5L29vXPf7+3tvaQA85eVmLm/v4/ZbIZ/+k//KX7wB38QP/RDP4Rf/uVfxrve9S78t//23/B1X/d1AIC/+lf/Kq5du4aLFy/iE5/4BL73e78XTz/9NH7u537uS75WiBzlaQPhI821TGETz9SeWZxdDREPi8V23E1yYSnSYRSgTSDIMEjlojrNyEW5gPPp23KTUfSmHVosvIGB5QbDpEbhsxDlBju3cwVcJOXsRoEuDek7i86nFOsRQ3biLnL0+vWY9uSA5Z6w2TgGejAuEA1w9kAQ5deY73iC4SwlzdzTx4YURchODU7+9BUAQHoMlNeDaoAAMxkpI3Q9EW2BOcOZt8vuZQy1tzHWOaBmnizzxq2oGtBnlO4bP1Pi5I3bFAVTc43ZRUXHFfsxIxCi4vWIo/Tp47bPUOz5CHfWo6hXdmzQ9iQW3syhf1ug9Co16UlHFsXJ1FJUodzJ0Hh9d95Y0lrX6S6ml3z0elRg7RmDk1f2qO6TqfvbYneDUufJzJK2eLYfFXKYdWlxwPWr8pK7+GLLRYsCK77tMYyfcR3w5PVbpPCgZh1lWSav26ZsRj3kpBSg37C5RDi2KDc4igNF15ldukLXUHNPrp0aggAkE45yKyjqMIo89W9zymBYBhovonHHheda7AC7v+3ud3pVIfF94OzhAYbPOCLd2as2KIrUZU4FxdXhKEZu37iNwf/7g5j+lTe7e7mWkCV3dqwxve4hKHVGGa3ensbM91/RROhOl4/Jep13Lnpf3Hf9/+x6ShGmwWcEKq+UUW4IzLzeb/9uR2OH5RXOHvYGGEWDnh/PZ1cTNANAzdpIwIQz67m9WIMoOalKGMlw+nACUS1FojiQe23ls+sFSm/qJRcuAhxgJzoDGX4dvHGN2md2kSE79p8vR0UKUbvUubuujPX++qHTW78a7O0tTh51/a9eBw4f94obVUzBN6/uUVZoellQux29uoDx501HOc1fqrSYXWCo1ryW/yJC8No+I6UgpiXqsfs+mcZnBWLk/ex6smS9ziBahbMr4ffA5EEPMTMW2PZzQpISYY8Zi+NH3VzY5e5vgFPyIA1s5SKW8x0PbcgZLPfz0QDIjr0CxjqjcaiT7P/P3p8G25Zc5aHol5mzXf3a/d6nP1WnWqmqpJJUSAihAsyzsCUL6dpAgNFFYBlsP9vwAvtirh+2w5Z+CAhH4Pss7CeQHTbmXoyRwYAQnRGgvkqFkKo9Vac/u9979bPPfD9yzJFro6Kpe8GU7lsZceKsvfdcc2Y3M0eO8Y3vYw9wuqQ4GhFMDYaX7DqRdwTGdzaR07rsJwbDizZR2EjnSReZweBugs0ZzGlVAIM76wRTjcEdtRffzofpRi32Y5DSGlY2BAuxZB2XFGw+Tm2lRMpacCY60ijqyCzsms+R4jVAlvPQFPt/3lW85s1WBBQL1oH7R2WKPdFlJFBFQEX6GlkHPO6ikjxWWc8lDqpcMjtKFTgZeO1bQTkACMYC0416zwSynmMTOr7k8xyCBMan6/3FIG/XEUPDCdazDZ/bly4D9YQtI8uUcsLbTN9JluQcz7eAR/7CZHUuchcDac/BrCanXQS56BqUQxchqus7PhuhYNIfwRDFdBlo3ab1dk1w/xQdy/AD2HmRrHjM4mO6QLJObY8Fry/xPl6e5eWaMPoSyoULF7CxsYFf//Vfx0MPPQQAGI1G+NSnPoXv+Z7v+RPf50/VCNeE5f0rf+Wv4Hu/93sBAA899BA+/vGP4wMf+AAb4e95z3v4O6985SuxubmJr/3ar8Xzzz//otCVLMu+BDivqxJSfdmSuyzKoizKoizKoizKoizKy7RMJhNcvnyZf75y5QqeeOIJLC0t4ezZs/j7f//v45//83+OS5cuMUXh1tYW3v72t/+Jn/GnasWurKzA8zzcd999J35/77334nd+53f+0O898sgjAIDLly+/qBH+YkD6M3f/BZy79+txfacDEdAxNZOIdgiL1QBat2tvkUD/WfI8XvJhdiOERFMltMLRrFanApJ966lYugmWaLfJluRNu6ExJvdWeCzQvkH44ZbE80fLyCgKsfpExV4EMN+4Rve5KYo6Ya4y8Igfu4o8h+OG5S6uC1MqTUtAG6R98lLfTphKUGUVY1y945R5dbvPTVnWfHJnDx3iHx1cakMQp3y8XyLcGWN0bx8A4M80Vh+zfEs6UAiPnJekIeqkHZccE+9mTGemUu1kdscZOs+5ZDoIgT5RKlZNH4pUIGVWsJJn9ao1NG8RN3fTs8l4ANSsYKzu7hv6aF8eIa6liKVEsF9jbw2CoXVnVKFC87b9HO9l8Hdsm/LNDnrPEI91y0cwsnVf/ewAN7++h9MfHdi2xwGPQ9UMmHO3eXWMYN26II7epHHmIwW3KfIdVtc/si4MfxSj6HgIju29pqdCHN1nx23zY2PGustcwx/aJjVvpUwNGPYixppXkWTpYmEMosMAPimlBqM2y7Ln/QDRbkr3LZGccvSQjZ2M+6f2ggaHM3izel5qeKl1AzWuW+92Ru3VfoCsR565mYEkj1TzZoKCpJK9WcVy9DpQzAUutGbcrfYVxt/yFWj/p0/an9/0Kk5c3H8owurniM5xnDHdl24EiHaIii3Nka9Zj7U/TFE2OjTOhU3apXHovpBy8t32N3kIf5NoDQcONxzcHiK+bet1fF8HjW3q34MIZWzb138mQd5tIF1xnPgG1mO3Go0h8zmKwtKg+3wBVWjGaRrlErfCgWYsfWOvhMoM47K1J9h93topMSKv6NLTJSdolbHjZA8PUxSU1Dw+F8AnL50/NQiGJcqGSw6u+6SMJCKSE48OCsbPG+m4hiebHnrP2LVierrBGN7eM1NMzhLV4lGBYKQ4oTI8dpSV0ObEelaQl9kfOzo+f1ywEqE3c4qMs3UP3qRE+yb1pwFjnoUxTCGZrDsvtT+pkNO8rKYCzZ1ardO9h+lpuybWnsjGjQkKwp1PNwLEB/a+8aHA3kNE9Xi7RLZUK2YWmG1QZKEwCAc0l0ZWXbGmqw2Oc85R8JLK6Tzkmj2ARcupZOpAQuYUWduVaN4mHupUY3TBQ/8ZOx+1LzkBPlkN0Lxh26W2IkcLWHNF5xrN7YIjMcEwR7xXe1ElgmHBfZe3Y7S2a55wwXR+rWsJJ6VmyyEnjyarPrBn79u6kXKEUSUVdOiSORu7GXPFx7sZRzv9WcDS9mpWoQooQlmA+e/LWKKxJ6geU3hJ7H5/O+UExeZtzM1xcKkiH51rdg5E2xM0aP3yxgUUERJUQR+9590+G267PTA6KjAmb/bSE0OUtLYlU6dv0bw545ypvOdx4nPRUmg9P6Q69aF9gR7ZH9F+Agg7D1tXE5QxccJPNIKxbUA4UmjcIve3iZjvfJJ6fN+800fvCwNkXRuS0B7QeW5C3zGooi7d6+Xpcn6pojl/XuWzn/0sHn30Uf65xpK/613vwoc+9CH8g3/wDzCdTvGe97wHg8EAb3zjG/GRj3zkT8wRDvwpG+FBEOC1r30tnnnmmRO/f/bZZ3Hu3Lk/9HtPPPEEAGBzc/NF//5iQPqv/Z4PIFfSZj3M6ux+yQlkXmL4ha58Dx4t3MHYA4RhFoAyAkwNR8mAsqpDhHPCAYlLIIqOHMevEVYMAgBkHiMvPBYLCo8LZH0HU7AXWf7QgDaFsh26hMRcs3iOLLVLHBzNENGikW11oZJyLtnF541LpQYB8WbrVohkxVY4PBDM3qEyzfzNEG2EB85QMr5LjJKZxvRMLeyQICNxoWBUYrZO4g9T7WTu05KN8KKt7IILy2sbDHM2JoulBic9yqxiAQSZFSwiJAsD79AuJmrsoVgi2WMpUXVrI9EayF5Sy9ZHzI9tlMBs0xmDdUhTTTLommNVCOYXbt6YQp3y+fdVCE78qiIJQZupPy54rJnJBYDOFQxBmFhMCMRcQ4mc/iBB3msjuDWw47i05lh0igqydMwP9dh6eyNOzLRS4cRxPiiZ1UZHAbKeD29EsJO9KSpiwmk9eYDsdI/vW2/+Kimhjmy/yX4DySb1b+Ah79YJtBIBHegmFzsIj3IEB8RJvOYze4Mo3aavI8U8xO2njlAu0ab3/G0kD9l3P37+EP6B7QO9uYzqXGCNbwDyY59D/hdfC8AmKQW7Tva9IqYVkTscg25FqGjzDbdzhl8BNpGwFhnxRyVmp+kAURTMLmGk4PdTFm1IOgyrVPBhQM0EMhLv6iQ5vKQBlWmciKVKA19UqEJzgkEp2k9QNdz7KTKDnOaNP9VQGa0/sbSHk3g+MbZuRwl/ZPs06ymGLzR3KqTL9vfpcssZTTcLjM7bdjd2UhQtj5lLJqd8xEckFZ7hhKBVfSDwxxXGZ4jX+VgjI5hJMCyZhamKPeoDy8etMs0MLFUsMSEJcX9iEO/TIbsymK7b73dywxAJf+pxwlrnWs4iOiozNmmdeOCP7ouw9EWSre/68Cb2vo3txEFC2h5aJC5UxQ4mkPU9+ATjkbnG+IyPcFBzZ8fMdhNMNPwh8Ywvh8z5LOaSFoE5Vi649310T4D1T4xdAnzLZ7GqdC1CslRDpRQ6V61BfXxXgGhQM3MYNqKzZYH4gA7rmwFk7pIx0yWPE0PD4xIVGffxXnbCAAUA4wnkXW+O1ShwzB89ZROuPbe/1YmWRjiYTLIZuTWexgSwEInOdffAGpqnmhKyMAwVMVJgukmHiyPJUIoyFiyEJzOBtEf1yICQ+r1oCj7A5v2IHT7JioSXBKztEB2WPGfzNrD6eXKuRHOJxbMI0017TX9vhtHdXVd3eo/CoxLZZpuTzqvA9df0gksChwBm6zW5QdNBnRR4Wagix9xVNAWq2EJ7AKBstrivhdYOTlWBecJhgNkpOnREAsLUB1Ag22jRd4F0q83wLy8FH8bLlmK4T9b98jB2X67lzW9+M8wfkUUqhMA/+2f/7ATT30stL9kI/+Pc89///d+Pb/qmb8Kb3vQmPProo/jIRz6CX/iFX8B//+//HYClMPypn/opfMM3fAOWl5fx+c9/Ht/7vd+LN73pTXjggQde9JlhGH4JcH4BRVmURVmURVmURVmURVmUL9fyki3ZP849/43f+I34wAc+gPe97334u3/37+Luu+/Gz/7sz+KNb3wjAOst/7Vf+zX8y3/5LzGdTnHmzBm8853vxP/6v/6vL6ke7EFZdYqT4+MGe0GatxXSpdpbBA6vp0sCYi2F9iK+z0rXel53Ow1E69bjN91qI1upQ3ySE54O7w05KUUHgJH2xJqtGNy/uo/L0obIhxdDDuHWCZ72B4PpuTbd16D5nHXTTO9aclLAmYFPXmKsNVE2a4+xhkqcSqcsDMKnKXOs0pi8xiatNa+M0LpZe4U89pjAgDnDvSlYKS/t++g8nbJHzda5pm5yPLDtj99A1rto+y0WnMgpkwIFJSEGowopyYlHBzmKTsCecH9vguQcJcateej/PoXsioqV/bKuhLpoQ4J5R6H3yVu2r5fa8Aa2Td0rClWsUJ6hkNv22HHmTjO0n7Z9mm112CMADRgKYfrHCdJl8lT0Qo5ypOsNBCPAHxEM5MYMJnTc4sevtvST/ccPkd5t6yhS11dFN3CUfdrA69q5MTkXAwKY3rvKfVd7O+UsY05hoIGKqCmTi0uIduzcDnbHOH6VfXbrZoayQ9zaRzMULckwnfGlLsMUhpfW0HvWfl/tHGN2n8VJGSnmPOQK8Y6jv6w9wOGgwPCCHcP2DauIOLlg5+z4rED7uq1tOK1cotrOGNq34zE734NP3sr0gbPsIdbdBnOBV6GyiZj0zPwvvhbBRz4DAJh+x+sxvWT7N749Q9EiD2kumeavihTCXYrkxD4n5nYuT1C2An5+shHDHxGd5GEIUZGiXqnhzeh9O56xzHhxKmf4SnkGUM/Zfpiea0N7NiIy73UUhUBh1ElucV/i+P422ldTR9XoOZ7uYFRgeIGSl584wOxC33EB+4KT2crIJb0FY83e2WRJctJkOCyZhzpZ9fgd1p5VJfTmeLBrKsHBxRh9gmP5+1OAErTDo5ThB7M1xcl6eSg48bX9uR1M3miTDqODEpPTPntng7FG6zYpce5nKDo1n3c1p1iYQHsN+r3m0L5KK6jcUZDGBxV7+Rq7laMzzQ1HOcqGYlhh1lMuOtCXWPl9277mcQbdrPnyDbzE8JgE+zOGRxVNiUZR0zm6ZGJ/lCOnSIw/Ljh505s5KsvWLbt+BaS0Oz3dgEdy5rI03CcAGH7T2HeTyEu0g3iNBb97y48PcXxPj+kkVaYQX7eT4PiBPvpPWEXeg9ctc9IkPkv/C0ufJ+nRKhWYbjoaWX8qGdaYdwEvqb2zLuorCwNvWidhBzyGwQgY3Gnnw3Lu8/4gtEHWkY5aMHbJidPNAPEevZNLAQrap/2GZJIEABifqqlqXVJntesS073EWCl4StKvKYIBm/RbR5SyJaDaIc9/3+dk4uRMi6N3ZQPQxNtexVb3IuvVVILGUS/6LoE960oEBPFQuUZB0biyIeARSUMRC6TrtYqojZ7U9JD9Z1OMzpEtsh6zjZC3HJytaAKrn7MDOnllyO93tgR0rlI9OgLhUGBGFNVCA419l1hf911z++UJR/m/Q2Lmn1Z5yUb4H+eeB4B3v/vdePe73/2ifztz5gx+67d+66U+9kvKmNAt5zojJKVd7MeDGN4yYUnTBqZbjh2lzq4uG8Bqf4zxln1J8h5wqWWNwV2zhuW2NVx2lltAn2AgeQhNrCuykMwTWrQ1vGnNv1xiMx7h5oH9W7okUFi7BULWG6PA/mt6bhGIBSZbVl6+aIEXTJmDIQpGgENWRVPBSzx+caebCrj3LAAgPtIsHJAs9TiUBriM7/bNCoP7SKq7APPRZj2Jg9cusWFYNCVGF8jwbkQYn6uxg3dSRrmFrdYh9WijzwvI8SXFxkLWCS0nbadnv6NcBnkZAeVr7e+DseaQptDAlFhPqkjg4NHT3He1Madyy8JQL8zRcp9DfCprYXLafm7sGsysvYDBK7oOUnRcYXCH/aH3vA2vAkDR8KFSYPeRDo1Ph+FFwdjw9/e/coUPZY2bwMGD9QHEIO/U9wKq0M6x2apE3gWat+qDjcDKE3ae7b9xjXF72gfPmWTVR7ZEB5YldwiEcFLq/maAyaaA9mw/5i27udq+Fth7uMV9Us85lWuGFBkJDC7aa5o7GslyjTv3GDc7W7c44/owU7QcvGp4wYMidFP2+hU2BKLDEkf3EwtEBWYA8E/7fIAELAvK/kPE7nNkMP2O1wMA+j/5CQy//fXU9jZyCqm2blbM8lJGAoqYEPyp4bD5was6ULlhg2G2LhlD0HsaGN5hxyRZFkzrHZxa5ncqaE5wfK+tsB9PMVutGTcU0uWT0ARIg2o1x6V4D7+ykQD1YVtYbO3Bg/FJ4Z36z5WP6Wn7w/W3rUGWjnvYSDCH+OS0z6wkew87uFhjB5itc+35UBAdAhN7Dof2AuQdAVnYlz9Zs38HgHQVOHiQyIpFjIIYhIKRjxnltMQHcJC2IZiF4fZfPsXtmK35qCIHl5hsSmZ28RIPHkFUZRlgRkjDZKWNvGc/q9Tx+EeHbp4EI+D4Ushtn25ap4ptl5uLXgpkhCwoW0DjNr17TWCf2+euN8oyz9Q/j0/1ec3VHlCG9uWbnBFznONNx6yx1uR+8FIFf2Ln3/G9wMrvNRi6ZDzwoSVdEg4SlwMxYalHdxgEAzpYFJIZN4o7ExSHtu43/lIPeV9j+ytcW4bnrQfIy4DtR21nz/NFa18AmYVHjM8JzkfyUrsGAXaO5R0n6FI2gCmtk/NGeNHweF5CgFmG8mVtoZ+wa0A9Z2RO79DI/p/2BWZnKGcqlBifqVmZwGtFORX8LohKICToUNkEr3mD0uN5VbY18rbPXNuickwtVVMzvLNYKTE+W8ObPGR9arty9TUKKIghxptYnvl0lRi/egJVRJ+7J5ljpqfqcfP4naxCMGuZ9sHMQMmGQblSYprZuZJ1I2QrNVuYx3YMi7cBKJsGew+TjknHrRtl0+DoHtsp6QqgAw95n6AqpcDoLB0IIqCo34vmAo7yci8LTMeiLMqiLMqiLMqiLMqi/A8pXy6Jmf8jypetEb78RXsCfHZ9C6KgE/iRgiwJbpFqrD9uXbuTDQ/9Z63LbrYR4vbpJZx+lvjA2xKfOWWPo419gdvPWM/02ueA0XnrBmjdMuzBXXqmwPhsLYks0X2hdrP4+M3OJQTk9dj4ZMJZ4yjqxByD1ceGLMGsfclqgCqrOKNeJSX8I3KNVIaVIXUcQFQa4/PElpJoZjwIBwWat5yXcXCJ6n6z4ESqsqHQuGXvO/iGNoc24xsCRgkkzB4g0HvO9mn3yQH8WY/qqKFyCiNOzFyyasnhpWDsIaDwv/YEvKTi8H4V+2hs2+tUWrKqmDct0CbYR9H2EV8b2IvKCskd1vXujwsOIx/fHWPpSSfupD0Bb0iMH50QKg+5vv6YvKBPDjlBtYo89Kl98U6KnCTv+1+c4NbXtLHyRVIW9AUzGAjjErFEqXncXvifPKx/2CVm1slEZUuhcdX2b6sZYnwhRvdp+/PsbBv7r7YutdXHp+y9qUKJeM+OZ+/pMUCUn/6pFsIDUuDznOqeTAvIvM1sJ9oTnGjmDWaYXbDjBmMTZgHAG+foEZtKsdSASm1fNXYzDrVnXQ8+haGryMIonAJbwJAXmUtEhwXX3VD0JTxIEd+2zzBKIFslNo3bY5ZKK/sNjM/HzIIS7I4ZgjL89tej++8/YZ/x6vtRtoh9YVYirlVhJxnDulrPHbMaadnyobKKvbOta6WFAwHYfWuG8x8k1pTnK0zO0DtyI4UobZueu9REY9eO/+GtBrp7tr69Z2Y4vreBfMmxowgt4O0GeHx0Fur5BkRZe8gMVh+fomz6Tg5cuOQsrQT0rTpaY1kRZmtzyYQUEm/fKJD260RJ56Fs7FYcBZqHxoSDCrKy/dPYr9DcMcwcISsJf0pQnkAgHBK0YKyZxUkWBrKieZIYLN22Y6t9cSIRrlb2hTHwMnPi++OkTro0aOyVfJ0wdgw710vmZw8mxiW+Xi2QETxC5XatrJNHVeaj+wIxWoQSEbEDFZ0Ao3PEWLRjGB4XHymGUWRLHrpP2UhnutGEN3Mqjq1bxZzHWyEkuFt07OPoPkVjUPIYqtxgdI5YU3Y0s1FlnQCdF2ZI1iiRdVzyOhCMPKSUmOnPDJrbNTNHiMYBwQpzp5g6OA7QfYHYX5YVYCSWn7I/523JHmRvVjF0yJs4xpka1iRLYOmpiqOHsnQwHCMswUBJkJCDV/ho7tZE4y7CGB9qjjCGw4rHfTKTaBGDS2OvgD8mhpu09vA6uKQiD/DaY1OML9h1oAwda4c/LqFyF5nrXHdtr6NbvcsZM5VkfYnuFTcmQruITdGS6D9NitfNAO3rlLB8K+PoX+tagulpYsTZkgiP3XugMs2QnXCoMT5DEKwbGip3KrE1v7qXGgia4llPoknrxmxVYenzdv0bHrcwuMtH/2mXXFkSk1f38gyChCxUYRCMKOG549iPtC943PKWQPu6naOzsYfW7QKCwkUqAzpXKCm1odx6srB1X/bly9YIZ8GIToaKqASzQMM7JlxgT0LSppiswgmarEmgcOHroinQW7LQgNFqALFEzB5LMfIuhbRLJ7xTNhQSC+2FzCwjAGCJ9Fe6Exw1rHGVrIUo64zzOpqlDeRgCtOgLOb1FnxiKCl7ERtQMtcQ2fwGVsexBeRgClFThB3kTj49K9jIlKMEETGahIepk+pe6kHtWUPQS9os2ZyvNBA9tQ25RnRJs4JxuDCGjergMIH2rKHuzSqWCI5eOMT4lfbwEu9lvLh70xL+4ZQlnGWn4bLG2wHCbVsXMZxCdInloN9jQy0700f8HKkNTKZAm2ACZyKISjP1oqoMxOGxfcakhWZhT0J5L2ChA5GXkCP6od+CT4cXbzCDlxFFpWdlv+vDiQ59SOo7Mcv4QBA/t4P8DgLjSSDcmfD1Nd2gEYrZUaq1JqKjipl7YNwBxtseQHVIxGcphiwIRzvNgJmtb3OSIT9l44v+wZTpHE1g2VQ8wkBVm0uQE2ug5BttxNeHdJ0HgOLoGjAkc69mJRok9uUNEmga/3gvY6x2MMjhHUxQkfS3P/VZHKaxV7Jx33r2GPlai/sEhK8VlTMMxNEIINl6b5RBZRG8cX24kIhv24NVstSGfPX9trqPfxHBnRepkgqqZuEKPDaaxDRDfr5n6359hKIfwxsTg0zssXGmMw/+YMrfjw/s972jKcpejVMWiPZsPUTRYXwrQBR+uXbvo7HXawg3tnURwmKE6SBVtkM2/mSuMdmya0BzmzDoIuavako6D/emMMq2qxbyAuy7pwh/Ksu59QEuzO8Pc6ik5HccJuYDUxlFaN0gTPgwddSSkwLCxK5tuWNT4Xf9+hCGMOT+pES6HPD6oKaloyscFDwGoqgQrRB0aFQipnvZdtTUfFNA2PlnDe2MHQzRkWJGFG8MiJRYhwA0dx21oz+lcQ4lHwK9JIY8skw7cWVQNrpMjxfuTtghUkVNpjLMej58+xU0rk2Qbtl6RbenKGO7tkT7GfxDO5eaK8tQ4xQN6q+iFyLco3yMNISXESa9cHSJjQMfwaDuX80GtT8MICrb1tatAtPNgI19mUv4Y8cC5VHuStGLGFZTO0OEIew05QGotMJsM+TvVqFyTEypg0JagTLNY1g7XewBn2gtj53cuygN30cYe8Cs5wCE4fsWbR/hEf3QVwz/kqVi8SYvmWNsSR3bkPYkPIKXmZHd9/JOTc2rGfrjjwW31yh7cACss4vznaRgasl0KWDGoOAwQ9X0uF0qrxAdUV3mDjzac33lTzQbuWUuIMo6T8O9k1VgDz11uxq7BbILNSWj5pwPL3OHnyoQaBEzULLqc96E9gUCYvAZn/Wh0goVfd8It86GRzlSeqf/IGvOorz8ypetEb4oi7Ioi7Ioi7Ioi7IoX2ZlkZjJ5cvWCGeZXiNgCO4hfAOV18lv4Kxr44Gz640AvLFC7boSBvBkfXo2HL2Zl1auwrmM8dLw6VVmc+G/gupSO56UOzG7SgtUK22uCzQ4c1/7Eh6J1+jAMVUYT0HHtWSzhmmELhu90sjpxCtznz3p6Dac+EfoQRVOAKFat16sKnIiQEVTIWw3+Tsqm/MoBB6CI/KuLsUu7FkZ5MQEUq51OCnFynDXGecevChgz2vVdEwpsvSY/1l6HnuNi4ZkphMdSNtfAJQQME3KKu8JtAIFScQ4uh1CZcQF3Ws6r0XoJIKrbgMyss8o2wH3db7edpABKay0de0dIyEkAEAjYJ7cuBEzmwvCiq+3LC/k5agslzUAGCGs6BAzzkhOLKrWuyiJu7psKa5v2WtABTUMyYckhoT0VAchsaZU7cDOt5i8HqXmuVK0PeYPrxo+M+yoLICsWSBiz4XaZx5DF1QqmBdcVAYoSp6zXmI4ibZoKY5a6EbAbBhVpBASZEYHyoXBlzooiYNd+1Y2uxbiqToxR1/yrmAISnDnRZSXX7D1uv8unksiL/l6b7nN3nlvqYGi47G4kTCGRXK8ZsZsGJjjf9axz55efyqgqd+9qeD3Xmjrtcrbbn4bAVSxQdenCMtc0Z5A0Yp4fch7nhPvEooTcPOuj8C4pC5RwkEklmJOppvnpy6bynk8ZxUkefmmWwFfN9uMEB0UKFs1e4NEKijsr4CUPNPGE5xwV645XuiiIRATFCddCbh+Vb/BTB4wBDci/udQu2Q6Gw2j5wkHocq7LplN+4LZLIpezOOU9iRUEXC0U3tAtkIww1nlGHX6AVKqSzDRzPteRoJFeIq2B7/tIk1GOj7msBEw00rekhBbNpJTRU62Pl9tuDquxAxLlGXg1nFjkJxq87oDOHErWWi3viiBirQKtBIsbKRDySxDRjrYkkoNdAgUxL9vpOC5Z8euTgSUPIYnEoG1YU5/HSrejypp3wl/Un7Jd6oALPhkhOOQl6Wx+ygVb1YzjDgYla0fmGs7HIEjSUKDtTnsc2jORSfxEpphNYAn6jVkrs3CevHrd8RqatjPQaI5Cmsf6urF8I5Awh/U8L0AKq34WjUrAUPzbFJBtp0IkK4haBWg53RYWERKK56XonLQnzoyxXM+kPzuGilAaBSo3O679g8W9gKcjA4Y4ca8jOnnuksFeI0PD52WSPUH+ndRXn7ly9YIf9GTVKI4hNXY1xxakpkTFfFSQIcuTAYN5ISD9EcSRd9N2lpQQKXgTH0jwFn/Yr4OBtBGIKLsbpUbDi+5G1rRmXqxFpVmI8Yo4cJOgWJDFBpMf6YDH940O8EwwYpxIyeYY4xkPCWM4Rc33i/4eWoG+Mf1YhRZWMVxHfLNMaspB28NMbvD7kgq09wmWSheHLUvOfRnfAlv7DinqoYPf586rDJME1gFkg1LmeYMpREagCSDpDIc5q8NcMCG5tWsYONXTjMYosMSaY5yxW7A4VEOSdauTHLeNP1BgpQ2yfA4g9AhtyM6AnTkRGtqJTsIwQaVCRRjPuXIY6NNTVIOSaIyDH+R7QBl04M/SLkfW7fc3KhVU4GA8eGi1AzpqPoxQwNkrtmYV0kJHUQACSAZT3IIX6UaZTuk71QsfBLeHLi+0mAVUDlJIaivqlBCx3OHQ+WEM6pAoLFXb2gCwcA9uw6bq6RgzHxtqAH2cFMroBol0dyteJ6LvLIUhLAsKLUqIjwFdf9d9tlffBbikQe4fxgbP83gJXY8RaXhTSoEB/agUos9AUC1G0NU9ZyXvGn5h5rnhp7bw420hpD9LGGUVcmrx1hQH+baO4m9FLZ9hg5187+393IUlVpZg7U2woRyhqz2JMOpylg4w7ty96oiyQdCWYLxqv5E23GcC6PP16VeG6tQ8r20J9xBwTgIipGC+0UH0tEuhvKEAad9wUZ8lUv3LgDM3KQyM4dnl3xo0IHk78o5B4ito4CZ1u1VfF8jnXOkCgS8xLHT1PkmWjmxMu1LFA3X91XksVErS7DBagS4r7UvXF8Fcu5QBv5u3pZo7BUoQredOqNYnaCerXMVykiww0gW5kWxu1Vo+52dGoFAvcEJA+hKuvry92uDTdiDIB++HbzDjp/LFzByfs4JZoOxeGT7ufSly+eIBDxi8xBjN5dUYU46n4xhaIpVsRX8uV5L5+FelS8Q1Id63x1Mw4FTn67Ck3OwaHo8h8pYIjwG90k992VuGM8eHVYoSISqCnDCaJ9nPipbCmXo7svOtfnDcCShanaUuXerCoXbi+v5UhveSrh1wJMnHHV8jZx7PwNxwtDm+VrAOYL+QCk6TmjoS2ByL5uyOBzU5cVH8Y8oH/vYx/DWt74VW1tbEELgwx/+8Im/CyFe9N/73//+E9f94i/+Ih555BHEcYx+v4+3v/3t/1fasSiLsiiLsiiLsiiLsiiL8mVTXrInfDqd4sEHH8S73/1uvOMd7/iSv29vb5/4+Zd/+Zfxnd/5nXjnO9/Jv/vZn/1Z/I2/8Tfw3ve+F1/zNV+DsizxhS984SXVo056BAAVE8xAC/be1J4XANAh2NNUNoCqXaIklgXjAYEiQYKWgfQM/77mBteBQNGuw2+SveKictK4VQQ0/BwjCjOXkeCTNJfKJmwI8lLnyxGEJmnnXCNZJyn1F4YsBKFDn0P2RknoZsiwkaIdcKKGyCoI8iCroynkBnmAsxIVQV7KWCJ6dkD3anO1ZGEgKoO0TuZUgr3i5WqbE55gDBq7NcbHeRqC7RGKjk1aNBIoa5aXWYXgxrFr/koT3rGNdXqhx15bVNrBBABuryzdMV7MMpSrts5pX6IVe8y6AqU4+VRHAUcU8p5zT+g4gHc44WuCEfX7KIX2rBfVP5igaEVQVMcqdHLF/u0BgnCZn1cnimnlsUfC+Mp5D33BsvPal6giyR5zYcBSzUtHUxYEUlLCn5L3Os0hEuu19SYBy8uHBxm3VZQarWvKPSdQ8F+wmZbFA6dYzMYogYrC+XWCpW2f4oiJjgIOp6pUs+BSMCyg44DbVcaCvXnNvYrnYuP5GfK+jZj4xwl07dEvKigSLhFpycf+YH+AyVedQbQz56qpx60j51hQXCKpeOQBmE993tbjjQ9xOB1wsLCy4UFWBulmi/9WS4iblg9vaF146WYLjWs2Add4LiqT9zXPk3wpOhFCF5WV0K7bYGAjZE2VoWxrnGDdkicT7ryZ5thxMC4wXadxrgAo4aS+leBQcniQoGgTK8mxZvlzVRjnOdf2PQPsGhcOnay59gXCQ9I66EaIDmx/TTYDZnWSuUayZt/7eDdDRkJQqrBQGVvfEtqv3+kC0fG8x9exYcxDE7QHdnZ5SYX2Teozz3n2tOe8fzLXEJWLnqhZxaxXaV+xOIsOJb/f4WEOI2vBMYmAGF/KJYG4lqPPNYx0yZuyBPxZnUkIxxzVVCc89w3SQPNmFcNRvFmFxr7zHitKEA1HPkRpEB7VDC4K4Y7N7ExOd/ieVSh4TTNzEZey4SKJOnQefSPt+NYwQyMlP6Ns+vBoXU7WwjkWpxr+YWEM4cSFFWovrvas17d+ZyDgoggGc1APx/7hFRp5q4Z4gfe2eT0KI09GafyphpfU64YT8dG+E6aBAWtPhMcnPfLRUa1oJpjZpwwttClbtY1pX03c3MwMr8VCO8iLSmy0AgDCIzdP/am7RhgFb1zw3MzbiqEc3qxidqAyFKwF0bpdYLpJsC4pTkCK6pKs2MhL7a2XmYb2KIKblNB1oLVyfQrhEirnhYKMhIuc0+/mo/GchDstYc5TNNfpJb28ygITzuUlG+Fvectb8Ja3vOUP/fvGxsaJn//rf/2vePTRR3HxomU4KMsSf+/v/T28//3vx3d+53fydffdd99Lqkf/KWtgHD4cQE3opSqA4JgMw4nmzaFoe7x4Fc0I4a6PzmUb35xtRbi1bxfK+FAgIUxvvK9ZGCQ8AgsrRAc5prRpCQARMSw0dgLcPOwhJGRB83buQl31hBMCMilQdkhR8uaQFSy1r9C8ahfuYqXJxqs0BmW/yd9H5YRIgv0Z0k37Ny9QFt4CoFpqsoFcNXw2VkXXR3lqmZ4HaBLr8WalZQKpw+yV4brHzx8ivUAGthIOgqJcWDff6rqBMW7TUEmJcqXNBwo1zrm9ojIMsdCdGP6ONYiKbsD4cDUrYCisp9sRJLXDSw3UNGfYilECCOpVzvW3N6kAQcbcKGFjruyG3NZivcWLZtlvQGZAudygPhKstpif7jMTSHBomVcAwEQVvAPHuFEbCDLTHAb3xoXtL2JzKaOmC/OutlGSsIPMtduEGgEEfb9sBWhcHQIAsk3Xn5BAshGhRTh7NSuQ32nfP6HB88woB0swnmJcvmj4KGkOiLJEuE8KlKHHKn1GUN+R8a4yg5CotLKOZMq1fLPD4dxiKWYWiKoZMIuECTxmx6k22lC5gUiJxaQVsXhUGQmuowlcvoAoNco3PmQ//84TyN/yWlunqQu/+qMKZdPjDck/SpAR64sIKn5+cJwiOWUPdY2rA8bqBgPJ8zkYKGaKqI1HHThojq0TMK1CeCN5YkOcf4cACxup+2e6EbAgj1ZgTLf7sv0v3WggGNaGqGRaNyMAPyEqymnJxnIZCwf1WPHhj516rT81bEjICpitE457ULExlq4EbOwULYHmC3bOTe7s8n3LZsDwimBUQbclcklY1EHpIICFa1MZKRbgio80U7H5U6cUqQPJrCWAhRvUEIJwqJmFSmaa53+y4TDs8aE7EMoCjqEDgD9yuGR/phmHHOf6RN/59cHGgMWF2rc8PoiXsWJKxWBs6TABa5hpX3J9G9sJZsQgI4yj7vNSzYfZYGLg0RiKiZkz9AXTAsoCgJiDe+SG4WNGCRZ08yfVHG7Yzc14L2dHRLSbIppnTimNgz96voOMSZdLJUrD88yyz9B+2lA8F1WmERIkTVYW8lLXV/su3yDey5At13R6hg1Lb1ahdbM+JDlmlrztFD2XnpwiubPB/SkLjdZNuz7k/QCtbaKK7Co+yIvKHQ6j7SmM5w7ltUrw+PSciNmsIlXZmmGkRFWzjRUGjV1a57o+QvtaoIokmkTjma54fKCTpWBnU+dqiIMHFbMbydIgIlpEHTmcPgTQ3K4PVR5TbJax5PelaLp1ORgZBHtTqCzkcauhJ1Xs8ef4cGHtvtzLS4ajvJSyu7uLX/zFXzxhbD/++OO4desWpJR41atehc3NTbzlLW95yZ7wRVmURVmURVmURVmURVmUL9fyZ5qY+e/+3b9Du90+AVt54QXLdPBP/sk/wY/+6I/i/Pnz+JEf+RG8+c1vxrPPPoulpaU/0b2P77Zwi+bKEGbZnraTcYSS4CGNXYnZmm1e1gdGF2yYdbolUJxLMbzLnqzztsDams2m3BsvI9qwJ9jhxTbSVeeZYVlpL0BFzBZFCxjeEdB9DV6xtYPnnrgDADA6H7LcNj5Zx1yBfLnBCWF5P0B804a+0xUfs82evSw3gOlzW9MV8iDkGl6sMN2seVGbHGoXpUa+ZE/F8ZVjaBL0SVdDiMp5IGqvb/cFw97coinRugH2wIjKcwk1d60gXbL92LmSMITk6N4IMYtNOI9z0ZCYbNH11wSMJxAeWAiA9nx+5mzdQ/smcRUPMkzus7rEyYqCVrbtVSDR2CFhjjn2BH9mMDvTYkEZNSs5oVGWmr06Vewy0YuVJnsivWGG6UXrBfVmmmXuW7cowU7UsIwK6Zod7GgvweQsSay3QkypjSLXyDfsvaqGwugMiXnsVlCp9UJNzkYoIwEd2PGdnJJOplgbhrZACPaSZKsxIpobRgoMHrDvRTisULYD6rfEwp6IcWS2EXKofbaqsPwZ67IxUcBzSPsSJSWlpkvOy+evtJhdQhUGY2pf+2aBotvlUPR0S0BWtcfRYHLazrnO5Rl73WQuUJ6xfWIEYBjaUvL8MYqYFNZc39XwGXXaZyGecOA460VlGIKSv+W1CH75M7ZNr3+QPaI6VNYLTV719FKXmRHMYO7dbXs2UgKgakXsYSzOpQwhKS8kSK8SrKu0Mur+uJzj7bdJ3m0vRd7XDmahBEbnQoRDlxw+Hx73pxrerBbRAdJlj72zxnOh6KIhWavAe84g69YeRsmczeFI8nfLyCV3q9ygaCuGAOQtyR7ZvAM0b7uo1/S07d/W7ZKZb8pY4OhVfR7Dei1rX3VtSpc9ZF3BXr5kzeeQejABRzZU6tgiACDr1qweYi7RWzLfs/YEZOF4rNMlCXlAdV/xGaJTBS5RbXzKYzn6vAuGQfiTCulqTL9XCI9LxoLYZFB73WxNoHVDc3sjkieoAoHZKiUMF44TWwfCwW8ERTqo7ydnG+wVTZZcO8pYQZb2XnlbuChU5bzHZWwYOhEf6hOwldmKQos8r6Ozjp99cGeAaFCzdDhY0+R0OPf9iJldqtDBlgC7jyXLzvte3yNb8vkZs1Wf4RbZEpCu2Ht1X3DiR5Mt8uzW/OOJdpL2Zczzb7bqhKOSVR+zdZcMnHdqQTVAUlQ5XYs4qbhoAVnf5yi10E4zRPtAQUxTOnQiPhAtXpe7LxhMT0fcv6PztQiVgiwNklXaOyIfBSH3gpHHY5L1BSdLR4cas1UXvavfncaeZqG0wZ0K2ekCk11br26iMaX2BqPAJQmHAqMLdVTGPhMABndIhEN733QJmG3SXO4IjC91mcVHe2D2LqMEQ3xqdpaXXVk46Ln8mRrhP/ETP4Fv/dZvRRQ5vK8m8Yof/MEfZJz4T/7kT+L06dP4mZ/5GfzNv/k3v+Q+WZYhy7ITv5OzAlJ5SKYOeC1GHrwJLb6J5pceQqK5U9MxeZhe8DjsVAUCSV6HqCVSCkv3j8DhTX/intu+oTE5VWe7A80d+xZNNxW2Jx0OL8VHFavPQdeZygbB3hiqS3AHT3CovXkrRUlCL96kgCLRFVFU8Cau/+QkRadl3zDGagNQR2MEdVxDu7Y3bkyYHaWKfcYMT77yApYes5CXst+Ad/kWws4F2w+jgsO08Y0RjLKhVTnNMbvTQnfaN0sOv6tJhkDVxkaA5m2CO5TaiupctoBQsbbC9HgqCxHUrCk3dtDAGXuNaSC+TtjtZgBFDCMiLWB8MvTvX+JQOQCISQrP0MqvFMwZuzJZsSZS57s1BCpa8XyPDbNwd4reZYIf7M0AEzB8x3iONlKkOZq37Irm7Y/RJ0Ps6IEYHl2vkhJLtWCIJxF88brtK3MWeddHfMO2SxZNVmbzbh4wxaDuxEiJnWflEwNg11oCnn8aNZLbP0ogCcKB0QThRhP+dSvW0yyXLEwHgD+KGPojxxm3N7hxxDAelXbZOAp2xzCew6+2bxKspjTwD1MExySI1W0wPtebaWf0jRP4BKsJdsZ84DGeRLFMIlDPbTsIUa+FMu7BJ4x2uJ0zVMSfGrSes3NTTDN4y9Ygr+E8AEFQXv+g/eETv4dG8Gr6fQGZl4xJ96ceM2VAGcaEq4lC0SNl1YMRWCrnuAn/gLDiB50T71Ha79i5waJLVqwnqXyoRPDGIiuD1u0C3rRk+IFVLXXh7Ron700rqFSzWqSRgjfpeC9HMIj4YfWGWoen7RhUTG0WDh32NRgU0L7kA0PR8Bnu4Y8d9MOblmgTU483caqIcmwQ79F74EsoEkTzhhnUqlMl9uba7SUVEsLqeqlmnLLMNTLK+QiOc+RE3TnvFIgOCxhVKyca+NOK6ePyToSIFGPLpg9/RBCmUCFZpTyWkYXH2GcrFibSvkR8fWCft9nBdCvgg4maFYwdFzqAN7H3DQeKDarwuGDIgj8qUdSwpXGF4NhenyzFiG9PGf5VBZJzdWQRct6Qyg0CEoop4gDBmOpRuH4YGMnsQ6owUIlEQKJU2hOcu9DcK6ForWnfPIlnt+0xCEcVH9ZkqWHIUVI2JBo7ORtt4bFEY98dQOrDYjAq+aARDtwh0yjFkMjmrRSDS+QQ265QRZJhNv64QrxHB7xbBTtRIk+4a6Z6TnjHsJJrFTh2lOA4R+U7asdgWEIQKFqlGuMzlDOigf6zlPOxEnH/+qMS0TE9e3sKKAtNGZ7z0CKV6WBUQhaa52Y4dDkcXmaY5lflDtpnoTruMFDDSdIlheZNWteOW6iu+YgGNA6VQUBCUPGtCZKVLre93k+LzFEqtm9IZu0BJOJde9+s10B4XMIf1XMLLF6mPYnosE5cw6K8zMufGRzlt3/7t/HMM8/gu77ru078fnPTgu3mMeBhGOLixYu4fv36i97rfe97H7rd7ol/27//639WVV+URVmURVmURVmURVmUP4tixJ/fv5dZ+TPzhH/wgx/Eww8/jAcffPDE7x9++GGEYYhnnnkGb3zjGwEARVHg6tWrOHfu3Ive6wd+4Afwfd/3fSd+95U/8OPIlIDJFacIB0MHP5jva1HOnaonBqpZIG/bE2/ZANKMPHAJkCfkCSrg5HRnLsvYSHDYswzdfWUBjJMQAXmr9Jxwg+MIlUjOdjkJR1bAjOSr490Cs406WUpCdl1ac+2BkIVBtdXAdI1C7f2I6xgvh+6ZGzGHybJuh8OFwVhD33eK212sumSV2WsuMOwkXfGYF9ioLt+rCtoYn6FQ6YFgb4i+2GXRguE5D429OuXb1tnr3wnAirvIok7iAUb32HB3cKqDvO1Cu9k6SYhXBpMz9hovNVyn6ZaEn3SdkEShT0gnTzbrsBwwutP+YeniEsMMjAQnl+mgzeHmYNCEDoCDh6xH2JtLmPMnmr0341es8PwKDiXGBP2RpROqULmBfIWdz9qXmK0qCGP7e7LpcZh49uAp7rvaCwkA6dkuBDErpMsesxRUDeXmQ9ZD3lEoH95y9ZzW0KMKozua9LmB0Tl779V8mb2j47MhJ0jFXZ+9f3qOs76MBaKBz9dlPSCgaFN0VHBS6ei+Jcc0ULU4KVEWLiHQeFtQlDBZtH1kPYmyYdvY2M6RrNX87AJVm8Ku53tOiCdpcsLfPCd1I3g15G89DgAYftvr0fviENMz5H0flewpQ1hidsaOgayA6XotZLPOY2t6BaYXCErTKZESTKXshFZG/HQD5vMCoKS5KjJoeTmqhpOwNsLyM+tA8hxVmWboQ952a8jktA9ZgBkXjAAyCiXnPZ/FPLKe5PB4fABue9p3kt7xXomQpNCLjsdzHACm65LHZ3rKIBwSJK4tHR9zJDFdc4mHyapP/e68oONLHWZmSJrWI1rfN29LJCv2c9H0EB/Q+1kahrOkqyFmFPL3OopFq1QeMFzCSw2SVR/RIcEMVwTiPVuXbMlJiwtjoSqADcerrIa5OAhf1hUwqmefvaSQLgmOHGi/xd7zvK0gNmvxMseANVsPEBBz2mfdNAABAABJREFUSbIaMKuRVgraC7l++XKMrOvYjxgmc9ZHRcFamzDq2mQ4emiYdzu6YwTzCTv/xmsKjV1wQmPaV9B+LdwGlGeo8ww4YZ6l3pUV2jF1ArDn1vQqFIhCyXCNouUgHY3dEsf3EOOH8lHQetZ7vsToLME7u0BIRAWzzYjnrvYJelNXouux2FQVSczW6jkn2DMNIZCs2Y/e1IkRFS0Hy8p7PhKCvxRNYHI6YHY0L5GYnHH9G4wD/v7oXD3/A/5+YyXG8FzNGw+OagctH6oAv29VJJH1qIra44hY5YPnOITiyKVlnCGxsY6AP6shUBZeUsN98lbgkvK7LrF43l7QPjDdsmNQNATrlRgJjC8QjLYlMDofMExH5cBsw7a9CgTPuWTt5Wd0LsrJ8pKN8MlkgsuXL/PPV65cwRNPPIGlpSWcPXsWADAajfAzP/Mz+JEf+ZEv+X6n08F3f/d344d+6Idw5swZnDt3jjnE/+pf/asv+swwDBGGJ/n+wkwBMOitjdmITpUByIhO9j02yLMlZzhMNwR0KR22zwPWejY+dOtMhHDNYsKnm20UXXvRVEs2dtMliam1YyEqZ5xnKxr3LB/hWcLCBiOJjBZsowh/aQziGyMOz2d9H70nDgEAg4eWOZtbe4KxrzKroMMad6YQHuaMz40OSwRHxCLhSaYGDI5SZF1bj9btnEOV01MhZ4arLOAFL1320b48Qt4lWMawwuQUHUxGBUCLZ2MnQxXaw0vRlIgOiaLrMMXwkjVuulcKNib9cWXDb6S4Gd0q2PDOGgLLv2t5wHS3AZXa8S0bivGU6UqA3hMWaqGbIUBhuXAYw0iBkMLdKikZvlO1Iiwd2j5J10KUBEuItocMdyhbPivteZMSwag2xiTKJrD026QMAjDjDITA5KxdADtPDzC6u2efcWeG1q+W/LzIoiiQ9hUbsrN1H/7MQBQuBDs+a8dw9ZMTd+goDS/Q3rRgYRv/WGB2xl4T3ZxAN+rwq8HwjgBrHx8AAJKz7lCV9Xy0rxBDSexhaVZTozl2j+7lxMEltEFAdTdKIluyz2julAiOc2aCSJeckmGy6lhJWtcTFHRwLCOFaNe+R/ly7ISyhjkz8ghtBbNqyAMAdC5buM7Bqzr8vPj6CB4J7ohKM2TLH7n3Qk0LDL/t9fYe/+ETmL79EQ7NZl2P2RsgDRtdgMMNN27NMDlH1srYCXshUVCEgEmXA4xPS/SfdYJXMFblLqs8yMw5AGpGC39SISRIRdlwB1AvBQaX7LPP/FqCsulBlm4pruFjsjToXKHh8YDWbUet588c40ayTFAWT2Bwh73P8hdzhoMAgD9TEDWNY+yjsW/nVnCcs5HnzSoI2tWNsDko9tmCxUi6z83YEIj3S4zP+mjsErTruICX2ntFRwUzY6hco/Idk0f7Vl0npyYZDAsYUvT0UivEVBuWrdvugBMdFJyzUYUC0WHNXuPGTZYC0UENLRGccxEcG8jCMRN1nhsjJ2VN9BQazw8AAMevXnaib9sZY4ibtzJUUUj3rRAM6b4bMfxhxuts3nUsSa3bJbfRm1Zu31E+G3bRYc6wmuqJLoqG/X33So7bbwzQ3KVD1lF14hAa79I6txoyi0ltcgnjDH4AiI4rjE8RhCM3yLsOkqlSgaJprx1e9BESdCI+rCBv2vuOzgX8HmlfoqDXpf9cgbztxL8qXzAkM+u5XKoylmjsU26G9ByLTwX0n3FsSwwhNYIZauYNVFkCzR23Zkw3fXQvE758xdEaikqid7kWBhMIiM2laCq0bhMl8RnFv2/dLjBb93k/b93WkEXtuNMM6ymXFFaetPedrit0r9DnDY9hTuEAvH/HBxKz0wb+1LahebvE0b10oOz5js5QO+GivCPQu2zbeHRPwBj0ogluUxl6aN8oMDlD8yYCOtdoDsQS6ZJ93sanX66g8EWpy0s2wj/72c/i0Ucf5Z9rD/W73vUufOhDHwIA/PRP/zSMMfiWb/mWF73H+9//fnieh7/+1/86kiTBI488gt/4jd9Av9//P9GERVmURVmURVmURVmURflyKLUfY1H+Txjhb37zm2H+mB58z3veg/e85z1/6N9938cP//AP44d/+Idf6uO51F7c4902hEc81AcB/BGdOHdcZrnKJOI94hquPEwuOc+2PwaOJtaz07ipMBP28/K29QgCQLwHDqvFB5rDmWlfcPJHeChxe9RB5wX7t+i4gpfWp/06VChQLDc5VOqPS6Rn7I07T42cJ9PACdnMZYwHQ5voVYd/dSiRrRN7x84MRlA4v+Gzp6xoOkGW1o2akoPgUbIOPVeoGgGHyAGgQf2lA8VtFGXFXvjm3lwSVxGi8zyxytzV4L6WleW/9cmzl/fbiA9qsQkPyR3L1Hcph+qnGx6a2/XYlEjP9ujZjtd2fCZA93LCHkNIgXzd9p1/nGJK/WiU4OzxshOyB03mGhGF7cuWx6HN7gs5wqMYs01iQTkqUFJyo0or9tDnK032Evq3QhRdBy+q+6dzJYV3ZD3qnVJjthUzLKmMBBo75NFqBoi2rQe4WGrAqJodwIOsE9OWQsflvNmER7+XaYXmToWySyHqwklTe7MKGSXQRXspxuTpXfr8iPthdGfLwZkOckxOUSJn6RLFjFQAAidxLaxnCLC80PW4VZHHHvLosES+bOelP8xQhfaz0Bqq5r9teJCFY83wpgXKVs0CZJgPt+jHKDp1wnLFSUpl03Oy9XmJ3heHAIDp2x9B/OFPofy61wAAGtspkg1yx008aI+iC+McsiTGmNBD87qdv1CNOREgn5Mwm9emELoBL6kcH7iwgl5NLwPU3Jpo6uTL0nL2woospWu2HpUP9Mh7l67YiFTtGTTChvsByyE+tGRLWP9MxawiwgCShVccj3AVSvTJU6Z9Yd+P2qm/pNjLmK4A0YAGuPJRhnNrDcEPqkigue2iJ3Wbq1CxZ7JoKjR3XL2M9Pn7ovI4gdcogXBAPTrKMd2sE9Mds4vMFPdB1vMQHVVo3rIuwNn9TbSuUhLkRsRRDuN5SFtfGm7XnpMjL5tOWCvZbCDrSY445ssxJ3/KwmOWo86VBBklzxcdn6MnZUOhqNlcSsnwA5nb+V8nHs57bvOWdBCLhmRvfRk70aIqDBkqkpwusPz7NfRCwR8B0bbth+HdLebHnm4FnHBcxnPc9XPTMBxWc/AUy9gEAMmyRPNGgsHdNA4hEG4b/s6Y2HKKpkRFEcPGgVv7RQmE9LpUvuRoWDA2gHEc4J0XUpSRffeDkeNxNwocPZGVwdHd9H4nDhZjPCCyQWJK2q3hHAJ5W82RJmgM7lT8/XoMVApm6epdzh1zybUJRvdaCJyRDiqadzzE+yXKWksidpAOW2cHMxyer+9bMNTNwlTrPVcwM1DWE/BGggemaCkENu8bje0ERjX4efUcCAcGRbPW8AD8WrxJCQepVALJmg+f7uVlmIM3geGLB694uar1LEpd/kzZUf4sS724xL0UFVGm5T0JQ2pU2nNMAckqEI5rHLUAhM08B6wohZREydQGvD5lH3ebrJIZDAVjBLOuYEolS4lkP5cxsNmY4SBcouvcBmPmN+j5MG8g4Y+JAup82y3Q86ppnlPQ075EdGMAtWnp/FSioWkD1aHbBFSunfCOBhsuRdODIvhBOHCKlMlSCH+Uo/OYtX7TS6vICYfbuDFB1reLVtVwgj5Fw+H3jBJs6HSfnfFnObUGS71BeJMCBWXC522Jxo5T4vTHpOBXOpXLou1xNriRwinUDXwYT/JBRaYVswYY3x06hLFMEHWp66umBao1wuLvZQ7L1/URjA0bD1VoVdTsWClmObB90qbfGz7Wy8xA0QEpXQm4vslGBO3BheeLOexmIAEy9KtIsVGsPQHUtG7CbdjwBXRVb4YaaU8iJmNJ990mn7cUgrFTWq1p5AA4isOp5gOdzDXTGxoBNtS9qT181HMLxolgJCseC/fIQqN1xe7M2VqT51a2FDnhqKZT3tShZWioxzDvBvDJWLJiHoQPHud8GA4OpqyE6SUVU7zpyGMMeDgoUH7da+D92mft8//y67ivVeb6segEbLCISvNhVhROERSVYLaFbCXCZFMh3kkdC0oJtK5I/Podd6F1VTLdGIQdv7wXMD4g78Qur0QJDC/YP6x+XliRk3p8DZi+0ijBcJis6+5vhMPLqtwdZIqGYPy8PzPwJ5ox6cI441AlTkHY+ILXhyp0ML1arRE4ib83SnI7vOSkMrHKDddRGLDBUCnFBk22EjJcQRaAqPtkbp2zoika09Mu16JeU4R2Ikh5S/I7xSqYVHfMUSJqEvySpVWJ5NyF0jALVBUKR1e44SO1SyzaN8H5KuGo4n2gdT1lVg+j7KGyzvUxHpiG1ksN7xEqM9zXQru+CkYV47O9Y48PYcHYoIqB5JQTqqkPpLbOru8570iePAA4RVLDtH5GCsy2IicUAzAcpWg4ykFZAIZukPZPzo2SzrU6lPx+VYF1MNTzbHo6YjiKxdm7utVYfn9qmH3MKDj6z1KgJFHnvOfzQa+MgPjIifqUkWCjtq6b7Rs44am24v003WzyZ+2D+0BogyqSLKLV2HXjZgQ4D6LyBfwJ2Qt9xVSPyYo7bM0fhLwpoDcN94kwxuV5LIWYbNXQM3COVd4WiI7oBsLZGLkTuUbZsA7BWkCuioF4v34G2AHpO2Tly6ssPOFc/szYURZlURZlURZlURZlURZlURblxcuXrSe894J1EQ2vtODN7AkwLoHGnv27P6vQvmqPgcf3NtD9fXu0DM73kK76aGwTj+eRxNVtSiq8DcwonXzt8QwHVZ2EY1iqdunzE4j77fXaF+g+b0OFRsZ4YWUdPfJu9H9/yKFsUdYeAAOZVhDEKBFfGyI9Zb3MzWePodvkLlqNnYBLZWCkk3rPNzrOe1lo9s7KpgefPJ/zYd5gYphPVncDrtNsAyiep6TFgxxV5GH0epsJE4404v2aI1ghGNrvV4HzxoXHFdIVN32YOeRig5PthDGQuUFF7TVSMH+uPy6sNxIAWgFL3dsxobE5AHsovWkJHdr7jM8oRAcZvDqiECr2Qsi0YolrlWr2wInSwNQRj9UI0aGtR7YUcPg0PMpxfGcD0dEcowV5W42ak23uxewVqloVgkFG9fA4TBrvZTDEid1+7BamD24h2ptR33eQtwk2tS2hW3Pe+hpCVWgWIIIxaD5HcIu7+txXOlSIBpoTFOPtmRMXOi4YQlI2PA7HBsOQJeWzXodDyUaC4R1CCA7Ta19AzDQUjW84cgInsrTjAlhYT0p83jXHLQBEu1MYv+bLBwQlO5UNhdH5EN0X7Fj7oxLJBokOrUu0rtGcjT3Hdb3U4Pv6RwnSS9Zl6E89FhXJuh4a2ymyv/w6W9//9mlkb7Wf9XoGoakf9mfI2xTN8CULI3njnnvGSGJ8zk6g3pMTeJseZlsxe561AibnNb5u8wX8wuYKj52oDBq7GYxyXnWVag4xF00HzyhjC2mr4WNGCoaFydIw+0EwcUm7onSRPBgzl6wnmUtcVLYegmW8HaREuOGxXszaK2WM81LnAo1r1sWo7+yi9tcYT5xIClWZiziKyn3fCJx4p+vvyEyzYI0sDWRVr2WGvdnal/Y5tZhSMLcGhZLfI+03eS1UuYsu+VPDSdxGADKjBD3hQ2gnI2+UYHlw2ZbsPQ+PK4jKRRDq916UhsdmfD5GeFRSPxjI0gn5RIclR46MdCxSwrh3TOXgiJv2BXttjS9YeEd7wsK/hjVO0OfkTy81UJToGx0aftfFXNJwcztnT394lKN5i+BtvRDh/gzZqn2fxuf8E9zzNauOrSutU7sOjqKVYNEgSDEnYW8QDjWz7TR2c5SRXeMbt1Ok6xGNg57jvC8xW6sZncA84Xkb/I7E2zMUjZrpSUCWhiM5XqKhmvUa5qIp/thFB1rPDTC+2+abBYOcE8hlqXgMVKYRDAsUDYrilm7OhiMN0HsUjDWm67Rv3iqY+SkcGo5wB2PJhAnekoJKBaKjOoxgOME6GBYIh24PrZNKw6ETfgrGmhmPhPb4nfInNlrU2KnHHSxeZ/eqep3Fy7O8DKkC/7zKl60RPlsnYYfNFIiInWISomzWGCiFEeFgk1XASyxMZHxaItsomf0h7Ut0Tg0AAJNZD2bDGgX7D8aYnarDTgJlkzY6r43Zun2C9oEqoIXsosGF83vYvm2pUw5f1eUQlLlqrxeVQdENUJCRWN7V4wV+ck/fKTrONLK+3fyNJ1z4VNvNnKnQpLAKcLAh9bTGAO9n6D5lDyBVI2DWlLyt5rDxLlxctjyotHJ0SQoIZjXjRzzHYFCi94y9b7LhWC9UWp2gpKuN8+7vHaHqxo4Ro9BseGddDyFtrEIbmBoDL4Bs2S6EeVehsWNXayMEr6qisn1RULvmNxRI8MYKIdAkrGPeDxDfIgVKv+EgBZmGIDBe3vFhPGtAA/b+NT7YKAHt+/wMFlDwDaqadaVW0AMwPR1z+5KHT9HG1KQ+Ao+hzJ1FFOxNUL1h1bWXukTlGscPW/x8MKp43ERlEO07AZvpmSa3fXQuQOum3Si9ScGUdGWkWM1SaIP4oOR6hMd0/TDF/mvtptXaKWF8yYeLZFmcMLTKM6SYeSWBRwZn0fYAyvRPN5qIb1hjLl9vOfjAuIRWgoWRZqeb8MmQhvYwOUeHiTmDBgArxGZrTWekhYqxmeFAI9mIeI3P3vo6hL/waXvbt74O0Q17GJ/etcSCLrLQSLfs2OSrpcOjb+YQT9r7Ts82MNsgA2kOE26UgS8qlG3NzzSewPhsZOELnnt3g3GdK6GQLhNTRWZQNCTC41qYRjl1SWMpEOuxro2CMpLMfOIPM2SkCJm1HfwgOqpQhfKEKAorOm4FDCOyQkF1zknF4esyEkjOEgwtEAxBkblmo1LNKgwvhpwjUDYUG6ZVLDmXxcs0Grv17xVT/qlUs3BJFTmDKG9JxDcnmJ4npqmJRkXvllYWUgBYY712gkxPRQ5T3nFiMJ2njpCc79n6xdIdXkBGLs2tKhBOEXJFsQEoNJDXeOJdzfCk6ZYDDLdu5bb+9ExvUkCT8JA0BrJ+RZXD/fpTzTkmZcMpm0Z7ck4xs0K+7ESegmHBe0SyEqFB4mHH97XcwULW881Y9o0aAjcrmAFIBwIwMb/T2ncGa9ZxsJN4J+UD/visG+dgojG406e2V6yS6iUGZeSYdKpI8Zwd3dFA+3pK4xC6vSaQrk9K41hTNNg5ogPF8Dh/ZhAcZS7PQ7hDoUod244O3OGpWGqw2qyoIu53C7lyUCwdSD6AVKHhtSo4cvkcsxXHeuXNSqYVnofwAeB9brZuIWU1nKX91Bj7X9Gj7/tMdxiMLKMWYO2NtU/beX34yqZTqF0SWH7MHkCrO3vwRznvgVUELD1JjjMlcHQPHRSOFriPl3tZwFEWZVEWZVEWZVEWZVEWZVH+B5cvW0948s3HAIB/fs9HMabsj187vA8br7Bet1/5yGsQvdJec6k7wHP3WA+jEAZ/655P4F833gQAiJsZ3nf/zwMA/pfyG/G/vOJXAAAfXP9KfFXfJip+/mgLFYWxs3s8lhC/0DvC5SProbyzPcb7LvwXfPuvfC8AYPINEzQi66lofpgkl1sCV79FQwXkFUoVDIVjg06KMifeY79CRTLRQhoY7U7YZuoBJNG+/3rneVXjwEYFAFSJB3/fejLLzRzSI6/Z8wFSyhj3jwxufD2FhVdTVDMfkhJcRKGgzpMH+VAgWrWn73S7iWCdoCZyhpLqWI1ckpvfT1DM7Ol8+419yF4Oc0Q8spWA7ti2N5fGmA7JmzENIdr2vnFrhIMZ8QUHGbb3iMe3WcFQAmWwBxw/FEDG5Ek/6EAv2b4WgybEMrme9iKE56yr7WC3CRNYGFG446O6SBzaI4F41TZ8UirEn/Dx3HvotZh3xyQKqk/jOPHhtYiH+JkGnv8OavxEwl8lb0+mYCa2H2Q3RxCWSCcEK5Il1n/ZtvHyt3vwjmpxoQjnHrwJALhybg2Y1TgZjaBtXZT5JADqBKCZh2hthvTQ9pFqZ9AEfYqaCQ7G9LxhzAlLwbGPfIW8740StUteDpoQa8Q5byI0mwMAwK3Ut7z60rZ3Y3mI3SdsKKjcyIGJrePeIyHz6kIYvpeuBFgxBAY6q69RaD+tsP1NJJxRFBCHBP14Gth9K30/8+A17edqN4Yh/nARVDADcs8qA4Q1jsIAE88Jsqxn0ARHues9n8ZTH7CfZbuAzuj9yWKonn3Gt937GP7T7CsBAP/zaz6GD+EN9nm+Rqs9xiDv8ZQI/BKvf/Wz+L6V30XyugARKXXpyGD4jRPkqccRDyGAKq/VUgw2T+0CAG7u9OBFJTvRpNJYobG+/so+Lpy2XPrb57qQkmAKWrIzXlcSuqrfyQyKmKIOxyFUWKFKKeGvUaCk93Jjcw837u3TAwEVuXUjaNW8whnqfLeqkghD+4z9YQy/kVI9BHqdA+yNKHFQGHj0/CL3IKi+VaEQ0xhmaYCQ1sVKS15DTKURUETTANh7tAEZ2uviRo6E1gSpNAyFHEwlYGhdbnVGmM3s/Ol2Zrh5TF7ftAsVk4fQCLTaKfKSYEGZ05LwwtS+WwDa/TGmU3uvwWsl/NjWfS/1wAOqC167416OZBBBENwtaBnktXc2LDnxX0iDiqA4jThHQfWoKsmUbfdv7eDZfbtX7U8D3HN2B8+uWzUbpTTX0W/OsPcoRT47E54P1a8YIAGqtsH+txGFCYBb0xCdnh1R36twOIvg076w1ppi9JqI66KUHbfnH42h6Jpm4xgJQXR8r0I/tHPg1lEPK10bYRxlAXyv4r1yOw2wTHM5yQIcEYd8EIyhaG4cJAHOrNg5Ps1DFPTdSguE9OwXjlro9WwESwiD7eMm/Mi1rd8kIm1VYe/YRm9ed/YaPvewjUoXhYeVrsWp3trvotW2dW9FGQ6+0q6dZalgDLDe36HnSxTE3X/zL3rwlN1HpNTwqH+uTSN0mwdUL2B3Yu9ljICg0MKF1dvoBSmuDG0k/rmjFrbWrF1xfaeP9VVro6SlB1CfdIMczz9i38/15V1kVI9TzQmeeeUGAGB1ZR9X39zAXetXAAAaAs8/tMJ9stS27Z3ljujg5VTEwkHP5SV7wj/2sY/hrW99K7a2tiCEwIc//OETf59MJvg7f+fv4PTp04jjGPfddx8+8IEP8N+vXr0KIcSL/vuZn/mZ/8sNWpRFWZRFWZRFWZRFWZRFebmXl+wJn06nePDBB/Hud78b73jHO77k79/3fd+H3/iN38B/+A//AefPn8dHP/pR/K2/9bewtbWFt73tbThz5gy2t7dPfOff/Jt/g/e///14y1ve8ieuR/zT9qT4j//yX4Gkk2k+CuCTV7F7BdA37TUvrPSx/BypX25I/H8OvwanP0I0ShsR/t/eW+33n2/jn0zt5/bjET66aRMVvYmAJtxb/2mD0Tn73S96y2hfs0e6y/f18XeLb+ZEiO7PtRjfNs1CdJDCH1W49IGSMdJFS1pFSgBlO+Ski+AoZyosS09XJxJJyCLH6II9cbdupE4lLi1QdK03wz+asqqizCvmX876FVr/h03wu/62FZz5P+zp3ngSokwwvkie4uOSucNkXiCjhLjoIIMhguKs7zMuNdydoOxH9PuIMYWt398FpIRuRjxuxQp5HuImTpF6p0wnnLxX9GJ4U+sBS9dixLcn/N3aXXT0QBfL/3GAcsl6u/ztXWji9ZXTEdLTNmGviioML1rPyOnPTOG9YOddeccWU+N54ymOXmmvad/MsfswcOnHaUyaPvwxedjTEqZOlESGgmj+rr5N4+4fs56VohMybjzre2g/b71A2WqEKgoQUjJouhJgtm6ff8+PjWBq5cejKW78ldMAgHt/cR+aOGtN5GF6yvZb8/oMoiBPthIoWwH8gR3HdLOF4NjWJdlosGogdImEuM/jnSnzqxsHs4e/cwzdIJ7wNMfwAetV6aca0W6ComP/dnTPBlYIZxj8tuIE4NbVKR/pjZKsDmoCBTUhD7uveAxFViA93UX4mxQVavgQFfEh3xHj/AfJ6zaYoqR5LaoM3pC8sLGPioIk3jBlOfpgVEF7JXv+hZaMA3/qA6/Dpe+2+PDyL7yGMdzRrWPkaxZ//B/f+QZc+t9tPT4UfBU2fsfeKDooMLzYQ/eFnHHFee7hU5+6B/8imOK//e6r8Y+yXwSQQM4E1v5dDG/i8PsAEBzUKqINHN1jownnrpSAlkyrWXQ8jM7Zutz5+Ay33mznQ/eKYcpJb6Y5l0ClJfPBGwlWgm3fyKB9xWtKFQXwpnZe7752Dee/mNP3K2TLlIB+mDMvvvEE1wkACvr9qT17X8Cq+Q4vLePMnsvtqJN2jRL8bC+pkKxS0u5Mw0hS4x2XqAKXBA3SOdCeRHTtGMlF6z0s4wAbx44bXHDSpeC1YrbVxlLNpd9fwgXCS4fbbp0omwpFs83O7GBUzmGsG2iQAuX4bBc+8Y/3n0pQEA9/cJwz5jrvB4j2Unp2E81rU17XvVEBTXMz74U8B2SuOZF5ttlBeFS3ySVCP/kX78DGpylZtDS48vB5nP40KXMOc2if8hU6Iee4JKdarq8J069GAls/HnI+RXx9gskdNT+2QG8v4/3i6K4uei/USbCOYvDS02OmM827XcZCpz2FISVDnn4+x3TDeuo7Y4vJrt+PXqoxOWX7vrdfYZ3Wv8mZNu8RKwcFBnfZOe7NDBp1fkEskdMz7vzcGMN77FwAgLs+P2CqUh0IpD37OQdwatf21eOvuw+rT5Aq7CDH6IKt44XbOSrf1ml8rodl4iuv8zVG5+x76aWAR3v+yuWUE/Rn6z7Pma2jCnnb8Xxvkgqt8QVCytXZec05XO8Cvedtuy49N8HBq6xdcecXp9h7ja1XdGQ4L2C4LnHpdwcAgMOH1hARJeLOxjLu/dV9AMDBV6zg4udHuPGmC7YfFHDxo3adK7sRDh6w920ca+CtePmVhSecy0s2wt/ylrf8kcbyxz/+cbzrXe/Cm9/8ZgBWuOfHf/zH8elPfxpve9vboJTCxsbGie/83M/9HP7aX/traLVaL3LHFy+clHUcgKJk8AeKE328zMAnSWNRKTRvkyEgQ4zuEcwo0NypOHTZGAikgV104n3DySPRoZOn96ca4bGDgdRZ5dGhwvZBj6Pi8UHJ33d8uwre8RSTeyyEJdpLeWHzj2ZITttFMt1osHEuSo2ckjSDgRUtqBOAdKjYWPeMYW5aUYVIiAfbn1YID+1mITseyj6JULSBdLUWUTEId2dsuOQdlyjkDx2PtppkOHrAGriN3ZKfJ1dil5hZGpbHTi+uQIfuoGHrRoeGXLPRphtOUGByOkD7Oj17UqKqJdpLw9L0QoM3VgAoNjrMGoBGwMwy2g84aUjOCpR3bAGwQi81X3U+Jx0sc20TPimpJtyZMmNCsRIjWbF16VyeMD+7aVYsyFI1FGfRN3adXHAwLJBEIfMVV5GTfTaRx7/P7lxGSa/A7HyPkxAhBSLasLOViFkR1KzE9FSI9hwLRZ3UKiswj3F4kLKxXEUeJx5mKwEn2emzPd5obMXsf/64hA6U46ONwIa09gTCAbGjtAPkXdsPwgCNm2QNVJqNaO9giqpLSYSnmkiWFYKBY5EQNW/9skD3ecr0DxxkQHuSN9/gOOWENTVRjqMbVoinHsNgf4bpXXYDl+0C5V+wIj7er34Ws3c8Yvsn9OGTcQ/RQtl0IdyaD1ll2nI+t9QJLmZoQAoNNZMnQ6wG8IepO/BIieQ0GQ7KJbf6wxwQArMNl+hX0EG+6DqYVziqeI4nqx7CEd3Xd8HMMpLMgVy0PYSHLnHLeIITt+cFwJqTkg9rZawY6jTZ8LD6mD2wTy60WYSn9UKG4YM9+93tAtFxhYQSsVs3Un6vwt0UQrt5mRPzU+cLAyTn7BpihOD3yB8VyFbsNemSgvaXeP4bGUDRAUJHig9i0wsdzGg+hMOKE95FZZijf3pnH81nrOqL9jooV30+XIQ3h9C1GFfXjXnn+Rm230gvqHCMGxACwzvpMHvoWIm0Zw+bNZtR2fT5gCcrA9B6KErDYyBLw8mmMtOYnHGOijpBNDy0a29808JIknNdZt0oIwmj6Pm+QBXWTEr0nxJ2LOjnYiXmNR3CwB+kyJac5HnNcW552O3zZ6cctYZWljXJXgOeZ1afwec2aV84AabS9V1wnLO4kPYEJ5KWLeXWIO+k0FGdzGh8N6+NsM6GWoegihzkywgnmCPnWHvCA+MSkZOKdSvyNtDcoT4PpBXYoiXXn1TIW04/ok7m9KcuAVulFTwiTahCl7A5XfUQHNvfNw40sr7kNqarMSeMVpHHTClFQ/Az4kPrjAJIqMfUzwMyYlOTJZCtxCzKEyRAcqpN/SZOCMMtysu7/KknZr7hDW/Az//8z+PWrVswxuA3f/M38eyzz+Lrv/7rX/T6xx57DE888QS+8zu/80+7KouyKIuyKIuyKIuyKIuyKC/L8qeemPljP/ZjeM973oPTp0/D8zxIKfFv/+2/xZve9KYXvf6DH/wg7r33XrzhDW94Sc+ZnKIEw5UpKwiWoYKO7Kk8OhDIiEN7chYIKClufFrC+AV7goqGwOqKDeMcDJbhbxGX87UWpmdIrjhWTFEotMLMOlQhSss1CgB5Bzi7dogdaUNrky3PcTCr+rvA7EKf25D3Aid1uxmjIB7WeN+FSYu270KgXR9eUiHr1Wpjeo7PWTqPbuHoyGRpmH/ZXlPTDTqJ36IlobKIT83xTCM8yqmOISKi7MtXGmhfJ69ZSzFvbLxdYny6VmE0qDqC61dLTANWsbOGlxTn2phtEczlMEfWJxhHTyDer1XAJPM/K11hdt560GZrAsEk4GiIzDX3ddX0UJF3sIokFD0+3WqyB8ybFEwnVbR99vLCGCvJvGO9uOlmk+E+wVHCbawaPtNqoRTsOQ0PUgzvtB60YCxYnTTveChjwVzb2puLjgTO+ywrA39c/35eolhitlEntwLy2PEcR0cVe+SqUPC4Hd3XwMrvOSiPkx13PN95W8EnKFcw0E5tcapRkOcz3rceWabaqzCnvGe43zvPDJGu2PHxJxWSTedFq/u9OuV4yf1xicmmx95DC28ibxzAnsH4wNGylU3F3NXJqTY8Gv+iF2K6XktXSytHT+3N222mItSZYi/W7B2PoPFfPmXv+9WvZq86Io3opvUAo9GFkQSTanuYrQsE4znPkgB0rBGrAmW7cqqXwnrhiksO+qCVYM7vcKAxo2BgNIiglZhT13WKmQCQXCI41BOSaRhhHJdzOJT8HkzXJfMs60ChaETMvT3Z8tDcofWsCaes2vUx3bRtb+xXmGzUkuXAgOS9IZyiYr7cYL7yZM0nDx6F0e9w6qjekuI57qUGnSu2HYNXLTPMQBVOSbAKJHPZZ13An0hkFLXLOgIhwWyMFPApabKeSwAwuOixkmGyIqBy0heYVZjebSOPaV9Zr7UgZcyLfRQte99kWaKMQ3qeZKXSvOdjtko8/L5gT2nWleyq9VKD8bmIKfwq32kKZF2P+64KHAf4bM09owocd3kVG6TLNZYqQrZkMHwFJdmHAiqtx0cgp6jXdN1RAZo5pdDZqmKl3KLlIe3VlIQCWbfH/NPGAwryfhctp9JqpGDObwhwNET7jmt+dMFRQxZNq7ZZKzu2b4Lfw8GlmKM/2p9TzJwIDO+kiPMBTlAUNrftQ8YX3FqSdayXd7Zm34Xu8znKDVI0HWqMztt1smw5L/D0dMzP0yp0tI0ZeA8DJOL9ArNVakvscUQKAhidtffVgd3rAWBtXGF8ek7BNPC57nnfXn98yapwjk/ZOnZuANNNendHCoevoM9HQNbz+PvC0H7YlhwRSJeB5q69z+icQDBWyAilIyogGJGi806BkiIjNTXjy64seMK5/JkY4Z/85Cfx8z//8zh37hw+9rGP4W//7b+Nra0tfN3Xfd2Ja5MkwU/91E/hH//jf/xH3jPLMmRZduJ38c0MUnkYZMqxh8wUPNokg7Fmg7PcFxyOKo4lpolCdEhiIJ6HcUrQjaFETmHsZgoEBDsJhoBKaaE41if4VWvZ2lkuMclC3kDjI+1e8Lp+2iC+NUa2QdLb4wLezgAAIC6sIDqgRVEKxtGqcYp8xRp23jSHGqWIW/bNi24ObbgegBzOANjF2tsfIyDDMDhO4Xs1cb8P/5BgAiZG4zZxjsY+gss7aLTsASI8SFESC0V0a4TkjDWu4ltjpFttrmPrpt2RZFagc60OkyqEA7vyhtsj6FYEtWMzwP28QHWKWGoKg/ZTNrMcSQqPcH1G9jkMXVY+wusD1MXbqcWI1tF++gia+LnlrX2gSytjUUJ3CQPaiyBo8WtcPgJyCm+3YlSEIfemBSLKIxCVlZKuBS/i2xOIaUrdFSAiLmf/2j6q0FpRIvUQXbeHON2J5ni3NcIbtt3yXB96JFjUp2w0GL7j74ygW3b+eUclNGW4x7cTqH3bdt1rI67FiEoNb2AxyyLJkd+zgvj3LdZd3LHBhk9jr4KgkLwczxCMYx5DcFi5CY/44P0bh1ApwTbSAqJqUZ9oxNeG8GgOJisR4n3CIxeGDWyR5Gjs1Lu3gX9g51m51IRMaJ7Mcg7/68hH63aJ4LY1eGXRhjq28zE4tYzWjZT6ZMrj7B9qhnc0rg5QtawRog5GKBsWy9m4NYMOPYjKCb9Igu8gixHdsmMShj7Kr361ffZvPQ7/Ta+ivgoZiy+GHsJBfUjJER1aIaD6UAADqJnEoIjhTZzRCWONqmBUMtewkXPy8JFEQHZ+81aGouUxx3wVgA/j0AbRFcLktjSaO3asiqZkIy/az5Av2T6NjwzvbcG4gsw0j3X7ptMo95K5XIBJiQbJXctMo7VNmOVVxWOQrIfwaF0LDmfw1msBmBJ63WcMcGPXcbp7iea2q0Jjesq2o3UjQ0AHHn9SoiQhL5VWkMQCEUwEooMcZYOum0rmvzfK4aezvs8QC5WCZdHNkWBxH3+UQWT1Yb2BsqHYeI9uT6FWagdFgOZNmnPLIYYX6FA3rRDXfTosUdHc8FLD4mjpso/WzYzhFv5Ys0iTP3Hc66IyvCc1jBNckrlG3q2fJ+GRQR0dFQiGIWKCtpVNRfAPC7cM9+37ErfbPLdYnMkYdK66OgWDDJKwVVUgLFSJ4GoqBe+PfiJ4DsW7KcIaKrfk8wEvWVY8tp2rGaZbBP2aaJSRZMn1cFhicso+o31jjuN83UdAAj/BuILQzvh0QkrAbM0+e+WJMSZnKf9nCjRuJwgHBP1pqBNCQ61bpDuwEaBB+2m0lwLCrvfNWwmMokPYaoMPTv6ohCwqhAPa9wYaKTHZ+OMSXcp/SlZ9tG7VwjtA+4adZ3nH2RRVKBDt2jW6dbOFyRmB5q79TuPmFGnf7qHhQYrGbbvO+jPDbU/7Ep3nrAPl+P42w2q1UmhesU6IrNdHvJPApzwuGLuW1MWjj+2brm8W5eVZ/lSN8CRJ8I/+0T/Cz/3cz+Ev/aW/BAB44IEH8MQTT+CHf/iHv8QI/8//+T9jNpvh27/92//I+77vfe/DP/2n//TE787c8xdw9t4Xh7gsyqIsyqIsyqIsyqIsysuwLBIzufypGuFFUaAoCkh5EmqulILWX3oi++AHP4i3ve1tWF1d/SPv+wM/8AP4vu/7vhO/+9rv+QAKJSH2Q5gWeToyyeH8KnDe78a+RHhAyTxr9kSdkTqVygyyhLzGFaAO6CR8rDlZReVAQQfOcFChaNReSbD6mywkDgctRDV1caoRUcIce8iUQNV0CVhly0d+D2Uxf+E2kvts1rQ/Kdn7x0wYIFn0zQ6HR4E+h8D9cYMZE4qNjpOUFxGzMhTrETwK5RZtIFuihLm0QnlmleEIRaOBxjYxfqy2OBEwX2tyvzVvZTi+y3qROteEg8+0FMvnpqc6Vvr9nPXuFh0fETGixLfGzH4QDOdYBzoSMSXL+KMcs7uW6XPBHprhRYXosAU1IpjMfWc4qU/mFcNc5mW/s7M9TtgsOsGJaFgtIe/tj1G0mki27GDLysBI8ghrwwmx+cU1/q5pl8gooRaYSzwtKhhiGwn2Zxjc32UPXhVJTvgr1tuccFesNRm+UDU8YL1nn9eP+LtFywMMsYW0I3jTCsUd1iuvA8n3indSVoH0piFHZbwlN08gBGbEmhKFawzRMjLmdlSRB73eYs+99uAiQYWTjzYXl/j3/riCWSe1wxtHyM6R2mdaclJnFSpM1z3EtymRdJpjdodtb9EUECVBJ3oNTvaDEOwJrFohJ5bFAI/N5FwTzeszZOukuHlzwv2gehmzoPhDl9jpv+lVkB/7nG3HO7+CGXwAgh0A6DydwIgGplvRiZC/8QxCWVrXcs0JXhk0bswgtGbWH5GXGN3Vob87ee7pqRDRQcnc40IDRMkOlWuUVJXosMSMPNA1SwoApKshAoJ8laE4obYpC4OSxj1ZUuxpkzkYZiDzucTXQCIj2AfmmHOCYQlRkeJqN2L4iZECS48fYnpnn8cn77jku3oNgRBQaR09MCeu4f694mBreVMiaPsIDu37PbqjgcYNgrF1IwS7tMibFsbniBFqquGTV9ObaY5+TM410f39Q65v3paIicVCNwP4FJ3ym4o97/FOgqO768icg3gY5eoLaPhEpF5RvzM8Rrj3UAqwOqqo4BKZGwLe8ZxiZg1HiQyrgM42IxgFThou2k2OBAVDx3rlTyvHZFMbN4bgi7OaTSWAmtUMKB68YTaX1OvxHiW04bmRrkWs1hyMKt4PjbRqnvV4zhcv1bwmBEcp1GrNhJMjW4l4HOJjgllVBimpV/tTm2ALAFlPobFfw2UUQ8qyJR95L+DIUeNWgtlqvd67ORvvg+Go0baBR/0jpxnDGiFc5KBoKzRupoiOQ+4HVvX0JKraFsgMQ2FXPzNGdqHOsHf9kC4pxLfBz5ClW5+mZ5oIxhStKCruR2FcUmlzV2N22t43Oqp4/sVHBtm6I6/IeyHiAwd1rduuPckJm+PTCz3Gl3t5yUb4ZDLB5cuX+ecrV67giSeewNLSEs6ePYuv/uqvxvd///cjjmOcO3cOv/Vbv4V//+//PX70R3/0xH0uX76Mj33sY/ilX/qlP/aZYRgiDMMTvzt8RAEw+KqveBIfe/ZOAMDD97+Azz5mPycPZRC0wZutFAcP2klddUuc/QWJG19HC2anwLsf+CQA4L8tvQJ39CxE4hPxXVi+YD+XlYQh0vvDaRuz15JQgBFofMbukrNLOb75/sfxS637AADXV3qQORnrn66AscW7PfetMWThcG9VTIb6W86gc9m+MMP7JdSYMudzwZt70angTSWqLaLGejpCcpE2r1wh3KPQdV8DfaIguxnBI5GE9HwOMbb9cO7eW7i6QsBUKSDSACa0C0J8w8POG4g5pQJAC3S5VEL4xNoyCCGWSVp3EMCE9SagEW3bvsp79SHEYeNlRouIAHRQLyAevAnhQTcKHN1HY9VwBzdROPYA7+wEV9ebUKmtY9F2C6AsgKJPC1smEWzYzfvquQbqLP6qVUENSSQm0qipNY7vX8WpSzu4tmWNbBNqiFpcRhkYnzLsp4H9HoC/9qpP479et/kMRjqZccCHUZThPhEIjoHhRZorFwo0l+wcunx3i+8LAP0NG8u91l860f7GbZJPP1/BP7KbTr5aQgQa3jZBTXaB8T2EoZ+E3L86hmOPKQPuax0aVHSADfZDFCu0cucCq4/Za249KhAeSPgEL19+ssD1b691662Yjm2UgonpQDr1YHz7PG+4hbJFG2CxzO3RzQoiTnF8nzVMVSpQnLJzNmhO8NwlOwdkJuBPaTNUNLcBBAOJ4hwZecdNmB69B2MAqgFB75g37iFftfX9tnsfw398J+WeiBZAYyjHIcw7vwIAcOff+ySe+1eWNeXef/Y8nvqhiwCA0cVlmDumOJwEqH7NAIkV1dq8dw/ftPQp/NL5+61oEIAqFrjyjW3bn2Ud269Q74xeXGBr2eJRbu72occBDAmTiEpAUCh5+EqF7qadD9fPRahqrHiqrCgRLC5f5HTyb1aIWiSKM/OhMwXh1wZ7BUH1U7dDjF9PVI+FAgiLj2YJaGfM1VSo2UbBxooRPgRRQJlMAaILoegZUw/o1LSYAsiJ7lAZ+C27VpSJDwiChZUSwrP32nujE/cRfoHDQgGqPpnk2P0aO+dNJSATO490rOG1SGho7NhNZCLtIRaA8ErsvN46AXSgIToZTE2nlQcwRMUqPA1T1gZLhHsuXQMAPHP3FgAyBo1ASMI0R9MAILEn1UmwOwoAWj9NISFYUEvx2iiUgSBxK9MtYOp9oDScN9RdH+DZ7yAnQJTjzMYRnt50h35RH0jHCmBYjYdshQz6zwHIrZG//QaJkvwDaiqhZoLGs4So2vyOmFaO6d10XVShGtFeVwmgSe9VJYF6DYlyNJ6yYzs7GwCNwo2nAODVgPEWRJeEjg6a0F1aNzIN1ORWUx8gIShTCRynNcWlBhr0TowjGBJ5k34GfRSyxSl0DNOkv0Ul9o4JTnpqiOSaPXAfPNTitVAWS/BoPTH3TTB7ivq6BKpHuig2CTo39BHasxuuPKichVsCIEGro4cjKFoXdaSBsmZjETh8iMSiPI3VC0e4Tg4GY4x7Dw87AO3lVaaAeq8JNAtBiVQh2qdD0cUM8pDm62aK/YMQYpkWBQPsTukdKATvabXA3MuuLDzhXF6yEf7Zz34Wjz76KP9ce6jf9a534UMf+hB++qd/Gj/wAz+Ab/3Wb8XR0RHOnTuHf/Ev/gW++7u/+8R9fuInfgKnT5/+Q1lTFmVRFmVRFmVRFmVRFmVR/u9aXrIR/uY3vxnG/OHHmI2NDfzkT/7kH3uf9773vXjve9/7Uh/PpfdFezr8nfWL/LvPfP4OZlhY/qWIub0nkxgrv2dPhrNVHzfeUmLr18gr0Avx4eUHAADj31vGpy/Yk3HvKYWjysIl4h0JkCO2uWNQPEkyzRpo7BPLwPUAv711B/CbNjS7tqsZClERg4o3M7jzf0+Zu9dLKoZR6FBZqAGA1ScKyIxk1SOPE0lEpeENMyRniRv3cAbxK3TiHc6QEPNKcJSh6FGy6WjMQivmE0C0PQAAXHvbKdz5W9Ybmy0FaF4dYkLCNo3tCYvZyLSCoeQcmRaYnLfPtowmlGz13DHGd9tny8omQ9kfADUt4R3bzKSq14A6IhnjC31OJgp2xihW7X2HF0P0niX4TDdAdNO6GmRWMMf04Stb6D2bsHPCO5rCEA5I5CUKEhcqGwqH99v7nv/YmD36MsmgWy40Oj5v79u+luLgwQ3c/UnbR1UrhExK7t/RAxY21X5uiJL69L8MX4/zv2br6x3PkJzv2XoUGuGBHcN8KYYOJYfXs5UQ0w0bEj37qSOInELUS03cetTOuXO/k8A/JjlmITAjAZe1xzX8oX2eyCpkG01E2zbZsOhF2Pot+4zhPR20r9rvewcTjF9hvYHNa2MYgovNTjc4zKtGE0zutOPvTypmjbjw8wVkrhmOMrwYYOUjFLY/KJllI3ryOmYPWJno8HAKHbqlhXl1ZyWToopSY3Sp7SALUkDNbF2O722hsWv7JNqbQQfuXt6hnQ/5VpfZY/yDEaYXbP/I0lg4l+fCsDUv+n+afSUL8ZRNn1lQdOgzBOW5f/UILv0dy5ry1P/2CNY+VcMlEhzd10T/6ZQFUapC4fbTa/gva69FuROz90rmwPpnKniJYaEt7UsOKwcjg93XWIqls08UqCLLLAFYb/90y1638YkML7yzBwA4/esaKUHBZOUgbv5UwycGocnpAP6MEh0zDWEAb2wvHJ+P0CIBm92HBdY/Su93ViJdIXaJY4PJGfseFQ3BiaBGSYZh9L8wwfAeSiabaOQd5biZSyusA9jE+LqOKtEwKqB7CSTL5EF2CBREBwUSYrzIWz46VwuG8sxWFZokqlL5Av6kTqoXqOh5sxXHBDJbk+g/5xKkhbZzLOv7mG5E8KcU9t/JeZ7kbQ8+QQaSJYX9z5wDAFy8nKHouETSlBhbZGVYbCfrh/BmDhKS95RjlOoH/C5VoWC4xXQ9cEmIEpxguvtID+sWGYV4D9j5ii2c+6xLyG1fJVjlaQ+NbTue43MSuExJsAn9nwJrnzWOAUVUSEnnoLyqEB05/MLxXQHa18mTHvkMw+hcK5Au2/5VmWGWF608Tl7vPycwOUViT8cGVSBQUdC6tV2hqAXASsNMYmUsWPwpGGkM7rT1ig/AsBwvBSdseqlBGddsZj6auxVmNGdbtwoc3Udzbuhx8vzu67pYeZYIAgYVZqv2++0bOUNZBqMW+pfJ264N/HGJg1fU8CbD7Vj5faBoOjhe/R6ufCHD4CJt8lKisWfvlbcMJ68fPOBjsr2KJeIgaN0qMaTvrH4uwfZX2HUnHOIE33n7lh3zrCugPeqTWYi1x+y82n9VjP6zJQ4eiGncgc41SkQ9KnB0j21H0WwA34RFeRmXP3V2lP9R5fgVdtF404UXHBzlgRfw+GN3AAD2vyGDuEWG1qkEt0kwRDdLbP2axO1HaePoJvjOc08AAP6LeBB39mwM6lOHl7B60X7OznsoCY4yPW6hvN/uwkZLzGYUsj2b46vWn8cvPWrf3L3nHRxF/SLhWxsCl785hMxraUEPuumgE53nCY7yFh9qQljZXDjBhY6GSiLoDfsihpcbSC9Q+DePEeySuMCSgiQ4irzZYmaX7FwGTKzxd/f91/DMacuGAmEgsi4Mheyi7RayZQqhzgkuVMseVESh5L0QZpk+j/swgQtjR7eI6mtZQ2gfwhADgWeg0iZfx1CcaokhEvlqicFddqOrYg2jyLjKnFEVnBtjcFcLivq3bIXMQCNKC5sBAFFIdLasgfocMbwAgGmHkJQFr0PNeL6dN4Y4fWkbz7yS4CiBhkhrNaQYhsLl8k2ur9762sfw0dQKwBjVQBXU2f0KtQKgPxYIj4HiVXZ8ZucKtFasAfj0w12GowgBLK3bOXets4yq4SBYjVu2/dMLJbxj2yfFagHhGXi7PQBAvCMwvos2zbHAzhvp5BgFMIaekbbgTWhDiTQqMv78gxjFCkGNconVT9v+vPVmH9G+hEcIrOUvFrj57UT5V0jonDDP2RmGd4hJ08FRRgplu2ancJAi3aggGjnEATGczATKM/ZvfjzF4S066BYdFz6WQE55DMFAobxgDWpz0OFwNRIFwAfIIPZHkkPM//NrPoYPBV/FdUDDzgkxdMvgvf/seTz1v1k4yqW//Sk896/t58FdMYpzKY5ep1D+HoDcwlG27tnDO3qfwX/deCWHmXUA7L1GIV81Do7ScDhuv1HiFO3K1x9Ygh4FLiRfSgiq+/MXfXQ3BwCA3W8LkM9ow595MLQxC2WAGhIUFQjatq1F6kGniuELQmY4oAMB9gyufSfR6eUKoLEVLcAYByeZ3CSl3fUSwtj6731lBBna9UenHoAKooZTTTzIPsFcSslwDaOEq1fiQxBXnSklf1enCqK2ypXB8esEUMNTVIkDmmcoLSMRYOEofsc+rxyGvE7KROD4VbQe+ALyiBh5Ag3ZT/iwpLM5cSrhxgemxCsu3QQAfPGFUyy2A08i7pFK5Tjifvd7KYpBCBAUzRQGgmAuSCXD/IQ0EGMaq37KzxeV4NyerbOHuE3sV6pRYqU/wLVTPapYBVHT4A0BTY6HxnWJZJ3G85cMkFoBnr3XCJSd2oEi+T3KNgqIQrJTAk0HRxG+hk7td44flJDUv9XMvSMyqhB/0b6HB6/VkG1Sus08C5Mi434w9SDadq7IvRDVcg2dlBAxzYGZBxBkKjkHyFlNRWkAgsphooA2OQt8jYPjAHXl940C6BkqqFDRetI9d4S9ru03mSsYz15/fJ/P/aDuH2G3T3kaJVCFHsqNGo7iwR/a645ebSA01aUUQIvUNR8UEHTI1c0KR0nNpiaw/5q6HRq98wMcHdiD65EArLYnMDkbQZy2tsQ09fh9QahxROuGnBkERwTVPJ9htlXDUWYYXwyhlu3Lq0uJ0b0EwSp91BCqYCXBy7Is4ChcFqj9RVmURVmURVmURVmURVmU/8Hly9YT3v+CPT98Yus8JHmFHrt8lr2jnd+JmYEiMRHaV4h9o+vh9ldX2PpNIvLfjPH/1V8JwJ7WHzttvbbNmxIH2iYANa9L6DUXchXPkzfXMyyX7e0G+Pj+BeSPWVhG5xDs3aiqOrMaWHlMcrjPnxkWA7Ghyjq732OZXu0ZVFEtLiDQvF3gmEJN7RsVZrv2ZOwlxklsvyChspDuC/b06ushhxFv3DyH9RuGr1E50HvSsg4c39+BuUZJPwPNoT8gYIiNkYCRNbsKUCt4dK7lGBJCaPkLVvyhFmmQBZgFomgKeGnNPmPgJbYjR+c85pAtI8kiFHUbAWByo42lW5rFFPwZmEVC5QY5caTLymB03o7H6vOGoROAkzoWWmB4nkSHDoDZ721ipaj7XrG4Rt6WHI5tbmsk1Cc/rx7C5jPzzA81dMjVtwoNtBKIjsg7PPFhlPXCrhwbyIKgAaXB8T12zvWuGkjyhlSB4MQ4b+ohIFESPG1FgOo6Fg3Af5wYbppgaXOVSaR9l2GvyWNrWRCId3uvYjgUjBPNWHncMh7U7Cr7D/lY+zCJYG1JhmMZCXResB6p43t8hihUARCOKGIROVlqozw0d4AyttdlHQH1HCV7rUbo7hkez1ocRqWGObSDsUZ6lQRZUoN0qQ6bA9BA/1nrwRufCyGetPPhQ3gDNn5Hcl3qdy8caIZbPPVDFxmC8ty/fgSXvsdCU46/4/WYFBHa1wxkRm2YKeQ/tY5veeN3Y/M3PUiCAogKaGwDjW23vGpfwSOnVNYJcH3DTt72FSs+whLkHliAI94BhpWdJ63nFZrksbbiLvazN3My4+mygkooNO8B3sx65QF69+jdTVaB4HOUNDxzcCHjKRZqSZeAzlU7BrNjj6F98b5l3QAAf0LCLMxNDmhKRjZz7h1hgMq332mU4PVA5eaEOAtH/JpA57rG+BQx+mRu3ZCFc1oXLcmQBZXZ7wG2zcHlGvJnOJKXtxQgYm5LOLAe4/qZdbRHB8CTMwtH6T0rTzy7bNj7nn26ZKEW7XuQpf0fAPyxYbErlbt5JrTrF+1FkOQY9hLD7+dOsorWbWr3zMfRqRj9G+75dSlaQDCkuRwD/rhmu3GQqKUvOhhFMHb7Q/OmD1nwko3hJYnmzXqtcVCnxr5BGdnxrELX71XkkmD7v6f4Gi+1fVfRn/2p1Y0AgGACGEliZxFghO2r6Nhguu7mQC2GZCSY47x1y2C27qKC8YFhsbQqEtAeeftLN5fHSR992vODsUFG67KXOj7uI3TQor4Vxo7D9KBmnHGMaJ0risetaAnUD/dSN55lQzJMDQLwaC2YrQmMsz6616kuQ4N0mfbWQ4NhYidtcwJOfs87ts0AkC458SRhQvSfsYMzvNhA+7rB4BIlLCugfcVeJyuD8RlKTH+hBfxPePmVhVgPly9bI7zG0JU3m4yZkoXgxcSfGLRuUUhm5KF71c7k2XqArOfCU97MhrEAwBsL5BQGb98wEGQ8y8pCCgBg7fEZDl9JQi8J0H3OvnnbX9nEzd0+mkRb1btcMGZVlPUiY9C+UThVuaRifFq0M0VFoi2tQkMSNaHISxR92jAHKapGAG9KC8XECUmExyX8I8KRtwNmNmjdspheACg6nhUuADA+10Jzh+AkQsAfZBhftDCH5k7BVHBCGwSDerFXSNYIW3c9w3STKOL2S16MZhs++s9QCDNSiPcrKBKNyfqhFYsBACGQEV2kP85ZOTJqRWhfc1jo2jAMhgVT1Y1PR2hdm0KO7ZhW/QZARioEmHZPBwK1WEnrZs71KJs+i9SUTQ85UX2tPDbAzb/Qw/KT1PbSAITjDQdOfMSblQiHhJG+22dspkpLpKsknLKTQA0JLiEl0jMdhIdkOd3XZiWz7vOZo+2LPfhkOPefnkFmto7pegMBUXqlayEa1+xqXXZDVJFCMCS6r7zkOWSkYGVMlWtUxC7UvpqweM74jg6rsTW2U8bGywJo3SaBkIZCMCiYQnKShEzRWeNuAStqkqxHXPc6j8E/TpBu2HHuHCRMsVa2A4zOBug/Y/uok+SYEu69jBV6z8z43oIYO8wc9anxBGRp29S4MWGMfrocoHltynRovScnmJ4laIuvER1QWDvTTFEYDHJ0nrb1GF1cRueK/Ty4K8bxd7zetuknPwH/m7/ihFGnfeDg1QZ/9TWP4cNHj0D/NwCJpRpb/kKKMlact2AEkC0RxjUBH7DCobEKpUQLZ6+nuXGtxOiS/X3rtjsINYbOCFG5QfuGfQ+mWyFToVWhgMydomnalwgnNcOJQESqq8HYsJEJ2MMmYPHItfCUqqEgsFR1s6I2fA3a1yteE4KxO7B7qWH8s72vU2OtD7AqBxvEre2KFR3r9vdesM+fbnjoXSUaxoZiLHYVORVRlRtEg7qznehL0RDo0Bo9PdtA2ldobpNAy7Riwz9Z9ZjSVpYOg9zccXSH2hOYkPhXuqTQ2q7zjBSauyXKyB2mmzua61gbgBBg2r3xKc+pXEqXWzR+ZYWlp+x3s65CGQt0n7ftTVc87tPKF/Ay56Co5wNTpFYGrRs5vDHBgPohtyNdDhAd5pz3o/2An2F8wfMsHLnxXP78DMmGfadm6wq9Z+2cE9pgcprw3RMNURmmMmzeSDAkI7H/xRHnE0EIqLzefyvMaM1s7Lk5My9I5Y8rNIm2drIVIN4v+V3qPzXF3uuIgjQzaN4mmIvnxIWatzP4PRIN+uxNzB60uSvt6x6PhzerEO5M4E+73K6arrO57fYe3DaMYW9fz5H168MEWCCqaHtoXqM8qKCNKhY852RpEJKN0P7kNRh5wT5jr2K7QJaGqSHjfc191dj1EB7TM+IA4bBC54X6vTKsnOtPS/ikED46vwA7vNzLl60RviiLsiiLsiiLsiiLsihfXkWYP/6a/38pX7ZG+OgiebzPjCFpRJNRhImhDPuOgKIEnqILpMskDZ4AuDDFcESiPUsG51ctF+/z+zHkkj3hD+6MmXvVG7vT5MGDDYwu1hylQLJs7zM7ZbC1NsAesSwcvMJ32c6/Y//XnsDofMBhLpn7HCIO17rIO9SmqZM3tt+z/7dv+ZitKiRWoRtFK+AQYdaTqO52Ibs6NDvdCpi4HwII11rUbo3RWcdYIEsfWU/wd+pokZeCs8RVCozP1feP0CQZ+eHFgMO6eRtIexH3j6x8fn4VAqPzS1zH+kUUVcChURjg6H5KzAxcCFZlHvdJ0QaO7m+haLW5XjXTipHCseKcM+i+wibADW6uACCITgwExIVbNIUNqQPYfUMPybrBgUfejUMXWlWFCz3K3Oc+iXeA43so8csPeWzVxTbiI/tD5Quo3GB4h61YsuY8gMd5xJ7VsuHC44evbDJ8pgoE9CWC2BTAbLVnnxfY+6gs4D6thVSqyMlPywo4vr+WPm4AsP072wQC8sqkvSYyi9yBN7NeVds/QLzvISe+4foaAFj6/QQHr7KdZ5THdZ+tNeCT17W827EUBVu+g2gFtt/zbh1VavA8T5eB43spzCqFg0ApFxI30kEt0n6H5arHpyWEbmCySR7ZTQ+zDYqGtMcYXrR956UGs/U6LOzBkKy1uWPKPPXFuRQT4qf3v/kr0PrpT2L377+BoweQBqZT4kx4iHKldEwogcDBg5ENT88xHvgET8p6AnmP+joRKJqK31cAGN9NkusTD5oS2EbnPIZxFC3hNjEjkPYpibsAmjet5/PgodhKuVNd8w4YBjd+IIf4Pdt5ZSQc3KLCiXrUHj8jHUQhWZY8zrIQmJySPL7RsUJG86RKBcqIEsWMHVMACI8UcsqRzkuBiiBlonJ9IDUw3ZBQBFfLuoCgSaA9IFkJuU/rd1dWAopgQpUPloovmoD2WvRZIO8C6RJBExLpIEI9cFSyCoCS6pKsSPSftn16fHeEgp5nlGDGoHQJNsm+ZsMKAX/q/laLLwkAWdf2SRXZRH3A9q2m9+K1d1/BMxfv4t9v/fYUhw/YypQxkFNkcP5dgADyWr38Vynp1BdI1n0YilYmK4LhKBBAoxUyC08ZWwgkACw/McTR1/bsd1albRuAcBjh+K462RDYfQ15v8cW3gTYNhsJhk9Mtpo8z4XuIF2qIaGAKGt4iMfzwUjBQjiiAjRF8uJ9j8fZSCBv+/zuz9aaGN1rX4xw20NFiauDV5RIdigRfi3iSEHROotk2bU7Xa6ZgRSqu5e4Ll4CHuvZasDrpA7AbTq6L+B9oIyBmHQ6ygaQrNgvz9aBvGdw8MpaZAluTZDnMSHYSNb1uE3GAyJiU8nbiiGvWgH+uuL7JmseMqpLOBBQWQ1J8nmNSlcX1u7LvbxkI/xjH/sY3v/+9+Oxxx7D9vY2fu7nfg5vf/vb+e+7u7v4h//wH+KjH/0oBoMB3vSmN+HHfuzHcOnSJb5mZ2cH3//9349f/dVfxXg8xt13340f/MEfxDvf+c4/cT3iXft/8YBGQdRHmCkm5V//TInR+ZoBA2jddthTXUq0btqf/anA9BVEsXQkYTaI8m+O494fW8PNPdstJjWOS6YC7SBDXuODhX2W/UxGewW0tksUjXoT0Ey3Nd0M0NwmQ9IDh5aEAYemtBLoPp8hGNU0YBUbNdHOlMP54aBg3KaoXGirfXmEfNnuetoP0aeQ/2wzQnSQ86YSDHMM7rbXdV5IMbhkG999IYMsA65LHbbsXM0Z9jFb9xCMXLg373hoXRlz36WbdGhZUUxDFx6lSDYb7vcHLuQa79sdrIoUwzbaN61CZ0Xh33h7hmyZjKVxgSnh+peeKrC/a6n5Nr44Q0XtC68d4+gRe5LpP5vj+BJRLW5XiI4EwpF9vvacEqg3rTClzPTm7RwJqRemqxLtJ0mEZVZhulFj9DWat+wOPznbQN4SrAoYjD20rltoilGSKR11oHD9/2H7p32jQHhkf5+uRTxngolm4Z1gkOHo/iZ6z9l7JasBL9h5S3I7wsMc7euEyX3yFsotu7M2DiKG2LRuzDA+X1tEQBHXBqptS3Rsfx4oidXP23YM72mhtU0G46hgxcFgkCOjELMZCaegN64YGlWFEv6kQEoGlco0/DGxs1QG+RJRm+WaoQzNmzPkfQc18scEl5gVmJ6msPezBbykQrxDglZbMWPmB3kP3RcoPN9SCAhi1thOMd2y9z2cBOg/bb979DqF9jUa/8Rg9++/Aev/8uOQNYOIEcBUYTvvAal0OEdtaQhVZk4oWNbvanzg6N6iY42i4ZQujbBiWba/NEJiPApG4I1VzCkDeolx8EoBpixrbmuUkYCq6QMrCY/gD8XzASvtqdQwHj6YahhBYikSrOynPbCDoHetZENJFgZGCDZQZGHgBQ4OyBSFuWGYSzDR/N56CWDICPZnxsLHYNfJaKD50F02BEMTykg4aj8lmEmmiudyMHyBgGgI4yPDMAyhFYx0B5jmToWS8m2MJ9EiWrjpuodoH9TvGoNLEY9HDbMKxoafV8QSzT23rlehYBpEUQk+/IjKHcRmq8Ipo2ZubD/7+J3o0d7jTw2uvL2Bld+rDSmB6JAgJX3J62SyrJxyYn2ptn1Vz43GruYxKCN74IqpjZPTQEGqwTtf1WPHR3xgEA7s5+mmsjR6ABvmgB2nGoZTY8JrXHcwcmOtffDBHEbwNf7MKVMK7Q5PxnPEQtGhZirJolWrWbv3qv00YfMDcL/7x4rx3uFYY7pBEJthhZLoU6vQHiIAO3eCsYPSyBzwaG+Pjp1TzAggGLjxqfO1ZAaGF6nMqXVnPQkI19eNfY3RGQdbqlVXZekoO8sYnPdTNAWPR9ECei/UqqcKjT3NKsVVCLZpjASmm7SuX19gr1/uRZg/ivT7Rcov//Iv43d/93fx8MMP4x3veMcJI9wYgze84Q3wfR8/8iM/gk6ngx/90R/FRz7yETz55JNoNq2B8fVf//UYDAb4V//qX2FlZQU/9VM/hR/6oR/CZz/7WbzqVa/6E9Vjt9Wzz4w0b35GuwmnEsOYbCNZQApGWKXGOrkKEhBEraZzCXh1dpBg76yo4BL5qrmcAjnnmVOAF5aopnPnGrpuZTaCMgYVBA6jDv8eBpwoOe/5rv/2YkVot7EL7TZgURnHJ27s5vgH6yFKbXWUYQ3MOnnObmZz9zI4gU/jz5Vhow3C1bH2QgPWOGcJZGMXr5oL3T7LbfK1gSs0nBEy53WDcNfgRdaSuo2icu2CwYn+qTGxMjdzY6gZgy4q1z4e5xfpe2Hm+r1yi7L2nLd+/hoYV3ej7GbIbVHCKVgKzOHZhVvUc2fEGCledM6Axqn2mBslXN0lmIJMaOO8+IWeGwMx1ydzdYeb4wIn+0MrsGFnlDj5jLn5c2I+C3cN3/9LrnPt5brBzSGAMPo1u6cQrh80+F2HMdYQqbtork+0N1f3ufrNt72KDCdYlU3wOiG0NQzkJMcSEigAlRDY63bQCHLM8gBrQ3rPhcBB3LH1mOsGNqXMXKJhnUw2f510f6u9q/Nr0In5+QfnKve1vS9j0uV8n7j1EAZ/YNz+kHvXsOYSJ6JWJ97L+Z/nvmsTT107Tjxj/pr5KTM/F+YjIHNtgsCJAwhT7s2tyyfqIv/AM+b61Myv5S5f+UR95xMrT84x2y/zUY/5XID5Pnqx8ZjvN+3PJWAawPjOkz6/Npo/sPfU91qZjaDg5uD8c/9gsiwn5KqT/T3fPyf6t67WXN1l9SLzoV7OtJvnJ8bjD/SHnvv+ibHF3DPq916eTMC0F9DfxFyf+OAIrN1f6HN58l5ibgzm6zLfP0KfrLPriLnfz88/uPtqz9WZ+4SeIUt3+Jp/X4yYs1fmxtZINzeMZ9tarw8wc9/ByXm6Phm8SOX/fMuFH/uRP7dnX/l//r/+3J79YuUlG+EnvizECSP82Wefxd13340vfOELuP/++wEAWmtsbGzgve99L77ru74LwP+PvT+PtjWry4PRZ875tqvf/d6n2aetvoWigCoIlIYUKOHil9xrcw1idHw2KTVI4g34BQWREJurjmQYknwjF7xJUDEBNXxKInilkaagioLqm1OnTrvP7le/3m7Oef+Y8/3Nd506JRSSUCRrjnHGWXutt5l98/s9v+cBGo0G3ve+9+FNb3oTPWthYQG/8iu/Qtd8HS//RrM9S7M0S7M0S7M0S7P0P3/6xrd4/93SbBPu0jcVE56mxo8WRU6Ug3OOMAzxmc98hjbYd955J37/938fr3/969HpdPChD30ISZLgrrvu+rrftWFJ9mM/h7LHUa0ZpD2+lrSAAMC4hi7/5hq+kMgzj/72hDvCelYgIik8CPtZFgLMXqMVA7fYT63NOwFACI1YZBiXcI2KVX65N4BQxjqx3Wq5Q+/lVtcrWbouS9VT/fMmvOeaRG3Apq0q0O60Tqfr8n1lVV5u+cKzv+eZw+r+lfmrWkyqVoCqhahqUapcN3VN5XHPeiUzbQ+ABDouv4FJkPAJFJuuo+o7Kxatap34fuH60nOU71mZe658XW5V/JoFxLPadOqdz7Nv/ZWJLD7P8T5UrFDe1/fu53A6AFyDle+oWqQuv7763Ms+U18W7rfAL5Blz/ZUVR8qfAmZC/qsrXiI8k2+oJmzeAPYQwxVC8ALjflsQFbIrZazQj7rfbhC+1fbnrn+WAoAVb18f2XfeK52rlYer5pBnzuPV2rDKYv1ZZbPZ+Wlmrgr09fML3OW/Gfl/fL0HPdPjbVynrvMKv1X3lNtn+o77Pc8dbEKV6yDr1Unl81/5P0QCqpcq65Uv18jLfedN2arfVkfnJpoK3Mc11fepz0XjVz1OeWceaX7nuN9z/r+a113+TXVscCukB8A3KvU4+WpvFxU5rKyrq/0zsvzdKV6mTKdT8+RXCi3H6g+90p1d3kZq3liIBGyct4v5wfgsjmiUidrV37DLL1A0jd1E37ttddifX0db3/72/Fv/s2/Qb1ex2/+5m/i/Pnz2NjYoOs+9KEP4fu+7/uwsLAAz/NQq9XwkY98BCdPnvy633XHb/w8AOCNtzyAkY2OGOQRNsYGF332wiLK0VZrJRhvmsgV3spw3cFLeOQrRwAAulXg6CED2GJM46qWiYj4xKmrsTpvAFsXnlhG7aABj412a+ismM9Z7mG8ZzCYa4f28QNHvoj/72mjsLdzsQ1W8pf/3LuxsD3CVquFv/F//AK56FSgwXN7gBB6arIu+V41x9TCEW0zjI9aSeaRuMxNaN7HJDPPs6l8R9EuIKxim2xI+Hv2c02Bpwydx811u7dKcvEFuwJZR9FzZMMpfLoFidP3y58V2H6pxWDmFrNZnWNtnWihISac8kvcv21JAVkyUvBGFjrBHK1b3pL02VSkw81p4eZCFSn4i1bB71xtalFXVuEz2haYHDI387GAbkjwvuPLLuEIKtBQVuEz2BHIbZ1ce/NZPH7/ESoTlTNSpn1g36WZC7AJNfx5l6+yfmRNmYUBAJ+IKRduGevAiulNgWwW8HoeXVPSYWrPfS7rAjD9yrlZmeszlc/VxCQDKwBl1QDRycC3Sg56x2UODcQb5vNoXZFKqxauzXnCyP2qhYZIKhsZrsFsP5VLGTzLf89TBhmXeXQHPFaYeqRrbP5EyqACjcZp02+GRxW1yx0vfgJf+MK1tkJA7SnGnPK4dt0WLj5mFFMPXLuF7IMmdmDnxSYIEyOBz/0fv4y1bg97iPH/ZK/H/vffgc5TCX7387+CpayPrVYLr/ild5j6L9fbwI1vzYBozWBesjMNMAnIujMEMKsOyLZD8IMmbqPohoDlk2cKzz642jaoQid4ymDj1KF8Rfhp3ckBG5gsUtcfwEF0r/Bd/4XQVNden6OweeUpN33OZp1njFRwecZdQDgAuWDnrL7nxol2fUOMOKnQKk8j2BfIWyU1pRv7LAfVowo0KbOynNHBTfkKYmyxyJGmz5pryIaiNhEjTvOcDDXNuSpWCJYs3esz9al+VnRMOZY/42HvBntvW0IMHJe09jTVdbWM1blQRYre53c5snlT1uaRHvrnzeaZ5wwqrEAnATe+qxAd4eb+z77j3Vjr9bDVbuGOf/5PHVxMMmirzqw1wCaC5ppgcYJsELrfyteN3TVkqADMxs8apVjPh25aWkDJwDwNnTssBI/sO7sueBx11zHY0IOK7ZriayCtzPeRfW4vmLqH9z2a5JWvgNiNHT6w8SNH+xhs2MjKyjzItDuUYSmFsmqqXJp+x9p2IdkPqFyYCGo3HSgKKoWutEerMMqeMHO/6Lt1dm6tj+52g+qU3rEXAFbZWitG9cYjaX6D6YvlRlvUcqgta+Ccz4C9AOFBM48oxZBfqlE5tX2HzjjOYJZeyOmbugn3fR8f/vCH8aM/+qOYn5+HEAKvec1r8F3f9V2ool7e8Y53oNvt4uMf/zgWFxfxh3/4h/je7/1efPrTn8ZNN930rOemaUpW9jL9wE1/CS8Q+Mn5LyCzz+4pD1vSdPa/XLkaod2ZHfC7ePT4AQDAWtDFXbXH8RvR3QCAQ9E+fLs7ekX9CRz1ewCAGxoXcDzYAgD82+jV+IG1ewEATyUrOBmZqNBE+TibmbD/F9XO4A21MY5eYzbx9x48jpqNPmkKs+GKwgx3/837qQwhL6DsZOJzN5FIzTCwoewBLyAqu9iHuqt49fJTAICtrImGjSDNtYCwK3MqPXi2TIJppNJGvgdD7FuFm5EMMbHUH23fLDgfO3A9AOAHb/gSpF2dnhwu40TdHFIUOELmFCNKVpqhDFGzwMXfa96GN13/Jfq+IMAfIMHg25XD5wpD6zUotKC8rEV9jO3nkBdIKyTG5TVLwXDqe/NbQPeUZfeZxFEbZv7QiYN0rdIMLat28nBvDa9efBIAcCHtIFUeQmtG9bnCbmYDVL2Evj83mcPB2PSTN819Fv+f5iufVScNkaJr6zoWGWoio7pveQkOBXs2X4eQ29W75SUY2gOlzyRy6/Io31vNP2DafMEfYdfSSjRE6upBFNTunCnqJ+XzyxTbaKBREVI+Gl4Gblfv8nmx7ctHox386daNAIDb5s7izMREaXX8CT6zcRwA8PoDT6Jv+2/IC8deJH0qC2ca58dzWIoGzyrvVfEW7u+vm7KCUf/MlIe6LcdIhmjaNpxIHw3P5C+VHupeik+cMAwTr1l7mvrcWxf/Eu8JRlQnZdm7eUz5+r75L+DDy7cDAP5O54v4gVf+BADg//GS+3A43MVG1kEtMO9StQD7338H5t7/OVx6y51Q9zMgA+Iwwxtf9cWpeg55AWHrNOQFromMUeKLJ44jVxxzvuNFn7Og9HPpAm6qmeiy89k8EntiSZUHZcdnrjiVQ0AhtbvukOUYypDa3ecS0rbvit/DXmHmyWp/4ExTHmsiw6W0DcC0ffmcS1kLc1bVZqwCCKbh2fqdSJ/GVV4Z05xpLNvozf28Tu2Rah8NOzfu5zWaAz0mcWq4hBON7WeVK1ccypajHFemHBH12ZAX1P9ikaObx/R9LHJ6/25ep3ZviJTqou1NcHN8FgDw6RPXTI2dtcCM+/+z9Qr87ZMPAwBWwx4upW16Vqq8qfk8tnPjRAXILQ3KnD/G0NLMnB4t4KqGWWvuaDyFLx09RvcOZUjPLbSg+0Ne0Hippjg074qDDD94x2fp+2pdJ8pHoQV5jW+tn8X5zIzj6jjcL+rUtn7FItD2xnTNbt6k50rNp+4HgHnbl8+m81SOpkioL2+mLRyK9gEAEc+xZ2lpajxDzdb7hXQOi5YBIeQ5zlUiQ0NeUN5CXqBvGRRuqZ3Bw0cPmbIrj9ZGAFSHx+NtbFnap1wLKHCs2qjLC+kcrR3n0gW6tyES5JU1bWytAov+ED2rGNcQKS7asbPgj/DSxtP48hFjqBnLgMqylbdwNNy2zwnp/jl/hEuWgiXmGZVv3hviSUuNdjjaw9OTJby44bbYD590a9x6aNaXXpVRYpZekOmbigmvpl6vhyzLsLS0hJe97GV4yUtegt/+7d/GqVOncPLkySncOAC85jWvwcmTJ/Gv//W/ftaz3vnOd+Jd73rX1Hft1/0tzH33a3H9LWcwyO3GhUuc3TEDNOuFxloLgLUzsG1rvWsViOcSFE+ZU7KsKTTWzQLBucJi3Uwap55cQ2CtlfKZOvRBK7SyFYGt2O8zAb5rWUjWEvzNk4/j0+fMRiQ536C8fv5d78LK7gAb7faUJXwq4ENXLNb1aQswWWIyhnAPGJ2wbBx7HoqmtSJINmV9KS2frGDwhnbBnpfOstuUEHvOgiomHG2zF8XezYqsSsE+Q1G3FqpQG2stADESzoKRcbJuLdwvsHezfbcuCwD3dyV4ygX1MaIKS1YkhM1vFdbAC1c/6XIBryeovMp3ViztOYuj8jX4sm2387GzRFbgLCJhyFbMJsbb9yCbEnxiJ1kFsugWDWWCgAGElzzyDtz64qfx1c+fQJmq62LVOl+2CwDIloTXtowoG84SrkJFgcF8wskyrH1trHYA8o4ET0pLE6BqEl7PUYeVlkHzoool3LYbn/CK2Ix2lsgJh6rcW/YZelTN9oGahNc17yva7t0qACLLGjQ+LOl+LVz5ecLIoq4CBTHh1G4y1C4YbnUCccpadaoBYwwomnaj1ufI5mxfnDDqlzzlgNBoPGMeNl7TdM8bXvplfPQvX2zuGXMaO95QkGmZHR2juGQVAFcnWPgjk4+dW4BisQASjs/9vLGEbwct/MDL/wk2b4ux+lufxQf1/4UlTLDRbuOV7/iFqYA3GWrAt39ECs2O2cgOz7bAE4ai48Yx7LjCwEP9kPXAbTRcfxDO0lr1dsim6xumnUx/Nl8wIChN1m6MsL7n2qAhydqOVo7grJkzs3kJbe/1eh5Zg8VQgBWM3uF1BQrbT3jOyBKuPeOxMfd4zowvGZS1zvKRoL6o6hL+rkcWd1bpxzxz81zRkkaCE4DYCqgPVOdCVZMIdsw8V8TGcl6+x+sJ1x8jBWbrgWlg/QZzSDrzyBrNbUwyiBUzUdU/U8fgpA3ojxVY4iz5LGM0DvmEO2t9xYulKmrLfo8jWTPlaC0PnQVXAjrQEKNyfFfGdgVmA8moTKUlfKPdxive+QuVOU9PIy2qdXpgbDwtgA34ZK4cVahe+QBfgyXOi1l6FZmy5S6vyzl0WHoPPeR2HMJXNDfxxHmhdKRozdZcU32KgaD1DEKDT8S0h7KsXwUHY1tOoHdLhiUGYRUsZaTpc34sAd90h1AmzZwGAMG2h2ypoDyW8JCqt5NpuHl5rjL2QgWvX0Z4AuE1PYwuNFwdCTfnyjlr7VfGEwuYNifvR+V6VZcQpddzIYfY8aGWU3s/B7O/VcckmMaZH/1/4YWWjv+Lbx0m/OmfeWFhwv+7bcLL9OSTT+Laa6/Fn/7pn+Luu+/Ggw8+iJtvvhmPPPIIrrvuOrruta99LY4cOYJ/+2//7bOecSVL+Gj9MAAGP3DWZAZA2lPus/BR5d9cG3db6UbiBrNVptJqVxRiGhco3MKBijuVnis0Iq9AaukSdQWPtjzoXxkTfll6LgjcFMTOsjQAeDZee+ph7vsrYqmvgH0uF83LMeEUfX7Zc6+ED+fZ9P1fT7qcaeCK7CSoXGPL8bXgewCm2+053k0Ta4lX1dO/03MJxuHe4wfPgQnHdFVd/sPzxYQ/Jx6+WvYr5uJrZOY5vr9cTKEK5blivcNtCrS4cp6m4JS2nq/YbmIaSnOlfEyxPVT7Ynloq7rq7W9RkCGxnOrV+6cOw0JTmzChSYpeBXYTNIUJZ9gLmlABezZryuWY8GpxmKa4EiX5s8dSpVIoFqW8rlJ3z0qXP6OKv64+t5o0m35u5VqCr/DKvVUcaxW3isva9/JXXX7P5XnW09cyxZ7zWVNjoZqvK11f2aw+i6nkr8Cde77pQEUupp5bQgNY6vjV6d4rzY1X6JuXv+85MeG4wn1XuL+apjDhV4pLuNKjhJ5eL6vvvfIwfHZZvtY7qmvV833O5fm4fN64Uv1ehve+4pxVvcY+psqI8pxrazXLV5qXqwckAPDV1H5gqlzVg9VzxNpQqq7Z5ecr3V8+w2Zwba/33AX4FqXZJtyl5w1HGQ6HeOqpp+jv06dP44EHHsD8/DzW19fxB3/wB1haWsL6+joefPBB/MN/+A/xPd/zPbj7bgP/uPbaa3Hy5En8+I//OH79138dCwsL+MM//EP82Z/9GT760Y9e8Z1hGCIMp93orV7/+Wb9W56E1ljtvfAGxCzN0v86afJNu01AYynrA9ll32uNtdk4n6VvYZr1wVl6QafnCvr9XzA97034l770JXzHd3wH/f3Wt74VAPDmN78ZH/jAB7CxsYG3vvWt2NzcxNraGn7oh34I73jHO+h63/fxJ3/yJ3jb296GN7zhDRgOhzh58iR+53d+B9/93d/9dedjs9EGYIPR7He6YpnmElOW0ypbgq7CFxjAo5IFxRGHsipPeMXCI6qWXgWU0D8ZAMJTkGVwRSWAqMoTvhc0UYaiK59XeEo1QLzXevrkb/mVid/5SryqGo43GSA+byZd/VS5wWXESF2x5FxW4tkDo2oJR5Unt8LSwnPHyV7mhe6vlGWKO1o784bhNac7DO93pbx0TZkNn4EXrrxTnNGVsptnlHkE8VSXvN0ApnjQmTLCESTUNGU10wSNMJzSth5jkHuzzCeAaf5uxixXvaZ6KK1oInP51pwRh6xIK9znlbpjhaJ+ohnMNRWeceLi1mU+p8sx3TYK2ruMieFKSU+Xy9VJpT9UufQrfOBQmt7BpKa+D8agfBeQW82L4cmtlKPKJU4WLeash/IyXvxqmSvlkrHjAK/ezzSIw72oMViIK2RU4fctOX0VsDiZtjbGYYZJlSccDHt+A9PmTifIU+WvhzJ9kMpY4ZrnmRM7qVrreea43qdgXYUilcEqLz5g+6MtoxJOhIrZuqB8VfQByjzxXDqxkorYjZtYSvcDc2NJw3HhA1Te57IwTtUBbH/T7t5y3qrex6SECkqWK4BnNgiQu3lDV8paPqsa8Ey/VSyZ2qv0rewyfYApHQALRwm4EaEqxyWvPpe5uViDhINkyKfzYbUUijqHP7JiYYEwOgR0yHOdmefSjV3l6mq+GBqGHjDs1FvOIqsxBZWrvnvK+/gcnoIrebHomio0vbomAY4Tu/q+6js0pri5p7jaq1bpyrur3O1curGkmZtPZcBQDaW5ooW7arG26++VvGtT9YDK/ZdB5apsY+XcrzzmeOQr1wLP7k9XehYqjqqy7AAoMLfKMz613gh3zwpm6YWc/lpwlG9levFP/CYAYO9luVGrAwANBHs2OvoiEPZMTx4e4Fh8yAZhnfTRP6Ex/6C5RXkMo9ca3GVxugHZMr188fMC/WNmgHhjQFlD/MoXcuzcYnbh/gDonDLPvfQyH/rmAfRjBs+3fJ+kgfufPv7LJmI9auMHXv5P4O8bs9roaJMUr2obGfKmDaTLFIKeM6+xxAb8rNahOdC1EubxtqIJyJtoxJtm91g0ffQPm2c1NiSiTRv8dF0NzXMmvxfuCrD2OfNcJcxiM14tlfCMSiJgVA7LhTVrC+RWarm+KdE9bq7vPJVjsmjvlaiIAAG1iymKpslv1uSIdiyefZRjfMBgb/2hU1KcrPhoP7RvytGJMVmxAX7d3KhmAth6kYfFByWCrilLOucj6FlsnccwPGje5yUa3ROmfpe+UpiNLYxEcLlQBL0Ce9fZ4JqvJjh7d4Tl+6wrusapLP5YgZUbAeE2G+f/7znWP2gp7TJFC26y4CHetpjCXGFwJETradPu/eMxKZotPlRQP0k7giSVl++fUHmLmqCyFjUBYeuqiAXyBkfQk/R+UvjspxgfNjjEImLUT8KeBLf14E0kuidN/da2JXKrgCoDhvqGfV/MIRK3wRiteqRW500cM4Y/1nQ4DfclHcricwMMThq3eO2Sg5TlDQ/dqwK07fiJtifYv8GMnazJsHS/3S0zV9daODYLJjX6R8ygbFzMkddLKkGzYSvvqW2mGKybMvb+tyGWf8cGKmmQgqCXaNTOGYz26f+tiZUvmvrceolAzZI6LTyUYOeWCEFf46O//0tYGVvc7S+9A2981Rfxx594KT7z7l/CWq+Hbcuaou56MbVHXvcwWbaYTQX0j9j62QHmHktIjZXnIOXI5ukxzr7OBKp1nnQqmwsPjjFZDm09ujHFC43eMavqulnAH0hkHfPOwUGBeK/coLjFvFT5M/nSGFlZ7HhHIeya5wb7CSmVFnUBMbGbXcGMyqntG0Us0DthFWPHGq3TThW2f9R870+cQqdINClxLjyUUl7zOoc/UrSh6h/20DmVUR6DLcsIEfrYu9n0cX+k0TxlvteBgAxNOfrHAsw/bL4vGj76RwLEu4qeVaqupnM+jfWsybF/rcnj2mdzJAsmX9FOjv2rTTlqOwr1C6Y/b98SY+HRFHmjlFzX8CalsiGn+YjnGvMPmbVm66UtNC5WlIF3TPlOf0+Ak79r+uLuTQ0M1oHl+8uTqjsEtx7rYnTMjKv60z1oYcr77x/9LSynfWxFbfzt7/sFUvXkhSZ1UOUxBANFc+bOLSEpP1dZV7yJRt4w90S7itotbwDt0wU9K5l3MSkidYc/b6IxWrOBqI/lGK94dF15TTDQ6B2z/SEDWs+Yl4+XBYKBjfPInWJrXmNoXJSkbFm/mKF7tRkLRQy0nzb52rvOQ+OCKXvYle5gmypkHZPfyQJH/ZKNK0kVmAYGVg22tiUxWrVjYVdR3XmJRn/dvLt5wam65jWGYGielccM7VOm7/dORNi/Hph71NYvdxv91jMZ9q8pFZad4qvyKvXTd6qYWZOhtmXe0T/M0Xm6QP9I2eeA5vnSYsAwWbAxMcsMj/yzn8ULLR3/rd/4lr376be89Vv27iulbyo7yv/IRCfhqIBnN85ZP0RRt8ERAUPWcgFs5aCVPqAWMijPBqJ4QCM2k+m+XwcspVLW8iggEhM3cCbLHm2a8iYwWjNVmLU11pojbHrlRoKTXHfVuuDvjpCu2qDQgCPctxuoUY7Jsl2oCo28aRflQkG1LL2TNlhJS04AXgC1Lbs4FRp5yx4O+jlq29YiVmiysogcJJEOVCijAAT93G0StDuJK4+hqJnJqPXkkDZKLFeI9k39BL2cruG5orouZZ7FWNIbS8teUY8Q2o2lGBdQvm03wZDPm2C4vO0j2jb55ZmCNzTXx9sN8FTRPf5Qgpdl7Odo2GZLOx5ZkbyRhEjtohdyyqNZOGz1WitfeQCpXUppMeeFQtYx9Rt0c2Rt81lLZ6VL2x7dyxTofXnDA5NANhfQb2UfCjcnQKkWKmIMD5aBjhxiYllaeilGhy1rwEZC8vD+sEARB7Tgp3M+/IHtv/Ox2TwDCLoS4zX77sJZX1TAUbey8xDMWE8BeGOFyZIpX7RbQGQKybz5e7zMSOo53pW0AAf9AnlD2PpltMADTqVS7I+hY7shCQVEAojSMljz0XzGLFw7t8Qo6rau9xPkjYjapzxIFbGgQ7Y3KqAC1xdEUiDrBLZOGcK+rZPEgze0bA+9BPlVTco7U3YBXSxoMcyWNGobHr3PG5lNRtXSV6WMoxT6UHe+GPwv7od30LAy+YyBXb9G7SZ9cxhon04RbA5Q1DrmXs7QtYfh9qM5jfX6RoYitvUbC4R7pmOLxCMLt0glon3bdy+MwfeH8PfMWOJ5A37fjJ+9G2LMP2rq2t8eQjZNXsQoBS/Mxk4G3Cm+Mkbjtv7EPtKD5ppwZ4yi6WCCQS9D85xl79hJ4Z0zzA96MoE4YKghO1/eweiqeZsnjWjfHg4fvwh2lakfzQOEezmCpy7Zvw8h/KKBQLLVJSCxc57HUd8sA0+dxyVr+ag9eMHkNzoIsWt2mHzowVtZgD+042pnAjz2tHnHnTcg2DWVHbRCpG3LbHRqF5oZdoz4iW1kLZPHsFfA3zBwj/pKiPBsF4FnN3dH2/D3zIGbN0I0rXw6LxSKhj0kXZII9p2hpfRseENOn+cfHmGyXEfzQcOckh3swN8zeZStGI3HDQPG5EiH+kDV6m8CFc1nkWk6dEqfIdpJMTxsD1Y1IOiXxgYgtRtekWp4ifUQRQye9ZyKDBgcsn306Rx6yZTbH2nIwG0mRaYpOF2FHI0L5o/e8WDq8FcG5TMFWrOZApI5Tu+QVmreHyl4E0VW36IhKt5DOC+C5zkLe6HJwBBONM1z0p/22pVWawAo4opVHG4Oy+sMlugH0W6B8bJv7wV5ltM2h4wtRWFkPWvW1hntuc295gy1bTvv1BxdaxEztM6aPjpeEmTYUT7g2TndSzk0Z5AlZasEzfdFTSBrlkYXzNILPF0pVGKWZmmWZmmWZmmWZmmWZmmW/jumb1tLOOGMVQU0JZQLlhcAK5nmPIdJ1Ia+gO5XAvBQuoEc8K1K4yTDaUyZpXdF0HOYUTAgK4SjE6oo9VWTFsLhlxnIba8iQVYLdjk+t4QXFsblX8XUEVbTZ4TB1II74QgGsvLJANDWWqOZw+LJgE/hpMu8mZc6nLEKnCBF1ZqrOQiiEGbuXs0tzjRwVme6hzmrjfI5vcOU3da7zxBUwVKEqTbvKK3fMuBkadAed1hxz1kotcegC+eOnao/+w4ZcoezviwZN2Llvgreml0B0aWFu14LZnHLrl4oX4Gg/JDnhJ5RnpEdoNJgzV25ZVDp/5V+U8XFK5+7vHiunUW1rRio3sEcpIgp40kpLU88r8REMFzWz1we6ble5d2BB2UtWspntj+4OirrVPNKGylFeVE+pmIPyjGtAo7CWmrDRBorVHm7x92zKuNNe3yqrrRfmsAqokWXiXyA2Xa/wticYkOwGHPv4AEUFy4CALyrTlA9yFCQe115HJgk5M1ghYLIS/oj11bS5zS+WaGnxkvpMdHciSHJmg++q8nLUh1X/qiCReUcfGKFPXxBVkJo5ayEHGQ9hi8cRrpQ1ntk+0Y/Ae+E9Fs5Jlns6EFVI3J4dFlRRq3EM5SMF2q548q7OG/bRAKeczuU/U9kmvLhD52Wga6MAzacAFoTnAYc4G3jDVE+I3y5jD2a46nuAEBwh8G9LOk4cH3ZY9D2WWKYujwoDWGhhSIRhA+HBlRYXoNKjEdZZ8ZTwQsNFVmPViYJ+y7SSltd1jdLzxHLFTQT9BwZeWTl9kZ2LgAArVFS1otc05zECz3Vx6WFTIncjU8mNUTmMiDDijCY1DRveRM9ZWUureUi1WRFh3ZzgwpcfI3ItLH46oqnt7Julm3LC9PPAbM2euMKA5p0/5fWY28skbU9youB15VznoYuITraza3KY+T51IITfIrnmuCVIjETB8WWaFdeplz9igw0lwiuqQ+IVIORwBmjNZApg4cX5bMqmHuRKvilUNzzZCr7H5a+LUHQ/33St+0mnFQREwEWl+pQgtzDVVdcMHBBC0wBPJAu6FIBaVFisTlU4ha3EsogEsBqW0BzwPL5TwWVAECu3EaaF4C8gry8in2HX/UqsJpEQtqJ2BsBKnKzVOkKLoPtNG2eXdCPyBVQCWSsBp/Iupm4RYZKkCdoURaZMpuVMniqEihZhIwwaXGlHDLilQ0uR2Bd/nl92rlSxMJt4qsbGA2Ck/BMEZ5S+iAsNFMgFzwLBU3iZdlUGcjH2RREo6zf8hnlu6t763IR8TznBuSFwTOWE6PyGGQJs0kVYanzuucOI8wsaKasnCb40jUJmAUojxlE6jaZU0FZ5YSbOYiNZoz8VLLmU98wGGnnshWphrTBeMpjdODhmXIQoUJOH34omNi1eTUoSQkgJbewBy/g5qADE4jqdV2d0j3lgQBmoSxhPH6h3OFOuKBbpgFwt0liqaZymS/Mf0UzJKwwAFpMZeT4zqubjaImEO6kyFoWYpEot0hPHV45jR3NGVhmV8lYUhugJqF8d2jVDM9aPFSgEfLC8IBX6jive/AZg3eV4ZAvnjwFnDQbSSYVYVGVx5AfXqB+rj0PVlsGRSOozFOa4D7acwduFXJoz47vxLUzTwvIlbbLp8eoXFnDzRsq9pG3rM5CP6Wxbg4M5WEAND69ijJk3onAlHZ5P+BiXHgRgOVz5vascNoIWUH90sw7Nh+LHXqH8k3fDPYM7ik/0QIsG1Zx1SHwkZ2YOXfxFG0HE1QBh7AbeDBA1c2OWtVbkKGrByAA90qcsusc/n4Kf2DqVM7Xaf5VnTqN26ImIBfMolCOTT3VV8x32VKNxiTg5ra8IQA9DQksy17CB2Xdh/IBPjC74nSlhnDXYtgXY0S2z2Yd3x0sKklzN8+xgtEmsYgYvGGOiYVSFLFbT7kGxf14ExfUqj132M/rzCnXShdQa+YxB2HxxoqwyVUKPxkw1HYk3VNCAwEGZaGBRVwJXk8c9hoMkDWBvFbGc6gpo4C0fVGkIDx7MNAYWYhX60xBUDvNgaxVQujcph4wUJiyHvyhm6eKyJWd5xrpqoO8lnUtA0bPy5vM7DkqQcpVOFu8Z9fNmps/jcoqo3qgDbxy33tjDRnwStCuM5ykDQGr34bLdN5m6QWYvm034bM0S7M0S7M0S7M0S7P07ZWuJFnwv2r6tt2El8F0tfkJfM8GXkUFVOhYEsqghXQeYMpZn1XB4dnAkPEqQ8tK/Q48Da9jGUbqHnKriigrKoNFzDBZe7Y1WfkKS/UhBsxYf9K2cw2XhPpMmeDJ8uRv8mg+96+qO1YRj5E1VvrCWaxTNSU24I8r8BuPk/UyYEDtkilTsuBjvGKZFOoMedsFB1ZP50VdVGAKmqw7vABFhmedgNyWaUegddqqPgacLGBF5FyQzdMJZOw5K9pYYrziAlnKIJoq40d9IyeatcmCQHtQRuFzgNyWxjoyXjXPql3KURA7hrNGpy2O1DSHgetYi7OMXCS7gcyYa4YHfTBpfjfl9R2No2Dk2i/LCQBsL4BISp+goOCntMXAC8sK0+AIhtpZSkLnEchaPnTJcDN2VlswE3QEAGKikFlmjCjk0L5jMdEC7u+IQVhVxfGiT4GLRY0jmbfvSLgTGQEQ7pv6ZRoUBBjsTpDMGytq1mQIuxJp2ynAlZYnfygpeAoMFIyZznk0vobHW/R9slJzUB+lEW9LsjJmrZCCSpk2TDyAhX+VFiIGcoMw6eozb3rOkpUrJMsRjf28LhDYPiQzgWDHFHJyqOE8IFKjf7UVNmHFFIShDBpL5z341o1Oo8bCJgSUU8OE6SuTZQ/s+jVnwTs5j+BPjZR99rrbMbSsEfM9ibwdwLdsSNlcgNxmRcYe9Yf+0QCdJ814kyFHuG+V8hjD8IhV+KwodKZLMViuKGAv2k7Jgp0sBdBPW0tbPaCxw2SAcNfkowzyBoCs7dO96WJM85Q3zLD58jbqm5bFoq8R7pWsOgKFZecxlkxz//hoiwKyS5c9ABRzEQUq+gMGrzvB6GYXBJncctTmUSO1FmjNGepP98xzj7SoHGmLQyQ2sPLCCMmBOt3rjzQx0XgTDb9upL4nSx6YpcAaHA5gFcQhaz4xE8maj/o50yHGB2MUNcfCVLRCgo8F3ZzqL28IRHuuvOm8Db4fSgebqXi3ZE2hf7UpX7STI+gCw5sMyVzt7ADpUo2e69fMs5QAinlr0RdunqxtFUjnTJ14OwWxtIhco2j6yC2EUAuQ9dofSrIAh/sFzevKd+uZP9YYL5trknmf5hPNzdxWwi3GKx79VtQ4oi1nrScWnl1Fgd680FOBhtaRAi41BaxHewrRdgpm59bhQeeV9BLnsRkd0Ih2bRuGjOb08UpAEBIwQZ7AoC+RznkU0CiSCmxEA56dm9KWj2jPsmzNebTW5DUHP4z2FTEcKUv/WK4L8XaG4QG7VoUc+1dZD27FWz9eZVh4wAQTd493EPbKgE9g7nGTqcEhD/GeRDrP6T1zj9v8VmgYy3tn6YWbntcm/L3vfS8+/OEP47HHHkMcx7jzzjvxK7/yK7jmmmvomiRJ8I/+0T/C7/3e7yFNU7z2ta/Fv/pX/worK46t8hOf+ATe8Y534MEHH0S9Xseb3/xmvOc974Hnff3ZmSyZ/9u1hL4beRFkx0JTNgKHV/Ud9lDGQGtujHTOyfTOR2Zh3qhLtJtmkh2GdahOKVsbQFosRl5jU5sYmoBiidV4gFN27dLCYMkB5wY3TByKNnZ5zbE9aMYxXjEZblysDBzGCDuYNTm8iaZFMK9z1J8xM5isB2B2whWJQrJoF5pEoSjzUYAWe6CysLYE4p2CJlnNMAVNKTev4X5KDCoi08Tm0nqsi/4R42r3xxrS1sFwvYagLytR25yizGXAaQMmJo6NI6tz1Lcc5ZoY201iIJzbmxkqQycJ7vCyusKbLTKNYGDLkWuKWPfGComtq8bFnFx2BgfIEO7ZdyqHTY42RxicMLsjfyjpMKKaktzr08wE7jCifANVKTfF/lBjsmQXur2EcNLJQkDwJuU5tpJgewxlqdGCXoZ03sIHhgrZmg9YejFUMJGszaneudTEZGPyCfq+xCIniwG5eIuaQGExsVHXMAWVSQkHwVK+ow/0+wVGB8t8uc21N1FIFi3Tyk5OcBReaPSP1hB2bZ2MFALL3sGkT3AJw7/s2ASCgblmtBrAH5UUZhqZVfr2EgNpKjfSeZ2Bl7gwqZEt1Gw5GL1bRo6z2YtzxxRRK5C2HIVY2mGId6bZUTQDQl4AkaLTMYPpO/6wIFgOkwrZ6243bfixL0KcuNOWu0De8pEsmbqTASMXc7CbQEa27vYUBuvlmNbILHsHSpgMDDQp7Zg/ag/sIT3QRvjQGQBA79Un0f68oekQkyOofdGwgmC+g+zGRQBA+NAZ7P+tq+hZ5Yakcd5BF2rnxkhWzQ41XaqBF4Z5CDBsROXBKNoraDz4g4wOpCJRGBy2hgAJasPapRTDozG1cxx7CHcsa9V1NXSeMPNy3g5orIe9DLJpOmp/3UP7abtZXhbEpCTrAZ2auNQYL3FipBCpY1wK+4LYY3jhY+FheyDYHWNwlTmQNk4NoOzGW2SKmKbGqz54IiEuGDaX3iuPov2g2QEW180jWbCbZd/BqUarPuF2eWHGDGBgI1RvwwLpfAD+uL3nSBP1M2a+V2ED3MJR8jp3cMsyHoYD+1f5CIYWXrEUIrOHO82NgaA8hGoPGC/bw+0CJyiDyNwakTWqvPxmHS3fnVq4vgo4lHBwFpG5NXC8yMGzkuYStEaAcQzNOQj+gNG8yhSIh3twKKA+nsxx8DzCZNGyIY01CpvfIgaiXbv5DR0jihYCqUVmeWOGZL40GDljStox9Lul0UZM3IGWaQEZWNhKBKTW8NC4oOgwogXAi3L+BKI9e0hZMrFmadv+vehhsmyeG+05mFJed9SkWoBoXWUITBatUagFjFdD+jyZFzTv8dysiYCFUUZlvVcweLP0gkzPix3lk5/8JO655x58/vOfx5/92Z8hz3PcfffdGI1GdM3P/uzP4r/8l/+CP/iDP8AnP/lJXLx4EX/n7/wd+v0rX/kKvvu7vxuve93r8OUvfxm///u/jz/+4z/G2972tm9eqWZplmZplmZplmZplmbphZf0t/Df15mklHjHO96BY8eOIY5jnDhxAu9+97vxzZbWeV6W8I997GNTf3/gAx/A8vIy7rvvPrzqVa9Cr9fDv/t3/w4f/OAH8Z3f+Z0AgPe///247rrr8PnPfx4vf/nL8fu///u4+eab8Qu/8AsAgJMnT+JXf/VX8b3f+734xV/8RTSbza8rL4U1BO306jiyZPhSLyUdILECJ3Vn8Ys3GJ28tQCWGkOcWzRHXp4Be9Z1yQcC+5E5VvsaYP0y2A+YHLNBMH0f7SfN6bJ3lUbWMc9lvsKwCKFCG3DlC3KtaekC/bZfFCG19/ACJHJT39RIjEEKeU1Al67yzHGcl6p5pauUF8BwzTzMS0AWjNFK4Kzw0kFpmAJ2bzEXyfUJ9vbMg4IeML7Ox8Q6K0YHOAWfFjV3qlZeA2PjIYZIGLXB4PA8mufMS3Zu4fAHlWtO8CkFwqoVMbEuVG9iBCAAw72e2DoRCXDh1daVrEGqY8kSUL/IqU3ZAe4Ya/pAYi0zIjP87QCwe4NPECYZukDb0VqAdMFc036KI58vsHl76TKu1nWH4BrZ1S4gZmF1DzvWkljUQWX3JiAXqmbA6BAQ9ErYCFDUzDu3b2tOqcQlJ8yD94YB1ZW8uUPWnksvdzCKMj8jK4KhQpCV0R8C/aPmwnAfZOHxB6wCrQLY1TG1h1OlE0gWzcsnIwZeuGC89HAO/qR57vatPtV7shhVYCqOozfaBzJb18l8SG1Y1IHJIojVRKQcvWPWlXxIQ10wmRkeCJGX1h4JjCy0qqgD3rj0/AhyHXev4ug8pdGzQlthFyS2snZwE3vXmk7OC2C8au4Jes5te2Chh82XGG7vg/M7OLtq54aCIevYoLQyyJBrRGsjXBNtoNkZg/MyANmI8Ug/JhaU+iVFEBRx4k4s/fZnAQAb//hOyLASLBsCyQFTSRe+s4l0xfIFb3pIFsr2cdZyI+BiPnoTF6goX7mMZB4QN19t/o6A3rEjpn6PSpz9UeO9FJmbNwaHrkZmLYbKd8qx4+WAxnrSadJYhTb9fOs2F+hW9tnBYZ/Gvch9sv7x3MNgvfRyAIBpw8F6jcaaCoyno3PK/DY8zBAMrODSMQ7f2nyU59McWzQM9A4wlt28Vqc8lQwSWdP0m5KLWqQcYc/qPDQZhha2Ur8ksX+NhfC9OKRAvP56hz7LGPCuMdbKog5kzSbky0umFWC0Yly1WQdTCz+pHnNAZO4zk/bzUoLxsinr8GAN6aGcAnJ7JzgmCx1bJ0DtoGms8RqIkEB5DEjNOpe1gdSKf3lDF+CXzgPsvMbQtkO+lqHUjRATYHyw4rks58zIracyAoq6nR+WGFnYWWGZxOzYj/cUhodcGcv5cHQA6Dxug0RjhmzB6jfUOKkPy8gxqNS23Xpvgik5WeJ5zpAuloOHoafsWlloDI6ad7ROMUxWSu8Cw9gMb+QtJ4TDtF23bFtNVjW0Z8fzJqf5rKiBvg/6HJNV64EonKcgXdDkDcjnpFHfth7DwSFn9xytcNQ3TN57x7nzTAigf8RclyxpeCNrIfdAQkGaA/2jjOAw2gMFwSbzQLJW6o88LzvrLFXSr/zKr+B973sffud3fgc33HADvvSlL+Hv//2/j3a7jZ/5mZ/5pr3nr4UJ7/UMHm9+3ux67rvvPuR5jte85jV0zbXXXov19XV87nOfw8tf/nKkaYooiqaeE8cxkiTBfffdh7vuuuvrends9AsQ3DZGN7EUTqGEsrLx5WYIAJJFoHXafPZGwPn9Dhpnzd9ZE4g8M0urUKNZN7NOhhiaNtQc4XkrHtID+idKjDcQ7tnnLHjgTINPygm+kllLW8gLYOULI/RO2oVdGlU8ABgfiNGwog7eRE9RRpWufX+kIBKFrGk3H7lG/al9k8c4RPd6szrWL7qJuypGMFkQaJ01D+4fj9B+uhST4Zh/dILeSatgOdJEORjtS4wXzbOWPreDrVeaxcUfa8RbVmwnldi3m7nVLxSUP39o1DZDiwlmucL4gFnckg7H4les8l0gUFgs33DVQ9i3mLsWx4E/NxUsmxF4ajckB2sAc7j5aNdRkjGpEFw0/XLv5SsEl1j5UkIsBTLiSG1UvJdo5HbDx6VGtOFh9V5TR9HZLlGCyWaAvetMux36xBDDdfP54mYLR+8z10+WfXIly5Chtm3V35YE6vc5eWXlAb3j5vPS/UMSZsqbAsMLFuJzViHom/KGmyNs32520c1zGWHmRaLQPRFg9YtmtzM8FJJ7f7wksPoFUy9+L0PvapPfYOCYBmTI0H7UYmoPNyg+IewV6B23oiIbBbyxw993mU846bmnCoL1NJ+ZYLwa2fplaJwzAyCd9xHZMRLtOlEnGXJ4Y4GahR4VMUfngR0AwNn/2zJqm2WMQEbCSEo4erHqZ28kMTxkrjn88QmSxQBLX3XsAiX86/ylDo6cLgWQMkRdk9/6hZSgNOc357D+gKm3szfPo3nabuZ7Gt6EIdpXtJnRkiE708AXTxzH8GwLSrrDcrxjhHhKrK/yGOatsqk/KrDxjw0cZe3XP4v87pcgnSsxvQx7FpY3/1gB5Vu1xn2F9mlz/+CQT6I8Qb8guI9mDgsa70l0ThXgiRUviQT1zYt+jNXPm0YMNgdID5jNnDfOkVv4Te+YU5bMa4wOE6v/vx1sv8IcOhvnc3RP+qhvaNtWDoISnesjOdyyzy2we6Ppf+0nhgj3zVxRpVdkGlOxK7Udp6K7fJ8maNVSDzSO8wan/p62XUxL2mFY+vKY2qLKTtI9EREkrvPIENKKQo3XAlLAHK+G1MZrfzlCaqFC4XaKyZrpMyJRlKes4yHcz6ks/RN1RJbFRAUMft9RSJaiWd7YMcMEA4nhAcuwVI/o3Qf+6CyeidcR7VrBssJD7bwpF5cNzH/FjN3tl3QoxoRoLCXQOO8o7LyJwuCQGXu1SwbCVTd6RpjkAWoGSQOea3iJg1uU68dwTRBunOdmAwiUCpclXtvALjx7+EpbHGHXfA56msR6mAyQWXiGNwHmHnRsVu4gDwwPldcohL0yLkoj2nMKmJN5AW9ooW8p0DxnKu/8mkDHYqRFqslwFvYUanbvsHcDR/uU3ZyPFNIWJyXjzuOM4qKCgVuPkzmGeLfceGuIh0o4C4jxaDzgqO1YyFMmkM6DDo6dJ3NsW8Xt+qZjj/GH7iCeN4Dl+0o11hC8jPPoAPNPmPJ1j3uon1bYvtWuBRkIchjtaQwyU6fl2HzBpRdotqrps5/9LN74xjfi9a9/PQDg6NGj+N3f/V3ce++939T3fMPHJKUU3vKWt+AVr3gFbrzxRgDApUuXEAQBOp3O1LUrKyu4dMmM8te+9rX47Gc/i9/93d+FlBIXLlzAL/3SLwEANjY2vtHszNIszdIszdIszdIszdIs/bXTnXfeiU984hN44oknABgo9Wc+8xl813d91zf1Pd+wJfyee+7BQw89hM985jPP6767774bv/Zrv4af+ImfwJve9CaEYYh3vOMd+PSnPw3Or3wmSNMUaZpOfaeLAlx4GCYhtDWBMAYS2NDMRTdz6aR0k3mGdBiiVgaZFICkiBONNCvlcYF8UgZ2gE5uwQCwKAD4AwbfBsWxjGEviStWb+f+q576eCbROG+O1eO1AIl1PRqrsbPOlgF2mjOy9jBprKmJPT0HfYXJ0Q6Vt2SkUD4jS7bIGGoXbbDpwToFvJVCRIC1FvnC8cDWGFk9mAJZ3ZJDbbom3HPR9o0LzgXJCheYKawVvAyoVE2PrJLRvkJmmVq41Aj2TPv6LY5ox3omPB+5DaTjmSJZ6v66h+YFCa/khq67oCowhvTwnKtwW8yi4RHPdxG6QCaRKYIE1TYlZCDI85Ac7lQCnRgCK/6gAmdVZL4LHPQmmgJtR3WPAkSNnLOrUxkwctvnTRdAnNcdDMhLHL920QqJzQWMOb7dyAhElBZsXmgK/KptO6toNueC06aspds5xocd00RZV3ldEANA0CvApAK3AjLe0Lldi9AxEOXtwAXdho4pIOgWZOXlmQQPSrYFbQOVy36mMD5mIWKFsdgDgBjnJNhUxIIYaniqCWYiEkVjvah7JvDMtk8w0I5TOCoAVbK5OK7svOEh2rGWy0Hg4Fd9BwnyRwp53QRvVUWtmARyxcET1y4815h7LEGwOQAmxiyYH14gZqK85RNcLL/7JfD/25egbdCmyBVSy9tdOz8Cu75N7y/77PyjY/DMMgs1A9QvWqYUwTBaLfESGv4DT6O48ah5T9ODsKwQ8ZapJwDwGhGCbTOJyWZEdRLvKsSbJu/1TCJdsFzbrQiN86ay4zM9gLUpuDc4t4/JCYOZ0bUA8ZefMXmJIwRHD5t31HwnsV5o0zcBND5/Go3UQIVGh+vwRoUTrQHgd00ZxemLgIUS5stNYhtpPT0hT1nRDOA/aUSSBnccQ+Oprnlfd4hg5TDCbsnCoxFc6pt7anNTgmxjC81b/osB5dHb6iG3XsygXyA8a1w86fwKxDinCHx/KMkqHm5nyOes9XxcoPm0hTXOBaiftSsJYxCpecfgaIT2KcuUc2zZ6l2YeqhtTCCtHsL8V/uAXS/nnkwc3752ZQBQEV9ynNE8N3NFbct6OhqcgiCZcjA3wEEh/ZGDh4hcU+Bh9Xoznh1ssMoNHvaU0zAoQHMNz7Xj6/eAsOsCS0t2k2qQpshMmUReivJoaGHqpCrd7g28iuVeo/WMDWJtCCf9PuSI9m1fyJUV3zF5aV4oMDhox0ji+mEwALHKRF1F1ucickJXIgcC28figGGy5KBdWVuQGJKXaFcPBQi+pbljxqptuwBpb+Qgg8ozHgJ/WLJFuSBnaE3fZ40XZmDmt5Ki8Er7yTAMEYbh1Hdve9vb0O/3ce2110IIASkl3vOe9+AHf/AHv6n5+YY24T/1Uz+Fj370o/jUpz6FQ4cO0ferq6vIsgzdbnfKGr65uYnV1VX6+61vfSt+9md/FhsbG5ibm8MzzzyDt7/97Th+/PgV3/fe974X73rXu6a+W7n9bqy+9HXIUh9Ny2iiAejcsgzUAEUYNk3u1KIGo5iJ8jcgK0pQpUae2g1DbDbWAJA3HRWgDDi07zZm5YKtI4Wk8KGCclC6zU41jQ/VSdAmbTlqKrQcdlszTWwhTLtJmGdG2CC3+Dh/yFBYl5ny3SaqqAnaxCifEfNCETkxAxlXRBK0gVKUzAr+EKQaOF5yio5ggG8PM1lbuDqJXd5Hqx5FeQcXLXVk07np83p5SHKHi7RReQcctjPtcPhj52ovqaUMPrGy+cwVldEbO7aS6oYp6QiCOGQt5zLNa5yYQCYLAirQyGxUvfAdfhrMTXLjlZDKwYWDmRhXrI1JiB3NXhGxKRXIvOYEgrKWo8nyJhp509VDWtKO+Zwi+kWqaTOWtoVhILBtmseMVPHyGoc/dgtlKVxRVVNlypuiqXSLk8T+tbbPxCHircL1TQEo6mecFohgwOl+GRgYCgCromfxoysR1QHTZuEgasuYE+uPjIDxcnmqi2m8SN8JjpT1CgDpnFOg5IWHInYHBX+sEZYLLXOL9Hg1pPuLmnAsR55EbjeoCHNoYeuzblgjphQzGSDrCnP+GEVH0vdaMIwOBChqHdqgFrEgZqJkKXRUgnMe9OtuR/AxQ1/oHT0CdYOhi0jW6oR9nSwKtE/Zg4IvHIyj0CQAk3ZcPXiJwOSOq5xgWTd3m6C80mcXYwCWlYQB4Y4ZGEFfEMMSAEQ7Zd6d4qWOfQwO+aht2+dmbfiWvWayVgMOHKc8lpja8WpIlH1MKoQWapHctA5/kNn8KYhJgeFhM9GFvQLpohmkvHMMshIjE9mDQrYQorCLqMg15C3r5t79HKPj9iAzaJj+Zw/Ww6MN+BZrPl72ENqYjcmCw0InR+dJ/Cs9toD6hjWgrATQ3IL0tUY6H03N01nH9H9eaHi2XNoThA0O9jPatBd1f4pZqRzPKuDIK1j35lMTJEsmv9lcgGjLlr3tU5mIXlMb0ZzywFO7OMZ4yWDW/ZGaouGMdiqiMXWOyLJDRTsZzau6wRFaOJU3kZgsWGVU7Yxd/kibQ285x2ugHBRFzNE4beAzTNYxOGzjVboKkwULaTvn6EGLmDm6wFSBqRIqJxGf72NyxLRpVQDOKBG7+aW2aeo97fh0YDd1VDkM2OQPC2Rtj5iRsiZH42KpbqrIMMMiTnOp8tz6UL8kyQgR7SoyFuR1Q9lYGsiinQJ5za1p5WG8vuFYl4oaI7rO8WKMqFsuQpzoMv2RB2+sCO5TRHCwJ4/BHzqDzyxNpyvtJ3/xF38R73znO6e++9CHPoT/+B//Iz74wQ/ihhtuwAMPPIC3vOUtOHDgAN785jd/0/LzvOAoWmv81E/9FD7ykY/gz//8z3Hs2LGp32+77Tb4vo9PfOIT9N3jjz+Os2fP4o477pi6ljGGAwcOII5j/O7v/i4OHz6MF7/4xVd879vf/nb0er2pf8u3veaK187SLM3SLM3SLM3SLM3SLF2errSffPvb3/6s637u534Ob3vb2/D93//9uOmmm/CmN70JP/uzP4v3vve939T8PC9L+D333IMPfvCD+KM/+iM0m03CebfbbcRxjHa7jR/90R/FW9/6VszPz6PVauGnf/qncccdd+DlL385PefXfu3X8LrXvQ6cc3z4wx/GP//n/xwf+tCHIIS44nuv5CpA7BkPFdNQ1jTH4KzPVVGbqvsY1hBSRrlrDogy8kFoMK7pOlTv0+6ETRK/uXO9AYBUfMpK9qzE7L0lxU1FKpxJl3eSKL8slYFo5bOV5/i8tXD8ssoDWYmZMtZAc43jeAbTZJU0HKeVonL33CqURgnmRGP2tbPCC0Yner/iMssbAmLiAgF1pXk1r7SVAFmIZOBEdarQifKe8n8ZchcEGXAnWuQ79grN4bjPOZz8tGCQQQlHYdNtVbGmAJo+awZSmWaqAr/hLsBKMwZ9BT9bKWPNmGsHV3bXB6quQ+k7K35VUEh5DmqhhKkvgkRpOAlp7eSkq1zSpt5tfrkmazAAyFJ4ymPEhFAy8hDDjgQx92iOivXX9TlTJhcgVvL1ikRTvSluLN5VDwj15ctMA+UYYwJTFjzXttMQkaq8vOaMpKm5UMhbVYuYLXdQLR+jMaILJ2x0xbmkmkc5/QPPAXBGEuTa8wjWYGStyzwwiFzBO3oEAFA8cwasOEj1QO3GGMG6mDaQC8BAaUqebsCx2Cjf1EE5rvKGR5/DviLpdi4VxNhaQZuCAhVR7T8AWFHC40Dc57IegEs3j/C0QGahF0wDqFp3g9JC7yz38N18yQvtApTrHKITuvaJuJuHpJ6ak5Lly9YFGE9O2ZeyjrMy81waWfjy/irVWHWu0XAeTu76iRKMoFXmN2flFZmGrlh9Ca6WSaioFBITEIm1Vvoc0i/HC6cg86oGBfV1Oy7zjvMkiVyTMB2veBpceZiBwJXew5pP40V5DEUECjYMe24OU8J5i2QoyAtlRLrs+EydIE91jjZzt1u/NJsuT9GyfUNq8gSWczJgPDSytGQXlUDFuusnMmBQkYPwidzBH5mC8wgwAzEBjMfMH5dBxs4TCOYCWXlaWPE985M30TSuinrFW5kqJCW8LjQiP8A0vEJ7btyKREOFLuA0bwhoNt2uVL8ViGzeLPno3bOM59AyYQWm7mgvIs34BYy3tCQ3KINxX3DpuSbS/wHpivvJK6TxePwsiLQQAkqp57jjG0vPaxP+vve9DwCexWDy/ve/Hz/8wz8MAPjN3/xNcM7xd//u350S66mmP/3TP8V73vMepGmKW265BX/0R3/0vMHuJZXW+tIe9sbGbbnW6eGCbdwiq4NbOIlsF8isgll2OAVLBNF9aQGsN/cBAEozhMJMkme310isB3AT7GQpgIotRnoZ8Ma2kTyNWxcv4OP7BmNb1GKnyMfd5mu0JgiLlzXhNrIhKlR+rIKH01DWfdY/bAbo4AYrSPSIj3LWUD7QPG/uKUKGgXVSBF2gtmkn8aajiYovACMrkqB8wO8zoluUEZCWBxunQYJkniPeMX/s3siRt2y5PEHiSUXEiLYpawmEPUHwGeW5zb7yDU4VsN/ZGShrA/GWbbcQ6B2xC410i/9kTUP5HHUrapTOuUUBmlPf8EeuTsfLjERnZAgkdvMZ9ID+rWY1at8fQM1nhMkdHhC0cAVdVEQsHL3dbYfP46nFa2zZgfFadQHi9L6iDsS2HfonFU32w4NuUZAhiCFntOo2VJNFd83wICf2gjwG8rarl+rkzxQQ2o3AeIURbnOy6DbYPGfoXmNuiDfdYqo8wzRQFiQ95tQTmXaUg3vXsQo0qwpzASZL5o9oByTm4Q8qhw/PsBaVX3AJou4s6iBolBJeZQHGFDyIIFArDGk5nj2OtO3aneduM7PYHKF/xLjk85q7Jm84ykmWAqMDtu9LRnkHGAbXFIjPeZVFXIM1c8x5IyCWUyuxChi6qx6ExdLnMUgJk2eOhnDP85C2QoKgsOIglv6VoS/c+ck7kc1ZyFaPY7xmBXM2DIQBMH1OpOVJARiul3MNx2TB0XgW9YrK8JbGaNVunAtOKoP+wC3y0S4IphUMgOFBR78X7Zl3jG6OIX0XM7J9W4uw1Dw3dKGAaeKyfSbLHJqXhzJHFRpvuo1KEQPjlQotXJ0j6LnnVmNtynmc50BgD6OTBVGBe7l88AMe/LEmeMloTYAoEo9otC0l4mQRmBwwg2T/6gADy4bVPBVQOcQEyBrmJaODQLTjaDlROTQPDzlKR1YAzfOWfeY4ozIpAfiWcUgLYGShWOMDALtqiN6eecDwYEwxGPGORn7UxkSkIJYhOrQJoHeSoVziox2PqD4niwxgDO2nTbn2r2VEOai5RvGYeUnWdIqxyQJQxr7kLY5g334/LxAbUiPsvBgI9hkdWrwxMLrGDCwZBRis27gC3x1sshaj+bp3tYdw3xRgvKYQbdtrOpwOrb2rOOqHmyRA54+dcWqwDkxWAir/3g0xvW+8JKhtysNTvKOxeXtJ4+qjiIHJsl27LgqjVg0zFxI9KAy8FShjwtyaUs5f7aeAtG36+HgZOPHSM3hmcsT+Lai86a5TdM4bbl5WATCxjEdFzcBOASCb0wTzS5Y0oDyMLBq46BRg0m7QhRtvVePaLD2/9IY3vAHvec97sL6+jhtuuAFf/vKX8Ru/8Rv4kR/5kW/qe57XJvzrISmPogi//du/jd/+7d9+zmv+/M///Pm8dpZmaZZmaZZmaZZmaZb+Z0jfwsDMrzf9y3/5L/GOd7wD/+Af/ANsbW3hwIED+PEf/3HSuPlmpb8WT/i3MpU84DvDBqS12j6zsQg9sEEsF1jFheyjcb50j4eY3DxB7SvWQlUDLo2NiWDjmQXES8ZkGF/kGFkLo78nKOCycV6T28cbM+L/ZCOBc+MO2AVz2o+3nSuuhMvwTGPp/iG5aWVQJ9YWIzVvbmg+MyFXlQwFgn0bgDNvnh32TBn9sSJWB6Y1uavrI4moa68ZSvCidC+GWHjAVNwzb2zi0J9bTvS24bkdHLGBTakLphOJC+IRqcLYylcf+ExGUtbtR7vYvdUc76N9hcZF67qbKDSe7iOfi+k9JRsGwV0ABL2crLlZS6DxjDFpjdYbiHaNJUUMU3JnbhcR2k8XZAFpnnfy01owcvsnHYHBEWsFfSinoLFsLiD3a3xhDH9o+dUv5Zgsh5h7wlpvYk6MKuFuQgwRInUQmy/MncDRc46nvHSHDtYDtM6Y5+QNgbzGEdu2al7g2L/alHfl8yPAPmuyEpLlf/XesXM9JwX6J00eW08NIcvAHsGQNT2SvC7qAvWnjXltst6ivNcvMQpMCk8VBEvw+wXqG9Ylzhlxy4vMiVj4IwVvLMla2jsqEG+aos4/lmNshYKaZxJkbcsmMFbU53giCTIQX5pQNfGkwPbtc2hcMnXijQoU1m0/POSjaes03Bohn7cWLY8j3DHPSFZrxHoSb2VTgXCqAlvhhYMvnL1pDifvN+O7ZCoxD9YQlpO6d5PA6ufMuDh13Eds+ZPbZwr4Qw/BwPGEQzGw7RDn0gVg4NwQTGo0T4/RftQxZhSNADI29RPsJrjwnU1bhwVq50dI1py4zM5PGg7xxfd9FuN3ms+dU5KgAe3Hh8g7pWiRILe5308x2DDPaT01AEtzmmv2b1tA52HTNy69soODf27mAaY1zSvRuR72X2wl7HuSLLuNBy4iPWFM3CIpnPaA1pis1VA7a54V9GMEQ1OvwUAi2jBtJYYJBtcal4LINZJO2c80wVTm79tBctjMIXldIN5KyePQPxaj84SZaFkuaYzx3hjpEWPymyz76HzRNNbohmXUHzOuxPGJeYR7Zv5khcLuLS0ENv9zT2QItkx/mH8kpj7bOx4h3rbj8+MXMTlp6iQ+tYvxtcblxzOF6GFDtN191RG0H+mZ+gYwOdJB/JD5LbtqDZMlUydMaTROm7qSQZt4s2XIUTtjzPXda+Yw94Tpf82LHrbTBhYeMdd5E8ed7m31IRfMnCAjt4wT84wEGmdB7B9cAoODDppQvyQrDEYMrVPme6YZeS47pxRSG+gb74ICJdk5x4pU21YYHCz7pYH2lV4lLjW8kbkw2tfEMjJZ5HR/0Nc0RrwxQ2jZRmqXHCxRpC5YHmBoXiyoD0W7BfautbzbF4C5J01dnb/Lp7XVq0Ang6GD4E2WGOYfLfm8FYrQYSTDriNziLcVgr6D6pX10DojKagUGlh6wHqtOhzN85YFp+nh9KePILZaCfGOxuCguX/h0QI7Nzg2NmK9Co1OBGAgiuX7eMGw8Ih57u71HlrnJNJ58/5w30PbMsAwBXQLZ6GfpW8sNZtN/NZv/RZ+67d+67/re75tN+Gle+hvHTqF7cQsaI/vLqG1Yvxk59UymCqxyBq7N1toQLPAy46dxZcuGSW5ol3glrqZAC8ttbA+b+5//IYQQc0M6FRE4BYCsHsLoNt20xUodO3GcP7EHm5qX8TWDWZi7KlFFHN2g/F7JasHw8YdDcKjpwsaQdcypSxw8NTkd/emmKA0IgV4bjeVCxoicRhmo2rnNhMERdAeso6lmOv6NCmmCxqjNVNX+uoRNgd24ReA8gTBS5hikAfMTeGTEbKrzWLqn4qRLpQypAyBFbnZv7rjFDqVg1GIFNi6bY42LWICjI7biSLlaJ62EJSmRwemaBfoXmUW46IGiIndgIUxwQf8IbD9Io8mcp4DIrNuSO7wnEwC6byph90bfMjIQpKaQLFqyhc/1SQ1yt0XCcRHejjP27YsbkFRXkDufO0BecNk+GU3PYGvnr+G6jfaNnUyOpZjaNUri7qG8jWCroN1pOvmwee9unNXa6NkCgAXgxoxYwBuMs2aTYLCQBmFzejpgOoLLzebnXjLKIsCgAo0AuvmVde4PNQveKRkqHyQ+zddcIwxKgaCPTdNJEdyBBvmGWfXXbvt3hgSvRe0odMCSnU98znoO3XQomYOqf0TdhHqewQhUAGQzJUHjQ65b72JgzAFPUZqqEE3IkW91mmgd8JBL5Tv3MfHDl3ChbsOUR4nV1lRptMBqTW21/bw9N/t2M9d9KR5ef8qDhUXCDc9qI8CmABMaPCDY9xUO4c/PXQdmHDj/Ozr6vDG0/AAUsWMfFLCVL4Hdn2b2lozEARl/M47sf5OA0156t+/GN5Z0yiDw00KqS8iID1grl+4t4neXab/jO5tQVawqEwBvROmXDIAzrzBzAM8r8wbL12ifhbveORe371hneqXydAJiSkgWVWIN8yFPAOp/orEg7i+VD9uQtxp5tXsvjma/0TisPzDg0uU19YzGrvfYV8I01eGB80gYdpBGTTvuPIVwODwAarD3etX6F6RWIPEwCjX7gu3cWF2ElG+MZwAQP+Yce8DQDJ/gPpf+KI1UocUCSBeZDB/k5snSNtzDuLIAH3HMXpuOR+Ge0D3pKmrdB4YHgxsXQO718/b6xUuvMq0s/aA4qoJNmqmc3iJj3RO27zX6Lne0MVHyPsYkJr5Yv9GDdkwfSO66NPc7Y04JisCedv210YOa9MCyzlgx+hwXVC8yeRwAX/HGq5Wc8D29fzREGPb/3jOoHyNhp3XByc0WutdAMDeQ3PguWnsdFGCp+Yab8yo3ntXKUQ75XqosHKVwbns37uM7JiZ/LXiGJ8OyAh36S4gtAdl74Yetuu2sY6N0M/s+sYYlVVMOJSF0Km5jOafaMczEDHPCqx1PajIfO6fYAi6FtLZVmieMnm88LclojOmLyXLEpMVy4ZVV2ScAID41j2MHjbtO15lyBZN35qsCYIJjg8q+JadJzuSIreQyGQ9BxtauGFDIrcwNG8C7N4gkBy3jEK+xI4w/WR8SAKx+X7x026+fyGlbyVF4QstPS92lFmapVmapVmapVmapVmapVn666dvW0t4KWryX5+8DvWaMXtNkgD9s+YkXLvAyeqWdYD5R83Rq3vSw5da66idty6wp3ycs4I3490aTtsAwfpDIcYll2mfI7Mn6eYzHFm7pDZwQT97fB4P1g+g+4gxhzQuAuyclSIu5awLoH1GIpmzbvRtEOxj9d4Me9eY5wZDkHtcCUa8pI3zAJjG4FAZWOKCogC45+4617XyNOJdUxHDNQ/xjvm8WasTlAYwkruDQzafElj4mHnH4IhG7YulGEJG8uXxlsLuDebe9mnnlvMnGsmcdf31LayljO6vMSw8UubVuTRbZyRF1O9dyylgyAgSOJdkCTHYuYmj9YzhpAWmoS3+SJGFKG1xjK1oQbSn6VlgALvfs9eAglsO/kWBi3+jjeUvW4vRWBH0iOcag8Pmc+OCRNYyz33g2AF0nrFBTWdBAUOdJwS0qHC1z3EKckrbAM6awi88LOFZdorxqo9+Etv8AtGeE6QYrbqh2jpt3axjDTzm0XvSFid++GSeY+l+C6WpyNB7E10JBGUU3MoUyP1aPw8K4lp8MMd4JcBkoYRH+WSFapxhZMFtnpMYL7rgJ2Fdz1FXUV8M+pK46WXIMDzAMP+YsQqlHcdtv3WbQGQDv6J9RbCuImZOOGqOw3uSaC6Qdsr+Dqx8UVJgVDDUxFSxcaSNtq27sC/BHrCWp4YimfGzRyIc+oR5x+bfC9CwwXqNiwr9Ix6CPmhe0Yqh6IY4n81jtNGAlo5/uPOkRn0jIwYMpjT6R61rfk9hvOnk6P2RwsTWnWYMqbWIdU5JPPXvDW3ryTfdj/4PGprXvMaI8YhLjehT5vPedcDKh61OQqQR7RbEDT6Z58Tx3z3BXT3sFRVWBYXUctsPDzJ0nnJME2Wg7MJDCbonI2pb8bDCZL50l4MkwYOBrAgxabB7S8t2itGBkmYINAc0LhQkmtU7Yd4dbxmP43jFR/2SsewVNUHsHcm8h7w2zTABmCC3ucctNGTJI0hG2jJBzbUt87dIFME3ekdDgksc/LTE3jVWFOfxAoNDFnJ1Nsdg3bJWJJqe63+RY7ym0bhgx/GycPOydvNTXnNezNqmC5rLawyh7e/pHEfrjB07exLn2yGOfMyYSwdHY7T/qxl8ezc2Cc6yd30Ar2vuFxXBmObTDGHXag1wDXnBBlY2gOZZRTCHvZs8NM46L1bZJmHXeW/CPed5bD3tI7EBy2EfEIlj4lKCkedr9bNA8eUOAMDzQdzV476YEqYZHTbfx5ucAuzrZznUl4wrr601+OOWl1xq5DUNaSEl6x/l6J6w9/xBE5mdt+Sjdfh2ba5vOgiKSN38NzwcoHnWvDuvA4tfZegdc/CQZM7yl5/XmFgvR9Dj5PG45rcTbLzSVIrfFzS/Z02O2pZ5bv84w+CpOdQthC/qaoxtmzQuaBeM3nX20Oj+kPjKox2fvJJFnaNp+0bvBEPjHKD8kuYNNJd3nmTYuz6w78csvcDTt+0mvLZtB4+niH3E9wsU5PJ1i6WMNNJ26XMFirGHsCTlbzHksuSb01CWakxGALPus6Km4Y3dJFW6tnjKoOz32tfIpICsl4IlwjE5gB5v1SlLPIkTSBmtBTRxy5A56jjt3Jm8MCIbpdBMMFCEj1SBo+YrIkZY8cmSV6EMBHzL5iJrCky6TXeVBk/kQGKjs5kCbQDLzTwAJAse6psW2x5x8qlUy9y4mCPteOTqD7sKI+umK2KgddYq3MUc8aaZfeut0FH2tRji3fIwAlLSjHdCo7jZKDdaijbxTGoEXVv2+QjKbop5DqKpGq56CAcldZxx5wJA/2gAFeiKSpxCuO/qkVhF5LQIQiliMTjoMO+TJU6HhDxmCPqaVEyZdhAJGTFyMfJc0wLGcydkE/YkueBFoh11V4NB+ozaRQtUhG1Aokl5Q9ACyqRjL+CZJiEIGTCEPbtp38uxe4OZ+fO6QLydI2uUuFYq9tTnImKo2QNe74hAvG0PBm1O+SsiTkIe0meI9kACPUXMptg0qnSWlLTZTAJA2HdjWmQgHGvjokLa5hQvoIWj6ORcIRhYSrFCk2BI/VKB8Yr5LBO3+GZjH3XrLs4aHLywbv8qu1bOkSjfzBUUg2JEOopYEAVa3hDoPGmMBYP1gBby9mkJXmgS4iliQSwoeZ0TBKX/g3eg9R8/BwAYfv/L0XrUVBZPMgyvNQ9jEiTqBA3E0mGulz51Cf1bS1z3NHVcvGU2uJOlAAsfe9Lk43uuJiXO3vGQNk1FLGjj2nhmiK2XtohCsvPkGOKrT5nXX7WOZMXCATyG0SFb1xsFOh9+wOR9fg5ommuSQ210HunZNmujfsFt1jsf+QrGr7kRgBHfSedKWBmnjWi0OcbOi40BpqosWLuUk7hP2JWGIjG0UIiJIrpE7Tk89WTBsWdBaQSW7o0pM4eZPDIyLjCpwDMngBTtK6T2kN48nyF83OIltEb3bxgRoc4nn4FaNjtZHXnonazb8jm146CXQ4xjinFpP9yj2AHlMaI79Ic+0d4RraQyxoJyDqlfzNGzh8DaloaXKKRlDMcQCHrOQFGmxgVHrdE/6qN2wZS9tpFg4xWlkJICKzh9Ttuc1qfyIAyYw3DH9lkZtGgT7Q81GvfauTAEHap4rjE8UMbzFBha9crOUxlq0gkg7d7cJMYuf+xiO4brHM3zdp0uNPXftM3Rfjq1ZYpIPTXsGfrCEh4Sb0t4Ezf/lkaB4aqH+cftmnCghrkn7EFx2SMjgpdw+FZduXkG6B9jCHvl3xmkpcfT3B14RAraeI9XGBa+ag5bWy9tERvRhDPq72knQGOjoDgyGTmDnGaAsOVob7xAcR8v0Gx9K9LzgqO8973vxe23345ms4nl5WV8z/d8Dx5//HH6fW9vDz/90z+Na665BnEcY319HT/zMz+DXq839ZyzZ8/i9a9/PWq1GpaXl/FzP/dzKIoZl84szdIszdIszdIszdIs/a+Rnpcl/JOf/CTuuece3H777SiKAj//8z+Pu+++G4888gjq9TouXryIixcv4td//ddx/fXX48yZM/iJn/gJXLx4Ef/pP/0nAICUEq9//euxurqKz372s9jY2MAP/dAPwfd9/LN/9s++7ryUVjDONPLCWq4yD9qzVq/cyenywgXYQQPMc1bJIqqI9VSsAMbqZd2pBYMKbRDYgGGkS9YKhsC65kfM8IyXJzyRVsQfyqQ1eKYw96jJzP61TpLbHymyrNQ3Cid4wBma1mKcdQxHsbKwjKzppL6ZBlmNNQedkEWmncgPnLgAzwTql5wAhxH7sdlkThLcPN98TubElJjBZMFaWS5JZJZ7V/qu3vOGQP38BMMjxhRexE52POw5i7Op6zLiPIdILHzmUFgR+XDQkLQNNC64ZymPwRu7Nuwdt5YGrxKYpkFsIbxwAiPNMzm6V5uLgqE27WzbYXDIJ+u5yID5x63E9rxPVodu4pHQRtjXxFTSPemRhQbaMAuU7ZNljKAfrNDgpTfDZxTY2TyfIrWMH9JnBO+obxQkcFHEzLpXrVVppBFvO+ni0lOQtp0Mt5c4d2zzTIrh4ZDas7RsJws+WfGzlvHolOIPWcVtKnKNQpfBz47NoHFJGVYSAPFWQdY4kSrUrEUKUmN4yKc+UL8kycpduwTUNktIkERh+xaTIGlozUCCM0FfEVcxGKYEtVhhLPAAoBSnfjJZ8mis5nVOFnIkwo2XsXPB13racPkWcFYc69lKlQctNI0NnmssPDiGrFjCtcecBTaZ7mPzj46hfCfEU9swz2k/PjRBmDAWwuH3G8Gzxu99HnixwYKNriYicyx+dYydm42FsnW2gDd2cJS9O1bJ6uePOEGzZMyhbL78icL+a04CAOYen6CwgiFLf7kNVTf9ZHC8iYUv7toyeahfkqg/Yxk/GiG6bzAWa80ZGudLsnkTLF7We/bGWwAYr07WtMwapyaA5Q9vnknBM0l57L3xZoIL8bQg6Ea0lSLrmAZKF2Msfc50AtmKoS1H/3g1RNCzAfITicliRBbLtOORd6226di0kjkHi/DGEkWtZMMqSPiJKU1sP7s3NdB5MiF2Ki+RFMinPYb9v3HY1rtC+0FDk7H3ncfIMlzUfMx/3NCT7PzjEzjwaWPG7F5TA89AEKFogyGzn5f/chvjYx0AwMJXyrBKVCyMesojVNQEBcQWikFE3MF0OuKKwl55nRPszh9pgq+krRpB0qrS68k8B1NmHgVMny3hIWFPY3jMcs17LiBXZJiCQTY27Phc4Ah7Lh8lJKN7IkTrTI60Yz0HfY3xMrftJtA+bY15mleE7Fz18AI05wUD0PwjUiNYVNaRChwriTdxz2JKo2shK8FAO0hRncFLHYOKPyo9qL4R1bPr2PBwQPUV7WpIuw8RPbdfYAoYHjWByN7Y7VW4BM2FyrOe9ZL0IAGxJOUNB40pYYQvtDQLzHTpeW3CP/axj039/YEPfADLy8u477778KpXvQo33ngj/vN//s/0+4kTJ/Ce97wHf+/v/T0URQHP8/Df/tt/wyOPPIKPf/zjWFlZwa233op3v/vd+Cf/5J/gne98J4IguPy1szRLszRLszRLszRLszRL/1OlvxYmvISZzM/P/5XXtFoteJ551ec+9zncdNNNWFlZoWte+9rX4id/8ifx8MMP40UvetHX9e4SPzWRHMIGpjEGokEyX9j/tbNyMAXogpmgNhjrY2Y5NVnBoEqctALRBJa/AZZqrII3LS2tKBik5s4Swdx19AxtMMvpgjlo8EKThZLnAFMlxZlTi9OcIVmwwUC5sVaW1g1/5DiLNXfWa3+sEfTND3lDELeskVuvYOPLE3Zh8lKVJvdHFosdOAu5P1F0omfKYW3BnIXSS93JPdzPSVq5zFeJ+Stihsha5pRg8PvGOzA+EJPVoYgYwlIWWIGsC97Yg5c4TLhIHThZJAo1axWdLAiI1GHFq16D0sqWN8W0PHzGyIobjRVZTosaJ8u0lyhk1irPhCZp6LzBnYR3hqm+YLCoFg8dOKl6LjWU7ahe4equVPUr67S0KcqYP0vxt6z7TDC6r6gxKiPPNWTFIkKWrpZH7cwUICamroNEIrPUm0FXwR8WSObKgD8QbhLa9XGeawqYGy/6ZG1UobMyK4+R5UlzI/Vdeg6SBY+s7+MVh4sVCZuqx9Lr4E8MDrdMZd36Yw3uVeMbNAW+agA8sxjQPiee8bIOTEHcONCeJnyrEnb8XmbBYRpQ4Ea2vnR8cIbJcohwLyPvACs0wv2Sl79GnrloX4FnEmJiMeHNgNQw805IgEF/rAkHjhffAHX/wwCAWnYNJocNb95kOaT5pIg4okRSflunxsjajo6vTN5I0vgpagLtJ0yAxPhQHdGmKXxyuENj0h9K5EvGShc8fBbF9S3CfscXh2iPLDd+O6K61oIRrWHQl4jPDW2dFCjmzb08LYAHnwAAyLtuhr8zBFsyfa79yADFnOXo7ydQi+aedClEsG8e7G8PMTk6Z8vHEO6aigi707zmYc/ViTdRFQ0FJ/HujZ2ngknlZO8zSTE80mfQVsm4sWG4911bK+QWxx3sZ2ieNmZ10ZsgXzZ1135qBDx22lxz/DCKY2vmc48hseWubUv0j3rkvcRjpxGsGA/IZL2NoGvKnixXuExtYtpYiWlc9AuIxAXPB/0CqZVflzEgtlzHLuMF/KEkb2MyJ2h8+mOJ/ZOlp9XNpf7YvQ8wa4o/Lj2qQO2iMc9mzRpYhVM/turQ0nd9U6SagoHDriMzqF8q4A9yBNaKPzhep3wxOb2GlfE5RtfBlq0lULPxR6PVgDydkGYeF6n1Zkx0hRJXkpaDXBSob5beURf0LQPhvEuBq0uRaIjMzcXxdoEi8iu/2/yqqkqxq6v02hoFDBcxQ9CzfSkTEGNJHiYl3Nwmck5tGHVnJucXevqGN+FKKbzlLW/BK17xCtx4441XvGZnZwfvfve78WM/9mP03aVLl6Y24ADo70uXLn3d7y8j/ZXkZWwilOQUTClS0KLIJCoTKQMUI5eZjBgKy4iCnEMrF9jCJKP7SW6buYBNKPcOLg0chWcWYlHh33W7PLPpIojFRJOLuKgJmvBYocG8Eo6iyZ3v9SR4wZFZxo9w3y0omoMmVX8o4Y3t7py7SdEbu+h5ljPalHJpJuXEMkyIDLQ5khEnt78/lND2cxE6pgqmQBOFSJwog7efoGiH8Id2cZtIIrQtYo6ga8UqIgE+zmxVxVMbVH9QyjEzCsbxRxH8fg4lLIykm0MFlsUkk/B7ZjbL63WziYMJyvTsBiEY+OSiNgJCcHkfcwrsFKmC37cQlOWYXMHRdg5p3fwyE6ZcAE3ggHHJ+pPyIGMnaIIrMDo8eWMXVOqNFcBcAGTpXuSFBi9K9gyzKQfMBlMJNzFnzZA25GnACZoiMoWs6dhRyoVO+swFKioNnlq4ws4IOGY34YMCYlKAV1Qfyg0Vl24BDruSYES88OD3TZ6SxcC1RysEIw53cwANd+1Gb6GBsFfGhQS0mPJCg41dXyy/90YFwn7JNewWaS9RUB6nfg6t6f1Kcgpm0z5HaFlIou2UNj6aa3cwEZoO6yIzGBdvop8VVJQrTod0k2lzIBOJ41FXIafgOTBQXwj6BYpmUAng9CpsCII+c6nBE1Pxo6vnUcsMN7186HGwg7cDMCIhZXChjBiKphOl4kkOvWAPUqFz0ZtAcXsw8hiYHYdJp4nIMp0kiw5y1TybIlm0jBCri+bgP19ytwfw9s0Jjdd85BbOwjTowMQKDT60vvLxBCKw80Ergn/1MVsHAhF38w5PMhSx3azP1Uj0KGsK+AMLNWpExK6i/Ao3+H4KaeXli7oPnmly6QfdFEXNvj9i8BLn9nec7h61lYy9yoGdoajbwMZBTtAdqlOavxlEmtmySxSN8p4U7OQR89xagMlqRPeWgcGtMynAXB9ixw7RnD1Z9hHsmX6dznm0vlHStm9ZKI1ICvgTOweMFXjuoBSaOYNKEbkDU7gzgQotN3gjpjWBSe0OMokiobWgJ5G1BRl6vKTC1pIpCDv/ekkMWdlsl2USwgWN+2NNrGDeKIc/8tz1owxM2rkmr5ORKewVNC/zwpEe8FQR5MqbaAS7E1sON+6gjUGghN/wTIFbg1zQzZz411xMwfpMu0243+BkxBARI4MElxYqUm7CLwwxXu6YvKSKNhY8c2OEFwzeRQNb4lfVqJ2YAvw9K4CVRvAGGZgqWWNAxiO/l9HmvAwqfsGl2dmA0je8Cb/nnnvw0EMP4TOf+cwVf+/3+3j961+P66+/Hu985zu/0dcAANI0RZqmU98pWYCLb1tyl1mapVmapVmapVmapVn6Xzh9Q7vYn/qpn8JHP/pRfOpTn8KhQ4ee9ftgMMDrXvc6NJtNfOQjH4HvOyvB6uoq7r333qnrNzc36bcrpfe+971417veNfXd8svuxsodr4OceCg8h/so4ShMOVc50856x6SxApeWMyWAkAIzNXH9isxZQzQHVFS63EBKnOEenCssZximoaMyhFPtK5PmhrasPNnKwATFAMZNlXastHi3QHl+1QEjt5o3yJHNucCOvCmchb/QBJ1QPkM6bxUkGcArbi5ULCalRbSIObwRm3K1B11z0/hADbUL1o24EJKVZu4r+9h+mYEhNS7kBIVh0gVmTtYbxtptq2Sy5KNmac+Kpk8WNTFRyBdMQNl4WaBpqbF44RQSvaEkqe7JEpC3fAcVqTtLkAoE8pa1fIWM+K7zOodolfzumlx30IKsL8FAgklOkBuAQ5au3kqwnwqFg8AkAlm7DIxUFHznDzVZaPyhqeMyiAaoKHH6Lqg07XhT8CJypAgHkSliDn9oPQh1w5lcWgy9iYNeiMwFE4kMlcAiRR6eIuZk4fHHCgOr8BmsRM76IjWKmk9WGn/EyDorUufVYUqTdLzIQZ/9oSR3uTeRUxa7tC1IGU6k2kF8qjSIWoPb/q99DmHLl7X9CvcvI+/AZEEg6Ctnuco10iWruipzpEvOol9a9rL5kLwyLAvgWygXUo9gMc1zKZK5aBoKxEw7xSLHVJIa0U4BLjXBTLQXUICyZs7lnyz6qF9MiSrPwEM8+lyqYUaf0kRFCIAgKOzg7fD/6xfNl3//DvJOpW3bttZN2L2h7WADQ5AlSnmM+rJmwOhqA+nQHMhbznsSWI+dCTC1AXorDdS3JNHxychDco2ZE5iqwIAYQ+2S8XikCyEGNy3TNXnDlLu2kWFypA0AGB4U8CZNgncMrl+AsF4lWfOc5XO/wGjNWuXbPsFJMDH9BgBG6zVEO6WXDRiveqhdslC9ugeRW2hB7ug9p6hlmfOiKp8Tn7s/dh4RFQoUESd6vPFaRGX3BinSZWPFL440yQM3OVinMZW1BI3vZElj/hEbBN32TV5sPUzW2+R1C3uSLPwi1dTO1XynHQ/NUyaCMl2qEcQxa3Iw7VH/r21xshorj9PYz+ZjDC21ZG1bUlBquF+gZiEZRcgqtIJGLbkMBqxtK0eIAGBig4y9sUK2VHpEGQVmtp9Rjtgg01h4yPSZyXJIQaTQGsVchIldO9pf2cbF163QPaVlm0mQVD0iD9FuOeEKJMtmrWHKrXNFw4c3zImaV2SKxosKBRILIQ27Ejs3ms+r944xXots2Svek5AR0UARG+hhZq36w+Mtus7v5VCeI1AobD3GOxqjmw08qXEuw8TSpwYDUF9K54DJgZj2GP4A5M2rn+qied7ka+/6K3G9vgDSzBJO6XltwrXW+Omf/ml85CMfwV/8xV/g2LFjz7qm3+/jta99LcIwxB//8R8jiqKp3++44w685z3vwdbWFpaXzWT8Z3/2Z2i1Wrj++uuv+N63v/3teOtb3zr13Ut/+d+g8IDO8oDmn95eHXLFLIhBzwd5fyXItaU9oLY2RPa0mfDzJjAfmJ6sQ4WoUeI2A+Qd657fFyQpX8SONSVdcBHRslVgrdnHY62OeekFTkT8zp9oFtYSPrB3bUywmmTBo8VM5G7gMKURbdoN8cEYynOu5Mkid9ygnJErWvkMwzU7YfacyI2MHBcuuEa8Uy5GAkVNuI20D1y6w0yY9U2FrZeYgV/bVjTBFi+dJzcitMPqqlYFeywEWO7YOzQDulfZDVmqp3DnE8tD3X46o8WsiDgxwciacCwkXdi6cotmiZuUEaOFsogZ8ro9wEw0sYrkdY7RqsnH/OMpxlZueLLoIV1SdNAoed1NPUrUtkqOVp8OMFpIcoHmNU5u3f46R+dpy9rT4MgbDLWt0kWpHbZegzYieYMRRjDoF3QAUZwRfnnxyz1MDtapjvtHfGJdkSGDP7SbxmcSjA9Y6eMKq43yHB69fjHD2G5i0hanw15eZ7Rg710bId5RThY7dAcInisUUcl64Tt57q6DSUED46VS9EIh3Dd1qAIO5XkYHDHvb5zPDWMJgGgXBNMCQHzRvHD9rIgdl37YMywsgGMhKTcGyudILQMH4ynlsYg4Rivmj3hPuwW7LjE8ZIPDoxyJFaEaHQjN4bK6Cdfmn4CCbEr6jaGM95DU90Ui4ZVc76kmDmLNzCGrPIwDrq38foqFe8043LvOGRUWvzrGZNm0bdrhwN83Ij5z7/8cdn/8TgDA0r1dFK2I3NGjVY+0A4p1juBMaaFwmgDxVoa968x8vfDwBIMj5vPcl3eRrZp8ZE0PzdMGcpK1A6QtjtbT5u90LsTgoIUmDDSagxIOJbFxp2VtOaMwXnIsMeUhrnFOIbXQh6UHJsg6PsW17F0bYuGhnNqzXLXic33kdXNoSOY4Fj9n9M/TQ22CVhW1gKBqQS9D/5iPdK4U4AL8S3a9GEiE22ae3buhjnAP1G4E6ZgUEKnl9M80QdUu3NXE4f9rB/mCGZdyMSCYVe/aFjHA+GONqOTSPxqSuI83UYgs04psRMTY0j8Wwxu6+YHnmjbC7Ud7GK+bNqltJDTHl4cPJRjGSxxJp011PV52cBteMIxtu6ctQB4voYzaGRU6AbGFjFYEjan+EQcXa51RtM5lDQ6uQBv0ZJ5jdND81nmcOWPMAqO4Jqbc973jHDWrPTFc45C23usXNSaLdg0R5p3l2N/+G8tkaNm408PqFyzjy4KmeV0kGkO7WY73NK1hmgFbLzEY/XhHYXJNiNR0JyRzIfJ6md+IjHgycNaRrdtqFc0GIN4u+esZwWfyOpAsK3ilPkco6B0iC1Ge39O2M4JlLUBdtExgxz2HZw8AnpcHL2PESBZtPRYgbP32yxaQmTO6OXDP0gs6Pa9N+D333IMPfvCD+KM/+iM0m03CcLfbbcRxjH6/j7vvvhvj8Rj/4T/8B/T7ffT7JphoaWkJQgjcfffduP766/GmN70Jv/qrv4pLly7hn/7Tf4p77rkHYRhe8b1hGD7rN+7NoCizNEuzNEuzNEuzNEvfTmlGUejS89rJvu997wMA3HXXXVPfv//978cP//AP4/7778cXvvAFAMDJkyenrjl9+jSOHj0KIQQ++tGP4id/8idxxx13oF6v481vfjN+6Zd+6fnl3J4OB4MYfuAiTMSeLVKlkWXg3L/eGBhnHmoVfs1Jbi1tY4HcBurUxo4RRWQg1UflAVBl0I1T6hM9gUEWItgvT7wVOIp2JrLxWuCU/hLHFlK/JDFZLC2qztwmA47hWmlFypHMu2CtMHWWQaE1xvPOVeqRhZ0RywtTxmJZpsGhkkS7wnQCc+JunrOu+hYn7lbNXYBqtC8J4pDOOUiH8qf5TpMFF9iUxwzxnqIyljLnwUiT5XV4KEBoI7ql77jA/bGzmiWLQNhj9LdINRIbHMaUJqvFaA1Qq6YRJvMhfa8F0D5jOkD/SECWiWhfI9jjZAGJ9xRZSPM6x+CgkxovLTHRBR9Zw9Vdf53Ts0jFUxvGhZIHO1l03oykIyhCv8or3z0ZOdYOxgiCtPVSBytg2qjUla5O5TEIC+kYXeWTSlsw1Ni6puxzzvJ06WUhKcHxDEis/HjQByl3GigNw2TJ/Ja1QBy00VbqLLhaEx93vuYhGJUWOeGsPR0PMvCprDIw8C7AqJWWlvjhYYBLx75Qjt2s6VQ9i9ixUWRNTpbz7gkPc08VxK0sMjfhC08h6Tj2g7J+Sms0AESNFP7YBjU1M4gymG2iUD+fYefm2FnDLRwl1T544hpPeQy9Y0YBt/QgaOa8KmmHTTHyjFYD4o3XHBiuWxjGRh29u0xlr3w4JDXMnZtrjlVJavKG7f74nVj4N58FAGz/73ciHCiyxMsQGFu12sHVkuTMq4xFyguorjbuiBFbVeKdly04Ncg9hd2b6lSHMmDYfKmxJvpDF+wHBoxXbZBxAbSfdkwp5TVKuH49Xg3JE9g7HqO2qeFFLshusmSZXQLX7sOD8zQOtQA2X2U8q3kDpJYoAxN8DQCDdR9KgFiVvERjbAMiR6sc3rKbQ0rP6ehgSB6E8VqEZM5aiQMOGZp6aJ5T2LttgeaqrM6hhfktazkth7zOsHujhUJIF4CpAmBwyJhzFw/sYPemRarP1hlF/S2Z56htm3rcfukcMRD1jtZcP7vXrR3RvqJ5fbzkxqESVpHXrmnpPFB/xFzXPJti68WmTgyMwlyzcF5i7+oy2A8o7Lo3WXRsTcLGGQ4OW+KALlC/QNlx3tKK6mxRY0gXbHD3DsNorZyngNgGBpsgU1C95TVGyrthTyOdN/e3n2AYrdo69RVZz2uXmIMYaQ1vYtetNgC7JqQtjrCv6bmag7wAUyQLDMitlXnxqxLdE8Jd77l7S47xrA2IMaf51Js4RhRvoggC5Y3dPFeFsRrvn6sHB2MzXgRiskkMlNPUiSLvy+jgbLf7Qk/PG47yV6W77rrra14DAEeOHMGf/MmfPJ9XPyuVOOd2a2xEcgAkgxBy3uKJL7jNppeYCQ0ARgcYwrCYoiyMPDM76UAjjs2olFEMHZRYSV45urnoceWBKMxkS2KlNsRFuyGrn2fIG+UtJXhQo3VqRNH9g/UQdetGVx4jN78/Uk4wRGp4lnVivBLAH2sSq/BSjebZtMwWbR78foHBulndOqccEHmyINB+zMxm+9e00TpbsogIeBOF1GJAg4GmBSLqKjoczD2WoIjNc/OGY6roPNJH7xqziGju4A6G/aUgGrC84SG3CyDTQPOcqXdvXJB7vb6hUds0FZHO+Qj3cipfYXGzzTMe/JGTkxapckwvuaIFu/UMwHOzoLTOpoTtzBsehmueLdMYyq/ZfCgUNYb2mRLLCpqwo80EkWVAUB4Dz0050iMSK1/kVCfhaSs2sSiIZSWdEygaHI2L5u9gJDA4bJ7beWwAWbMsEiogKM3c4xOHa84UimvNirn0qU0kxwzulqcSg6MR6hsl04tAtF+617lj9BEMy/eZzyJzuMvW0zkxPKjAiWOAMUxYGRuhEQwVUY3JynXJSkQHoXjLjal4MyfoT9DNCAtdPz8BH5cqKBzFbS2Sd65dSqCswIryAtps+L2McJf+UDlmgkWfNj1BN0feMuVYeDiD8hltPpgEoj3zrN1BiOY52+ebnoMpDCTVSTr2CSOdJx4CguEw7Nwao76hKgu6mT9ClkPVJI1zJoH6ZoHahTG1LU8LwqbXHtiDfKXZMMZ70o7xcvMAor5rPTXA6F6z4svIYZBbZws68MiIkTz40r1dbP/vBo6y8H9+FurVL0awaTDB+rZFdB6z+OBOCwsPdM33vsDwiNkhtL+6g+07lwAAi18tCB7UeXyI0aGabecU8ZZlSIoFkgUP8w+bk9RkNcLEwnf8oSK2G7+bYvNlphxzT2ZILH2fl2r49kBXPzcBDtt+sqXAU4Xo0ggAkNwxh+bTDtssKiw+yQEz7/SPBViw+RgcidA46yAyZXvGWwp718WId0shKIVoy1znT+qonTITa/fWBSw8bPHS50foX2Xe0XpyAH9Qs/XGEJ83vv6tl3ew+l8vAr6pr+G1C2g8YnhS2c1LtLHzEo3YQtq6VwUIho7qrpznnjm5gPWn7BoUcmze7uHAZ8zfPBcUr9AeSmL68ZKImDmIjhFm014aFKJ9hWFUwrJMVy3HiD9kSOdKY0NE/cxLNfyL5vPwgEcH5rzuNqjNs4poR837QZASpoHeWokXdwfovMFpDfVHGv7A7nA5EFkYUB4DyUL5DicUpDyged5BHKGB+JL5PF4zG2MA6B8TqJlQM4QDheEBd6ArD36swoITDgzlrbbbBpVP0weWhxzlA749EKQtJ+qkmYOL8bwSK1YwqJaGb/MYDDWSxfJgzElkTFVoVYvYscpMYkcRLEPXZvEWQ7ytkCyU8wDQeMzSvXY4pDXUNZ+p4udm6YWY+Ne+ZJZmaZZmaZZmaZZmaZZmaZa+menbFlhdWqCTzBWB+xKqb1lBhBO1UR6muDbHwxBziXuWoogqjUJaS04KsLQUFnHCPTx3J2mRVBhYUo5+FjpXNXd5rCY+zsgSLipiI95YIhg62EgpsW7c9hbisFdAcwamBd1PHL8cKCwzhwgqstQBQ2yZCQYH68jbEdVP3nAR6kE3J35vLUBWC28kUSuDObUmt1xtqyAISNEIiEWifrHAxLp1Ra7Bc0XMD2Co5KtiteEM9Ysmj8PDEbEBKI+BSRvMmCsIa0XtH22CF6oiwgGyCjEFxNuWT/lAQNZkJRhE4Z7rrDI+Sioapi27jn2ulyh6vwoFlbdxLoHyA7qpZGvgmWPpYM4waiwjQ13Ji2OmkTWfvi8i5zbN6x5Z8Jh0buX08BxJkZfWoJJZoRo0WMScGBp4oQmewQtGblPP5w62pTU9QGQKgZWlrm9kYFJjdDCkOiql3KErAkjKBdpOln3UNiw3d0XEguUKRcf0PxkJMAlii8gbHnHrZi2G+iVzj5gUFKgmQ8f44g8k8mZpPXbCO95YQnucuOmZ1MRYI0JJ8vDhboa8ZpkNKp4UlQrnuEoECRPxzIh3FBGbYkjhKcNQhvC6HsHUmNbwBxJ8fwi+a/v7ShvMMnGkB9pIjDMDnVMF/AeexuSOq2ydGsluAGBpXpG4LhDbceiNC0TWO1Y0XR8vWhHCUiTp1S8G/+T9ULcZDYeoK51VPgfyeWN1DjaHaD5lxZRqAXlV8oZA84wZk6xQxD8vBhmyJWMNrp3eB8Q8aQc0nurCmxiLd7g9Bj9nTZFKI7raQlb6GdqnYZ+rUdigQ/HQKTSKYwCA8aEawmEBZYN+209nYLnJY/TFp8DmDX6sWGrSGJh7dAI+MeM+3PfBH7EvedV1CLZMZ2bDCaLVg8RGFG2MwAeW13whRtEx5RKpxv5Vdqzft4/Qlpdf2EZ+4jgAM8fwrS4AoL7RhG7ExFDCMwU5Z+6pnx8jLzn6x84r2TzPEV8079aCGT5yAN7I9a9wL4OYePCsSJm/n5LZjElNdeKN/co4tr8rY2WmsSe1C4ZMLZ++Xz7MBYSbNcnOD2NNsDmROLhFo6cxXiqDPJ2oTSlIVkIkwAwkBQDCriLdBJE5CIsSQFRag30nsMNzB8sUmYNoRF0NfyQpaLeoCQqcDfcd4xHPBa1nPHdwKOUxNM+Ze/ev8tDYcHMkkw6q1DorMTxQwiWVQ5QWnIJfo30Jf2RhH6uc1hQVuLm3dolDxsxpUaQa3tDN22Vdae5E0DQDwr4Lti89KSoFQReVx+GPFFhhLfzSradRV1Hw8eWCgbP0wkvftpvwcnEKfNfLEuaYS8Acfkr57notAD8sHD1fCITCMisIjdC3i1AEqNhuhEccynPMI1rYzwFzLBmBRitIK9Rflc2K2+NDhT7BKpRgRKlUxG4jEfaduIBmoE1eURNTGwYmgXDTuERlPaTJiKeSGFbERBLVGC9cRD8Q0nMRC4A7jHXYrbBhRJzEgupnM3ALSFcBp0ku2BwAJ+3mKuZOUZQB0JpEXDQTULHbcJYTdFVFVAaMYAIyYLTx1h4n4QieW/x06TbNFbnwmXSMFKQOCssKYydPkTtlSi+RELmFZHgGL01CC4WjuvN3RhBzFo7iOweSzt2kXOaZfqOoduc6Ld9fzupimEKFVolz4hZGkSt6rtgbIb/B+JVb/RTgLkjZbPZL1yeoP8mIVVyi2rHiwFGuyYCT4mC2EDoM+0RRX0znfHgj6dQp3RoNb6KgS/jBIMe4YWEjI0VKqTxzC5j2OVFD8lRCr/sVMREFz7Y1z11f1h6njZryGEJLNZYshU546nIInAbBNZhyiqYyceqxedN3anmMoShhUr6EZzeyLODkdle+2VyIXE8FFWkfaIh0ih1FM4as48HfqwGX90EA4UNnIG6+2nyXSBQ3Hq2odDKHAZVOWEkFnPqWCrg7KHiM+nXQdxjwYHMAdduNUPc9ZJ77hpfCf2rDfL71OMKvnjEP8H2kNxgKi+BTD0EeuQWA2aRNVixErHDufzO+zK35UgOTBUGbxORgi+YK0QzBrjH0td7uGCVVlYw8OszyoqJ2e/QgkrWYyqQFI0rPyaKHwMb6yBuOUn2KUYagaz53r6mhZffdyYKH+JBVoNxLSZVTRIbNpewPRSeCr8pNDQPP7MYu5uicKnesjm4OcYzahtlxytgDYoedhlLAMwYALU/cALFjNv7J8UUXO7MQwCtpMZsCOOCo8krqTRmCoFzhbmHXLtv/Gx6iCwYLkS03EV40uLC8IRxEqoJdlj5zG9HKhg+eGR8lnp7noLlJcxevwjRQ6thVWZWK0K1tSjCCPjDFprDR1XembU6bcKZA9yABxeT4o8r8qV0+ZODKJQMAnGFshZm8iSbcOpMgA4UMNeVXho6SON5RSOYd+1WJyQ4GEkXEYLVvMFp1dao85sobOLrXsMcxsUw/WjjVXqZAEJ3JspnqHQRGQ5ast8wZY3jmcPbKR4VOklHZlY8pA4AMuIsF0BVMOnNnMvVC3eHNoOqUZnCUWZqlWZqlWZqlWZqlWZql/8HphXpO+popsm7ecSFQC6wceVgg2TdH1qIGd7r3XNRzEQPZ2EerhEWEDOM8oOemFt7CPBPVbK7RBEcp4soJnTuCfXCNpPDIel5Egk6plA/GkKzGGB5wDC6+PTGnHU5QhtGy4wnnEigsfMUfaaDBiUkhGGoKTCpiTnzMWoTklkvnPXJJ5g2GwfGGvV5jeKCUldZIFgI6iTPlGAyKkFFQTLQYkwVutCwQdU1Z+zcskCR3XufE/lK/WGCyEtJpPBgoiuDOY6BuGC4xWQ5Jol35wPCg5a+dY4h3avTcMijPWLVBnLlMOYtG2JUkkKKEc8clcz58+47RsrNydE9EyNpwbSY0JsuWN3nHibAMrplzMAENclVGnQE0N2ad8Yogd6oMQRa/vMHAM428LHvdsY+MjjYrojMa6ZztA6sBuRdlMEeW+/5VZbSvsUJlLYZgaN6TLHAkcyYvRR0oo4y8RBPzRF5zVk2RujN4EXHqM8F+huIqc68cMnhjZvioYXj1WdfWyWHfsUgcislD0zvqoXGx5Gn2iblkshqRhV0G1gVMTBc+fZ4sgySjoWOyrioPSNultV2T6ziv+cT57Y8FJvMOUsIkI5iMV8shIwtX8xiNw+b5ApP5csyZYFcAYDylwKtkjiNrmXwRiw0zLAw+lwRFAcz8MDgowPPGlMU6sjzUvVefJEugigTypkdiQXnDo76xf9sC9dPJPMfSp8yA2btjFa1TFkaR5OjeYDrwaNVzHr/bFhF1JfQbXgoACP/LvRh/1+1Uj71XG/aqaDcnLv7J3Tejee9ZAMDu3zxqgkYB7F1Xc96PURNjKx7SfjLHZJ5BeealrdMZmo8aa7tabGN8yBQkbwfEKhLtcHTu36a6Qt9YjCe3rJNXprCBuMN1c//cl3cxPmHMpTxTJOqUXhWhfcrUaeNijv1rrImRA5Ojpk7CvRQT62UTdQ/RviQviUg5JpaVpH/Eh/bqVD/715QemgPUN9jVS+QZSzsCRWxYTLxUY3ysDWbFhsCAvTuNJT7al6g9ZsurNfZfZgTpOl/eRWEFyniu0D9h3h1vASMbNB5fYsibTt8g3EuRHGzZ/AZYHJjyThYEjZ2q9y/sKxojtUsZiUAZqXgFaT2LRQ0U7K88B03xhxLxyPTL7VtrxJLlJQrDw27rUDKXBEP7vrLP+86Ky7RGfNZcOFqZgyihdDnQedIxHpXzHGBYWwBg7ilFzED1SxLesECrZ/rK7o01xDu27BzI4zIAkxF7DJOOaSevMQr6Hh3wpgJZNXfMT95EO1GdkULQL+cpD3OPmzrJWgK1TbvOtjl5urxxxVq+D+QtTXUUb6UYHjTtnjUrAm4M9I7xGkPtnPFw71/dobbJ6yAolT8y7cAzGyRdg2PhaXBIu5Z3HqooxM3SCzJ9227CE0u434xSYkdRigE1hwlzbhxNKoFMAkE9J5YPGQKd0Iy8C55Gs26xyWhAte2mb9+HCivRzn6JNXMuUy00OuEELHfvKTfhrDIR+f0cdr+IyYKggStSt6lobBRTdEexPXDkMYfIHcZVeUC4ZRgERCuCtJu5oO/uD7qSJnGegdypIq0RM0vaEhZyYDcyI4df5hX3uzcuwCx1XNR1eODGqR4md5oZU/Q1YdvypkC86dQAte9wczxntPgH/cLBElKDfTd16iHYN/n1RoIgDjIw7upywytSRTADkTooBJhrA38kSW0u2uc02Tcu5Bisl5tVYKAZIstUoLmjQ2s83Qd0qfgmUdsy9+/3IoIDxDtOaq+ImcPvWex1SSXnjxhye7CJN1NyN+dNgaBnv9/OaLMcXRyAnTBUAY0zE4IXaQ6AOSy1P+QkKDQ47NOhBQCJw3iJJjiVN1YI96xQlYjIhSoyzyndMePeLFlMqoqw9Y0Cg8M+laOEFDUvSMqTl2rqi/5Awh9YRc+kwP61NYLfxHuV9tl174t2cyTM0tP5ILq4dM4jV7uXKKfcmWt4iXunEVyykK+xD89uKpKlEPVLDspWPosJjcYFU/gd7uAg4dDgXb2KUiK02eRLzYFAOXYUZURB/H5Og1/5bvPe/vw59I4dMddKDTFRDufvOfxo5+Eeeic6pu4mGv1bjTJg2JXI2rYPLIR0yI52CqIhLFl3SgjK+LtuR/CnVlnzujvR/uRTNjMtjK41m8n6l85i9JJ1ao/y4NY5lSCZtwqogwz1CuTBS4HmWVOnRV0gf5GBtnhjSeMz6KaIWiWrCEfvFsPAwqWGN5qja9KFUn3QKNqGll2oe8sCMSZp5g5V8XYG3+K9d+5YQvsZc83gsI9w2+LZc1kZHzmGB2t0uFCCwR+YvNe2OB2EhmseOk9aTO/pfajAzG3RObuTAoCjbcTnzbtHx9uIN8YQ5w24eXTbYcw9YGg+JodaGF+1SG0b7doy3TpPm0QAqF8wjb5zU4TmuTIeiMMbV9QXaz4CO15bjIGnJROSctSQFTd/2uIkBlfUPTKyyIhBZG4DyLPp+0rqwqLGkdoYDpG5WAWRVmgmA0ZiPcrnBrJVUckskwwYHXhkwIjal+cMQ8sU5Q+d2jJTQGDQNkQrCgDjJQ8815hYdchgoDFecTCQco6VsWNUYZKR4Src12SsYrmDcChhDgyZFf7RzLGScMkdHMUD9q+2KqJbCqMVQd+XmPsictS6k2Xz/tSez9KFkIw+tW2N0QFb9hHIeKU5kBxo2LyDxIhkaOCegMmnDDlBW5h0G3+em7IBwODQC3OLN+MJd+l5wVHe+9734vbbb0ez2cTy8jK+53u+B48//vjUNT/+4z+OEydOII5jLC0t4Y1vfCMee+yxqWt+5md+BrfddhvCMMStt9761y7ELM3SLM3SLM3SLM3SLM3St1N6XsekT37yk7jnnntw++23oygK/PzP/zzuvvtuPPLII6jXjTvttttuww/+4A9ifX0de3t7eOc734m7774bp0+fhhDuRPsjP/Ij+MIXvoCvfvWr31DGy9NhJt0zF1ojbIzNKTVZdKT8YBVhghUJ7EVghqbXuKC4tay0EhTWDV7UNVBy97YLOrqpSwFggzT9Xe5EM0KJvbQGsWKs6vlO3cFRbJIBw94NsYNILDghCSWcBWH3eo8+88zxh2ZNQOQgqdpwl2F4sEPlKN1W48UAqeVYrV101oHxGqCFdYUt59i93kIOQmCy6FOATFFzPKNizOi0nczXqB5FCowOm3poHpqnPBUxd4IC8x68xHPBq7wSKMJAwi3Kd+w1k2UgtfK/eQPYfGmT6q+8ZnjYuNxKN+TwQODYb6SzZgQDQFir/P41Pnjmnlu6/MfLAfHRBn2gWEvRPRlSvgh6oB2shheC7n/NTQ/ivi/eYsvuZIKzFjDgjvu5qIGs3HkDSJZNJ9i6reaYUiJgsm5FhLYDquve8QXqS9svqlOfy9rGZZvHrh2HB0smBmD3BscUVNZV7ygni019A9h/pbG4iNyVtesLYvaZzHOkLY7A8uyLBNS3zn+HR305rzsRG/McC9fZ1ZhYueyg50SdZBggnUcFGgB0j5sCJ0suQKuIIroHAIZrNshYwkkzDziJUhSxj2QRENatzKTpHwCwuraFzdvLgY8pAY3S8i8uhti8zRZkS2OyZC9nDIObM+SnApcfrqE7OVb8HsArbm1m4DZ7N8Rk0c8aDInlrxeTIxgdNRV30Y8RbzlXcthXqG2Zz5de2SELXPcEdzCBEXd9JnR9rljnGFxt3eOdlglgvtWweSgPwHWGQ3z1Nz6Lc//IfBaZ40Puft9xsogGfRe8nMxF5CkYrTVILMybBJAB0D0Z2HxpEnViUlA/1dzH8LD5HO04jwDPATArnpQEBKXJ60DvaGMqIG2yGFG7ldZSMB/JK2Nbp0BeN/mIdxS2X2ImgawJhP2y3jyM1xzUqVgVYNKn60arMb1/7yYLs1pdJun1+uFFmue8IRCsGwv58KBhSJF3NKlN9q3nqnleYbziGKxqW6WOAKdgQS4BJayHcQfE+z44XEd82x56exaXoT0o31qA+0D/6LxtBxcASWwbwsyTJQd3ETmoEjTQP8ZJDCfeApUxm1OYe9i8f3hAUJBwuuDEc9I2I29n2nJsKOmcscCW86nIjGQ7AMQXOLonrDdlXOknGlNW+NJ7krYYjW/lVxiJWgDgV8TEnEDU8JCGNyoJCUAwuP5RQX08mWNkeszmAGmZWXjEkHac9dubOIaw8RKfEi8ry5c3OaJtdz1ZsgUAVjKaAYOXTYAt07e6xwWVZXigMo59t87zFNi53pEQ0Pc50DviIESTeU7tIENgcMhNlJ4de2VeX3BpZgmn9Lw24R/72Mem/v7ABz6A5eVl3HfffXjVq14FAPixH/sx+v3o0aP45V/+Zdxyyy145plncOLECQDAv/gX/wIAsL29/Q1vwstFsxGmyO1GfHdQp4k72nUDN286iqNwS0Dc1IP3qPEJZU2A2w32ZBCis2pW70nCoFbMbM+2HfUgLwCUG4+2hm/phnTOsRr38dimdeeOKhHgKOErGnOPpbTx5gVHvGMeljcE4SY7Tzk3ueYMnmUQyBqGejDol9ACoP2w8dkVnQhju0FpniuQN230eKJoo1PbABYeNuUbHYwxX5L7z3HUNgv0jllowa5ThPRSjdwuxp0nJ+jbjZLINJoGPorWY3u49Goz2qM9d68/0Yh2C2oHGXHCbmcNjsYlC/fJNFEqibSC2Vv2sPCQ2WGoQKColYp2PoKhwxPPPVHQoDYR+eaFw4M+cruJWrm/mGKiyayrvb6Ro79uN66JRrIUoH3K+VMJErI5Qv8aS7+2LwmP/vEHr8cRS3mVNTjBeGTICEOZdDjCfU00g2rfMcAs3zcmOEo679Ni3LxQEFVifK5P9bv0wBhZ287clxhGKwL1zVKkQSB+ooSjBGg+6TDtJUyhddYp8PFMY+1zVmhlJXRMAX1JbsywZ8R6yg2ZjBiJVaw9WBCUZ+7RCdEYehNdwWRr+JMS01rQgiJSiZ2bYkTdcnOvMPe4hYHcEpOaZeNchmSxPKwxtJ/ObXl81C86OErYM3VY2y4QdTmp8wGO7uvcdXM4+rBlg2l5RO1YZUkY3JFg5b+Zz2d+VCH4sunv0b4G+0qAeMdRvUEzoO9jr3AbxjIxCcw/mkxRZOqnzefaF5/G2R+9BgCw+vkJirpHrmTlc4xWzeeDfz7AmTeYjV37tNtolfATwC745cb5jFPCXHigi3w+JhaU3qtPEgTl3D+6E2v/b6Os6V11AoMbzM6y+dEz6L76qG0PjdTulhsXcopvmHtkjMQKa4lEoXtVgNYZC0epCXAb5xHuF1T2cC9DMCzrUTqMtQJBMqKdFKNDJdsIQ7xdicc47BPkRYVuEx90c6J93H5xnfrG4IiPxa+MbP0wZB17SBgWSFsRHYziHQl/YJldFgPC7O9fF2PxY3bzeGYfg6s7ph5ODaAtlWCyFCHeMGMn7DXQODOBd87s6LqvPIz2Q8YiMjreRuNiGdvhoDT+qCIoVThqvfOv8dAwCCLMPTbBufY8ls5aIR4NxJfM/J0uRgg3zefeNQ2aCwmWooB42+GMg4Fy6rYAahedom+yYK4FgHiLE1SkvqVpEy4yRofPsA+M7Vm2taeRWqVdb2wOGqXgDpMgehUvBc2HwzVO+RQpCJ7BMwA2xkTk7nAZ7rsDMytsH/Is+1IOEsUL9xgZnPZudgqS/hBIrIEp3nHlDnpwmPUC8EYgaE3Wcgwn/shthGXgqARrm+4woQRIfViGDk43WGdgFyNiXWmeVdi7jtP9g8hBaUomJhkC84+aF/aO8hLtCBkB9SdKdicDNeqXdZczRHtuPhscKiGAmKUXePprAYZ6PbMBnJ+fv+Lvo9EI73//+3Hs2DEcPnz4r/OqWZqlWZqlWZqlWZqlWfp2TzNLOKVveBOulMJb3vIWvOIVr8CNN974/2fvT4NtS67yUPTLZrar3f0+/TnVqBqqhEpXbRVPFmCL5oLFNWFsUMSF8EUypgQPKcKAMA4IR4CMm0D+YYSx35PiBtYNIkBCBEayIZBkhBpEIVEqlao91Zxmn7P71c42M9+PzBy5tiTblOCZqntXRlTUOmuvOWfObEZmjvGN7zvxt1/5lV/BT/7kT2I2m+GOO+7A7//+7yOO4//Gnb6+4k94x/OMvmtrATjpdh+OBgA55UjGPkGFoawipLPw96PS4y0Ejmf2s5wD9cSFz2Yhy1uUgJz5REdG2dSYSeyXXWJRkfPAzGFMCL3F+zOo3HpU44lB4mTGeW3ICyrqkPQIgBJzkiMF0WgKu0ZTBT5ziYuCQVDyVEMCGrzWSGfeU5uAO+YQ1ga+aFEZJIcVok0fAjOI3fNlocFa51G4MYY4GyTECaqhDJ38kyMFrHg5cA3eaLA2iDQwh6swghEbAm80mIu7q9MRCRVFhYEY2QbmsYRwUYdoY4B4osizHU1begavFYlYNL0BKhfyjcYNvS+M/GoOcQDJWEGUEtHUtpEYzWEcmwarQ5Jjsl9AJZ5KxkA6b5qKYnjrkghOQjQ6koAJoVbDbYIvAIhxAZY7Rp+OAHfiC6zRJO7BjqeIxz4kbSjRjCkNsSICq0Sa0riRpaEkRF4q1P0O9SfBAZSVUwec4Icr0UwhmjvP8m4DUSpoB6VgOohQ8dbYREUActYgmkXu/ULfgjN4M5MclCRUZYTlmfdCPEYwRHtuUrKMPKTRqKTxrxJOCbjJsaL+lLMWdc958Y9qQEUwzrNsWOB9Bwdx1nemLUUUomkL7liRdCOoTVQtSKo7nhibcFWeTMwUTqyHjSWR+HpJ8GhvCnCXRJ1FaN28xeqQ4GbxzQlkN0W1nrk+0WEMGEPQi+QwjD+VcWITYjokl4EFWWsTCcQ3p0Bk3zE9aICBtTuith5wAGiffBrZRoB8+cTBaihJ3n1xwZRX9oBNy/8dH1dIRmHcpHsVJUUnOxMYx3/PR3OI89ZuZNdmYI3nxzYQrj+jG2MkHc+KJCCKFtz3VcwRH3hhG0G2TUcccJ/zvSDeJecG8qZ1EKn1HlLnPeZVg2QUmKOya1PA24r+EHJkPeHZXozS2bD882MSIOIHI5R3WtYTOVPg48K1QwY+b4DGdpYsDPW7t++27iwkIu8vCNO0QdBMzhhxp0dXj8CbHPmOfU6bRxDuvbCSQOwcAADEpU6I6ujgDY3HhuaRnGtE08CPnR4qEvDCamBE4cqAK58oqRAxnyzIQxSrsfAqwEI2KhcVjGbWy+y93LwJTEzJsUHiEl/LlYQiZdHMQB85W7ggfrcY0UyPNWpXJ1GHqIEv0VjQ37yITzSJaS6I0oDpUF+fLN3mnCJucq6sgF3P99uCx3yiqS5NJ0BWskMFwwV97+Er5ZAjHvskc4lyjRE7SnKsKJIdTzXiUYgKwfVBm4KS6uP1OAgbRaDEdllwxBMN6ew0a+39bGcZsmfxFMvyIi9f9yb8wQcfxCOPPIJPfvKTX/W3t7zlLfhbf+tvYWdnB//qX/0rfN/3fR/++I//GGmafo07/Y9LVVWoqurEd1q14FKirCNE0i1IzCrYATak4xc6ZgLJPVOAqgJ9oAHQkvoER+0Gb9oCfEEx0xcSioENpQWRBIPDModxzCk6CsbIF8MZ6vUOGT8VAXMniBEVQZWuTTmMD7+FBHpEU4WmE+iomg7H9Bs23O8MYQm1zGiDwiKB5NirQzIUp+1iX2+GjYuKGephQu9V9wJdolacwpDlxVXMtu2PNr5QY3zRxdhetkIQFJ1w2jiomEELGcRzeMjgNsypVQKAYJCOpUBFMTGltClQnrPxNtYaRCNrpao+QzLCgqALIzEZ3uoAO0lZyAVYjWkDV65JatdyLVA41j0BLYG5o0hLMgFeOajHuQ7BcuqVlK5nkUa1GlN/eHaSYk1QJjvMSRpF3hoKPRbn+rTJLFcEyk3Xtz1J76cjS2sGWJo/X7RkaDKGphfR+2LVb4SByQUHAThWRNFpOA9sJXONpm/7sOkK6kPDZGA/kAycMxIcMgwUoi7XJEEk5mdyum815IgcNlPHnNh8mmGCpuP6Nrfql16Uqk054GjlmjxgwpuVlFh0wIBi02HCG4PZWQ/dYdS21VqMNgl0YTCWSQUARFqiWrPvm+7XRAWX77Gw0ZxzlOtuwM+D3dDSUyTyE4IZ/jOvGb7Su6N6GXjhqAf7CVr37vU962jc/K5ODxDvTQE4mNdckZJtvZouQOoEsl1r0HTCaaOmo/C5XI9IZXB6oYPeU4qEeLRgxIIiShAEJdvoAZ/6gr3+b74KvAl0cfkNW/dqJQqUpRc2Sewku2kPJYUTTlm5MUPr6DpNJKyADQA17NDYUp0Y0ot3CQYtnc3qpRBurrWptLbB2Qc5a9H27X3lcUmb8HoYBTXh/YbaNz1W0AO70Z+fyZE5RiijuMX9Gq9OGZ4ZTVrML3SpXqNLtr6Dcxu0wVWnV4k+NTtQEO7wojKOeiMHWz3n6s9QnLN/y58+IiVO1oCE2uJxG2y0Mqj7HmoXcN3t9tDlkwQq2eqSA6ULhva8tf2i0mi6np72JC6KBGcSfgJ6AYTn8Bq09mgR1jfDAzWplgE+k+/UqAZBMMzDLjs3DIokCNjpiCGaemeOoXksKhNsDQ+QGVEF1ozkqKX1wfBQp2hmBan8JrfpCsJ488YQe4zhMfWbjhnyXS+SxAmeVq5zbH/KHXC6dox7p1q+r+ggtsjExduwOVdR2HjrSJBS8/R0Sv2QHhgnygeqrz/wqJgt5BmF3Awuw8E6v6lovi06Fn2b+LVWFAgQ0hLkPPCMOMvy4i0viB3Fl7e//e343d/9XXzsYx/D2bNnv+rvg8EAt99+O97whjfgN3/zN/HYY4/hQx/60NddyXe/+90YDAYn/tv90z/4uu+3LMuyLMuyLMuyLMuyLP/zCzN/ff+92MoL8oQbY/BjP/Zj+NCHPoSPf/zjuHTp0l/oGmPMV3myX0h517vehXe+850nvnv9P/130BLoZuG+xTyG6niecH7CixUkxC1PuGH2JG8kkEkXEk80Orm9XxPndC8xlzCOEcWfggGbRe/DTBDAdmeCHWW5fJkKUrXkgdBWNj513ptiXVL4TCecvFidm4qS8sAZJR+pzMrWqxXvyTToPGMroPIYKrIuiXS/Rr3imBhKTYl/cm6QX7NH5HivT6HSeiAgSgXDrechnuoTjBT+VB8fzJHvOjaBQYTYeRS6jx+iWHVcuAzEVy4mxnLv+vBfFrzDOmKBI30WoAGyMhRubHOO+MAe/w3nUC6cLyrnoW1DKNF7v3mtKCTOdPAURNOW2jF17wxYEYvRJdtR2aEGIJA4nnArW++S0546Bm4b0jNIQKYSJAJkOMjTCwawJsBPVBzEI1QauKDTGzOY2EE0WIr0pgsjjhpwB7GJd8YYX7Jer87zM9ROkIcpAx3F9DtRG6T7zlt6KkZ20yUWawPpoh4WjuLDv5qEjWQpYFxGv5xr8gKphIMpE0QlEJK/0oMWzVkHd9ivSeY831XkFZbTFlra34hZCzH3xPpAfU+H6hJNFJJD6wqKx1GA1UwbtJv2fbVkyG7ahivXY3Svu7pPFZLU190+23vfYQzikZMELyTJ3reZoARgXgWebnRaJEfOQ9kFjDwpnBXP9ElDzm1it+oG2Xob+TAQs8p6hAFE44ogV8kjz2Fy9mWuvg1U76TH20Pt0isjsNcEb2fhIEFRoU9Egfy12W4NLe1vBg/vQ+cx4v9qZeuLN70cnT+1mdTHf+8W9H73OXqF8m++ytblD/4Uxfe81tbxWFGUrnOtoAiMGM3RverGK7fiKr3nbZ9Umx2aF9CGvOrycAZRdeh5xbpnuDHEp8yLBq3jRo7HGtG0obE5vq2L/hPWzuk8InuUX51R+x6/rIP+s3b8TC6k6DzmoCU3oiA7XzOb2D4JcAY+ddG1lQEJpIzu7GP9EWf7r+yhus96uMX1QwxcQrVKJeSNY3uTrS0k18bQTz5j3/c770P+ZUslUt66HjQfBCMu/NnpBIkbl9ABltimArLwWgrKsWP46CpH4mTrm60u5KGFb+lTKSV8EuQO1ub4hOp4qk8wqGjJgpBUEryoi1LzWgbZey0YRdPGF2NioFIxC4JS644n3DOGtWaB+5pRgnbTZSfWF8/zLYvgia67Ef3GiBBBLdY48l1DsvWiMkHifcBQbWXuGkPrqSwMxo5VJNvXmLtIV3IATG6xruJoptHkgc/bMEnPT48M8Yy3GQte+akVaAOANgGmZ13Cch0iZNOzDG1nISp/YNA41hd2fQFyykKCqUpAcLrpGUHPa3qgiKTvE7/HsO3u+koy6h/x9W+7luV/UnlBm/AHH3wQH/jAB/DhD38YvV4PN27YVPjBYIAsy3D58mX8xm/8Bt70pjdhY2MDV69exT//5/8cWZbhO7/zO+k+Tz31FKbTKW7cuIGiKPCFL3wBAHD33Xd/Tex4kiRIkuTEd9nU0gKMi4Q24knaoNy3v2u7AHwoLg6KmSoB6nGCfhk21dPa3ZsZzOYOHiIA6bBmKgvYTB2BICdMMbQL1TosM+jUhXPzxV2s+x9jmJ/JMdsOWBjhmFLajAVauDVxIuStXEZ+eqjRdCQZhGhmML/gBRA4CqcqZkRCQhfFuqQwYjVgpLjY9jSmZz13IMDXg2ImGCd8WTXgBA0otzsnICt+Ezy6Z42MZJtzVK5+nWstyvV4IctcEzNCmwHpvoMvbIX6tok8oZiZjDru/RhtjnV8Et7BtCAGmGiqIB0GXiUgQzrfDMqNs1MBgnJ8a0oGS0fW4M23Xch5rwVzqenju1aIUozpCDPHNhL3ZtCxHQTFRlDM1JFVKwWAusOsqp5XzMwDjeLk1j6Fb3kD1E4xc74V0SLZpgHuc3R3jzYuKmZoU4bIwRfKVY7Khe3t/d3BpjAktCHzIJIkGn4Cb+3xufG4QXtbCAUzDRpzKgsh7umZBcXM0yldP7ok0bvqwsWdiHDG89MpGidIpYXdXPgxNDkXNkvzbYArj1/NQvg3ZvR+0cxQfzRdgdmmZxmIUHfDxoC3lt0AAOJujbbjJixnmLp52N1pA3OE1piec9SOpg50kD2OpgMY9hWKmdJAQANNCCoaAcy2BHjbJ5hUm3M6ABz9rduJEaLpx9CCIdm3k191ImIBOnrlOi2y1UBg7aNP2u//5m0YPGE3jGxeY/YyS/1weFdKY2bv/g10dlqoC98IAOj9SRDigQGxoKQHLW2Wi+95LbLf/qztw//99ejs2Pl2dFdOB6/yTB+zU44R50sVqgGDut32yeqjcyR/9IT94Z2XUJy2c7deTWgz2HQkBn/8rP1NkgDawb3u2EayZ3dg5e1dgAVbNfzkFcy8CNBUEbtUuZoRa0r/mQJHdwas+fxWm0MRTRuCi4lOhGRkiDmHpwLtxSEAYHJGouna3ZGKGY5vd9SZxVmC7bG7T0Flfg4ztLmlCImPW0zvXAG73d7LcEaKmd2rFdIvOBqpLMXoNTZyvPL7T0JdsL8BBylmJseg9SHdFWhzENNVdn2G8pyt4/RshNXCvm81CFATgqMYC6kgpqpRA1Ha+0RzO+8WYZbeHhoBYtnI9mrCsFe9mCAd2c0SxUbHtbXFe9u6a9T9sF7oiNHmU9QG2bPH9l79VYK5iDooZnJlUC58X64GTLYXjuo/V0PMWqR79plHd3aQukNzNA19KyqGbN+LvjESUmtThu51O2ZmZ2KCtfBaQ2QM6ZGHkQRHVDwOToX5lkTuGM20ZOg/7wXvOK2ziwCD/CYwuRDaKL9RoVi3/dZmwZaICoi8YuYmQ/6sPWxNzq5SvpURjPKMRCXtWudVvVOQLTXaEA1ndrCAZ30xlRehR/qvq7ygTfh73/teAMAb3/jGE9+/733vww/90A8hTVP80R/9Ed7znvfg6OgIW1tbeMMb3oBPfepT2NzcpN//8A//MD7xiU/Qv++77z4AwDPPPIOLFy9+na+yLMuyLMuyLMuyLMuyLMvy0igvGI7y3yunT5/G7/3e7/0P7/Pxj3/8hTz2axYvAJIlNYRzeynNYXru9Hsch/AwC9AQFQOyU5MMc7UKbEb2uC6yFjJyUIgMUKnPNg7hM66CbL2YL0j0ZgqSa5jEnzwFJQUu1kNHHN0dJ118i0QJD88IsrfJcZDh5grIiLHAiif4pK75Jkc8CQkuns1AJQyjW4KAhs9k10kIWbGGU8KmSm2o0QuD8MZyuQI25Oa5U5mS5JXUEpCl64N9Re1bxIwcAfNTMZKjlkLUdT+IHvAGlEilEob5lu2P7o2WvBltJlA7zykYMHOiK01uPQ/e61f1BUFb6r7A+KJLVEyAph9CdB5yoGJGHtz+c4q8oDoC2pUWjfNE1pdi8qjGU43BMz7xJqJ3VA0PdUQIQ5ZrwQNrJFDmjDw2KgmeWiMDxKlNgfjYhdp3a2qTphcSibvX65DcmAqoZCEi0NpkSwCIZyG5sRwGaJbhIQyd7YekH+vptPeZng8e1fF5ge4NRslTcsaoLkyDhFvqHoOsXMLeQUi8knNNnr1obhBNvdfLiktMXXJkeqQpUpDtL3BhG1BYGcYyMwA2pO29q3xiEE9C+6s0hIx5zaguQEXe9um2DPNoQ5yAktDzNEPpSGm8UMmi99C+lEYuaqDfEOCQaRv2VjEHjJcgZ2j6DpZTGYocjS7FyA404rGPvRuklvQCyUgh27ftMz3D0H6PhbCsPF5gftZWvhz2qE5rXyqw83prdNYfbtF0BaRjhjn41osk1x6PjWV5gWVB8e2YHCuM/vfXAwAG/+encfh/WEGf/vM1wcKO7+6j/4yDcGykAAMGz9hwQT2IMPv73+j6gVE0jTcG803vHY0wuXALANvHflymxxpN13oIe8+XaPoRRWxufNcF5HvOVq0warvB5YqSWMcXcvSfC/z+fo40vZTaR85bFGtBm2F6NkJ6qKnPIgcDGV+QxFFtIhY8u0mYRypmBFu6+eoEWw9VIZFaMIq6FRsxJt9xOwCnrfCMhQPuffft5KVkyqD/pDUWNx7Isf7njuv6GzpgKnjGgQ5JrveebzA/lVH/LMJQADtObTTG/rseRhR9MYKhzSRF1LpXw3wFAyX6FhtxkH7XIO/15FwnJHxKUJS56QrIeWDoKdYYiWgNnmQY37VKbeftRjQFJmc9W0gQyJltBUKA2ZYgmMjevQnWvsypTQwHinX7/Pp2hs0/c+MkCewq5aqgKG80NTi428HCjoKse/+5BvP1IFKnBScPdJtKsodGAMe3Snp34uFm9plAYHgBbESyXg26Ese3ZwQ7ieYhcTIeB0iQlsDxPUP3bCxkhwPzbRelYy4p1RMEtCEKUg04jV/fZ8vy4i1/KZ7wv86y+ZA1uM9cHIA5WkBmgO5VTzEUJvTkPMf6w24DdSbCqO1g48+daEdP4PJZi7tMnkxRbdhrtr+gMbrkspLLEIIfPtGg9dRbDTB41oWmohiX4w2kV12o9klFVHtM+U2EQb5TonSYyPWHK9qIRuOG8LLF6Qz5TXeYYIx+49kKuKOnWBQyEZUO2O2pJiwfbwyy6576rR+oD1mg5ouONESpCLMqy4DLlrMGbSeIpRRrti6dGy3mjtKQmaAEJ2pDC0I8aqESTgsSbwzyG/75jLCO8RhIn7EKD8ev2kTnml3URRMBnoauVJBj+32xPkD/mYJgOmzhcCjmLZIjV9+EQycOcnC9Itx4FjGCv1RDiWRkr+3utKj7gZpNNIao9orNBMWGvW//2QrViv18pBm6z9sNSnIc0ztlh4Jo5ESlUA+iQJWHiBauaKpJ2dUwYHLRLeSSIXXhVGaA3DE8zLdT6pv0SEHUHJ0dW0cVcxori5SI2Z6mvsoOw7jUMSdcfzxqaXPDDJA4wQ1Ra8hRifk5j9flNLYAYPWJBXyta9+6x5G7OhnO0LnmYURBcKnuC8QTg+HjdmxWKwlR8xXrAqvXPXWnQuYUJHXMKXegc3mEw/ssDCPbbahvRK3R2dE0X/PnxijO2xD+GIGucOOhEY7vst93r5Th0HEpQ8eJSE2vxug/69pwv8XxbRHiiTlBUchnAjeqAeLnE5rnTBskx5b9wo+HRVNb90JOQHagkd0MNsHwsEHRIhyAh08ZdK7bi9pehPSmHQ/proW0ABYLnbkwfbEh0XuuJJx+dqgopN9mjIR4sgNFdmW+lRAE5fD/uB+r/x8r6FP8b69Fse7YPm42JMrUe7ZA7wrHfMs+v//0jMaAHX8+bM/R2bHP69xoiSaS14rYaqJxE6BJFzPkN2tLDQsrFuRZUOJRTXShk9v6tFFb+/MJ5udyerYP29cDifzq3LVbjGSsCVc7fLKkg7mWjA7/g2cUbr7G3nj1UUPriCg0ZhfdBu5Yk/0cXNbQMrAOpQc1yjWn3nmzImEuUbaoVuz7dq82iMYuF0kyqnu6K1A7HHW+12J6XqL3vJ1LlrI00Jl6yj8jGKphgBYC1ravPFkR60py1GDtEbdJNEA0rlGv2rrsvkJi8IxzEESgQ1nnqAXTnJ7h+yceg/J8ZBkcRumxQpNzcip0r2ukh87Z8cw80JNKidyJA8VjBdEE54g/GHRuaIjafr/yWAF2uz1wxFMDXmusfMnuMudnc3JEgYHEl5KjmOb02hen9Ow2E1h7yNqcK985xKk/djlHgmP94QLTc3byda9VmJzzOS4tMWu1XQF96B0MiiB48+2Y7HWxIZHtujWsjtHmEt1rYU2RjnUtPlaoewH217vmoCa1IJsui4jG2eSMJBtQDTLkN0rMtt2Yr4JtyyqNyQW3Rwnn0hdVeTEmSP51leUxaVmWZVmWZRL0ROsAAQAASURBVFmWZVmWZVmW5X9yecl6wnfvcxLtp46hXbimmMWYOE5V86RE7Xizy3VQEuL0LIO6bY6DfXuCVClw8bTVCb5cbSFbsR6m0cUe5uecN3gkoBPPxBGh3HCfC4Zpab0c01sU7jp9E4/t2eSn6WkB7TL3zWf8sc+KNXiGkoOX9yi8bgRDeYs9hXeuB8+PEQzpnvOCnspgOEjeXsUJQUp0xE+EJD1neDzWqDZ8Ag9D55r3Qkk6OdsEEUHe2TZlFJKP5oJgKqIO4fg252hz7/FoMd9wHq15kLlvOhy9ZwuU7m/lmgx83iqEC6OpwvwOx2FcGfDaQYKSmMKppmGU6NXmwOxMekLQyHuHdT8mr6+OAgyp7kv6jRHA7LQdD71nS8w3rZdFS4Zy3VBEoexwNLntk3jU0vX1YCE8qRnxioMFoY3xeYG+y8cq1yTKFY7uThBYIXhTY2Cch6lck0iO7PdyrgIDBoDRrbaOg6cLNIOTycveC9ZmDN2r1lOiEkHcwfVAUH1VzCmJtXOtJM9PtRoRK4LhIbTJWwPZl4HruxPCpr1rGtNTXtRHQUUewqQpmSweNZhcsuMvv1GTAJGcNTi4J8fsbE7tWzsPWjIKbAiiwgkvcew8XdPbBgFiE3FilNCSOVEUF9q9bUCeOqWCz2F6qUcQlGIrIc9ptd0QI0611WJ+5AW0bNKu/kqLKQwyUaNeVQGqog3ioxKGBWgWGMiL373aYL7poVUMnfqk+IiH1nS/cB0H32DtiWHA6BY7mDf+eA/luSEAoFwPScYrnz/A/mvXAADDx6dgrUbHja3Du3IMn7Z2pFxJ0b3mDQ8oqtO5VuDoLtsf/edrFP+bZUrJPvRZmG96ha1vL8Lwi3aQql4K0Rj0PmPtZ3nLOibnnADS3KB32XkDpwrsrHvfrsD0jG/TMJbWr0xRb9pnJyMF6CB0c3xbitUvO+JjZUgIZ/C5HczusWxU00sdDP7QJq5WL7+I6NB6OIvNPpSLvsh5g7qTIN9zfb0SIbvuBHcEI3syvhgjt5wDSG/O7FgBEO/NkQzdvSqN9FnbDqNv3kLv8gSxs/fVSoLe4/Zvxdk+5lv+GonBozbstvu6FQwuu1dKOXoPW7zT9Tdso/+UY2l5WRdMhSR/rgzN485nnkF5rx0bctqgc2zb2kcFDWc4vCMhSIWKE8y3PGMQ0LkRWDd4C5RDRp8JWrghqX9EYwj2Zjho7mT7DMWag0GsSEAHyfZqwAnOBWRBm2F1geFDCkzPuGc3gJ8wVT/obIxuzSgxvO4zwEhM3XiKJ5rgLDoCVp9wMKQuKGrb5B1aw2QFTE8P7efCQu8AK+jTZgyzUz5RPUE19FBPSTbEiJBU37kR1sCmA6g4orpHM/vAo9sl6qHB5JwXNLJQRQAYNkDdDfUaXZSuvgB3jA9tygi+0qaWVce2tY2KVjYYCK4Cc0qbcjQOCuuT/l90ZekJp7L0hC/LsizLsizLsizLsizLsvxPLi9ZT7hPDpuOU+Q96wXgUsM4LtK2EzgyDQvJI1paxUx/QmxzoFYOWywNyqnD8klATN0JO9PERcpbwLhr5d5CEgY3uDntEX1hm2Ah2Stg1orNmGgJmw6Dh1DCBLoiIxjxWNsToz39MgPUXU4Jn7wNiRdMGaTH3gMhyMvc5py8mk0XqJ0np+1oShYxglkqLAcvE3XAbFUDRlzObWYIL6gnjNqkGkbkaVAxowRTwxlULkkhtE0ZuE/ImYPuW65Kwi8DQOl4oavhgvpmEtqn6cAluQYqrEWlOJ902WZAPXRe5pUgu1yucHpetRqTemW5wqFjQ1SPzGCBh1UGBcGhWFAyZUTBqGJAlsErQ23l+sJTndU9RglA5Zqk4dGmjBJ1VCpI6RHGEPd6tZYQzrhYE+AKaFkY2x6LCgai+9IyeFO0QOCt304o4iHq4OVlBidoxrIFjnBmHP0nrFeIEjP7nJKUqyQkyjIVvEjlaqBdZNpSTfp5ybSgsdx0gsqljjl54LSwiX2AbVuPnRVN8OqpyPebHw+cxmaSNGgcRWHdDbzHsgSYp0RcUJ5lRtG1vs51/6R3WycGXVHBxDpMGs5Qr6RQKUc0tY3XdCXVsdiMqJ/rPkO1lhK/O2sVpmesq626dYt+Vw2DtLjuJDT2VcQQu5yLertH38/O5hALsuFgoGR0WRqUq8H0e49jsZ3S5/igIBy4+aZXgH3yC7YP3/J6iNIpS0qGusvBblt37RVyZ5qcodzM6BmkmBmzQKfHF+b86Q7NYR0xGCZOeF4rN64XFYQTwSiqoyOG2kUNolGJ0kXNVMJQDz1Vp01kDrzWArx2tmYlzOk2D/OlPN2lbi3PdmketrkAv7Ti3gkot/KALxfWA07tu2AP/TvK0px4X923baW6bbDXHWuzvN0QJSf+/uTCFkW65LyF8hFg39/GPsPj2ZkBJfHJwvaDz+3oP6eDimYEMJcjwxuDuuciXfsavPH2BNSHojLgbZhHsjAU5Wujhd81gea3c8OgWOfUDv76zo5BeuSilUwELnG2oCbZ2nwlapNKQ6WezhSE3ea1oHdvOowizjCGkrN5A4p+xOMWKo2Q+lyYCshdLoqoDF0vi7BuqiQoNWcFKOlcy7DWiArgDSP+c6YMkiP//KBDke0bUiJmKiTuRzMN4XLetAhzVVS2XTKHrV8sotLoX7GfD+98kfpZl55wKi/ZTbgffO19LVoXZm7LCN6uZ7vB2BoOdBwUQEUCFcIEa8cMjV+AxxJ80852ObPMKQCQ7nLajBkOxG6i6jgkN/KZwCAtMD20sabscDHj3G9IDAYP76O4aI334NkW+fM29twOUhSbCf3OJycCoGS2eNQgu9FCVC6J57ClhEZIgbnjvO0+eYzC8clGkwa89DCIDrpP2DBp8vJ1JC7psO0I9B49AH+FXUzjaZB+F6VC6xgI8j97HpPXXXDtoyAa227dxw8B2PdODhvi8Y0nNqFl5WFr1XUWQTuDWa5G6D5r353Pa7Qr9p1Gt+fE75pxhu6XXEeLRR7mDWQ3G/DGiyk1YE6whtUtBi4kO79lBby2lm314QmYcgmNezGJGclZi/TQ3rv3bInpmQwbf3Js67V/DPQchYYxGN1r22fts3soLti2hgb6T9tQeT0MO7Z4qpHuON7jUxmiGYN0zCWiChuMlT++CtO1C3C93UPhoDuiUhh+0bYPG00xftUZV/cKcO+XPd9gelsfvSdsfYvzfUr2KjYTrH7RhrXF0RSzu2zycTRtLUwCdvHvPG/rrnJJ7B3RtMXslEu2uzwHjFnYUHEK1ccjhZ7bYPQfOUThZOcBIDlwqyYLYf702UOSE1eZRDLIKDFTZRK9z9sbX/+uM8Qtnj4/gnJjQ8ccYu5ETToxes86MZhRhcntdrwPnpxDJYIWNyMZLcx7owxnXMJU93KFes1BYQ7maAdObp1FWHnEttvuAynZmXisUKxxDJ9racPCDCDHHDfqPuRIAton2Npk6s4TR1ZwAICcCFTrtg3zK3OUQ7vB3f7YPnQ/Rbnhns9DCFmULZgzPGuPlGgdR/Xklh5Bo3rPB8aXuieJ7SPbrSAmNY15Oeshmtj5PjvVxcqjtt/llT20Fyx9rBjNUZ6x7Xh8dx+5E3tqehHKt1jWlP5//DTm3/s6+4ybJXgroVKfaNagc93WPd2ZkggVn1VoU2sfBl8M9o+3msZisjNGcd6On3pFoPdciczZwPJ0F9nzljdZ5zHN9aafkPBO0+E0ficXUqz+qaWYSQ5TiJGdh6qbIjuQZNvWP34dSB3UKVpB9rzt93QjJ1hN/vQRZrev0Gd9h+cfbxHv2TYccoZ0dw4+d+172wpSx3muE0kQLCM4ascRnRwH+FI0VZhdtOMhuyIwc9CFzT/axTN/fxOrnz907dDD6sctxm123xn0Pmd3WqP7z9McY23Y3Xg+cACQhUJ67JwFkU2w9Qfd0UWOrhOOMSxA5TrXFQaXvcS7pHsxDdId6FxvIBwPezy1gjeUFL2nwJynhjegg+bkQhLYjwBi8lAJQ7Ee2Joat352rjdo3GHASrUbYvoBLJsS4DbLdWC78SW/0aJa8cxLLRLHQHV0R0RsUoDlzB9d8oJ1hlivkpFC6zqrGnB0HLlA77mK2EqaDjvRPh6W6N/dJ5z2nqtx8A2J6xON/KZnYAn1BQOt/x6CBtiD+MBBvOabKeKxwvGtnNrLi8MJZXDoxIk615e73Rd7eUHHpHe/+9149atfjV6vh83NTXzP93wPHn/88a/5W2MMvuM7vgOMMfz2b/82ff/nf/7n+P7v/36cO3cOWZbhrrvuwr/5N//mL/USy7Isy7Isy7Isy7Isy7IsL6Xygjzhn/jEJ/Dggw/i1a9+Ndq2xc/8zM/gTW96Ex599FF0Op0Tv33Pe94DxthX3eOhhx7C5uYmfv3Xfx3nzp3Dpz71KbztbW+DEAJvf/vb/8J18ckRadKAO/e3ajlBEXxSJmAhCbNtlzSzDsi0RTVM6D5bjifcDBpEjie86QM6dl6ANU6y9e0eRzMIfKD11HkVOy36cYVnhvb6aiBOhLLtBdY7G00cDdjdOYr1IQCXEOMTICuOOvGhWGaluAHMt2JomWB8yT4z241Rrm2G37nktNktA+K+LtckeWAnZzlkaZ8HHRJ+DAOOX7FOiTvlSqChY3oBTvAtl+j7ybnAw86rIckTlysJJZv0rzBkN0tMXhaU6DzkgStg/DLbibw25LnIDhSFY+sux+gVzkvXGKrH+AJzmCBHw9SmwQuhDOYbHsoAlNYBjPHtnaDcuBWRF6rTaEzOeUhGgmpDY/QN1iPXpoMg0X6okB64RLFXrBPUBKJG4RIz626AzBTrDD03J9qU2aTYm/aa+SYnmMHkvtMnYEje86olx/RW51lmAxSOHzgeS6Ih1DKDjoDRN9g+bTKGjvb9ZlCccQm5d3cJdhJPAnQjv9ng8F5HPTgxEM6TUq1EqB2d3eHdHSTjBcXZFPCsV9VM0JjR0doJSFGb23eXc0WczerO9RBhaTTahGF63tZRVBrTbzpt625AoXZzMYxlIxjSI5+8xEPy5kZC8LTJpdzSzbm5FM0N1SvKS0qWHn3jkDx+cisK/PlJi9Gdtk14UlEy5byRUCkwPRPkrA2zsK4VOUc7bOHDcMwYiEKhOtOnsew9eABQbgeu4L0H1tG92lBStUoEKRYybQjic3xbSlG3tc8doNmwNyjXY4Le9J6Z4+Be2+7ZLke9kVNfz7cidAj2BJQu6obNs8QV370qSQ2z/0xJVITDLx4RBGX+va9D/lufsdfe/wq0KcPq521S4fyuTZIEn51aIZpVMUwose7gNRuh3YswrnjbpUTx3nMleGtQnHHP3BDgzqiwNsAJonGN1tkAPRQU1TEiR33a2pa6L8EdvI1X2vaBa4fj154im1CsCYgyd20dkxJyvd1D6cZftNmlfio2Ioi5p4aMEE0jNCv2OXKmiNZ1fjoJnPmFQfc56yEfX+gQv3qbC0rMvPbGLRvtArD/+g2rbnrviuufCmOnuNm5VqC4x0bH4lGL+NBrxYNK3eVES5ntM0ro561dF3zREYgPXFTBE14tQJYsIYCLOKchWuPVhQFgus0hS2tLAPv7qa0umGbQ0rZXucoImsJboPYy7jqoKM+3AO7VaoeCdCu4AmQp6b18fezzGMBieif/GyMCbFNHEVqfAH5siCc8GVlCgcbtK5jhpCMQzQU9o+kGGKYWSdB4yADlIj+yNLS2th2gWleoDxyBw7mY4KTlqiS9EzkLsKVy1WpsAFY12kNeVRZ4wpvcRn98X9V5iMoX6zKoXxMm9sVVlhSFobygTfhHP/rRE/9+//vfj83NTTz00EN4wxveQN9/4QtfwL/+1/8af/qnf4pTp06duOYf/IN/cOLft9xyCz796U/jgx/84AvahMc2OolJHSGSDkdmGPjMQUtUwGuzlpGAgCgY6iIi8RGAoWydISkFmsRenxYAdzylvGFAHbCzxMVahQxuNByjKg1cwQokQ3+i3sc1asduEc0NbZB5a0gimLUGIIyzIWaKeKSgY4b0IMjYE+OHZARxiMea8Msq5Ygdn+xsOwNzEtWtw1X7khwrCr/xNmAJgYC9jkctQU06uy2aPPzet3V6qIhbNj2wIhI+NCcLEH5aS9ACaDhD7OALxZkcHgpoOGjjy7SBKFv3Hl2kh4ruJecqYPDKFtHMy9PHtPjHU034XLESMOg65iSOwlpAzAOONzk0kIWi3zWOczfbb1C5dmDMIB7b36s4hDdVKhHNfBtabLtvo2hiKPM+minCjOuYo3CHht6VENKMpi3qXoAr8IWQs5YMyZF9vt4IC6JKGGEUswMFwx1XcWVoAWXGMtt85X1F0aJ2EJlsv0U8aohFADosCqIOoeR4rGgTNd+K0Llud486YkgdywVrDUEqVMwRFQbpof1b3ZPEszvfjAhyE01bmm86CQtvPFa0kZClRuE2+tlei6YjCIMpSw3hDrFaM3DHXd3ZaVBs2oZIDlvC0ppKBGxnGURbRGXAGwetoTwOgFcccx1DTMUCHMUeGJL9eYBODFPIqW2TaiOne3SvNsieG8Fkti6qE2P2crdKG0M43vRYo/usrYyREvGXLCwh2l5HtWU3qPUgpjB/mwnkzxzRZn3wZEPzXRYx9VV8XCG76Q8KDCtfcjzEGyl6zzoYRy+ljW92swTuf4W90ae+AHH6dajPWYhGdvkY6Q2/CRIQDp4BrRGv2o1ketgg8kwejYLqutD8zREwse9XvvwC4uuHUJm9ZvWLBW0uxbUD6C37fTNIIR3Epn9c0L14rZFcG7vPXbJ5YlZB3TKgjXTnegUxtXVJ8y4dEJORQX3Wzc+9KTIHoYt3xtCJfTZrDcTYtk//2Ri8VsTqZKQgW957akZ155MKum/n0eqjc8inLXYnXh0STCvd4wQ/7F8uMT2bIXNsLvJLzyL7hou2SWOB1L1jdaqHZhhgC4A9CHrmLMDaUY8nl6VBetiSDeONfWdb+bDBznYbmnPlUBDUKZppjG7xm1cN7aAp3RuGNriA3VR76FoyMsiv2fZq0zyI0TUGnR33aAZEbvyKmgXbfawQu7Up31NIb5ZInXhWsZ3COLac9AjId609Gd0aE75c1EGcSiWMDocHd0dY/bLTI2gNZE8Qp3vnhqJDR3LUIvbCP60gaEk8CblixbpAvmefV64Icpyl+wJtLhC79s1vtmg6QbTL562JBgviQAzdZ0NbLQqt5TfseJ9vpkgPG/B6AQ/vbFt6yFBs+L3Acrf7Yi9/KUz4aGSxvqurxEOE+XyOH/iBH8C//bf/Ftvb23/h+yzeY1mWZVmWZVmWZVmWZVn+b1iWZwMqX/cmXGuNn/iJn8ADDzyAe+65h75/xzvegfvvvx9vfvOb/0L3+dSnPoXf+I3fwH/6T//pBT3fS/A213OoDRfWm0kkY88WEvh242mQdC9XJZjQxIsqK2BcOA/KXEBX1lORjEDeH2ig3HSeuRnQveK8JJOQNS1Khp1R33rNYU+13jvrveNaMHdy98wGQOtCwWtfnOLoThv/4m2ANTANUnJj2qDNOEFxtODkdY7mhqAi1VBQ9rmVqA7JKj7MrzJN4TpRG4AFxpi6xxA7mI1KGHmNi82IOF6HTyiMXFKISiJqh2rIaYKNLiWIJ4ZCdnWPoXPDn9ZbC2mBDV+2mfUETc4Ffu1kpCgxJRlrGG5/PzsNZPuCZLFnpyLyIjAjKWmIt4ZgCcWqgIpt37ZZkDwXdQiHrn65hpYJ8ctyZTliAQAmyDE3WzG1SZI3GF9w8IUWlMm+GEmIJxpHt0lKINILDBHlapCPLtYEsaZUK+H7+WYK6Z4334oINgJjx7lXTTUiRBrS/RaT854NI7CF2EiOZ9GRBCeJZmZBNjkO79oRKFdlSExeYEaYbwYZ7/mGoLYStSEvc75TYXLRvlR+o6E51XQ5pqcYybWLShOXv0pB71uuxScgHRQK7nGCQMkijNHJ+QidG0EdUlQhuWnY38fodpsgmB4pgujorQirf+bDIQNiPwAUzbXe8wrTM9wmEnpnHwN0bCCYAWtPegCjSYO2l9BcZ9rg5uus0eItyFN/fFsEsAEm7t25CiwJxakc5bbz4n5JY/c1dqB2bii0d9vPbcrQ2XUQuD4P0LE1CYhVGsvFKoN0XjcVA8e3O+XHUURewjZj1KZgQO+Ka8PGLETJFrijT78Ond/8DKZ/zyZq8rUVzE55xg6DwdPOPqRigYVH4uh2l3xcG3re6mMRqqHl/J5vcaSntigxdO9VPaw+ZiNl1cvPIHHQCx1z3HjAKXnuahqzvDWY32o91se3Sqx/wTb27OwQs1Mc3evOtmUCsR9bghEEINttsH+v/Ty+a5WgGipbx+Edji3kpiGv+OSMsJzRWWBVIpu7ElGb8KaHbN/21fSMQHbuFupDGu8bGvGx9XYe3NtB3Q/wmaPvuJPGuSw15tvOK69Bnlef6GqY9YamR0634FJCz2g6DFqEcawykLYDeOCuVnFMa0JyHMbAfJMjOXKRRBGYb5iCY62y16RHGrNN733XOL7D2vi6z0hBUscMk/NubBSAcF7xasCQHdi61wNB63c14ChXAsyqd6XB6IKzIY1lwAGAznWr1QEA3R29oM6sMDtl7ZRKQAmbbcaQ7yqC0qiYYb7pITphzHNlKBly8wv6BPTRR6KnpxkSlwTrmbc81GR0ywL0zVhWFMDuBbwt7dw0OHi53QvkuwpzB0VMRgaTC3buGA5Mziek9swbQwxCKmZw2wKMbn1xwlGWJZSvexP+4IMP4pFHHsEnP/lJ+u53fud38Id/+If4/Oc//xe6xyOPPII3v/nN+Lmf+zm86U1v+m/+rqoqVFV14julW3ApsXrbIbGjFDJG7XDccpaQUEC1ZojTsFwHZBIyq6shcGZoR/JTGwl6fWewj1ZQnbJhKz4VMMJvCjgmF5yxrxk611x9+i1eub2Dz928FQBQ98KGCjJkTcfjkFVfvmaFFo7RbR2CfRhmJZIBAIKRdPrsrMWF+k2JqEBG1kgEaMuCsIKoDUwUaPM8RCK7GSEZO1GcjANGE74smgd6u6gwqFxYMCoMOju2vrPTErEzAN1rNY5vc2I9M0PiDdm+QbZXo1yzVpkZjsYZ8qYbQueWqsle072u6X3np5MTEvJN5sODFubQJosHkLDp9Rthw0CY2mhmSEZeR4IWlN5zFcbOsBUbMUwcqB7rHie4UbbbUDu2CSPMtFKcwrQqDXSFsy2G3lV7bd21C543vlZwwv4tnmqCo8jCoHvVfk4PWmKdyA4UZk7wY/hUSZAgwxmqIaeFQ0tG/dvmHJ2b7uA5FIimfuMeaOs61+Zoujm1T1iAFugVI5vFz9yqx+uwWMgiwGriPUOUc6IOz9CJCDSejNHmRBYK5UpCUCteKzpUaRk2k/G4DZLcCOO35oLGPkygVMxvKqIY9H3o77s7znFu12GA1wMkSTQGs9vchkaowDQRadqoFJsSKg4wOP9cpgHJFFRPnYRfus2QF09pM4HOTW+bFHb/FyeQs2MhT/meh2kxeq/8+QmynaF9/iojVpbOsxOUWw6wuhrwsf3Lc9x8jd1BrX5pbkWMZg6qJBP0nvfiNzH6z3nONtsWgGVaUbdbozV4piI5+t5ndoiGUKWcMOD1uVVM/97r0P0NixGvv+PVEFXYEHmGGjlvoWJ7r7rLvzacaRTqkxzbPvDzgmk7Juy9FFTq4Hg7UwwjR+c4EOg8ZVlEiotDsiGdHU6S5dluBSMSgo81HUHzsOlwdK/YNebozhTZTdfW10tUd9s5kt0oMRSZq5MhZqvJmSHynZIgKE0/QnLgWCxOpQsbZ6BzxbIBzU71ETv7K0uOztPHAIC9V6zRQVVWBkwxopPM9hrKB8mfHaF0uHemgeSGY1Jy481vhj2kIj3SmG67uabteJZzz6iygMtW4YAoakOfmy6jg3ibLkjb3wh0fPNNe9Dztma2JQgTDkhyEmmJIF4zDTA9nYTDQNMLfZ4eG0xP+xwpS6noc7+KjYgOl9UQiJ0TbnoW6D8TDpe0HpacHBLZfhC1S8YGs22JuQveZ3sBdqflguhbzEgKfnpKUo5TkyPAYg4DVWTdA8rTDYojxzw1AQkCico6IgA7X/zzmh7Queb2BbeIQGHbYRhcdjY6tQddnx+mI4b8s/6QxaEcos07fl50ZekJp/KC2FF8efvb347f/d3fxcc+9jGcPUuzDH/4h3+Ip59+GsPhEFJKSGlH6Pd+7/fijW9844l7PProo/jWb/1WvO1tb8PP/uzP/nef9+53vxuDweDEf/uf/YOvp+rLsizLsizLsizLsizLsix/7eUFecKNMfixH/sxfOhDH8LHP/5xXLp06cTff/qnfxo//MM/fOK7e++9F7/8y7+M7/7u76bvvvSlL+FbvuVb8IM/+IP4hV/4hf/hc9/1rnfhne9854nv3vj//lXwQ4PjSQbuvNRtI8CPPGNGILZX8xCujsYMs1GCgUtYqA3DcWGPjWYawTkDkc8B7RIgmQ6QkmhiCHISj0MyBZ8LPDdeoWRO0SyINCyc+sSsRbltvVjRTJOXzrAAn8ECqwxrDdqe85pdLdF2JIW6skMN7pKOUC9cZxZEGjQoc56fXxCGoexpJyAwaslLDROS9JKxBvqeB1hhvu0Sco41ZOHCtDEn0YJ4osmDke3bhDcPn5BVSP40giHfcRLrqSBe6fnZDrRLjtWCIXMeMmYMUpeUUq72ke0uKMgAlEC5+Hm2HcKp0UwRX289EIgnnms4ePTBbGIm4JL3ri+wVuSCElGz3RraefbaSpCUepFE5KmNJ4I8XYYLyDJITrOFqrPWgPnELWUI7tO7Evi1easJZtVmgrzJKhPQgiE5dEmQMiLvuRagEGwyVigc7CmeLIhpdCNK3hKNAdzv5QzgjWdjaREfV5g7phXeChrX0dRQWFhUOsCWNiR5FXXMictZzls0HScWlQvIuaGkUpVx6pPpKU7vLmYtEjfEdcSIdSA5bgnyIosg3pEcNTA8IigPU4GpgDFDbdK9UmJ0q4PJ3GzD3JnJkGw9lQHSNtFIj8TJxEzYaFihIshjETL+me2neFSDj+24Nqd74GMPFwvCPZ2dFvGVI3CHr+NVi73/pe/aPiOvG2+B4ZOO072bILtuXcjxKCbPcLWSkBey2E7RfeqYeL/7z9TkRY1moU3SvQorN6x3ttrsYNXxh9eDCP2n7fflLev0bvFxg/ldlrEou3wMvraC+jtebf/2kc9hxcnb81qBz+wYMEmIZOQ3G5qHvGpRrTnZ8HGBdObm99kuRNVCOyfO2iNzipRFOyOoobWf5akuectXvniMetPJyx9WEO5esoyR7Nr34KM5msEm9V++U1DirKgClVV6oDG71yfJK3RcIh+vFXmAs0MN8OBlBmOU1MeUQb1qXafdZ6fIE0nvaBwv+foXZhDH1s3MmhbVBRuJESXQuMT9zk6D6ZmYEtjjgzkMt+/erOaIj739lGjWXWTkCfcSBuhe02THo2mL2glVxVONeKxIXCg9sJ5gwENbfAJmSH7nbWDMggHmDmbS2WlsIjWsx1rLwBPeJgbJobNnVxuKyogmQe1JBKYa+SMBAuLnfTJhmG/4dSQklscTg+6VBU72S31oIajtes/Z+Ta+lKF7NZAT9Fzkp1qNKSJ6eGeMlSft9/FR6WycvdfKY3PMHeuVLDRxg7d58PyrmKFzxfbh9GKG5MhDXgXZ5LVHI1SrEcFOkuPAnZ6MFGqX7C8LE+Zuy9F/xr6HqBOyTVWfobNj71t3E6QHDaKRc9HzAIHKagMtXNLtyWVyWV6E5QVtwh988EF84AMfwIc//GH0ej3cuGFTnweDAbIsw/b29tdMxjx//jxt2B955BF8y7d8C77t274N73znO+keQghsbGx8zecmSYIkOZn9zf0gEwa93DFriAgFs79ruoGwv+kbyrRuc4DFGob5kD4Qe3aVSEPGTtQnA1TijA4HmIuWlqsMKnMhccbAHCOCzlr0khK7bsdQ9cVX0/AwoNxKiS4RJlD1qIjRZ6tquEDB5Ax/emhp2TzOWUuQ2piKGWGh02OG5NBtDDcjFFsOC50G2qmmp8mQQgNMRQQtEJXFAALAfD2ob8YTTSGzNuNU37ovLM4ZNhTmMZTdqwbVakR40GhuaLPUZkA8jugapm0dZ5sCovEZ+QyJwwyriCFhHqduN20+xBhNNSmMRjNNgjVtGmAf5apEskB96FlMZlsBNlSuWCy+X3ii6Um6RB/aFXWEyr1HlLVo85Su9xtRFdvNKGDVA0UdoBttCrQdD00RBENi2ljoFID5lgyMM8cK8033vE6g99LSjl+vglquctq01X2LLQTsourHv46CEl3djQjuU3c5bVyTgxrHt/vDrACQEC6xXAuQjLrHKCwczTjBUYp1Bjl3fdvl9IxiM6Gx4TGpnn1heloSU0u5DkwKj9sMipdqgXnBwpHs52JDolh3IfwyRt0Nqq28Bc0FKTXBX3TMaVyrlAcceL9Gm9kH8pUS2sEP5usCVR+QC3h+MJtb0Zcl2tzQAVdLhtGtMXpXOLhjrWhzjsQxwag4zHWmDIpb14i2tF5JMbfQaMTTGKVFgSDfBcTDTwEAjr/7Hgz8JvNojtIJyEzOiKB+uSYgiz5ad3DsfXkHzX1nXHsxcMdaoROB1snYtjlH8kd2Fzf7+99IG7jJuYhsaec6iIYwvRFjdkoQBGVlQVmT3Xc3CiceBh3oL7VkEI8+a3/T7yJzlJPlLeuIj5wdXxWQkwa1owbMH3oGs9dZ/LThQ1QrEb1j/3nbDiqPMbrVJy4k6F11DFTjFvNzLmdjqwMVc6g4QBs8xMzOfXewTsM4q1ZTsjN8LSWnSTUQ0MIeTLtXK8xPpeQQMYKRs0HMUySPOvnCKMLoHttXw489DX3WHmbUICPojyxAtHlrD8/Q9OITrED+EHl8e4bVL9nDxfHLMrJz5jMnMcC+HtE0UA/qiEFHjPqx3LC5ToBlflVRsH9Ee7stSQgnv17g0OUvJaOAl06PDZo8QMMAEFSk2JBYvWYPjupCGqAt7cn6erEeUZngKGJBdTjbq6BjAePWeU+vaZ+vUa47dp445D+BMcy3g1Juz23C6yFo3ao2MqgkUOjOt1OyN7II+WHlCicWFFkaVOv2vloymmsqYSS8V65Ym+zvG40b6DNuzK8IoiskpVNYTL6cOKGqlYwOPz4/xb+fygXBTlQa1i0wRvbQrwEvtrKkKAzlBcFR3vve92I0GuGNb3wjTp06Rf/9xm/8xl/4Hr/5m7+Jvb09/Pqv//qJe7z61a9+wZVflmVZlmVZlmVZlmVZlmV5KZYXDEd5oeUrr/n5n/95/PzP//wLvs9XFu89TKIF2fpWwEQujF2FsD/P2EKyCcBESEJkGoi820wzSOlgHAp0LznlQVxAgeAoTDHi+UTLEAsF1vikGlCG8mJJ9yrUvYz+7b10bS4IDsI0FsRygkdflgYoNNrU87saCntZBgInuTvRFG7mjSEucVkIggaIUgRO4YQhOW5ROdl1m1iHhXs5D/uNArMtexxPRiFpLR4rEkOIxwpN5iEHPuklcKFH88BG4GEjrDUhoYiD6hXFDMmBe79EECdwMophWPidqDRE6dtIIdqzbh15LqVIRXqsCG4RT0MiaDQPCWDRzIC3jNoouTGFzmOqb7nq3uewRuVkzlXLwYkH3SyE/0zgmxbOy0xTgYF7FpWjwMVb9Tl45bLwmwBVSvZLRBsd174hAZVpywDgw6uyCJ54IznBYaJpS158WYbEXqYCT72OQjJkm0uaL/GotRztPomxDgmC8TTcKzlW5HmS8xDSZgYL4hgNmA5iO02XUZ9EU4PEiZTIQhLMKzluArd4zYPYU2MQu6Q+WWqCuaSHDZiS5GkxzEZNAKCpZajvzRLSedFkEZJjoRnBYvQCS5EsDVTJbMjY96OxWgKNEdYmLHwv5wbJfkVwB97G9B6WGciF8K+MYfIYxamc2svbmniiIEpJn83t5+3tOUPjxh/Po8D8MAlMGtFUI9mbQ/Scp259QAwaTAmCASU7E5jIu0gNcOcl127hfaK5oWhWujPF7JSFTujIQoo8MxKvFdh9d9u/ff5RJOJe904Gs1M9d/0M5hbrkfewNcBCLZpVBwsU1p55GIY+t4XIwdLkrAnsUklIhAYimi9twgiCUq/lZCN5qVAPOmRb0+sTaAfRqAYdZI5juulLzKcerlNAZc7ru1+gWvX2TyEaOduUScSjlnQMpudSsnlMaZjVoa2iCLoS7S2noR3/OC/VAhc0CNonrx2A1x2CE7aDlD7HqxJi6iELAVvoxwK4jcD5aEabi5BEmDHEkxDRMSxEW3kT2E3qvqDrjQAJK5UbCc0v3hhiAGk6lnWKWME0KFoVT4BmJXN1YbT+qiREhVTMgoaBCgngbRIYt6qVCKLUgX1GhbrXPU7c4FqE9UdUYT2TVfCqw7iIHAChbTI5eablAutLL0BQtAyEAKLWge2pwyCqMC59kruN9gXmqaYfoclCm8i5u28cIn3M2L72xX9vZBDY0xxoUx7IH0zwhHuWGt8OL8qy9IRT+UvxhP91Fj+45kUM6VQu6yKiTbCoQKF5MwmUcZ5Cz09K3gLzxloRVjNUhbUC3RnAy3Av2pSODCqnPCbnNtsZAHjDMa5SoiqTs3BNsLAAL2rkNzxTi6QNWHpQQznITTTXtLFjBpAzZyCV3TASpjfjpOjHlKHNA2sN2kEI60Vjhwlv44WFWIYNecXAG01wBKvuZ58hKwNmHAa5u8BSMV3EhwcxBADhPoIhHrch7J9w2pzJIizCotLgja1LPDG0GPI2gnIbF14pGPf7useQHJsT4d/I4bKZNqjO9ulz4OEyEI1nj+FeVwXxRKPu+g1cC8Mj6q56vUObNhiDbH8Bvz9e2KgtbOg9zKVYEyQaZOscMM9gnAw2bzXhzjEQxBaRHCsK/6oksJvEk4DlhDaIp2EjIwuD5FjR9b5eKhG0UYrmBtrlUMRjRThhpg0dWNpOoH+0fwx9KkoWNl2toUVaR2wBg64hS9ef44ZCwdFxRYIovJFoOpKuz/YaNH2H8Z4CucP824OXm59t2GQCdqMGWMaMbN9j4RnkPCyOvNaEu2Rcg9c+V0KHhVUw5DvuFFcn9D2qsIIlI4U2leFvvmlaoFDRCZw/bw36z5SQV/YoIYQ1K2gdLIIpQ4fG8lwf2eefBU7f4l7KENwn3Skg7rabPlEZYkTpXq1IGKbpRTSne5OWFPWSUQt+5SbYHTZxfn62Ew5SFQLtYxIB2s8LjeK0O+xNNYQT/+hdrlBuug1yLIMS5rzG4GlOLCh8VhEEJRH3wvzpF+3vtjbB3XtAcpQbGbVT07Nt3PvUMxCpFXaLZhG4MogcPKXczJE/e2yvH02Q7Duxk3KVcLuiVOhddpvVTgx+wzKl1Jd66D97uNBhnUDnJwTENUtNmfVj2kTriME4nDGflrTJ5eMCKra2hdca0U1r/Oev2EDv6QnZp3gaGJ5Ya1Cet3h/UbTIdh3MYDOxwkewBx5Px3h0R4yBe4/60qZbx7zqHCP4TO/yDMYpNC7mrvhDLfRJO64FI6Yoe0hUdiMOaw8DY01QMdURI7jGYv5H3Re07lkGl9C8ogosUAAWWI7UCYVmyqVq7KYcsJANLy6jYkbzgLeG7I9KGHjDyAmXHitMnbhRmwR16WgW8i54E+yU4QGCIgucOKyLUhO0ShYGhWUztXkhzL9fgLbmuwFmYljIo9IC5PiqewysZVT/psuDLZ4qtIkX22G0hkrByGYl43AAlvMAW+HaOVEcjIgpkM1WUehr35fL8uItXxc7yrIsy7Isy7Isy7Isy7Isy7J8/eUl6wn3RUYKnI6zwfu86LHSYtErDTBhFsJLgODhx9zBUWzSTrhmUTrWFxWH+xpuEIv2pKfMP9PVjxkDVrbgbQileY+3fyYAsMaAq+BN4AusC0yZBdYMQ0mINjvfc6EqiNKHzAzxl/LWQLgMdaaS4LFm1gvmQ0S8WQhrquBNFtMGoknolQLjTA2+GTzyISnOgFcKrA1nPfLOxozaQVTBa8u0Ce2jDcQ8MBN4IQpbP1B9rSfdRwFU8Ba0gXt10dsuakG/EYWmEDFT1qvjQ52iCpLyvFmE+GhKNDOKn+gP8kQZkNfXvkvwlIh6oV7ThjxospCUPcUbQzLEYt7AnHLy3rMWLTwcSYM3gjzmvLV9DwBtV9J7+N/5OgYRqcCd7llV/G+U89AYwcBqTR41LxAE2HZiDkIlZ4q8mqIEeeZYq6itWN1COEYdO5aD+eEqvC9v4wUPcuh320bu/VJBniNe64W2tVAjJYIXW7o5phpxkkXHXS8aTQwERhji6DeCnUggYsbOp69MKuLMeBkCejcjOExRgGVZeHfXH9Gkhmic13/eAll6YqwQ48y0BOC5oE0QD0OYR8yA2kfUijzy0XEFaAN5YOPdzSAmNg3DowDRGM2JbUQezojVw/J0OxsyDW3GZxWEl0jXGioVxHZiverB1oktm3jY3twFb2+hdlhMbCUP5SwwoPDWQBSBXQWiAxQudBBJwHupywbR1LZjm0skMw/N4zATG1KKZhpwnnq0Afbh62jmtn1Ya8DnbpD3YxJBwfEYrBnaz0cjxJMN1z4amDrWlXYdfFJSRIGtpZAjW1/VTYItZYx+YzijCAKw4O127QLYeQ+TAs4eIjYQE3tfnceBfWY9Cxf9NwpXIXGYYCgLLrgTY9pP0YUqITr5CD/eDQ8Jn4Z/xT0XbLSOOEVW7G/9+A2CajDhXifqsRDQNJyBKUNrnWEL6+bCpToEbcFMENI5AT1b3C8o2DXUXddm7MRYofVfLNRdGYrGnfh+Yb/Q5NaGhHXEkPecmXCNYQFiayRoTVFRqKOWwa7S9Yt2h+YeC1GAFynsY5mYGcpLdhNe2SRzGM3Q7VjDFEmFydiG/qph6OhyW6E4tJOlHtprfOa1lsAwtQDYnY5CmlpDrBNAdR1bgxRAz9HbHceoVr3oBif2AhMZ9OOKJkWxCQo5+2IYw8Fr10gB00igcNnc6ZEmzHE0N6Tk1eQBl5qMNVQSlLyyfUYqkACIqSLuBdhHuSJQrubuM8PkksPl9TTG5x1DDAPaLKOMat4A24/ZBWb/vj5WHrML1ejObqCOKxWKDbfx1jlR67VZRG1ruBXD8BnsTc5IJEQlHEcvc5RZ43DoGF3k9E51j6Hq25vFU0PYv+O7NUQdhDZ4C4CFQ4A3bOUaQ+NEKA7vSpDv6YV62AVsfDFB6cKO2YEAmFWrBKw6JadNvCHKrDbLFrDf+oQypWccAICpUwS1Yg8MjQubqgxoHaPY+GVd2py1OafvJ+cjiMozlKSYOaGN+UYe8IYA+s9WmJz3DBwMvLXXHN0u0L3uwpuFxuScw7Mf8wU8pqTwL1MgmFV6aDD3bCOFQJtFJMDUdkLdZSGJ7SSeShJ40jFDNUzpvp628fie4QLjgEE1BBo3L2dbgg5181MAM25erEe08FR9TgJIs+2A764GKWqnvKgigeQ4iGtEc0PwiaxTodiwm9q6l6D/jKM5OxPThj7qFjDCKbn2aqgocr8XKNcsrIg2CtxArbXYjMdQvZZWPC0YxhdjiNN3BmymXITARSjs/hQH9+SIL54jeJ2KGSo3Hid3rkLcf2Tb8U9yzM560StJ4WZeG+Q3rKHZuT/H4LIdsDdf20f6si4dLsoVhtTNpek5IJ5aOyDOp0EBs+rQHJtvMnR2HMb0bEy/adM1CsfHqytockZCPADowDU71SMICm9vQe//soI++//g9XQINCxAA5r/9R7aqIwvMazyFPXLHASGA+WKhdUwteBAiQL+uO4y4Hyw/f3BPfSMcm2DfqMSq/Br6zgEv2dor+kz6MgNGhbEa47feEvAHA9up/D+bCtFunURANB9vsDNb9kiyKMWDG0+pDbx17QZO5GH03Tt+5WrjOZhvaFwdIenxktQrRocfaODs9QG8cipBm9LJKOgMkywkz/mgPusUkbY9HIoaE7oCJiejmh9bLoAv+rhEgEXrWNG8z4eB3anbM9QvtPxLQtqum4TO3cCNJ2rQP95O/cmZyWinj/oApVT5WxLhsmtjnXlKkfpoSJzYOVxO8gn56MTjpJyTVK9Vh9rULmm3vyzBseOIUcloDVJRYLmYd0LVIttJ2DC5xsCvWstOayqQbDFfAdkf7UEzd2Vxxoc3uV27Qak/tomlt0KsHMtmgGV7ULIMogeNTnH8R0uP2GfnTj8eGYtZgKdcNsF5Y1NzxnEY073YiI8s3elhnJ0mdNzy93ui728ZDfhy7Isy7Isy7Isy7Isy/ISK8uzAZWX7CY8s8rJGCmOaWmPg/OjDKLx3ryF5MKpQGfHZU1LgfaWkNAABuzO7LFcHESYC3sq784B6Ths0z2GtuN4Z6dA9znHB5paCXUAKDc4RlVKyZydHUMeb4pNMWDl0SnGt9ojNm+BdN9l/c8bEmJQMSM5+2Tckix1NNeIpyDhgmhqkO27BCBlMDtj2yHba1A6Lt1kHJKEeJOgc939vk6Q7QUoTH6jhI58whQwvWDrku+2mJ633698/gB7r7eu/3ogSYAgPWytZxoATMjmjmYaOmLo7LjogmTE02w4w8oTLmG0UiQtXQ1iSnqUBUO257OJbGKTvU/Hejd9+K/R5NWRk4a+l2VKnMCrj1d0H1kKzE65/pwZJMfe+6LBlKDkysGjY7RD++6L7DOd6zXKNeeVFBqdHRcxWZPEic20ZfawbRWd4OGu28Cv3bs8J5hBtZZQQlh6pBEfOyhOo2Acl3NyrIKs9VRhei5B1/VpsRGRt7X/rCaYSrpbocmtOyUZh5CwijklELUZp7kjC0PtJgoNOVMw3L5vtcKQO0nv5FiDO053OdeIfBZ/aZDt+bpr1E52vvv4BG3Xtnu1GiOeAJFLDu7XBsmejUgV6z3yoEXjFvXAiZ1UAZKRHYaxGx/VKDdc8udUIRrXxN/LK03JvVUZU9/2HznG8X3W5dy9UhH8pS0i8rA3RYTcwztmGsmhTVilML1m4GOJo6YDMZXw2b7MAFFhMPz8PnTXRQTqFvOL1r0qSg3e2HcaPDGFyiNKXpWlQeE44UVjUD+04h5W0TgrNiQx37DWoFqz1/afC6w/K0/WiMZ1kHjf55TUl+4HFons2gyqEzzZnmVGRxE6N5y8e1dQgt3gi/s4eI31LKeHDUQtiYs6v9mQNzvdmQEOzsLqFvv/4PW2Xv/fT6P+dktH6xPNASDdLVCctmO0c11Alhr9h23S5Py2VeROkr7Z6hF0o9jOaJzmu5rC+bJi6D9p4Sjldm7rAqDtJRhfTChBuvfkCMxB1Ga3ryDZtzZCzGrcfMC2e/f5gnQW8p0Cxy9zybHXW8RufhfbKdYenlHUYXY6RTx2EB3OSBALAMpVZ5ePFXnxs11NUcVkVyB1Y7v31BjjS0Os/WfLDz979UVkz1ucTD1YRe/JkeuzFbqXj1SC2fXB22LrEfeRPIbhkwUO73YJp82CzZ6aE7oF3WshopoeLmKz7P+GT7UYX3Bj7Eij7nPEz7t14VhjelpS/yTOnh3fHpP4DQzAHw/QEh95ZArY+0YnbPTFmoS5mLbMPz5yUK2EJNHx+Qi9K43rg4i+715vUKzbemT7La1BMMFDnh1otElIaJRzQ2NeJYz6pO5xDJ/wyegC+a6P0jEkIxdN6IQIROeaQLEJ5Dv2vslIo3KaBLI0OPVpF/3bFAsaHCAxusmFiJL1DQMxbvUvS8hCQ5QeGgMaZ8V6wOIMn1gmZr7YywvahL/73e/GBz/4QTz22GPIsgz3338/fumXfgl33HEH/eaNb3wjPvGJT5y47h/+w3+IX/3VXwUAHBwc4C1veQsefvhhHBwcYHNzE29+85vxi7/4i+j3+3/hulCmv9TIErfbXgFKt6GuVhgN6npoIEu3EK8Cug7US3WfIXeY8LavICMHWeiBMN3FdlDJbLrA/IzHooKo5nSqwZhBO3ALxNqigl4wXsV2RoI1FgNnJ4yWMYXd24xRCNSwkD3ujaUPe8nCkFHXMSMaOsMiUu8qNiSB22fbHEY4yrLEoHTiPqwFmEltSBcOW+zYO6pOCL/Pbh1Su9e9ALsoNiK6Np5oFOtu4/vlFm0qMdu2z4/mJoTs0iDE065GyHb9YcKGAgGgGjKI2r2fsAcr+2yG5JhTO8ZTdoKBxePkq0EI/c22YyQjt+BuSsokL1c4ahcanZyLoOLwbvx0j/DpxbqkjXM9kASxidICOrLTqO4ywtG2GSMcYpNb1dBFoSIf7p5eyAJeUBnCJFZ9jsbRI8YTRW3SpoGdpFyxmyOfSV+scqLMrHtAZ9eNIZ6iXPHtLgkyxWsD5uLKKg6h8vi4weSs3XiYiIGXhvpXJSG0ytogNiGaQHl5fElAFg7+1Y9oQz692EXd92FdOz/9pnFyVkJLuymoh8D0lFs04wDHarOAdYzHmtqk7qaYb7hDzTVgdiqn8DVvOWLX70la02GiuDBA3fHwLRnEeliNYs0xFvA2iN+sC9QDhzemXA+LIY+YOjHHDbdjeHb7apjTuaBD2eRcjMl5tzk6ysCVQeqFfFJBIfFyKIj+bXY6xvCDX7Dv++ZvRHbFrsx8WmByr42Pzzc41bdciTF4xopUAcDwz/Yw+sYNqp9XUGVNTkw2xXqMwR8/a+t44RbKL5iekbRZKS6ukD2Ijisc3Z6QnZXzloR4zC1niAUFLOTo1N/+asQf/Zz9/dYmzPoQAFCd6iN73m2chwPIaYujV9n6Dn7rzzD99lfY9jqsUWzb+862JHpO4Cm7MsHea9yBxQDVunMo1IHxxSoDa9pwVlvdIBZ1StJ8VXGO6Tl7q/7zSYCjDBNaN5quoE13clBjdiYj7LdoDKan7TjrXa2ReHaWskLx/7I0k90/uwa9ZieSSWVQf52BYIlZL4GK7eYbALJrUxQOclN3eHAQLIjjGMksHMVYGBrR9JUK7WZQTK1X4hNYde8g0BLExJQctjSsi3UB6TaZ2W6F6Vn77KbDIZ3DSFTGURZ6SFNYA3XMSIxJlGG9kIVB54Zj+sn5AlViOHCbiBOkJ7/RgLca0t3r8L4BUicslxwvMLCIQI2rUk6f51sSg6cdTpRlkGXA6Ldp2DPEEw0dBdpdP4+bnBO8re0IYvLSIlCFRrMAiYynBsVmoIqMRw3EltuL9HmAgLagTXy5wpDetAfH8cVhyD/iLKglx3AHcbcudECQTrYAg12ELr6oyou0Wn8d5QWxo3ziE5/Agw8+iM985jP4/d//fTRNgze96U2YzWYnfvfWt74VOzs79N+/+Bf/IjyQc7z5zW/G7/zO7+CJJ57A+9//fvzBH/wBfuRHfuSv5o2WZVmWZVmWZVmWZVmWZVle5OUFecI/+tGPnvj3+9//fmxubuKhhx7CG97wBvo+z/OvKV8PACsrK/hH/+gf0b8vXLiAH/3RH8W//Jf/8oVUJSRX1AKVdJ7IWhJPt2VosL8VBaMkSd4ApmUkp9u2QNm6JIiGQTme0KQBhXoMD54cUYEYHnhjk/H8tWUbeMplucjIEsJ7stDEkWp4SFpr8pAwoqIFx5oxYMYLrWgwzZyUuG0Df/q2YTp32p4GeEY0NyQ9LKrwPFHyBa5WAzlXEFVgUfEn92geEot4Y+j6NuMLgkIGhnk2FpA3Vk4bmzzlXGdyptBmfsgZRC5kCyMhZtajEE9i6jcVh5M/lwy89LzmsBzczgEkZ4pC7aJU1CayDHWJ5kHOXg4EeX6iuaFIgywMuGLUXrwNvNKyNNDTkOhIniPFAvd5GURttGDUVoZzC1GYe29TEHmShaaQuqw09UE80YFlpjbU1rIIzzCCOc5fD9/hNK4ND/USjaFxGhWGkgCtuJBnFTGQU8fNPa0hSgejaAxE0SJyMvSiZnQvy9/rk/oso4Vt08CRrmUQZbKRH+dRdx5eL9cezSQxBYlSIPZtPVcL4fEg1uOhTv7Z0nmyo7mGlgviWq0J3iPNiU/eMEYepmgauOxNG3h8TRsgRKK2MCIvYuTfBwaoTAQoduJ7UVqvoPegiXqBo1wFDQNmLKSEKWdgIk62StSGbBAYwFdXXPsYsNbNnXmxMN4NJZrJyljGj0X+cuXne7BnTAfBJa4M4LQKZGEI9iFqy/5k21NTxIM1ytbRJ4lWLVjfhpW05DS2wAIijysDucCaIjZX6b7+naKZhigaiNoOEr6xTmOetWH8y9IEVhkd5iTTgUWC18EeGMbAWwXAs/i0MFxSn/j5CnBaR9hXsAn59jTcUH+qTEKWOgjCzDVE7jNyAZM6KMV0RnPSMuL4sEUQHsMCXzS4TTz1EBPWBAiLqEP/yDLMY+9hZMbafYLozBpEhX3XaK4h5grR3Nn7mtF8MTww1sh5S6xTsohoTqtM0viNxwrMGRRZGei5gWHBPvm1I5ppsLJ2dQ8JvHKuiY1Iy6A1YEQQBZOThvi7jWAQxw341E5E3gwIYgZmWbBsfTl9zytNEY9ottBuTigH8IxYYU0TpQZ3rF7RtF2YxxLRzMO0JDEDyVKeWFM8HElHEswwsmdi2kA6+Gw00xR1FVWAmogVYdl2YD3kfmzIikFO/ToZWa96GVG/eXhUm0twBw/1WiDL8uItfylM+GhkMWmrq6snvv+P//E/4td//dexvb2N7/7u78Y//af/FHmef61b4Pr16/jgBz+Iv/E3/sYLeraf3GlWo5M4airFUTmVS5UyMkhtHjZaOgJYrNE6UpE2BQaxvf4oMkhyFxbOEjQ9v2iGMFWbMqjcC7UwtE4BUucKw7TATuwhJQt0SywsAm3GiVGCaUDNQuY8hRVZEAFgOnxfrgir2OkMoBZA5OnUMkHv2JYcqZusTHM0TpBFRyEbvO1oKLdxVREDbziUhxaMA6WT4aDQYX7DUHhzkfaRaZCggL3I1S8VVqnNJ5BLhsaFG1UGoplSMUO17hlRAuVf0wEZ5Tbi9HveGrQZpzqKUqPJPbQmLI56YXRbxgKPdwXhWLXEAoSDQUchlLhYDAu4yUX1OSHDQqeSoIinkqDY1mYMogoYQ67CJtRwRvAQ3TLUwxBC9eYzm6sT4VtfDy0tbMmHf3XE4CDaaDpAO3NtskAx16Y4Qfnnw6nVWgy4UK4oGDED1ENxgnJLi4W6L3z27eLb1KtnqpSRUmSbBVVOI+y9SscO1KaLC7DFWAL2sOiV4LQMh9NqKAJkiyMwOkgXVnb14opZsQ0AbSPowKMTThvvtiMJ2sJk2LWySNMzVAyoHDCLm3AGGGnQFSV0JxwKLbsGQ3rESABJL9AL2s2eb+sW9UqM5KCia1sHj1JxoElTMYCe7ZS6x9Gu2s8ilqGt4wC/igqg7QralGA8gZw5uAYThIsWtQ5UhLUBtBOyYSCsuWdGsd+HjZXqJqgGjDCr1VqK7ChMOk9ZydsAUdCSEQRFbK5CffEx+4xvfzWwbl9cpRw6kUEIZW0QVAOHMb2vjuzmErDwIl9PI4D0yB1mDwvMLnTp/Yq1gL0VZQTjD3gm5PA0eRCKMSwcHA0H4ZqLjSgcAksNw1mwW70AVdERAyttHc3qMNjVLCaFUKbCnOZtgB/KcYU2T6jtVC8N9jBjlMfQ5Iye52PbhjPUA0FqtUZwstFacMAENiMjAqWfrYd7Xiqh3XpaDRgJg0UTFRg7coHZlv2+d82g7izAtXiwwfN1gc5Tvm6gNdCwML+ZNmTHZWXIBjWDKPQtB1Qu0fZW6d09xpspUK5D3QtKvUglCgfx4cqg3HRrzSCsh4jsvPJ21pyWZMurYXSi3b1AnoUCpvS9d0jYdnYMW5tWCInWUMkJkmlYYDexz3HrRQ7ojr1v0wXZkCYHdOLHvq0HsbzFoNybNglKmt7evdjKV6+w/88tX/cmXGuNn/iJn8ADDzyAe+65h77/gR/4AVy4cAGnT5/Gww8/jJ/6qZ/C448/jg9+8IMnrv/+7/9+fPjDH0ZRFPju7/5u/If/8B++/rdYlmVZlmVZlmVZlmVZlmV5CZWvexP+4IMP4pFHHsEnP/nJE9+/7W1vo8/33nsvTp06hW/91m/F008/jVtvvZX+9su//Mv4uZ/7OTzxxBN417vehXe+8534lV/5la/5rKqqUFXVie8aqcCFhNYck8IeJ6t5RGHTaBwyrY1gJDnephw1D2FbEcg3wFoGY3yCIdC4BLRoEhLCkhFQuVO1qAI7ynwuUCsB4byP8WjBE+7vbww6Tx8jHlnPzHw7pvBkctRSck48UiSxvui1BJzXL/UhKEaeLt4YeGd0ctygcqdi3hjK+i/WOuhct2Gu+ChHx2VgtylHtluh6TjPjAaF8kShEY+dB2TcUB07N1riMs+ulKh79kieHrTww6rtSGQ3Szq9q5ij6xgXVMzJu5DtVhTuS3oC+Q1b33gzsWwnAOLDkjw/Wmbgyj/LvmPnWun6UEEnC2warp/To4bgEiZi5CGIxy3G563btHu9wexMRBAJXmt6Zr5TghnrXkhvlmDOhbE/TYiFJN9VC6FVSV5mUQqolCN1kvJ1l5NkdHajpASkciNB54pLytqtQ9h0WiPfdxLV10ry6DNtE289xCJNOLHl1H1JY4spgzj3odXAoBGPGmjHJyvqIIBRrabEnJPdbCAqhajnGXkCtKtzU1ESYzxuSbiic0Mh3avc9UC94tr3mQl0Zj+rRGB8MYz//nM1JQKmB0D/2ca19QyNS0DTMQ9RjpgTM0t6EKAL8agBr0SQrW8WBDWUpvkSjZvAAFMq9J+xz9v9JkmMRboUFP7v7ijHnLMg1mMAMeM4anLw2SJvvcHaIxWSx68Hj+j6EO2KY9m4UWFy3s4XZoDuZ55Bee95ujZz7DOrD+1jesYmJ3avtSjPWoM0eLoAr9zc7afId2yfd69oYlnpXCkgHnkauHgGAFB843kS65FljNTZhOjGGLpn68WLBuUdFkaYHgf41vqVKUqX3JjsjMGdq17eHGH1MRsWBwAxLlDeYtmT4oM5ep96xjbTbI7mf7WOmnS3QHWq795VWw84gPijnwN71b22TlMJXrXoP2brWG110P2yZUrBaAz0HORl2EEzDCJWG59ziZ1bHaQf+yIAoH7DPeh92SVGzgs0rz1L3uzk5gxs/9hef9dpK3AEgLc5mq5j9XjoGfBXXLS//5MnMXvjnbZ9r1WIv3wFADB93SV0nzgCWpfgessqOpdt+MVEAvU5G4HglUL/ssVAFOd6SG/Yz4Yx9J61IZajO3Js/FcnwiM50j2G9Kb9G2s1YicotHFYgo/t94NnEjASt/Ik7DbC6WEQbTcs9Vpaeff0yCWorvAFKE3QY2i6gmxFMjLE0qWSECkQdYBtVH17H7kgW+893umxpn5v0xAxZAbEOw8wgkhqCaT77lU4C4QAA0uq4CNE3RstJXEzHtiWRC3Jwx5P9QnWKn9tfBwiraw11hatentmUGx45idG7SBqg/mGs3O7Co2PLGeMBJ60ZEiO7AtWAw4dh+TZ4lQaGFkOF+GZocg5UG05NqvjhShJgxBVTGHhSiZcwzzEx2iCGhVrL05P+DIxM5Svq4fe/va343d/93fxsY99DGfPnv3v/va1r30tAOCpp5468f329jbuvPNO/O2//bfx7/7dv8N73/te7OzsfM17vPvd78ZgMDjx382H/uDrqfqyLMuyLMuyLMuyLMuyLMtfe3lBnnBjDH7sx34MH/rQh/Dxj38cly5d+h9e84UvfAEAcOrUqf/mb7ST8v1Kb7cv3lO+WP7GT/w78BrQmiFNnHc1bdEcOYxpHhIzVWoIA6xym3Dlk5RawaC8/JcwUO0C/rT1GGBDJzcVM6jUH+MYGq8OKQ2U5lCZVz8U+EppVgOgPDsgXGDd5YQr5E1IAFIpR+tw3ItSwKIyUCkLeNnaetP97wgrHAU+ZIuxjt1nYH4qpXeqBo6mTBkUmwlR8MEEisJ2JXhDzJmMPNZ1L+AN56dTwv7VQ0GYt84NBZ0IzDe98iPIy2L/7TDaA4l8xyeiGMK2lSsc3IH3mTaQ04D3MxxEKycLQzhRUeqgwpczqlexEVlVMlh8ovcQlavS0lHC0hCqxCqy2T6RlIzU5oL6odxKaTyJpEbrqASrAUfs8OR1n9F9VMKgIkYY/DZnlJMwP51S+wIB29x0BbRLOJaOZxwA+FYaZIwj78lyHN5DDsDWpekwSMJagvCfKmaUmAkjiYYLJiTdikph6jjR64FENGXk0VIZAm3fmqDv55uBFrNclZBVTM+Trg2LM90FnnjnlXLvXqxLiFq6dwdFWcA6UGnwwDHlk5I1YSiNiAO+lcVos6CkGM01edvjtIVXVq3WE6L09OMQABjXgZNYNDTvyyFH07FUayfkrGODiGsYGSa7YQz1UILdfoo8bU1XEl//9GJG/TzfStCtthBN7N+aXkz43PLcgD4X6xLDR52rjXPgi0/Y93vZJRQXrIe8SiR5K3EuQ7e9hPKUfVB8VKNaS107AjNHQZl0IpITb093iau96eaBxnUzD/10fkCJrphMUQ236L3TWU00dM1qBpGecv0TKESL0zlREbK2JRw4e9W9MH9qvdfiTa8Cn9eY3ToEAOTPTlCdtZ8TztBs2glbrcbUpvH1EYpbLe+7iRj0Ky1truGMIgii6kJUmjyk5lQXwim7FhsReb/LFU4qus2d58i2yLsu0ruWaxHYy2yUgWlr130byXmLucOhJ0cNmKM5FccFmi37fXxQAV++bLvz1vNkG3gDqodKBVQKlFu2D/P/+jiKb7rDtZ2BzPzvOK01RnCgcYmZZfBqx2NNY1mWxkZofJ5HHNZKsAVCg1ITZr7pCPJwR1MN7RQk2yQkL8vKnKCjtHkerl7cJsICAFcRRaJ5ayhnQ8XBtrQJiJ6TV5qiWdmhBq8U3Wt8a4cS3pkyaLsh/OzrBRMSaquBQL7r9SZCjomJmMX1+yTj1lA7RIVekKEPa4eWjCgOec1DJGyBXpHXBkyxhQRvQzlITW5tiu2TkJukV0EJn4ZHlKDKTEiaZcaREDR+DIAS4JteyKeI66XL+S9Trl27hp/6qZ/CRz7yEcznc9x222143/veh1e96lV/Zc94QZvwBx98EB/4wAfw4Q9/GL1eDzdu3AAADAYDZFmGp59+Gh/4wAfwnd/5nVhbW8PDDz+Md7zjHXjDG96Al7/85QCA3/u938PNmzfx6le/Gt1uF1/60pfwj//xP8YDDzyAixcvfs3nJkmCJElOfKe7EhrAoBMypabTFMbJy5v9mIyMYXZhB6wxSHsVWhcWL1eBoU/Gkgax29A3PUClgUmEpJJj0IKrOgbm0C16mUIvrmAi81XPpMIYVBJYGVQSjE7V54GneRISZRahIVU/bAQBoMkYFvK96F5aWhlwwBr1+aaTp1+AxzAN4s02zG7W/cTlLTC+YB+U7xnMnAxxthsSzJqeFQexbcqCVPyQ0XPqnqR39c/0fNWiAtIjZ8wyjmLbLobdx44wd4svTHie4WEhj6cWzkKcsm1gQ2i6gsKbTZeh6XsDHTatWrLAK321Ja7susegspDkuXiwYdoQ/KVcD4lCqhJo3cZykWe2GgDp4cnDgA9XwiCMTcFC0mUV+lDOFW3i6ygk8KT7NYqNkA1ZDhlSE5KWiMN5boLUeM5CcuzieGkMHbx4g7AZ60j6/fiCQPcaC9AuBoCYNcLzbPIpp2f757QpQ5tKegZx2SoAYCS1LKrFDUOAiamE0wabKyyEMfnC2Fhgjyk1qqGkza+OOB1gDEBJiOWqIL7zeMpQu4MxixrUXffywtAiCTBwvbBZsV9BSwPJlE3M5H4VtonNhschoTWysDZbX0YbjKbDMDvXIRaKpsPDQawj0H/W3nN0K4MRtsK95yqoN1p72nQFpmdsJ2x8ocDoFntxZ1djfjYPyaen0hMJz36+ViuC+icea5S3W6PVe77E5KK9VzIKDDX1ikDvObvRLl9+AfMtjsTBrMqzXeIfNwKIZv7wbTC+5A7m1wXKoX2PaKbpgBVNJcSb7MIW/Zc/RfPGV1K/la8YLMAqVtGmfsNqCJpV3LdJUIQ25dBOYMfWxW+OGapBEB4StUHk4INNxsIhckXQZqxajQOv+EZCB9g252gGthMP7pbY/kxhk5sBMCWofUe3hnpkKzExAI1uSdAZfoOtV6loo15saajH3YFlzfL+z/wcefXtmG47mMxei6bjoDhzDfiDvLcrnKHJw+FZFsHZADCwVUG6BUwFogNRIciq90ICepuEw/v0tAzrqQjX+nbtXXV28haJuSNJk3NGokd1L2zO9Tw4Sppu2KzWA4a5O991dgQdiuquwNqXI3LUzLc4zclyjWHtS77uwZ60qUDl1h05A8YXglNodMm1502N+VbYFBseNBBmW4L4tpsOQ+T1EG4NAkb1ALSOGMHIQdV07Brk7WzVCFROI0IWDNq1talDAnTdDxC+YoMRi4tKg+NJlNY++ORVHYEOKrMtSQnzL1ae8K90UL4Yy9HRER544AF88zd/Mz7ykY9gY2MDTz75JFZWVv5Kn/OCNuHvfe97AVhBnsXyvve9Dz/0Qz+EOI7xB3/wB3jPe96D2WyGc+fO4Xu/93vxsz/7s/TbLMvw7//9v8c73vEOVFWFc+fO4e/8nb+Dn/7pn/7Lv82yLMuyLMuyLMuyLMuyLMtfovzSL/0Szp07h/e973303V8E/fFCywuGo/z3yrlz575KLfMryzd/8zfjU5/61At57NcsPoFjNM+QRM77rRnYxHt1Fmj+OgzJsfc+M8ynMVYOAofzuPTYAIHWecSSMaC82ticQSfO01YAYh7C/N5jx6YS8zZCdOTD5cGr6QtTGvFxQ96b9NgQj2c8CUkWyVEDtUBF5L286WEL3hqo2B5zO7stJQICIHnveNQiGtvYVjMIEQQtI6QucS+apuSVMYIh22vBFjj9elf1wjv6BLjAp6zSEH5LD2sw4xOkFArnee88Z+OMvHZJaK2hZ6iEUUJhNAbxhBcXBgRfiAqBbNclKbHgqZ1vdJHuVeCN9Wik+zW1lyhaxH0vsS7J8xlNWpKvNqIbeNTHDYTzNGUHCtWqQO+qoxSTDNHItpfhjBJMO9cqauuDSlAyJFcReRvbVCLd94mjAjpixAPLNEczctGFvZpgMrzVmDglOlEqZHu2jqJSULEbowxIRp7rGojHnNqLmYi89cVmRGFXpg1BgpKRClSJjaGkPqY0eWOzwwLzjSEAoLujrUrhZuLqFSj/5FwjceqOnZ0GiVN5m97Sp77ljUA0ts/QiaD+4LWCaCLiJq8HEtm+fY+j24MyYbpXQTTB8y/mLnojGHjjFQAVyX4zZZAeKuJ6N5Ihu2rhD7vfnCN9zmZS62gVkaNcS/drxD17/UEjKCn06DUM/efD/Jptc6THeoFjG4iPBJ6ebiA6kEQlBu1l7hvyTKqYQx7bqF2WScwcjCzfV5CzFqKw7SCGCeZbPjm3wsE327kzfMqgc62itov27TulnEMW1sVZDyPkN2278UojmbYnoE4+0Xd0sYtszyVTFi0a5/mPpg0lkjb9CPlNz4UKGGbbuvdcGdT/rh8iPbVFY15ULSVSq1RQ1EMUCqvcjl9ZaupzUTSURM2rFnzuIDlvfCX4x/8MqUvaFJUOapRFA5V5lWCO5LrNEBTbPYI4GAFkV50646wmKkBogzjhC8lsipKBwZJgZ48MKu0TpwuUG7bu2c6cEplVKiEdhGgdGXitkd0o6V2Eg2MlxwvtXyqCKXSvMaQ7U/cewe4mBxzC9VPvSovZ6RjdHZd4/ewheG2jCCqTyJ+z1xfnu5SU5xPJvTpo5Chw8+sFJc+L2sq3cwdlKNc4MifLrkWIeuU7JRQlDkpa65KxweScS1osDXlqk7FVI21cBCPbDzz30dwgv+agTnlOEbRkrMi7H48NjaX0AKRSne02qHvW/iQjjWxnjqafuDYKaprpUUjMjCYRra2i0LTuiMoQre/RbRL955TrMw1ZaExPS3rH2j2/d6WhpPV4GuBoq4+3J6KmubNfTYc7NUsApwXiQ0Ye6e6VEtXAjsf0UGG+4epVhoTWeMSQXbO2NN0a0HxTMUPnqm3s+VYP6X4NOXOQzhgEBRu0Go1rr0X454uqvAQ84b/zO7+Db/u2b8Pf/bt/F5/4xCdw5swZ/OiP/ije+ta3/pU+5y/FE/7XWXx4RysG5YyvLiRlmloYh/u8Z7OzAYsJi7IWhePAZRqInNXhDYN2mHBehdBzNAEaF15kCrQ5arOA42Ia0IZRvH8RDuC/M4JDlC2F0mAC1rxzdY6ju3yMLwph+wUZYB/G9rzS5VAgd+G7RSYPpgzGt9l7RTNN7AWyshn6gM2u9jzW9h11wB23Qc6ct4E/NxpVOLjXLvj5viJMbXIcZHnroaDDx+xiD7wxxEhRDyW9L1MB+xiPGpROinq+KdC95jbnU0XZ4FwZtFHgta2HUZDCXolJtENUjELcJ/nWDS3GhgOlw8MbFrCHyahFmwm6Ph41FHIWZZBEFgvwG6QtycY3OSdcdTJZYOKYM8w2JS1WWgYYh998AUCxnVFd2lySnLjhgU0AOrCYyFmLakUGwRITIDfpQbsQ6m9PhP+8sdcJpxCzlnIBepPRYUtLhmplgadXhvHHNOh6lXAc3zO0z5tp6rd0r8D0go2Zdp+Z0CavXs0wPifRuwrX1u0JjKrHHeuIB75fgMSwmm5gLhGlQnrg6hszdK4VmJ3N3bsrzC7aMcuTGsUtll84Pq5RreTU1rHn6RYSJnIvxTUmZ2wbDi+3ECU/wSFvGND0NW7t7uFznVtPQH1EbRA/dQN607ZJfDjB7OUWI53sVxg+7cZ1rQFtMD1n6+L50wGcgJ5luw1mp+3gkIUB20ioffwGNR63kK7P0xsz6FQSnnR6vkOsIIskvbxUgNuEi6LF2MFRrNiU/WFy1FAeS3atQnHG8XlnK8hvNgtjRaIeun4/aBG5TQGfVahfZude/+EDkqMXdUzzs/9YRRjwusuRLsjbT37g9Vj5zxYD39x1DvLY3lfnEaYvs6HhNmXI3KGXKYA7FpHZpT6ya3biqVyiWBPI9/whoEX0vKXgUOk24kO7SVyZ1Dh+mYvzK0NzCsZgesG+h5xrSCcUXa4IZM+VNG5mF3rI3Wap3M7o0MtMOKSXKwIq6bnvgUVNCzpUKwMjgPwxu+DM7tpAdmXqficJgqJiDs6D7QfsIbVYCzhunwtkn83QuapQO2eFSkPOSDQ3KIeuvpcy2pC3aYCdGB5gbYaBIBGAZQKJXLskx2GTacYWzgMA1ZARFLHuclQuus/bMOZUFGx32xG0vjQdhunFLtkjy/3uKwMko/DZQzJ71wxxpKfHCvN1z9YFyqEQDbOMMs5nVXcZQW5mp6Jg51JGcMfkWKF0TGltBsjS/mi+wUhcSKU2P81vhqdnE7QegsKBwbMOhrQeOMpFA0wv9aiOi/oh3q5pAUwuZrSO8DrkDtQ9QXCUYv1Fugn/ayxfi23va0GeL1++jPe+97145zvfiZ/5mZ/B5z73Ofz4j/844jjGD/7gD/6V1edFyl+zLMuyLMuyLMuyLMuyLP+3K+av77+vxbb37ne/+6uqqLXGK1/5SvziL/4i7rvvPrztbW/DW9/6Vvzqr/7qX2lTvGQ94V6inQuDLHGau+szFFfsCbJcD57semBIxrVaBZoiIq7jpgdI4VQKey2kcCfufnhWccqQrG81YJifc7CCmoE5uWqdGHBm0A7sQ2dbwVNHbkgGzE/nmG0L+poSGle65O0sVxay3VlQUMv2XbjPMbLEE6scCFgvVDX0iXghWapYFzCOEWJ6ikFLe7HKNaZngmRzknHyaDDFyINS5ZxO2/PTOXnoq35IVp2cS8hLkowNJT2uPqZRrQgU64HFJHDNAr2r9l7TswnyGw29hw8JVgOGgQsXasHIk6cSn3DnPPQzExTfUo7ISQbPNyV5NuZbEZKxpr7xiV6Tc5La8/jWBEaGOvJWEu/u7FRMHqLeVWDuvCxpZw4jcqqvZ/9oMwYVeaYeq6Y3OxU4Xss1+/zxrR3ysjBtE4oAYHZaUrg4nmpinGmzjLxpZlM4uJJ7xw1OdW+6NqnWtmlEHpG6K4MXvjKIx+43MSPvczJqMXdeK95o8NrQ85sOyLsKLUhltaoFQUCObxXoP2u/P7y3Rxy9k1v75EXy9fbj/PDuFPlNN3dOAaJyUKPDkBymEobSsaYkI01eqLqf0vt1r2vMv6ETlEtjgdjBgLK8poRsw2NiGYpmHONb3SBgNfEAM9FCOofJbFuiGti+DEq4jvUB2toBP2cFMD4nYfhZilI0t/YJRnR0V47pOfvszYcMtTngmZHse40vZaSIN9+KMPzQnwMARm9+OQaPOqhXWWNyt81aO7wzCTbk9SsYXK5RrNvGW/n8AY6/cc21PTA55/j+Yw7pZLjHt3Ux/KTlvr7xXRfQvWbn5PFtgZGnPN2l9ln9YoG9V/XIDqw9Mkf+0DP2Gee2UG66yosOXT+/bRWD3/ozW/eNdZg1C6+otjrIn7XvVL5iAFFpTH7g9QCA3gc+jembLdVtclAR88hsW6LjdAeGj4yw99pV1wFAdMoaM15pFKftIOXKcTN7VcZCon75aQDA9IxE7CBNWgKHNmcS6VFGbCrlZk6Ql7onYLh9v+7VCqNvWKF5yJXB4b0uwfVqg87jFgKFosTRGywf/NrHnod2725SSZ73dJ/h+DY7RlcfKy2Tzd02cpBdm6E4F95dOn0MH5EEACMtOwpg5wipb1YGReITnw2aQURrj5ag9c1yi9vP2aECvL2/GFE0Od+psXN/UIr0EYFkrC2LUO5thQyMH5Ih3bWL7myrSwmjogSGTwUYh/cYRzOD+XbwAPvvh086TnzHt35w3wDZvoOwHCtK2jXSvj9gIwX5nn3GdFti+JStx+RCGsgJhFXa9ZCbfE+h0MHW+AjD9JTE8HkvSc/Qe85FXE5J4jKX80AikO0b1AMG7iLW2X6LykVXyxWBci1E2JORi1oMGDpXbKPON3vUN00XFGnVUiCeKBjhNDnyoP5pFVwFPX9ZTpavxbb3lV5wwDL63X333Se+u+uuu/Bbv/Vbf6X1ecluwomGrpCYMmeMjlJIF65O94NhiSYMvatuMycF2ltU2IiUQOGwxWIioRzzSffYhp4AK7zjQ1N2UAdYhB/k5SbHvIkhR16wJMiUw2NFDdB5fgpRWeNd9wVhx9LdgkLB6Q0V6I7ahXAovLHwes4G6aHH3mokY/t9NG5RrkWuvooksZtOjsGT1sIe3dlD74oL3xpATho0uRPtaAHh2SbmmkLR+dU5aieUke23tMD3nivRkJQvR8fhUg0D4aIBQGU8YHU5I/q/bLeFcvCFaG7QcTjlpiPoN6w1YMpT6MWIpgqRw9kxE0QX5CRQsSXHgcauc6OhzQbTMb1T/5kW40u27sMnK0zPJ0iPPVa9IVhF92qFdD/IcHfc8w5nQXAmOwy47zbjyG7adm87EvNNSWOwGnDChvafChCNciNFPLJt2n+uogMA0wYqse/UuRpwmrzRKFcjGkPMSERTtXBNgKP4PAJ/EAEsFMJDW0y1wHzTESey6pk2yJ14T93nSJ32Sedmi9KxYaSHLW1Whk+11G/dpwvaOPQfP6aQfTNIMbolobyE1S8V1A6d6wKDy3YMyGmDat3ObzMDtbXKOLhffPcrZLueTgjoPlsT2048aqEcjKiYx9g+cljoWYPEHWDlTCF3Yf6b35Kj4w4D+3U4AAyfbcB0hGimA0OKsSH0ykRYLLw1GD5dI/ncU2DrbmM4GqP8xov2Xk8UiCe2fqLUiI4rVOsp3TMeuWc+McPUQT86N2rM/6YTvDloSfinzTqUF7L2SEPMOb3LE7BGIT508tm3rhDGu1hP0XveiWAdzNE66e3+E2PM7rO0e/meJjGj1S/Pifkje34MXjtjyO1G0eP8jWCYve4WAEA0apA/e2x/V5QoV6yeRP7UIabf/gr77lUQIul++YBoCOOpAdOGICjTN78W6Yc/ax95393o7tm+yq5nqBxee36xT5urpivp2fNLQ3Qu2wbVeYzRy7p04I/GFZKnLB5KvPJWxAdOPCeWUJF9x/z5CXDeOnay50Zoc4udkJVBdsUeGsZ3DDD8wj5MYsdBcbqLteftJqoZJpjfascAV4b6YPyas0gPXe4JY+het98f3Zng9Cfn1J6iADoPW/2M+uIG8ucsBl4WHUS7th06PUkiVifEehIG6ej7oAw5rlQCpDcLsuVyzgJ+vzJkM5tsAeo0MbRpn5xPELm8kPRQEcuKjizzl3QH+2imMT7v1qSpRutoTw0Diefx1mB8PjB5ebvTpguCQIVG4uGkK9bGzS64PjnQmJy119c9iRW3SZezmNbfbL/BfMs+u/98TbS+0TjIuovGIJob1I5Bpu4GRiotGXTq83YMJs55NXy6wvSMvZeOGZj2OVYBmz7bjqydcDaj6QSKsvxmi3jiHQkhxyoegdYwXoOEmOQ8iAZGM7vp9gegaAbELg+n7ktyMvrDzrKE8rWgJ1+rPPDAA3j88cdPfPfEE0/gwoULf6X1ecluwpdlWZZlWZZlWZZlWZblpVVeChSF73jHO3D//ffjF3/xF/F93/d9+JM/+RP82q/9Gn7t137tr/Q5L/lNeJw34K5HRd5CueQItcBrWq0CzZ6DQaSAbgOUQiVAHrmwa6YhM5fdH8ckytMotsBywFDa6CBEGZImjNBIRAudBr5fSoDy/MHGAIwFOIFgQSp8PaMwv2V+cDCBBS84bw00D6dhZkDXq4RTpjZrg1AQeeNhT8X1cIEtZYE3W5SLgg8hKYy3IA7mZpgsvFNgc9GJoGSXzq7CzHGZxhMGXig0PZecwxZ4v0VIbmw7EtHISWoPIwr9tTknjwJTmtgdtHCiKdwzbWjysOtEEqyiWgl81zrm0HUQmPBREiMDjKDpSyzk1qLNBEnSq5ijcdLt2c0Kxn1m3CwkxAbjUg04oqkXnxHgCpTgavnH/TMTauumw8F8WDjmYBReVKFOnYiiQCrlto2c91slDJELJde9kJTVZoL6uk3YQvKmPpFg5dudN4b4eqOJAm8UyvXg7fX8uVqGsWhEgDCVQ2ETLQE06xldp7oJWpcEqBLrZfNenmYQUchWS5AXX04si4V9XwGd+MRpjdrVqe1EqFYd49B+g2I7JQ+eWkg+5ULDOAEknQYuZyMYmoH1PBnFqJ/Qhmham1uveJueFOthDdBoDl6f9DgxbcC2N0jKvL39bOCyH8QYXbLvsTECxDPXwYeXXCMF6BtrFI2nNhdInBefVy3E2CU9ruRQjm1JR5zGRrWRI/3cU1DfcNH+rtYwLETkfDsaIU4kOnpBLLXCEI88WXsQEtP5QhL0tQNULz9D/RPtjGD40PbbrAFGzl0ayfDuWz0kh46RpzUwQ5dBNhoj8faguwpRNGjuOgfAQlD4fTYsrD//KPgdt9lqdUJydnp1CiM8oxQHJs5FyFesuBEAcThDNAvCQ9AA2/AQHYbWMUqU6zEKx1HNiprelxUVXcsrBTZzDCxVD6qXUYYVVwZtx45NOarB/OdJRWwwMWOIr1kPvUkjqJ6LjNQhYV2UCrwFmvPrthl3p2jXcnevGsZFRL1Ii334V3g+fZdLFrjAa4N6mNAaA8YIysCiADfjrQlCbQvJmHJuAvQxCx5cLa2N833SdERYLxgo+gcGgpLJuSHvt4rDmiIWCAnajqDIZTLS4K1BNLVjqFyLSV9jkY1MpTbBEbBzx7NGVQOJ2ENQznJiSoE2aHNBdrm7o6gfrNiPT64FiQO1uSDYZ5MvkA7osA7EY4Nii4V9Ag8JpyrjmJ4O0FTP+KbSIMojakOQIrXgvG06gLiiKYJs23+BWME3+1cwtC3LX7y8+tWvxoc+9CG8613vwj/7Z/8Mly5dwnve8x685S1v+St9zgvahL/73e/GBz/4QTz22GPIsgz3338/fumXfgl33HHHid99+tOfxj/5J/8En/3sZyGEwCte8Qr85//8n5Fl2YnfVVWF1772tfjzP/9zfP7zn8crXvGKv3Bd/ICtRiHrm80E4pFn7AiThYGhe9VDMlLMy4ATjeYMB2OLx4uOBBpuR3q2b9C4UE58ZCcGYGnsiDC/CWG1+RHH7qQLOfbwBxXYDRwchQHg0xIy8RsGUAg+vTaGccp3olSQ04bey6saGsmtUlrhCfvDcVKUOlCFlYpU3uKxghjbrP/0OEM09rvPAKMAADFrIWonNqGDeqKct4GhpFZgyi0o0xbabbx5pZCMgjFIj/wJx0JIIkdJ1mZhc7b4XnLa0CKtIyByLAW5NlYBzj3bi8SA2RCl35SbiFuWBwC8UWjdxi8eK4jSQ3QaCtVGs0AVJkpNxju7UVhVPa+CpgzgqdGqsNG3i4BXrwGxoMSjlijPsogRK000bTE9myA98LurCKJwWM1ZoIWzbCZ+cVJEGWg4kDlGB95q2vDxVrsDlH1mcsiIbUXOQVSYvNY0X+KJok0FbxRU5hk3NG18dcRo7nAnIuLpvqK5JBw5GCMcI681bezSw5bqLnbnwLaN8cqjOXhpx08zzIBNAeGU4eS0Qe2wkrwB0j27wWFlSxsLS3Hp5nSr6XAXjetwWGUMyXGAEaW7c5QOH2xMoPuUoxLRzNMuKsQ3Hca6WKPxykpJ0JPksEGxnkCW5qQXhwHacDAVNhDQBvHuDChrQLo5MqtRrXXpPTyDhI45sL4ClfnTzMJmwpgF2JwmZdTkCNDr9p1UFqAIkAGWJSoFtrpC1ax7guY0b8Ih20QchliHGFFv6oiB1X43FjDHrNU0d/TWCpLDCsptBtWwQ3U0nCHZ96JHIT+G1wqFY0ISVVC6Ra9LSphtyqGyiA4H8wtdgqDwO25D+/hT9vrevahWnfDKakaUgUwbILMGW0sGNrbwDj3oOIiGe5dGAY0bf4WijU8yaimHyGQxva/pJEGVWDKYeOFA2ShoR53Ia010qhCMxqmOOVE41gMJsWXf18iwkTUcNP6arrRMQTP7Xu16J8BNALIbnvHK3sD9yRjwNlD+8VojPVyESwS7w1pO7/6VxY8TWSxsirPAbiILDe4YxURtTjgikpEm50w0CYJPojK0QZZzTWJTTIM21E2HEXxGzhQitwnX0o6tpuNhLspCOWCdM97uyBnIORIfN2jdhjo5bqkeTIHsO4xlF4oGC9CyxQOB2ylFs8Co0pkqy/jl3onULJVrXwBs09oQP/fAgm2NJorgKFbcKtSFoITzYG+0WLBfpVuHnB2BDrbaMB6w+IHd9cVVXgKecAD4ru/6LnzXd33X/1+f8YLYUT7xiU/gwQcfxGc+8xn8/u//PpqmwZve9CbMZjP6zac//Wl8+7d/O970pjfhT/7kT/C5z30Ob3/728H5Vz/qJ3/yJ3H69Om//Fssy7Isy7Isy7Isy7Isy7K8hMoL8oR/9KMfPfHv97///djc3MRDDz2EN7zhDQAsjubHf/zHTyhgfqWnHAA+8pGP4L/8l/+C3/qt38JHPvKRF1zxmcucFnmDKHJywyJB416p7oVM66YLTM84jtIBIPoN5pvWG9MmwMbAelmurWTgHXuCnW9IYqowjEHl7oR+nRNzipkG7tRqTeNsd46d3P6xWAuhrUVe3majSx7cYjML3uzTPRRr1iPQv1xT2B4aiEZOJnrLhlJ9eArgNoMdLimmDgIllGU+BapTtk51l4M3PokvnJybjgDrRWgyn0kPSriTGV9IUF2QGO5J8pKISlG4UKUgD4SOBJLDEo3zlDWdAIvgjSEPE1OSOGR5A/IonYAotJK8HzqyEA/v0TIRJ++uyiTV3QpHuPr2oyAkknBiSOjvljDMugvqQYyma8ij28oAPcj2akpwrYdx8Fw1Ak3fhxoZhW+LNUFwlLYjLFuKhwBwkIfTCEbefhUHmIwoGqg8eGV8YtHwy2OoTuzaWjj2HNcuCYdwibo6kdS+TSoXeHXDYTg+1hSGRhrgTFiADbVZYpNN/fsyEMNJdqAwc8JMcs7QuvfLJjUaJ34jpoKgLKLIwSsXHTguoOKEpKzznYJ42GUJNH2XPIUg4Ww4kBy45MLtlLhwdbIAv0oYjJTEea+jTogkKUaQjNmlPo3FaiUCjOPHznTgvc40CY+olFuokmAn5rOODTJRo+0vRL7AoJMITC44HnjgGE9GNbR0Y7zL0WwGhhFbUXfJaE7wjnJVUgJculvRfKl7AsmR7fPsyhjTMzYJMNqfod3okRe1uj1FtueVxSLEx46NKOKkW5BfnaF0XPqDyxUmt1m7MfjcDhI3Tpp+QuJLzSCFjjmJzpSnumTDVMIgSpeQWDbU1sV2RjLssgysRnrYQbXqIyGWC1+78T/blsiu23qpTgTRu9c2059+EXz7NQCAydkY65+x8I62F0P3gyZAuz2kpq16HImbI+XZLrIr3lZxiijMNyMkx64rJA9RgySi6KGOGbmwyhWOvjHgLnJQrSeIr9js5eK2dWL04Upg6AStirUORR61ZOhctpGYehhDHDlBllOrYAoLLDOMEpnT545QO7vOtIFwvOi+ToYxVH1OzEQqEwQBMRwQdUq2LQo+NPudh14mjJhO4qkhfus2C7oFScyCZkdkYZQEX8wZnLYQyjVJ12gZ1hGmGNwwQTJa4AZPAySzXJcL33PE0+Bh715riI3LCKB3NbBv+TE3347JHnRutpg5cSBZWcgi4DzqmaD3nW+EpOymwxc0P0D1jWcRqkHwwvs10EiQ/Ztv2nf13no5N5QsaURou3hiwr0ioK79msAo+mK4XUvoN30RoHYmwFF0wimC1xCH+7K8WMtfChM+Glmjt7pqR+Xu7i4++9nP4i1veQvuv/9+PP3007jzzjvxC7/wC/imb/omuu7mzZt461vfit/+7d9Gnudf17M9ldCwP0cq7ew+AFCQmEeg1qvWFaKJY2XoW2yoD9c0XSCP3M1ShV7fQiGKfgbVd8qEImDb5hsc1Zod4fUKo1AuOg3OdY9xNd8EYDexXtQkYMKtkfWLadMJ4aXpmYg2cNVaQsbACAbu1A61w9vR5rcJeNk2F5hseZU2jd7zbsPYlwSfaTpA6Q4fKjEofehYOsyzJz1oAeEgNNUg4NmiqSbap3JFIBl7bFx0QjzBb3CHT9VQeUTP5605sUHu3HDtOJAh5BYBszO2jrNtQdnuTT+i0CFvbRvMtx0DzIEiNphopin0V3dlyErPOUTp250TG0CxndFGYHo2shtQj4NkIAiKSgSa9RDbow2rqMGcJSzWOHjjs93DxrnJLVTBK4mqmBG1XzOIgxhSoVGveDq0jOi2sv0ahVtosv2c2tdjsj2UoVgNtGmzbUHta9/ZjydB46dNOEFkmr4klpXksMKN19nBkIwstMVTYVYrINx5k3Oi0DMyHAKnZxJEbrMyvmNA9y22U4A55cS5tpswt+Ed3d4hfGU1AMYXnCrsTY7SPdvmKiSuP0JOQbER0wYjPdAouwHjqmKGwdN2ThvNId2mdH6qS20jaoPJBVevbkkQnahfktLe5FyEumc3DYQJZ4CJDHJRA3lLcXgdMRy+vIvOzbAxNwzE0qF64QARzTSq1RjpTXfQ3kxQWpgyqgtrNDabnBFlYD2MER855dsJx+xU7Pp4heZheboHwxniY3v94OkK0a6jAPymLMAaIk4MESYSxJrSLFBZzu7ZorEYTxRaeIxzjRsP9DCMLKxCS4b+8w46kXESiImmAbutYo7edQf3aY2FY8Hmm/h3anOJ5PqYhHg6N1piQWEaAYKy/Rokv/sntk2+/3VE1TjfFBhctu3QfewIk7vt+iRLDVEb2ngxBeC0HQflukRy7ObROg845Tyi9tFphP4nLwMARm+4Fc26vbZ7vUW9ltPYkoVCdcHWRaUcnRueBQWYO6aVfFcF/H3KoZwCZDTmOHrlmvtNA5XGlIvSuzy1eTkAxi/fIPXE0e0dMIeXNI8G3LWow8aud6WBSj2s0PaVF+gp18JGXAtGYzMeK0hnM2dbIqhZHmkc3+42lWXYrMrCMooRjlyA+r1Y41h7tHSfU6KF5S0jJg/WgphZDAPZvORpQ0639MBAFJrqNT0bBdVqBVQOHlKvGOA5+73h1h7bzzLkrqyFHBoVW6fdoj3zeGrWBohYscaQONYW217+96DNMq8NKnfwanq2Xr5N+8+2mJ5xLDobkjb0WgYsfbkOrH7ZvtTNV6W0VynXgZUnvYiZgGgM6qG7PgKGT4Z7lTaNAOkeXpTlpZCY+T+rvCA4ymLRWuMnfuIn8MADD+Ceeyx11uXL1kD9/M//PN761rfiox/9KF75ylfiW7/1W/Hkk3aEGGPwQz/0Q/iRH/kRvOpVr/oreIVlWZZlWZZlWZZlWZZlWZaXVvm6PeH/P/b+PPjarDwLha+11jPv+Te+89hvD9DQNHQzNBE5MXYSy1jxWEEtT1KhNJVoEyU5WoYoFaMlfBYxVkXzUcfvSwj1VaGZJERMkZAQQAwY6NBI0/Tcb7/z+xv3+Mxrre+Ptda99k9Q0+SUNMd9V3X1fvfv2c+znjWv+77u63rkkUfw+OOP4zOf+Qx9pyxP5g//8A/j7W9/OwDg/vvvx+/93u/hF3/xF/He974X//Jf/kvMZjO8613v+mM/6+vJjAaHDbgIcDhLUcY2BK8YxMJnGwvjAIOcCQT2M6+BYhrRKTdYAJPSuiVLgenEHIWzOaB2radYaBLlCUpAFDYRpVhK8pkHuDIbUfKgaABmT/hexMN4Lp0Hz5yQ3X2X5N17nDzkTHmhgniijPfRFlfOvceQKc++Ufc4ZOy8Ywwd63man+QonIxwAPKS8FYjlJpO3HWfId332dme8cOH68Jco9iwXt+e9xCLBqhtr1IRR90TFIoT9RLrSuO9oCoEupdNA80uZOT949KEMQHjjXCCJm1sucGdGFPXh99k4sPHTIHu1SaMOFqbDiPPT77BKWQXFOY3TvwiLDSUNJ/zbU7e1fRAEtQo6jRoE5ugFTJiFeHtUpJcY7wTrq3rroejFGs+yrLMulENPMRicTxCZBMg5ye8d19z80wnoqHCpTatQRGXZU8MbzzUJBAaszM2MbPSEMx6ArcTSr5MDiREqTw3PQP153LkE8ryDUGh73LdC36okBF/OBgoLFysC5MAbL2BdS8gb3vbNTz7gCmrS6KWEaO2Sfcl8fXGUx/GdtEn54kXNbA4abyE3f4U+QnjiYwnEuMLjoXCJ07JWUih7nYS05gQtQaXNoLh2kkDrGGYywRiJ/IJ2I7pQHmWmWoQID9r3HHTMwFa64ivBgL95wvU6576wEGSiq3wCLtBcttMNtVGitAmKqpuQslk5chH/6bnI4y+WmB8lxWUudFg701WLr4Adl9rOn22q5DsWXaoOzvov2DG4fRshvUvGc/5/HyHQvtNh0PZduqPC2Q7CtXA/Hv05TFk5uaCkBKG2ywgYa1sRxG/NpRCYZPRg0WL6IaJFBT3b0Ec65FXf/j4BPk5U3fJtTm4hczMTkWo/+obAQC9f/M5LL7PfF6OAI1fs0bMGEwDyZjRfcO59NCL0I+XeKKx86Bpt3Q/ooTEuh9i73+/BMDAB1yyX5tyqJAhtxGJaCpJoKx3taY1Id6dIz9v3je9VSLYMe+rhh0srACRWFrmqkFgE+4cRY5CYaFdTALVmukzQa5oTSGzLB4knNMVtB5GC40wV0ty6EvsKAq0VqqI01zBJEi4Ksy15/CuNOkGBJVG3fHc4mrJm9y9ISmiAHjPO1PA2lPmomJDkFdbRqA1V1SKIozhQkELhtEf7QEA9l+/SWsVrzVFOMMpp8icKDW2v2D79fkEvRfNi8xPJUjGXgwuXADx2Dxz9HSJg7udboZG4OZYIZAcOjYqjo0vm/uOLyWIZhbOtOH1Lba+qHHr9YIS2JuuQOq809pHFQFP8iAjTtGEdNevk9F4iWFGAazRxBMuEwAOWqg1uG2r/1bC7TfdXqbF+mbYN7QJf8c73oGPfvSj+PSnP41Tp07R98ePHweAr6sydOXKFQDAJz7xCXz2s5/9GrL0Bx54AH/tr/01fPCDH/ya5733ve/FT//0Tx/5buPND2PrT30X+t0STWsXzUZAdi1Lxg2/MQPzGzYmgbBXo7aYLZkBo9QsbrfDITpd03tVkKBds5nzYwEduoF+VDHPhdJ0qLGW5LghHebZbwCXF+1o2iK7btW+7vNYUFF73Fi265XKdMCQ7JiBnp/IEOYKwtEwRozEV5gEInsIYtpu7mDFWezzeQMSquBlROHtpifMRGez3HkDwocnh4omBFFrwgOLShPEoXOjweSi34i7LO9yJNC9UoJLdyDgnk5qiaEhnCsSZAnnEslOZd8pRWAPJqJQlj3EvJ+M/YbX1StgDjpORMhAS8zHaK4IXx7NlF/gny1xaCfbaGYmPJe9LiOvRpndaqkeVciIaWBv7t87OVQILLPKYiugdwUzId5sxzGMcLRdBy9pPY58Q5BQS+dGTfg/JjWUPTz1ny8II+1Cyp7VQaFjRT9UxFH37SYhYaQQat7RfO5cL2mDyiQI5qK5X3CbrjkMOMYbh5E2ZVco1znd12He+5dbOihkN2ssrKBF52aN+MDVCXBwd4J66LGd7sCV3WC0cQoXLTFuBIWmw0ibefx8NJUQlT9QLptm/hCb5zHWbEi9STmxL6jIiywBS+w+2mMqk7GGqJhp02WCCsXAoSAzP85Yq9F7bmHYjLTLK/F4zsHzDcGnNDOUg+3SfOgOMMPP38Ls9Amqr73Xmg3c5mf3UJwzUI1iIyDI1MZnd3H7LQYOt/6VHLyo0X/B/PzwrhSDy04EK8LgecveoDSVq3+5xOHdZtPef7FGftp8HnziGdSvNEqPTT9E54qZv2Q3NuJaz5pdWL3Vw+RibN9Bofe86UTxogbOmLKrkGH39absotY0Djc/P0dx0cAwwpmEEgypFfrafcMaCfFoIYgFZeNzE4KgLL7vjej86ufMM/70az2zytaADgPBvMbk/IDGrkw40luW6nGJeWd8IUbnih2f12fQVmwq2clRrpvDQDyRyOx73/yOLWx/dgJlD+PlRoS1L5mBXB7rEAY53B6h/1Wze9150xCDF3yuQ/fJQwDA9beu4dTv2Q3jhQxB6eFx1XZGqozdTz+N4vWGqrH7oulr5uX9+Mq3OM3FTYejsUI0bcagmWezCnJPfycao+gLAKX06pdBqVGse7w0UVYGjGAjjsbPbdA198rTdZ+Tg6BNcSR/gpSbNZDZw3ebevXKfFOQE2F6RqB3naF4cJPKNT1j4UIRw8bj1lHT0ajsoUokGuXIC9GNL9nPFQjqFuYadZcRFGxyPqaxX2x4CJ/mwOGmY1oBypE5EFZDgFmHjUx9m03OCajY112TMVQWgjJ4zotViRLk1NIBSARIRj6vSaagA69MgXogSOWaNyDImIwZzb9OSXhlL197SXAUrTXe8Y534MMf/jA+8YlP4Pz580f+fu7cOZw4ceK/qzL0cz/3c/jSl76Exx57DI899hh+67d+CwDwy7/8y/in//Sfft3nvutd78JkMjny38abvuOlFH1lK1vZyla2spWtbGXfZGP6m/ffy81ekif8kUcewYc+9CF85CMfQa/Xw61btwAAg8EAaZqCMYa/9/f+Hn7qp34K9913H17zmtfggx/8IJ588kn82q/9GgDgzJkzR+7Z7Zpj3sWLF4941Zft68mMChYAEjg86CBMfcxWzP1JMbAepXC+xIsrgGYewSoMQ/MlOAqAxYGFo0gg2rGJdLFvuaDS4JVLElni9pTAi+MRdOy5OskTr3x2c7kWQvS8hxLW6yAaTckfdc8zKYhKo9y2mf6Coe4y8i5gBuTW+7jMWV71GcnvMs0Q5uZebebhHW1XeWgKN4mHlJTCcKQsjo2FpQxOsTqa+WcsjodUv3VvKXFNa5Qbkc/6jhicu3BZFr1MBIXyZMJQbpm2bjoMtU1KCiqfGNR2jKdBWK9n3WPQwnu/ffY5SHCpGnCENpRXrPuz5+JkTO/EawaVKWJ44I1Ptql7jDykdY8T/CHu5Wgsi0ObMsQTujWxymhms9mtZ6Ya+gSgYjMgb33TXWZz8WwYSvjJIz/mefGrgUmMdIwnKgDmpy3P/U5D76nFElxj6djdDCK6Jsw1tZuKGPXrNmEQlYf4QHvO/HLNQ3k081GOuifocyx9SLxeYtRpOgZWJRc2gTIVBDVpOkB6YFkA4iVmAga0az7S5JgXglJ4CFPLLJew+Xe40Khs9GbQz1GOjBuKSU1eIn3AiPWCFxz5lvWqF8zz7GoDWZAh864LBqhQIeatCZ1r/72OBOp+iNDy/auIE7+w3PJJ29WQoe1FELZvB3NJ/W/xyi1qk6brJaplP/VCWyEACx+oTg2o/8zOJogPQxrv4Ca5FDDzxOysjS7kmkLys7Ne5Mi9MwBUrz5HDE2zswm0MJ2X10Y4pTg3BABEBxWgTf9rY4aWWHw4qqFtq8rXE1MellVud6CdoFRiYDU0f2ovYKNCD3doexHyLSsSdktC/enXmnJ96o9QfteDVL/pnl/mtADVddPhJuEbQLUWeGaiRqM4Zj4vznR99Od0l5g4VCDA5MjeByiPd8hLqRkgLbNMOPeCS9Ce+YmiZPb72sKkAFDSbNNlaBMfUZUJp76RXTqN2j4vuamgQ0eT4T2fvF2KACsTyQEM5MXA+SzkbO+oAJzjADdf+Hs5SEWbMmL1MonwLmJnhb5IcMyXPZoqirRFU039N8yXWLJaeDaXKKA5kikP0+HSRruoD3khKS1ALFnRmCF2a0rEkFhCgTb1sECmfV8Icom6GxjtDgDpgQKjTYOXnRelj/jJyMC5AIA3bEnEhxEspntLYXGWUXRART5ZkikPR4nmXqSrqdmRCK6o/f6BGG3snia7ZYvIQKxkmjEkFqLjElpX9vK1l7QJf//73w8AeOtb33rk+w984AP4wR/8QQDAO9/5TpRliR/7sR/DwcEB7rvvPnz84x/HxYsX/28psDOHW0s6NZid5RoVEGwknPrM7CY0ODgAqEoGHkvEEwtHSYBAWNq+hiNaNzdmMkTTt0IlY78JkZHfENUDQ81mrmfY7s2weGYIwEwaxI5if8ClRu+rh2i2zEqZ7nNihOCtQm5ZUKKJ9HSDjFFIWxQK0RTQwl4308humdlJC4bKUo31L9eILIOAqDUiS62X7AXovWgW04NXZEgtVVeTcXSul9AsteUECdaEC0WY3uxmgfFdZteV7rbgFgbUeyHH4T0WY3qrpYU/nkpE4wbxxE1anCbcNuZISAHQYzgXJxNSBlQhJwYA1kg4cYly1Ec89aIz8USTuBGTCp3rgb1XTLRRvasVPScoI6LTi8ctGsuG0bnVYrofEiOLKFp6JmsU8hNm9zl4Oif4zN48RtdCQOpeQLj+JGVIbDi97gsw7ZUtuRQkBDV8akEUhfnxxCtFLiSxRQSTCtN7zKLeuVGi7fhwaL4donvdtG+5HiHZs2UZBBg+52A9Gvkxy/gxX4IX5RJrT3k1Src4iVrThnHwXA3eSKISVIFfOHpXGzrI9a5UXpQkYFQOJjU6tywe+MU50c7JJICMYmKOAICNL5vf7N6XIrCYyvTGHM2aY/QRSJ2CacwRFI4RpUFpmWuSvdoI9Th8pNQE17h22MH567ZtyxaitqJOEy8uJLMAo2dMux3ezxA9azdNpRHGiBb6yOZQ5BzTNiH8qnlpU9bsy9fpK7E1hCit2uG8QZOZ8bL5xRzhMzcg7zPOCRUy2rh0ntzH/iuMdOPoqcarmwac6DJFGdL8wCuJ3jXzHt0rOfgTLyA9ZSCCxbkBYiuAtPtADxtfMjv64PYEapDZ51XIL5pDStPxwlrhQYHyhCnv2hf2acMYX58ivziifioWNXrXLEPTzgL8loFr6Nkc/YFJ3u8/M0dlxbSY1EgObRv+/pehXmuobNV2gvRaCW5p98LjHWSXx+blZwsvxNNPiQUFAEFQyu96ENHHPg8AGD78ANIr9mQ8z5GcOE2MUtnlGfiugYHwe04gPLQQltNd9F6wMKlPPoXSwj6Szz4F/WcM1DI+qBF99aqpk+gisucOkVnhn/zODaTXLWY/CYiKkESVACSHEqFTJIXH+oaTmBhQNr44Qznqof98TtdlL1rviGAYPmZ2jOXpIf2dtR5KJUpNG0NRKYI7agbEhy2xVhWbQGo3n8sQoXRPIrCiYm26tDGc+QNscugP707l0vXHoNCID9yhxUPMpmdDOnwtH5h1BO8AaTV44xw2iuZIUTkMvK+3wEJCwwW8wnHic1/CuaJ8KVFppBaeVPe9swDaHthH1ikQeZrf5EAdcTK5+a+z09L6YhwwFg5q8doAUA45RO73AtmOwvS0+U3ntgKX/veM8peA0RXbl7YDT7XcAda/ar/fDBAuFCYXLUSzBfpX7DzQSkzPWWVWm36xspevvaRNuNZ/PF/+T/zETxzhCf/v2blz5/7Y913Zyla2spWtbGUrW9m3sK22fGR/Ip7wb6YF9oRfM40wsKwMXAOtcxctMWOkGrXjSQ4ALX2i2iJj0BSHB5jl9FYxjni/Hdd3mzBo4cKZPulLC41EtOQlU6FPdiFTGs12F4Xjm2agpKHFiYggIIYRxYY2OchzyaQ28rjWeZjsNQissIPKIuh1y5TSKvIgq0iQ19aF3twziHe70VAhp/pKDyR5PYzgjfOgMHStJzHfCinJk7WKPAouyQsA0mtzqDSi8Go8q5GfNF63psvQuWaTKQMGFfqQZm3ZHuoeQ6+wAjvdGEw677xGOG3R2MTD6NbCyKADCBY1iSExCfKSAICwCV28EyJsJdWv89w0XQFeG6YG9zcSwYCPrOiQk9dYN8xf0w+IgQVYErzJOESlPX8uXwq1w3hNAaDz4gL7r+zZsmvy/gBA7cSQYkEeNc0ZwoUiD7/mvt8stgOMnrZS97U8ym1tP9eDAJ0XjatEJCEld4VX9jD/s6fNNcMA8b6i0DW4hyrJmHsvWN7Q+zXdgIQj2qFAsmu8ts1GSglLojKc8y6aUY0CdA4rKmO1ZgU1itR72AVDtORNdJEFFXJUA3PfeMyO9EHNgP5XjUdWlQPEN8emfu4YkUc0nFaYnzWeXha0VL8sZF5GO2MWJnM0VK8SjVQ0UJln2lCCYXo+Qic5SXUCBqTXjfdZdqIjDD6zN52n6E89DInTOL+4dgS25MZbfixGPLZe6sMKizPmojaLKIGtGsXAW+4xEBEY7nfWOCYaP6fIjR6NyfSWh880vYQk7IutPsGy4oOEEn553cX4YoDOTccZHSG0CdL1eob6vOnL4UJRPymPZVS/vJaIDkzksX7LvUcYPsSixuK8qQheKeTnh+YPfETjajmhcfyaNeRbBp9UDRmGDxv62/B3voDcQlPAhoD2XNJABnXctHu+HaBro175hqD1oXn1eep/4v470H3OeNVnlwbQ95o8J1EqVMf7EGVL/643TZ3KiJOEuQ44auvl5tKLUEGDGFiY8rCh0ZMN2g5Qblm+9UkDbutoejHD6DHTrxcnQhqTWnCgAaA14okXnkpuFSgsrzmTbs51WJMldqClhPfO9YKErqYXUvL0qpChjV2/9sI90VwTcxdg9Sass7/NGLqXzWQcrQe0Hkdzn+AfzbVnz1pidArnkvjDudSIDksUx8yDmq6gZFXeguZfzUHJ1rzVmJ0236e7irzl0J6djFfm3m5eLoecIDfxYUukAHUvIDIEwDOSLcOL0j1Fkbi6b+rAkQL0nh6ToBbTPvE7HoNgVjJiSK+ZeXl8aY2Yquo+Q3LLrOvhqT6iSUs6BioGwnlrf+/hkp2byypgK3s52rfsJtwN/HycAsIBZgNEU0dlZCjmAEBUDP0XHaN/hPxUQPipaMYwzu0Gbs5Rhubz+o5XoApngLKTTu+apE2TqID+VXsA2BB4cTyCKM113ZuSFi6HCQdjiK4cgJdmsWi7IW2ghl+ZoNoyIzJYNBSKZXUL1bcMFmULCEYZ+ipkaNbNb0TRILtpM/2LGrOL5pp0t0bnWbNQyVeuQ0wtjkdntNnkrUB07RDJmmFW0Aw0sUX7JYLCqVlKzDdN/XRu1p61YlZ7SrhSIbA432aYIljUCAoLeehESG/bTcE+I/VEPl7awPVHSK/Obb0nhHUMdn1cTUYd8Eoie9G8i4oCxFfNO+owgHQb8lJB2Y1sOK7ApLTt5umygrwFb8x7dF9Y4PCu3hJcw2/AtWAeorM7hxYOwylo8ozGLX0O54JC6OGii3oQIj4wfVAfTyjUyuclArvBrdcThPY1g1kNMTftqbIIw+ds25aS6g2MoR50IWbmb+mOgLCHlmjaUB9nUpGKXXRY04ZaBxz1ekb14BRJ27u20bOiK+G0gVhUJEoVTQUtTqJUcOdMzbkfL/MW0S3zIrFSqE6Z/h4/fhV6Y2ieMcrQpgyh3YSFB4DqOMVEYPBVs9nhBzOEPVNGHQXQ3D5jqlHavpheGUMLc99g3iCYN1CRDWtXLWGWRdqgXTPjpfPUPhZ3GSoEVkkMvrwPALj1pg0wZev6IKaDV/+ZBVTQNbCVJUyzyDnGTYpoL6Breaux9pUFxL7nH1OdhCAd0CDcrIo4us+OsbgwsG3l6d/igxKiNH0zOZQkymQWX7tgd0OC/qhI0MZZVArRzozet1iPqP/GU6v6CrM5S+28oQNGqpWaA5k9yMssIFVNMSnA7aaQNQobjxWQqYVH7SyQWyaR+KBG/7LlrhMc5bphs0huLlDYemBKEzVf76sHKG0/0YKhWUuRWhap4kRKQkfgHGxqvm+PDUmIJ9lvyaGR7gUEQcmXoCniVXejvXOIcGbmveSFAw8302t0IBjWErcfNH1r7UsVIjvfh+MSB/cbHHh2q0G0Zw5Vk1cMMfjqnJRstWAIpxYuJDjqQURtEtsDaXE8QTR2zgKFFl4NuG9ZbFQsEM6A9IrpR81GCmbXi96LJWDHQu/FivqDc1Qw2A2rfde2F/lNtGCIdyuwxpQr3/SbeN5oymWphzGtYcmB9HN0h6F7wzwvvVWg7to1yG40iaa1UmgsBn7wTI524JmkUstQE5SKIC+aeWaiNmFIxrD3U0j3LN1lyiHTEOHM/DuatJie896u1IpeJftdOhSH0waD52zf3y/R9hwta0D3CfIWQQ7UXdO3O7cazE5ZrxRjtB5mu5LgOkEukTrYyXpAFLqL4xG6z5s26/X7GF/y4k/FyR7iscXi3y7Q7bmDkV6qP456w9Rp74o84rxxKsqi0gADsWnxBuRUE7WiZzhq0JedrTzhZC+JHWVlK1vZyla2spWtbGUrW9mf3L5lPeGOAaMzKqCcxHqgUGtzyq3HAq0Nc5XroETMcg1A1qLuOwYOYL1rPBpXhh3EQ5vcs95FPbJh/8AznRTrAsW283Yy5IUVgBkonOws8GJ/CMBIJ0vHE26hLJoz6E5CXsViM0DiOGA3Y+L5bDNOHjCmTNImAKheZBgiLDtF3Q+87PggpqQ+UQZe7rofgNeZLTtHYj3nWgBtz8E+OHg1JDYOUWsPt2AJQQN4rYjpohqF5CVRicBi21zTvdkS92o0V2BaQ4Uxvb9LBlIhQ9fkNaHte1YGzYB2YK7Pj0fovWBDbKOMko6YNvXlPDlMaYShi+8zKOvlrrscKnb1EIPZBqlGISXUZLc9bGlxtoOm45kYtFhivNCeT7ld66C0ia8saskTWI28JPLsRACmBvQ9GKC5Ke+yPHK71iE56WrkWT7aXuQ9NrMa+bb53H2x8ImKIUe+JRAfmjYt10OEc8uUEnNwmySqBaO2qtYi8qwku5VPOBpFBEFiilFf1JwhAtBm9t1jeGaOfUZh4iAPKaTedEMwF2cFKGE4OLsNaUV/ZGr6aHnKeIJ47aEpWhh+ZQBIpab3VeGSeIgCsUOI432Ulhc/OtQojmfEF65ZSInFWnuoigr6KEdOxjsjKISKFEV4VKRQdy2850yGpsPAlCDXhWaA5hoxb9Gm+gjkp+2G4PMAbG6jNZ0+RSC41MQsBABsPEc4s/XQSPATTqBKUWSk6vsk7qCQFOVoOyE9N5rUmJ2xDCg7CmxeQCTWC9sJCGoSLgIKXfOqgZauEzCIjmNNaX3/yxsEdp6T3YT6lVhUWJwaIrW8/nySg2+bduPlEt6qleSRa3uxj8SwJa7/vICouvZ5DFAaMrPzjjTRIAAQBwuoge9bjpefacMDTjZ3KmpDiFfdbcr+5SehXvlGukQOOxRt0gEjbYZie0k4aZJD2b7I5gWCwoxpUSuwmW3bcARISdHLdjNGsLAJc42iZG1RthTFEnXs4SuLGkw7HuuQxldQKMPmZfu/KCTNNcG0grZefN4ogo04z77mDMWaQBi7yLDE/LiNKpYa/FhCz+HyqHCbi+jIxMPumg5bYloBSpvAmKzFaGzbytiMT4ImJgKVCRwgP5ESfExGXhAtmjEiOlCBT4aUEUM5tImVmxHKNZeYqc1Yta9bDf06JBMP7avWALwAak83HzTdDj1PxmaeBAC2AOanE5TrLhnUc6FXI+HF4Fx0G0C+HRGMp00ZagtbkiFQWTiSChmanqbyM+3rLj+R0WfeMGL/qvsMyb5j0vJzXt0DsfnUPYa2ExBDFJNAY2GcSjD6DW9eni7nlyNV4DfLVp7wla1sZStb2cpWtrKVrex/sr0kT/h73/te/Lt/9+/w5JNPIk1TPPTQQ/hn/+yf4a67DLXU5cuXv0bAx9mv/Mqv4Pu+7/sAAIx9LU7p3/ybf4O/8lf+yh+/4C5hCgC3nuY4aZDn9jSaCDhfTJtpOnFWaxpQ/lSvGVC31uPSaQhH1qYg3K5MNFjrveru6NL0Neq598xlQUNqhG3CKLGEjAHziwPyRLYJQ2M9bcX6UZ7l5MAndJXWMxcuDL/q+JL52/pXgPyYPf0uSaYz7eXByxFHavlZZeJ5pLObINlvaADHY1TW88Baz3mabwd0+tenY/SuGE/O7n0REpuktjiVkEd1sS0wP2XL9zhQbETk3QhKT30nE0BUpiwqANHI1X2ONktsPTDgnCOL9dVYjhigBeGcwUBY2GWre5y8u4uTEXGR1z1OXo7ZqRAHrzb32fgjk3RbjQJbFuE9Cq0m7w1TMcZ3WM9rVqDpJbZcwkRaYCg0C0s5WQ6Nymq4cElOIA/7/HRCERPRAP0rpmDzU5Fvg2Pec394T+bfG8Zr7OgHyzUOMXBc2wxrTxrPYLkuUGw6vDYjr281SCmhsXNbEdYb0MSV3W01iuMJedGqNY9DnJ/wXL68DcnrUqxzyMi0rYw95/j8bIeSsJRgnsITJhnN9f9yAwjsOG6zgecWz3wSWJgrxIcWg3kiQkn84R1UQ05lYconJHd7JZqOcUG3myElL7WZoCgQ61dYWC52PioAS9tZjgTqgY1mLXm8ZVchFY2hRl1OzDwbIdheJ4/1cj3km5yU7sYXE0Tbp6mfqRDU7vv39bGw0glByandi40E8cTSXdYauVVknJ4Pqb8f3JMiOXaSxltyKDG3CZj5caCyeSbxxI/7oNDEBV2sc0pAqzsxJZmn+wHVrbwwwOI4hxY2qjjYolyLetABmI26MZ+kPj0XEzaZt54TvXnDKfIYVwOBKPac2OmBxORO4yUPF5mP6vQ4zXnJmGFy3mHKgeSESSyGBto7h6ZuX/lGdP/t59B8p0nULI+lqPvmvod3MWzEPdvWHMVxc9/DNx7HYtt6IgfHUNrITzlMEB8z9I8yBA5fs+45sWcaB6/0+P9o4RLKBZrMZy4qW2/6WEL3lYnG5IKNQJQabcfMBYBRP3b9tE0Swknnm4Iw1svqzEGladwzpYnrmkkzB7p+tjgOklIXJUO243HZ2S1LeXoxpiTEug/qv/kswPqXreL06zMEOQgzbaJV5rq661U6yyEjRV7XX/19bf2u+aROUxbYumYmutu6sSSoHuo+x+79NmpQgubMZZpdJUDrwPC5FocXrUpvz8zDNCekjOgKkxd8BDjfYOjs2DU+BqnuagZMzzlF3JY87G3MwE4voJ+30ZSl5M+6x+m9BAfRnLYpKJo7P8mQ2NQKmYLGswpMXbj6q9c19JNuv8JQmPQujJ5cuZxf7vaSNuGf+tSn8Mgjj+DBBx9E27b4yZ/8STz88MN44okn0Ol0cPr0ady8efPIb/71v/7XeN/73ofv/u7vPvL9Bz7wAXzXd30X/Xs4HL6kgjv59MU4RTYwYUGpOHjuR7VjEQlnDIGLTkoGMJ+VzDQgnZiOYqitDHlaA8yutm2moSILQVkwNDaRJBqDwsWaATuLLoVZeIulCdHvIEWjSVkYjNGgTw4UhfXChV/Qeeu5XnlrBp+bnGQIxLnfeEd2YWYKJBYgalAYO9/iiKbm8/xEQINbW8YLYrqQoAXfiLW4JFaFxornpHvaQ4J2JEkEM+l5pI3oiyLWDRkzuq+wGfyundwmpOkwpCSA4BNwoTWFWmVs3te9V933oUNRK5p8mVz+vc8+Z8pP/kGpIXIHqTAc2m6TEZQKVd/JGnumAc1A/UkyD0PgrUZkD2Wi1LSpjITpr27DECwYbUqCQhHnfdPhdHhK9yQtNKL2LDzR3PNeNx2TwU/lLTT1DS69IIaoNIR9BpMgOEBQLsOOvJgQb/XXhAtdYlE99JvnoNQk5CQqf68w17TR79xsUWyYHyRjSdLWMmZYbPtDUjz2/OW88Uw0QanQpI4ZAZQA3CaMlF5E7YVIzGFHUVmWDyx1K2hciVJBM7ughQzprmXEkV7qW0t/kO7cVCjX+NeGUTUQMgkd+D8wBaT7CuG8hSg8g8vihLlZtus5m0WjTT/Wfhw7hodIaRwKK86yIwluFs0UlaPtCGS3TNmrkfD9Z18iyBX1lTbhSA8cT71/RyMm4ziFJW200j1J8KJst6X2YK2fm5jU6N5giKaOmgM+4bnUxD4DADJ22gZqKaTvw/zxuKWNkowMRCGzbdJmnJhhtPBzeXzQ0oG5TRjJ0YvGP7saBpSICQDNdz6I8Lc/T587N8xuMN9MSLApOWAo9zwHfWUhAPGhJFYQ3prnA4DaChHNJNVR3eMkOsOkn7dUwOjg2PQC2hRL4RMSmRQYPms3vn0BFQhkO/Y5oefaViEjHneZMGIgWk54azIvMBYUCrxxkBUzZhyUJ93hNGczDZp3pGDEDGPmMuf04DTPJGNFbFZBYQ4KlLhYaojS9XPPZpSMmU9ibjTmJ52DYGndib3wmRZA94ZjhDLQNdfu3RstQSFlDHIMidrP40vLL+Kpoo1sNFN06IxmCm3KoMcezhNN3LrrmariqSbBpt5VSWJy8dSL+7Qpp7VYxkYckOYUwWi+j+aKktmjuednz3Y8a0s08YKATLKledH0gey2+Xe4YMQ6FIAjPjTfL469TMEOq7MB2UvahH/sYx878u9f+qVfwtbWFh599FG85S1vgRACx44dO3LNhz/8YbztbW8jZUxnw+Hwa65d2cpWtrKVrWxlK1vZyv5XsD9RYuZkYo6qa2trX/fvjz76KB577DH8/M///Nf87ZFHHsHf+Bt/AxcuXMCP/MiP4O1vf/vXhan8tyzdsyHuSKKqrGz4IoSwIZ3kwKhIAQC08dYCxss0OwZku/a0HwGVhaOwgwh6ZJOXZqCQTrLrVexE6dU6tViiZco5BNcI5i78qynU5IwpjezJXZQXDDVat1RIrhs+sma9A96ah/BWE50dlAaz2YXBogVrFTQ3Ibdsp0VkVd7AGKoNG2K+NUfdMxSF0UwivmUSTzv9PhKbRCXvC9C57XlFe08eQIWmHXnjlcc612ris81emGB+aWjeb6wQWirC6KBCYiEv6W6NoLTh08PWeKz3KqqDtmvesekKdC7bMIICtE2oaTpdSjYNKkH0XADAWlveeB3JXkPJZeGsAS8cBSVDZmn6ytN9qMiUZfDMnDxS4SygZEFRKfRetGXfqRAfpui+aJ4pDhbIrJqmyiJUfRM+6T9xAKZMXc2qgLxQTMXAARWX3ptvJQgqRmFQaIH5SVOW7nNTyK7lcR9FmB83fbH/okK8a11+WgPaJq0V0stN32owubuL7mVT3vx0lzyvTVcgthzRSdlC1F1632Vz0RDoJT56pYl/tvvsGKoTAyesymEraOyFC01ems7VgvjoVciQXbU89YlAar286ZUJGku91fRCNClDZukom7UUkX3f2ckRutdNG8a354gzJ38ekBc2rRWFbEXeQIXm/frPzFCvp0tJnj5JqakC8trG1ybIL5isseTGgugRUUfo2BC8qgTiMey7SgQFR+eWPKqYueDYbzoIJj4a4+ow3CuWsm4iioyISkFU5g/DJ+ZgWmN+zjoptMbCQn9GT9eIDy3lYOm92tUwoM/RuCJqSd54T2KQKyQ3F2iHiX0mJ4729pgP4afX5wgWfqLiNkl4firE8Bkzt1SjEMWG+X7jkzcwfoOBYXRuVJCpIM99drMg6FByYwZtvfhMayyODwEAvWcmqLZtXyxbSkCPby+gj9vva+PJFoVpq6AIiPIPCsR3Xp7qUluEc0lczk2HI3NzCzJDRQiTiFkeSwmOEv7258HvMwqY3RsRkt3C1lUMftb05Wi/RGITzePdHPm2mVeT/RbR2JSpzQSSvXpJ+j2i5FVeS/Ki8kai7fh5h/QTFooSr8Op5zHvvTDH7mv6iHfM/F1tdRDvmTIuTncQ7pmxwzbXKGEPS8J3Ya4pismk9poJWiPZb32ieeeosqJLtk73JCnXliMP/xPVkuz8vCWl53hsohxEd1hrUuKMphKicSrQAHeRFQVkO9777doz3fNRtvhQUkK/idpqimA0vYDgTTJmSK1K8e7xENmOf7a0XnFRKuKy3783Ru+ag3UpRC2jBNV4IjG3cE3NPISlGnD0LC1xNJUUPcm3AxpT1ZCjc8PSYI4DhHshKfJGkxaF1fMQpYJoHP/4ckIrJ9rRZklToE2BgSUqqHsRkoMG07M+iZiiC7Ui3Y3OrZcnTzhbCTSSfcObcKUU3vnOd+LNb34z7r333q97zS/8wi/gnnvuwUMPPXTk+3/8j/8xvv3bvx1ZluF3fud38Lf+1t/CfD7H3/7bf/uP/XwHhYAGgtCGfrh/HRkBS3Az6shgABOKsvVVABL70Qw+TOKj3dCBxzSaUN3SYcHhQGMNxjQJ+cgQR8Qn3P11GtEz6p4ATtrN8mEJabG9QaFImpy1msJMKuTQsZcXr4YCwh5APMbFMhA4tpGA0Qa3TRgxjKh4adA2CnKQeWjCEj6tGUQUYtZxSJCF7FaDuhvSM+md+r4NdMghFq1nxMgEhQaZAgnsiLKl7H4uPWxEM0BaFhvWKMNMAdP28QFDm/lniSVu78rWad0PYPeeaDsRsRE03cAvIgsNLIvwJEC1ZjYlkeBUdt5IwuE2m10K2aqG02ImY05h8HogEI09vEMFfGmR9tWmooC4fVXAaNPGa0WcsLyUFKqP9ytfn50QotJo+459xsOQopkkYRBRBksQHQ1wV1eSNrI6YF64otW0cS1P9iGqJbEf7RkCwtse09t2wyOiUtJuNsLDgjiptfDCRjrg0Dwk5gdeK7QDxxABGlc6FMSzrDmjQ0Q9CAmekdaKYFb1WgpRSh8iX0joxNGZeCiO6sSUjyE2UoR2Q6VZRCFiwOQuuN8GhYXBLA9rDsS8hUo8LIlpbSAQTz4PPjA4Yx4ECDsnTZnmDeKJb8Po1hThbPnEbuEoOzmYxcNwqYlFJ9lriDGpzQLa3IS3GuQWz57s5OCzHKEyfytO9Ug0hsnQQzQaCWG5p/m8RGs51ZMDf8hJbxTgtS1fEhEkQswrREsMQqxVxPykOjHEdcO9rvMc/F5zX9ZIwstqHkDbccj2xhD2wBAuOEQpEV4xO7j61ScQP3vNXLe5Dlh5+PSqBk7YAc6A9JbZZTb9kOTo1fEOHb7FvETd79IGjt/3CqgvPWFea+11tLlnUiGyZ39xOEc0sf1yf4pw3qX2cDzw+nQHwc4UCKwjoRfSgVJ1IoKwKAgEC9MG1XpM+gkACHu9f2+CznXHuiIQlAC3OgBBJwKz7Crp7RKsdpvB1rNgLM8tgYcSau6hj0owiEqiXHesV55FQ9SaIE0yYpCRvaZdgrc1gO1+UILR9QaG5h1TgIeCaMH8PMuZh19JoOp7iM/Rg6y/hys7b8y/HUyGKRDuHRro2k21DkKfi5QzNNZJxCuF2jJbabFUX9pDIgGQQB1gRcmWUB1uzotmEpVlWHIQKqo3O1brLgOvPbyk6QraVzDl5yOmjoonubnNOEdAdeUO0loYhyIx1izNbTLm5IB0eUwre/naN7wJf+SRR/D444/jM5/5zNf9e1EU+NCHPoR3v/vdX/O35e/uv/9+LBYLvO997/tvbsKrqkJVVUe+U7IFF9+yDIsrW9nKVrayla1sZSv7X9i+oV3sO97xDnz0ox/Fpz/9aZw6derrXvNrv/ZryPMcP/ADP/A/vN8b3vAG/JN/8k9QVRXi+L/WejesLD/90z995LuNb3sYm2/5LiRZjch6wisWQ0U2NJUILzuf+UxppoG0W6GxylgqAIaR2eAfSoYwszLpYYx2aD0+VYC270JenJI6eeMTRGWvQRbWkIlNYOtxH4p2R2TGkJ8fUDJH3WP0+yxMKRQmKn3kJE6sHl0OLjWSQ5touS0gbX0FhWfvENVSAtq+RH7CsCLUfYbSyv225wrIL1ioRcBQbMWUAQ4ATeq5vun7c12CUWS3QIwUokophClqhsQmgBXrAlHk2TiWuWZ5q9F0HA9xcIQBw8nRN12xlOjlpdOrAZB2BDFtiFpDlDb0PQpRDRwXuckoB4ByIwS3sKOqz8mby1tBaqrFRgiZaPIQlRsBSR/L2KvK5cdidK4abxUPOWanrYKgBrovGA/Y5MIAovL122QMzPIx958vML7DtEl5LCUPcrHGsbhgw41PBVCh5SKXmvpGmMeUWMQbU1/YsPzjGQNvbdiWgcKp8dhHT8B8NCJi3gNWjpZ47Zn3uMiTAcLcs8TIBGhtwvNiS/iyb3oWnaDQlOzXpl3i42btgKIcKuJoesDCRn+iuU+oVYFPTpRJhzxtvIUPoacM+ZaDz0Q0pjAU4I0vC+95ruMgLlFsmHoXgxDFukvMjBDa+7JAEd8vmKSxXmwGqIbOg+/rScYaXVFBJcp77xlDNQqhH3olebc0Zyg2bXtMBUXy8uMR2myEfCuge87OmjpaeyIlGNzkXEwJsdltz/veJozUN6OZpESssOiAr6fUbtOzIbIdF/oGSttnmr5XkKxGA2JMYsp7BiPByOOnwxF5ApOsa9QtO27eiWgOqgYdpH3L499q8nYuLo0IcsWkD0sH95xAsWmhaikDWAyZmJyh+ckA4rUXbVsx8iCrkKPc8NzMLjpVrQXg95ww9bsdgGkDHdMBw+FdDPmmGa/dGxGStdeZsv/+o5h+n+EQb1OGxrL+lBfWDYc4gPLSNvVlFTFAG1jhYpsjPjuiCEo9EAgK8wwZCxqHvAUiyzgzPynQJjG1uYM1yFSj2Ha/ZaiGGrN7N+nduYV8iUqh3Now78U9G5aKONCa7/INhsSWSQ856oGPdBZbMTEgtZlP/K4HzDCAAWBKELsJbz28U9ReUr7YDDG9w9T78EmgGjFSwIT28KhyxFHaiFjbAWl4iIIRl3iQgyAzYa6JuSnfDmidZBJos5ASiMNCo9iwZWx8FLXcUghnjqEkhLLlbVPPKz69JNF/EfQMwypm/q0Ep3dXSzohgGFxAYC8CFFYXvG2A3RuW4jsKSCwMKt6AHRuguq+TT2DVjgPkG/7NdcRScgYEMc8xGyx4efe2kKjqiEQFAL10N5rusSUFoBYq6Qn43l52QqNQvaSNuFaa/zoj/4oPvzhD+OTn/zkf5OOEDBQlL/wF/4CNjc3/4f3feyxxzAajb7uBhwA3vWud+HHf/zHj3z3lv/z/wLfByoGlATJ8OH8cO7DWTJeCkMHDGURYWSg2Gi6QNl6cQ6tfbiHF16enh348JDLzlehpygSC4GAK4jCYsLHmsQGnDGl0XlyH/GmCVEX2zFhZ6vtlCjBmNLoXrMh01JCxU5URECUCpMLpp46NyVJS4MD6a6FABwUOHzV0Nyr0Ygn9mARx8iuGPBf+l9GiMc2fNsNkNwq0Njk2XCuaFMdH7ZoOk7WfQYVmrIvToSEjes+P8Xsjr4tO2gTnO62ELVCMLNy7YFAftwsMG3CMHzSYcIVars54q1GNPZy8ek1G/KNAtrMj57mRgJ67HCXCrwyKwSTGkFuntH0BCo7afWen9OGMZpGmJ+0st17NfbvNTNV/0oLUQTo3LKS03lLgiHhlRLlcbMji/YrzM9aAZm6xfAZsyEvtmLMz/fsMzRhxfNjCYJC0+FkfCklNoLshTHkwL57HaL5ihVbub2gdwIAzc19s6f3Edn+w2qJg1d1KXxdbiUkTQ4AG48ZLKmKxRF4hrMgb9FYwabsVkObS80ZHUTChUI08fjRIA8QT02fz3YlbUo6N+sjz3DQH94okltPr00JGtAOEiQHgjCc4aRGZuEAbdxDbPtAeFCAnfAQAIf1DkOG7lXLBjCvwY6bOsyeG6M+1vPhXME8tdo8QnZ7KT8htePoWknQJt1yhIWvQ2LimCq0mUD3ensEE85rhrmMwWp2ZGHhjUa0n0NFfop1uR3htMHcSrd3rlfQDIgnDqIBDJ6z471VRB0XlJqgRkx7Ss+g9JvgeLdCYDfz2XOHaIcZeG1ZX4IOjavFsZT6ZjCpkFvp+OzqHE3XjOOwUFRvvPECLumVOURp6pq1GvnxCN2rvk6dIFW60/g+kDck2BXvVUeo42gzNa5IJCs+NHkPTkY+2gwR7Vup+p4XXuG1Qjx2BwtOGzDeAKHNlekyRveB1NiIe54FZbcgCMr0+96Izq9+DgBQ/fnXQ1k8e7RfYHbRjLf0+hxJ340DRZATfj5C/OwO1NBcp6Iuwa7qQUgMJQbX73I2POVkOG0Jz84rRpSa0aRFNI1JDKkeRQinVhAoFYR7L0910b1W23f34kXpvu+Q2V4LzZ0Mu3FqpPt2LGaMxn440zQ3xRON7g3n8AmoD5QjD21JdxsMn3SbP4ZwBmKG0YLh4G5z49HTCtHcCdsEBJMJcw1wB3+h4iLf4rSBTJ+TkLF5oAqBdKc9iv+3DCHVEDQHhROOdM/isGcKC7upzW61NLetPSZQ2A1x91aLYk2Qv8y0jc0vG2uCz9R9ju4ND/1x+TFV44Xohs9oZLdt+/cijO9RGH3ZlLdzu0WbeLYoB7GUS1ufijFku6YODy4FhNevGUgcKN1lhna0cpTMIIanaiSIXnnwwssTE74yby9pE/7II4/gQx/6ED7ykY+g1+vh1q1bAIDBYIA09UeuZ599Fp/+9KfxW7/1W19zj3//7/89bt++jTe+8Y1IkgQf//jH8Z73vAd/9+/+3f/mc+M4/poN+gqKsrKVrWxlK1vZylb2rWUrxUxvL2kn+/73vx8A8Na3vvXI9x/4wAfwgz/4g/TvX/zFX8SpU6fw8MMPf809wjDEz//8z+PHfuzHoLXGHXfcgZ/92Z/FD/3QD72kgpM4zK0uxNB6YmqOeNdDESLrsete95AO3nCoWhBzSbAAJtZzGswFGm0OE50pyGsXFKAQkmg0elZuvRosZYKXHDenfZ+kpDy3sktyVIIhv3Mdi23vYc9PG69S58oC1cCJRQi0NpEkyBUxE4QLDT0UFA7jLUfTsd7rfIkbuR/4xFUWILvlowD5WeuFP6bJox6UANMp/abJBGWclxs++bJeT5Fv2MTMPYXZGQcNGFD95puC6qQaCsg4QDSz7DXJkqCQ0pifNd7AYIljenJeILvt6kdjcnfftptnbJmcE+hfoWJZMSPrZZxLkjPXwrPazM91KRrSZpw8cId3pqhs2JE1CioE5pbPuXOTER9tvh2htefANk4ofJv0KixOmveo+t67ld1uyLsalArlKCC+7GrkZevz80N6j2ogkFvWztn5DNHMeoYTD4E4eP0WeZFEbfiiXfi66XCCA8RjhXzbsRZI5JvWs7fUBosTXrBG1F5kA9qPL1ExlBuhlx3vAK0NNy+OBZQ0ND8ZL8GDOMKFuXG6W5Pns1nvoLUwp3w7QLnGyBtXr8fUB+anGZJDU/ZqGELaci3z/TLt/x2PhRczeu06+i8UFJqNDyUqO356oxlmZ0xj95/LCdYTrMdIb1lvKRIUay4ju6UwNm81ZAQstoMjcBSVKgyC4uiiwoxnNurHJDMeHlaYnbZJlm2Izi3rYTwWm+SydR9pc+H1yYUEUxtsPPkffRJsOeIInHaA9BG/g1d2yBs8fs26Sdp1IiUBCAbSdIDDe1LbPhFFiCZ396kNpmcDDF6wXuJzETFVJJsZxndY9qOJRrrT4PBumwy67zmim75PfkY/8vC4RQ0Z2c4PTlA33mbUd8uRQHKoMbIRNBWYSBhgYDSx5cfOt0IUG47NQmNs5zPRaOSnzbyYbwgMbQJjsR2jHHESQhNVTEnRbcpQ/fnXm3t99A+x9xOGTCC81COoB7vQx+ScG18C9aBP7T2/7zjN2U3KUPc8Ja/rp23KsXBQHOWl4utuRNALFWnixZcRQ93XCG5PTJveeQwdGwWYngnRs5HB+fEAonbZe27etwn2tl9WQ0E88fmWQHRYY2ZhitVwSe+CM9RmiYASDGHi1y4hHW82KBqkIi+rHuba8GLb+uperRGP3Rrj53gZA/0XXZK8IOgPtJ+DlDAJo4CJ5jrPcJNxFFsBrbNceuhFUPpnJ/t+TCX77ZL2g+fFLzdAa2O+IRBPFTHZLAtMKbFUrwBFuEdP15ifspDBJYdzsc4QFJ5ZhZde/K7uC0r6VYJh8JT5x+EruzRG4olGaSO4QQUfNZj7JFjArLWu3aBBkLw2YZRQPju1Ssx8udtLhqP8cew973kP3vOe93zdv33Xd33XEZGeb9TGrzC9/g2vfhaR3fU9dvskYNizkD85xPyM+Sx7LZLrFqM1UnjTXc/hD3fvBmBYTb7zzLMAgN9r78LrTt4AADwaXMD6GZNhv//iCLxvs9c7CVRqQ369BmzPjNT03AT/x8XP4/+9978BAA5eEaLp2ev+vVczm5wL0Nj5WUZmMgeA8YU+imN2A3fT06pBcxJ1mJ80RP9uY7k4ydC34aa6xwkjG029EhcY84t/A8CqlqmORGM3ieUIKNYD5Lbu4v2ljHP4SU7UISmlTfqcBGAA4OBuiwHuANyeiXjLwBufGd6mnlmj7YAEBYLCqLYBBgaknbhFxJBYiisVeSEQmcIqVrrDCQjPHJScytumQD2yG845PwIXKO1GJ90BbbT2743QrDeoLUSj6URUj9meJjGlaugx91JyzE/YciWgyXp6LqIwYtMxE3o09ZvJeqDpXqTSljA0I08JVtoDQDjXOLzH/HbtKxr5tg1d1xx138N/2tRTjc1PiqXnB3TQqLt8KYvfh6zzTUbhX1EAizN20ZpzBIXHg5bbEiqyEJTrQL5tvu9e8ypt6Q5DYXGM+WZCuOq6l5Aqp2iM+ubOa6xQzNQfWsGAg1fYtp2Z60zFmVwEwKg+JhaqUY44taFmQDXIqH2Z5EQzuFjECG0b3vy2DoTtp5PzAgd3mUF596UXsfv5swCAey9dwxP5WVu3AdqOfaZjueEa0WaBV6dXcOaVN4mlSYXA4d0c1SCjxTCcRWht/a5/pcbhXWbe4K2pQ1cWmQDFCUsfuCsoL+XgroCwumYcOzw8yOIDUB9d/4rE4aUAw+fMvQ7vEhg+Y0Pcr2LY+Jg9ZI8EJufNbzYelxhfslCROXD79ZZ68BZozpqdDukwWp9i2HtVhNTCARavWtogzAVRFMYTj6O9/eYR5lbMkrUMEcECl96vBirFML7TdJyDVwLSUlAW2waWBwDx2PeZnQc1OldsfsIxoPeCy2nRuP2gj9IWxzUJ8fCzMW2ImgwEQdn7iYdw8v/1B+bZf+MhcsBowUnRdnqGE6NTtQaIWhA0sdhi6L9orhtfXBpvsYc3VSOPAWbKCL8BAE6WmFw05Y0PgXbY4uZ3Hl/6jZ2z10E5LrMzIBEsFTKgNgeXw3u8MEwwZzQmZKZQDTJU69Yp0VHIT9icCAk0A0uduMtR2hNE0/FsX1poyIFlIxoG1F+DmXEWOOGsxbGYlEfnZznSmxZbv+nxy0EJ1HeaQuq9mJSpmYJRoQWgopDmdBWaenFrZTRmKE5aKKIG0XVWr87BXrS5UIMIxR1m/V48laDc9pQoDqsdLIBpIFBtWShNqCBmgX1HRrleMlEkzNVmEeZ3WMhVwRFOXY4J0NgDlrp3DjmLsPugdUpc55jfaRq++0yIndf1bJ2C9gtgGtk166w4K8Gt4JHsNug+Y1WYNzSCnKE6bTtRw4hRTcZAad+DVy/TTfjKE072Mm2hla1sZStb2cpWtrKVrez/ufYtC6zuP2vOD189u0XJlItFDGWhD91dw70JAMVWiMHz9kR+guMPL5/D4Dl7wk8ZnnqlceHVkxhPBMa1l10R2NcmbTs8FMCh8U50rwLTi5YNYD9BdtOUZxx28anRJfCxqdLOdVC2vFIu5Kpx7FP7JFiSH4tI+lhzhvK2TdjYayj5SAtGnMAqMMlH85M2+WSu0b3iku8CRDMbJj5oUFsxGl4rBAvzjPGdKfrPGlfM4V0dDJ+zySN9gc71EpOpeceg0uT5DBeeo7pzLSfRmOSgRZuZ03r32Sna1LhaO1/xiS/xRCLer4lvWMbCe8IzjnTXPJ9XEqOnzDX5doTspk1oPBGj/7R150oNbQUI9l/TQ7bjpbSDQkLk1huiNHmo5qcTTM+az2tPVOCN895ExBSR7tWYlrF9J4lqLcTaV21SbOOlqHlRU9JldqMkYZor94Y4/ZgVjugHBHlZbAfoXTXel2oUQAtGSTVtyqhOBk/OoK1nudiOUT9vPq89WZGYR7QzB5fGjTV4ZoGmZ1kntMbiWITudfP8YsMnHhZbMZJ9G8/VhoXDtKci5pNo1hIHfdMNKNkpyBWyXeu52akRFBLFlnV/akGS1YPnagR5aD8X6Nz2fN6jJ+1FABqbLJXcLOhdtWCQUUKiFkwD4dQJVHTQu2q+z16co940Hi0VMuJh710PKMISHzYkdpLdrND0Q/QMrbThz7VtOH6QY/RV6xpkjMZIsJAEMXnqrhO48Kypw688fxLDp23fv6VQbHBEU0WheC0Z5OUO/uPFu/DiE8fRNh5GdfwPGqTP7VMdyLUO8b6H+zma15r6PP6fFtj65AzlOcvgwYHDO827bP/uDZRrhuVj7amWtACCXBKMYlnASJQSi5Pmvtm1BbqPHnqO7PIEshdM6GlxbAvpi+Zz9sUpBqdN8ry4ugtRGLYrHTKsPWGel9xeoLTJsdlzh6iPmXEQ7s4xvWcNnRsmCZK1kjj2k90CfG6pLsZTjN96AQDQvVKgf8Vy/7eeWz179AU0dxsXebUWGXiQE6U6TCmhnBW10VqAYapxdZruR0ivm2sWZ7rofvIpAEDz6vNY+5Idz5Mch288TmJg0X4JcWhc4eWFdUT7pm+El3o4+BsGjrL2//0DNA8/AACIP/U4qj9tNDG2Py8RPn7ZPO/bLqH79CFwMDa/X5xD9oL53H0xo+RuJjV45aAxydL49ImvL44ybHzJlC/ZyVGuD7DxZVMu1iiIhXmXwTMhxIEVYbu5Tt52B7vgDTB8SlOkICwUJuccS4sRnXIQrukZQaI6vNVoE5dEKL3QVYctQdRAbD6DyxKziYVO2Citg08AJnEYAJJ9jXTPvNf0bEhQj3CuUU9SKrMTrIH2jGad2wrl0LFkaWRLiZmaAfM9z7YzfM7U6dV+Rv03KDV6V+xYLxRgAt+YneYYXDbtIUqFeiAwm9rozw4neGZ6oKgelqGBndsSnVuWraTP0LntokscXTuvjcdd6C2gYwLs6N6QYNqUZfisxPSsS8IGmLJsLimw9oSpq9m+Z3apeyE2vuIjY8NnW+zae7EWWH+ipTqZnA+orVb28rZv2U24C+EXRQQR2E1qGSCwm2AtQDAO3nisWXIIFK2fUNouUEvbYecCZWLxwLVhPgAs/s0uFtHcTzBMecwdbxl28y79xgje2Asd44qlKHR4LzAflovHcum+GvUgoPvw1mLb9mpUI0+VJxNGuGpRKRLSaZPICx1kAuWahYokoM1jvdUSFlTUGs0g8jR0mlArYNpvnPMTGRbH7cS0Z7L3ASA/16NQ5fxESBSKMmSoB6HfhEe+3pkEUcGxbuAZDxpNCp1twlBYvLUoFeFd6x7Qu6qJ8k1zD1UB92wY8xMci4v2oPGUx00W64LKWK5HRBtWDQx93/Scw7wqwk+rIKYNTbUZkyJeeDNCue4V2+j6ECRKwhuNYK48jZhgRDdXnEg9hWPGiXKq6Qhom3zc9EcEt8mPp9Tn2tQIRDj1TyPg4EKSDLPTFiefa0zOm2cPn/V478l6TMqUbcq9Whz37TQ7E6F7vSEMPLgXsIlv56jWDM6g3IgJuw2AQrP1wGOoq82E6N6MAAdDteY3KHXf0mcmnh6vPNHxuOaQ0WctGHILmeKtRmSFlBanEkRTSfjIcKFQW6xxmFZoBnYDqEA4+ZSBxgIgiSITjV4SCVEYPVljfCk5igm3FIVaaE9RaNllNPObI5lwYieZXRrQwlptxqhHEVEyagHMLlpYwx0bRJM2OxVQP20zQYc9MCzlOggklm1meqmHeDOj+i7WBFRkNvqLk8DsziEAICj6ntrv/tM0h8iIUV7I/HyP3mNxaUTzV5oYqsXqFTav5XZLGyeZdiBqy6LSDKn/FNs+n4IpX+/8NedIPEnGDOVmQpjyNuXAGcsI1Grfh5bGvYoYtMWBN12O8vV3mM+9AJFll1LHOlhsM1RWXTIZChLi0QEjFpS6ywmC0jz8AMLf+YL5/s8+gGLLqRoHiFPzjGoowM8NAZvf0WYChc09cO/kzUHdOICI2tCZvJSjfNqMA5l00b+s6ABsmE+cMBeD2LTXhQzlmh8XztIDRYfWauhx1IClPV0SyeneNP0mOqyx8zrTbpoBi+PWWfB8S+NF1Bph7rHijcWQp3vKstTYd4kYAnNOQDRXhJlnyr8zUx4zHy40ldGxEfkCL9VRwqkPac4ojya97dlhZObXQ8294A2W4JxNfxli4/IEzN9U4J/Zxn4s8JZR7kKTMRJi0gIkGLY4xj07EzNwLjePNB3uIUK5pHck5WLAiBo5R8lckdBQyI7mxdR9L9YTTTxNZVD6w9cyBeLLyVaJmd5WcJSVrWxlK1vZyla2spWt7H+yfct6wt2JNY49l3ITt2gt40G6I/zBn4Oyk+cnGRhfglvMAMGtJz1VSDInq51ABd7b5E7FTcaOyKo70xxYzxbYiwxsgLeeS9Ud+5jWyJ4fI9y0mfvbEeJDX37mvCaMEU+y5v55bSoQFArlmpPN1QYiAkBFgk718WFD3jzWaIRzxxOeIt4zFRftdMCs6oqOOcJJBbHuPR28dqFvRWGy7EaONu3QuzfWW999fopyaDw/2U5LnvfkoEU0ronnXEacwogy5uRJF5UkT0SzHSO2HMYyipHecKTsivhko1kMFTKKHizzUrNGQVnJ4F6SQAfG7RGNK7oGiMmDkezXmJy3IfxdCaYC9K9Yzt1qCY5StVicNu8e71ao181vmuM10o97KXUH76i7jDi72zhA1fdwlKbDicc1vVGQ1DfbShAfuoREDzkI9xeo+yZrLbtZEBwlnGrkx0LEh6Ydy40IgYXlyJTT99DAILTCSIWiuk53KoI6AT4aERQKbWLqrf9iDVF46BEUI0GN6liHICGd6wYGAhgvtrtvslcRF3lyO4eyfL864CjXBJI9zwnvZNXzrQ5FFJIbCzQb1uMXcfLstalAt/E8y8VmROVoM4HYeqVYq5HZMPFOGSA6dJQLDKn1tEYTHxXSmiGc234ScEqeUwHD4V0JopnyyZDa8DrPZWwYkIgZSSPZa5A+vQtYtgU19HCU7nMzTM8MAVhu750JqvOmfZVg6D1nubaf20d8v0nK611pPPwqb8Et44dMA4JfiaIlHv7+MzPw67uApY5ld24iuWqyIDunN9B9zkA3+P4E8oRx+4obB2CvMM9TMYewXOTRbo7ylIejhFvmc3RzCplukFw8ryX4unl+vFeAT63L73CCenDJ/P5mgXpooxFSU1Qh/sNnENxzDoCJDqQ3c+JmLrcypC8ahhBWVNAd6w2OQyjbT+t+iGTHzhWnu0g+a+Ao4v47EFo9BDYvUA+OIbZRsHg3B983dVJe2kZ63UBT2IU+sWTEn3oc9Z81cJTg419AaqEpovRwFPXQJQP1mZrfF686hfSKKW84zGg+YlKD2XFRbsZILP83GKjvBE93kO7UVIdXHx7g5KcWVL9Otl4lEcSBacPi0iZpNjgefWjDvkI87HMJ5hh4rFy68+5Waxxzy6Mt1j3cjCmge92Wd817pU1Eynw2USjzuU3YEY+1qPQS4xYjTYB8U9D6yzQostt0GLH+OPiJe4br+0w5OJZj/WHo3PBJpQ4CGsw56RkEuaIIGtNY4mf3USTWavN76yUXtY/4hbkmz3vT4cTaEs38XKoiRtE3UYLmKSY5im2gY+Fx4Vwh37LrYerZTZTw9QAOgiI2nYDK1HaW2leZ6LlmNnl0AErC1oEXAUw8Iu7lZStPONm37CbcTQKjTo5YmN57C30srGJgPfCsE81Gi/nEZk2vaSRZDWkXp2oNGER2ku40GHbMwrG31gXrWygDB00uZS7QDh0oFGDuIaMaJ7MJvtp1MIeAcG9L7EaY3rNGDAZ1j0HGLjzpN+1MCmIu0dxDHIw6nqYBBg2EA6dCJpBvOHpGRqGxpsOxOG7fdcBQ2tBm29UEBVAB0J5LsbChq3QfJkYPoNgQXkhAZ7QpmZ0OSVyo3siIwmx2JiTRhWjGUA8jogxkEhQ2bRN48QiEBD9QITCPzOyXbzEEhQmNyohRRdZdIOwL1JYSL9tlaE545UUHPSrWOZV9cSJCYploXD2ZQkVo7EIxSwK0HY1yzW0mQ8I3BnlI4fHZhYwYIiAkXV+sCxJfMEwPvm2ZAoUVdQCvxHgyo42sqBQxgVSjgBaONBGYnbYbxmlCIX8tDGzE4b3LITewGQDz4xzd2PeTwtZ73fGYxqDP0bllGrTpeYgDbxQpo1aDCOlBgNrRDPZBUJpyPSDFuGgWLVGQMTQdG+bnINXRyV09WkyjuRFqWVZ5Sw6ErS9DkQcAbdqnBVkLINv1GEx3r6YbE22YTGI0KfPUgg0wetqeGuDVWyd3JLTZkHHooTiDOcqR6XPpcI7WbpznJwWanmHIIDgK12iHLY5HE4jtAkw46BLD4Z0R6v5xqismQSqrKvM4z+J4guaODJ2bPn+gsiwh+d2bxCoyOxOSOFXdFwjsAU8zEIWpqEKUI7vpmmVoLl5AdrO0decnoXID0FYwpLz7OOWYDCIBaSkkNQMWDpY1DAhqpO5a88Jn8QgHdwkMhYURpYwEWaq1HmRkCh/NNom+cnxnx0PPWiAem7l78da7qXxKGKcCCWIJhjYb0XuQMmuu0P/M8wCAvf/9Esp187x8k0H/mVcAALrPTXBwv/ltUAxQDjkdwPPtPsK5OVCUI0FCPJNzngWl+tP3EgQlXYKmTL7/TUg7Bo4iY478jjWEE3MvmXCCo5QbIR2+VeBhXjJmUIFVbV5yKLSpJjYrFXFUaxqTSxbuc7OBsnVdbAboXTXlmp4JSchJhQxoAHCn/GnrqlRe6VkaTLdbR9rUj+k6YTR/a+5hFNWA0dwPpolpJVh4ylzArGFqCXLm1unFcY54mT3Esu3whtGcF04A1ff91MFcoilHNbRlYgwy8YcGHXiVS6YM7SoANANJqs8y5JifspvSAz9vtBloQxzmHHXXQ2ummYfStAmjNaUaghRqi1Z41V7t1zYwkDjQ/IwGbxjVPVOa6qtY58QoFU1Ae4xqDeSYWRz3jDr1AOTEUpFZ2x2jlQo9HWmb+fri3sexspepvSQ4ynvf+148+OCD6PV62Nrawvd+7/fiqaeeOnLNrVu38P3f//04duwYOp0OXvva1+LXf/3Xv+Ze/+E//Ae84Q1vQJqmGI1G+N7v/d4/0YusbGUrW9nKVrayla1sZd8q9pI84Z/61KfwyCOP4MEHH0TbtvjJn/xJPPzww3jiiSfQ6Zij3g/8wA9gPB7jN3/zN7GxsYEPfehDeNvb3oYvfOELuP/++wEAv/7rv44f+qEfwnve8x58+7d/O9q2xeOPP/7SSm7DGXUbIK/N0b2qApPUABNqcqd7FXvOZJkwNE2AxEYCgzlwfWa8FqoSKC33qigYmspmSt8QaHrOIwrw3Hp2G8/vWs1DTOoUfG4zxRdebICKzBnicQveOk8sJy8hb9hSsgmQWK+X5ozCskHBkO5UOLzbHH9F40/MvNEUZhO1Jrl2MJOgAxh2EucFSHZ92L0cCSRjia5lpJidjckD0ru+lJBTKuRnLcPDQi8JK3jvxdan97D7kHGTtBlHUGiSidacHREwctLbvPZJbYtjAXmOoiknSAevQd6eeBABWlOSLNMG+mIeAoSWjaZdMJQbzlPrGTDiqfKez4MGi+3YXqMR7zMPA6k0ecI1A3nzei/W5H1G63mAnRfQ1DWncC/AoTlDaDP/m5SRd4PXCsI6aovNANEh3cJDKjSILx3wYUtWKSyOC3SvW1hOzKi8yaEmTm6mfCJVONdQTtSpUJQQyBTIk5JvRxTGjCcKQaWWvPWM/saUpoQi3moke6bDz08nCOdeutp57pP9FtpGE2TEEC00sTkAPoQblAKdW05avAJvIyqja8NoBnqPaCaJ4zkeS/CWo3vFVOrsXIrFCae60VDSb7rv+4AZN+Z5B4uI+lkxS3DmSTtG1gS0MP2XkrErhq3PBPj/9N+Mzmc6YJVPOMz2FInKACZZLz9px22tPCd7qRBNW2J3AUD8+8t9Q5SavNlMaYIZaO6FQHitEdpERR0ypLs1iQVVQwGcM/NcMAfKTStQtpAkMy6TgDynMmLkeQ8qnyQXzlsUm46RQSO7rQkulx4o4qyPJ5KgWbxRWFhBqe6NlpIVNdd0r871CuW6FfXKOGQS0LxR9wQC26955Rk7VMQwectFAHbs2uRcFQjEB6Yvzi4NkNloj6gVymFC4yfZb70HOWL0vHgsMD1j6nH785L4uEUpMfn+NwEABv+/z0K9xaxn+XaAaKIIdtd0hRdYWfixw1vtoRfZUgLlToNqzYuiBUvsIskeI9GupiNojMQTSdCLeKqOJDoCZnk0nN02mb0vjiTDMQXqW0yB9BB4C1pbmy6HEv4aD6/0XuKg1AStowRI3+0pITI6BIljqdDrDgCmP7prXZkA78XVS1ANGRuGkmhhebvDJZExwItY1fwINMZJ24vKj99yzc+XvDXv4eov3fGeeBd5AYx4DhEuAKRBUA88M03TY4gndkzc4shPaDDtPOmC3kvUho8fAMD8OwYLn2QZTX0d8hp+jyB8xAEARMko8VUzUPInJaS+zGyVmOntJW3CP/axjx359y/90i9ha2sLjz76KN7ylrcAAP7gD/4A73//+/H61xv1sX/4D/8h/sW/+Bd49NFHcf/996NtW/ydv/N38L73vQ9//a//dbrXK17xipdWcLdxqUNIu+mSjQDsxlk0gLadWpR+81f3GaraZxWLGujGZkd+0HCUlaUyygFWOfwyaKIJ50YBy/02tJMRqxnmbUTXBbnHlzmNIyY14ptThBbTqIIObVbCBaONc7LvMZ/gjGit2k4ILTjBU0SpCOOqBaOOHU4bYGQeLipN1G/lMENilQHVa3sIF36jFO9XmJ3PbFn8COGVQjx22Nka0dRvdmobvk1vzFFsDU17nBsgtItZNJGId0souxGQiYBoXNkZQru4iKIlxoMk4Uivmx2q5hmiA0vP1SqoyEF0YhPGdjjKQkIUDV3XDMyKEkUcIve4X4cJrwcR4flF0SIoIqr38aUQyYHFyjOPbRbzCjro2rZtEB/aCU8yxPZ6kfqFrk3YEt7f0P85OkreE6gsxCLZKWhzJeMUfMNRA1YU9hfzCtHa0Nb1Am3f0QWaQ6XDfmvOPD63jU0/AADuxZ/CuaSDW3RQGYo7mD4gaoubXNoYx5MWwaKFZqaOinWvkhmNJZQtb3RYo+1Ypp+DlvIQWKvBLSNPcntBAi4QDJNLHYIj8EYRXjachwhn5vtwf0EwJM0ZtWHbDWljGB3WBMOJJg2YDFD3fVmcacmQ7Jj6UbGgU3o4kwin9qJKUHuiCjA7ZfMebkqbk+EZHFRohGT+/B1fwb+/+cASnEyjc71CeHNCz5brXYK2hNMKwV0mJi1KhfjKATRfp3esuxZD/5XrEPefN58PJdVDeqsgzHLb8awX4bSCjI0zJL02B98ZA6kZC226gfSa8UREZ9YM5hoAnxYQm2a3Edwao81MfDw+1LRBTS4fgp83kI5oN4fITV8Q0wIqHhF9IDiHEnYOmdQIbzvlqAWS7XPm9+OG3oPXiiBe0Vevgt15EgDQDCIEs5o2eppnSK9aisJFCR3ZiZUDzYYZk203QPbsga3/EaKvXjW/vfcsoj1zIzYrEB87Tn0iGlcQ+24HuI5o19RJPegTzj58/DKxoISPXyYIinrL/eCf/qK5z+YbkbywD7SObnYbyQumLO1mD7WFDIpGIdwz85m81Ed2q7LXA90XTL8UrxmgYylHeaugRUD9kVeSaFZZWZPDiTddOgj5/5sNqZvLw4UkVhimgGQs0VoGj2rEaR3jrQZ3h9upbx/e+vXMYK/dAVh5LHQN6Bp0+Ac8DCqaK1JVrruc7hWUmqCMTHrxJRWAKIajqYIMHZWfRjxuyWEQaSOkZW7g4U1BHpGTRpTK068WiiBp4ZwRpDLIFVgL1PZgHi08C088WTpILb17PFHkYFCR32NozijvIN/gEJUXTQoXGoFVHI7HkvKnWOs34Zp5h04z8/ArFXgWNVFyJGMJYZU5uQQxI+mAGTYcrOAo3wr2J2JHmUzMIrO2tkbfPfTQQ/jlX/5lHBwcQCmFf/tv/y3KsiSp+z/6oz/C9evXwTnH/fffj+PHj+O7v/u7X7onfGUrW9nKVrayla1sZd9apr+J/73M7BtOzFRK4Z3vfCfe/OY3495776Xvf+VXfgV/+S//ZayvryMIAmRZhg9/+MO44w7jQXj+eZNI84/+0T/Cz/7sz+LcuXP45//8n+Otb30rnn766SMb+v+eOd5kqRj6qfEcJFGLg8kQAFBs+JBHveEFZOqh8YgtJ590QosbyVpEofWWpoCOrPd8qADLlFLOBFor2atqhtxmaetYoRvUaDvmBFts+Sxq4g8WDOP71imZjTdAY71evPFwBxmF0CK0nxllaScHhk3A/54Th6yMGcmZJ/sC2Y45Ai+Oh+BrLlmQYXK38RxV6wr7r3TZhUCbZpSYGZQMa08Yz8z4UoJsx4bkN/31WjDiYZ3eNaCEMOgA5bqDLmg05zr0Xubeth7XOP1eNBFBUw7uEsg3LF9vH1DC8gMrnyE/PwWIKiDPYzQXaBPrCZ0r8rDnWz5xZXwpWUpsY+hYXty913SIi5kpc89iwzKJlArMun2LrRjT06a8/Tgjjt2wnyM/Zh7SdBh5TJj0fOMqYuCNRnnRhtsToLDSydNLXYrKqJChsJy3B6/MKLSaHMbE11tsDOh7wGTuO4GWYp2j7htP5OwMw/BZxyajSBQizAWFmNUdAXrXvICQC5F3b7SYn7C/nXMU3RjTM7YPbXqYlah8clc4j9HYEGq+wZDu+6TfbM+84OTuPnmODC84Q2STtaZ3RwSrObwHqPqW7WRjnUJJdY8jnto6jBmNq2ItReFgR8dS8NqHYYNSo3vdFDgd1shPdKhc1BfXQ/I2iX6BamT51YclVGjeI98UKNeAJuU+xMsAOZA4Fk+gUg8JUCHD7n0pOtt+vMiY0fPyYyFam6hVDwNUa9v0jm3KsTAOYYzfchbFq62AzOc5waT2X9UlXudg1hAM4vpbe+hdtUwwbxyic7Pnk3ArjcUF09HnJ4HYJhFG4xTSehWxvY3IehJvPxhj8LxNqP3ftmm+HHKGmYWk9S9HmJ0UmJ0cAgCSQ4XuNctslAbIX2NEgHi7ge4V8x7FsQSxFamRaUBws/kbz9P43n9FgA2kKEdWDOxaheldpuyi6hEH87IoSpty3PwO48VvOsBaZGAqolSYvGJo28Xw7astB3sR0JbxaLHNwc973m6XLLj4tksUoVQPXaJn59sBos03AgCyX/8cdt/+JiSHnv0o3zKib/FEIhrXtq0jTB4wZeldrVGtWxjlQKBNrC47gL1Xm36z8V8qVGuaoCqiEBRh2n99H6MnTV3vviamtU5/gQE1iNGLmDUyQf1WhcYbXVt4SLGtkey7JE1GyexGUMt878gEAGD4bI3bJ03Z5yd84r6o7Ny2aaOaeyBYWbHByROuQpAMvRaMEhXjQ9AaFE88ZKVNPfd471qDuu9hU7zVtD5ufrHE+A7zDxlrVFaSPgw8S0zdE9RnqjUOdtn8Nt8OCBoKAHWHLXn+Nc0PdZ/RPi69XSJ/tWUL476O2hSYn7AwsHULI7F1xBsFZaNYxbqwCfw28m7fV/lpwwi72XWu7YD6X7VmYKTuWsmBYsuxkkmfmLkEnVnZy9O+4U34I488gscffxyf+cxnjnz/7ne/G+PxGL/7u7+LjY0N/MZv/Abe9ra34T/+x/+IV73qVVDKdPR/8A/+Af7SX/pLAIAPfOADOHXqFH71V38VP/zDP/w1z6qqClV1VPopmLTgIsBMChzMzIiuDxJDFQagex0erpAHRLUEzTE7owhHqQXD7bnZ6Im9CHMr/NOZguAWya4fkJ2bmkLqShjRGACohwK3iy6iiRU3eEGjdhOXchszjdGju+itmwWw2I4JSqACTgI90bQl0QEmtacrGkTgtQKzK2KYK1JdY41CfGjD3bMGxTGLwbxeE5yFtwn6T44BAOM71rD9n00ots1CBHkDwEwoQaEwPxXb96gwtxPu8KkF6kvmmjbhhCXtXJ5B1D1XvYhshDecSQR5S5sHFQmUduHJbktibuC1RNs1328+ppDsmgW73EwR7y2BBK2tJR2ktxsKlQb5Un2VLcrjHdtWkjDP64/NwGzfq9dSEvrZ/OIc47tsCH+nxfRCiGjqIBIe7xrvNkj2bDhXKlKK3JvEpPBZD0M6TCyOhxg8a96jWotQDQT6L5rrqkEALk25Bk+MoVKb0d+PEB/Yevj8hBRCWasgY9Nn+o/eRHNqZMunML3YoQ1OuIgQTkx/6l0Gbc6Y0hi8YBe3w8aHY6cV2p7HIjuMqeZA96ajV2RIDhqMHBsHD5EcaNuGLUKbH2HgPub33SteiZNXDcpjpn6HXz4Es+F02Usxu6NDmMztz84IJrPxpQz95w00QMxKFCetUulOQxRdKvR0l+mNBep1cxAKJwZi02ZOHVBDWoq4Ypyg86KJu+tIYHbWjpFrFYXNb08jwt0245hCxJ3bLaADdHZaj2fVgJgJ3KoGYCWn+Ya3GutfrRBfGZO6IwCCEfFSou71qD1E3pDSpKg1EqsAOHhigmpg2jo/7mlDh8+UFCpveyEpHJ7+D3s4eJ1Z1Y/99g3obmqoPQHk5wcEQenc7KH7oukzPG9IkTS+PsX8bvO87Ucr6g+952cot801yU6OcO7UeCU6tziNYzBGFInRpEXP0SDOStz+drMpXf8vCywsNj4oPTSg+/QhylNmo33scwV4rZC+aO47eeUIw8dMUoTspdSH+lqjXvdqqtufNZHZ8ngH2XMmuaI63sfgq3ZCkhKHr1knjHWyVyPYMTik+OwI8bM7AID5fcdJ2Kv79KER4gGQvXCI/I41+37KQFAA7L79TRh94LMI7rLiPScGiG6Zdy9P91FZOlNRSKw/bsoyvZAh3TUdqXdY0/w1vdDF5pc8o018wJBaFVwV+s3oxmMLiLn5futRv3kkKJk+CkUIZy2CvsedGyeNZX255QPi0UyjWVqvaJ3kPvdlcj4iLPPw2RqTi6aP81YjmoGYZVTACFs/eEHS2DUwTjuvThXlSGkGcgo0GSfnSO9qi9mZkJ49eKEm6FybcKIrvv1Agu1HbS7IWe90iccSi+MWVnalpUNVfOBVOdOdFvVQ0HgXjab1ZRlqYhjRzMfFqZTeQwlGYlqac/SuOhG0CIuTILpEzRmCyrVBC809CxqJZg0Z1RVvPR2z5j5vpnfZCHOFViEcCug6hea1EJGF1yWHL0PXL1aY8GX7huAo73jHO/DRj34Uv//7v49Tp07R98899xz+1b/6V/jFX/xF/Jk/82dw33334ad+6qfwwAMP4Od//ucBAMePGx7aZQx4HMe4cOECrly58nWf9973vheDweDIf7ce+91vpOgrW9nKVrayla1sZStb2TfdXpInXGuNH/3RH8WHP/xhfPKTn8T58+eP/D3PbbIPP7q3F0KQB/x1r3sd4jjGU089hW/7tm8DADRNg8uXL+Ps2bNf97nvete78OM//uNHvnvoH/5faAIgSzwFSdsVkHxZFthYNYQXDegCQSQpy1iFwEZqyn3QG6DXNcfONkuhLOd3W3joQ91jqIbulMroviqRWE9yXEvtaXbgw3p07GOAyiI0XceBzBEsHJsBp3sFOSO2B5M17TP4AU5lUYJBTK2XJA3RWq9vUEj/G8GgbeJK3WXQLrlRgEQz6p5AKpXPkG88N3nTEfSZ1a1PFqwVJaiwsiUp3+TQy7PzVkNUjEL6ziPp3t0l8gnB0FpO12otgKhsuYYCyW2XoMpJ6KXucAT9gEL4vPFCRcK+v7uXC8G2vYiSmlTos+BlEnh4RsRMJn7j7ivpvrxoUBy3HsODmjyRCDRUZD05glGyoAwZidQ0XZOp79pdRcyHY5dI5GXiM/qbUULekOjGhDynaq3rkykDBWgNZT3mbcIR2lzAYjsmIRwmFfE8N/2A3kmFjJI361FEyU7hQlG4N80VVMDpvVQE1AMHW/EMOaKSFMnRQUhtoCLuPUpZBM2daIZG3eHEhFOvJ4gOjRer6jOCWWW1pLpu4oBYL5qu8CJW/RjVwCU4aStrbZ+jQNEJxjUJp8gkoOQnGQsqI2JJEAkkmvpum5hksiY7yrqgORDz1kDXHCKLMTTdAFEgqH11KCiZUly/BflGG30rWoAtCYCBeUaKqqFwdfe6XJJx9+8OmLEIAM26FzlCaMfH5evmXmcHENesN/lNPQRXLd1O04CtnTbt88wLYJeG5hmZ8Ml3oYCyrCs8r9GMzETBa4k25ZTEqCJBHl1RttDWkw6lPFPQ8rtyP9bQesGuaj1Ceqv0kSAJ6NgnY7rIEa9bBAvTH/LjEQn3VAOBrGmpHLJjPbV5Y5g5fFAUCGy/DjjUsGffnSO0SX04GJMcPaZz4gJXsaBEzORQIbjrDrRPPWt+f+n1iAubXCk1QFEkRmw1TPmkxTYLIEqPG3DzRHpjAS1iz/HOgODARHLqrS6Cwno+Lw4oiZb6JjPJ4Y5FREWcEiDdMxzURIfw/OWhh3pq4aEQKvQsWKL2UI+6HxDUgkkTMS64T6J0cIhqwGkcqmCJ5YNz2CAqRAWCKEJ7FpKm59cN3miogPk1pvFQD9GA1hGZLENIxBKsRniBnQC0hqiIGT56twbWntNdCQZlv5eJ/z6eKOIGV9ESh3fIqMz1AHbutxCdQ6DJ3L04aVRAgRKWZQya82QIwL5f2zEiWu6+7SGndYS1S/WkNa179RKMaGUvT3tJm/BHHnkEH/rQh/CRj3wEvV4Pt27dAgAMBgOkaYq7774bd9xxB374h38YP/MzP4P19XX8xm/8Bj7+8Y/jox/9KACg3+/jR37kR/BTP/VTOH36NM6ePYv3ve99AIDv+77v+7rPjeMYcRwf+W50BQBaXLm3B2YhJPwwQjy3ofaFH8QyAoWKmo7AYhLjxPMWM30swAu3DKVeuBdgpsyMsLYLWoDDGQjDGY81bUKgfVgt2hd4cmcLwtKUJQc+o9rBUaA0ZNe/RzSVNHDNb0yBo0njBQ9CTpsm1np6OcBMcvOLPfrswuEuFG9+5Bd13gLN0DGzgJg/ei8UqNYT2jDIGET3xStFOLT5+R6Vse57cZfyzICgKVXfT5jxbgXWKlQbdtGWnnEhu+1jpTINEE3MgiIaZaExQHzAUJw0i56oFC3eTQ+In65RD314lTbCIUc1dDh7TfAkHTAICzOp1mNiLlERpzoVlYYoQYeZNg3puuJkj5homk7gVROZBnOHgVb7MKLkxMASLhTyDQFe2cU4E8RsUG1n1AeicQM3JHmtaEFZ3LVOm4LKqkcCZpFMd1vanDEFgnSIWqN1VHBMkEBJkPtDHQCU2w4+0BB7huzG4Nv24BT5xdPcDARHybdCCtOWmzGx7aiIQ1jlzqYXovPMGABQH+tR7I1JjbDQvk67IRanMttWQGTZUVx/dSYtxCa7WWB+xgk5+VB5PQiMKIodAsl+i8DiaKOuRmAPHW0n9GqCMwUwexhuOGobrtaNRjjzbStjg+3WSxsdHWhUKgCr2ZGkHyY1inMDWkw1c+0LTL7tHMHbphcNQ5KDmrQppzoqzg7pWfmWIMxxUEpikmEKBAGRGxGJKs3vXgevFeTFV1JZF687besQGH+b+RwU/iAV/Ln7/QFNMIK6VaOY5pDFHSMEjlUpMGxATimVSU+jOD+d0CGHrSe0gVucSIghKcgVbRyKC2uk9sqkMAq1Z+3cJjWKE1367KBO1UZMh71oKlHaXA7NgPxOM6eL0qsatpsxopmmjR7TER2U64GAiswzmpSh2HLryDk6gBavOkVjtekKaG4gNk2HozoxQHvJMILFH/1DFFZZUyYcMnKH2yWALgNtvNtUeAYg5tk3Jnf1zKbWHUhvFJjf5XOmdGhhaa2n+lxeK7q3WhIIiw9qdGJHe9caVqiFFZQ5FVHfalNPeZns1fTuQeGFrqohR2wP+0Gp0Nlxc4sC0zg6Puyhu3PT00HGE686m+41UKFTUAW6t+x8uy7gThSdqwXqnhnrXBq4pft93RMYXHZrEveMJoeM1rD0dgUtHD2ohrDzcDkKlg5kDMlYkkMjKDXyDQuvu1oC9t0XxyOvoiw10j0Hn/FUktAc2Q2bA7HWheYgRdNo2qJ7w87RhfLUqjONbNdcMzsdkHMkngiP61aMFK+TNYHeMxPMrdqtioDsmj2graUE8SEYzcvN9Mu0XN8Ee0mb8Pe///0AQEwnzj7wgQ/gB3/wBxGGIX7rt34LP/ETP4Hv+Z7vwXw+xx133IEPfvCD+HN/7s/R9e973/sQBAG+//u/H0VR4A1veAM+8YlPYDQa/cnfaGUrW9nKVrayla1sZSt7mdtLhqP8j+zSpUtfVyFz2cIwxM/8zM/gZ37mZ17K44/Y+KIpemdtQrLwCzDU1iMqdwV5pmTqQ0UyBsJejcl5m2CYAae2TBLPlcMI8aaBplSDHqotewRlAq2FmcgYR0JAzsPTDBQurh/gGW5Svesup6xtcBcqZBB5Q4mWi9MpMXlwqbGwEt7Jjif3h9QIbZi+Xk/BSgVuBTFUyNC5bpOilEZj+WjDaY38REqfXSgZAOJrxoXB2y3yVpZbKaLDGqJxHOkeasJrRl6WZK/C/LR5qeRAkuhG+vwBDh8wTAhhrsgTUm7F6FyeIT6wMIO1hEL9MuHkkQgPK9Trls844wjHFmITcSS7Nnkzr9GMUlsmE0513kOmNIKZo+xgBHsph4I8jrxR5OkPFr7s3eeniDZdeFuZ/mG9sLzm5OVOr06JkzhcLClNlBGUsG1Y+0ROaJBnrx5FCCrvgY5mCry18J3rUwq1l9uZF3LIG/DKegYbick9JkspuTqFHKb0jGrD84GriCO+bjJy1NkhROU9bw6eERS+fUSlyBunIoH5HQNbV5qiSM575WTSRc2JGWbtqxUWJ0yf6z9XkFc92fWJjvF+ifzi0NbhHMyG8NmiwuTCCfJERuMaQWkhSUNObRXvLFBtW0YTwRDbhLf83ID6TzSpvQfQQVQ6LizNoYQpY51rKFd1DEty4pwiGIwzJDum/zEWURi5c0shXAiECy/2YULmDCFX0KGHozCtERQS4UHh4V+Mkcd48OV9LLbNeEn2jVfSRXWY9CxA6ePXod9kIH/JoSKxk2jM0FjRIRUwL+CyX0ILU1fdJ/YgRxnEnqmvg4eOY/SY4a4+vLiOweOHtoE5itM28fWrOzh4yOTsxGNJSdS9pw5RnOrbti0IRqZCI6YV79vE5LWYYALx1GsYBJMSbWb6QDRtMbfS4iJj5AHuPD9DftaML80ZRBUhu2Zhgq/qYv3KwrZrSP06unqA6qzB6xQbAmtfMnObvKOP9LrJHKw3M4QWshcsOA5e2aGoHa8UcYMHRQJhI3B1r4v+i6YRshfGJEGfXpnQZ1Fp4gLPt7YR3ZoRBKVYkrfHww+QiErdF1QndZcjsG1uoiSWMSZTFAUKCg5RckoUrwcRJddCgeYmFaQUlSSoj2BYLEVPqvUIhfXs5lsRujeEh5KV8FAV7cVvqrWQ2lM0mqIsOvCQFRUwYjSJZoaBJSgcnE8T7KRaCyiiVnc9w5AKIi/dPnUecEN6sJwASVHelKEZRMg3bERsp8XBPW7sAB2bUN70QGJcKkgIlhHOvZCd5vBjVmm0CSeWr3DOqIz5iZii2jJiqE03xeBFjXzT7yuC0rUzR7VmGas2DZRnfsKWVzCSus9u+ei1ChmmZxxcETT2VOihtG1qxhgAlCOGxYUB6iGoDV3yNDijSKtjUnu52Sox09ufiCd8ZStb2cpWtrKVrWxlK1vZS7dvmKLwm21OMTMvI8Q2OTNIGqhDxyPsFahU4HFqMgaaWeSpiCqgbr3iVlNZHLgGRO5Pue64ohmDtPzhydSrVGoGHBYZVOKSvTydlDPNGZp+jKZv8bYxI4+objwdVD2KfKIYY2h6DiesoTJOiSFMgbhmob23U0UxJWvpgJFiZnMxQnF2aD73FVGFydh4ux3us025l4AOGXlD28wn84SzBrPTlhLxwprHHk49DpEXCs0wIQ+gFgzaeSpj7wlvRjGVcX4igyhMucqRQFBYL3UkyHMvI1jifRed4NDcSZtr8u4GJUe4sMk5gxC22VANA/IYLc55LuV6YNQHXeSAKRC9Y3F6gNpGINKdhq4J10toi2lsYyMVbiwkbL4MDY7YqZgxbbwaAFCd6PtoSlegMA5SlFse++08nQCwuDQkWj8ZG6nicOY8JRy5TSKrRgGCwnq/F5L6e933Scbx4ZJsd+zP40x7T0V80NjETou35cZTAwCzMxFFTJp+SJ7+6fmUeOplEngV0WGCthvQfTRnhOkttxL6fbnGEE2dVHhMyX6aC/LIMg0Ulv+eNzFRmHVvtMbLWHqMLLf9RMQtJSNzqSmZM5xLB/kEckHS9ig5hG1OmXCUa8bzrZedS/bdeOEpCjUzOHXejYlGrt7MKPrS3rNGHiwVMcS7Nb07qyXmpyxP/qXjFMmBBnrXrDpuwLxSLmcIZuYZk7v7xP3MXr2JzrUc5QWDjU4OJdVd75oizvD4sCE6v/LiBvF8F5sRUeO53wGAigPkJ0wd9p5dgI1CwqR3L88hcvOZSUXRheU8GM0ZvQcUaJ7ToSC61snFBPGYobT8+71rDeUGBJMasOOluGODIpy9qzVRYYZzCZX4nAZhE2JZo2z0wnpqawllkzZlLFAPfI7J+KLFA7/o2y0cZig37Jy3UGit0mg8kShP92ksyYQDFhMe/s4XED70GvOOgpH3evhsCe6iUIlAPbS8+Fc50aqGC4lqXfvcknkDmfkoRDixipsBo7wWF4Fi2iRFOu8zbxV445UtAf+3aM5pTjF4b4vdPmggI1OuNmFIbT5QfNhges6Oo1YThV66L1F3OelCBCXoXqLSxEHPG435cZegqpHeZvR7UlQuFHIbGeZS03of7UpEBxV4baO2ixbJQWCfp6lORBmh5yj7hiGGz1X0ObttyjE7E2Lwe6bvt8MUbRYgsfuH3tWacovCuaRoBlMAkx7T3b9s17CuQGbViqtBRuO5e11jcYIhHmtqU0djLBOf/8EkENv1v0kZ5Q+IUhGdLhhDMLPJ9ggQTRqEc0dDC8Kth5Ma8cRGFQcvT0/4y1E055tl37KbcBIMCSUC4cLKCm4LJFNA29C+ijWJiqjIyuE6qEoICG4X+UiBCweX8BnjOtQkR99mJpscMBnKXpBHIw1r2sjKGF+3o8lMIN/0/M2BjS46oRMAJCxkHu7Dg+mBtJnhNvw3VZTsJxNO3zPJEM7t5mYUIoz8YcJt6Jn24TowE753IUkuNW2229Rv+rs3JG2o8uMJiS/IhFMiXN3lFDaPxy2qtYiy1INSkwBH02GI3OYx47QpVhFDaaXQqxFD55bf5EUOGlGZ61ySXpgr1B13OJCUiFediUgIQkaegaXpMJJpLtY5QQ5kZBgwantISm+XPlEt5lRf0ZQT76zWNcGLqu0QTddsQpYz5JsOQ1D4Pth0GYkILbNQmMp3i6HnrA0KSe+nmUAQuCQqjjZliGzyVN1laOzGvx4wdG74hTnfcnAUv6i3SYjOzYbqxx0G4lmN2UnLWd8PEE5blDaE22aef5i3RhgFsH3AsVsMGMKFhYPEzEsw9wOSuJah2ay2HfOcYs0Lr9R9EOtAUC1t9DM/RoLSwzbqvhcMUYFJIHPsLqLS4HaTwLmXokajabMQLvyY07GiTZeOJbRleqj6RnxLLokEucTMlNdH4ChaMMxPhuhd9ZsiFXEkVn68XI9obginLZpRQnAqlQg0NtxdbEaeoSFkiJ8yifCHf+o0ei809v1qVFumEeoeJ+hY02Foev4wnz25i/yS2ZDn2xzdG35yaocZ1V3ymKGJnX33JUp2zrcDSg4L8pbmI3BgcVzQBi6LA8RPWLn4tSFKC91gytd1PFaILxsYh05CsNJCQE6PKNnUmZuDOk8dIr9oEtBYJ6Q5rBwJdG65Sd4k2QNmbhO1hebNGi8bXylEC+WTIAWnhOX5yYCgG5r5Q6hcSnJXiSAIk4wY3Tca14YL3EHtIk6btvCh1wB/8Jj5fOkipq82p+z+f76K9rRpD15JVMc9/CC3oiubfziDKLwQD68lpJ2P5idCrO2ZxSPf8EI8dBDkDOHc9+Vkt/VMPUwDWhP0oxoa+AXgoSSAPexNbdJjN/QwtrxBaRlyohmn+UBZNhXPtOLZRgCgt2/KW2wP6CAvI4Zw6ZlubQxzTjCX0TOaHEydG4ZNyDlHZudSn2C90Ci3nWMJqG0/gdYoreCRjBnxhzMFVMdt8m+j0PQCWqvKUegdFKHn8C6Hgji/IdgRZq1qLaI6dPNcmzI0HdD8FOQSsAxuyyJEOgCsnAaaLhBZCOfu6/rknDPOQAe7sww3bt4LQfWAQUSb72i+2u2+3G0FR1nZyla2spWtbGUrW9nK/ifbt6wnnLirmQazrgIpOTR3lGKeC5o1/jMUgEj58C8YGun4aBm0WgrLW08kU+yI+hiTS5+XyqSXXChM4WjY2pW7lAgKl1jpZWUlW/IwwidsMOU9C0xqML4EgRGMYBF66ftlqjowLCXtgCAcrOUIKp9EaGiubBUFHtoiKu/BlaEPubcpI6/JMt8vb32l8EaBSw4lXZKnl+xl0lN0yZgR1CQ5COkZovIRCyhNypuiMpRcxMOu9JH2cd4CLn1b8UZDNN4D4sL8ogEcVfEynAAwXMCODk3zpT4n9ZE+4Ewz5jmbO77PaXaUm5y1PukIWpO3HRrgluJS1NrDbSK+lCDpPRui1uTxNWVkS+Fcn6SlQnbEe+28N9HcU8oxBcRzGy5u9REoFVPey6sCIJi7P/j+axIEbehbCk9XGAbAUv9bplJjlaebc5Ra5r1A3h/WaIIfiEovRVU8haOoffsHC4km8+F1pkG/Z9w/j7U+2rPcnkz4ZzC+VA/WAX6k3W1iZqEisHapr2rznrxVwBKft3u2CpduwU3f146vOhRL845GbJzGpp21C2kriElh30OitVR+Ya6XoAAaQd4uwdV8FEBz72XWgoHZutOCAalX7hSlTRCsPLe8Ftwn3s0q8KZHUAExLYDQDSxmONABgDFK0AMAlDbxdb6AXhuae1USYmzeKR1F4KUEcyHHovT9f1Z5znIpaKzGu3OE2yNf/wTH87A3UbYIFz7yxBsJBcdpDUoab1NOc4ubO91n+m3r55N6GEEUXlMgXEhSW9aCIbx00dz3mecg7rLE73GE4NCFQVsE2w7G4+cZ2Yns/M+ovmvrgQ4qr9y8PCeQWUiZi1po4fntRWPUV5fhmg6ixjT8oqa85gLTPhpSD2PyvItaQdQ+gsoUI09xkzLyeItSewrckPlIdmOSkwET/XPQFiWWflt59cqmHyDerRDdMAnos3OJ50IPQIqhTPqkcq0AOGhU5Kl1mfSEDdBHx2VQKYr+JYcSwtG0jgSSPVP4cj1Esm8jOX1xhH/era3xVGHOPKzN1aspwNH5xLVjyRlY7ZP/1XKUw62NJSxVqIf3OdiiTIWnaD14eerW/9dQ3f+V7Vt2E04iOZKjqCxurRZ+oin8BqHpeD5v3jLolnks4nIswK9zJoRNmdOAjO2gGgOLkzbUMwHSPfP97DxD2YbgjQ1Dzj12lm6vNHglMfqSWVnHrxrRIrI8kSa3qqUfMQQTs8o1o9Rwdm96fK4rP5ca/eed3DFHbsOb6W5Di6GoImS3HFNAhs51K0zUERC5hKjspF75Q0A4l2B2xlWxx9oawQbz8P4LFeqejTtqTXXdpgKdZ7wctVySul9eXKJp69k0DltENmwpmh5hKKNxQ/CTus/QvQ6kOzaEH3GEB5V9RoD8mMMr+oOUqJTBkwKIegEtpt3nF2hfZeL/2a7E+M7AsxH0A1qY48MGyZ6b7DmyPfMeu5Xnmu3eagkeVPUixGO3uwnQdDg6NyxMZhSgJmhLi9YJyKQcyb6917NTtMPE/pwhsgtbdr2gOqkHEaADBJatpbPDEO/aNu2G1H+bjiCxlKD07CjZ1TnyM3YDN2+pPepBSO3kru1dMfdtssQvwJU2+HxYjmC74exfbihc3LnWoNow7RHvVYRfZ1JjfFdG/ax/uSSe53QH6Nw0bRUeFIQpVgEnbnsVccqniMat3zgrJxLiD0wEEWs51VW5GSMZexGV2OJV2TygfAg2C2h8ZbsS1SBAWOijmf0aaNRRAR/eKKw9PkPbjWgjKxPhw9W5IuGe/HiE3vMtbZBF2aJ3zVzXfWGG8R1Dc1MGjP/UGQDA4MsHaLZMn227AaKJPcDuSezfm9k6NH0tsLC0wzcco81OtqM8M0zIqf8FhcTk9UYBufdCjmpk6n3wxITGZ72RkeS96idI9yQ6Vw22SycRJvca2AhvgXTH7agUbdzLtRCFfY8gVySq1n8+R7NtucArBR14VqbDt5xBdtuO9TggXOzw9oL6b35+gP5XLTNQ6ndT9TCmMcGrBk2WEvd/2wkRLCyH/FTRhnNxPCCYoOnHln2jVX6+bYFwz9TD5IEh1h+fkxAPAMLsM60JgiLuWkf80T8EAIz/yhtp/lUBR/fZMQDg9uvXceIz5r7zMwZa4epIbHaonw8f20dt+0D/ySl45bwQ7vCp0WQc8dR5IehP0NzkkrgxDRZTXbcJQzL1O6TCrjXxRBPcoRyFSHcdrt4f0Oseh6j9+AhK0KFQNBrFaVPeaK4gI9fnFCbnLUPSXJN+RLkeoHMD9P6OCWuxHSC5XWBxt4Hy9F6sMD1v+mmTcXRuWL2JOqS+Xw8Cz1E+9aw/bq4FgGDRIOgIVBa+yJaEhlirCdYTzRTGl8y8HOaa8ruY9O8tao141/KEr3ehhV+nq5Gfl5P9FrOTtiyH/vfRHMjPmoKk+4oOsEHh10wVGIG0oLDPLL1TS1SKYJwOorWyl6+9JDjKe9/7Xjz44IPo9XrY2trC937v9+Kpp546cs1zzz2Hv/gX/yI2NzfR7/fxtre9Dbdv36a/f/KTnwRj7Ov+9/nPf/7/nrda2cpWtrKVrWxlK1vZy8/0N/G/l5m9pGPSpz71KTzyyCN48MEH0bYtfvInfxIPP/wwnnjiCXQ6HSwWCzz88MO477778IlPfAIA8O53vxvf8z3fg8997nPgnOOhhx7CzZs3j9z33e9+N37v934PDzzwwB+7LMvwg15mebTDAPMDc7Ks1nyop+1p4stsugDjIG+eZj4xE6H3ALQdeOhFR1FiZr7FIFMXhuSY22OtjiUCIaEymxC5EfiwkzUdMOTHE+T3Oc1yIAo9pMOVt1jLjnjW2sR4RLI9hTZhlLgVzRlU4LhQGWanLNvDQpPnc3YqRDL2CTjjO829qnWJ/Vc6pgggmgriSOUtQ3JoyjU/GVJdpXuSki5FrSmEOT2fUGRCM47K3icZMxzev04JdUGp6ToZA/0XXZtwJHutvVcIdt7yOvf9NWorpNCaZib811pVR1Fp5NuetcB5+fItAWmrenEsQJuaf+TbghQodx7oUn3KKIAONRaWxzjd81LaszMx8WN3bivih816C9T9rq0rAWFD8zIGZqdshCY1cJDDu9y/gWrdRlBOx0eSqhanzff7rxuQhz2aaSyOmeeVow5FI9rEyESDmXZcbHNw2weaDEj3bQi/0Jgfd4mO3Ksfbg8RTx13b0QQrXgsMTttLurcUGj6IfWt+Wl4L2HDKTGTNwF5O6fnOHrXBJXR9cX52RRVz0k7m9C38zAd3hkh2zXXTS9qyMiqBO6FlDDaJp67N5r7vtSkEYoN209EiDb10uii9nzgWVojP248TLzVlKyaac+TrAcNFtvWvT8qoQLj9ZqdDCATIN/0stVggEoURmEOFSxBdiKOndf30bklISz3edMVlCy9OBbSPYJcoR5Fnu0k5JhcsGMkGqCyAonZbWD4qcsAgINvP4/Bs8b7HMwqFCdNI0zOxTSHjC9F6F3jlCA2/OI+xq8xNys2PGtQugeK/CxOxBh9/BkAwO73XEL3mplkd944oj4XjyWmZ83z1p7IMT8psLB1uvHYAsPff8601YUTKK3So+aMEiDjsUT3j66bQqYJdGrqujjdQ2T5xicXYnSvM0riXv/9K5haD33EmGExAlCsd5DtWFXEWyV23jQ0dVJoJIdOfwEojjuIjfWY9ty8oUxCJczYdcnxTAGVRbYU2wl5osvNmDzRTcYgL1m2mas1pheyI9Alx689fLZE/z+bZFXEEcZ/5Y0AgO6//RzYA68yl0cCB681bRPOgP1XZfa3FWQSkUeW1z6p9Paf2sTwWVNfew8M/Xpx2UV4GUTtEwRFqQii4FCTk4vm3fMthu4NX3bneQ0XjBhU5icCUnQcPb7AjbeaCERQCerLoR2Ty5zjDvJS9TlGXzGRisldPYL7VANObcilWa9MWwH5MdtnJp5FZ/RUCRUHpBw5uTOj53duK4qmGRICnxzO7LxcrHPq1wf3ROjarUg9iNBkHjKoIu9914GH+RVrgupBCVDkkyecoqttwjC3Y8QZ1dFCgln46+J46JV+e54soOmA3m//1cvzvWfuUiFQbkRobT3KFPTuXILWp5etYubKyF7SJvxjH/vYkX//0i/9Era2tvDoo4/iLW95C/7Tf/pPuHz5Mr74xS+i3zcT1Ac/+EGMRiN84hOfwHd8x3cgiiIcO3aM7tE0DT7ykY/gR3/0R8Gc6s4fwwh/pYG6sdnylQ9DitJPADLxHbyugQYepsAlIB0OvOFAZOntChCDBa/94AwXoA05bzxVIlpmMOGtDx19zalLaUSTlvCvxZrHkQW5vziaeallzYDYQWwqBYAb/KmrBwefaTW9Y5B70Ziw0LT481ogspsuXnHaaPNWQ9QaQeVOJiBMLZeaNkFgjCaE5Q11OFd0GAgqjdbimnmlkO1I5FuWaqoFlTFceMxyuFAkVpHd5jThLVTgJa5LTSIdWoQGVsE9bp1gMqWihVJUmuoqLDRl+leDo7AaFTp6RY2Z8u8uI78IhQtNbSRqhXhiN+dVSBjOaKapfucnhIdASUOr6KSeecuIkSVc+I2+5kBo6avSfUnhX1ErhLlbkJYwxtL0DxdKDnNNsJUwZR7DroDQhi2D3B+esj1JktqiVoR75K0iuXbRaIjc5zGIklEINCg9VpO3vp/FY07MOUHBaKESNfuv8g680Ewy9kG5aMyQWTnoaCyJPtFhT819FcEoopnHtgelNjkKxOahPBVmKxBbhhKZefypaDQCx4zR+D6uKkHlDXONNrNYVtcE2swNc5mY59nvmTRMQtFhTfSK0BFCy9oTLgRE7Q/PnSs5ba5kyBHZftK93mBuw9W8BdSW2agNvzoFnnzBPOuOs7RZ6F6XtHGN5grpjRw4YTZ07XpGbVKOOGHuRaUJIxtPJORZI9aT7isSgRo8jyN9dPCChbQ9dwPp6Qs0rsS4gDpllFdUIpDe9vC4pmsmU6YAtW7gaaxt0ayZ75NbOfDV5wEAneErkdycQ8Zmo6fWB8QsE12fQGyb70UdEeQg2Jlg8ILH/4UWelaPIkRjR/fWQonYwwwaD0Fpk5javRp4xo9kvwZgIQM7FR3KABC0r1qPkO56SJ0oJQnx8FISC0pwmBMEhT3wKugvfNlc/8o7MXjW3HN2JiOWIJkIiIJR+wTPXANfN/jyweWa5sPu9SWPlOuDykIKHb5SeyePYeVSiOymMd/2+Qy8WaKNZH7zGBQeD19tJIRx5rUGI9y5GXdujmpjRpvtcKGgEkevyJZoEjXhspvAs3mYucFcIyoFMHuY7QeI92vwxrZ7riETd2g1hzwA4K1nawoKRWNEVH6eEQUoZ8Mw6oCEeHirUViGpnChPSuJ9vkUvNE0bpuMkaAZABLhk3EA3vi6l7GHrgW59ng/7edxaEbwNDefuWc7OB5T5hlcWkx4C8Knt5mg+vp6eWkre3nZn4gdZTIxq8XamlkcqqoCYwxx7HlhkyQB5xyf+cxnvu49fvM3fxP7+/t4+9vf/icpyspWtrKVrWxlK1vZyl7m5rQovhn/vdzsG0btK6Xwzne+E29+85tx7733AgDe+MY3otPp4O///b+P97znPdBa4yd+4icgpfwaCIqzX/iFX8B3fud34tSpUy/p+eRFDSWUPe4pxaCFPdlKEByEt/5EyCQA7j3FmjO0zhOuDTsCYAV+XAJawY6EGn2Cy9Hs5pDLI96w5Wxr92NRSnNShfEyu1B5m7AjIizOi89b7+UDYwgXCkHlPcCebQJ0Kjc8356FhLwcEkuhTX9yV4E5hbvQlQxBjCjJgUJlw/bxRKK0gjNa+GRSvlQH0URSKFZzw/ZAXo9SUXhUc0Zh8Kbru6Fo/ChhWpOnVC2xLaR72oom+Doi2XGpIahcnnHD1bO5HsQqEk8VZeqrAGDSQxmCShPbiUw4eVyiqYIe+ns7JgZAUBuY51uvDjft6T1RfjIQjUbr2FGWvBZMefaCZSaDIJfGmwLDUV9sciQH1jsiOfU5Ln0kaNlbzlsNZgcDazQEfHKig6O435t6B5hU/veSkQeZSc+Tz1uQx5lJz0KiAuE92YUEtx4e5w0jpovoybk+AAEAAElEQVRGe2GRhi95rhT9njfai2bMPaOJaPx4TvZryDgm76wKGY03KTl5mHilKKmU14quYe2S50keZQBiyoh70RjXQDjmeGGxjnDC/QTPljh7lyd9Nz5b72GMZhJgjKTgteBLWgMc6Z753GQM2grQtFmI6MJpc00WERNHUCjPKFGbecPNW+SRh2UNovlFeQYQpeHFQzybikw4eUeNcIn1tq8N0SaM5LpZ00IOjGebl5LYMAAjwAQA6Y6i90AJerZmDPyiTdgsJVTkRZ50EniO6ySEXoLgOS+qGnY8TGi5zjU8q9Kihj6WwE0L8dKcAGY42wEDzVpmL1rmhXf1kO40PtluINA7rEmcq009a4tKBCUpo2kpYsgiAfHKO039fuVpNFbcBxo0d0fT1nhRXT2c2PS88REH5t6LS+Ju8OuaFjhCQEAQTG6ICRxziiEe8BEtWt9C7tm7Ij8Wmq6gaJqo/XjRlifcRVl0x0MnwZjnzF9KVAQDJUIX6+IITLQe+Pu6sVr1BaIxA7OJqE3Hs4LVXY7UwhpVsBQt54zmbqaPRnUcC1g8adFkS7zbgR87TcezPWkOSoTOt0OK/pnky+UJ3PzPsHgtQdjg9wU6wFHWFOKv91+1KfOwGO6fISoDk3H1ogRoXWi6vv+55POVvXztG96EP/LII3j88cePeLg3Nzfxq7/6q/ibf/Nv4ud+7ufAOcdf/at/Fa997WvB+dc63a9du4bf/u3fxq/8yq/8d59VVRWqqjryXdGR4EEAxrTHdAOA68BL2eAy0kc6OAsUZW3LBFiPTdh0P+hDBP5e0qpfasahA3OzzjUvTHOEnzDUiANPK6Q5vgaNwrRGmwWkDJdvJSiHHi/tMImdmw1NDpozJDa7v9yMzeRpJ4q656EBTHsYhaHEs9VRaUh3L+FpuJapu3jL0CacCP5F5Wmy2swLgNR9Qd+LWtNmOz5soJkX9iB10lQgvZmjPW3wcVXfh3lFrVA4DFurSaWQ19qzufQFqceJRqPcMqHgxTGGaOrxwSpkpHiomCkDYAVobD00GffKk8xP0NG0BY57JTmV+EU33xSkOhkuFLq2HfJjCUFNZCVoU2IORZ69w8F4mDQCPamFWGhhNniurUhpTzDClEfjhjB+KmIUAg1yD19RIUNyoKivcAlahAzNmvm+TdjSAuEX2SBvUWx5BUm3wQXzi0bd5xBN6CkOKy88wZSn89MCxBSQjH2Zglx68RvBIGz4PxorjO9IwC0sIygUKnuwCfKljUfA/IZ2acFuU35kg+FgYcVmBCWAYsOpDmrqs1p7BoH56YQOkfVA0MFNi6XrOShPItvVUNwsnCTKw4F6TeFSdwdfOH5+SclWI92rzYY69pOE24CFc0mqe/MTAUQV0WZUhoygQ9mLU+y/wkQZ40NgcofFYv/uc2jPG9hIccwrjSa3Csys2mZ80EAmAYTt89OLHc/GIQLaPMhEkDhVfNhgetE8o//MAvlpA2Xp/ZcdqL7ZXC/O9dD7LzvmPoMMQaXReW4MAKjOjpBbPL1mIKYLXkuCSRWbIQoLTwsK3396lwtDgQp40R7bB8Z3dtC1rBeyl9D3nednkH2bD3G2i+6Th6Y9T/ToAKEihhZOxMfMt06UJ9+OkN2yasu5og19NWCIxq4t4U17uEO1FqL7gul0bZKBN4r6FhgjeF09jEiIJ9hOiAXl4LVrBEFpHn4A4e98wdz3O9+E7EZh2ywz4mE2jyKOQ8/q9OQhqv8/e38addtxloeiT1XNbvXr67/d7y3tra3Gkhu5kQRxwLiNQ0zic9PYB5scGEk8HEJwLgHl5IINGCskg+ATgjC5vg7JiIAD4/hycHJRTCMDx50sW0aWLVnd7r9mf91qZ1tV90dVvTWXZGNv48RyzqoxNLT2+tacs2Y1b1W97/M+j1UyDQcFMSb5wWk2pc6poWIO6ZxCLQaRcxrnvPSOByUYrW9VzOjZovBUtZp7J1HR4Z6pLIRRQXXrowL1VdliYM6eBd4ua86we5PD6APNbTsPEoZ4313rBePKNkPVDDA5smDefaoxsfkuMvSUg1p4XD5TmvKSRKGJMUSU/velhXW4uqdL3LOS5Brpsl9T9m6yjDEHGsMTPs/HHUZV4OEk48NGkMfh5HMpSC2Zb/uDRnQAL8gmQHYZCnSAqFMHl22ryl1zsBEFbo2pZXi8tqN/PhUar/PyDcFR/uE//If4yEc+gj/6oz96jgf7ta99LZ566ilsb29jZ2cH//E//kdcvnwZ11133XPu86EPfQhLS0v4a3/tr/25z3vf+96HXq8389/VB3//G6n6vMzLvMzLvMzLvMzLvMzLt7xckydca40f/uEfxoc//GE88MADOHXq1Ff97fKySUb5wz/8Q2xvbz9no621xoc+9CG87W1vQxg+B7cxU+6++268613vmvnuJf/bB5AFwGuOP4nQxqVzFeDxgUkMeqa5QiI+SavAgBsPUefsPpbjHFeuM8mhTAIvXroEwLCkXN8x5KF/UJ7FYtdkhpSVALfe9v2FJqKm8fAwAAeHzYn15LGreNP65/E7tn6PRUfArFc9ClzyD8PmnSFJdatIIdo356Ci7+W1t+8Q4C4JTTLo0PIkNyXEMIC2981GnKAFMtKQTZsMNxIedpL7ZMjRdRKTw+bZzTMDXGh3qD2DAUfVt1zJuU/+ZAqQiWnHaN/L7BaLGmzR8uReTogxJt7hyFatt3FPQDba5JwRKUPZtZ7ihkK86aEtojAn9ux4CbFvPN6yoRDvWChB5L2dRU9jc4n7NgIoUiEyH0aM94DVz5p32rgrAC9NO8pEQ3ZNHXfSELJpPe8TgfDYGIPtjv2dFQyCkYGv+lYKe4fTe/y7v/RreOeFvwcAKHsK8a55p3xZYXLUejASBcQKbOxEoQBxxHTKZtyCijS19eGXGJqCp9cP1ZJ2GYq++cfB2XiGq7jqS2rHfEkCVmYdXEMMXWInQ9sSNGzdATj31PhIw7AAwXi3I0NeYDLvbR+2zgsMrgtoDOgjKfSObcfvHGE6tB7SrZC8u+ViBUHvKnwiMRPEt68DDTCFZMt6H5cYcYiXp1Mc7Nu2HkSzoVwn1jNlqBrmXgeaI7neVF4+3EN6tESwb8dWyJBsmxvccngTX3z99XQvaa8PJpzer7d2gK1X9AEAh4/vYjM1HM+jWyVedvYZfOazpz3kRyh0TgxwZ/tJ/OfVW8CFh5Y9830RgjEnSJwKQfOTVQx6xXpRWwlGJ32yXx0Gd3B2AcoyNuULHPG+efed/+f1iAZ+fmYr1nvYTrB82OBXzp1eQjDxiXGNbWDnVvOcZAe49OrAvrufL1UiEB+Yz5vf0USybSpy5ZXrkG0LBbsocPm71sx9rnJkKwpXX2QEaEQGisxp7tmAAKBYsUm72wKBtUfQ3qO6f7ZJ0ZZ0TSHe5aia1n7vMOzfaF5EFB7KUPQjhEMHzQMuf9ciPS8cxNQ+1F9VCJloYqcIh8DuC5yt0SSUpSINHDH9c36hCXnGrAPBl1s05gBAvKhHn4fXtemzZr6vWxc9RIxJwwMOGBaU0XHPkpW/7k4AwPX/5BN48v2GQSXeYXjbm/8Av/bh7wEAHJzuEPzg8nct0rjO1gKIqfUGfwlAZjQqdr+jIDdbfD5C2au59aWHcSTXD7Cfmhsv9cfYutwHAERXQyRXzW+q7xyifNKtFxrKts94I4GK7bguGVRTeUhozolxbHIaSC6bMVcser71gQbN+2JJYnSd82QrcDtHxuebqKy9FmOO8dGQIob5ikL/i+bz+JjGlVWbwLlUYjjxUvVufsuOQrxl4VQvOsD+w+ZdqyYHOCA7ZkCmB4Lea3KYo2rbKGa7QnzJ3Ddd86JDZUdjZLdDKpE4mNjoX6jRODnERJmxkuYM2fXmouHNDMzOl+kNJfiBTVxdKFFabYR8vQSzegjxyhRbnQ61lYwDpDeZhuj2p7icmPFftTWSkyZfTz/kx+jzqTwfsdnfqnJNm/B3vvOduO+++/A7v/M76HQ62NzcBAD0ej00GmYx/tCHPoSbbroJKysr+MQnPoEf+ZEfwY/+6I/i7NmzM/f6wz/8QzzzzDP4oR/6oa/53DiOZ5I9ASAZmKr/l4deiHjJjOR8FEPsmIHc2mG1BSFB14oLDPcXMbwpReuSx6f90eUzAICDiz08hcMAgM6TAtNOg35T2U3X6mcYRseM4Y4PgK7F5Z1/2SH82/FfxvSCmSTLj3jjWxQ2/FUAaw9WhJcdnvDYw/YnJcEoWhuKoAGiUPT7ohugagDjIy6sDcLpiQLEdlIlnkIvHijEjq6rCNF/0qx0l3gPhz/pNn8amitMDtmwrQJR+DHlMYph6hlRlh4FRkdM+/TOS6LxKhtA67JXcmvsVAQzKFue4SI+AEpr2BzmDQDkEwGSHYv3awtaiIPUYw/3buZYeEwhtKH2ou3ZTpgCxof8Zvfqi807LT2ikdhQ8nRFQIbm+/ZGhb2z5vPCkxKXXtXC8hVfH/fM/hMazU1Tr9Fxf8j5B8v/M1Ye81ACJ44xXRFobRqDrgXD8HiI9hV7eOozTA/M7nf5EQ+oLzocO/tm/J34TEEwDpl4irfmlhd2qRrciL5oh7/mBmMMINkpMLi+Yd/Bs5isfYpRKLCxU2B43G52a+0rI6BlKQaZ0uhe8BCW4U7DM0d8roug5/qzxsgzYaRc2744xcENLVv30kNvEoGD6wO0bJs0dgoMnOjGbgO9p+2BUJYoej6kSrjUpg+VN7cl9Cc69nuNpUc4crv2JAeKfvflqytY/7SkvsqWHGRGo/eUMRZf/rttrH3OXHulvYj2FfObxS8pPH7dDejnnh5VSY7hpS4+c/IURhsdKOmgNRqnf31q+saxL1QKwxva9p00phZaxSug91QB2fDvOLEbiYUv57j8SvO77nlN4fHDfzJFtmLaKlsQWPyisn1eYvdW4/w4/mRhNoM23D45FKBz0W7oe5yo2USuKAQfpIpC9cufVyhs33afHBMEanJMEDyuagaIDgoaj2UvIipLXmj0nnbJA8D+WXsA2FPILOuEyDSF6Vf+OKfcEPk4gyikVQQEDk5HOPyn1iHSDhBaZVexP8X+S5ao3Y7+gVURLRXKvmmf0bEQ3XNW6CdkGFwXof+k+XfeD9C6bEVV1hKCbpQNTnNn+fMlsi+bz43tAqNjFlqSa4L37NwWY+XzGdVfBQzRyOa7tASmq87+axLi2b21xoIScYKgPPn+O3D6Rz4JANj/X+7Ev/8/vweHPm3tCPe2uH1hgmzN1CscVgj3rMCZY7UqgMVPRZTnI3JFFKtaMDS3K4K2DC/1sHhg4SgswaK1NeHUC/S0//c2jZNskSF83PRna6PC6Jhlgik1wtSvuzIEBqe8bVXCs/M4rLIoNHZvMb9Prgp0z0vbbwLBn5lDSjxQxGBVxQaS5oTiVh9W2Dtj17o9hpU/M201OBkSm1U08kqyjV2NkQ3e64/20aP2MTBEx7gEgJ7R2lIEBwQCTAwSDJ2LGkXbHYYZ5R2lS4LW2YMbQkyyHpa+5NZmhtZGZO9bIV10bR2SjZZRRDaafTmoUdi2EVgIadESiCYKzU1HA5rg6DkzHtPlEOmTxgCW3s82L8/Tck2b8HvvvRcA8F3f9V0z33/oQx/CD/zADwAAHn/8cdx9993Y29vDyZMn8b/+r/8rfvRHf/Q59/rgBz+Iu+66CzfeeOM3VvN5mZd5mZd5mZd5mZd5mZdv03LNcJSvVe655x7cc889X/N3991337U8+jnFQRNaqxMkkeX+rTglyWkmUNkob75gwq6u8EB5YvwG0E/M0f1AdJFYr3q52UFmQ6jhUEBMzKl4ugzki9Zj0mFIdqx3IVA4ubCHL523HrlWLcuZuywzIBqUGFyX2HfQaG14r69LaMxq/OEqYKiWbPh0rBANFVrcS+i2nh6Zd+/GdN/mVoUuMZ8wDwfJPasM4DPiq4Sjdy5HtmhO1dHYcwdzn2uK/ud3sfsy43liUqNnvRbxXonpsvWMbHsvRTyUqJqcmCriAyC3PMbjwwH6T+S27Rh5ZaZrAsy6XPIex/JD9v1aIURq+zluQxSeAaaxU1ESZDCtsP74GACwd/syRGa+T3YrLws89FziRYcTf3fZ4giHDC3r8W6cP4BsJ/T8vRuN52nh8RSTIxYiVHGSA5+uBZQ44zxSgElIbW6rGTYCNzaSnQIy8YwxzvuYLQWIxqYP208Psf0Kk4ikQ59kGWQKk7WAPH2TwyElY+68sInuBVOvaL/A4HSD+s15vKerIZa+YNpqerhBbdLcqnBw2nhruucq8FJjcsh4u6oWiMc6PlBQwtS9ez4nieu8x9HasGHd9QbxU/NSk4CGCjlEDmLomRyKsPRZc+OLb+wjtWO+fbmkpMk6ywAvDZc1YJJ2R9Z73HumQNkS5AFUAUNj14y/q5OaINFuDjDnnS0xtYIuPCnQMHmHEM0KwTS072TmZDjxUQHD7etgY6CiQobdW9tYfHRCc0+2QorwhOMK4yPGy3f4dy6gOLVKLDFaMExNMASdKwElySV7EtHAetfONkkwpHs+R9EzdRyealAES8Yc8V6B2I7NxiYjXv3RsRYWHjN2Lry0j2q9b9tUEgRl75YWmletV/GGNkW6Vv9kGzt3GohO9+kMu7e2ENix3toosfRnVkTo8i6KUwYaKKYlgtTMl86TQzQ6NqrJGYKhswGc5kG6xNG5WJENWnwsm+Hgdh7n6aFFNLdL2z8BhteZNi3bDMufM3Zj4bESKvbsMUGmiU2m88wYKvSCLo71QkY+KTDZnkImJoIR76TUT4DnbF7+sxxaMDSumHcfnO3UErolVj7tbFhEUvRGiMfa8WGF4fXW67vDsP+/GGjKwv/nExi95y4zVgGUnRCtJw4AAPu3L2HxU2agbr9yDUxb+I0TsOazHPBBpsgjDw2AMaQr5vnFghF+c39zHu9o5JlzxocDSkbvXJTYu8lcGx9wSjRsTIF0sZYsWHooZNbn6D9pFu1ssUHiYyLz9oQXRjTJPFtjuuqjpg6Gk+wrw4a077zqPioZbVPXYHwUWLBtoQPPElN0OFpbFop4q0Br061zhmjAJWJHI7/H0KwuOsTQspHSeL+iiGrV9NAqpkDROxmadnAR5N4zJXZe4ITlOEWCyjYju1I1gbXPZLaOCbFAFX1g5fNW8GuNIx4CoxN+TYmH5r6GCMC21w6en2UOR6HyDbOjfKvLwa1mxN+6uIuqBho9sDvZKYvB7AKp+yX2LQWYmHIcXTrAhbPG6OmVHC/tGhz41nIHK12zKblwuIFoySlx+ox8pgOIk8aylFmAiYXJ8F6BI80BHu2aeo1PhgR84nYTrkLg8isbRCOmBbBvM61FZjDIgMXIObaPWnJzc1sg7wHTI3bzMRUQL+qbelWgBXt4KqR7yYYCqyw+NlCYrtts7n6JsVUnkxGQrnms8fAUIzaZYOoxlYPrl5Gv243ddoDOefP97i0CRd+84+ikIHw2zwNDpWQPDTqAp4rUwHTdQ4w8/hnYX7b4xgYwXTWHGl4C4OalslWFaFegspDKIIsIT6/iENBWFfR0hu86+2UAwCfi2zxbTsMbfhUC+YILSTKUhwtceINVHj1YoX5gld84Z0sNEnKKnkqwYdZM6ACEFWcKiK867D8QjBmFBoslCTSMMb30qoY3vg2/aO2f5WCWOlPfvkAL3fRQQL9XoflvfMwzUoR2Ma1aQLriMPcB9E1mXLMveox+saCwd7Ox1rwCqpbDSHsc9uBMgGSHURvJToXcam31n2KY2tDs5Ggyg3/OFs2gKbse0hOkwo9nZsb78JSDLwD7N/apXu6iyaEIyhEFiBpbBfP9IVKO5pb5fOU7I4RDL7SlGVBYxMKNxzfxzO0nzeUyoMN0NPCqpcfW97B5h9kFLy8cYM9CrqoGw+E/meCZ72tC/399HVSsMZYxdFSDMAlgdBxIV71qngpBjBv5YoT8qNk8nmscB1N+0QQAdsb01dW8jeqM2Sxf6sUQ0wa11fCknews8HNnDHTPm39svSyASAPPDtTRCKzgU+P2PVzsGfwoL5seM12C5hSTwPh4QJ/dM57526s0/sZHGyi6mph+xkcilB3HctQiKkvohNp6eKpPGyrDGmE6N7nKyGaJHJgcjqhPZGyFVWBFi9z1EpCJ42jzm6YqAbIFM9mqlsFfu36pWoY2EwCuvqhL1+R9jWho6lJ0NeXHZEs9dM+Zl7/42h69R7LDoIV1FixqxHsMWtiDeQiIzOU6aIjU49NdkUkEkTJqd9cHb3vzH+Df/58GAz56z104/lMfx/mfvouuZ9rAjVgFDK5fo3Ygtq+QAbnZSGcLDNoqRedLHGXHwf8YsmVB76IiRcqui49JbL3MHobWBIoFY6f6XwR2XmLbveLQFuu9kwjCmk+OMQCaHF5lW0M5bPwzAsPrzPh1+S2Azcew+UQ8Z9A1/LzLhyjbnOCgkHxmfZQxIE6bDi4utzA+ZnOebt7H1Z5hjxFj7ileJ5zGGRiw8Z12o7/LUbaBqmMdbwOB0uHQp5xyMGTibQuTfvtUdSUmNn9JBUBm17BiQUMv5dizEMnhdYHHzGuO0VkLrRoIWr9VrCBjU8mip2coMjdfbsfcqsTkGIdctuJPgxBXX2RZskpvcyfX17xo8/K8LN+2m/B5mZd5mZd5mZd5mZd5+fYq88RMX75tN+FLnzFVfyQ6irBlvErFIEZkvY/tTZ+pXyUxeufMifDgeo5zl1aw9EUXfkvwUNcIXxRPd3B+wUIOHgmQrhr3VHvkExy6T2sUW+b7KDKJHgCwXyX4XP8IQpt0sfhFnwynbHYzr4CjfzDB5JiXcA5tAk+yOcHwhp79XlOSEM8Vip5lMkgV2peB2CalJrsKsQ2h8kIhXzBuhPigJA5uUSgk2+a0PD7RQMsmAJ37Kw3y8PBSm0S+04m9BkhsMqcKvKhD70sD7L64DwBobpeUSLr+qZJgEDLmPpw5llCB54ZWsSdPrxJOdRdpBWkFPA7OROg/6QQXGCUaMqVJ9GL3BU10z5UQjpNbeM99dJCjapt2KB4J8ZmTt5k6PlqQ8I5JcLUcshLEM7v8SIZL351g7TM2hH9piGLJRkw4kC+aOjaulshsW2/+9RzH/4P5PlsUBEMJpgrB1CewZcsBgqd84k5meayPPOCoIoB8OcbW7eZeq5+tSMwIShNvbJgqwIaIRamQLodoWJhD3g8JbsSUhx7FuwVGjxuvbDSqPBtGzMAr7ymhZOBc+aSkjQrQmt59cCpAsmd+L0OF9iXzjOZmhcIJGGkj2gQA8V5GCWSNS2PIloWsLMWYrAssPG5ckSrgJMO9cUcDS18y9QpHFfGPa868CBCJkxhO9XzJJTtpJBspUgv3iAYlyo65/strqzj6aQs1ujTE4AUG4tPYKhAOTD0eO7SKE7b/zx/pY8GyyvSeKrF7WwvLn9fEiABtvHcxryAmgsY2L4DVz0p0HtmGsnLtfDTF+FbjueSPK0q6TXZzMKWRLTkXIMNgz9iXpS+W2Gia60/83pS49POeIIgX06Dkz7ItyGt2+E8LBJMKMnbJvV6oaLC3iJUL5vrmRoqqacPYSlNbTdYDdC6YF62agpJbFz+3h4NbbbtdrQAGZIvOHlUkrBTt5eCFjaNXCvsvNLZt6f4nMXnZSdMOpYayCW/JVkrjZLIWoL1RofmYoeaY3LyC1p+ZTNLy+DLExNQrW20SvIlXmiBpKgS6T0/tbxI0LpjIQrnYwPhohOa26d94ewI+Mv0+esEKGtZOBlsDbLzOhHiWH0lp7h352ASDM3ZcjSTiPTvvFkM0tnKCzKSrMc1dzWqc95wRrIdLENSDac8F/msf9omY8W6O8z99F0785McBAMUbX47GuQMAwPCmRXQfN58PXtD3+gtO+6EAWpvKC6V90Yss5T1g8c9GOLjJjLPhdQLNLZfwzIlJKdlTFM0ouhqrn9b0HrnVt+g/WWJkI6rxUKFses7x1maJwSk3Lz2cav9MguaOE79RGB/266ObW1p4efilR3MUfUcaoAFdE7DTwNiSIbQLk2gPALvjBSzbtbl7rsDUcrW3ruTI+6a+B6cFVj7n7KUyHOJrXvPBCcs1tyXZm7Ll4YCLj04IRlTFgtbMdEWgfdnUY3giwHScYOExlyQqMbHrZudiiaVHzWtM1v04kZGg9xgfCojPvegw2seMDwWIDxTGR2Nqh4UvW9n6BsfwpK375rftFu95V+655x7cfffd+JEf+RH84i/+4jftvt+2PeQMWNQuEEd2I9EDKovFKzucQqv5okaQWXqkHgDl1QHzPkPTYsqHXYnA0tUVnRBl22Y0N1GDDDCMTtpNUMYgShf+l2hFBa7asJljAABAmHCmNKp2SOI32QKHjGy9ur0ZFUWHkZZR4FXlhBEucbRjWoDEbHQ3oM0yENIGt+gIVB1jdCbrHEFqlfmC2lGUMRQLUS0DXNNnGXm89uRUl3CBVYOTgZcxJ3GUINW0gWtu5AZ2smYhO5WmRUhzILR9VTUiOii0rwhqn3RZkIoiNAMrHQUc7OJvsXVTT3lVtUPCWuZdH3osugEtsnlPzChoUnj9SAyZaFR2IzE50SGBH5lw2mBXDR86NNf7/nGiGYPrQ7Q2ha0vm1Fnc1AMwAgw1RcUUsmUoENVMJEklCEKAIEb4/b+dnEt2gyxFUXJexyhxZRP12MvBMG8Kl2yJ2cEpxIr9BNMSmR9u7g0OOL9kjY4YEBp51U0YsTYUbUEYePHR0KC+2RrDQRWGCZba9EmTTODr3asB9liAJELeobblPCC06InI49rFoXGdNmFfxkym2vQ2JMYnG3XPC0hLf5CKEQDM2jTEz1inKlaAmXHQ0fcGAUkbW6y5cBCgmbV7wCg0oLYYKgwoDjS93ZmrYnmBRM2n5zoYHC923gEaG6k6Dxpc1H6CcYWAhOkEkFmxsDoZAO9R02jJhsMeOwZ85hTR5EeNxtcXmqyO7wUCPdzKIufjvdy2mxDezXKqhnSmFUhJ1wz0EIwtQd8qQlekR3uoH3JblYfPYf9N9yIxlXTSNHu1LdJL6GDMSIvgDR52Uk0LltoVCmN+A4Me0zzjw2IV7zsDJJze5jcZLDnjcsTFCfN53B7jGrZ9pVg6Dw9tg9UyNfMwHSMMAAQDkqUy6Y9RSoRDxVtqPLVFgJ7KFQho0POwQ3ryBdsN5aKBLh4IX0OT8srYYpUmHFsX7d5JUXRs6xD45IOI3yUQ6y07L0UgicMNa4+vII4dhvDjhem6YQGX/zGl5tm/M+fRv4ao6wZDSsDvYMXEAJgGHlKgGlthNrsGE+uVhgftvYy1SgWY+oTVjGy5Zp7BqLGTkl5N9Ae0hGOK6QrFm7W4jR+NDcbSXfIHx0NPaQo8orH9bmbHCgScgLzKsxV7FUuVcgwtTkfrY3KrBW2rcfHG5T/UVduLjtA72m7XrS8c2R8JCZBM2hBOSnMrk1u3YsHXlE3mCpAuPwpv3ZkKzHlu8iaumg48QrOvDCOHoLOZYpoI6uWwPCEY2gCvUfeB5YesfSM623PWhUDwchutE8F6O8UGFp6U5mAWIMMCN6Llc3LX7w8+OCD+MAHPoDbbrvtm37vb0isZ17mZV7mZV7mZV7mZV7m5ZqL1t+6/66xjMdjvPWtb8W/+3f/DgsLC9/0pvi29YQ7DxwAKJvtV2YBEZGE49pvM0ZME/mUg0USmlvu1sz/jmUcwiai8NJ7i6NdnwEOAJEVQdHcJMgARvo9DipEA5/1TewotRKOChRWAjoeagpp8kphdNzCQXJAOA+w8BzRvFAIJhpl28k+K7TOGe+aDjjGp0xYrrGVQTZtcuFYkientaXQ2DQet2DaodCljBmaVzLkXeNJCqca0YGVP2/5l2h9cRvDF5usvHhQIROmHo0rE1SNjr1W+aSZRIBLTR5omQiSy86WA4IWxMOCErrGhwS6FzXVI96td5DjVHX9IO27VF4S/CBFYBkPqriJLHNZ/BV5JdtXPCMJlIYorZdls8DwZIzGtnlmuDuBtFzx8dUSgxtNok9nIwOYFaxJA3BpRZlGystKX5GI9224eiFElTDy8mjBEdgEyub5MZiyY3O9PTNoHB9zsD/FdM0JoijyYsZ7EvlihOjAekdiTu1btDkSO7bCq2OoW00iXjTwsvcy5vQM2QiQLVmvKQd5n6OB4SV3/N7QjJLZ4v2K5lHr/ATpYdtWA0W/59OK2jq5mkJab6wKOLKFiMZmNFZoXDCCO4OTi+SZC0cl1QWaId6zHM+LEdpX7NzJJZQVtOKlRvtSThAWVnmGiGIcQYWmfaK9HMJGx3guoe34YRFH51xmP3sRsXggUbQDJLtqJsGOVQylepYvgxnvfLg3hbKJg/FuhXyladtqhHSpDwBoXppCNgNkK4ltF0YeOAMxM3Xv3T9Cdsh4UYueQLR2C71vYOFeRVcQa0o4rAAOJJdNm2ZHuoj2rGx9GJMdEFsD5KdMsl98eYjsmBnj0xUBwFSEaVCkYfGBCxi+3BAtN245CZFrshGatwiKEO3l0DbKIUYZooG5V+PCgDz3dchUNC2RfqfRkhivB+BFD42Lxoinx9ponjfvUS01KSLGc88Hni6H5O1MlwSa560XnzMw67GWjQBFx7MZxTspWG7H0HKMcGg+tyoNXtr1YZIDsImVeQklbJRiKsFL29bjEkwBwZ6JIozPLqKxYYyUbIaQdvwWCwl5psEY+NL1tt1Qi3x6LvDWEwdgepkgKPlrXorgo0bePv3rr0DjsX3z+aZjBF907akZM8xUzlPbCMj+FR2GxlUP6dLCM6Iw5dfWsh1QIr2JgLl/iBlyC/d7XvqoH2BgHDkcTJFRJEaFXiBKxgzTNWvXx6Borig0JeOqiCMeWLEcwVD0I2IfCSee9SXZ1zNEBkXXsmftSuJIb+5Igt0BIB50FjCIQlOCbN71nnjZ4BQdkzGjJNjVh6bYfUHbvpOHz5QNhshG/PJF03aujTRntJcIMoVw5OieMBPtdJEULQBpx4YKQLbUJb+7qDirfOSUF5rcq45ta158yfMceZ7PfPeVtGhceec734k3vvGNePWrX42f/dmf/abX55p5wu+9916cO3cOAHDLLbfgJ3/yJ/GGN7wBAJBlGf7JP/kn+I3f+A3keY7Xve51+OVf/mWsra3RPR588EH8xE/8BB566CEwxvDyl78cP//zP48XvvCF11RxxyYQRxXKyuK4IkmDtGzW4RJmYgAmbKMlo0kpm8BybBbdzU41w2SiQ4e11D6clFtIC4Bo4DdWKtBQmlEGugr5czbhxjCGaJ8zi8vuC7sobTg0GnlIBau88IkG0D5vDHp6qIky5sj7dlKKAFXTVkbbDTCM8ISDh8QHivCJkzWOeM9uHiN44RTGkK3EZABVABRtXy9nrA9evk5QEyYDpFbsJBo0SBwoOWCoHJvFaoju0ykJixRtTiFQkWvkFucnE07hu9aWRLxj+qNsNJGuW0GKiURlBU2yJSAeCqKuKzoxwW+y9RaxglQxM0YQQNELaKHLlgJq687FHJo7GroA+bJGauEzoxMJ1TcaRhT2zVY9hIQFEkXXTyN3sBlc51krZGRgG3UIjMuwT4/5cGO6JOjwGEwqFFah04WlAYPxd+1QrEQoOhyaeWVCd7BpbZZklMdHlryxloKe17qSY3zMHfw8BCpdDWnRS1dDRENJG5xwBBR27pVtQWIVkxMtL/qSacoR4Lmk0DWXmhhUwA2tl6M1jPcr7N9mvAxBDoIBEVQHZjNYWZYjI4BkcZ7bHueuQobJYd8eQaaRWvrMsDVF2TUNUSWcFtMg14Rhx0hgYgVn2MDbGRkyaGEgZHU4ihZAzA022jPpKHQfO4DsNsAsFCFfbhAOXMVtjI/ZZpBtLP7ZkKAQotRo7Ji2DraHiPfNxn3vBR3qn9X/6yptZE1fmWf0vjTA1ZebNuyNJZjUKCy70PBEhK7LmxgCuW0TLMQUai/X2sSY1LlQ0ua69clnEJ8wNnzy4iMkcKMiE85vnjMwmXKxiYMzZmBHiwE6T5tNqWpGJAJU9BZRtDykyG1OVvYysgHNqxVkI0DV9Pj0IDUHkGDkAPlAcn4fw9sMTIVJoP3HhgmpeeYYvdPw+iY65409CYY5qiQhezY51kJjy/xN5H5eDY+HyCyjTu+JkA6BKonItsQDCZaZuuy+vIvlhycoVmsUNzQeOcFAglyj/7Bl4vpLK+g5EaGIo2031Je/axHtC6bd9m9fAqsM/tv0W4X0r78CAND48Kcwff3LAACLD+9Dh46a1z6fGXiaG6y8wWjdYNLQkzrYSTRkM/SpbodddDhR64UTL3hTthlCJ8iTcEi7cc0WGZj0uVjTVYG8bz53L2iMj5oxbg4arqHYDNyiue0PCm5Op8uC6gEAnUu1nBDmmWXGhxmWDkDPcCVbEAgctr3N6SDEK9BGO5woZAue1jjZMzTDgIE1uufxSiO3G9u9m1sExZEJo/vqwB+GgimQrvpxPjoeUntVMaNxFk5AVIQqAKbrls0t9wJ50D4vSSbWNrpm0PWDHEdgHVVur/J8K9/KxMz3ve99eM973jPz3U/91E/h3e9+93N++xu/8Rv47Gc/iwcffPC/WX2uCY5y9OhR3HPPPXjooYfwmc98Bq961avwpje9CY8+arILfvRHfxS/+7u/i9/6rd/Cxz72MVy5cgV/42/8Dbp+PB7j9a9/PY4fP45PfepT+NM//VN0Oh287nWvQ1mW39w3m5d5mZd5mZd5mZd5mZd5seXuu+/GYDCY+e/uu+9+zu8uXryIH/mRH8F/+k//CUmSfIU7fXPKNXnCv/d7v3fm3+9973tx77334pOf/CSOHj2KD37wg7jvvvvwqle9CoCXsP/kJz+JO+64A4899hj29vbw0z/90zh2zLiCfuqnfgq33XYbzp8/j9OnT3/ddXEn5v0shAhsyC0X4BMXpprlno6siEWWMkByNK23qWwxHKSWrWQUoIjNcbRVgAR6wgmr8Rtr4gyFMt5tAOA5RykFAnfN1Cc3OvcEUxrR9gjZUXM8bewpJBb6IJOARGq49IkdTCtkKz5Ri1UaiQ2zta6UiG24WUcBhatbl8aID2zCk9TgNiGmtRUg3jJH5CCLwGwIM0g1mpenKLrGaxYPJHjuvbYu8a/zyDYlS7FKo21FC5LLQ7Ta1os5VeDW49e6ZFwiifU2JdtA2TUuiqIjfFKVUtA2QXV4XROy4YelE6dAKBDZ8G97YQnNjYLwXcG4IE+QOJiicdl4EaYnOsS60tzIICwTgihbFPLVglFGfjiWiPYFWhdtGx1MqV5QCpPrTL81L46RHrVeL8XQsp6r9FCT6t2+rEhkA4sReMko4ZRJz3vcfOYA2iZYRQcRNu+0LnKlkWxbyMD2EOXLDFsDzyUiG16PDgCmE7Qs+0N6pEVeu7znJbnbkwLj6w3MIJhIgvXIRKD7pLlWRYLaPRzkGJ4279e6nCMYF8jWzbupECRuFI4ljfH2uTGKBZckxAk2wqRC54L1RO5PoZo2ES4OkOxrtC6aOspWgAXrJdz47mVi8giGOUFFlOQIJhZmUAmK8IhJhcoyDjW2cshYkCdelArNy6Yu298dU1KgFgLFkqlvfHWKykZ+EDIztmA8nw5eFuQaTJpwtvNYub4stZjxIGrBMTnVRfvxPUokTYoKYdNxaFdoHjFjafHzA4BzsgMqFigtB7hc8lESI1pkRaFO9REdmDpGezmkhadNj3cIfiCyCqyUiK+YzloeNcAt9GJ4chHxlh1bG7uojps5HexNsJiafp4eaiC2MKfs1uPkxe88eBHpC46Yd7o8xHR9AdlhYzeig9wIFAEQ44zmDp/kiAfmvp0nBqj6ju9c0hzmwxSBHX9lK0bz/Ji82UEaI9y2/ZYENH6LQ120Lpm5mi/GSF9u1o+iJ9B/2KiULDy8B3CXDMzQ2JEkyhPujClSka0uo2mhfR3OwK22gtibQFj7K/ZG6Fz0cCrn7V54LIcY5whS0yc6XCAPaTjIsbgzteNCkLe8/2RObEAYa+RHzfxMtjmxxCx+ahuD69eIBUXFIUFQpq9/GaLfM965yZteQREw9mfmlkxptLYkQVCSrRSamfVBc4b2pRyZZdCSoV9Pzd/N/10CLmD4+tsbLknei+o0rpaQoROf0caz7CChuwpMWrucKfSeMe07uKlH62k0VtBW8MtFlc333gPcOV8gXbPRhKmBVBYWhqRDjmTP21UHzQonARIr6BOOK0xXzfXJnp+8RTukCFgwlWClRtXwUbvENDsa2yUl++Y9gc5lG7W9lFGUl5c+QZaXnJLRmQwQjhlFt7pPp9i5zTPsNLc8Ww5FIMDQf8xGy2/tIDmwMCvB0D5n5m3eaSHZKSGOuxCnEX5zbeLIENqXn6eJmd/Cav150JN6eeihh7C9vY2XvOQl9J2UEn/8x3+MX/qlX0Ke5xDiK2COr7F8w4mZUkr8xm/8BiaTCe6880489NBDKMsSr371q+k3N954I44fP45PfOITAICzZ89iaWkJH/zgB1EUBdI0xQc/+EHcdNNNOHny5F/4ZeZlXuZlXuZlXuZlXuZlXv4i5Xu+53vwyCOP4OGHH6b/XvrSl+Ktb30rHn744W/KBhz4BhIzH3nkEdx5553Isgztdhsf/vCHcfPNN+Phhx9GFEXo9/szv19bW8Pm5iYAoNPp4IEHHsD3fd/34Wd+5mcAAGfOnMH999+PILi2qjgPnJIc5dCfapxMuQqAeOBOyMxjuktA7AWU7Fi2gMp6PZgGVOF4QkFKcJp76rjWRoXhKXvyHxo8KmCUsHYnLSirnMdLjwtzRXOG/FAXoaVJy/sN4hkNx4ro+GTMIbQDFAPJhvEuZUeNZyynBI4A4yNL9F7NLXPf8amOp3TalIgPLNZ3iSM6bJO7utrT02mN6ZEm4eiKNkdlMeWtbUlJKbt3rVPySHNbIeu7M1yfErdEmyOYWjqyYw00rhYkq+0pEE1S6fRoi54fWj7wZE+SlHXQCTC+0XrYax7cyTpDsu+pG/OlyCck9mOMD7ssI2Bq1R3zpQicqBoD6s/G1ZLaIV8IUPQ09YkKmginbgxpesb0eIcSeiAkcutR1Rw1KiwOkVvPZ2kw0s5Lo3lAmPDxmQXCEnqKSYPtdnh4HGpS+1QtTymXLYbIuxzcghdFpshj07qckkR21WgSXjDhjJIh4/0KgzNWknvgvdrZUgutK5Zb/liM9iWQB7q1yZGueFpBN2YGN7S9Kl2mqM/DUUlemTgWJPVdtQLkXQZx2LRdYzvHzsvNWGYa5Ekq+wnRGGoGz5c+ljg4bR7eueQ5urOVeCZpO9nV2LeqoEl3jPSIS6RixAnc6HQQTuz4uxJgZGnDmhdmE7LBDG6/nutBn2UNu14ptJ4eID3RpxyBoh+S969scVIavfrSPhaeyKi9eKWJm1kmAQIbLNq7OUI4Nr9Z+vwI2apVhV0IaMw1NzIMTjZtHyQIpiF5sNMlQV7yINUYnDXtIE61qI7qUEI5H90LBeHxg3FJdIWDu46TJzk/1LHJlb6+BzdYr3HRRMsmzurlBkbHbK5Oa4HGWZBpSvbrPRPT2A2mCunxNkWrsgWOVsdpJUiiBmRKY3CmRde0zxs7mWwoZMf6AIDJ4RCd86ZBeakwXRGEA2Yri57Pmxv7ChgO5tFx806tjSWa6+mZFQyPe05sbhMGrr4oxupDCvn1PepDFZh20AEjOr4g0+g+ZiKXOy/to33ZtA/ToDUhWwtMUi2sHL00POCA8bSmN5kI8uLD+5i8yeDDk9/5FNgrbqPnobQJgAkDmLPRDbIzTAHZckRe8mgEyuMB8/2ZrkREeRkPFHIbgS1bDM0tq2bZEl6tMzLUvw5/nS1ywjy3NzQGN5n2kaFX+BQFo1ySqsHQuWSjPcs+dyVbDinnCIyDywat3wAoL6VsA80tl3Re2yP0vL2vmh4TrgJPGxtMKhQ9MaMe67Db6UpIbRVONaar3D63QbkzVcIo+qYCRu7NeKgxPuFz0vZuatJ6oyKObNHnaUQ1OkEXiQynPhGflwzZmqckrNqConJMGxtj+oET3WG6PE/M/EZLp9PBC17wgpnvWq0WlpaWnvP9X6Rc8yb87NmzePjhhzEYDPDbv/3bePvb346PfexjX9e1aZriB3/wB/Ed3/Ed+PVf/3VIKfGv/tW/whvf+EY8+OCDaDQaX/G6r5TNKlGBiwCq4gg6xoDJXKBq29G/y8nAMwniOc57gFysoELHmetl5WXTD/iy+SzhgMQN6oAGPi89p7BsaoSBhApdoiab2Qy4wqSGGNnEpqBJyYVaMBIHiAcVbVZ4oaBjxz5g3sNtDGTEIMrafe0mL+IM6YrnXHYbFCZBgjXxPqNFVnNmuMmFN2CO81RG/gDDS02iDlWTEVe2yD0PMFNm0QQM3IYXyh9GNJvZwDjDBqmhHDyEg6Al0L7umjMS9mDa1Cu24giyJgJUF8fgBRCb6C2UYAhzG4aeChobIleUPNTaVAA8D2zZqgkPpdqzySScDG6YVNCWmUMFvk2hPZd92RJIlznCsecNd2NIlLXDEAMdmADQoaxsCdpMNa4W9PsgVZAxo/ctOp59RgvPCKSF58OtC12ISQEZ+QNEYDdzRcgwXbOJgplG1fJmIl3mVHcZ+4NDNPYsJEwB4G7u+fdzYxowzBZM+3dkCjOJ1K6OvMIMR7lL2FQBQ3LgOX7d2AhTBc1YjQdbeFYa+MRVGQd0wDI82JahZlkBT9pN15pnL1DCJKQ2dvRMKNXxg8/y7ps259InWItUorJJVbzSYBWr/ZYRLEMJkJiMua/5f3DgoW/1wqSma7WozclUmjFom5wpTRsRVUsc45WmsRVOPLMRk5pETVoHObHa8FITy0rZjxFMJeJNAzMol1szbePGA8CIb73OLMMrTQdrprVP1hIMrNRklwHfb/UipiWYdOOXEWyJ7AfM+HHvqkJuIICWEajses2Gos3RvmQGoCgEeOVtjduIdi5KzxLE/H3J3jhGoNLPBRU9y+blJV3vigq9voCYcoR7U3vfGGXLtx0AYkHRofAQlFfcBv0pg0NhkZuDGlXi+b9n+8XYScefr44L73ASIK0BaCMI5753Nj5bZHRY61wq0bxqD+99jnCqa3PaC0QZ2J9dO2JGDrIg0zRmZS0uX3Rn6+42lWWLAVITzCtMFd1LJgzSJtc2tv36wqRG5RIrS43C7hFa25r0CETpxrd9JPMHhfaVihhVyiaj5Neg0B7ymmuf3KoBYQ+tMowgGxqR12RDwX3nE9PXWHnBpcLbgyphtBbzyifeBlNjQ12CbNUAQQCz5Rhl0x0u8Lwsc8VMX655Ex5FEWG3b7/9djz44IN4//vfj7/1t/4WiqLAwcHBjDd8a2sL6+vGHXnffffh3Llz+MQnPgFuJ9F9992HhYUF/M7v/A7+9t/+21/xmV8pm3Xtpa/FoZe//lqrPy/zMi/zMi/zMi/zMi/zck3lgQce+Kbfk2n9DbCX18qrXvUqHD9+HO9///uxsrKCX//1X8eb3/xmAMDjjz+OG2+8EZ/4xCdwxx134N/8m3+Dn/u5n8OVK1fArAekqir0+3386q/+Kt7ylrd8xWd8JU94etjEC3VcSyjRAJT3oNH3zHt2lTDUg7youSISG46VnI5ovKx5MOq8wAozFGXOK6hDQIQS0sJZWAXydixPhxBaQ4JhL2yTl1BzVvMSP4uOrf49994izUDeBSafC3lx9XWUSkbBzHvKXMKnihhxnIMZb4GDLLjr3PPr3rF6HX0bzH5PVIsSgNYe9VL35LHZd6QQnfCc1Maj+dz3U4HxJJNSm7/ctJf7h/AJtc6LQ/Vg/vcuBCkKozDnIiBMad/2yr9jva1UrIkOSnPvJZlpd2ZouJzXRAe+jg5KQNe7tlN6xmtIz342xEkwr6jKvQcFqI0t5r3J7NkORTeWFWa8c/Qeyngo3fOVqHlXZa19pKZxPVPP+viVijyfmlvvWPUV+jf0Sazmerqr73PGZtqC6vvsZ2pfR9nQ3jOkn9WmznPeAkTqf+/shHtXpoGldAgBDckYtrtdNOICaR5hdejn+W7cmYkCACZh09XJjR9WzbZv/V249MndovDv8dWSmox9eNY7uUsEo+tU4O3js8f1zPzWtftyX996JtGz52h9vqDWPw5SxEtN9suEJuwzSkXtY6J33pusA07c4OD+PVDjszcP0fQbVjkPLjfjDjBjrxYZNOId9tKIE0wLjHlKurLWPpX2drXGca4D47mntq7Z9Xq7zzZq/XvfUTL2NoFpQ43pInBa8JpNqdsT/7zFfAgBmDHY6M48luYRM15iol4M6hETzNgwqiObXfc8HSdq7127DrDrkPnIK38vHYDWVDP2n9s8umaiWfWsNffZturZf3v2O1WaknzrNgusbufsveprfn0dc+9YX8Kk/42ujyv4qIgKGFSImUiQXx99JOjZKry0rwgw0wf0vV1PVM2NShETVnsPDayND/B8K3/5jT//LXv2x/7zP/2WPfsrlWvyhN999914wxvegOPHj2M0GuG+++7DAw88gPvvvx+9Xg8/+IM/iHe9611YXFxEt9vFD//wD+POO+/EHXfcAQB4zWtegx/7sR/DO9/5TvzwD/8wlFK45557EAQBvvu7v/urPvcrZbN2JwPz4ZsRbvnvFLIR0FgpR/99Hva1GB+Lr/O752PJv/ZPrqnU9IC+7nu7tpr+ub+al2+kfLP715X06/hNfQ5kX/VXAAChNQ4NjB3q124uoLGaD597QX1Ofr3v+N+qLf57l/KrfP5qv/l6vr/W5/55pXrWv7+aLfxK9/tm2s1nj7l6/19D+whorKaDb1Kl/gLla8yh/+HL/yjzd17+m5Vr2oRvb2/jbW97GzY2NtDr9XDbbbfh/vvvx2te8xoAwL/+1/8anHO8+c1vnhHrceXGG2/E7/7u7+I973kP7rzzTnDO8eIXvxi/93u/h0OHDl1TxbetSI0MAQjvNWM1LF/9VD3jCQ9AyU+ae2+6riVX1fFX4DXPZTGrLuZO/SoAEGhK0GI1w7ic1jxkSc078azTs/NiMjXrVax7tzT3Hvr6CR0asx6pGtbSlbqXecbjS3hURtVyHnPjNfDem7p3d8aLWn8n8pJoQNc9DzWv2Yz72t9Di1lvJ9229h4yYjMe5Jn71K+reQSYxKx3zL0H915IXhlPuLt33cv3HI+ffYRsAMJtxL+Kp/85nnDu68UL7w1hWlMSmChqnrW65x7wWFsG4/1zkZV6feseQ9Q9+rNtVY9yzLRhHdte87DOeGbqXaDwVduqLtBT97IpwQjXqgNG7aBEzVP7rDE94/2uebJp7D7bS1yLSMiOhnBqt+JZY8t5wpuMVHRl4vNCuLReUFWbz4xhu9dFI/oKnvD6PH92lfizxqWCj2Cw2fntRJZEWWtH1PDTz4oi1cuzPYZ0tcCMJ/LZ7eXqyOVXGku1+7txwWavBWBsw3Nh3DM2r+5hr9svzdlX9cq76wA899n1d615u+knX+U93PtSWzBv4+t47LrnXqM2l9w71ewejc0/7x3Vc9tXRX7MgduoRc1O121b/XrvCR+ZKA2Avbg7874z0aJaG6nIR57qkQVWqZl1yFNw1n4jZ6OF9XvMRFBq9sVElPw68BWjC7U2YWrWFjKpas+o2yo9U0ev8vss735tvtTtybOjeW4+iVxSlKYereSVfm6bujratUZFRtxLzET2fJtQnpN87vj37fAVIjyhiQ5RHgQDROHoFxklNQOAl0qcl+dj+QvDUb5V5ZV/7V8CAC6+xivYMQX0HnchXyCyCSbTNYaW5TiVEcPwFMP6p4x1HR0Psf+dZtWNn0xQdsw1C4+CMpfr4bPlL5TYvdnLWfeeMQN/cJ3A9EUpki+arMn+l/0K9H/83s9gfTTA1biL7/ur/y+S021elShtdjavNBqbph75SuwNUKWRW+aR1pUCZSfAwPIILz2akzpgOFUU2teczTCRuMWiaDPEQ/OPzTs41j5tfh+OJVTIiFEl2VNkNJSAl/nVPuOcKZD8c9ETlIwzPhygYZN5WpdS5MsxGR3DGuA2jKixwTCSXk9X49mDgl0EeeWT53ZvCnHo4yNiJRGFQtlyrDa6xgjBcXDW3OvIHyuEY6scuh6h+4zxXA6vayBdMnVqbSocnOHoXLDtMtEUoq6aPiExyBSyvnnG1ZdqXPdhmxCzFJGaWrKnaglKZnFw7A8HpwNUllK8/4SiBT/el9h+qRlbKw9XNSU5TvfKFgWam6Vtd8MQE0zdjgok5ywjRiw1XGrsnzHf95+UlIA5OhKQal7nYk7Kn+FIIl+wnM1tjs75HNmS5aJe80wkzatqNjyrfL+5pNmqydHcNCfefCmixcHJW7c2/Lu4xKbRCYbFLzkGDH9fFTAaP43tAuOjlnVlKFHZtpUxsxLzNvlqo6AEw6v/8xSHP2CTaCNupdmB7rmc2Ek27uJY/Yx53vZLGRaNDhnaFw1XcZUwfOQ3fxpr0wE2+j3cec8/x1vv/Dh+/Q+/E//Xu38ahwYDbDV7+N7/x0/Ocodzn3C5fyYkJbv2JfMDlzwqI4bBafOO7QvA/gts/zzN0L5s1Td7nJLnomFFyrPTFU7cyNkiN7zNdoMTDz27xfgY0LgKe/3s4ba5Y54xWRNYeML0297ZmOoXTn1iW3ygkK5wghy0L3ubVzb9ZgWoKROOfeJekCo/XkOvPlw2GeKBQrrkEtWVl3uHT7jLu16Bt85awStQwns8UGRP0kWBIPeMLOHU26PpMkNj1x/M928y3/cf12jsKWp3Lz8Oml9gXrIdANqbFSbWlnJpmK8Asya5hDlR1DeMoDbd/Y4Ci5+ySdG5RrbAbMK4+bezxUWbobVl51jiFS//y6//NFZTs9a8pXgtytcZVc1wWEDFTvKcGyVbyzQ0OMWx+jnL6699Qm6yU5CibXMrR2kTtNOVwCsJjxXNvXAsTUKjS/RNFcZWKXXx0QnKrrlv2QnIbiS7JcbHrDrzUHnVx4QRT/jqpwY4uKlr21OjuVGQdkW+EJDNjQeaDhMHZzh6T9l16HKGyRGzVjQ3vb7E7gsatFYlexV4ocjOAaAx19ooEAzM2pweaVNSPlM1yJRgtD6JzJMRjE7EGJ5gWPySfc5+STYw3sux9Qqrx3BFefattQD9J8z6NLi+gd4TxsszvL6J7lPm8+BME83tith6tAB6z5RUr/ERy5QSMnz2Az+K51v5y3/lWwhH+S/fxnCU51MZnHJVVxBLZrGQuUBu5Z+NdK6d0LE/bRcdhnxV0iAtW0Cnawb8uB9DW6962eFEI6dCoGra79sCpXVytS75iZotAzxQxFyS9z1jx4wXU3vvijO8ACDGCtMjDXvfKfJFT8JPC+DOGDLpkSxwvhiS15aXde+YX1yisaKFWEbcUP3BbEKcoSg6AsluSe45mTBEI7NhUO3As5AknOq88PjU08VN/aY0SL0hzJdjhKMKVWJZQVqCBECMR8FuzgtNQjFly2fOa86IUSMcV+QFkg2gakVE+ScjThR+silo42w83qZJZMjgzKsovKcqnCgo6+WIxgoq4LRoBqn3BIUTv0DwXNHCeBUBycMzqRE5tBEDRGYXyXZgmG3s9fG+F6IIp4o2K1VL1LygmtgEALMZBkw/03s3BHiuIOigIJDsWIqv9ZA2H8FUQbhchfpBSoKYYKpEILd9qAJGB4ZwYphr3MZHRh7nGZyTJKPcuFoi71n2jxJUJ6RAvuiYVvymPS6A0dFgBh9JeRyqxkCQekaKsiUQExVlOBNN0C1qqhmGnKIXznju3HtBgzasMhbEulJ1vehG1RV0uAtGBfShaObQYepq//+sOR6kBtNPjDoRo8N0NNbI7cFPlKb+1FepgjPLyb6EbFs2o4OANmBcertTNQU6T5lBl/V7xPhStkwdnO0o2hyhPXCFI0ab72ikaI5UDb+Z4xX8oWyiiYqNV5o286aOitiQeOU36LzSM15kd/iXMaP3UCEjqrlo7KW9iw5DOGF0WKya7FkbXvO5sSuJpaNsMoSW4o1JUDuowNuyMDb0mq7fRa7JfiaBfyfTf7Dto2lsyJDVWJU0Pc/NB0cxVzb9M4JU0aa0ShjioR2/HUGbQRUy7ynlngmESQ29xGqsQYxoJqH9nATjnknEFQ2Ur3sZwvuNoE/52pfSwZpXgCg4MSa1NxjiDQOfyg91yX4yqbxgzjMlKss8YsaMebaYStpoR8MK4AyVbSMuGZJ9v964eRgflMS+VLWFd4JckbROJ7sKDft5eqxNgl9FLwS0JlvVe3SAy6/pAzDMRY1t0xDDEwkdFKbrCdk5JhXZIzCz+QYM+47IKojC0hVXmkSEmNQorcBUNCixc6t1tD1VEqNZOJGId00dB2d8fWXEEA/gGWAiTkxgfJxBBW1qOzdOkn2J0tLpdp9JUfRNfeOhhLa5FVXTsIW5d0wOFHnVW08cgCmzSdl82dcWpZmXb235tt2Ez8u8zMu8zMu8zMu8zMu3V5lTFPrybbsJ7z9p3CyDGwTkyLoiCu4lyEee97hsMUTWE1O0BYKhQOeiuX66FuDqwJxswwlD1XbeQy9gwKQXARKFIgEN2QACK0cbTIBSechCsifpZEpFA/F+CWgrwZt6j4KKOBrbxqNftT1/LS+9NzY/3AWrcQ83r6R0Yq5L3UNriNzCM9LKY23DmLyowTii8Fno5NTt5fG+JK+zSCV5xOKDCh17TbYckwctHFbk9S86nO7TfPoAstuAYC4UXaK0Ets6ZEisdLZshBCp6Y+y3SLPFRAQly0Aku1O9iKEgwzKymIHowJl10ITtlKSI29frlDF1lO7kyPcM8+rmh3yRohCU6hcc4P5d2FB48msqH8cRpDXOJR1p0L7KStbf7gNpn2o0hWeK1QtL7Oe9yLytImppPBm82qK3ZuNSzc6KCCbVjp7UIEp76ERU9MmoiGgYo7A8sNqFkNaeJPIPUyFVwqNq5re13noeemjFvHVKeJ96/nJKoxusOHfSiMc5OC5bessgLAyyvmCqHGDa8QHlhs34eQhDiYV8R6Xi02EBC3hSPYUIitSwlREcyzIvJdPZJLC6PU8gGQrA5DQ+6nAe4+VAEUR4r2C2uvyJEbjgpm85XIDZdt68A5ylF3rrZ9waDuJeeZFL8qFGOmyESmpLyBMMuQ6JL5w0xEWPlVoYvVgFUNgoxTZSoxgbN81VYAGmldMG8lmiGTHeiwlkFyx44xrEr+pmoIEXURWIV9xAj2aIDbJvrLRBWsrNgvie6+SwAv3TBVU7CNBoZ1vRT80tgqAjGJ65yCVaOw4b2WJ4al4Rh48tLaxaoqZ+eIiZfFQ0fgLJiVhbat2QDY6SAM0r6SYHjL9G+QaIKYUn0cgG96Ol21Bmg1MeU7/ZDNF1bGQvYkEUzUe6xqeWfc5mrZ/8r6g/glTRXCfcCzJe1x0BQk8VU2BcFSRTYn3CuRLVqirUkiuWkEgwQlTLjI1A1VyfRCfj6juQaaQL3EEX7RCUlcrihjyhrefQOMr5mmEwwLla19qPv/Xz0B810vovQEzBwETkcqOmPmeLwZeyn13ir69V7baQLRf0Ps6kZt4ryAIE1MaPJeIRo6jWmJ81IzfaCjQuGi87VW/QbYp2UqRLFoBrYCRjkW+EJhoMoClhwaYXNcx711qRJcPoCKjApQdaqF73kdZXB+wCgTv5FmJ0WnzfuGIU7/xMqD+D8YFVOwjc6rBEdmoRbA/hWqa/iz6MVqbjqJE072CSUVc+p3zKcSksM9IkPcYFr9kxkC8McL0lMGiyW6D5osOOeJ9H8VsnRsAMEJNnWcsHOW6JlqP7QIAGqsxmueGyLsLAAx8bOUzA9u+TUzWTX1d28zL87d8227C3QayuRHSJgYA+k+5cB9H+7KZCEEa+g1us4Gy48Pd8YEE9s2ATXaAamzu1b5UgpemeWTCUBg7geRqjr6I7b04kh3zjOZmA3urMRJrFx0OFoCnFRJGBMWFbLsXJDIbzk92KzKO2UJI4UmRMaSLdhNSGHhFYTFwZTciTFg0VhTyrWJGCpaNPUFtxaRXHKzaGumy26BWJvRuw4h5X/iQfNNjPqdroU9KkUC2YMPHXU4bhPRkgNCGb9NjPeQLokadFNIGV2QKk2Nmw8mUpjDg+BCn2F2QKgxPmvoaQSBzm3QFKBcSOnTkKzEtwGFLYLJmDw0DBavlgWwxpE1X3vO45umqQG7xuZ3zGkqY93Tv6Ooia6E/wMMBgmaJ9HCb2sqF2vtf8qqGydYU6UoHIuP2+YzaNF0LabOiQ38ITNcTGqNlm6NzziwoBzc0iOKtSji41KSsGUwVqfNFY43pmmtHTUqnouC0CZquCgr/dniTwqF1LG/e5dCsOZMIyKjtOJp2cz8+HBG2PZxqgs/E+xJYdiqtftHLexxlm6GxbRpChQyTQ+YGRc8nW00PxQRTMfSc5nOiQYqtmgVERTk6EqC1JSnvonVZYnzCPL/bH2J8fde2g6breZVA2DErpgzZsj0kTxgqO354qVAlxq54qjcN3ZJoi2zWs8MM9KDocGgm6HkOAld0feLp6KgAr4Dpitlk6AAoO+5dBPIlC4W4LDA4aeyUigCROdxtRO8+XfXiXeOEg0ufYChyn4cgY1A4PxwLn6gWACLzfbD0BRvOX/OHquSA07zPFgzGerxuccqtmCBCKvDiS5r5BFOAo1p1dQ/I5pgfmv+VHaDoNOnrNGYIx96hkux53LtMnLPBt5vIGfV/utwmKM34kACXAC/tJjHz7VP0GDQ3/dPYk8iWzfeDk4HPz1nisOK0YBrIux6PG3RDgmG0Yo502cHHxEwyZZ2mz68LXp2x7ClSRJ6uBig7ivDP48NeuTHvM2hmKlPHy7uxqRmgYkEQFPFdLwF/4LMAgOrVL4XIJUrrXJmuA8m+tY0djrzjIA+Lnr411yiWTCeOjgosPOEOaxHBHXnEIeBVKFvnRpgc7tl2UBjd0Lfvy4zoGADNvWqkCkKCr6QrXg0SAffqyH0B+aI1r7iZexiTDBkm63Y9HAGD02YMLT24Q79vFRJZ30zqogNaA/N+G51zUzqgTQ6FtO4y2aFDUhX73Kluquj6OOIzFL/RIKC+0QK0Vo1P92njLpOAIE1V7BPC46HC8GzPtgnAbcIlrzSm1y9S/05Odam+mnNkh1p0LzdHda1Oz6vy7ZmK+N+k8K/9k3mZl3mZl3mZl3mZl3mZl3n5ZpZvY0+402CO/Wk9Bcm1M2k8yoDxmIjCnOJlBKRrGuHYnOTzpRjBxDIrhJ66sGyL2cQg6+FO12KMjlkv846m7HEZA+GQk7ep6IX+FFpP2qpRESnhZc6zpQCi7ZPniBkj4XS9KDSqhofcFF1Bx6gqYWDKJjwFnpmgbHFKxCvanN5Jcw1GqiAmycN5GfO+P9WHE+UZAZj3BpcNnyxV9x7PyNbvmmQ75yEKpj6hJhorH3rsCvDKnPZdUiZgk3lsFU07WehDBVQNQW0nQzYLh1G+35wnvE79JkNQRn+d5ixfEDMCCJp7WeGy6b2Mro0BQGufxFg1vMz98HS7JqbRQt7jNdo9UL2qmNUEWThRbMrIM4GoAChswrH7m2kfhirw/VC2/Fips1NUDUaeyKrBaF6YyrnvOcFJ8l5AUt2iMNR87pnpCtC+ZN9DeYhI1WN+7jSZZ5ToCzQ3KnoG1Z1YEDj9jiICNSpDLRikk4YXzNODal1LTuT0WRQa6RInj3vRj72kfSBrdJleeEVGDNJCm/L1CtU5y7ywXqJ1ydqQpch6uDFTtAYyFc4kbGpmk1tDL0ZUJT75TnOG3Di00Nw0iawucUwFDOmyv5mzTWUbaG7beylGSZbBVJH0NpcgrzjjAMtBFl7kHnY1S/cHEu1SgU9oNFShoN87+ydD78UPMm1k1e04j8aK2rRs+DkJ5pMXq4ZPoAynPilaBZ4dBTDJiM6bFw21p2osNM1jzT19XzTRZGdEXqOkk55qLsj0s2hd9cyYc99PVwVk00G5an4q5aluAc86pWrTydS3wnTVwpsKQNuGFGUN/sKeRcfXqnmza/SgvGAUqQtTn9DNZI3qTnmvOtEkwrKgOJsjNapXG2hK8PufQfH6l5HMeTRskEe1aHOKqIYjnywoUoVwUtl2DHzkcSwROTij1Ah3UvBF0yCj67s+0bdUtHYEaUVwvsa2QrLnk4RdxLpsNag/q3ZEz4M27csrU6+yyQgONV0WnmGn5dljyuUWRVLy5dgn2Ffwyd2pRraSEFwzGiqygcGkhLAJn7IdA8wYgbwv0LAQpuigQGHJFIo2R3hg3qN9hWNyJEBg4Sky4Yj2LNPK4SZFAboXgPjcnvn+9DJCx3gFjqptySYyT74QZArxbo7cRieqhve2Cw5iT1Lftju8//uUa+qie++9F/feey/OnTsHALjlllvwkz/5k3jDG94AAPjVX/1V3HffffjsZz+L0WiE/f39GQl7APjsZz+LH//xH8eDDz4IIQTe/OY34xd+4RfQbrevqeLZihl8+ZJG1TMTJ9wNiJ0kqm3mgqkmbHHZiqFinyFdJQzlujVGBxGyFXNN+wqI8kpkIEoxXmnEFhNbdBl45aAhQHUsQ/LlZ63SqK1FSqOxU0CFfkMVWVaP5vkRskNt+h3hKWu0fuFYglcaVexD3C40G44kbWiigUQ09vhIl93PywDxwBgNJiPEFvsXb6UQ0whV4nCMhu0CMAtCOLEY0L2Swn2trYoMY5Bpi9EFBjc0CcoS7+Rg/QhhjTHEFVEoCtO2xhIitzCiduIx2Rqw3QleKAR2EQiPNJBspigXLDuL0pChWxRKMkwyZBCFW8grul7zGCL1WDmn5tfaKDA8ldBGJD6QFDbjlSAco+ZANDL33ZmEtICp0FNA8lwhmNrM+1KhaDfpd9HQb2rbV0qvkFhqMLvbiPcrMrhVw7O8NK9KghdFIzmz+ZMNQZSDIvP0b8lehSo2fdu4WtHhBwjBlMPz+g1qOJZ08ApSbWjwiFmB0cLe2vQ5DfGBV/gMpyDKyaRUYPaA1T6vCLNZ9EPkfUHzkpcaod1wFt0AyZ7FI8fCM5rAU4KxyjN2NDcLJDZcXPQCtC6mmB428zC+OgW0GUW70wR9u8iHBxnyXt/8ZrdAMDDfM9mhOcVKTlCqZLdAsx2Dy1pSkWZgqUClBVhNY4Aps6FIdnLIxEKCxiUql79RhWCXXM6HwW27jVeVgHI4WpsS6Zrpw84FRXhkkXDKLzCsSLW+ccp82izU7rBpNkHm8/AUR/OKZVXY87tKFdQODY0A4bCw9RA0XptbJbIlC6Hbq6AEQ7rq2DE8u0U0YmR3AAOlAID+EykdKMVUeujZVNJ7s0WzuWldspuoXkj456IfIxzZnIgi8bZxqgj6wzQIX6sDhviq6Vu+nqDoeFrDZLciu5OuxtS+0X6BvNekPqAxJzWm9l2ZApIDZ7M4mtslwd1EWqF9pSYD6WxI4SkGmQbZExUyiNx5XRhRWYIxZMsCi39mDGixGBO15HQ1RPuSea9s2bP21BVoeS6pzwF4G/v6lyH6vQcx+Z+MiF5ZW3pbWxXGhx0GvqZoy4Cq6dhyFNn+ZLckqtD2xQzZ4RbZ73gvhw5MO7JK0qZ/dLKB9sXMtmnt4NbmYCqm9nElOncVRf8w/R7aw1GV4EiXvMMgsuvb5FBEkMzmU1PgkLMHOY2/OhMWU4b5pOh7eBwd8lsh8XFnyxGkXb4751JMLKNZ3m+guW1zNlYElMXup8sC4RAoFlz+ikZ62LRJtF+gU3MkZddZnPuioL4tOjEqO66KNkdn13yfriWo2iHReGoOhDa/pliICNIkPCr2eVXmiZm+XBMc5ejRo7jnnnvw0EMP4TOf+Qxe9apX4U1vehMefdSQ6U6nU7z+9a/HP/tn/+wrXn/lyhW8+tWvxunTp/GpT30Kv/d7v4dHH30UP/ADP/AXfpF5mZd5mZd5mZd5mZd5mZdvl3JNnvDv/d7vnfn3e9/7Xtx777345Cc/iVtuuQX/+B//YwDAAw888BWv/8hHPoIwDPFv/+2/Bedm//8rv/IruO222/Dkk0/i9OnTX3ddHOG95gBPbUiz4UOzwdRDESbrDPHACVow8JxTLFFzUOwyW9Z0LCmbjEK7VQ+wB3TIiGNy2HqqNjSFjVjFoUtBz5RxLVHDR9JQNQQaLlueA5X1wo6v69K7hROJ6MAmrgQMYY3nWDNQkl089Ly+KhBobdjs9URgsuYgMxI8cB5GDlFaOMjAq2pNjzaNWiQJ8WhKROGFRmS9BZP1EI097/1xsJP2hsTghloilTudiwTxfumZRAQjDx4rFaqej+M6b4gRPXDcsoLeL5SMohd5z9Q52bEiMIue6SVfionHWBSawtUuucm1IZwaWqmR90HPNhAUm/i1FBDcgknvxeKVJn7YoJVSQld8UJGXkMWcOF01MzAZ53WsEj82y7aY4e12ni4wBuWcY7HP1M863ntTNYQV5XG4Fw1hnWhVS1C/Fd2AoBBlSxBMileeTSNIlffGNjw7SZga7zUJrEz5DJ+z80aL3EdsmNLkvWGVBpPmswoYjSvTJnXIjU8m1gLEScwUSGSpagpic6mzzxS9AOmy56k/ONskb32+0qR+CwOJsmdDyYsRRWzKbkh9xUrm3TTKh6tVaOZ94ypmog8QGvJZ5OFMG4/c+FhC4fF0NTQQDRj4wvi4tSGXgea2j8qIAug97WEKZU9RWzse9mRfznA+k8jHckiRwHCqoUJO80fGAcFOGts+mS/viRrEx8PgRKEpvK651ypwzzXXBgDzojUq4pQYDOajRXU1yr2bm9R34ZRTcmyy72FhRYeDlwEKl/jIGYqOcdfyUpPHXDOfnDsjTia1gerB2BVWRvQ5nGryeFctQfN1usrR2DX3GB1uIl/yEC/nVYwHyic4Z0AVe7sKhFSHYOKFp4LUiw7xCuhcMDZrcH2MiBKsPcyPaQ/VSlcE8kWNg5va1CfOTgapRrbsIpc+0ltX56x791XAKREz3isw+Z/uQOu3PwkAyP7+XZRMmS1ydM+V1I6SRNCk/80CR/eiGUxlJyAP8ORogsZ2SYwoVcN7qZOdmMZOsmvmhqlLRcmuogB5srOFCO0r5vP4RYcp+TNfFuidy5FZxprW5QzC9m+66BNReemFwPKjXdKRKHuRTxzd9O0ZjY2dc30aH1QoLdtJeJAjX7PJ7xOJieU4F4cbCK1dFPvSixztKwQ7hjErXI+xeyugvmznvvDsYTIJcHC9TfI879lyopHCdD2mfla1oErZc+/K0bpUQKxYvZMGIzGkaFCitWUumqw/T9P+5p5wKt8wYkhKid/6rd/CZDLBnXfe+XVdk+c5oiiiDTgANBpmcP/pn/7pNW3CN++0k+fEGP2WCVWWimOnbXAj+bIgyrOqX6HsWHqujgZWMmzcYZ5b9SReeOYCAOCx3iq0Mtfshk1oYRfHto9BH+QxpmftBllEyOykT1+YYqU/xk5oUvS3deKxxX9gF6mQYee2kELGZcfjMZ3qGgAEEwFp4QNMgrDIIjcZ3bmJWqFq+XZkkqFs2azvLpAv2N80BVRgJmS2DBSXLfb1dIbhwPxexQZb6a4JJwzDUy606vHLvAL2b3SGvIZrTgRhXJkGwU/SFYFoJAhHqyJAM/teCggn7nrMlOmK7ZumD6exGjazWNAYnhSYrpmNf9n0OFUZg3D5VYOhOuT7Kpiadih6Hs8ZTD3jxsYdMdIzOXYsJIQpEGSGV+a3rl4kJhNK7N5sHlhXVq3aQLLL/fsxYNfSM1ZNID1sFoWDVEDZ8KYWQLpuWTrykMLEmoNgHMEUNDamawbrHe8Jej4hJYSH2YD7NglHjHZadfx71fIbOPc3ANhvciS7XlmxbAOj68zn5mWG6SG7wR36DRyXvh24MmPW1Z2KBrJVoOjYxS31kK+qCey8wDKUZDXGhxpuVwW+feJ9Tp9FxujADACjEyFhdlfbE+zdYB4iE9/vhpXA/EO3C+zfYDukVWBwxh7wwwhVAxgf9RtzxjWi5RQval3A7x5+AZiozfMXxqiahroUMJhNwjIHQGnHZVpGKNscyY59l4HC/o3Wth0wyLaZ/Hu3BkSNmvcFCYlpBjS3La6+C5qH4ZgBzMNTqqbHTze2gczaECwy+r7ebu1LGtsv8ht9R3U2OOnZknhpaFqdDUt2QXA+zTwLCeAhD7wEbaJ54fM08gVO84BJIFviZF9UYJwq5o+MbEE4qb0HYzS+kh2G1NYDHJiueLajySGgYduraqF2SPe5K3kfqFrmfYfHhT/QLXKaI0yZOgMmx6ixyR3zLMZHI2K6iMacDvkqAMBMI09XGaZrHtPNSwv5u36A4SUzRosFQEUKw+vsgbTy7RUNGTGqRCNAHbeHjs/YZ0UMg1Mc7Q17sDgaYLrurm2gbJvNNwAsfeDj2P+7Zg0vm55RY7oWYHjKwpA2eA0eZ1iIAGPvp1YXPZiazXO26PpEoOw6bLKHzCykCvs32IPNfkhjtveMxHTd5xbt3WAP7zHA7DiWCSCKCOOj7nDZwM4LQWXxUfP9/i0SzW1z/e7NHPHA/kD5dY4pID5wmHWNvTMxISazpYioCLdf3iG709qQmBw1nydHOBpbLv/JH3irJsdk1dDrlB1AtSrs3GLX0wJkG6OxwOS4pWrcZxgdtYcq5dly4kGNrUp7Aa10FdiK2z5XIgd2X2BFfQ5CLD08BABsvdw79+bl+Vmu+Zj0yCOPoN1uI45j/IN/8A/w4Q9/GDfffPPXde2rXvUqbG5u4l/+y3+Joiiwv7+Pn/iJnwAAbGxsXGtV5mVe5mVe5mVe5mVe5uXbqDCtv2X/Pd/KNXvCz549i4cffhiDwQC//du/jbe//e342Mc+9nVtxG+55Rb82q/9Gt71rnfh7rvvhhAC/+gf/SOsra3NeMefXfI8R57PZhi0npTgQYBJ2cHVE1YWeBKi8yWbWBHVPJf7AZJ981lGDAetEP2n7b0XBb60Yo7y8lyLEqw6m55poFgQqFqm8zqXFGUrN7Z9Isx0I8HVUkBY3uPmhvcmstJ7Uxvbntc0GnjvWDxUlIzZvphRuM6EJ81v2pcLTNciBE7UZOohJGHqk9ZEwdDcgn2mJo5UXjKSWx+UHK0tJwphoARcWhhHChJgKDrcc9sKEK9v92KFsulDwQ2T2I1sgfn7To0ktoMIqdCHXYOpmmHIcHASk5xj+y1hBD8Ici/jXiwILD1akFegoX1imwp8qD1dZhhbWERjW9M7jQ8FJPKRrgTGO2yfUbZ98pPINcE4qthLMBcdQWwWl4630Nv2mejEaS2A+MBCnoRJ8nH9KCMGaZNrW1vaQwByTd615lVJnPUy9OF2LjUau55guLldkbS6jBnBZ/K+Z5YJp9p7tLY0MSnkPYa2ZSYQuaa+DVKNdMV6G0cGLlEXnkq27Bg472Wtg8xHB1RgZJQBE43onrOfmx6iZYRkONobtt+bDEFq/jY5bNoF8O1p2g2UeKoFI7nr5lVF8udliyHe8GM+GnpxneFLE/SftpCgBid4SDz00u2TsyYJ0n1uXTK/6T1VIpgGKDvMs95ooBjFuFQsojqIKYoGDYRjEz2oc2U7SIdJ+DY2pLkJQIFgXipgZGu6TwEup7l9gVGyueYMYttBOjy8Ql4XoPVFBxuxvMP23eN9/3lyxMOeRAY/xhNG7VslDL1nzOesz8jb3b7iGTrigUbZYCissy0eah/dajAaZ0wD3CaiytjbAF56ZhHNPcNH2TLsOsTjXppxDximk3ryoXueEp4BSHOgseP+rrwnu8fRuAoSSIlGIPtSNTybUDgCpocdnA9oW3af8XpA0ZMq8c9Odj3sBjBwhKoubz/2tsk9r33F94eMGUF09tMIizbxPxoziEygueXsei1ylTDPlhOD1i03Nnmpsfq5guTosyNd4gJ30DIHy9j/u3di4UOfMHX57tuRrppO6T2VQYbG9b/y2SEJBWXLMdnbcFRRdHP54Ql0wDA5atcuCVqT4kFF4kAik1j8kkvsrLBzm/Xg7pcUrTR9Z+ubK/Dc29IglRRRaGxXSHYsWcAVjbbVq8gWIqjAXLPwhF9rkl2fZD4+zNC+7Dm4l79QgFeWaWU9onVr6dGMuLp1wNG8YtqktSkpQTXel+jumPDH/gvapJtxcCbC8qcErR2i9AJe4ahEajUUek9nJKZVhxgy6TeOmjGqx2iSGB0MC6cJJ5JE/aK9HOlhc994bxYqNy/Pv3LNm/Aoigg2cvvtt+PBBx/E+9//fnzgAx/4uq5/y1vegre85S3Y2tpCq9UCYwy/8Au/gOuuu+6rXvO+970P73nPe2a+W7nrtVj9jtejWqiQhJb8ngco7YLAawZLBx7ywDTAk4oyvasm0GnayRM2iZpK7ouZ8DzPHX7PbzayZYOtBgzlX7OborwS0TNpqWD+/0z5f+tgNtTkFpF8KfKhaw2aaLDwAbfoMcUotAXUcNUMREcmk9qmgfnfsHHgKf6iGi0WzMLocNUq9CHQINUEa8j63rBUSU3wIzSLnXsnMKBOtacoG1wQ3ZcSACyLA5Og7HNVE7SoCyGwymCb3WZAFF58qY5rLduAWHJ4lsTTEgqPEZcRo3Ax2wO00Cja5maN3B86oP2ipbmnYYz3GKklVg1GIXWRAaF778jUz20UsyXQ4FDCL5wyZoj37Thr1OgZud+scAky/FoA2WJQo16sGVxdY2ITQNnxGxc6DCSgdw0EULZrY6AmuqIihrzH6Bq3IWtdSpG9wAlE+PtrwaguKmCEn3cbKdfuAKgPNasdWpVvH83r44HNfO+gFpoBzS1TqcF1IeKBRNmsYZftWJaSz+Q9uPcNU78JEolEldiQeKjo2TpkWHp4gM2/1Ee9aA2ETM4IHJk2sPSWjhlD15RYlziEpfzjpWGVcX2qBGg8Mc3Aytm5ZP7gn1MljDY34VgT5rhsJYbOj9fazpZiQREkg0uPOTUsLf4ZLiTOq9pmmdUYFzSA2uaZKRAkg5eYEbeith7rGQpQEr2a+gErcmMnHEuRDP3hktXZNZm3J0x52B7T/tky9gd5XmmIrEa9CP+7oscQjvwhx70TrzQpRYolgcJR7lWoMckwRCNN7VXV6BnzPqeDDdMgyEIdfsgrz4a11B9DWQo8aGDxMUnODs2fNUdcYTWIlLP1nIFpjfyQWSzyxYBEeIo2R2urIgq+smk23wAg/ughVD9goCmTw7GHBIUCoxNmQZQRyJHUZF5lcnSqQVAjwIwf51QIUkX2c3girB2katefSMhGau7hjp1LGumiYxYCgtQLZk3XAoKxhWOGzCr7FgvApHL4bu+sigNGStgiB6Y2dyo+UCi6YsbWeOhRTExiRYfTQaxscTpsjU6EROcoQ0YOIhkB2SKj9SYaajA74XipaS5N1yJq06rBzCENhnbR0ZGag7x9vw6DjAStx8GUUw5QlTTIrmt/ppmX52n5C6P2lVLP8VJ/PWVtbQ3tdhu/+Zu/iSRJ8JrXvOar/vbuu+/GYDCY+W/5Fa/+i1R7XuZlXuZlXuZlXuZlXv57F/Ut/O95Vq7JE3733XfjDW94A44fP47RaIT77rsPDzzwAO6//34AwObmJjY3N/Hkk08CMPjxTqeD48ePY3HRZF/80i/9Eu666y6022189KMfxY/92I/hnnvueQ6feL3EcYw4jme+C2UASACJhLIuw6SbU0Z9OPAej6KvKbEnXQZwEHnvTU18QS2UgHLJFf4IWXYUhfvKFjPJnTAJjC6xRwuNQChMOzYbfZvPhFrNw8x/TqxCxgzCsScsc0p+y7teZIFL7YUu7EnbZZM3a9ndJjzpRVGmq9ZLnIEEesqWh0RE+xxl09WPIap5qMLce8wB7xWtYobGVQd3YJCxSzbRyMkrDRQ2CSsaGm+PdlEI6T2gMgGaVkxBtTl5DGXivUgq8CIhmntvHlMGtuLgHlXTC/SokFEyZTQAyo2E3tE9gynvAQaAom/rO2LQoUY0pj/5xEzlIQ6iMOF+AKjOpAi/4ISgPOuJFt7LV3TYjCiKbAAq1v531jvGKp/IB60pvAh4WIYKPP9y0QqQ94HGjmNA8B6qKgGaOx7q4cKSMga1bziB59UfeSgBUzVBltQw5Dhu/LLlE+Z2b21Rwl2yV4MTJD7JzbAPgfpA1jxdKqiJ/TR8xMWwo9g+HCkSTHIJroDxero+lxHD/o2OoUZjdDQgj2DZ9PAmIXxYump4cSHNvCdaDkOqo8oEXVu0Ofa+p0/eS1cYA8pn8YQDpi3yLpsRe3JRlbIFTI84KBhHMDWc24DhP64ei+w1MDYOPhrg6kty9IXvq6LHsP0S70UFfJuKzPf1wqN+7nPJat5ykHCKyL1Il4wBNrC3Fd67pkIz190cDaaK+PpVCJovYP7ZKvQS9MYb6vvDjR8Zm4hP1rdjYGw8ykAtkd3e17VLkPpoZ7KvyeMsCi9SxJSBVnnpd46ibRk/ljxMpeiAWGmqhGP79ia1NfWDBnjk26dUPlEynPrn18XHwIBk6GFaZGO1TxLeutzHoht/AbD1MoH2RfeOHsqIWsSPKS/OUifqyfshuIU+RANJnvB4qDA+HBALig4YQVCqH7gT/X9voCnVq18KLcz36aGEWKPKpiCYFQD0zlu4zqEAyb4ifQ1W+cTZYltQ3/WeKXBwOqJ3ig/M983NErllPckWOI2Hou1hbDIG2hcLqMjYXF5otC94Rh4HMeM5sPagmXyD6xsE4asSThGT5JKkiGZzs8DkiN9jtDcqYunS3AuyhWMF4SIKHYb+U+ZmwbTC6LgZgAuPpwTdaW4zbL2gQtsSIkRjRWtg2Q3Ik81LDResqq91mnshr7oQnYFcSUxXLdlA28CrTB0lRXXKVs1wzMvzslzTJnx7extve9vbsLGxgV6vh9tuuw33338/ebF/5Vd+ZQY28spXvhIA8KEPfYi4wD/96U/jp37qpzAej3HjjTfiAx/4AL7/+7//mivuFouB9Ju2bBohssIy8QHo+yph9HvNGMquJmw0GEdW2FDXXgTZsYIwQxC0JRx5JcRopBFMapsjEg+xYVUrOBKN/ULp6sFKheZVibLhsvs9xWHR4YhsyCscVyhbjjfMhN8AQ+7P84Ao8dqXS6J8Y5XfkCe7FRKL0ea5JKyZEgHal4313Ls5Jlw0AASphAqsUMyBIow2BKNwaJB6fG088AqArFQIxx6X7DYF3ccHUFGAsm8NZqmIJktGHK1LxkhWrQjB1GL5VhPa+GQLnnYRyohgAEDebaH/pRHKrrlv80oB2QipvRwrSLoSkjFrbVZoXjBWSpzqIrRUibIpSH0tGipMVwU6F+wzGUMwsQIMrdBjtzOF+MBcM7wpQONqYd8vBNs2vynaHK1N832QhYDWBL8Jco7RMVOvzsWCwrTxfomL32N2K6sP5VCxE2JgRKUWjiUSJz5iQ+mOzjJdT6jfpmsBjadkV4PZk1yy50V5jOiQHXPDgr4XkwL7t/Xt8xQaWxnKrmNk4Qgdk8dQEY67faUgxbZsKaQ2Kfohkm0D9yq7ES1mrNQoegLt82YHlx5KCDZQNgM0ds17xAclHYRUTYGSVRq5DVFHw4o2C41dg9Mk0Rqp0dg0z3/quxs485gZA9MjTXrfxlaGbNUsoLuSoXveXLz/Qo6mPXTGQ4V0haOx4zH10AyYCuxXLbDC2yGmzeainlMQpIwEZEQREm1i+7JlR9ixinqxIDaZ/lMK4+MuXA60L1tauBb3gig7KYpFM2bCfkRjNMg1gqlX2AvHkp45PizQcpjymkiTChj1W7oSoWXrm64E1DetKxL5osuzKCGjiCAd4URSvYqu8NA3CcopYEojtgeOYFqRmFHZFj4vpCPQ3MjATpn3aux5m1nHg8uYEXWnijgyWWPdsvkfrcspCmt/ZGIYLKSFfjR2ZA2eJGjDrARDfNXS2G15QSym6lA3jmjoccpM+ryUZKegsRnvlV45ueaFCyceQqdDTjCM6GpIMJxopJCuCRKPaux4QaCiw0nQJV2JZsYeALBKIdkpjLgNgGB3iqppHGHhqEI4ZoTXnq4F6D1l5sjkcDyjrNn8HgNTkRH3sJw0wnTNjoGdAtN1Yxv6T2SQMUcSOJpAjdCtXQcSyVUz13XACZ/e2CoxPWQ35OOS6pTsg9hCuucypKt2Dak0oscuAfyYadKQk/0MJwqxFQmbrifgEyc2FdBv+FShcdWMjd2bEyw+btpQTEq0L3raR1ZpyMSJ/exD2fUlX2mitW1hZVKDF34M9J4wp7iiHyPaN+05XW2j9ViIpqUlbn1pB8MXrgIA4t0cvLBiRsr0NwCUDYHuF4yRZTcv0bzQPY7Opy/a/j+B9uP7mK4YFpYgBzrnzHoqDqYY3Gq+Tw5qh8DnUXk+Jkh+q8o1bcI/+MEP/rl/f/e73413v/vdf+5v/sN/+A/X8sh5mZd5mZd5mZd5mZd5mZf/4co3zBP+rS4kbhAqxJH1alYCpYWDRAfeK8JLH94pegDaEjL2fKTcug9UU4IFNjzutWdmSrYwy73rQq46VOg2Mowa7mTsOWUpkYozQGnyCmkOEu6ZrsQU5y26nptWFJ4loGwm4JWpAwAke5y8oTJm5AEOJpI8MUwK8sYZ6WHzjHAE8q7yykAfXLicKQ7u5JWVppBd94Iib8j2S5po7DlvGnxCDmOYWP7b5kZMEvIAEA410kWfENnccN5zTuHFvCfI2yUjUHhbJhyB5coOpxrpoSZ5fbSIycvn4A2A8dw3dl0SI0PZt7zoAcPkiONh1xgfMfXt5QZO4jyDXGpK4JWxTzBMDiRGR8333ZUDKCvNnC1w6msmgcJy02d9w4Ec2RDhdMUzOaiAQdpohox9mDdfjKjfNPehdpExalOmjTCSi8ZkC5wYbgzjgn1G5JPDyrYgWI7INYV/VcAQ7xrvjWqElIgZjo1cdtY3754vAC2bNJQu+eTRaBRQqLTocIjShrdjjsIKTNTFMHTLjAFNYWaGYGITrBOfECsKMZNQ60LaYapI+KlqCkr845cUZF9AU/Ydo4iCCCSqjg/PErNB5AWT0CqRLVm+3m6GKjGTeLoskC0aj/SzxXoCJqEDn1iomUlEDDJNCap1sSfNa/z3SqNqcGQrMdXJwTvyLiOIRD0Rr+h66XUVBySOoiIPBQuvmPZygk+NSYncjn8Z+qTLkDGCegSZJhtSdBiYvbhK/NjvPe0romIDuXP1rRpe1IlXeoZRxzHZtC/7aBovFVToYFkMmpJ5AdkIKHIEqX0YXnj4TNlkCDILfwm8/TLRQxc94QQvkhFDc7MgzYhgIiEj61nuAe0rNiqUMGTaRwcmh3zUwkU3lfCQPRmZJFJiLmkKgrnIKCJvfZBK47WGFcey78GlZ5BKrmJmzBQLksaKjPx8cwnNgBHYSXZdRqb9kjOkKxH9rg+fXFu2jY11QjzDU4xYUGQCiio1v+d2iD94CAAw+KG7YJdWjI6HBDNpbQqKbJB4UOlt8PiQexeBeN+ysdzYQmQhSVVLeGaYm5u0tmaLDJWFXXYu8NraxFDceJSSkUdHQ4rojo+EKNtmHoVjIDtqJkMwqZDaORIPFI0zUQCDUy76G0ILUL+Jtk+6DMYdEg8bngzRe9oY6bIT0JyvEg5pIbPhRIFp87lqMkyPKiw9ZrsnDsi2qiBBY9fD/OCi4l2GasG8/MH1Aq0NTm1SnFm3z9ColpqkF5AveOjk6OYl7J811xz9Q4dvnJfna/m23YTPy7zMy7zMy7zMy7zMy7dZmaNRqHzbbsKddzg8n2C0Yj26KUf7nPXgaq/yV3Q9xVX7IsPekphJRhoPjYco3PXSzq0Nn0xUtjxdUv/pCrs3W8ncTU3ezaLLcTFZQWI98NFIU6KEw5BqxkhOGTC40eEJy3e666mo2hczSjA19zIn5NaFKSbHvYs+73kPXphqwpzmCwFSSz8V5NonOoaMqLCKvkbwJYsXTBVkXJPTDRlRMsmQoXHV4oyXBSZWvre9ocijWjU44SHTJUbYynQ1RjhRRN00ORwRH3I4rEiaV3OP9RW5hrCcsLxgSFcdFlqRN254iqG55TGYZUcQlrDoCkq6zBcYRmfM89b/mIFXVuK3xQgbny6H5MkLJwpMckwO19TNbOGVpuS5siWQ7Js6bj3VQ6dvIwJTTR6tcKroPdqXFbKlwHsJpfBJwz3hKS+XAoipf56L3uRdTsm8ZYsjnFT0ro2rFdFhxQNFHtKyxZE7GXgGHJw29Vp4QlH0ZLrqEw95qTG4wXiOmNT0vHTJUFEStngISupb/HLl6f8SBiV8pMLhwwVTpPaphacCZCXDdNl79UWuMTruJBNB408FfmxUIUdQKvreKSHGBwr9p0ybDE9EaO74hKvWlsTouHlGq7mPomf4zJQAebHyxZC8lZCcbIWcBhSxWPqzKeJBgskhT8cJADrQCJmkhG7AeK2TXWV47m3ddeAT8Yq2T+AdHxIIJxq67bLsfDJbYxdIj5n3ivcCDE/apPOJRmb7tmw30LQY18mawNIly4V/OIDIfATw6ouaPsqyZGg9AUBzn/SmBEPe8Yq2bn6JUlOSb7bsKeWyvkB84KkeecUxWbfKowKUgInQ2+JsQSC10vZB6iMu8UAT373BRwcU/clPhmRnNfdc8dFYY2Ip5pj0POy88om9w+saSKzNKVsMxfUxXZ8t+Kgbr0A4ZyUYJb+XLYbe09bTuyiovvXk5bLNTDtakx2kbIZ7vbBKuUwHZBvHhwOqh4w8d3r1nUO0//c2/ab/RaDoUmYzjb1wojGxWOp4oGaoJV1pbuXoPONybRo0rkWqAGak6AGjhrny2aF591AgPWQjJhHH4IeMqubi//vjyP/qy209gKVHfYassz+iUIj3Corq8EqTPkf3iQmtXfFQ+fyTTGH3JnN975wiGwkmEFmVVplwNHb82lY1A+qr9pUKV1/keMZ9jgsWBdIlm08RMKL5a2znpMERZJ6eU5QawUAistoMZYP7JFgGsrkLjyvsviC2z1bIezayPPZ1L1scjbF16asIyTYnWsTRjYvonjcTMdqe4PL3GJz+yiM5efcXntRI122S55crwoQ3t0Ee+aLNwGSMltVZ6J7XKPq2HXYLLD9ixtzlv9zCvDy/y7ftJtwlr2jGIDo2eY4HXqobHirCS5/RX3QBCD1jrBh3zBoaQekWSi/GkC35TXjR9RsXwx1tf7+gwUJFfMxV4plAZgoDCseyEXrmkqIjaBIXvRCZTX4KpwqlXaDTww0TtreSyHUeYGhd47H2RicaKTI0ZdsfPmRT+SQ5y11OBklrCtUDmFkoXYTYtK1fkNyCIgqfmBkNJcqOf2Y4VQRHqRJOSWDZkodeVE0OGTnIil9YVcToMBLtcwSpJMEb81u3EdDUPtgH5EX3G0VJNEoITGwykRYeGmCSyfzmO6gJIBVdXttM+s0NPzIF0+Zgknc8V6sSjDYxVYObzRyzoc6aFDuTnkkkHihMjpvn9Z+uhaW1Z1ph0sMhtDAS5rFNEMv6PqmvzpceZJrEWWTIaAGMxtonOipN0CgdMILb8MIklDI7NlUsENrD5fC4ZyEJx5oW+bLFSFCqvvHW3CfoqYBBFIBIbSJfL6DrlWB0cOOFJuYIaE3h4nDihSo0N3UBLN9vTfCpaPs+SaVnF2CM0WEtHvi5g5q4lWtvwCS97t8gvPz1s0uNfFozw5Uf5HrGVrj3qAvTBJmZw3ToCBnA7ELbYQh3PN9w87Ki792mNBxLOtiXTUZS3+HUtLEbA+0NhXTJ/KOxPcsr7Wxp2WJo2qSzvM9pbJhEV58Y6Q44yZ5pa3dQCTINUSi6V50VKu87CJ1GMPCJnG7Tk3c52UIlzBx0/ZAc+E2bZn4MVTFqYl4e8hIP/ObKbFD93DFjRlN9KXm08pAfIfVM8vJ0xdsZB5dQgYd3AKb7nYNDc4bC2s/Gnk/s5NLP6eZVSTYkSDWKrnUoPNnxLFUTjZ2XAKuf9gcFz7DDSOgqr8GT6roTZSugTVu0X6BYcnAJo5PhxjzTIDaP0YkGkQVE+wVBUPK/+nLEH/m0efbfuoPG3MJDuyhvWgAAtB/fAxiDCq2NbwlyAMlmgPZ5s6DKRkDtGwxydC5ZJpGNjJLvtWhhbAWTFr9Y0u/jvQrxfg7UbKsTLZIhQ7Jn9wJNn7gqI47KJgCrWNCaMjjB0b1gxXpyM8aSDVvH421ytASjAiyziebrHXQuegdBsmvqm2yn0HYTXbabBM+Mxmb97n1h19y314C2zop8rU2HsnAv9YmyJzpIdq2TaDVGY8ssaDIJiFAgOiigA07Jo2VbIN5zCfAx9U/3wvPU5TxPzKTCv/ZP5mVe5mVe5mVe5mVe5mVe5uWbWa7JE37vvffi3nvvxblz5wAYGfqf/MmfxBve8AYAwN//+38fv//7v48rV66g3W7jrrvuwr/4F/8CN954I93jwoULeMc73oE/+qM/Qrvdxtvf/na8733vQxBcm1N+sm6TYk6kWF2wtGOtEJODPgCASYbSei2KBYnO09a71AMQK/I0V03g+Jrh83smXYU+bE6a7MsNTE44L6yi48p0RWByyoY3uwKBhQ/IhRKHDu3jSmliyeNjJhwMmJA1YLwURZsjNxEo8IKBW37hcKRR2HAsrzhKm1CTLoua19QkoJGyZtdDSFTIMDlkPosc6NiwdLrIKcEpXTb3AACxOMVk1YQHuTTv4ZJRVeC9ztMV7r3RwiSHAMDCExV5H3llkg0BI1/u+H15GaBKmFdi1N5hWHQZyqbn13ay9+PDjNqt7ALNDfvuChBWtTRfAiaHvKxwkHlFtCDzHtl8gSFfsLCKISdqx7zvJZ/TRe+5zxYZVOxluZnU4KXzuDDkfZfU6k/xnGuKFJRtkzgEGG+lU23UwnjQpiv2XbTnIXawKsDAQ1S/sO3g6eaikab25RKoLF1W1TS84u7d875PGi76nnOcKQ9xkDGb8Za1N2w7LHtKOePhhP1s7u+4f8u2HyetSz4R0ESbzPWTQ96bKyOGeOD5yok/nBlPYmohJdNVhmho676kMJ5ab+s+NQ+qxHP/l01B80gLgdygTKBCDlZ5j6ASjDzhYSApwZQp78lMa/A0JAWUsOM6kZBWPXO6Zn6TLdZ5/zWY0OgFUyCseXa4VWutwZnKlleA5NJH1nhpQ+E2IqBzhtJCfNhFhnLddGj36RDNDTMx8m4T4dTTpDkY2vBERG1YtoD2QFMYPMiUnz89htj+TpRA09KADk9G5HUbHWvRvRynu2s3BxMJJ4YT2v0bGmheMdiubCWegd45fQHAQAIA4xENLXxAxgyh7afx4QDx0Ef5mhsFQYqCqefKrhqMvJXhVJPH2ilYAsYuOo86UzYS6iJSuSbOaFH4hHdeAVo4eJwnATBRCvsezPOa958sMDjlqRrzvldVjPdLCEu/WvRjZAtmPC18YYJ82TSciVC66IsmG9u5KMEqTn8LxxUA5/lk5GUuW4yucUULhnQlIDteNQVGRy0MKAsQThRFNKqGkaIHTMSltMn7Io0wOu7ELowHHADav/lJbP8jA1PZuWMJ0zVnm5YwXRFka0RmIBsAMDidoHveJv12AwxOWFs6adB6Fu+HODhj4Y6XS2hrQ8ZHY+JdX3pkhHzRK2uqiNFeoP+kRNEz9d15EcCk49v30bD9MzFFeybHNNY/bcZithJDhgwTqzAaZJ6KdHyiBTBj6FTobXZrUyJfMB2dL3TQuGrpEVc5JXQXXQYuga2/bIx/c1tiauFYotAYnXSRjT6NxbIBLH1J0/P2bm7RvRaeNHP96gsDdM9pjI7UxnbH1DHZk8SXnho2xOddYXNHOJVr2vkePXoU99xzD86cOQOtNX7t134Nb3rTm/C5z30Ot9xyC26//Xa89a1vxfHjx7G3t4d3v/vdeO1rX4tnnnkGQghIKfHGN74R6+vr+PjHP46NjQ287W1vQxiG+Lmf+7lrqrgj+JePNTCwcICyq7H6WdO7k3WGvsXyDY8H6F6wmLKewPQgQrxvQ5IThnNPrwEAmhcDAGYSr3y+wvCY5bDtCFqEjvz+Hi4zs/r3n5LEPb19Rx/bu6tIbFb+8uclopF5ptvIgZnNR2w3nMm+wuSw3WwcKAqtFh1OC3adY5eXGnrqM+ODTJsND4BgCvSeMVZjuiqwd6OZ6K0NTYtDPPAYVZkLgtsEuQnfcosTjUY+XJ3sK9rYjY/60LMKmVnQAMQDD+koW8YYunoEqSZBI5kArcvmb9GgwsFpy/KhvAgGk0Bry8ZAN0HtEw018p7dCHYNw0J7wzHLCL9QBqANIy8BFdl+Tr1QEZd+YQ0yL0/c2lSYHGEUyk6X+Uz42WFctfDtqJTf+LYveYGT7gVJEJLWZYNDdNjd4YkAwm4ydVCDl3CADyzOeahpc1N0GFY+bxpx95aIRIpUwMG0hzwsfqkgpozkGY102S56bc+UEk5Am+LpCsfYtm9zWxMOdnyYY8H24fiQgKod6pI9htFRv3i77H7DoGGub25peqfmVZ/rIEqAOxGJJjObaMur3r2gCLcuppwWbxUyI2kOc8Bzm8p4qJEt+81UfOAWMyCe+o1i+0qJg9N24xNnGLQ8BMAtskowEvNofikmDtvGo253CfS/nGPrpfbh9QVEKCPWk3HP1VwBvWcqjI4GdEBSEUhASzaAqmV+PDzJkOwxpEuOSx+I7MFDRub+gNn8b3yHOf2EI2D/tBnMTANNO1+Yqh2kI8vCY+fV+FjgBZimwNQuzkWbIe+ZZxcdIF1p0b084xEIvpcueezz4LoA8b7fFBu706J6OdiSDjxLCxgwPmomHC98faMhoNb9QW90zDOBbNyV0L3yPkOy7+EZB2c4XU9wkkwjXXaQFYb2FYcBN4wb7nCkQoZK+bamg4YEZM/ZsADh1G36gWzZtuHEQ9K2jkQIx3XYnmefGZ6MkS1YwTDhDyNXvqvj6xHUxLiOZAgfN7/fu0lAh4rYa9KVkIZemALjI5bHekuRbazDLEXhWWWqBsfCE8ZQlS2OssXRvWgeOjoS1KBzjOo1XQtoQ730aEWHqu1/dBdW/7ePm2vfcmdN5IijsSOJgSvZ1bRh7T1TYO+sGWedSxUJosUHCrsvML+ZjgPi4E5XQrQ3HJafE7zy6u0dhBPv+Og/XdGhanhSoLll5+4mIxsQDz2rTedyRfkU0YBhesjP8figgiisbWt6Vh1e+oN3+1KOfXtQELk/ICX7knKWwrEme6K5wPgoQ+8pbdta0F6ElxqTw9Ze73vNkOigwt7Npq0Wv5ijabne88WInAjBxDjFuhfsNWOF8bpj8uJob5pnDG7wB+F5eX6Wa9qEf+/3fu/Mv9/73vfi3nvvxSc/+Unccsst+Ht/7+/R306ePImf/dmfxQtf+EKcO3cO119/Pf7rf/2v+OIXv4jf//3fx9raGl70ohfhZ37mZ/DjP/7jePe7340omqs7zcu8zMu8zMu8zMu8zMv/+OUbTsyUUuK3fuu3MJlMcOeddz7n75PJBB/60Idw6tQpHDtm1K0+8YlP4NZbb8Xa2hr97nWvex3e8Y534NFHH8WLX/zir/v5zpNZ9AG9bvmNDyIcnHanXFDYJxxrSJtUl/cYRreUaDxgEzUiUGJn2Q7ImzU4GXzFpKrRDX0vE93m0CeM+290AlDrOdQly0UdMgwt24P+lPk9qzT6T+eUTa6Z8V4CNpHPwgHal3JSRgtHJcqeUxSrIBMBzb0EbvSEuXcwVZTtHg0rjA+ba5pbJfFIqyBC+4Jpq/0bE3QvmPdmSkOkFQbXmxO+SxYDgHhfYnLIPG/hsZLYSmTE0H/ShoJdRjssz7d9Xv8pk/HtEiLBgbxnr084Vj9pQgLlYrOW9R8Qe4eKORYen60jAGjeQPvcFEzZ5w9DL1sfcDR2bci2xYmbuXu+QGAz1tP1hKSsO5cqCmPHQwWeB+jaxJtgIqleMuEkF685o6SmKgspobHoGyYRUw+GztMm1JAvJvYdzL0auz75b+GxHFXbQyQyy/TTvpiSJ7DshZSouPRogXBkxkyyHyJdDtG+aGEKSxF520WmEGSCPjtO+GRfEnNJOPVJu8FUobkFanfncUn2lUk+snXZPx2RGms49Qlznd2KPjOpEe+a0IgOOIRl+on2C0qmrVoCIhdUdwBYssq1g1MBmtu23ytNnjU28tzMIlfoPW1Zii5n5NFaeKKEDDkpyYIztG305fJeH0efsuqmucTwlLmmey6nRKHp8QgLT5hn7LxMYeHzrm8M21FyoDx/tWJggxC7ZWdWtp6Z/u89XUJYNhcmNbJFx87DkVp4UfecBFM+PKuZYeEAgOZVhfJLlsd46CMYmtWShzNFofnueUXRj84FBS41JQsCPqKWdxm6ey465ueujGrc8oG5NwA0djy7VOtKiem651xWAmht2vD8Rol44NUSXaKl5sDBdeb7/pMVJX1HQ+81FYXyHPLC2iBb9arBiOGkzkUeR8yP8dyzCYUTRd5yMIbGpoHIJIsxpqMAiY0kheOK2iddCQlOoCKOou8YOyT9hlcawcRBOjRBPcaHBfpPFmTXg0z5xO1KIxpxekdn24Jc0GdReFal8UaClo3wxQccO4lA/0nvwaa+SjjVt2wJdC65+WJfW2pEYwVhbVa8VxB7RjiWSHZL4ks3UQtzYZP5LUFjp0Br03tSFx4yyYU7dyxh9Baz5nfu+wTE33gFABgFZMbQumgTiBcTHFxvnhntpVj5rIXlLERYeNz0iZiWUJFZQ6OhRLxj7EGVNDFZtzbvC6lnU8kjNK+kpOCrOcj7XTYZ+lYRV4sOmlvW41wo0s1oXBhDCfO8xlXPTJXsl1CCIbRaBUyDbGBzs0AwLuidlh+xBoBZphkYTYlgZJNCG000z5t6VHEPIvdqmu0koCTYcFBg4XHLiHZuTImd2WoDS18w7ZAthQQ3CyeS4GLdp8w4zRdNO8iIYflzJmu8WGpgumbed+3Tz1Pcxzwxk8o1b8IfeeQR3HnnnciyDO12Gx/+8Idx8803099/+Zd/Gf/0n/5TTCYTnD17Fh/96EfJw725uTmzAQdA/97c3LymelA2OGNQud3UJsov8g0YcRyYELYLLaWrAFJP9cQUIAtraLoSwmbrGwEG83XVBP1+ssaJog1gtLkXGSAByMQeDtqMNnok4iEYJociD4uoQJvEsuEZTSarAWHYZMKJhiseCpQNhoOz5ncLX+L+GVqgue3ZUVw4Nl+IkOzVwrGx2WgnV4H9M2aiBinAq5A2Brz0mMqqEVC4eXQiRGvTGKC9sx4PL3JOG++iwzA4ZRewpzlkxCgkL4oaG4HiKHp984zEL/JF11PEGSYE2zcK4DbGOz7CwFSTNhCOJs+1tXue5j7cPToeIpxa/F7HMz+kiwEObrYZ8p8WULHGZNVj8119oQHYw4/INMZH7eazf4CyY3A5eY9jcNLCO7Y0YfRkzJD3gdhixA9u8FCIg9MxhffDiSYhnMH1icd3dzyeeHxEINk3F8jIbFBkZPq0arIZ7K6Tu04XQ+SGwABly9NwqgjITRegfUkT9r9KGHKLj40PgMmhkA4NZRe0Cc37Pt+g6ASeHrHJENkDMLSfq+lig7CdMjZ4x2LB2IZsgdPfputAOPJUea5QX8CEsd3fDs40iF2i6ERQoZcEj4ceF73cG2Oy7kCSIY3ryeFaBK5ZYnzEQkM6KWE7x0djpCuG1Yfo4LiG7lRoi8zkjdRgRdmigF4RBDHT3PdNvgiCcgFmHrm+1hxoGMVqjI5wTA+blxQZB6s4tR3R28WCGDPyPmobV25sko22R0Pf1yoA8kW3IRf0G6aA+MAzpbh5lC4x8MrO4UXfVmrJ9Jnrh+lqSH2ooho1qwDB2IYnAoIXMSUwWXOsK57ho2wxk6Ni4VHBxIvZQJvfAgYX7do02QPZr3DiN1e8Aop2i36/9MiUcMPT1ZDYdoanNfqPWdGjgCE9bCo/GgiUFmYVDXy/8dILGMkYGFwf0ThrbXvBMpH7vhUFmxkjLPF2ykEMVawwOmZzPhomd2R01FEceuiPEVzylKvNq89aazhDlXCCKDR3JDGzRKXG+GhMB93pGqCZ39T2zluY33pEQjxFNyAWlOmaF5ESf+MVaP4fxsu0+4N3oX25pAO/KDQmR8zvJsfbtAaXTYZoZA9PZeQpZbsBskXTV8OTjCBI2XJE/VQ1GaATOlCWtbyAKhHY+E7TQcmephyeaOjX/8mpDh1mek8V2LnV4sZbETnXAHN4cjZFBwzTI1aQbdEzvmgBNKSjf2G4+hJT9+6FCsWK+b2MGdJbU6SPmX8rAWICG59oENRI8w7RK+Z9QeN9coijyxzUjoE5nBNg6X/t79YZuJ0wZYvT+u8cJvPy/C3XzI5y9uxZPPzww/jUpz6Fd7zjHXj729+OL37xi/T3t771rfjc5z6Hj33sY7jhhhvwN//m30SWZX/OHb92yfMcw+Fw5j8lq6994bzMy7zMy7zMy7zMy7w8bwpT37r/nm/lmj3hURTh9OnTAIDbb78dDz74IN7//vfjAx/4AACg1+uh1+vhzJkzuOOOO7CwsIAPf/jD+Dt/5+9gfX0dn/70p2fut7VlYuDr6+tf9Znve9/78J73vGfmu8O3vRZHX/g6BFOGat1syNWBD5Vr7j0QcQ4SH2lsMWSHjSiLK4zb5Iar3ssTpKATryhASWfJgSbvM4lRAKiaGroUM6dpklC3He8GAfETD31SnUvkAIBkRxHsA8y/RziWgOZY+kItUdNlztf4xJnyWel15hCRM+KU3v1LFdb/q4UJjKQVqHChYRB/qQq9HG6YaowPmd/0n1LkHVUC5I1QoUD3vKT65v2AwtKs8h6xcKoolMfawrwbrNy6awrh+41XGtGBTdpZCtH/ckqiEI09SaFsprxcdtlkBBMIMtD1xhPjwtXAymdcIqcGz71HLpx61orpqkC07xIzgaVHTd0v35igRTLTwOJjNbaHiUugZOClZ7JZegQYmCmEeOT5rqORwqW7zI8Of9QzLASp93AGU+0FLbRhHnH8soAXktEc5GVJ9hRFXMKJ5z6vNMPCl51X0o9FkSuULSdc4iAYNnlq3SeiimxWIKUuV+1CwWVLkIenbHG6j8ptBMS2r2h5Dm9eMLqv4Tu347f0MCkuNfEItzYkcRMzZdhkXEKiyDV5jYd5hK6FEPBK0zu6qBMA6IpT0vYgD4hzPhorhBNh/l2LpGrJIDUnVhz6ns+2NVO+7iriFI1I9jT9FjBRnJ2XmL/1HmeU1M2Uh45kiz5xOxpI8NIJeHCXxwnAMjzYekVjRRoK+QIoihVONFqbjiGHU9Jv2RZI7HzJF2bbYWwTKNubJqLjEk6TA42k5kmvt4WzIcm+IrsY5Bqdy5ZRpMYTLiNnp8xz4qGiKIgKZtlKnNBWkGvy1jPpvY3R2Cemy5hj6+VNuiY+UNSO/cd8omU41QgshCRIgcaO87T6DFXNPSRI5GY8ka2ZKvL0NnZrcBZZE/Maa4qoaMEoGsZKRvOoMQUmx7zNrq9p2SKbGTMZeVTtfZRGOJaILK80UxrcRm2Z1GhfzDA5akVrpsDywwY6NzrVwNjCD/tPZCRFLwpleMBhWFDce7QuTbH7g1bQ54MfB+54IXF4aw6sf9qurfsF2ZeyExJ0kmcSWd94iduXS/DCfN/aEBhcZ56dXM0RDWcTDB2MiRcM01UXKdYEb9u7qUH2lynQPAxSRXZm4zsirD1YURvG+xXCoYHRjU+0yG6wUqF1zkwYkbUIxhNk3nazTGL9j0wIa/uVy+g95fts5f+XoHnRUA1V7Ygi9DznyLtOcKnycJYmR2x5wuODgMR6gilHvGfqV/Tjmt0H+k+COMR5zlG0zX1dZGpenr/lLyzWo5RCnudf8W9aa2it6e933nkn3vve92J7exurqyYs/NGPfhTdbncG0vLscvfdd+Nd73rXzHev+aF7wUuNeI+hcIYi5URvJ5PaJljXMJcCYDX4BJMMemgsoGY+fCMKEA6x6AlvcDMFXlkDuyNpYQtHHOABLXph6nGBRMfDrPG2zcVLTWGyeqgdzC80ItfgcS2kHTISpWjsmrAvAFSqFpZrcsqWV4H278496wlGAYVyDcbZMynU2Uq0YHRN2WBkmIoOIwPEK/8eVcNv/uoKnABQgxsaaErswusMTHsj66AiqEDMGlwA2ma1y6aBMTisedkWtfbzIiyaexo6JTwmVnNGtJHQIIqtzgWzMLp7lU0T4gTMJsLhe7MW97Rn3DMQMGU2SIDZ3JCAkBXkcaqB6YqHS8jIt6MKGcJdt5mUUJzT9x5+4BcULbjpQzfOlH9fXnnxpbLpF3kVAMLBBGqwpWRXgcNvVlx3qMji3y2Gj5h+XPsKfxATbgMgQQc6pjwESUX+vTUzc9SNAV7qWVgRXL95SkUtahAH5hklZOLFeWTIAK1p8YkHij6HgRdIUaGHUVQJJ/wzq8GZwDXNLya1FRvCDAMFs4qZuk5RqM28lZFXpgRqc70Gz8h7DCIHHQqZAqJ9Dy1Q9r5KMJrTTPnwetHz9Ipc1Tdhs3SURZt7qFKN7UHGDKmrV2DgYIDZmLm5B+XhL2XTi4VVsYFXBNaeqYARVK9qMLJz9XlYdDltMtVUk6iN5rPtKmNGbZ/1OW2qZegP6bz0DpGihpfmpT+IO+YjV79gCtrU1tsnX/DwBxnXKC7DGhSGeQYVLQBt14QqMYxStJHW3s7OtLvyyphFhxGUSwUgR41qKoSWYcuoHmuCGzHtN1VMgt6dV5oOE/WiGWobPglnYcOdFNnhFhoWjpItRNCBG3N+HZGxb9N4r4Bjy5muCDR2JP2+fdmeDO54IfDJz4O99qXm35wRxeHSTo7KKoeKXJINE+MMpYULyYTTJnh0MoFw1LixoDyWfCFEOKkxkUw8q1jeZQjsXqB5VdL8ZtLbIF4opCvmN60rIFXNaKzN4Xhqc7TCNl0fTEro0OXXSGKg0rzWPjspsuM9c6+horwdHAoxOs6w+JD5d7XaRPPcganvoS6tkfGVIVhm2rHBGR1+VMiRbJtTYzjQyJdt3tbU5Ie1njGDtlht0joE5uGLji54Xp6/5Zo24XfffTfe8IY34Pjx4xiNRrjvvvvwwAMP4P7778fTTz+N3/zN38RrX/tarKys4NKlS7jnnnvQaDTwV/7KXwEAvPa1r8XNN9+M7//+78fP//zPY3NzE//8n/9zvPOd70Qcx1/1uXEcP+fvXHzbin3Oy7zMy7zMy7zMy7z837PMEzOpXNNOdnt7G29729uwsbGBXq+H2267Dffffz9e85rX4MqVK/iTP/kT/OIv/iL29/extraGV77ylfj4xz9OXm8hBD7ykY/gHe94B+688060Wi28/e1vx0//9E9fc8Wdt3V8UiFZMaGijDcwOWJDRRNQDD8aavKOVg0gWM6Q2gSQfAGI1sxJs5RNKOsViva9dLZM6p4r7jlgTwQUEsxXFML1KcpN4woqm8wndtQcfCLXFM4u2p7/VEZeiATcS4szqbxYTug9ZIDxRJFXSPrv6yd/MB89VwEoI59LL8gjUgkZBuAO5cBBLAuGn9t839j1nqcq8RzRJjTrPXkk32yjt86LBe09xbziBA8RkT+tty+XyPuegcVdy5T3fMb7AJRnzXCeR9NGvoFU4D1SotSe1QJecCE5UMgL7x2t2oo8HPV+Y0pTuC/vRh72oRi9b10kJFvkaF+xkZQ2N15p52AtfZRAFF5iux5uDlJFnqeywcgD1rxa0fe8NCwrzkupQt9Gyb6khF4V+HHCJOj6aKQo4UkLQNjwrYxEzUsMk4TFnTfbt0sw9Z5GkYMGWlBo8iwbPnlB7yTI284gc0YwIlF42EA09FAeGXOau7zybahCRt7DIFU013ll+t15vMuWn69SeY9qndc82fPRmv8/e38edNtR3gejvx7WuOd3fs98dCQOOhIShFHCcRxTEJMvmOQ6X31fXBVIHIe4YsdlqPjactllO1VcOXWTip3hktwqkpCLKafMhbhC7PA59gV/ucwgIQRISEfSGd/zzntec/f9o7uf3i/YsWVzY5HsrhLss9+11+rV3atX9/P8BsiGnnUwTb+tE26NW/x9QjPoiqPSAt/iPsF89Bgw0BDXt1Xqs0syNzAtl1lpIv83XgLt5y0hrYUFSIg/rxY+M5buKkzOemLwYjsYgqz5mK/6jB+vfQRXFD4LEMx95D6YeeiEg/u4ogIPyzMZNJ+VoUwkgLn1Mwiv+yi1Zh6iIwsPh+rcrFG1OfkYVCmDHPtruKaWufaW9EqTuZCoQFrvwIInQGYyJHXsx4r/m9eKr9qcjI3EQr2AhfasQZHabJ2he10h4y5rtpA5aPloezT2Wck6Zd6yfK4XIuya4DJMGx+LxUwbtdcCXFIWIIiaz3qa95czxwonnBSd+EqAYOojuvkKCJoCeJ+FWEqKMufrEUG+8lUPB2nd8MpLEAzsLa9B8H98wbTLX3496arXrYAi66O7QvS/YSLedT+htpqekmDW86Poex+KdJej2LSk+i5D647PBs42BY3fog+0rblbtuIn78T+DgCSfU8AVxKo+368lm2JsrtiztXj9N4LLrYRDc3EOj0TUH3zgRcROHywS89F2eWk3lInxlwvs1HyOuUYPmjE14O5h0OZqLiFwV2MSOVqtsWhrVEQsACzGhbI10LMN+x5Y4bVr5io+PxiTBCxzo2XIAh6WU6UF7UIf//73/8H/u3UqVP4zd/8zT/0HOfPn/8jHfeHFbf4FXOObGgmEDETiK2yQDjRdAwAxEfmDTi6GGK+m/gJcAYcXDbNEB1yWlS0b3tDgOgIaCxkPT5W5OKXrQokh2aQx3sC5ZpAsmOxcjsVopFfJLr/N5OHOW9rr/ESSQcFSUih0QjHXiaPJs9KI6w1shWPN3RY32jUeAk9xtBEVkZs6FN/0ZjRMXIaQdtVN68MflBkduE9VV52ryfJySuYeQycll6VJDlo0H52BACYb6x4CbCZkSDjhV1QJRw9KxFnjEVs3Y9rNImfoNNdJ7XYkFybKBZeYDEg5w3CoTlX1Qm8QcS4QW3vPT4yKUbAvDDlzMpwWYMYwCzy3CTef3qG8YU2qYrwZgFSUpt0KfBNL03lHRlFwWiBsfbYjBau0SHQhAnJFxZdSYYs4ahBaJoOMmtw/HIvZxiOHF5R0mRdpxzxgflezk16tU5capbRi04zEPwlmNWYWZWE5Kihdpie9sY00dCneNkC/CAcW9y3dpO/IAWNJmK0IAwnXrkhnChqt3i/QN0yDcxLRVTwqi1RdIF010oZcoY6cUopHhcLpsndEVp7nH3AaOERTBrASl8WfY7ucx7vmu6WaCykaCcP0c8dJpyhc9OcNhrVCI/sCnfcJpOQ4UzSQrB1I8P0VAvh2KuygC3g3KoFjok27SdKv5CVc4X5plONABI7xoouNzAxt3hiHq/NG43JJfOHrU/Bm1Wl3ixK5kbKEDAbP2dixuw0Q6ZSC3A3UeIEpEMtwMrc52yVEa+k6HHU9hlJ9xtyWmTKGo7ZzV4d+fl2ceHKlHFXBcym12F4tWAnpAHc4ii/SyI50Igch6Mlqd+rljjhwEqwKekXu03oxy+vQfNPHZvNJfEYypMQIregb98oMdvymVfPqfGyiYslPrC8DwejY54fIXO/wasSD+WBBklL6pbfULLCbxp5BVRtjdYdMwFPzgTk9jjfEAgOfb8z54bkzqM1gkyRI7OcNWi9YBZpk0tdREcFvVfABI2HJgDxFRY5HrzWqB1nKDdGPICR7COlMg6AM2R/2UgWJv/hs0gHD1GbuPaVc43w0AxyFUrPKTj20B/WGMUmAIj3M4jC9IcSJgDiNq2tOzWmp+zctu9lHI3ZlLl0en2C+XrfnOvWGMVgYNot4LQOYAroPTtHueKMqxikhQVFw5oCcqwBsnVzjbUncgwvmXkmnPkBH0w9RLGyymrEayn9eyzaL6CZva+AEbQ1PvKwOTnXxJcqBsLLYp5rgTeaYLWiAprEGf80yK2T52z7RWtv/Pcpy0A4lZdoDy3LsizLsizLsizLsizLsvyPW75jgdVOh7XuNoj71qxEhqgP7E6263eyZQ/ovOD0QAHdrVFYAxwtgW7f7MpnSYxq1dnbS8zO2F1yw1Cum2jEbDsg7VM5N7tTACjWFJKkRLbmLIcDSivqBbjB9PSC7uxQEAGyiWOKdMVHCtmqI+V5AmV8rE/ol2frApWN3FcticKZRRQgbfCib7TFAWMHHczsMVdGmO6aVFY+iMCURtlz5+JI9u01VjilxqbbgnS3N76UY3La3GsTCWTrJo1Xxz6iVbUCaG7gDeY4oLXjYTIu7SkKH7mabwJK2EgZ92TNYK4JajE/ozC/FlIkXlTak0RXOMFDij6jdCivBbVv2WFkHTw9zREbDwqM7m5BBR4yA+ZT79N1BmePLHKgc9v8XoQNxuciug8XqRhe9gZEvDKkxNF5a9Iw05ieN3+bzANPIFIS5cvMoBkeJJ6EyIHMpXVTIHcZEwDdFyrMTi3Ad5wm95o3m0p3GcEBmljCya6UPW90MTkToLJZz2Dm9ZDDkelP97d8HahtFEpkIEtvJRjBOLI1SdHy+VpKUd+8H9AxTJn08dxGHBcjNvOzCqKw0fMFyEATcUibrVGCYW6zU8mepLHbxEAdJ6R9XcchZRFWOzNMTy/YsttozPR0ALFutZh7BarU1Il1CiLmju5JUfZNNkQtzJo8brAiZ9DRgsKKMPfDK69qk6363zURMD1js0BDVw+fIp9dNhkeOQvRPTc09/FYn85fdny7i1KDW5jJ7DTQumU+j7YZoqEnEi6SHvMNRT7ymjOCkxQ9b1k+O60RH9nI9Ir/PVMC0zPmc3oHmG34f0dHjEiadbRAcNXwz9sp6ZMHLa/zXXYW9Ma3AJEzzK1xlSiA8TmvFuVM2Mqej7iz2mjYAwYiEx259gEqGyEsBuY3IncZvAXVoVzj6OWuTyJk2y6SzQy00dbRZUq18JHd1h2F8Tmvma85p6xQNNJkn65CH8HlC0pRVRs+Mhgo8lkIZoaoOboY0jULGzcr+gBrPDxEE+EYQG76dbolKfs2PRNgdspDF7RM6R1Tdb2KTzHgZFUfZBzTbR+ldnVs31YE5xteCul9uPU5hcm5gObcdPAQBv/m0+a4v/GQJ1hzht2HB9QOZd98H459tqd9q6H2Hd7boSxDMFPIVgRpyIcTTtdbf7wmbfDR3czAFgEcvrJH195/wyq9a45eVePCb5jvhxcl0nZAWWYVMBpP2bpcgLAwgqlo5iFtdcrRe8GM8cP7JerEdG7VAzY/X5P2u6h8xrBKUxxdse174OFi0D7Tn+43mJx3evD+mKMrHO0bmoj1wQwY3hPTb9z8l229NEPObIkJp/IduwjvX7Wpyq5AVZknMpj7BRVrgHTPyaRx4/oHoFiRmJ8OCK9b9Dj27pinrTUBgql14bujEE7cwwLE+5bl/WQGpsxMnBwoxFZKaE/FmMg24iGzx5WUgnKTM1PA4BsVpbbCsU9zRYcl0oUFanzgUqANuWLFdzIUazFh+ZIDnxqOxhq958w91gmnF1g89NCSbF1Sinf4QhdrdtIIxjW0ZOB1SG3n6tV/riCXy/hYoWjcSyBA55YDkRt8G2AgOpGF0rBKA2JBEYP7FHB0lCM+sm5fAUc4rmwfRgZeAPOgOpfBYK4orTy/FqJ9fYaWdRirWpKUS5qAo+w5qUWGzG7W+s9UEFZNJVsPqB7tW37Dk16vMLoU0gQoM0WTP1McgYWdsMbDXOpJiP5zXubKlWjYIBxZF7tGYXY6obTi5GyIcGiOa+16Ew2mNKKvJ7a+JZ2rWJFIb5vVzXw7QnLgpKwE6pZA27rlAUBjoSmd680J04zASnx1btYkDZmvSapzZ6ci6EQTcqR7HpMdHdcEHWLK8yCCuYa0/V4nHMzCapjSSPa8YyalWQ8VLWqrjgBrOBILR4mPOGbbFkcZcWx8cWaP85sULbxTabJXgNsVUftWRVChOuEIxw2lpdPbOcaXzM4xK0L07YYyPC4xvMf8vnOjIjWDvYMW9TnfixBaU5LBV8dgqgsVeCgHNIMehrherCA88JseVmkMnqqgIu6VbLiHX83XOC0KwpE2Ci6J34Q0sX3ejzWOnjSLFRl4LHg08vhyN6YBoP+0H3+8YoiGyiuqaA+tSm5xWixHQy/hqLnfxPWeYeg+b3f7SAiLyiuQAlQ0cth/M846Nytkdt4JJyBInQo4JmesacyeIshWMFO0oI6HaoFrYNQdtIUhKcno2QMDzQ/5qqRnt327IWWXcOyVqeqUofeMuY/5qQRlmxG8Lhz7hV4+4Bh8w0rB5RrT827MaoKbVSmjzWJ47KUtszWO3vMNtXVrp0ax4jYQC9j0XFM7Fl1OEBswRovz2d3A4Fl7f32O1vMCLQvPa0JGz2j3uibpuvaOx8a7QAVrNFa+OqN5KhwL8MrBDxVY3SC2ASslQ0QW+iYzhXLPvp+GDS30u8/M0FizsdHdMXrPm+clPMowO9e2bVIaFZSWk4kxi28A6P/bT6P8X1630J/2etMKonDvb02OkPOtmBarvWfmBNUsewLd6/7dqjnQum0hVGsCnWtWhSSOSG6zdTtHbese7c2Qb5nrDb4coo5M2w6eqSBnNTrX/TgbXYxsf5YIjkxwpGmFiMZm3qg6AmtfLf09WYnBwTcE+l82C5HOmR72Hwyw9dnc1l8itnMjzypo3rPXqBDum3FarSVoAhdgUlh9whzfxJIWr+uPSwSzBvGxdaitNbWpkhzdFyw0cLQEO7zUy7KHlmVZlmVZlmVZlmVZlmVZ/juX79hIuDOmKbZqpOsmajafxJha7+Bgaqy0AZP2c0TF+SZD3a9QtW1KvsvQWjO/z7IO6UfzUkCTMoJP6x6/LMF803wuuhyRhZ9Mzyt0zkwwq8zOdnzR29OrT5n/d7tYsgBPA2+IseIVN0SuKBLNK+nJJjpBE3oyEtMm6uJK6eAoswbda07v1EfHqoQh2aOwIukAKxFAZooiD8HMk0eytYB0arvXS/DKmrhIRuoAotJEMhIlkNuUYP/rU5QrEVTsYCeaorP5WhvdZ83Ov+mHFLlqIgYlfN90blR0PTkzn8NpCC05ma3IvEHtPk9rCBsxn50OiQCpQk5ETs0CIoIu6hPnqxJNBIpQLWrjMiW9EkPtU4o8qcALG+FcDyhKXK1ISt9WHaNj7qK1izbeIvfKHqYPPGnNXS8+rDGyBKDksFmIArlMi1UK2AopipsPAiKwyVkDmdkIdMr9eGpMBMady0UY0/Ec+6822aH4yJgBNTaiZmAfdpzMNWaWbNi+U5vMB0zGJUwktbt0EZqQUxSUNdoQ5JiDDgWkWzw5G2JyMbV9UNOzrgIfqS1WQyLYNTEnsl+6b8jK7jr5ZozOdWvgkYfYtJmrJhInooaFfY5VryYfgGa1guYmAje90DYGKQvKJK5EvEbV8ZFcLRjmm9KYj9Q+WxRbUh0vY0xPm2u0b1VQIUf7eZNGqLsxJuesiUquSZc9mGr0v25Cw9OLHaS3TWROzEpkZ21OnHkSYDRSCDLzHwAk18fIzpjjhpcCtHfsGB9WBN8KMo7EahiP711BY/uQKa/aEx+UUNJqMd/KMLycUj/IWY2VWyZ1UA0SIkuLokHQ8SS38Nj0B8tLtJ415y22uxC5zdhtxkhvZSisGVe8l6NOrTazZAtEUmD1a+ZcTei9EerUZz7bL+SoLfQwmDbQzBuDiUoRkTHvhxTZbkKGxGYlk4OKMhjJQY1obN87XU7Qs3CiwGpvosUb/zkc1uhYEqJmDNlZEzUefHUMFdt7EgzM6kLHtySUdVzqP5tjfFdCGTWR1dQO0zMhelYjenRvz5NMF4Zn1Q1oDklujDF5Wd+cp9SIjkoUlrynmYmeAjaj5RSW9jNEx+b72bkU7WvmPdm9xnF02fTN+pd8Bo0poG57FRS9oPFf/i+vQ/ifjFFf8Zde530EGp8dCKYNyoGH2hVOuUR7RZ32tQxilKFeM9HsfC2ksclrvfCOBToWAtVEgt47Srbp3aYkyCBKFA3KbrAwR3ulK5HVULH5/Xw7pveDyBX5HKDR0NYogZca1brp5+lpaZ5Le1z7G8cYX1mx9xt4PfqII9829zQ7JbH+yTsAgIPv2kJ6YGFHA4HBE0PbNl3wUpFKXJ0wbHzGPHt1L6bvHWn7JVeWcBQq37GLcMcgFyOBmTAvbFZ5WStee1Mch2cFAF4AfCYIIsEaYD62L72Mk9qBzADlGOORh5QsymIlh5quEUw4JrttSnWy2puiLMpGzbYkyfzJuSazACMhZtPCjJ8w8SEsacBQpZzqXqUMlcWy8sobNuRrktonHnqzEhWC0qSq3aCJ/IKvTjzekZeeZe7qDQDjc36xHE0U5rbuckHOrIlMGh0A5metXKM718Jzx5RZIAHW6c9uOooeP7HQmW17bLB7qWfrxrTBtWveCr1MVTek+9WCEXaw6HJoFi/U51sNO+rY4FIdQ79qx6QQUMd+Aag7kvqAS4V8NaR7cil/Lczi27SflVlbkKxzG6n5hqS6y1ygblt4Rypooa+5oPGXrQm0dkFtBQCscYslb1LTRIzGlmxxwvIz5dPxdYuhtguBYKag7OYp2/QvBzOZB/SiFNlC3dc48R6KnqD+VRLIVzyGV0mHafS4aM3MSzaYeymvzMKumshgigEAA88LMM6CDqalMV93UmoMZce1lcSC7xM0U4TPDMMJpnbBqqQ3MDL3azu08JtRlJywlWDMbEA08/hqpoFWjY7IgeDky05zo/QjFyRIXalbwOyUPUUTgtcAayxWvdG+XmscxZpVwxgLNGGX6l52TIfKPCFIULbq54qqzSFKb2I02xyckB+cWlhFPogIMlG1GQor0daEDFraDfMKI1fNyfkI+YqFesQpyq6/pqgiNOdNg9UpO6Ek4vpkeE8IkVt8bIkTzx63k1bZYajSlBZhs822PxdbkCOVDNmql9Zz81c41hhbHG246l9xTWjMSxxkUDM/t9UtoE580CZfN78Zn/dwqPm6l8NTAUjeUwXmXlw7RCMv/ckrjWzTBGaawCspjS53vImV8NKH5YoiiGG+kqDsKxxbrK8ovXpNE5rFtznvgtLKggFb1ZGIhha61k+8OklWY3IhoY3KIFMQeUP366AmWnIcv9yMy2isaFNWdiU6N6161iCkII1zwnROl3LuHZ2VZCj+koGjRB/7HIbvNDAVXmqCFHW/Poa2i906DQiWNTud0Hmm5xO0r4M2qsl+Reo8TDNEQ88/Cq275PSCfQnAbNDcpoqkSF1hRtELsCo8Exs8CDiUfVd2nhlh76EV246aNmKdq8eo7MZAC7+p4dYYS1t4yfxinxbxOuCYnTL3lR74dUK612B6nxmA6W5Nrs2hAMpV89wXPY5wwhFa46lgyjC7YOa26LDEytfMxLz7mgW3qmV5SZYXBUd53/vehwceeADdbhfdbhcPPfQQfuu3futbjtNa461vfSsYY/gP/+E/nPjbj//4j+PVr341oijCK1/5yj9J3ZdlWZZlWZZlWZZlWZblO6moP8X/XmLlRUXCz5w5g1/6pV/CPffcA601PvCBD+Dtb387HnvsMdx333103C//8i+DMfYHnueHfuiH8NnPfhZPPPHEH7vibtcYjhn0aZs/m0Y+NVV5JvHG4zWl04s+g+5VaKwDJ28AKBddA5k08BqIhy60xzA/5QlWa098axRVcwCBgigtMWmmSJVk0Wqbac/I1wIUPYyPm2+KPpv/l5m3dq5Tjib0yhWs4bSbDz03D7zWdK6q5W2iw4n2+sCZv1Y0alB2OP2tavmorwrgmegjr0ZQdL2mOjTD6ldMCmL39S2KYgYzs2On+1+IUAYTrzkuSk3RRZMadb/XlFZjtW83kx73GQklceJci7Aap5CjfZLDtE/q7z83gQ10bioMuY9AG+txn5Fw+ufOHAUAhFALbHdvFxwNFUWPlWSYnsKCWYvXgmbKj1OZKfDSwWQ0Rfzm6/yEQYuru8yMqgEZKCXe5CnZbwiiAfgxKAtvdMECn/Ll9aKNO/MR4NxEJh1spBwA3ee8mkbjsjySUX1545UjgmlDqViRK3D7fdVi4BW8XbxiqBJHqDVEY3ccabVX+kQqeZFAGx/7tGy625DCjSi9xbvgXuNb5pqOCccaybHthBZQtaw6SlJDM0duVWA19woGCyVXAdB803zHTMTZPcfpgTdPagKg/7Spe9kzkXWnnqAC/5w0IQjqJHJvU27mEUbnKi0ZctGwS5TmONePgntL+WydeSiOxkLmyJug1TGQ7vvbceZdMvOk0CZkaN9qMDlr1Upafj7SwveP5gyFzUa27njjNFFpymDw2pt8MWV+7zJqZYchOfCa2C6ToyTonoKZnzNV4CF7ZYt5dZ6BIaS6McAVKC1et/z47V6rMd8y/dFEvk1Z7bOqbMHkqE7Nvbp5wNUfAKbbEsoiLHh5UinKjSXN/bk0B80zsy0LKbAW8fM1b6LVhCCTr6rljX8WdcI1A+abLiqtkOybCxb9AO0bOaZnzeA4fhnDytdt5LbWGN7tiMGS5h29YCA3Oi88YfnpDOHEw45Yo8mIJzyckwpKMK0JgjJ850Pof8Copoj7L+P4spFjOXhtn5S4xuf83LVxNSdS6HwzxOxMQu2br/lMRROB1FFWv1bj6BWms3rPFRjebe515etzHF9OqD/GZx2xUaK9UxPkcXImwOguM5hXvlYBdmwePzig8RBOPfFZ37dK2uBGr9/PcyoA4jtWge1si+BQmgEb1s5eFIrGYhP7bG61xtDa9fNfZSGn3RcKZOshQmcgN5CI75h2n52JMTltn1enS78sL9nyohbhb3vb2078+73vfS/e97734TOf+Qwtwh9//HH843/8j/GFL3wB29vb33KOf/pP/ykAYH9//0+0CHd41/EFATU1M5jMOcl1BTNNWMWi6xU7ggkHppIe9nzAgcybECwuft0kx2uT7gGAeFiTjBGvvSSdnAtUFQd38JSpArNKIotOluFEgdfuhaZOvHgiKyclCkW4VOMG6BYnGlIyMh9JDhcUAaYagUufRR6yEo0V3QdTnHC/PA+Q7JsJJ9rPoXmC0DnJVd6BjU8BJW1dCg0spIIdFMeYubj79n0THRbgZUDyWYBfLMtZs7CgYn5hqCRhupn2/bG4YJvPJaKjgtKjouAEVeGFovSowfu5flMG4w2gCbxJDWv0ghGDhpwvOBJqTS/KJtSI9y1LPYipT8tpiPjI9ZtfpDHlzYE0YwjHAok9TkkJa9KJYKZowRodVxCZS7MWhHOPFhwkNTPmRgDQpAJoNGAhISLnlK6Whab7cE6BABBOGu+aWntcdLJfUx/UbUHykJqZzYf7W74iCSupud90QPvUrGtLwCxenemQw7ub7w1cQljzKF4wBHZzUc8YjWVeC6q7KP04k/MG2bqH0hB2vzGYXLcADMc1KUQcZCHWnLJMW9AzHU68oRVmAaV49VzSQlDOG8jcmCaROaZmYFOJ3aILnnOqG9MnXSUBqxhz6FZIXsJOZubl6pQcmpiT02441pBzv4l0MC1jtuOwrIuLP0YOicHMzl/2JcwrEL6caQ/VC2Z+o+DODZjnmNRNpKC51PSJO6fB6gZ2QRZOFeraw6HcYp1pjTp3u2wvRyrnCpo5vsuCsdCcIRo3BOkQuf+bXFDkYQ0Dr/38uchVcBv5cOrdW8MJgxLehIYpvzkVmR/LVVvQ4sUYr7j78G0IeNMfLRiisXfaTQ4qws0z5TfyYmFeLXrcw9MWYDGjBViiyAE542SqFg8VbSiBBZOwklFd/NgE4sMKtZ3b4t3M129PgTUK0ZHpyOg4IGgKIKleyW61YNCjIEdm0ASzhMarmFcQlblXnjcQ0xx13yxyVShprMhpRWOWlxri/ssAgObJpyHf+LCp47FCbNVRim7qN8/jDGXPQG9Yo5HsFsgtX4DXmpREXD8AQLYiyAFVTgqI0m6sy4b6uYk97juYKTNf24V0kPnAUHRc0AKZ1TFtzJnyG81w5OdPJRiiAzMpy21pAnu152Bwp2ikNCZ3mV1k5/k5+NzOTZ2A3imARHho2r3qBoj3crrXdLcgSCmvNOTQXDNqBRQAXJQmXZaXZvljY8KbpsGv//qvYzab4aGHDL5rPp/jB3/wB/Ev/sW/wNbW1retksuyLMuyLMuyLMuyLMvynV+WOuG+vOhF+Fe+8hU89NBDyPMc7XYbH/3oR3HlyhUAwLvf/W48/PDDePvb3/5tr+g3FxeNjl51jLY0u8ZsPcBoYLAT8khClC5NrxEdO1IJgE6N8XmzM85Xge1Lxut+Jx1AWN3Qo17sI7WRIvjGwf0S81M2ClAwRJa5nF2scOHcHq4lNrVWx5SaVb9tIyaSIVsRJPAPJhAagjtGK5yMU/JVny7mJYhUF45NGtIZkzDlzXqKPoOGjUgsGEHMNzhFqmZnvG5otVrh+GXWoORSAJkD+cC3ryOixAfA3CY04kNO6V8VAYklCGbrDNNTpt15Awxt31SthOAOpv4a07Mei7PydZtm3RSUbq5jZhjlMEQrZ7igJJAcmc+yAIaXW6Qyw2qfYtZSUFp5usVR2HuabQpkKzHVl4o29wIABw9IZGdrSGtoFMx9hGm+wTA9bRU7jg05FAC2Tx0jW9swx2z5qGDZ5YgP7JjrmAjjsdVbr9pAvmEjwLWAlbmHPBOjXDHfH17x0XYtgHzFE3jnDtYQmvHbfcFFqRdIcqWHAYF5I52yLem8MvPQnzoJER+5aCxD1faR5TrhyCwZL9vQBC8xf3dRakYwmfm2r9N8nRF5k2nQeG0Sc/0mtFb1fU8YnZ3REKXXrF8szkikfZNjbjXgy26AzHQBBk8rHF2W1A/zjZAyQWfX7mD4MuMsIwqN0d0uiipJjx5RheHd9nPQkCnYfD1C2XPqPe7mNVTS4Ex8TKpKgIEJjC5yG+V27cvpWZ+eBspVq0/8FQElPIkW8M83GCPTrNlZjfbnLDnyDEdi/RB4pTE54zNuxaqN5E0Y4gPQ+O8/oxaePX8NdcwQWujPfJOh/4yia4iK2/r6iHMw9XC41g4wOceoj9InfRswDYrKNyEwuWQza09ztO7YzFHm9dHLLqP2URKYbklf92cbgieEE03KMvmKiRYDwMrTNc0besHCvmp50zY3n09tqj7d0yhs1qEYALCR4ioFmWaVo8STsGugsNA1OfX3V3bNc+zmdRVENB6TXWaiqrAqRxcDe+2GlDiiUYPDeyX126FFdoYjoEkUpqc8bMqNec0BbU3NlPffIpiGChimZ0OCzsUrbSLUxkeG4OnmnWIFOHggpPNGQ/P9fDskiMXhvRKdm564eni/JaWGHYIX5f0UVbvljdc2GBnxiKJF8LxslRMERb7xYaz+KyMfNvrrD+H4XjPH1gnD8IrLMK5ict5lUAGmInSeMw/4jbd00bqtqd/m66YBjq4Am5+z7+xX9cjHYu/1HaS7Tj3LZyCY5hhfiEk7oHu9QWMJsoevaKO1682mNj+xBwC49n/ZwOn/j4FhHt3fogxG1WJoYjMYOjdK7L9W4uA1piGCTCO370S9AKeabbaQ7pnfj+5mWH/cwXI4ip7pqKIPdG5a8nKbIT5SOLrPwfCAsmMGZ9Vm9Ixufv73wc8ty0uqvOhF+OXLl/H4449jNBrhwx/+MN75znfik5/8JJ599ln87u/+Lh577LFveyWLokBRFCe+K6MaXEqM73TQ2rDGHpVEuOtVGRw0hYUL0Ik5UGfCY+cUkFX2pZsLNBaaEs8YHVNGGk1q00nXOfINi7vdYZS2nBcct4970DO7sK0B6RYQyr/8tATRYXm1gH+eLrCjdz1WkjU+dZwcGnMeJ9fESw3pJpHaS9Up4eslygU3yQL0wmWBomNY4/C2LpUNcLv41RxkgCQyMtqjDQNg8KlewQWI3WI5M6l7x9wHA6Ij9xt/v6LQ9PKok4U0duDT0LwCSWflK0Brx8N6AN+OemHRpiWgIpfy9enmsvAYyqrFoO0iERzguTcykbnH0AezBeMNDcSH5p72jrpYccdMTRsBQLiQqmTKYOwdTAYKKPs+1e42ECIHYNshnHjFGc38poop0IYlW+No3QbdlxKMXsZ1tIADz0Av3GAKgk00EcjZkjd+USEWYDyambHhNkBl318j2fP1Cia+r4KJx5cHU9AipAlA41WUFvNs+1ouPN6sYSdgYa40ATuxKcPC+JEzu5jqmsWvG0+iAAJbr1kZQbq2kmaD6drUqSrphiGx32fnfd+ke0bpYdFpEwBYoBHzCjpWHnZm74+pRbMWdqJ9mgVOgpZA54aF31Qao5dZuc05w+geU4Fk1+OtWbOgDiUYei9YxY27OKIDt2I0OGN3X3XiN4iAnxtF7ucXmfk5JJxiAYsPtHZsH0a+bzWzc4Kt16ICTBP6OQEaSG9y+g1Jo0pGizyAkXtw1TYbA7fwN7wWf153/Wjk54RsTdB8wmpA23OFU02LaCXN4sS1Qx35YIecg64PDWhrZMMr/xxXLYZgZA8R/vmKjm1b2HZkjQmYACBIBGDwyg4ixhvAqr0iWxX023K1QbxvIQalgWm5OoL5ujeRh8PUCUPjh5M5VBnTotZtBylipFIUTpRVzzHH9p5vEB1bLPT5GOkd81lOKxxfMavE3gsK6U5u7zfA3JraheOGnJqdadb0lDN38+0QzDVhobtfH+PgtX17jMLor5tMeu//9WnUb36NufeigRZmxy4qhe4Ltp8yjXQnx+SiwXv3nzVupea+jJoIAIwvBEgttKVqxzRm4iNF+HuR+ecuHNXgZQhZeNjfipO/jAVEZo5bGVY4eq2JwMQHQLlqceNPzgCnInYxIfjgbDtEesNDh8Jxg2DmeD/A4X1WzvdrNW0IOi9wMmLqXwW1W90ShAGvkgii0uhc85ORGw+tOzVJox7e980SMC+RsoyEU3lR6igAEIYh7r77brz61a/Go48+igcffBC/8iu/gt/93d/F1atX0e/3IaWEtPJWP/ADP4Dv+Z7v+RNV8tFHH0Wv1zvx394X/suf6JzLsizLsizLsizLsizLsix/WuVPrBOulEJRFPjFX/xF/PAP//CJv73iFa/AP/kn/+RbCJ0vtjzyyCN4z3vec+K77/27/xL8WCM4lJhys1vnc4HURgp4CUpv1gmQ2ujhfI0j32KkfMI0w/DA7KqDowWi2i58ZEv5KFRrpyEGdueWokjX7JRAicQQtAB0bmmKVrGFqHs0VIhsNEWJRfiAV8MIx4YEBoCshk1dLenIWRQ3gIuz8FpT1KXsCIITRENvzdzEgiLAuhRI93xauGr737DaE7/iY41sxe/VXPRcFqBovcw8ealsM8THjjilERwr0t3WzJO64oOa2jeYLZCMCk3EqSbiBDkRhTd1YNoQ5Vy0oG4JilY1IUNuo8zxkabobjRSRDQr23whwqlQWHJrMFeYneIULW0ChtBGRkQOMg7KNgKIkbWgF4oMH/gRiOA025aI7DHRmGG2KSgN38Qc5cCS72YaNWnQA3xuU+W7FZlpVKkfr8AiYc6kU120mNWKIsDBXGG6ZQlEWiM58IQ9N85EqYndH0wVtWfZFxQhb0JDmo1sNEbOAhoDShjbdeoTe165qxeMTHzKV3P/WUkTyQ8nro2AiYUTREdA97qzYGY03kOtKVoZThSZU0Ujr0csc2Mc5TCH0cgTFyvFkdpxpiTz5MhcU18d55xMqPhcULQwGjWYnpYIZjhBzETBcVS3wIoFiE4NdF8wpGnXN6rwkVZRGiIgYKLV0dAr/TSCITp2RF2N+MDrDbtMSnvHR/MWFZbSXY3ZtoMcnFT3WcwwiUIDC3Ajdz8yAz070UhReh3giC1pPFsTiN1YyjTEDogExiuNzNrQq8Bn3bQA8tDPWZ5I6lWKgpmmuUGUZg4IZr7ujkDHtM+OKOnVXEQJpFbLPDlsCN6jOWg+qhOGusU9ibHxc/OiikQdM7Daz22eDKyhLHxF5J58O9tk6Nz081z7Tk3XF5UmiIQozHMNGPUNUh4RICjC5C6O7jXT1tPTxjDOZS1k7gnW7ngApNltTgZqW7VgbCRKRX2Y7BVgKiLC9HwrgJybOtYRQ9G380bjlXBkpigaPLwnQcu+O6KDHPmKhSKWDYJxAaZNBLvseAOlZDcnIx4de2GEeDf3EJQ3vwbyt79gfvt9ryUicjBVqGOn9sWgJKOMjcgVEpuVLHqMjI3S3YAyIPGRNzgTlSYzOV76+aiJOGSuiBBepwLzbWtKdaek9zAvamhuYI0uswUYCBQv/byc3jRqKNmpBKKUaF83KdJsM0boBBQkRzA1dQlmDQJL5hRn2gTTio5rLyKwILHX2qsRHRTgRUjXd7b1TbggVPBSRaMsI+FUXtQi/JFHHsFb3/pWnDt3DpPJBB/60IfwiU98Ah//+MextbX1+5Ixz507h4sXL9K/n332WUynU9y5cwdZluHxxx8HAFy5cgVhGH7L7wEgiiJE0cm0ChffsT5Dy7Isy7Isy7Isy7Isy/I/eXlRK9m9vT284x3vwM7ODnq9Hh544AF8/OMfx5vf/OY/8jl++Id/GJ/85Cfp36961asAAM8//zwuXLjwRz6PI5xUpwokbat/GgeoJtZdLPdklXwVRDLSEtChQmndDMsOsL5hQtOHx2uoBhYPNwuRr/sdqMMW5ysc+YaLpHiyVdVvkG5Nkd0whIzZBvdOmUTkMtEY0sktcQJfqhfkCh1hCEwQ9pAiGYfO1ctbDPMamG05YLSPFjENlAsOYQ5nHPVzVKmJYJRtfgJ7yxS8Fm/gI5yaA3Mbwe09X6NKrLaxAGqn91t6KcGyza11MaPjXOQpX5MkNaYFI8e4+bqgujhsqLs/J+2kmYAWjDISvPKauUqCour5ineKrCMGnvgxIGzkvGwzdK+b8TM+F1KbAea+HbavaglMzzgpTE3R6LrwEnqa+ftrQkYExiZkxkXPRsqSowZN6C2jXakjQK3asbwSnJA2cxElaNCYcQ6f7hxN7KUeJ2cktUkw9GQ6XnqZSC04WnecfCBH0XOa2J5HAG3uyWn8qgAorPZ0fATKZojc/6aOvaRi3vfydkp63DDTVoM+8REuIjG24N0+cx+NU8GCs2DHu1k24YIrrraY9dodt9AnitH1gAUyr/D6wlp4roTmeoHgZ4iuWvp7tpdDyktovhAVE8B8Q5zAj9eJJzAyBTSxi/KZ54qiwzUw3zYVS+8wFKvmc+u61/vPVjllM4K5poj1dJsTUbFKLN5+Eb9u77foehIsrzVJXpbtgCL/s02O1h1Fx2vmZVnnm+YYUTIUPYbKEhKjidfaZs1JjDjp4jdeIlALRnOLkt4ltewxxIce9x7MfARYVJqyY3XsXTmb0LdhE0rPJWm8DnoTMuQrnqOSHPjGCeYa8w2LVV+Yp6BBsncuS+CKd8i0OHd7umxV0LMnMoVg7s7LyD5dlL6+Rs/dPZOKdNedrwPxZSLv31B2GEXS52uCZC31J2y1OUMTM8RWFrMYSGTrnjDPNJAPvNOvK5qDHDvjYxCZE0xAC/O+aN+qSB60jlOML5hjWjsCkwuxt5tvgPYtS77fWnA2TQMi2hbdlNqBFw3K73utuff//HnMfshgxYu+WMgYA3UqqU9Zw4ismuxrsMZKF1/SaN8ydZyvS+rDsuMzIfMzGqd/zxJw+xE0B6ZnzCAMZor6M18NIey7R2QBXVvmPpNTtmP0v3xo27qD2XnTVnmfo3VHY3g5tefVGJ837R4NFfI1c43RxQjitHUPjhlau46U2mBy3jtL958z5IHjuyX6nGF4lxWoGGpw6y7culNR9tARiZflpVte1CL8/e9//4s6uf59Ug6f+MQnXtQ5/qBS25cuHwYohCfMuUXpogYs4L+vU0OUcxO+KICitlbuoQIKp+ENcKuuokKNpu0E9gPSAg8n/rxyIlCuSojcLzLci8c9zJo5IxxfL/cCC3e8MU049hrnTeSNJ5qQo0oZZnfb44ZYsFH2xMMmMC9H8/lkF9OL7jChY2hBFLtzAd1r5i09vhCi/6x5sx88ENOmg9eKVFOSXW8B3gTeAAEMSPa9bnfZAVa+XtE1j15udZ6nQG0XrNk60L7p+kYjW3OwGiBbs5PqxQrTOwFCu9Ar+pxeuk3greqNCYb5vhgwgPmXaDB1GwWJO68zk9/akw3Gdwm/mEyBsuNgQYsLfUZasVpXtChIDhXG5+xCPfMwCF5pzLY4pa+Hd0myoa/ajHS7m5ghvGk6qGyBSGt12y9Qyx5I9UdJhs6NCrNTfvMVLkBF3EKrCbzCjswYpTSrNjykY6hpYysqRuM6GhuIgRuDmnsyZhP5Bb1ZqPuNmIPCBAvtoPlJU6WyC6R7biHCUPTteUOcIKVK5ohxnPRz84GgVGvV8vCi+bYhEtduYThcWCzJBqWto5YGWgaYBbNLjyNtwNwP2g3p8AYzBRVx1GxhXcs0eFwjFQV0eHITG06M/bhmHn5TDewBCrS4n54xC04iYisg3nfn0di8x7BE1RfWMT3loFXeZKlqM6w+aQlkqUBihBuQrxr4iuu3YsWobQA4QU5UkqFqmzFrVHgYfRalM3DxC8EqZjT/lV2G5FCRRfd83W96NfOkPDBg8LTprP0HQ/INYLU3AosPQKY2802jx+26Yb7F6FxGl9wusCtNSkes8fNqnXo97yYE4qFtk745xsEB69STPIseQ2OVe3gJ6MCPOZfaB/x8zSvzHnH3UfYW3zf+vPOtgBR2VAi0bvt7cu+HsudVoPh6DvmEacT5BoMKFG1mmpgR8ZspP2Y09/rutO3R1uTIPm9F36slOYhe+7Z5yI9eJhFYRagm9vcxORN6o7ZrCtNTzjtAoG2fndmWQOAUvu4KIXJNG/72TQ+zqhNGY9bZ0QPmOXcqKFok1LezH3oIg39tDH0OfuRhgvJlqwL1tqSF99nfnmL/QXNBUQIHD5iFQXQATM76uZsW7cpvMpIdYHLR2sB3OXrPlbQZL3oc+aoLODUeKjfWGL7c1PHU7ymMLthF8Ejj8LVrtn38e9m8Iz2hvGp5kQje+PeT5j44lxwqjM/bIMRcehM/ZvoEAIpVYD72hF6m/JzJak3+IfNzC1Cll1JRf/gh/7OUF03MXJZlWZZlWZZlWZZlWZZlWZY/WfmOBVZvfcZs/a+9NYC2u3g5ErTjTA4XiY6cIAeiCpCvC6x91Vn4StzaN7vn9jVB6ZvkUMPFFVjDUO1bfdf9GryxUJY2Q2vfpiqHHFklkB6Z3wyerqBsdJdskmuNwdMl8jVHQPOyRDJr0L5hdZoT6S3AS4XCahiH49q6/Jnfd65XKHtOX7aGts5hvFCUtjdOdJaYlApI61A4ujtC7zkTKo335qh6Mbh1PgvmmkIqneslZpagMni6Qm3Tb/kgwMrXLVmlUmi9YMIhR6/sk2Nm+6lDZOf7FHnilUIdu2gKsP6YC+swiMy6d45P2vqmgd/dO+KJZgnWP3WAatP2W96g6tm6j0rkm7Ftd00R67WvFAiOTcQwO9UiV87k0Ec75axBOBQE+5G3FaXO65aAyByegFE76EJQJLJYCdCyx8h5Azmt6HimYkRDR7jymIbecyWlDuP9DC98f9d+X9AWuWpLguKokCMYOwySiaD0rlpHtY4kIlb3eu2t4ycNmDZjqH3LO7blqzZcAyDdyTFgLgrKMDlnYV2FRvtWSRmBsi0weMZrupOzamNkIwETkXFSWgAQHBidvHqQUtS0bguEE4b2NfO3chCj2TV/G9YS/WfNPSnpJTmjYUMyYCtfmyHfMHUMj0uUfQuNkgzxYUX/TnbmUNYq/LmjNu5+zIxTHXCKgq09PoG2rrBsEnt3yKlA+5amNkz2JeJDRVkMaAY9CnGrGEBMxAnoB6+A3nMV1V3kishkkzMhWcLLTFkpQwd74l6+stA4/pwRnO5pjbUnazrGjSU5q5BtmNRE67YnEXaua5KBBIDBs4oIaWpB6jEeKorKa+EdgGebAoOnzPM5upTQfNC6XaG05wmHDcqeINJwctDQcXXks1NMAxObIVr7SknzlJxUqHo2Cs8ZuG2D1o5AsufdGsEMrAMwz6Gc2WzImkR01RL0CkUESJeJAIy8m4MSBOsh3SdgHIodnGW+KZFcNedllYYKTb1auz5kx2uNcMzpHM5ZtU44OjdqVBbi2LqRYXbGWqM3GoNnXB01RTWjke9zLRh9P72WesfhIVC1OVa/WlC/OffXbE2gc6207RB4QiZlgjU2PjvC/KyZI1e/OALo2QsRvrCP6StPmfNGIGm+zk1NTqXdF3J0rltIXcyNfTsMZMPVd/XJDPmatbnfL6AigdQ+x/F+huG9JnXQe2ZOBMPZ6QQbV82cKcYZRGE0w0WlKENZ9AUOfsQ4aa79y08h+yuvB2Dm62SvQPe6aevphTb6zzrlA4aOje43sUTbyjN2vngLw4eMP0DnhTmqTmiPCSkL2b5dQ04rJPsuCyrouUh2cqT23Tw/k+LU75nvo+MKg8ZHst28HE4l0tvm2WnCFmbbDKtftfeb1SgG5nkNRyXWH7MyjLkimcjZ6QibnzLz1OjlbZrfZ6dCDL4yNG173EG8X2B8ycxhVcKw/jnzt3Ijpaj65v8pgHfhJVeWZj2+fMcuwg/vt4uuCaDO2EVIHKA5MN9PzjBi14sCmG2ZSXW2zaB6JY5e7ifkuG8WAvMzwtjaw6QCHQQg2wSKFYvT3BUktt+9oSjVXqyZF2C+Zl+0ZwOfG3RwFMkwOxVQ2r5KAq8WcsxIWSC9U6NYcZbsmtJnvBYo2xz5wOF1/TWaKKCFu044cqtoEo0VmN00ZKuc0v9VVxHGeb7VRThWBrIBk650dtnzTUmLkmIgUNrJNz3wBhrRkKG6v2/OmzLKtVd/Zs0rScBMFPHQLdw1LR5M29h+O80RH/kNhCui0Ch75nqzU8D05QMEVlkjOxvShFn0E68IkXpoyvh8iNhCL4ouJ5xm2WGonYFMzFGsAPVtnyByhg1KAMxiusniHEDQzTG+YCZCzX2d01KhXDH3ZxQHvFV51WJkOpOvePOcfLVDWOH5dkhqJVWbQwlbj4DB3hLqhEHOFZR9+deph2XUC2llAIQZnWo/5oqeT+E3sZ+4+QLuNjkC5pve8KZOgeElv5Bw6dvkUGG2YcYTr/1iI5gpzLYNDkPmmjDZSgCzLQaZWSWFrqD2ydd82lUWvq2bkJEKTnZ3ugCBipCtLehuC0YY+iptwVna9/tHGL3c7LIXORDTcy3Eh+Zh190adWKnxU6F+aZd4N4xcColubd5Zxpo1VgLplALOuGamfZuIo9N1pyRyYxmHh4UjQw8iDkBfoYFYyWO8qJ5efOnI29iFfuUejCTC8olHrZRdmza242tBYUjzTwMpFzQZFcBI6Wgogewe1zfMI817whMty0crs2RHDZkJqO5oM0/tLdfB/OqSNlGsKB45PkUotBo7AY9XwXKTkRtVyeMbNKrFkfQcjrjZgwBAK+4V58pDN8BMDCM5KChNqhjoH3bQtG6Hmvs+gsA0v2G+ifv8wWVLBBkitdAE/hFv9tkmLZPvaJK7nkPKvDQMxUwgHnTLdcHdbeBCjh9X3cVSqtWMt8QtEAvOwzZpsM8e6ibH5vA8N4uOtdNx83u6tC8ZTZ6pzyUrAJtgLKVgPow24gISpgc+IBRHXsDIgOjcDBKAVZrFJvu3eX7sOyHtCHVnKFJ7aa+1yMjnu4LIBUUJeEhKH/l9Ug++llT97/wWsy3Y3reB0/l2HuV2YwnR5rw/t1rNRmc6decpuCECjjmW27j5yEcdcoRjDmCiZkH8hXpOQaJpD5QgmF83lx740s1Zhvm+9ZuTZvG6baAyCPbnoYL4vq07CXUJioS9K5qX8soqNC6XWB8j3lAg6mi86Z7FWYXTZCmShmqdkqb8WRfI7MbLlEoWru4tl2Wl275jl2EL8uyLMuyLMuyLMuyLMt3WFlGwql8xy7CXcSv6mq0YxPOY1wT6UNFXh1FSSykmU6eR3MgCkyYpgg1qo5NXU44RUirjqYQZ9XmyDdcJRYipkmDMKlRpmaXXQw8acLBCrStS2lJpTLwBDhR8gVGs6RoO1M+UiszjqrNFu6LUeS1SkARcl6Coj9Fn5PagyH12cp0KpQ2LScKBs38/SrhlVpc1MrU0ZOnvNOdVSlYIO65qGvrjomoklMkfARPM0a630ouaApLTxyqY2+hrGOvy6uFiWCUbR99chGNYO71xPOYkYJGnTDUVpu57HlVhrLr6z7bktCBJr10UbAFciT3Loy5bx8hfTq/7HqL9tmW9KoD9vaJmBQAdcups/CTbdlxkS4B2AiILDTKno8wOt32JmaIuCewFT2vwFEnXvtYVJwcMxflWJT0boB17OsZZJ4Qq6SJjLvIct3yz1U48WTeKvWOkPkqI5dVFQjSXS/bXvddC6cZ7dLrXqGn7igUbpyMQeTGJvLKFkx7RRQlvAU3rw1MzNVLFJ6wzBZSK5p5BaJgBoJ88aBAZZ9hEXgowvSUybZU7YVooy0RrwCx8FJhpj2CmToRDY6PLAxo4KPpotCWLGg15EOG0T0+nKmVz770nzXz3PBSRKo2otD0Qlt0cVQSiIdeV711p8F83XZcFwvzDkjJJlvl6FqIw/4rIlLfKLtsIaIPguOk+w2Knr+XcKKR7JtJrxgEnlzLvWoPUyBHRqOcZH5b9gSSI0eWNhFfN1b6z5SkmR+NFI33OuaIDy1caKYoM8cXXIZ547MvojAKPgS/4d6x1UQrzecq5fSZoEm27otj0bVJ52aF0cWQoGuLWujhfoOWhUhUXYmZjRIPns5RUWbOezSIKSfyfHysgMbPD60dDzEDQOpSYPzEPA2YevJGo7RwH15pylpBA6xRKGzmtYn9fMZrn4nhtSbyaTGQiI7Mfax+ZYL9V3dsm4Y0X5vjAnqulAhpbJU9gfY1MzlOzyeYb1pllkZDWldXmfkMnCi9QlJy2KD6C0Y1Jfj456H+0usI4rgIqYtGijJ24/OSSJ4q9ONvei6heaYYMAyedu9Jgbrjz+XqA5ishfu9iv0cz2tF75om9NA8zX2GkMESd222UpTaa56nIbXV9HxC1837ETl/FgNBzrFFX1Dku+gJRGNN0f4mZKSaxrRXjlqEyC3LS7N8xy7CnbzU6JUVstw80FUmEboJbH9BkmvFL/LqmKGYC5Lfmm1yVNbzl5UMKnFwCU5MeDll0MKzoLMNv5Bwpgnz0xxRUENN7MSxr336zc5RvFLoPl8i3XfGCNxb0qYcnZtWHnFeI9n3E6ZLpYXDEnUroNRn50ZF516EbvBSEXYwPqx8GjHySifjiwlWLcYPMFg1bp/ccKzofL3nKpRde+/HNaKRXQAGDP3nzEQhZzWKgZMr9IvazjMjg3fsmwmGNeoEdrf9vMG91Z0IcmbqEkwTws7mqxLpbe9n7o7JV7roPjNFYxdLvKgJ98uUkbCyv0Bj26H/bIX4ppm5g0t9gnpER8DkrBk/yWGD2USg+7xZiPBGgxc23RcJegHzsiHjiYNhjHNPWyOGjYjqXnQF2jf9gsQoGNj7WhH00us9V6Cxk7KcNyTltfrlGZrEm+0Ia8oQHdeIDi0GfTWGijjiXXv9rYQgScVA0EuTKUAJ01bxsFkYj9pbqY+9ZA/PKmjWM9/PFJLbGdI9u5rjES1wkgOvfNO+XVJb5ccRkj1zUN2SkDbFq0JOkAOmDR8jvW3uRWahN3zqBOg9b+oeH5SE2Vchp5chrxSNuXBUY2rhK607FcqOQHJkq1trhEemLjvHLbzsiaGp43bbQ4duZyj7dvN+FJE82MFxSPNMsl+j7ASIj5W3EVcMfCxxI18BzzwmnCmgfbsxBid2nDWpQGwXqLyKSb0gPmrAS43kpsGRqDhE66yZeDq3a8yft3NbqpHae+9eqyhtzmcl6kFsv/f90bmpEcw8hl5Oa1okAgFBWIKpNzJJ9zTEzC60vs6JOwAtaZ7ilSYjsXg3Rz5I0b1mOSA3PP5e5IoUSlijSZovmCriqIhhRbAEXvtnbfXrAZKdOaYXnO6kt+7mtTdmCqeKsOJaMHRuMTrGLVDD4xxN4nHnVdfzK3jtLe3rNECyZ+4925CEmU/36hPPp/tcxxzR0Eo7diV6z5cE4wgmFXFUwqOC4FDRfkHPqookokPzzIVDRnPW9ExAGzJRaQQTRpuseK+gcdq5CSR3zLl4kwALmxzT5grpTkm/DW8N0bzSaEuG4xrQQO8FMx5FGUI6LkvG0b5h6/XUTZQvP2PbRyI6tvPZSkyb9/R2ZiIkrp9mDVp37D8YkNlFYvd6CTEy9W1fB2Hmk11jHAQYXoprwzqVqLdNmyR7Bebb5hrqL70O0cc+h+ihBwEATSrR2vUwmdYtM58M706x/QnTieVaC40zrykUzSHtGxHxBfpPjFCtt5HbzXi6W9FmLb41hraSsuVqinDqoCUBus+b62nOIHL77JSKjHeY7mJ4idPc33r2GJN7V+z9FphtW+nC6QL/aEsifdZEMeoHN4hfM98I0PrKjrl29wwGXzrA/sNGkUVJoPXcxPZ9gzrqm3otbNqW5aVZXpQ6yvve9z488MAD6Ha76Ha7eOihh/Bbv/Vb9Pfv+Z7vAWPsxH8/8iM/Qn//8pe/jL/21/4azp49iyRJcO+99+JXfuVXvn13syzLsizLsizLsizLsiwv3aL1n95/L7HyoiLhZ86cwS/90i/hnnvugdYaH/jAB/D2t78djz32GO677z4AwN/+238b/+Af/AP6TZp6/McXv/hFbGxs4IMf/CDOnj2LT33qU3jXu94FIQR+7Md+7EVV3BFcRFKDWaMMJjQR29QC1GNRt1NLAMJrBwOAFD7tzEKrQiG9LjSY12GtUp/+r1veSlpzjTioMIt8Coyu4ZAEgkMFngmvBCMToSbmFL2ZnYpOpDZJJ1Sb4xyZo2oJMnlgtTd8CGaKoC1aAPGRY4wzzLdM1KGJNAor7s8aIPB8yhOastGooXvklSDDGTCfriu6oYdnFJ5dX/VjlP2ASCnBtEFur6k5EHdMXapeADkqqN0aS6qqEkYpQs1wIoJV9SPSuBa59FFI7aEymnvoThNzlFsmwlh2BXjqCEAe7lN2ubHCtqnvYK4Q2KhJtu7Nc1o73jxHpiUqW8eixylCVLUYKdeUHUOYJHhTy8NkioGk6JrpT/N9th37VOJi3wwk6pbBXijBkK9w8DK2/SYoEqYEwGz7MOXty6uU+4jdzKf8VcgpYt3EkqJ3TAEqFpQ+LjtAZJ+rvM+J5Z6tBWS3Pl8XiIaOGCdpLIKBsip1bIxHlI1yFwNv3lQnC6Y83WDh+WEoLKSifbOgaDLT8kRKvE45qWM0AUNmswtBPEe+baKrvFaYWyJpNJReC5ppzNfcg+/T28WKhLKGMIsGS+4fvPDQMGPKZdVBHEk55WB1YNuKkya1FgyiapCdN5kHzb2Wf973GsxNzCAnTtGphdBGslnTIFvzJh8E9+FGoWZulZi6oxLZuiUKt4BMeu1rZzw1X5OI981NzLYkBl81YuLTM+EJoylH3oz3YCE6tg3mJTQz1xC58mS4kJMGfTjWkFaliE8z1J0VakYXSSz7AapuRKTN9nNzzM6bZzeYlqhalqi4JiBzS9D70gGy167bRvXPS7aVEIEb3Mwd7vlu3S5QWdWfJmD0HEID2ZaFGcSeUM0aTvr34czDXKqUQZSc5j2mQGOIlwFF+MPbY8xebiKX0UEBXtk+LCrMTg9su/m5hR0bsq9efH56XuGm7Hvit+Z+XgZM/9epIFiECle9jn8tIHKFvO+i7wyw/aY5oFw6mZ/1GvCbEnCa35H3oai6nnBZpwJlRywQQBc9GxjqNfOPybmYsqX5eoTOc2acTS62KZNYx96Ep3tdEBEzGsFEwT/9ZVP3dzxEKjVN7DXvmwjIT5kxo5nJBAFAth6ifd3gX/JBhHTPvo+2uyi7gto+2Sswviuxde8hHFklmlWJ7lMmazW60kV61Zxr9OAKomNBx6R2Hk72KxzeHxEEpdju0jjR3M/x022JtoWYFX0G1bWk6DaDsl4fRZ+hOrdm28eoTRHEMQLK9dT2AydN9/6zPtu9LC+uPProo/jIRz6Cp556CkmS4OGHH8Y//If/EJcvX/62XudFLcLf9ra3nfj3e9/7Xrzvfe/DZz7zGVqEp2n6+9rXA8AP/dAPnfj3XXfdhU9/+tP4yEc+8qIX4dPTdvF6GEEPzAOiFYOc+UWptGnzuvJwlHzAAIWFF7j7H5gJLHepR9CLUgmvjjJ4GphbQ5/2TU045UnFMMliiMwtWLXHhC9svppE+MVG6if4ZK9CYSfF9vUMdcszuN3iM5hWAAsIGuMW3YB1vrM4MiUYKvvyTfZrWpTyEoiP3EMZnnAi5I1ewKkCHYvfK1ZC9J8xn/P1iAxgek9PsPc6w9TuvlBRullJEIM/XwuR3inMQgoGIuHOpSRDsWIVMOYNik0zgcy2JDrXrVwh86574bimVOzkPENrV5AMVLESQVRu0cWJya65b/s6ZgisckQwU5TebiKOsm0XKs9lGF1KaVGiQk6YynDiZR+VYGjtmDrulZw2SeluTUYkrV1NaUReaiOnNnISh4ImTzlXHjfZ8QY0ctZ4pZOULxj0gNLYVTdA/6qfZOPjhmSy8rXQuwYWCrzrcbGCXAq9yRIyYHLBLFZ5pRfGjELd8inyaCgJZxxOtDfCOa5pU5TuN6jtQinZLQiC5NLg5jzA8T0BmZfEh17NgDU+rS4KD1+oWhKdF6zD3cDDV0SuIDNzf7PtwCgKOFe7TNGGAgAtGJpYone1tO0rkN6y6WOVoH3LtOm+9pvcwddnmG+0TmIsGaAChYjXUKGHNrBGo3W7RN0W1AcyV6RuEsw1QTWyFXOM26iISiOY+za58z3m87mPcRw+YBYV0VhjclfL9lULvS8bvcP9P7uBaGQrqK0kqd0oH96f0lwVTL0LKQBUbQshKTSOX27Oq7mRYwPM2Hdyeosl24rRueHdE2cXuyf6MB56qdGVp8wFi4HA0at6tu49D2e6U2N8yVx7vsnRueFT+Iev6iE5dLKaIT277VsVKTwdvm6d8NtMaXoOq7ZAOHKLmwDzdUEmNVXH8zaCzCv68MZARFzdyfFXLmzqA8D5M/Ha4HzJUKsjkO55qN7kgnmRTC7E6FwzL4XRy1LiSlQtz1so1hU2HnfcAWHw2W6hdi6huQIMJPVo6n+yf5g2G9veVw0EL99u0XNfpQxKcIJuNFFCUJz5plxQcOGY2PZt3669ykvooYiam2AJYMztgpnCbNM5N9YIJ5yOc1KGyX5lZBVt2914i3mP9J/18C3WMJz9bbsJvNDG4ClT13w1QJNKTN9h3DR7/+7T2P+7RsowOfQyoNHIP+tKem5PclBiftpCQOagsdFEHO0XpmDnzCa9SSQFwoJphfkp04fRsMGtN/cBABtfLDC+f8Ue4+epJgBtsI6upJAzz6Mp+5Jw5K2bc4zt9Tr7DY2//nM1JneZZ73/9BzzUzHdn4PzlR2Gsh8SJ0IWmiSRW88MwbSp4+5rT+LcXzLlJRiR/ubyyU9+Ej/6oz+K1772tajrGj/zMz+Dt7zlLfja176GVqv1h5/gj1j+2Jjwpmnw67/+65jNZnjooYfo+1/91V/FBz/4QWxtbeFtb3sbfu7nfu5ENPyby2g0wsrKyh+3GsuyLMuyLMuyLMuyLMuyLN+28p//838+8e9/+2//LTY2NvDFL34R3/3d3/1tu86LXoR/5StfwUMPPYQ8z9Fut/HRj34UV65cAQD84A/+IM6fP49Tp07hiSeewE/91E/h6aefxkc+8pHf91yf+tSn8O///b/Hf/pP/+lFV7x/1exgJ6+uoS2DG4qh7JvdqJxxVM7uPfIpvmIV0IEmpYIqZTia2rRToIHQaTP7lCbTgLRkjMkZrxAyOc8QHbmIiUYUVhit2Gh0IEmhwacIzfWaBRMfF+05ujdEZE0vDl7Zosg906DUn+YBeGkgAQAQTrzVLRjAS6umkesFJQ6JyJ6ragPDuyO6trPBFgVQxwFZVvMaqNpm4yTnGuNzKf2mc9Pc3803dem+xucDH0UvGXK7p+rcUDi+nHhi6VTj8BV+Q+bSiEU/8CnF0BCjABP1dWTIbEVQW8m5MRMpei17j/BlAboRHyt0rzsiFSN92LLNobe8ZvP0rKt7gib0zPayzRFaeMminnh8xDG3dtkP3nUVe+FFAMBk1UMnVADwDZuxiICqC1T7Nq24AhQDc97pmYDOG040pW8n50LPyA8Y3XvVYijb1gjEptYdeTDvM4D5LIAbTyrwEdHpKUHEwmisMN/wsBwX3c/WJH3PK6OX61LZ822gfcP8/ugKQ7prPo+i0OvJ9zjiY5tWPiVJ9WJ8wUMMVGAyTA4GMjnrO7FYAWnmL0KjlARUYCNzOzUppUzOBtSHvWc1hncL0ssWC1HGQStD3rdkPwbUdgyEY4W5TeXqVo2jK/YB7xRQFrax97oWxvfW6DwlPZOGaSBRCFhj7Kdd30uG4csiAwly8KDAj8u6BRRrdp6acmjhteKbwKuPHL08QGRJbsNLnow+3/C60LxUuP19hnBXdYBixUb87hg4glNiSg40pffN822+D8aC7kcJUL9lawzhxLbvGU+oTQ68Io7mHKPzgjKOSniIS50wTFM/Fp2+djABmfsEc0Vz4XRbehWbxoxzB2FJDjQmZ+zcli1Ycq97nfvkUGN8zs+rpAxUaIwvOAgeQ3LQkEJJNFLI1p06D2gs1ymQnTYPyfRAYm4Tu63bvj3rmJGefBPbOdSiOHovNDi61xKhjyTpcYczjfFFD/sgKKEGZlZ7vf814OgeH5EXd08wvW4m/HCiMXdzYwDER3ZuajPKgHjjJQMZcVHb7jXvaREfK2SrHMKasx08CMQHdm7sAW1rhGNMiGxW6JUhiRDMthgpg6W72qi4wOiY80pTdm16SiJfc23nfTdmmx421wTcmEwBGJ/jSA7tPLPJyI6+/6wiLXAAaO0yel/s/92Hsf7/+BQA4PBdD2NuDZmUBLU7rzXmVlO9ajHKqpQd4PA+m/2rAX46IGhVfMQx23bZND9vTU8H6L5gfj+8OyIISb4iKKMqSqBYNf0czDQOX1tj8A0Hw2SkbjVfa5MSzfCSIILz8T0S6a5pk503thBY9Zh8DejxgK4hs4YgdcUqw+bnzXEHb1jF+C5T3/XHvzWDtSx/vDIamazStzto/KIX4ZcvX8bjjz+O0WiED3/4w3jnO9+JT37yk7hy5Qre9S5vzfSKV7wC29vbeNOb3oSrV6/i0qVLJ87z5JNP4u1vfzt+/ud/Hm95y1v+m9csigJFUZz47vgswIUE4xX6fZO/VZphfGSwdVXbvwDLlQbVoVcbAdNkXlEnwPbaEABwM1uDTK18lgxRde3EJrQx4wAQjiSqrmX3zzi9zJpEYyWdY1SbVGu+CjK4cHAXpg0+2MmpGSMHh8/1k1cw89JiKmSo7Lq1c8uqH3C3KMeCex/ovEwxJAdO7ovTi6OJvHRX3WmgAu9IJ3Mvb6YZKP13/LIYfatUMd2WJLXUe15htuVxiNq/f+k8ZpPh8fjmZeHr5dJvrNF0H6bfHGQAhImVhVfyyNeA9i3/0uP1wvU16IU0OSPoJRAfmgUEYI51cm8H94ULklOmPd2mIci0V5RQjBb7vPbSiU/vbaDV8u3g7pWXoNSobhiiIy+PqRfay2BhfdspaRevCaPJlymzCXDtE9tFdCMZOje8IoYWoN/MToEWouFEYXSXqWM4BuHOxz2O0Lav5sDoonW+O/ayizJXUNJLoKlA08sp2ffKP8F8QWkiAXBs7ycEbSY0Y/TSYQoAX3hGO6C6NC2FyuImgwlD6NwSE+7VX3qC2popLzWXrXkJMXNfjFLcEA2cBoxmHjYFeDMZHtcIR/ZlGjb0vSg0oh2DCz+BCQcQ8drcxwlMuHnWFnHibmFYJwAa+4IvzPNCG34FTM6Zz61bgLzPTPytX+/QIjUfeNxtNKppg7bzsETvG36zFB0vPNMLbT09oyl4IErQGC97jGTdynvYiQ2luw9jHuYWc4Co/AJb5CAzrrLDvZwkgI0vmQ4anwtIZg1sYa7gfpzkqwzxsW/PeNiQYyuvPVdnUZKRlwtqVAvPASnZwIz7sstpDDYRo2vwhfuQ+QJCsQGSXf+ZLa5pbPusP5Zj9zUxQfXKrt84ylwTT0RJww0AjBOnm+PLNqe5ZXrW9024B5S3WmjbQcsbv0manvJypFX7JDTRNIJGNNK0cWsiRovS+ZoJaDjlEgC0EA6mvt+DmcL0tOVNHPtFbf/ZBuML5rdVysgFORprFF1G7ZjsA+uPWyz2modmMe3nAS38+y2c+IBTsq9pgwXGkBy58W6gZu5+k0OFw3cZOMrq//NT5LKZr3uJQ5lrRM7dNBZI9s2JD++P0X7a8SEEWjs1KY8Fc29yJ3JFDsmsNnApAFh5qiAoVhP6jVA+YMShyNYYkusB5pau0LrjYYbhVGN22j5Lh6ANoWt7AEj3/dzLGi9LefRygfgopLlc5F5OuHOjwnwrtMe9KO2N/37lT3Fv8PutJ6MoQhRFf8AvAKUUfuInfgJvfOMbcf/9939b6/OieygMQ9x999149atfjUcffRQPPvjgH6hw8vrXG6vZZ5999sT3X/va1/CmN70J73rXu/CzP/uzf+g1H330UfR6vRP/7X3hv7zYqi/LsizLsizLsizLsizL/6Tl91tPPvroo//N3/zoj/4onnzySfzar/3at70+f2KdcKXUt+wqXHn88ccBANvb2/TdV7/6VXzv934v3vnOd+K9733vH+kajzzyCN7znvec+O7P/l//FXgDNLnENDM7mGIUIbLEyGjoI4zBRCDdc8oaHNVpdSLqO7EWs+JIorZmNsnUR0SZ8hCS7jW/K072fdQ13wDujLoQltiZ3tH0exBcRqN/tUBhiWp1zGjHKwpFxJdkr6B0Fi+9rqkoDDEjOXCMaE7RPJEpYvcz7QmNg6cz0u5twhCDb9gI96sk1p4wEQEVMMhZDcAT82anrB7tDU+6bN+qMLrL1H3lqRKaO8JdQxAOXgM9SxZsIg6ZN8SwVwGje2zdqREdmnHTpF67d/XrIYTVrC17EtGxIzc2kFOrDtHroXt1htoy4ZnyGsMqEKQJGx8zMrnpf6MyxFYAfDs2dvEwhDFH6iy7Epp5a2heKARWN1nmAXovON1koGuVKg7fGGF93xxTJxzdZw2Z6PhKB51rpq2rboAm4uCVM4JqsPNG07/9ZwuyJW5CRmSrtS9nBAEAY94e/slqwUBIouxwdF8w14lGARlGtG8xr/IyU+jccARX72UvCk1601UnoEgiNEjrt2xzpLsl4iNTrwPtCb2tO4p+E40ailDGQ4Zkx2SnmiQgU5L+MxllX1ToSV8AsP5ESWOjiSUGT5n2lVmDOnE69QtkNKXJVGfwjRzhxEbxj4yW82Jk2RFq9467OL1rx0ClMb4Q2raqKPK5dxyShnZzEFPUu3W7RhMGCGaa5g4oBj4RGDcJZW8AEy3rPVcjmDU0lptEoLLp6viQYWRNeDo3aohceQUMrZFZJZrBMxX2WyazVnZAmsa952ufzg85mI0wbn22wcxCbNaeaBBMG/ILqBJOsAE5E/Q5HNeko15sJhTt3PiSQjAx43rlG4KeT1EqgJn6pXsVZCYQju29XMuJfBcfN5BzP9aGlyJ7vxVBkEShvF75pEFtCaKrXzX/jkamLnXMMXhmQcfePkedm5zI7LzRWHvS6uLXmtqqagkku46AKLD/qoRgHMlBjfZNq1CivLFN1eakwNK/WtL1lOSYnTLHyLkmnfDh3TE2v5jTONWSobVjn/VRgXzT+iRUhrALGJIiWY4feC3y2xsC60/48P30rER7x//bPWOrQ5C2d7rL0CTeJ8FUwozxZM/O8SHHzMLxZK4RjmqaH1a+ytC+bT0YCklEy2hYoWqbfgsnDZH6y15AcIn+UxPsfJeBjbRv5JBrIdpGyhpVi9O81blWkpJSNPSqLdFYYb5ubdl3a4Qjcw3WKBw8YEmLtz30TAmgdSsnFRTeaIKgHPzIw1j7lwaacuuRh9GxBNw68opG3Wsl+Qsw5Unu8QFQtSXBVHmtCX6jA2Y012FM/1z0u+gHBPNjjULvSyZlcufN22jfsGsiHSGYMqT7XufemWC1bpWoWqZ9W3caes8XPU8mNtkBC58aMiR3zFheeSpFclCh6Ln+UUj3bBafMfSec1DPl2YknP0pEjN/v/XkfysK/mM/9mP42Mc+ht/7vd/DmTNnvu31eVGL8EceeQRvfetbce7cOUwmE3zoQx/CJz7xCXz84x/H1atX8aEPfQh/8S/+RayuruKJJ57Au9/9bnz3d383HnjgAQAGgvK93/u9+At/4S/gPe95D+7cMW96IQTW19f/wOv+fqmC0kqVdb4eoHnY5J9lqwKzeb35KWt0AKB9Q2N6yqonnFMIWxWmZy02ugEqiwlv1kukT5nvywHQ/4YZKPuv1VB9m04dRQSRSA48JEMHCvOjBGzNPKzZWkSMaAe1UCHDzkORh04oADD/CKaCUnTjcykps8hM+HRvafHtm+YBjXZ9apWXglwKmxjIV216cZIgMOtCFAMgX7P5q7DEre9x6iQAEBCeFIohtgv948uc0pNAQO5mt/5shNIqxgTDgOAZ+RrIfEFOAS0CD70QHg4TjoDqisWMSp9WLgZmkeDut+yaOvIaYLZRsrMVym6L4Bb5KnwdtYd9yLn/fOehAHJqNz9tLEAHOIozpm+7XxGoTpXYfzCkCmvpVWqcukqTAiowxzz08q/jsQfvNc0WAEf3mhdSfARk694FbXZOITyykoUrHMpiSm5/V0T5KFYDKjINsfPGhNqk7HlYzuH9EUKDUDBQjwoYXUzo+q6t5RSEL2eNpLEILWkRrTlISSY69untJsaCAgpwfNlLaeXbDQIrxTW+B6TmInKvNMEUAKvkEY59HyzWo4mAqq3RxG5DarDgAFCt1ahaoesCKpr5RQZrjCsuYMa0g4WxhkPk3vUvmHgOx+vOXcOXXmf4K7yw4wDAfCtEYgRG0Do9wu7rzMK3d/4Ik2xgmy3A8P4awbGA/g1zLJcKrQtjPJhew0c2HiTXTDMOJJSUC3AWYHbK/j3StHC+uS0gJ5I2AYtQpZvfEwAXzQPXfL2F6TkH+PVwB/NcmM/FqoayLp/jiwK8EmisZCqvGZrEbuYz4OgB1z4hNHdtrSEKt8HXiI6tUVDb802Y8pCr0aUQrdvA1L6XxhcTamslgGDm8cuuP2an/HwgM078FlH6V1HV0QgmAY05LQE5MyduYtAc1ERAabkVwZiTC2049BKgmgPxoenoYsUEZpzS0P52QM93vqEQWCOy+BAoHjCbyBvdFE3q8ftVzy6mSg45D6mtJudjkseNjhkZvYk89BCsBhCll9DjteNj+D6vViuMLphjpmeA9MoxDqcWYtmhJkIT+vZtIiDZA50LMDCP4T0c4/OmIVjt4V5Vi2G27TfTx/c1yK35WDkwzwYAzLdiendgRVDw6eCVhnNgrtOhTc3RvQnS/YYwz0wBo7vdRioiuGQTAatfszCVFYEj80hifCFAumvufXxJI7LwwSaW6F4zx4/PSwzvTqlNo5G/53zdLL4B4PSjn8KtnzGfoyOgNNMykgOO2Smn5gLcfJOfo5M9Y7IFAIf3ShT2Hdr7hkR9wbd12XfHeyhNcgBc/wETbKxTgNkBmG0C2Zka7f9ojjt6mUTLbmAO74/su9cUcnYtNXYetkG42tQfMBuW23/WNGLnpsL+gxFWv2o6cXImwPi86cOiz5BtOs4IluWbyh8GPXFFa42/9/f+Hj760Y/iE5/4BC5evPj/l/q8qEX43t4e3vGOd2BnZwe9Xg8PPPAAPv7xj+PNb34zbty4gf/yX/4LfvmXfxmz2Qxnz57FD/zAD5yAm3z4wx/G/v4+PvjBD+KDH/wgfX/+/Hm88MIL37abWpZlWZZlWZZlWZZlWZaXYPkOkCj80R/9UXzoQx/Cb/zGb6DT6VDQuNfrIUmSP+TXf/Tyohbh73//+//Av509exaf/OQn/5u//4Vf+AX8wi/8wou55B9Y2jetksibCgSNixAxVG3zfbzv2dijuxk6z5vP1TFHyVKsPe9JFGHLWrmPO5hftmmnZ0McX7ZwlBIQ+8423OzSAaMO4IgvrGLonp5ifMNsucOJj/64nTqvgJWvK2/2EzMyFclXBJIXrK4uX0htNx7WwisNLRim1s63fdvbKAPe2hmMIbdpqHSvIiLn8KJE55Y5plgNsPJVRdcLpwqT055go60Bksw0nSuYe3Jk1WLQN62BwlCh7DolA58ybd0xutAObsEr5c0jBLD6VW/r7ggn+YogQk7RYxg87XVxnUX18SjA4NmaUuTNTd8GWjCC4qiAkYpJ+7YiaMts28MgRKkxt8oA0Uhjvhdg/csWQhAwSmu7KAVgYBwuzffEfaew+SXLkO97BZd8wNGxKciixxENPfSo6HFMz5rfr35NkcJNMNeUql9/vKJrau6JSKLQdB/FQKLocnSv2ezLuqSx04RA+IIjFsObNy0Q9MJJQ9GtcFTTvTYBN+YcsKSm45oitYdXQk823PUR2XRXkf5t3uce0hFy+l4zTyDTzJD3utdsirsr0Njo2uScROe6I2I1J1RHXN8GM0UKKuFEY3zeqks8W2N6ShIZjmlPcnrs1aeJKFZ2OCkepAcNCmsilF3rYM1mwPZ6fQyed3AbjeyORPsGyARMNRyTnQ6+euEM9GFEsDPeAO1b2kaD7fPSZpSpqtockws2nf+0aeN01/QhqxSO7jMTvMw0xqWJfAVjE/0CrFqOJajKXFGqfr4pkK3Ze9o153WwnHCiiNwbDRvMrXLPiWc6ZUgOampr18/ZqjhBYiWznuMG01MCXTuXtm9WpDlepx4SBICUl4IJiCQXzH3d68TrgtcJQzhpSG86Ginqd1GBXuAqYMA1c35RKhSWDBctaPoHU+WzZM8biIQjoqZ7C8T4CScye7bKwa6ZEOfK1zSR7KKxRpV4MruDFRQ9hmioDNETZsw6Na7OjdKTShsNaefoqiMIgsQUyMBlPAtIP3zwNLDf62LNakH3nlOkDGPa3ylKMU96tN3EG43eVUVtmtzJMbrb3FNr15imOTWkdE9CSfPDWc2x+XkTnuWzEvmZtm0TgfZNM1+zJiSFnHS3pjk9mKlvIa5GlqAdDRU61y3E4qjA0SvMeZPDBpufc0orOcFG2rcCTM7695zTnw+mGtufOCYjHhV6wmm2KgiCcutnHsbp/5uBpmR/5fXo3LJjK+KkjjI+JwjCFO9mmJ9KaT7c+JKHIbFGobFKOEowOqboc2zYtoI2sEPAQOaCsYX3HIS40xFobIZq40s5ZqctNOtmg+OXuXcuQ+DM+jYktj7nMuqS1gjzDYHtT5vrDe9JcOoTI+y/xmTt6gRYecrcS++5BvlKQO2zLH+88r73vQ+AcYJfLP/m3/wb/I2/8Te+bdf5E2PC/7TK4CmTkzy+0kItLfwhY0gtHi0+UoS5m29IOl7mLRwHHN3nDIQlbUlcu8csnFvPC0o1rX61IdcpXnnnr+61itKAVRto7TjjhwCjXgvpTYvJ/PLc4/Tc2lhrxAcek9a6lRt3QgDpnQKssYu0lchitA0mPN90MkoayBVE6dKmFWEw5awhbDOrNZQM7bU1gmPzQPeYxxGKeYRgZj7H+wWaWCJwi+2ZIqMZAGDK4SAbWtAzxWkilrlCy07Q47tTxPYlG+3nKFdjOherNV1zsURHFbnl5astxBYrHu9rVBanySoNmTuXwADRfgZnwiJCQXjMYFKRQ2I0rJFZQ6Bkr6RrxDGnBXzdErRp6D6fY7adEOY6mHk8PtPwSgqlf+FmsxDRgZM3iemFsPL1jBYL6Y0Gk7tbSO9YTHs3ppdTOK7J9S88LnH8MvOiFLk3rqjbgn6br0X0cogPKgRzAV5abOieJvxgPPRqJaJQhGNM9moEY3uudZ+SC0fViUWTW2CIUoFXmnD2rAFt5PKBxxkvvnyTw4bqHu8XEFOL/e/E5J5a9gNooRHvmHy3nMf0XIhCon3LOqgGnDYWvNQQVvkk3pkBzLzIjUGRg1Qw9J8tUVkVn/YzQ1Qrpk2rSiIcmnuPDjRmZ8xiN97LEe/YTf0r2zRv8FKQFGDrdoH5Roxo8k0LjZqhUBK89EobUGahy2oN7eTpJprGjBYC3at+U8UrfYIn4uAe8liTRGdr1y+WDazL8xYQO+dYjdRuZKKJAq9A12SNBrOKLOMLgmAGIveqIjLTtDDMVwRWv2IOqtIWKS+kd2qCTohSo73jpe+amPtnsvDKQkwDjeUCtG9XFDhYrHs4VfS81LGAyBQtnJqQIzkwi5o6FQiH5vN8K/TSqLmGiN3xzCy+YeZMtyDKNiMEM0XPRThuIOd2ExAFtNiJD2uUPTuvLmxk5FyhWTDIcWM8kBzRsCE32GS3gJLOxTag+9IK5KLbRIz4G5p7M5kmYjTmtATElKP7gjWVagkkh+7ZEwisC6TqST9P1Q7DY94vczsX8rzC6ucNvqNaayG9Okdxxrz3Dq9wDJ6xc/ZQY3TJPBetO5LeQ5FkaBy/IOW0keKlIlggU2acuRhhen2Cw1eaRWLrdo7GuuNOL7TQe84833JS4MCaN1XtGPGRfWeve9hc54u3oF9z2txryFCutagPlfQbEJlr2tRFR2bxDQDJRz+L2f/6BgBA+/rcc4kagdpyvfLNBMmdHPmGhaP2JAobWBo8NSfOUbnm3aF7zxV+DmW+DwFAzC3XphVD5AzR0LtjOeMzOanQe87JxACBxcNHsed5qIBRP7NVr4oUDxVU6IMNmjOE1om2WIkxPe14US/9iPNLtej/TtH679hF+LIsy7Isy7Isy7Isy7J8hxW13By48h27CD940ETBqtUKIrHWswyYCrMPL7ucrKyLAQCYUPbsFEPdVjh+uSVjhkDvjGE+jHTPGPYAGF2QRIRpYk+cCccSw3tcVAiYb5kmnJ3WiNsFMgsV2X9l6glwX7D/LxiyjZDgJaNLyYImq6QdfRN5FREw5q2db5fI1gIUJnCA8YWIIlSi5GSWAnhdadEL0NqxJMt7JOIjmy7uKjKtmK9LxMcNRc0mpwVaTq0BoHrNtiWl8Ft3GhQDq2YRSUodhhNNCg110oIovX6p5vBs8oVoohagDEaVMsytOkSd+OhiMPNW1PkaMDvboohw2REmkgYD0XBtOl8LkVu+7/hihHBsSVgrPr1e9DhFHmenIhR9kH6uqEAWzkWPE6kw3fVtFcQ1xpfMWFTCk3CHKzEiq5ncxCZr4Iw66hZIv3x6yhsdTc6kdI3ZaW87X8cMdWyJPmucIB11xKAkQ2zrUnY5EQHL7iKJUSBfdTAVCW3t03kFMqfQPPGkLmZ02QFjZNNEHHML/ahbwPE9Vn93DjShN1Fxqe9sVaBjVSfyNQnY2JgoNKXpm4ihjoF00z6X2wFFsYoBaAyIQhPMqmoLggZo2cbYjrn46EM2aAAA2/NJREFUmCNbczroGvmA0zibXB6Q9vBabw/jixsADCTCeQWApZA2qqlCjfm6Iwwrgl4E/QBKALMtfoIsCgCCaYjMwzcAq3/c5gSzmm1J6reiByJO9Z5h6L5QkwJRMPdqEXXEUPWcvjE7oSfvxoyKOGKr8DDdjr0W+Clu0tL2GZUxJ8iYyIF8YG9dMaR7pn3H5yVBMuoUlIJvQpAGdjEQBMUSuQZT3u69c63CfMub0Xjomid3Z2uSoqgq4kTiSw69JnsxYGBK0ryX7jdkthIf1qitykzZ5kS42/xChnxgnpF4pCgjNTkr0Lvqo+KLsLKm0qTbrULTR4CB/WV3mzbtXPdE0jrhmJ7xcB8X0W8Chtm2JMiMFglBzPpXC4IGoNbkHcByP7c0MaN6NLFe0ORn4DUw3/bPgovOygJk1MJroHZKXA52xoDZ6ZigWJO7u3TeYKqB7RjBxPS7ITe6+YFRtL1OODKrYBRkGvVC1sLNFcVKcCLbogJGdZyv971BVSppjANGUQYARBkRDIMpD8WMxoreNcOHznilssZk5aSLDitvxBONfZaj7IIyKbP/9Q1o/fpnzOcfeAPiA5tZSEFZWh1wVL3QW8f/1lOovt8Q7su+j37LQiNbtWY7myF6XxsCAKaXepT5mZ4OIOcWcvJChqMrKaYWgsK01+VvghCjCw7aBTDl33uFHTPtWyVmtv81B/IN027DuwREGZFmPwBMz5u5NDqukVgI02xjCUd5qZfv2EW4S8PII4nGPvR8JtCyxgrxoab0Yr3LkFgZOaYD5OveNKZqMRyNbVp6V5B7YXKkwWs7gJlnV3evleC1V+xo3TRvxtlWgiwL0LIOjYNnSlStb4KjNBrxQUVSXIsSXnJUoml5yT2SJZzkKLbadEyrVCg7Nl244+W+ouMKwbHJ1askwOge80AmexWEhXGsPAVEh6a+k/Md9J4v7X0oiGkFFZjfhGNvKCCKhlLlnesVMpr4NdJdm749qiltObqUoH/V4ltrk95u3bSTXjugtB5rNKWuWdnQvQczhcRKLTGlCWYi84YW5OmuRPuFKfjY3G+92iaYDJRGtm0mqqRSyKzzY/f5AiKr7P1F9HIIJoxcGDvPzzC+0EFiU6IiU1CRW9x5XDQvFXhjHp29nRZaty3cIuSEf+9+Yw5xbNL5qpdifrZNkozDexKw2qU0c3rxaM5QdM1k3b06B88trvBUG9JKCQZTieSWOW/TClH2Q+rTVArUVlqNFw0tokTeQAt73ucySpVOL7QhKrvBu54j2/DwFJdarVpGLqtz3fRhE0VkGuNS/qbfGsIDrz3hoULBcYZ8y74c9udILSyh7EeYbwV0X4O9ObKzZpxrIdG+5hyUGMnsxYcNKQWYtrOp2Z0Z0rWE6ptemyLftmN5WJJSwa39Hi5aiTiRNVC2TVq3MvCZ6RteraBzwxxzfCWgjW3nCzdRtc8hGjWECQe8qUsTe/gPtAYvFKLMr8q712raWMg5M6YoMHhn126ANXNxOO6phrCBhMUNDK8B1fWbH4enSo40QR94bRZWblFdpQzRsefBOC5LNFK0sUkO/MInmC48ewXovMlBTc9LEzGE44ZkWYuVkBafsvAbBZktXqMmvkEwW1iUKiPNBhj1E1FoxBYWNN2S6F538qSSpAFbuzU0N+caX4xpEV8nHjOf7Ct6Pqp2C0p4TLrIlYHEAKiTAOkdJ0faYPZ0THWHHYpMA7EzOSo0wUnKjkD7ek39KEpNpkdF3y9Sm1AgshKh2SqHKLykrNvANh1FC6iywyFnnOaX6ekI6YGFRbQ5QTfq1OPcF+Fz6Z2SII7BhKNlYWvFWoRov0DVc1I2ZnMDGNhJ7eBCc0XvyWSvgLJwkuN7InRumeOT61PMLnaorXipkOzb5/XWGPtvWDXn3ZtByTbVd+XrBtvMygZ7rze/j488r6TscHoHdV6YE4xtei4BLxQyK0uYHJS0uahjQfyY5IAT1KR9fY7ZDxg4Svr//gyKt73OHqMJHhSOjFSnZqbfp99zGa7IrKFFeBNy2uCldypMXtY3bVUpGsvJUYPgwAyao1f2IArfvkz75yL96g4AA7OJD0uSpA1migJORU8SFr/q+vmyfzUElEZr1+HWNW0utOA0Fzk325dc+Q4gZv73Ki9NEcllWZZlWZZlWZZlWZZlWZb/gct3bCScSC2nSsDqraJTobRRbSUYRaLn2wCYid5kawzBxKdKVcDI9v54NYK2euDF7cj8Dj6SDZgU4NBqn/IK0NzsnOs2sL46weGmia5NzgbeEGghfd3E3q5dCbaw80+R3jb1mJ9OKY1ddQJin0MDi9bowbRGZZn3xSDwJM1cUTpeRZzImJOzAaVQq47GfMubFqQ7zEdsYo7o2BKhYnECDuAiLeaH5v/KriQjiHCqKO2Y7pRoIk4pNFZpIjbVLeFTgZ0AyQuGqTg5v06kuqInKIOhGYPMnAkQULcCKJt+XhT+X4wIzE5HHp7RD+CI4vmapAzG5LyXGjLseA/j0NyQJQFD6nI2yIOnM0ofi9ViQV/bRyBm51JIq8nexNyYY6w4XWFGMJliEJARFK81Gqs7m23GEIWLVGnUHat/vyYA2IhSwqFChmBq0/O9gKJYZTcg0nCdCEqVz7djMCvb08ScyGVNJCiSEw4risrISQUxyjC97PALQLbqo0Lu3kXlszejSzE6N2y0/VIXkTP5WEuJONrEDEoCYm7ad3y5R8/kfAtEmoyGNYKhjQQNIsr8JHcyzM44z+Y2Rue9ksL43i6N/6oXEomx3cnR2GyPZoyiW1pwzC8YjJecMbqGnDGKhM8fPI1slaGOpCewajNWKsVPwlE4Q9kX4KUmeFK27o2U8hWO+SnzfbpnnlctnBKOT8kbkqam7x2ZbXo2QmpNh8LDDPmGGTTZKoO0ZmVNZIyAnKpEut8QzAXcEzbBGEWG52uCTFsOr4RY/aIhs09P9SkyFw0ZwYbS3drAMOy/5axBxxKvlWRE+FTSt2MTcfSummePlw3NDZoB6Z7Tgg4QZIogUP1nc7LhDkcNQRNmW5JgU51rBYb32OctZEhs9k+UCnXHktS1UYkhiNG4Rrnio/pu3mJaIrdwITzr51uZaw/x0r6f2reNQogbT6LwKlDpbk2wNNZo5KvWIOqmJ+ppwQgKE+0KTKzuemu3QRODMpHJQU3KHNR/9rNTVyFlLQZAa5pzglmDvB9Tf5SDkKA5xQBk3FNHHnqU7DdELJ6ejakP0z2jrgIASnTofcaURrYeUjalGAzoOcy3WvR81CnH8WXzfAdzn1FVgVGYcm3toFRVJ6R3lczMPNO+bsbm/HRKaifJvhc9mJ1i9H3dDuidULztdYj+4+cAAIc/+TC2ni+o3XTACV7au5qjTiy0ijEiSBcDidaeT4Wlt03Ee3IhoWwENFDZzFww04BmKFb8O3FyzvlQbGN4ySo8bSZkFDRf51h/3KwFyrOesD6+ILHxOVPfyTmBtS9XOLzPKrIIYNVq0AeTGkWf+esvy0u6vKhI+Pve9z488MAD6Ha76Ha7eOihh/Bbv/VbJ4759Kc/je/93u9Fq9VCt9vFd3/3dyPLMvr793//9+PcuXOI4xjb29v463/9r+P27dvfnrtZlmVZlmVZlmVZlmVZlpdu0fpP77+XWHlRkfAzZ87gl37pl3DPPfdAa40PfOADePvb347HHnsM9913Hz796U/j+77v+/DII4/gn/2zfwYpJb785S+Dc7/W//N//s/jZ37mZ7C9vY1bt27h7//9v4+/+lf/Kj71qU+9qIof3m93zGGDtGcW+VoDowsWV7UTktxg3dZEpszXG4iVEkeVI3BqnIvN76vzAnlhdpOTi6G3hm4pAn+O7pJElpJTjrklPpSrDXpxhr2ul0V0rpfut0oyjC4GJP823eIUdahSYHSXw9YBcm6jow0IZ1mlAao2w/ABG6VOUor0auZ1hIueII1zUXDIuZVUbAFgFrN8FcjW/G/zfkRkQZEJ8MaH70nnvAbZFe++RiK2+Fw585j5yXmBsmuOad+MIWdeL11Lj4fTAGRuIwIMOHr5Bl3DWUY3ESgKAGXwyIAhNe69OiH5parFqB2aEITrr1veXVQUEsHUEUaB+XpK1zt+vcXSfS5EsVXj+G7/WNSpteE+9BmNg1ckFMkE0zh6eWqPNU6tABAdMoQTi3/uAE0sSJZwdG8DbnG043OSzssUcOq/mkjH6GIEZq3Nyw6jPhCFidS5+65jIFvxJGOnsW4c9cyJZ1uc+rY85BSRUhIobKS0dUt4V01IakNehuBVi/6Wr/o+ZI2P6JfdhfuogaMrljdRAaPzLrq1kBXS5lxNOFhoa/snAcysw22+EpLcprknc8zkTJsiXaPzkqKVk7MCmvvoJa8F1bcdF5ic71OfOPfW+XpKWR19ZYrh2GQaxH1jHMEM7M510yZN5O8fQgPrBe5K9lFdzKGFj1pnqxxN4Im6moOevToGqq6p+9F9HHLqCbVgILx2ts6gBpZ0eTbE+IKJZIYTYLblJEj9PKUZiLTNGkPEdn09OyXB7FxTDkCuq3XKkVtSa3RoCMGA0Xe+8RdNW8kM3l3xcoBoaE56eCUwbo3W2fDo5X7OhTa/c5+dxCu0AJjVQZ8bN1gACIcn55njuyW5tk7Ox+RWq8/47IssQITj6ZmYnB6ZBskFQgOy8PNJ/2pNXKHD+7178fieBiuPm3+YZ8USe89yVHZuC8Z+jOYrHtdfrHBERwvOjQOfLZmcC064vDqt+KN7Q5Lb1NxHn8NXDqF/2zTiwSsEwIDh3QuWw/BtVFqpPSWBlrVYJ019wXB4vyf+80qSO6nhC3C07ng8/vSUe18AsSVVH16JaT6RucbIavHPzmqEI3N8si/QsxygnTcaB1Vqh4Dj6FVmYA++HNL3TeSdHJuYYWZg0RCZ/35+RiPZccd4KcpiwNC+ESEfmHdBMAfd1+H9npjMS6MDbtpdUL8lBxqHP2mcNE/93z+F5x81n9s3gCaMKBOZ9xNyXW0iz3WoExDvRmbGEdW16fFlU8m1ryh6Pkd3MfQf2sMk37DnjWhcA5LqFQ1Brt5NCOy+1ma3NoB012bOJbD7+pZtE3O/bkiUXZD2v9r287fDyy/LS7e8qEX42972thP/fu9734v3ve99+MxnPoP77rsP7373u/HjP/7j+Omf/mk65vLlyyd+8+53v5s+nz9/Hj/90z+Nv/yX/zKqqkIQBPijFmczfZwFaKxZD+ca0TXHJAdZwmaCoXfVEjlnAvksRmrMjxCOGfIHrE3wtS5gX3qdawyzM5YcOeWkmtJ7TqGyRNBwZAigADA7y3GUpeBzZyrgX04Oo8AUkO4pejDiY00vyc5NRdrVKvRGImBG8xkwhA117OEHyVFDhCdeadLrZQpYf7yx9WhIReTgFTESayBz6y812PiEt2SPjxrwyrPfHQyk7Api2JcdgWzdXO/ifxhh9w3mDWrS2fZFfkvR8YAhZzpYkApAKiZNyGlXyhQQH5g36MEDKdI9m7YfcGLqi0xBzq0Rw59LsPrVEtpCW/QhXQ681AS5Kboc08ymAfe8yc18UyLd93q72//ZyYIozA4kOjcseVSDFATyNa8Mkxw2RAq8fY+mc2nBsP5lu2g6HSGcePMk1nhlhnSP4eiKTWXvKHrBNCHDc3/F1OXM7zSkWJAceFOdOmakY82UQHzk76tOBf2m7DKqb/daQxsQmfsxB62xsmCG5FLB4cQbnIjS6CyXVq99Opco+vZvFdC6aT6n+82Ja7vUKlP6hBKOawMDKWBE4s1XJdTEbjY7nkSYHDVELF6E1fBaY2ytpNu3FKanvToK06BFrZwrIpkevDHB6q45V+uON0gJp/6Y+dfbGDxrjtkddNG+4e8vXxUIJ56MCcWgjiLslV3wXW/WwxTQumPO6eA+ZVcQjKKOveFH76omYyPAPC+7rzVtvfJ1hfElc4+d65r6vU64V5SoNUIL19l7TRuwiximgPZOcwIqQAoYB6D+jUYaW5+yKfW7UoSWODg5I7H9/zXfT8/FlGoP5gqTM9LWrzJqKT1HRq88BEV4eI7m3iwKDKRE445z9XPHjy5KdK81BBuJRg1pVAeZInmzYiBJ7zweNjR+RaUJBtGEjJ5hFXEcX5KIRhbCctOTvbvXgGzFfE7vaJRWUaf3QkMQD9ZoWuiIQhOMh71gFWAW5jPXvr3fOUaxbVaJi8Zq7R3QfdQJp78dP95Hz2nT39HY+S6G9cfsuyv3qi9NzBCO/Hgg1SDXzEojOVSIjyycjzNka1b1RxhStRuP0ZChbbX/55uCYCArTxcYWUUnJYDudXPM1ucKzLc9jOjgFeadu/n5GtmqQN13pGONC79h6lNHDUGHAJCyUTjR1L6dGzV9Pv17GSYXbaCk9Br7g6cbiFIh3bNz1ajG4X2mLu2nG0RWKejmmxIy4qkjTtDHsicJgvL8ow/j4iMm+Kf/7KvAGo3xRbN6TfcqggkybdYJgJl3pqcsZOV5r3nfhAwbnzcRgsNXdIhA277Fkf/HDbRsn4YTRbDG5KjB7LTvExdUqiOGtoUSrj/mvUDmmwKrT5pncucNCXrPVTi+7DxHzNwHGNOjyXnTJpMzL9FF+EswIv2nVf7YxMymafBrv/ZrmM1meOihh7C3t4fPfvaz2NjYwMMPP4zNzU38uT/35/Bf/+t//QPPcXR0hF/91V/Fww8//KIW4MuyLMuyLMuyLMuyLMuyLN/J5UUTM7/yla/goYceQp7naLfb+OhHP4orV67gM58xOpy/8Au/gH/0j/4RXvnKV+Lf/bt/hze96U148skncc8999A5fuqnfgr//J//c8znc7zhDW/Axz72sRdfcRvp4EKhKW2klWs4QzNe+dS8IVCaz6wxDphOEqrsMpQWeqGFpmiWFuY48w+AW2c1mTdgjcdUeOcwjkb5VGkw8+5zrjClEQ29Q2ITcSKNNSFDaCULa4DkzZxVPQCIvIYKBLI1m4ob1+C1zUcpTTKBKhJEMgrHmiIuogSikYVnHIQUWWtCEylwZJvo2Lu/GXkxG93PFCrbDvMzLbR3GnuNGnVMOTaKZshZA1E03umPgUhvmhlHN8AQZ5xDWHunISJoHQdE6mONImfI5MDI7nHnGCdPupUBdkPX45RSjA9rBBNvke4iRtGwociEzDXAQGRZkSsifUbHDUTiCV1OIquaB0SozTcTihgDIHfQOhUIJjVJkk1P+xR1MKmpTVijkdxxrntzVFYPWRSKICjhSCO+YyIu+nwHZZcjHFnZvVISURdjTu2oA0b3EczVif5wZErnygYActoQEa9qCSRHM4i5vd92m0ipyb7PxASzhqJCbMgQ2nEGDopiynkDXpn7MzrhPr0eHdXkMCungiAD4WFBUUUAYDb/KuYN4kMbDRvXCG1qvn27QtmVNB5EoSiiVdcC4cR6CoQcLgYRjGsiA/PayzOy2ke95bxBdCzMvEOZBAM3qb5ZOFx7R0snQ9pEnKLMRV+AadduCqxS1P68qBEdW+fQUiE+8FCyyEJIRKEAR5DWmhwAkwNPOowmpp8pGwMfdeYxI5lFOW/o98HMZ+O61yoii4pcn3DQdZFko7vNENkIXHico1i3mvDKSzayBkQKTQ4VzQ8iV/SoLrqLprtGOtDJZ+oFAjuUb/9g6iPkSjCSzpRzH+HmBSiDxmZA2olpbPFS0XHzTYm2lSicrwlIC3sSufL28rVG4GCCtSby/HxTItmrKQuw6IBZ9xPKREIDcmbnoF5IYysa1ais5GmdcpJX5LVGdMjBlM96MOkId4rGlpzVEJUn2bsSH9XUn3JaougbmBXPTHbKZSV55d1Yo6Eid14xqxAN7VisNMk5LjrtxscVqpaDizGE0wXyqgKGF819DZ6pIAo/FnntZCoVPQvhqKZntexHNJbbt+sFq3iB/hMj6G2DEWoiD+WarwnEB3QJxLsmapxvJpQ1DUc+2t6+YSLgAMD+z8dQveU1J0jXyW0zCMqVBNHcDSggHjqonEBrx8rvxgJNYtqq91wBXrl3a4zxBUbPrpFytXUZVhAWKhofqRMwQbK9XwvpnV12OHhmpSRHbj61/a79+wZaUya7CV+i2htLsx4qL7qHLl++jMcffxyj0Qgf/vCH8c53vhOf/OQnoexE8Xf+zt/B3/ybfxMA8KpXvQq/8zu/g3/9r/81Hn30UTrHT/7kT+Jv/a2/hWvXruEXf/EX8Y53vAMf+9jHwNjvnzopigJFcVLwks8qcCGB3Rho2cVGw5Ds2RvL/SSjAo7WjlXWCEIUA9BEzBqOg7FJe0UHApW1hG/d8WkyzUG4QDlrkO64Baq3Lg6HApNJgujQQk2GjdduXZgYm4STgkU49guXdMc7cQSNV0sAQAsEUXzTol5rn1IfN6TjaurmFhKaXgjx4QJMRPvFcjAzLy3ClwcM3ScM3ie/sIL2DbvI3IgJz57s5ji6YvBpvBZo2RdYviIgrBqLKJqTlsyJQPs5A+5USYBixUzmct6A1aZu2aqAtJNJPGxIxzWYNNQmRd++zOyY062Q7p0Xvk3DsUJgcdkqZJQCC2YKyQ2Tx55d7BDEYfDUDONzbTDbbyr09vYudQsAWjKaGHXDUFlt72BS08Kyu5vTwleOShSbCYR9afIahHEFY/Qy5Y2GsjradSoh7LWrrqRjZlshgqltt0whueN1xqG9AQgi0KIgHNVgK07xo6HzzrdCWoyFw5JS3Sz1m5Rg2qAepKhTq8DS4ggn5m9Vm9PCB/CpcF5rai+ZNRAzb4jhU/YMTAHRjjlZsd0huASYX8Q2LQnhFlGNJp1cpvzCgVeKMLXzzQDJfu3HwKginfHFDCivNJL9yn5ukFq1nOb1PQRuoR5Jeo6iO1M0l1cQThbgPAxQUkPBbL4Xn06mrQpFz0+xToGiSo1CE2AgU4vHabHAaYg48lOmLmtPeEMXJb3leTBtIKfWlv1yRAvism3q5CBJBpNur9lntMjUwj/3VcogLKRtvsaN3juM7nYTe7Ocyh4jOwLpXkPKHvPTKcEGNGc0N4Ix0pWuIw+TAjyMQs794ny+yc392XauY7/ArlOvqlQmgiB4wcxzZ8q2t/PmjSZY4vRsjCYA/SasGY05pr1JVzRWGEvL5+j5OZUt8HN45TcywVSh7Ava5MTDhub4OvUbYxUA0kLzqpRRkKhKF17DC/1UtjmqttcQr1qcPucDQfPUYh19XTV4qSByF5iR6Lxg5/H1+MRzcXRPhLUnTWXKrsDMGsu0b2jCHMuRh+U0ASOtdiU8Hyc6rqFCjtIGD3rPzpHaDZ6c1Si7bscFglvIWU1cB16GBFUyakCmTnJaIRjb9uwEqNbbFCRqvzAFP20hGTs1BS6SPaN2BQDJnZw00cOjghbkTRhREKJ6y2sQ/B9fQPqW19D1R5cNjKj39ATlqlddc/Cr9c8NMT9njuEL79l8LUR6yy2cGaIjkOY99IJt/TCDKM15eaNpvZAceKOs+KiiBasstFcC06YdHQSFKdC8LocZJhfMeRfNfJblpVleNBwlDEPcfffdePWrX41HH30UDz74IH7lV34F29tGz+/KlSsnjr/33ntx/fr1E9+tra3hZS97Gd785jfj137t1/Cbv/mbFEn//cqjjz6KXq934r9bX/udF1v1ZVmWZVmWZVmWZVmWZVmWl0T5E+cqlFIoigIXLlzAqVOn8PTTT5/4+ze+8Q289a1v/W/+HsC3RLoXyyOPPIL3vOc9J777cz/xr1AKju5V4PjP2KhH4SNz2SqjyGk09Na2VdsomTgIggqAZmgjiwzoXnVKJMDgG2Y3e/AKSXq9xYokyEnnekmwjyYG2I0Y5cAe1/OOXy5ioiTD+KxnLodjD5eok4SiMqLwGqmi1GRBn7QFii4jRYEjGZMqiZxzhBNH9GEUwRBrgiKGZY+h6Fvr9M0C01PmczTiqE8FyC0xab4hUXQ3TTu0GKlTaA5SyahaLWRrNvLUk0gtO39yhqFOnKarNFG00Ec45xt92yeK0nJ1FCCwNr9lGxhfdMoPpr8AgJeS+rYYaGPR67RbuwsRLeV/w5S3hx9nEpGNnmRrDNlaz/YTI+WG4eUWilUQ2UXmoGhclQKpVa2YbUfUp3F/gtElS7wKvSJE2PfRZFFoTM4JyMzZbQOFbevhJQ9fkZlGseE13RVBQoBoLOheYV3dyjZDNPYqEk3ASIlG5sbGHjAum7kxrkOdhKR0UbV99LrseIWQLGConDpKA8h5SH+bnjVKFoCLyDLbJiGpjSgJyLmDQAU+NR8zipA3kflvfO+A7sVp2+brGrNtFz1kgPbpb+/CqJGtu8hnTCoDTWjGk+vTKo0pgrw5uIPx+U1bL2C+7ohpAeJjc41qu8TB/Vb7f6vE7MDpLPdQ9qw2uws8Mg3Wq7AVDlH3GmpLLYDJaWkhbbYda/8cFwPQuJptmzZ0ES0wINtYYDRKMx5GFyVFdFUIiMJGarsc+VpA53Wkbx2YSKpy4yHzKhKsAZFrqw6nMVv0gPjYEf9M5NjV0SkhjS4GqDquHgLhRGO+5XpHkAJGnfg6qgDQ3M1n3ndB5poiy1gRpIxRtYDpKUljWZS+7k0EBBbyVaVsQV2C0RiPD4yKhrvXsm3uI181KkN6aPuh52NQZdtDj7Tg/jkcCz+uA9C9MwWUC7/ntVG9MccJikDGx8EJTe+iu/D7tr8nUg7p+GxaPmCoOw1mmxbCFTJS/alj0DyrAj/OCBnFGfLVAKK0GRbuvTVk1qDsB+QoyWBck801qKrI18IF8jJHvGPSJ7PtLkTpYWiuBOMCbF6i7JrJrVyJKLvQua4oOxXMGoLlQGlCd8lCURZqeiYirfVknxGUEADylYD6jp1ro7JjaHIuIEJ4+7Yns+cbERGUNYtJC7xJQURMzYHURsMBYPq/vYF+U3cjgkvKUqGx/LXJpS71bffqHI1VTZlvcDNnwmfBkxsm9TW+3EPvS8bWe/7ydcqGpLczsMrBBwXGd9ns/NBkKQGg9+QxZpf65v52amRrIVa+ZFQJml5KmvDVpT7NRWqhP19SRas//Jj/ScqLWoQ/8sgjeOtb34pz585hMpngQx/6ED7xiU/g4x//OBhj+Mmf/En8/M//PB588EG88pWvxAc+8AE89dRT+PCHPwwA+OxnP4vPf/7z+K7v+i4MBgNcvXoVP/dzP4dLly7hoYce+gOvG0URoig68R0XpurHf6aCSOyKKKkxutuK5I+9NN5sm6H7vIVExDCW4Qv4q+4pgw0YN10UW5Y5/5T0D2sMworXMTCzZgpahqTi0MQa4tIU1U0rIRRxwI4zFQKYW9WEXUUTaRMwBAsyXi5NVUccrV0/ubkJr3WrgMgDspM2qXGbHi01mSnIQiPv+0W8w4cVg8Bj6Y9Db+gjgXS/Bpikf7u0ZzBXfqHW5d6YY64RTh22079M27e8SguvNOJM0WSomT+vFowskWXAkO4W9toe8lK1GKRVwQnmCsK+RKanA/AGhBHXXCCwcI0q4Ygs1KPocprkorHHxzaRIFtp83sHndCA9pbevNGEzyx6nExKOjdrstjW2iuBNCEjw5s6ZoiPLZykxREde+MW2pTYerkXsBIM8Y7H37v0pCwYWcQrIQiLCnDUMUidpegJajsVMLTu0GVo8RvMNC2og32fXg8nmjZYmnvVn3DSGBMOq6wQjDkthIOZhzIEc99W2SpHa8/2R+oXKslhQ+3GGrtIsZj/JgwJa1z2/dgQZQPpOAJtQfyE6KgmiEQ08i/49m2FOmEkpclroInsM6q42VjBwDgql/IdenUUPgo8lGEkSRKRKW2k+soFdRTNgOMQt4oBwn15Qoou3WtQJx5GkQ84hL22yIDMzjP9pw1Ug2AZmUZ5297jUGM+dNhZkLKRCpl/jktFaeh8EFHfqMqoWcy2BJ3XGY7IzEuKRsealBw0kwRZU4Kjfcs8k00U0UI0nGrC8LbuNMYYZ9/BueaYb1nVDOkhcXXiU/hyrgkKKHIFfcpzV4irwAWisZ9T0v2GFoOOhwIYnLnjLgy+kZOSR3Kk6BnL+xytO9bYaGLgK+55j0Yen6sEp/lTM0AHpo7pHvfyoCUwTm1AZA8I7TgpWwazzkvHG9IkX9i5USK3MquyULSYUyH3hnGSIVs19ciGHloSToBgJOi5ikbKbMIBxEeguYZXfjONb1rb0PUSjtm2NVQbG2UUBynJV0MyQ1LSK3OwWkPY9qkSjuZcm+7PzelGichcY3q+BRW0qa/Ljt90g4Gw9VVLYHLG8hAyTaori5yhYKboPHUqkK/4pUq6WyHZs2MzkYiP7OJ+ge9yeK/ExpcsxKYn0f+tp0wdv+cymUXl/QTpntu9mHlv+r8Ze/v2v/8Mpv+7+awCP4dpMKQH3lxo5TNmkp2/bM0rCE01cTwGRwWe//42RveaoA9rgPGDRq5QVBq5iUHg+N4W4iPTDmVXEH9E5ArzU2ZNU6UpkgNz3uOXBVj9aond716jtnPPRnRUoQks/Ga8hKO81MuLWoTv7e3hHe94B3Z2dtDr9fDAAw/g4x//ON785jcDAH7iJ34CeZ7j3e9+N46OjvDggw/it3/7t3Hp0iUAQJqm+MhHPoKf//mfx2w2w/b2Nr7v+74PP/uzP/sti+xlWZZlWZZlWZZlWZZl+R+sLCUKqbyoRfj73//+P/SYn/7pnz6hE75YXvGKV+B3f/d3X8wl/8DiIAeyVYHZ0FSalMi03TV2QIj3qq+Qr3D6Pjrg9PtiAGynJs87brcgQrsb7UvULRtBaykwG+VQgqNuWQhNnxPBqk41BkmO/cikkYruAiGTuQgPkK1xn/JbJEMKBm4jl9m6h7LwypPc1LkISnrjC95oCoGogEFzG0FOfbTS3KMj+3milkq95b3mgJKS4CitHU1RCCV9ipOXIJgC6/v74CWj9qxShsCmzZuIoU4X4CjaqNEAJu2Z7tv6JgwqsEY8KwyNsz3u+mOKHodwJDNhSUpO9zhiKNuWvFp64lXZBurER9UBD+lwUcE68cYuk9McdadB5c6Vg0hoKvCp4Pm6oIhUIBvqKwPdWSBwMpsBEAzhxOvDVx2gcfVK/XmZAopVG2WRjK4hc+3hU4vp4hWTXg9mnH7vdNyV8MY25jquTmxhzPk0tgoZwSWCmUZtI37ZWoD2TkPRy+SAYXTJZjqahfR8w6itmgikJS0K7cdix2tlN6HJKk3OhNS+LnPVxBqTs+ZH8REDt9HvOgKNjSaUdE/QnOAVvOJoItOugInQO8JcVUtIe42y7X+f1z7DEx36DFow8uO66AtUHUBOF6KOTEN3alyID1Cu196ISgCzLWca5PvZtTVTgJZ2bokYJqcl2rcdUa1BEzioCYOKvZ69zHyE0UXVecMp4ly1/PgQOTA9JU4oVTgYSDRSpNfeRIxUkbTwz3ow05icjey9M4KblW1uTL9govvzDUbnnW/H1I51zJBZeIhmfs4ykAqnMOKVLbJ1ryxVJ0BZ+bbPlKA+qdryRBbTwcKOXh5TvZjmNAeIXFPUlSkDUwltxmV62r/+DMTPj18xkdTWLnPUxCBCa9UBReFV4OZf2w5rnNqx6AcUsc77grJhvNTIVvxz6+qrIh8BljlQdRvK/jShH/9VC4iHtl7BgimLy4QIhiZi0MIpCDUEDclXzHivUktovONVjuoEpMvfxILmgTrxmT3WgPo57wua06VVXXGGUTJjJGgwuhgRXDKa1BjdZTuUAY3TJf9ajvm2s3T3Rkya+/aRmZlPxndZQmOlMdt20CNB47RY1aRKU3QZqu+/F644O/omBqmxJLdnGF3uEARl+r+/Ae1fMzy12V99A83RMtOYr/kswOhVBt4WTBsiXif7NUG5yhZD3VYEL41GinwzgpkicyAAmK8vQFutAtt8XaJz0xKvVwMi0yoJZBsBvYO1AF1Dc09wXcxELstLs7xE9Wv+8OLcIWe3EtRrJu00moRoWfOGYOYd8VjN0b7tWNccs3MKa1+xE+OY4/rdZvUpDgI4zaz0jp9oyq4gHHeQaSQ7DmtuXNsAIDzmODxuIzi2rO0dv/hwqXdeabR2vAyTYVSbYzTzihCrTxYEOTHXt2nzwwpVRxADPJgqegnxRhNcIznwsne88NJHdczQsqnG8UGAlm0TmRvog+b+ZTV42uBkHM4MMAu7wTNmQij6AS0KwkmDxKrCVG1Oi5Tu1Tm0ZCgHfmJ16VEA/z/2/jzo1qusE4Z/a6173PN+5jMPyclwMgEhCYm2Ag0iytBqg61lQ9tKab9OH1Rpk6IB8S2Gr7At6W6+YL0NFl1f8amgqK1iXgVRfElCCAmZyHROznye+dnzPa/1/bHWutZ+mJpAkBN7X1Wp7LOfe9/3ute8rut3/X4QZpKsfA7fMGiARQQbibY5hfhEocDM9eJggPq5lCAE0hc0OQFOFCMYMcBshOONCrULeufiTSJEW4YCat7HwCg6zj1WoGj5aJ6zAheYYkphU3ADhcBgtC+OQiwaHCOTTkxG5IpYXqqII2sLWsSkLxxN1sWSNu7BoCTMfryeI6aDAoc3teDbsotchz3tgSLremidMotQR1B4k5UKzDAITEMvqsBtMOK1ArWL9v0kBkf0ItI8V8JLKupzyQJD47y+jheu/8abFTEN5G2B0IqECIZwQ9d7Ph/R5k+zUXDMPdAHoFlq7AY9b3M0zzqKP/uMMuaOSaZQCAZGuS5TYNIJTQFuoxwOJIJtPUjP/bCHhadMWdq+g+UMS0hPl+vpGwQWHtLfb79AofW0buf6xQKTxUALbNnDtWJAInA2m9cKqBbWLUFqni5E7WAsTAnINTt2NIzMMomUdUFzSrwhMbjMQqCUY1VIHP1k0MuJGSiZj3Zt9IOxpL7ljyU4LeycDmjB0FHwRTuKwuBl5KG2bseBNwWJqOBPLJVpCZF5BNfwEkn4ctZ0LDoAwK36YcjoGf6oRNYxUI0J00I8AMbLAs2zBcEnwr57DyhFdIVFnbv5r1RIFpxKpoWIhTulyx3pCkRP76botHOx9DiJokmhIVGAhrZYGJo/UeTEqEIHmWKVggwYHfYaZ1NMTL6NP6qoX0c7Fc1/ymMEeyrqgoRsxns56muuD4sJR81Au7yJRGXGT9biiA2UIln06RBnDzIiq1C/mNOY9HYmYJU+MXvjAmXdh29Fnm5uYv4RPS6YDGluqp3YgTeyp2zAGxohskN16me11ZwOI6yQ8MYF/CP69BT2SiRmY1m/mEMYej3pc8w9Wpj2ybB1nb6+igTRI6bzAdpPG0raiymxhUifITo/gOJtU78FvETXtUgl0Vy2n/DAKl2P3ccmyDt6DfKSiubLKnQ0kflcjPbjQ5SG6Ur6HON/reEo9U/cDX7jtea6iNa6+oWcDpR+L4OX+ua+Ap0HdRLFzvPmEK1zzD+iB4bXS5Av1E15SyTz+nPjfEGHn2wuQLyqr0+WI/o+3uSon9TzZRl30H6kB3FM10Pe4pi7X/+NTzLs3LRkfjPzOF/q9pzdhM9sZjOb2cxmNrOZzew5ZjOecLLn7CbcJiNBCsDK1k9cJrv2uuqPXuqSQoIhMOIuqUX6DNIIiAQT5xlk0nnSRQrK3Oe5S4ZkU/2ISaBKPRBxQuUSoSj9m+nfWG9KMHLecsVdsmgVCfLm8sIlzLFKAsyxJCgTcgQAloK8JBWcF58LPpX1z5zMbt15hLykQuVPXwdMVgxjTCopjOmlLkTNpOM+zZuc+KmrAJSMpjyGoulYPkQiidPWSxUCI0hQ1AVgPHOWa1bXiWPDkN60GIf29FiecV46YRDlMfpc1BixkPATijyGZY2jMKwBVejgM3lbQwis/LU/lvCmOHr9MeGLKNwsM0Gfi5pLttJeW5clJXIHi4B0Yf/KZ+Qd5oWLuCjBqB6q0IX8mXLeuypgKBcD8iwq7voDL0EhZpEpCu2HA7hwvs/Iwyl9Rh4XcCc5nrUFROo8kdJ3v/dSOJ7dupNS16wpBkaxEEAatgflMRqHZWDC8N3Ive/UbGTHt/IY5BRfvw351tZy935FRUl1PNfiVnbMQCqkS/oZnhiiiiznvsTgoPaOtScVjR0wReFiJivX/wKOYGDG6XSukx3bchqGpMe4KBSUpQcWDJ5NDA4EMazYxGE7LqXvWD6CAUNgmDySeSDaAV0DWyeCIZ0P6F5uHBhPb2DvpehzWXdQOem5PpC33BzEFIgjvwoY8bCXihMLSOBpzm8LFamvKucVlaB6UgwYr1h4kaQ+wyrHrayEG7fBUEEGjoWGVQoysv3a9ZMyctAqryeprXjl5o0qcuI3rNJzgmXNCoZyKloJh1NlDFXkkiatx7uMpznOXYJ1FTJdZlMv4A6CV07NCSKRDupWKGpDf1xR4nPZcEmlvASC/lRyo2AEl5C+m8t56RIlqc4Fh9dPUXQMv3UtgDTzhljPoTyObDmm39gk97DvdBZk7EgA/HEJlprOyhqOpWiUY7JPYyrqpyZQvqCEz6IhqL787QQyMt7sUAB2LlQK9TUjIJeUBCERucTQwIVqZyXyjmfaSUEFHgmUTfbG9IyyxlGz4jmHPfKe86yieUf3MwtXZJS4GE4U8vl4V6TWQlD4jddC3vewLtf3Pw/1iyYRet53CaI1D2JiosRdn2BA0U6F8bJHfV7WAuJuVx4neBKgveQAkCyF4Im+l+JO7MnLFJSJ2IU7FWTo03vxQrcXAJSdiMZVMMLMLnF7zm7C3UaJQXlmsBVu4wyAFuaiyRzTRKqFFmy2PZMAErswu421P3ahx2nstp9IwvrW1p0apDf24G17u8LBJGQytQnOmw6yIAUjPF3YVyjt4l9N4cB9x94hA5Pdb1ota3HC8VYBnIhKnTlBiqFyBw4PNFlXtcqpVwof0pump5qGXrgNWd7gRBXWOlNhaJgNeKmgLJ1T7AQExvsijR+MGP3esqMwqZAsG1q4Gqd3TLuOahHAFD5SQXH9vKwL2lgBQNoStEmVvsPByQCE6y/qHNJkjBcxAy9MeSNGi7309AbL4iulx6m+itjVA4njAGBc7RJkmVZJtZtrkUmUXXeIwNThIm86/OhkUaCquRC13VBXgYaRAEDSFvAm3P2WaxgMPdNuVipHUShSNUVtxoghpIwYhdqhPFRLhvJsalaogt2CMyJ3mOmiYsTGUsYMlTnkKA7aGCrmFPak5zYnVaApM5Ox6XQMu/IQqinso21b5YHKm7d9oqETOUdl329OQOSKhIeCocTEwBQ4l0RV6o8l4aeTRZ82aiin3r9kRH+GCwoymMKDAxoTHkg0RKrVdt3X8FKl2X2moGCZESupIhC1XtplCIYAMxsfL3MHN+kxFG0jBtbnGBm2JiYVKvtO3XiX8q3dhElfw/DsO472OdiIP3JjvaizqYMjw2R5SjSo4bDilt4ua3Oqk7QU4JVCPrXhtLjU6c29Eq5O8yan8Slyz2G3c4XCzEdFnSEYudyQ0R6PyqiVAU0FKU1FC2jWIDumROroIPOmR+xBVcgwWXAKn9MUhYAbL7qNzMY74uClgdrVXe6Bl4E2UPbwYss73hNQP2fSrVXoOiXYZE5MzSduQ68aJeyynLUYqsjNR2Ukpg7ZipiG/ImiHAg6hHGGZF8DQd8odHZCGjtVI0S6EBBcrn6xos1d3uTExJQt1jA4rPts93GJfEVP/tIHGuf0QpvPRUjnbA5NHSKtMLIY/Ap0eK/qASZ7DMTtyT52bujqa8oII7OOzPUK8MxuyH1qp8n+GjkwZMSQz9eIGjjsVRgZqB0rQUw9VQj6Tb4QENynCjgd5MvYMbuA6+s9e/iHYyDK5yKI73+efsY/PoDtN90GQG+KRa4HUrSeEA1n3uCIDKxFMV1fRB/Y4Gic0pttGXByukiPoWzr+onXMwwNzKR2IaE1xRuVSFc0fCVZ9KB4RBDWcEdivF/fLOyXaD2pd9/n/qUB5V9qNkvMJJuh9mc2s5nNbGYzm9nMZjazf2J7znrC7SlVXTdCxI13YRSiH5mT6YbzEmuvkz3pA3I+IwGatAs092oX8lA2gYaVrA7Je6NDs/rz1lUesnn97NUXcUTrxvtxUGLl8k2sntb4h8mWE+VRvvOI80KhMkk/WZsj2tHeiNF+QUkUedMlHInCeXWk0Mlk1vHJS+USoZRjxvAmLnmsCgFVmHqIdRQAAFjGHfOHZ1gsrGAEQM+srXPKPq+tKXiZ/tw7JtA+acJycy4pTWTAeI8uR+t0icmiR574eKvCzmW2UjkWH9TelKIekEciGKkpfligtj7FwW3Ccu0TCtJjxIUejKY5rhniLV2nkyWBoG89Uu7krQSIlxfMeXYTn6GsKUqk9TJFEJS84VFWfH1N0jvWuwlYqT1EyTKj9ihqQGz4a7O22MXaUtach15fa6IhAycTXTR2QwMmi8bzWSpiswADkkXnjZ4sTbHiMBAXuuIO9lDGLkrCS+XYUXygfl5fVIUc/cus4JKGDNjnJ0ugBM686aAxvHC8yeMlhtjwjA/3eJQkJ31G71pFGlZk22WyLKYiKI6phZdwYX5gKnLkhJGkx0g4auHREv3DHr37eNmjZ3jCQSEUc1zZjfPSMWU0cle/jZIGW+9yH3nHCRXZm7CSo5iKRAD6J4ODGr5CHrzAJQtmXU7sKPGWQhE7j3va9QgKkTcZmid0/abzwNzjelLoHfEoeS/cKbF5rYsmWDYKfwAw5SJq3ccL7Fzh070spG2a6UJxEGd47zIPctt6k0Ey4fVVNQWlUehdxmluZNJx1pchp7ZSnCHReWLoPKFQM/ADf1zqBFno/m37sZ8o0z76950zJUET/IlCZjzW6RxIEyDaqbBj2SVCDt+E4cOB3AUhqa8rEmlqnnWibXkLaFwwyfodRu2juGOd4DkIljPt5VXm3QnaMiXEwypOHt1oM0fvmO7MtY2KvN9Bv8T21boNw3M+xntMWS8oVLGLvPljx7CUtRma56fG/XSExpS7Cjk2r4tNu1WYLNl5I0IVAONl/czxfqB2wYjWeIAwMK/6ekXS8VvXhmieNRCzDsfOMX39wkMVzVNF08Nov9OiSBY5MaWEg5jm0vVb56agSh6WP7sOANi+aRGKG6GsiKF3lb7P3n8ABofM2pZo4aDWY7rhz7+8g9Ypfd/JMkeyqPtT3nFRXyUcD3vlM9RNwnFZ98gLH/U4sjYnIZ7apqT5Pt5iBEHZftNtmP+/Pq/f41duQ/O0vtf2NQ34iUt4TxZ13fJSIVtQNH6irRJb1xsanylncO8yHw2jEbFzJceef9ST28Xb6oi2Tb+cZzQHsEr3s83rHKPK4gO6jIODAZKb9PMP/HUfl6TNPOFkz2gTfscdd+COO+7AqVOnAADXXHMN3vGOd+CVr3wlTp06hSNHjnzd3/3RH/0RXve61+36bmtrCzfccAPOnz+PnZ0ddDqdZ1Rwu2jl5+tg80boJfVQXzXZykO38cgLoH3SsIIc9pBOPAolNs8r7JQGpzwUMJFHNM6CJkNegJQwW6cAZvCfTIEoCvMexyAJEa7ZMJlCvGGxiA7W4iUS/sRMvgMXel6+e4jxAT04m9slZXnrCdjgKXcqHaKuOQEOO+GJTJLCWNhzE6PyGTEv8Mon1ore1R5BQ7xEC9nYxc1LFeb/b63qNbh+ESt3G3yax5AZaMLC/Sm2r9XlrV90DARFjYGZOvESicaqo26rAo7lL05M+/l0r3i9oI1673KPmDHkCBTSDvoVXTM47GH53gqNKbU2UmMbVrQxjHYYiXGwCgh7hfnsIdrUfWZ4KKYN3NJ9E1yIa4RR9JLKsZhcKKl+/VFFE//ZQYQ5E8JsnlV0fefJgjZAtVVNJ0XCP1OUeLW1gph+pMfhjQ1cYiSJAQOCOQqxkBE0hZcKnSdy5AbmEHMHwUrmOGFZa6sZtq+umTpxbCNp1ynMikxivNdsBAYVwbpap3NUkaD7BgNHtReMFPWzeKNEYajUapsuLN4+kcObWFYEQRCHymdIFgXq5+xusE44cF549DwbGgc0NKBxwYj7RJyEZfxEAkzfd7ws0HmqIFrO6HxBzz89jrB324pgVFgaWpwLsHiv7rTbN0ZYeFi//OAGB91pnsmxfTzQjBbT68fUQckar4DmeYloyzHf8EJRGLxxXiIYmH5ZKkQ9h7nnIeAPman7Cudfpct45QdTJHt1GwZD5WBdSmHlC7oO12+sYeFBw7DQ0gf8sG+cDy1BB9qiyUnMKN6uCLrjj9zGUqueGrjCquuvzdMZpAhNOSSWHpAYGXXTKmDUbiKXqK2buqkUuo/pdpO+INhd0fBoI1pfr+jZvcsE5h4vCWYjfYbOCd0mZU2gbplhxk5ttgo5wp75HIA2WoB7j8lygDIEbSaDQUVMTJPEp7bsPpGjrOmxUF+r6OAYDCWS0h247PiK11KM98f0b14ptE87HLjFP6fzPo03KRxzzmTZR2iYWZJlhuZZ/TncKcEqD3OPaPxNuhhi6T7d1tvH66ifM0w/jZhyVyx0SzNvKXROWDEahZaFFHUEmqcSCCMCM97HUV814lp157xilSIa28YF10frqxVE5pwY1nHgpRKKO0jSwoMp4a+LpqB1yEsUsRgxCZz+cX1CizYdPMRLFfb+gz1oFlj6UmneSyJv++gf16fNpfsy9C7X/XHusYzYduJ1hsw4adonM0zMgaO26pQ3vQRoP21YsuYEFr/Qw/AyfV/puzFdv5AjnbeCSwrrv6LhKEv/9fPovVGLDIoCdMjIWpzgL9tXeKhdcPkVUIpYcWprBQaHzWa9cPDX5hmFsqbrvXVGuvyhEaO+3D/kaRXTLVA7WHhRZyND3tRte+5lbczs0rZnBEfZv38/3ve+9+G+++7DF7/4Rbz0pS/Fa1/7WjzyyCM4cOAALl68uOu/d73rXWg0Gl9Xtv7nfu7ncP311z9rLzKzmc1sZjOb2cxmNrOZPVfsGXnCX/3qV+/697vf/W7ccccduPvuu3HNNddgZWVl198/+clP4vWvfz0ajcau7++44w70ej284x3vwKc+9alvr+BWYrhdgNuEnFqBvGOZDVwCY9EEccgWDYDlLhkv6zB4wp5gK6jAQCy6LnGmrAMiNVCCEEgX9ffBDhBYzuVIV2betZn0HKruwry6ULsTlsqaE9roXdUgefl03iOmCSYdkwEvFKpAJ+sA+l4Utq8cC0BRF+SN8CcKkfG4JAsMilnchvNglDEjmAmgw9Nbt2kRgmAoMTBy0DoEa+utRmH+dE5Q2N1PFDISfeGofMfY4aWKRBYU09yogJYVrl3UXp36qmMsKGouQVRxTl6rYIhdvODSZ+QZzLouylHUXF0pAWLGSLscRV2XowrcOw2OxMjbLvRehZwSX5J5JzSjBCNhhVpzDEBHBPKmEx/pXxYSLMZGGGDqoWg4salsziO2CV46Rh8wkMewjKaS3GLXn7K2wOBgDa1TBbXbdOhdGi/j8HDsxkLD1Zs/Ucja+ppohyEyURIZcPJUVZGAmFQkX81KJy6UtRlFm9IFjzxByQJHZKBV6YIPkRooTeXqghgN6toTVMYuwqP47nrgpg0EB3FH1y8UBJEBOFKTpNl+usTwgE9eyazrYbKif9OubyJvam+yFzASFGqeLZEdMdy9I6B31CR6TbFnZF0PlRULmgr9s5JhIgOIMd/lDVecYbLku4TGFceEMFliJFsvHma7uMeDQQV/ZDjZ5wWi04aP/vsDdJ/Q7cxL7GIYsQlvTGovMqCjd/6YE0SttlZhvGyiAxsaxqTLKaiuJssCrTMGKjJ0DDVljRH70WQloPEshRYTseOnfjZBtmAS0jzHYlJFAttXmzD/uiJ+a29SIm/psheCkcBItK1Q1DgJrDVPFxjtM1GaXkVMGVnbMagsPJQg7eoxXduQxCJS+Qyx5WofS/gjReI33kRSxCSZZwQHHO33Mbpc10N9VVBCoxIMkyUDh+qBnjG5vg5/rKi88abExNR765SkMkZbBYqWZeyQFD30RxUGh4xHNNesHbrs+trBZTYCIrF1rZ44mFKU8Bz2peOut2xbTPcN+67TDCzxZonxvph42eM1Tu9S1hh5z3kuqa9nbYFoS9dJ1vUo4icSidj0RRtRsXNV77KIEvkXHsmJnSUYOkEif6yw7++0pz+fd6rZRY2jf1iXvVspjJeM+Feh0Ho6Re2E/s3g2jk0VnW5kkUHhSlqwNK9OmqQLoZoP9oDAAyv6KB2QUM9RBpQBLV+McfkYJP69tzdqyTEI31OLCgiDwiC0nvjreh89C79vFfcRNG/aFvCN8xf+z49xJP/toP20zZJeZqNSBBsKdoB1e9ov08aGgUEXS9yx7gmMiDayDA4oPuGDEDMRGXNQ2wgLN5kalK6lGwGRyH7tjHhVVXh4x//OMbjMW699dav+ft9992HBx54AB/84Ad3ff/oo4/it37rt3DPPffg5MmT3+7jacCHp0Kk+wzMQDLUNtzG14bNvTFc2LgyG3RLZ1UCoy3dkUXK4W+YCToDfItrPeQo6bQIiwkbnXcdSSQMk/NNyqRnDqHh2B2Y3gBaTK7GNzpoi4U7MOU2K6Jw2fEiFcibjhKsrDkGAVk6nPw0g4qmdXMhVLcwKpSWkSFVRvkMplygMHzW5rRhYpWjdlSMkQqexZcCeqNvoQxlyCEDRpvMKthd7xa+kDcZpKcvmizwqZAto00ik4omzHQOqF/gtIiUMafJDNiNcbUbxqLOSIWsihi9RxUxVJShDo2rjd0mw9LVVaHb6CcLgjb3jLnFePqANM2uw0tz2CPMoDsAabVQc69KOZXW0B0Uq4DtOjCh537LcxDt2bSynH4f028KRUqngNtQFV2HIS8jhtJSCQqGtOPgRV6ym75yWhmShHRCRoI3ioFEOjRW1uBY6+5ApjyjjGg2VFKA1PmqEBRKLnNG7C/VFFNQuuC5fildvx6veKRMC2jWIbs4MubqxzK5AObQZRYFGUnYU72sV4QrjXZMTkUGtwlnCqpVYsEfoeg6OkPFjRKqB6LDA3PYfyX05h0Aso5mvbBwAE1Bae6vgHTJCNsMBCZmI1LUGarAbK4anOa5ojHVNkzTApJyY5tPieq4vJKiziCNQmcZTh0Ymd5w62uAOHHX21yXZEFABk6NdXQ4pj5X1B3loBKg+TdrMZ3bAsBLHTtKGTPw3EBn2rYv69+M93h0oCxqTjhICtA81zsWTammurwHL1HEpFHGukzhwB46HBymrANZ4foTN0JkWWuKjjSYYopqu0OuMswalommqLk5umgIui5vCTo88Yjv6g/2XYumIrhjWWMoWxXK0PZ/TnNFFTlYWBkxgj9QX4cex76BKHjjEqFxXAS9HFknhjD5SPEWR2g+Dw/5BN9SgtEa4Y8konUj4NZtUi4TrxRg4JYsrRBuJti6QS8kwVjS+JEeA8y7N0/sQF2jeTiDfkmwxrmHx7SRzBsRwr7F5TOCCOo1hKF/wxyVy7KzVAEjgZ54Ew42xhhGl2lYBi8khoeN2mbpWGnKSICXCq0TejGbXLFAcEC/l6Ey8JBoPcH2NXqxEYXefAOAf+e9yH/4JqoTy2gyPNYGLxiiTe2tKOoeGmf0ASJZiWHS2dA6lRFNZDuTxEjFKoXYOKiCnueglj2JouFh/it6sU27vmMHqhQ5gPqHn7Npf//b2DNuoYceegi33nor0jRFo9HAJz/5SRw/fvxrrvvwhz+Mq6++Grfddht9l2UZfuqnfgrvf//7cfDgwe9oEz6zmc1sZjOb2cxmNrPnmEn5v77mfxN7xpvwK6+8Eg888AD6/T4+8YlP4I1vfCP+/u//ftdGPEkSfOxjH8Pb3/72Xb+9/fbbcfXVV+NnfuZnntEzsyxDlmW7vit5CS485F0Jr25OyQOfPAXexHF788pxdssdhvHRirxrUgBh29z7go+iZRKW1hmFbHkBlJZjd6xgXWF5w0kPV7ECn8sgTutT9jQbhxMAUoh2JDLpvNzWM+KPXejP7xcUamSVgjBQkWhDS+OGfefas55IfyR3wT4snMAfVhQGLGrcSVHHOnkMAFihzOndp/e10AJeKoIw8FxhvKLrbe4rGSZ7XFKJLUeRMTQu5PTqckp0RovvOO+smNgkOQ5/ZPEHoeN3rznvsUglCTSMl+poPj1CthCbtiqmID9O/CZvcXINRdsS4Y5NDgvo/bwJp8TIymfwEkGeMpEr+AMT6lzy6TdMAb4J2T75vBo6VtJbSdQu6L402RsiXnNJhF7qvK21dYXN642c83pJUR0+xakeb1Qu7O87L2ZtolzCJgAoIBjajHmPMumrkFMEJdquKLRd26gcl7TnJMT1b5wnEHCc9fFGOSUexSlKEgyVEyJJHR+9l3DULppEuroTqggGLoFWe9s5/KnkSC+1XlROni9WKhI1sW0E6ERSC7mqX9QJbLbNeOESZEXuwv5roxh7DOSLSYUq0P3dhoF1gZ1M+HYidBQN2mMXrwd6HrHrh2LASKBfxl8jWx+MJETmEiitBw8AeOkiEPVVCZ47KXYA5NFdfEAiWbZJ2CCOaS+bGheJS7SNN5wwFqs0TIF4pStFcJiszUj4J+xLxBtGjnx/SPNkFSpEm9b76FOCLC8VqsD1paLOiR853HGRA5E5/nHFXUQr7DuBHpEriNx+j6n646htVnrMQMMbmF20lUveK+ouYTQYSop0+RNFEBt9b/0eedPD4LAAUxY2UrnkuzXHYAEA/sAxIdkxkjcFQU54oUjPoGgwBANJfTsYVvBSAwNaTYkjmkmX7Cc9B79RnNH1wyPTcy8w3hRTXufdAkHEDx/yXZoW1kQqEW7pwVrVXN/I50LU1gtKYiwjhtZmat5FYHhQh/PaT45QhUa0LZHEJR5vFA7SMyyw8QLtyV75u02kB9u7dB7apyy8qaCoULFQpz7AKjdGwBl5gztf3sLWTQumLUqC5nmJhEhLhDuWLUoibxgyhL5C+0uaUODMT+xBYRLWmVSUBMsr93nnSo6le/UAr2Jfzwl1qzniEqm91CchHsU5saD4Y0mRh/yHb0Lw1/cCALZ//jaEW3pMSQ+Ye9QlWvJSIV0yfN47BWA81Xnbg2ejL20PtTU9f/KkRG5E6cqaQP1pnUCezbUhMonhQZMkPZIkDueNCyTLU5RSM7uk7RlvwoMgwOWXXw4AuPHGG3HvvffiAx/4AH7v936PrvnEJz6ByWSCN7zhDbt++5nPfAYPPfQQPvGJTwAAlNmULCws4G1vexve9a53fd1nvve97/2av+297oew/4ZXgC1kKCdmAW4UqIwqF8+dIEWypDd6gKbnqj3taMvKGIhDPWD6SyVYzah9rUXITWKx9N1GuIwZCW2M9wHdxyz2iqPVGaFnNuFKOJgBbRChFc8cswFoQzTa56F9QpdjeCiiBZeXCrkJraaLIRQDtq/RN9z7jxlKQ8lY1jhqa0YtLBZER1XGnCYd6Tu8c+MJjmTOTZZepgiL2D5d0iRr1f8AgEcKjQt6kty6NqSMfp6DYDVFnSFv6omhfbKADLlTgCsUQTeSiCHespvM3eqQ1vIGBy/NBjkUyNu2boHxgTpl28uIO2Gc3FEcVqELC1cRo0x/6bsNURUxbBmap+ZprSo4vdBlLV2/XqqIzsyfKGxfYQ5bfk54wWQ5wsYLzATbU0gXfLqP3qTqsqzf6LnwfFuQ0EzYl2g/acK3gSTBGuXB0YA1GLFA5A29+NrNLy9dGauIoXnWYDg7gqBDeer6X97gBNvoPJkTLMGbVFP5BRpCRJuVVUfxxkpGofZ4U6Iym13pMQwPRVQmguFEjHIHlNBjxEJpqog5GJDvKBnDvqJNfBVOw5kYsX2kc8JRF/YMfMuUNxg6DLxSjFiHxoveFI0no5B2uMmQN8yhoe/w30XTQ1kDzQO6AhRUJNEQGWToDtHKQJqytht7VcAQ7ViMNYjmdDLkEAWI6UV5QPspmHbjKOuGIrPJaaOmRY/MRjZyEJ+8OVU/hcb223f0Jm4cK+EgL2mHY7RXt5XG9zs2IQspyloOasSky8dJuwKjvQzRNqgdSGBqCk7FlIa6ALptrONiWmRGek5QTRllSNvPvImDhDA5Be/z4LDqC4JgZeVULkm8KTE2zoLK1yxZdq7IOm5uGu0HOk8auNm8m7vTLie1T5Fiqj+4OaSM9eaMlC0VJ+GfrF1zdLocNPamczfs+wOAjBxtooVZJYsW161ojCgPJDgmPbYrHwHQcEGRSvSPaehE83RCf8sbHOWimOqPHDsGa175DN3H9bV5J6QDQVHnKBp64ZsscaIALeMa5RGs/8ACgoGkd/dHClvX6j7UfUJQWykBOsxIwchZMDgSu5yjbtMpqI48jPY4yN18LgliVPmOBS3tMqy+fI95J0D5buxbQZ942zGHLTwksXWdBq23T2ZIFwJMllzZbY5WFQpkXZ/qzvaZrMWJdpRXCts/r6P+c//988hfqaEp6RzHzk055u7SfbBxsZzKZZnKDeoIWpvTLoMo9PW9ozHmHzH7gv0CIjNiPXMMwdBDasSqhocE5h7V9yrr7rAoUlyaNsOEk33HgCEp5dd4qT/84Q/jNa95DRYXF3d9/8d//MdIEjcZ3Hvvvfj3//7f43Of+xwuu+yyb/iM22+/HW95y1t2ffcvf/FD32nRZzazmc1sZjOb2cxmNrPviT2jTfjtt9+OV77ylTh48CCGwyE+9rGP4bOf/SzuvPNOuuapp57CP/zDP+Cv/uqvvub3X73R3tzcBABcffXV35QnPAxDhGG467t4zABUwGoEFhu3xyCCMHv8aFuR+AMvOdondThpmPvYuVZi8cvGncI8rG3p42iw4UGahKfaqoI3sZ4jRl71eLNEsmHC2DuKQtkiDbCx0YZxqqNxrkAVO+8RoENv7afGkL4NybuTerzBdOgdQPeRAVhhErWKCuGcPv3ycY6qGRAHqOKMGENEKuH39GHIG3FigaitFxCJhRxEqJ/VFbRzVR2tUybklVdghYRi+jnSY8QnHvRyYjyY9ra0zrhEtKBXwk9schcjj68/KiDWC1Q1m3nIEO7YJNMSLDdsHKEPnhnGhIUagk2dHCPjgMJ43rggD0YyX0ft3AQ8NeIyjQhxYqAfzQC8tJ4v5kRGzqXweol53yZ5j8OeQlHXnsDuYwkmKzXUDIxEZ7JX9DleszzWEv5IP2N4LSNPbdgr4I2t95ohvqBDnWUjQLIckse8/VRMAkiNMym9oygkhgd0eePzYyeDPBdCpIYzORAI10amTkLknYASpspm4CA3HgdTDsrDpOXPLeid4oATV7s/zOEPTSSl5lOCVNDXmf7SJIflBz3U1qfgBJmF9ThPMBQQbOg2VKEgOAgrKsjIRgcERvsDNE70TVv7SJd1vy7qHuYe1O/IlEtysmMTALydCSZHOtS2/kT/1h+VxIIDAMF2hsJEMxhTCDd0GwQ7DHnXCHutJYgv6Ou3nldHbARnNl4o4CX62fXTYyQLTYQD6caBZBADDxeyNryBcCxGpUL7RIoq9ogfuDJJygAQbTvRotqmRNCriEtaMSen3jxXkox8bd3xC/tjB58RqaS28scesSUFQwVvUpHXd5pBCIzTvYJBRfX71YIvtr/644DeTWQSZc1FTMIeJ49wuJ0jWbIc4g42pRjoPcKBpOuDgZNoD3dKx+4QapiUyAxk0GMEW9LaDLqPF02fks79cUVRFl4pMAvvEQyNk7ovZYs1yJAj6Bv+8wuur3ipT+PeSzwUpg0aF0pKhvMmFcYrDvpgkxlHez00zxaOJ/9CgsxACHg5xcaSKYQbeqyODtUdFIs5ZoveWPPcA0DeFkgXOBrnHTQrCO2aouBZWBoHhEmmtPMaKyWYVGie0a5QMc4R9M1Y72WQsQdvU89P46UF1A3/ft7yUMX6umAnBVP6PeJRQeO4jGJK/KudHiJf1GtN+4SEP8zdeJMKZax/3/nyForFhmlPjrBn+sxmgipqmjaUqBndgPGhOkUjahcSiFTfJ+sI+JsJasQYViEzrCp5k6NxVvdZVkXEUCImBbyJvsbfTFAYGON4JSBxKl5UqJ0v4U102f1RidEBvS50HtyGEoZZqBWSEI+XKXqGEowgKPkrb0LwKQ1Nab7qZiRLAUUXmIKTml8dIV7WCab1CwWCHd1W6VJM8My53KPrW2crmutbAUf9yR2UkU5wlT5D86mBLovHIT1dp9XubdPMLkF7Rpvw9fV1vOENb8DFixfRbrdx/fXX484778TLX/5yuuYjH/kI9u/fjx/6oR961gs7s5nNbGYzm9nMZjaz57DN4Chkz2gT/uEPf/h/ec173vMevOc97/mW7vfiF7+YcOHP1DLj4ZQ1CSUM5rlWoTRJGhPGUA4sNRQwOKiP1VlHJ2OO9zi6L+YZbNyUlHjancKDNkC0e6N9PjKdLwJeMYCZ5JYaAAlki4bq6YC/i7MV0JRWvSvrDmNdOFlpMKegmc5F5KnipeONjXoR8gZHqg/PqMKAcOs8B3lnpQ9kXf39ZCmc4r9lGO/R3u50b4nN6xwWlBeOM1r6oMTV+ppHipIKINylSDD1fmJKqW1KQW2pBiUcfZzIQBR+IgUlj+YtTt7HtCvA9us6VcJhunkZUMJP3gF2rmk4erypBE5LQwYYPOWyTcKpgSld+KztvPVSaB55fX0N6YIiGXAvA0TmmXIxesew7+pqfmUTO1drb0RRd/SMVQRMFo36mqfzCNI57TFK54B0SZdr84aY3pFJYLJXf79xk2lYaMxpfVW/7HiFwz+sO0AV6naun7fSxa6+/CEIB67YFAa4G9B7sMolASYLDarDvOmUDwEBL/WpD06WHdWeDBnCHcv7DfgmiTFrA81zJuGoyXdFgiwNYVG379ylurPfJSsK/R2DUQ0c5lMJUF9snQrRu9zguHcaNA7iTa7pIE1ZvDmBybL+zZHFC1h94SEA2gO9c8x4O881ppJVJTavN/2PS+KFroImJssaR2z7MxhQNSrM++Nd3OHSY+hfFqGKdC4AoDHEFiOdLgJF10SwcoE4YFM0pAoTI/GeN930PDjK0Dxt6mfRp/vyytEuFnVQPbCSobbKSS4+3AF9jraB4UEzp2x5iLbc/FBbs8/WnMgAsHPMo34NuH4VbWqKQssFPf+oT8myYCCvfFFjGB3QX9fPO3l66XuEwc3a3FFn1hmw19GAxpsKY8P1HgwUmKFqnCwxGrtL9yvilW6sSqQdm5wNNFtWBZGhnMoTiXoe9eu8DeRN/b6KAfJa7T3v9VzfYBXH6KBJ3F/lJGuezQNl7ObiZK6BxCAxG+cVtU84kEjmHZdqFbokwNFeE0HzFXpXmGiRr5WaB4dcnlNm5n5vAkpGDgcKlW/m/i8zINP5AMND4VQ+TkR4/cYFjmRBwF/RFVE0gd4xEz0MgNq6GetLDRqvkMHUfM2guI18tndRwmKP7/pjDShMnTT3tzHaZ9/X0e56ezw0z5qE+z0BEqPimXY4JkaxugrqSOZMNA0AUy3EG9oDvX28RmtlssAA47lPloF001JsRmie0h7k7ee16fr+UYbGeUsvGyFvulyC7naG3JRx53lzlByrmEsM3r7Cw75P60TJ4bE2zQvpHEfzVTfrtvmLLyB9xYsw2Ws8+U1OWPzhgS6t5TII0D5p8lX2eOClTeQEJYiWEZC1m6ZuGRSfw3jZ5gUA5Y0dkNlmE18V3prZJWfPWRLJjZvMJqFW4vrD5wEAJ7bmkY30hJvPS6SpZeVQFJYFgINXreLCaC8AoKpJHD9wEQDwyPAgWEMP7qQIUXbMbsVTqHVNmOyBNrJlA30IPNpwhocH2FNPsL6tn9+7KgIv3AZblwPYvpqhbBj2jYTRASLaZBjtM9nn68DOVW7w2E1TuqB5YqMN/e/RAUAGNjGUYXzIsHeUDNG6S8LaudqEEesKgYGD/MiNX8Znzt2oy5GaxDjDDMMkEG6b8OgxNzFJH8jndWHm7hcY7XffEzd4TaH1tEkkndfPpwRVz/AsQy8i432uTWxiXNF0HMrSB22WeQba+E6uyOGPAlroROrCubae9b0U1IKRIM8j+GO74Cp6v6IBdB9X9K6yWyBNArpXYMKm2Zxm9wCAwRxD5yn9m3HuI73KlLEEGmf052TJbUI0H60TeWo+DUyuMHLJ88HUIg8870U6K++RwTHiHQaA8T67mLoDluJAvAGMDtjkNsfvniwBRUtXXrgpSETKHzgWjypSaJwzdbriksN4ARQt92x/5DaQ+b4C2UTQvabDnXnHlWu432zO66ANcVVziYOsBIq2O4RWsTuslQslbUS+GiJh+8PmDQLZfjMOT/vEszzZr+ANGOQeC8VxB6NOkOKM2RRkXU6bydEBRkxKi0e2MbqoG6pzuIehqewqZsg7SkMHbPKjkOjuGeDmxkn86ZXXA75JFPaBneM2KcpsHiSo3qWnwArXr5JFx/ksQ+Cym/Vu++nPHUL8PJ31OHyqi8ER186WVUSkrjzpkoSYmEW5pVBNHUiLlgIzfM7DWxKwC3qHm867ZNmyDgz1GQX5XEUwqbyjaC7jBZAt6EawsJR0b2HexQfP7XsoGsdMuQNasgQkS/Z7d7CVAah8RUsh2HYJ8HmbOSja8tRvPDc3rt4sIEMzJg8xCKNdIHKgZw5bRVOBHRijMM4Kf9OVt34R6F1t4GYpQzU0G/IloLZqnw2qh8lel6zPc52kPz3P2zlvvNcdLkfM8bbbugR0Eislkh4eYJy26e9qPsNkZMSYKveMZEnBH+l/jA5pdi4AkH/iyjA4xDTrDPTcaZ893ufBHwBb15l6rJdYuMe05RzD2rVGqOgxH5P9RkBpnTuWrEof2ACdqJxcpze4i5+KMDzoDjlgwPK9+l4bN/hft35ExrBxk4FcnWUQuWGNWnWsBeM9rs1ZCfQu49i61rC2jIGtm/Qz4jM+1Umyv8SqgQGJlGH7uNECyUCTSufWdaT/U59MB4cZwm3XNk+/pkHrdLTOMV62Sf1AtqDrunYBePLfdkxbMcw9ahw+N+VIlnT/SV/xIhz7lbtx4T/qpE0lgMlelzQ5ukyXPbroITGJ/NLXThRA6xOM97r6DA2rUbIEpPOCxki0CUxWXH+0Tp5y0TGVXVI2zR73v7nx//UlM5vZzGY2s5nNbGYzm9nMnk17znrC9/69OXVeHuLBXMc6xcBD87T1AAsEA+MlTnQyHQCM9nOcObmEPV82EJSQ4RGu3T/hNkfwpPHyjYB4W59R+kc4iqb2TnSfUqitWQlmx+W8PWphrd0g78/yvYqSOa3Hg1fA/MOOd9sfOzU/KxGtr1cI+47z1oZ4vUTfszAe1s4TCkXDecR84/2RHuiEHPYlWjaMPe8Ssv7qizdg4Zzxwu9oZbPxkvPchgPnFbceaJEC7IRNKgWiLVD9xoZibbSHk1Ru44JE3nTS0rx0HpCwJ4kmMm8K+IbjdLIgiIeVVY7SkFWKOIyVF6B9skTbaD0Vde74kRUojOgnwGQpMm2liOt4sihcYuY2w8gkSXYfk9jyArSfcu8uTNuFA0Z0VEXdSXL7XoXGl205QKH26CFF3lUoheFBgei0pQZkCM7pztE+qUgWOxxIfGleJy+vPCHJQ1k0GALjGSliEAdyFWrIVP2iC+Pb8HPzjELesNy6CtVFx/VO8I4pVcLuE5LqJ28JJIb6ypuA1PgAoKd81M/pz9mc88wATq5aeoy41pl0Y6+MHY1bGTGUfYbOEy4JzSYkjjMf3cck3Yu858p5y6MdiZEZh1FPUXl1tENRf4i2JakqPt2fQ+eEpLIO91nIlSR5+TOXdTCn88WxvdlA+4y+T/2ixOZ1HPGG0x+QkqG30cD9hw5hfL4BVVkOaaD7FQDK9QGdoGehF2wqmVJ75+yYkT5wKtHzUbwNjB8xiVtrIAVBGTj4lZc4alFv4rz7/qqOAFivZDDQMCEAwHoMOfU9M2UUOYh2NG8JNM5baJ2Al9hrFPItXW9BX9NuJjsm6XdTuWhG5BJBpcfo2bWLLpwfjFzZq8Bdr/u7g3Hw3NF7VgEj2ry8xWmODfuuDwQDp6TJc8fnnc5xqJN1B/UrJI2XvM3QfcjNudY7W7/g+lz93BSMSjGqkzLU86Wdi5tnK4z2GqhUT1EbiHxK0ZRPUS1ypxY7lm3Mf8XBwrb3CKLB1cqaZvzEjGCGRcwQmEiDXWtEoTD3Fdf3575SUuK/N86RdyPIJ/S9Nq/xCG5R1gQa5y0PfIn5x9w7th/WE/7aDy6ifULfq/3kCMljhgTg7ABz9+VIDrbNezENywSwck9KCa7K54hWzWJVSmy+sKPbbSTROKMrtXdljeaW+UdSIjPImwIid2rPytP0hwAwWTQ6CAAa/xOoTGQq7BUY7dONEG2VyOb0+w3TJdRN3wj7QNSrEJ/VE23/6jatu/OPJJR8n80FlOzPc0ly9NFmTpGjubtcIuZkb4gL//E27P1/f16X/4dvQrhjtCT2xGicMxCqswmCc/qF06MLxIteRgydf7Cc426dW/58irIdUEJushIhMknnyVJIHPveYz7w7zCzS9ies5twO3mOr85Ra+sYfBKEmGQmm3sdxB082sfQPKsHSxVqeIpdeIo5hvp+jTOYyCbSfWYQP+ETXEJxEDQgbzJMlvXndF7QRrRoKXSPbaP/8Ly5jpNcu53EWWHZVJywiBXKmKwERLYvUkniHUy6UG64o4VWxszwWp/LnXAIgKJls9ozYl5hSqGMzYCsMdSNkE6wEe6SHq6fz1BGZqLakY6DO+CwAZP6xZwmo/HekLL2eekk5WsbDtZQf2oHwWKDOIa9cYFkRVdKUefoPKpjpUErog15FYTEF1w0ODpP6raVPtcMKQCKWg3RRoqyYRb/ixMUHcPgUkg0bOh6KQTPLfa1RGTYSnjZoAWpijhlvnupgkiB1qncXCdJPKJoBcRp3TqVI1nQHWJzu47LzmXUhjasrLgWeAG0xHptTdLmV3og1o3mmQxFY0oS+bjG/IXbOR0UFGMY7zUHv80KwY6ZlAOBKubE+DE+ECPs6QIkCwLtk/o6L6lIgMNuYHSdMtQvGkaISQlWGtaIxycofnDZtGeJoF8iN8IeInXx9PoFRSHu5umc4mrJgk/9Om/7iNdSqkMLCwv7WjwqMmwRZb2B7hP6uqwdEQNJba1wYk+CgWeOP7+dOI7evBGYMpUoGoKYYaAUml/RC+uT2w0ce1JjfdPFGK2z5hnnxhgfqJvLFfXrbaY3mvZ5QR+obUhqY037ITCpApIaB2AgKwzRdrWLUcjWSbrgEVyn82SBvC1IGKdoOI7/eFNRiDnqKV3HAEYHAuIwjs+PMDqqsUNV6DbLwUhpkRvTh+L1jFgkekcFmmfsBqWifs22FGqrui/1jsU0B/ljJyrWPJ1jdCAwbVOif9Sn0HnYq4gtomj5Dr5QKBJiCvsSQd+wVowK1MzckOyJaBOeFQKNsylG+81cvlmiqDueaMvS4U0UWqdcvVGuQgDikG8+0UOyT48ppvR7WDaYoF/Su5exIIGovCUQn7fsKBU5AvyRcxxkHbFrM6+4E0AKBiVqwh6yKngTJ4hl+ab9cUWbUgDIKl2OJGOUM9R+usDgqLeLAcsyywwP+midNDjnq2t0H9c3gWinIK2B8OIQo8s7APScx0sFKay2Aqitg4ETeqt/ZRPK4NaHV82hMjoNtfWKDrCNyCMnS9kIUC7VnGDTlAhV3vbQeEJX0ORIh8Zb2CvI6RIMKhKZ8cfK5UkkJWlEiFyh/tQOsj0GdtrxqE7qq9UuvPbSlxxJth2HTAG1i2YcdkLS4/DHmj98cKU+QFixKwDweglkzeDLG9yJe00xNxV1j57duFjS87KmhiBZSfvgr+/F8N+8CAAQbZZ0WPPHAYqWhsaM9nhY/hsNsd146V7Stxgve1j6rMZG9Z+3hOaJATZu1m1axkDd8LXXLipMlnX92kPJpWZKzRQzrc3gKDOb2cxmNrOZzWxmM5vZP7E9I0/4HXfcgTvuuAOnTp0CAFxzzTV4xzvegVe+8pUAgNXVVfz6r/86/uZv/gbD4RBXXnkl3va2t+EnfuIn6B6HDx/G6dOnd933ve99L9761rc+s5Ibx9Pc3QF6V2vvgpcyCt2lXUah1XBnClbQAyYTp+zmpQrDp/SpOt5hiNeM1zZTqJ/XJ+b1F4QUvo22JPE3t56e4oY9xzHuLYCTvL2kpBj7bBkwDA/5KAwEIN4Gtq7RJ/9oR5FXJm8KxwpSAFnHwUTSOY7EsLNIP6Qwr5e4cPV4JSYvPC+wSwa+rBlO1aUSo73GA7sjMV6OkJqEv6wjEG052IkNgabdkMKpXgJMlnxqDsuwMN7rFB17N8yjqDmOdSYDCpeGfYmda3XhyxojBba06xLpRKGw/vyI6tBL9PN6xxiCYY36wOBQQNANplzIGABGh02CXuEjWdDPS+cYoh2TUT/HkJv3FhmHDIGN55ukn4m7TxmDfjNejlxiUVChd7n2RFWRCzfHmxKTZdMvE4nhQSeBniw7GMjmtRG9x3i5iaKpnzE8ELgE0zpQM6Hn3lGBeNNGExhEpjAxPL2Ku2Q2bwJsH9cVL1L9TACI1wTBRrIOQ/9wYMrrk/emCptUvkHswZt4FNYuYwd1KhoM/si8x/UhJYVWAYgfmEmgCvQP8oZT2CxjzUwDptkiihrDwKhsZgsK5YZJXDwSOCluBkjP8PXuKIwN60kwdIw821f7CAaujI0LEhsv6gAA9i5dxObzNeWCP5YY79EVnHabBFlgQqF/1PbrnBTpwoF+/uCAg1eBKbB2gQV/RAnW1hQHxiuC+jtTIK+XZSkBdMKaPwGKmk1EZcSyMdzHkC9o79ak55GEeBUCpeFbnyx1yPuZdZ1CXrrA4I0YsRmN9tXovooB21frdw8GnH5TtIBkQVdc0QC8zNTPPIjff+uakPpGUfchMkWc90wKSMOAUcRT857nYDFZS0As28hTSFA3MJfcnbWArB2TymbWdhnK0gPB0vImc0qIG445JNrQ7aTfe47WActwZKMFyXxA/SadA0qjthyMgJFJnGbKp+snSwK5SVjmhYtmScHhZZoNBNDsI5ZVJ+hzgJv+JDGVhC0cg4Xv5oP0shz1iybKdq0PJRQlBWIKPlb5wOb1Naq73HiDHdyFoQo4RZEmR9ra2wsg2E6R7K1N8d3rCCKg29BGmQc3LFH7tE7nFF2dLAhSyaxij7zd4Ay1Uz30bpg3defWjmg9w+C4biB/LIlDnucSacdGDTiCob7v4FDg+kM3JC9zGXEMr55DbqIsolBI5pweh4UD1tcUxgaCEvYrp8bKgeFBxwRj1UmLBkfYr0j2fnDDEkVf8oU6RKrL1TiVYOv6uimvorm0cWZMcvSTRUHc3tGOxGQvJwjK8N+8CI0/uFu/16tuJrhauJ3D39ALRLQaYudWPU+FPYloXQ/Q2ukCgxv05OFlEqOjLSx+oafLOF9z0TwOiohuX3WJgh1miZlkz6iF9u/fj/e97304duwYlFL46Ec/ite+9rW4//77cc011+ANb3gDer0e/vzP/xwLCwv42Mc+hte//vX44he/iOc///l0n9/6rd/Cm970Jvp3s9l8xgW3ONrecYmqbuiDuCAZ7nBHEZY17XLERsK78gVYyWhQ500OcUjvJKpJAzvX6O/nHgLWb3TUD3YjGe0UGO/R34/2+WidMYIxVwYorpog+pKeGP2xJBybhaPwQqF9IidcLC8V4nU7Wed0vb+TQMZ64mZFhdLIwAdrQ9Tn6tgx4cfmmYJCf0GvgDfUA12GPib7jHz6dkHxjrzpoX7WCDTsaWHhIadeKiYFhkeNaFG/hJfYOmW7w6aGLineLIgdwR+WFJZjKkBt1YSb01LDOSyVYDuA13fZ2tKIQvCkJIlhfyVCtGnqNBRo6KgcvFHhQn+NGlqP7VBYWgUe/Q2MIVmxoi8cmaG26jyVwd80csyLNfgDXVfNmo/+UV2/3a9MkCzVMfe4EccoXMhM5JJC8gBocRsdjNF5yoU9cyN+EwxKBBc1zEk2IvijiERGBklNU2ACWPyyawPFQGHXhfv7rs4XYtpoRZt6oQNA4hc80eVVHqeFvWz4tHnleYWeWb27j00Ioz3eX6Pwev3MGJP9RhQqkyQeU/kM8Xo2xZwSUbm+uv+VTRNq7zvYEs8rlHX9ffNkocsIDaUZHozQMNRhTEoS6/HHHtpPTczzXAheeZzeVUYCwcAcIM6PULbNBr7jo3bRiaUE/QLeRD//zGoXlz+i+38VeQgHVqo+JXEssdXC4v1GUOVgRIfL5t2nofhh8HIK6y8ZsB1gvWhBJI51hpcKrVM5FGdUvwAgzTiKtjlRi9XXJLzU5YaAMWTmADz/lRKJketunFe0wbJlAvRi7Ft4Rx4Str0KNeTA3jdvctQ29O9GezlqaxaX7XDR7IJjkfIn0CJCADqFw/V7iURqMLUiU0Z8xEKMKqRGPCcYgjZaTGnoEaAdApmVNR9LKGYYobYrd02ioTzE+tIVqK3ZTR8nkRslGJJFM7kqEE6ZSV2v9tnRmsXn1pA3OcEttIiV/rk/8hCZ95WCofGk7jOdpxycpIoFknkH4QjN9cm8QG29JEieSCRqqw7uRsxcDARlGO/xKQ9AeQBf15cMjjOCxfhjDqY4mmd1+5Z1AS91uUwWpmLnIsDBhlilEG5n4CM9N1WtGJU5ZCR7awh2cvp3MBI0N/FCEawx3MogPT2ugvUxsuWGeXdFm1q/n2N0SI9bnnFke1qU3xNuZChqeq3iSQF/ZA6aPnf9XSo64CsOgi6GPUl5AEE/J7GwohagdjGD4rpc9XMTTBbMujVyjrOta0M0z+kbeMOCKBxrj1wElOE+hKdl7GHWz16CyVWaGUkUiqB7Ii2n5i03zmtrBeHDk5WYhNIALcQDaBpCkWr8N6AhKNkUfeH45y1rCkdyWJ+Spc9QW7cMbJxEypLlCI1ThjrzqiZqawV6x/VvvFQR7E+Mc0wONk1bYWaXuD0jOMqrX/1q/MiP/AiOHTuGK664Au9+97vRaDRw9936ZPf5z38ev/Irv4Kbb74ZR48exX/6T/8JnU4H99133677NJtNrKys0H/1ev3rPW5mM5vZzGY2s5nNbGb/nEyp791/l5h927GKqqrw8Y9/HOPxGLfeeisA4LbbbsMf/uEf4kd/9EfR6XTwR3/0R0jTFC9+8Yt3/fZ973sf/s//8//EwYMH8dM//dN485vfDM97ZkWxEA0oIGxrr2aexyQ+UoUM/tAkuJwuiYd6vI/BOzBCf8Oc6jPNcgAAqq4okS9Z0GItgA792cTMreMhCadMFjn6R/UfsnkFz5PEqxpvCcqWJ17mQGeLp8Y7KzIXGg0bAuMVc9r2Y+cFGLisf1HEUEyHh3UduERAL/HAjLeTKYXxXhPiG4XkOSvqDMm8jqdmCxXWXmg8jxOAVTElnPIyoMRVLRagP7dPKuKHHRwKKcQc9nXiIaCTYJN5A4PIA+QNHd4FtKej8kO6r01s0t52fU06DwQDXS5v4sSBFAsI7lBGwPqt85TQk08JofhjpXmFgV0CI72jIWA83lUM5K1pqIZN4qthfKACKy07gKJ+prhjHlBMh+sBYOX6VWyfXNF1OgUHqK0JqAOL9NvRAUae22TBscR4k5g8ftIHRod1Pa69qD3Fve6eDQYMD+r7sspABYzTvApduLpxXmFihG38iYPobF1XI27ksuauHxx0xODSF9TfRQIMD9aojKODCnXDGDJ5oYMJiNxzEJ3UI29xvCmpX8ebEYX/kwWGogGUsS6Yl7pErOEhgBk8ifQdtISXgOTusx0jycJuwRAlaiR+Evad2NTy4g7WX6jDuY0LElvXmmTiCw2S4cbeFBdfZMbR/jH6iQ3xHsHoAIM/xbwBroBujsPhBqpuqf8NnZi8c2WA2oZEZaJe8XaFnWNujqtfNAm08zp6Mc23bsfb5jUeQaKyjovGVTGjfgbFIc3cKQpQEmG8qSNwtk1YCZoTpA8MIxuBE058CA7OUNaA3EQ28gYIilBbU8TzLTKdPGrZhfKWR/3JmwBlaJMpGXpX6rrZc5ei9piG3ZWxR31UhsBk0UP7lBEvm2cIhibytFfQ56LBSOzEH4H6gD8CuGGqKepAo6kHa9plKCPnbRUFJ8/xZJmRQFn78RHWb9SexMEhMRXxc1AifwSKCKTzgOIesVZJIRyEimNKrAoY7jOS7grEVy3yKZGlBCRMU9YYhleWmH8Epiwc/tBBhGoGOpnOMWLGstFBGTCs3dKA9BpUXjvfpnMMTcHQu8ysiQclkoU6tSmNt7yG2Kwd5//lHMEdh4ddonj3cY7MCCNlrUBzwlsPPwuxfdyOyzb1rfFehqX79CQ0PFojGM/WNQL+yPCVLwDS1/dZvD+maE3WYhjvqVH9Dg42qA+N9zEUdQcl3LnCtOfJEP3D1t+4j967rGnOdAAQEw8ij8lznHaBypQrma/TXGP7NwAMDuv1DQC4BHDYQLEaIDn6dE5zgVsWlNFeQXPj+Odvw9x/16wpg5+5lcZh5TMScsq6IDY2/b56nm5clNi8NqB2TxYY8oaBwyzXSLMh2sTMLnF7xpvwhx56CLfeeivSNEWj0cAnP/lJHD9+HADwR3/0R/jJn/xJzM/Pw/M81Go1fPKTn8Tll19Ov//VX/1VvOAFL8Dc3Bw+//nP4/bbb8fFixfxO7/zO8+oHBbPFuwwFGaRV4GkQaw8kJ9/vOREdSCBfBQgNp23qANK2s2vQth3LAe+wYkmRxiJIUQ7ToikdboijCsUQ9YLISo7ETOCYVBmtsEEWrYTJkEsDlXEHL3ddkWHBn/kQsphXyJrc6Kz8kdTwiG5okzovMkRGLXQsKd2bfIslSCrHC7aTjwW4+gloI2a/S2gF3VLGzUtHMFzlyXOShBO2J9IhH1HMVf5gDDQgmAkCU9XNDjhR0XOaGFUnNEmhFUOBjBZYqhtVsTgwipBkIVpbKnelBpYROUw88kCJwEOJtUueBAvOB0aAKMMCt1WtU0bfuYklnJhvYMFWnSc6AYYKPO+jBnCHUbh58pnNEmKwtG6eSngjRxMwW66lHCqk7xUiE050jmB+iqIVaIKHEYbcP2Ml659RObqURYM/pQKqC2H4o4GE9AMIRbaVdQ5beyibbco+SO4/lBMUfMVijC5GpphMKLb+rOFBrDKKcOK1LE1eNnukKqlddMbV/dOFi4DqeubICNwIktp6Znnagy6FefwJ8rh4TNBh5px6qFu6rO+XiFrm8PFlDNFSYaJDPHVyf5eop9hy17UOLGIFHWgf9QybugDhaWZBAMd3v0xMNln+lCPu1yJvtvY8dy1f9Z240V65uBo625q3qn8qY2hdJSLamrsBAM39j2z2Qb0AdjmNojCjOnCvrOicSgDTeNn7xttmoPbktuETB+SASc0pXJzODbQQlZpOkJAz6V2Lg+GU+0OdwAORlMqlT0H0eAFg+AON6wVEt3v7WZu55oGPYOXup8DOochsCgx5qgdvYmeq+x8Hw7dnMKqqUMbXF5J3mS7+lHQ0/+fXFHAN/CposEg+gLjFfccu6b5Y0w5apz6MNF5VkD9gkQwMFA1nxOEs3VGz0Gt0xa3zNA+qStvshwQ1IRJd6hbfCiDv60nw6LeofdonBpBccPo1C8RXhgQc4n0GW0C6xcLgmPVNkGY6ebTE4wNk0fn0ZJw6/0jIfUlkUo0ThuI2KEY/khiZBSvmxsVbaqjLc2QYi0cOCeYZa6JtnIEBvYW9lxfirYleKVQu6Cfs3O1i843zjuYifQYepfp9uGFovu2TmUERcw6AvUL+jcyCBBd9NA4m5h2CxBu60GpBMfgZ7QDs/X/vQvyB1+gv/cYCfdEPYbmad023s4E48s6AIBgJ4f0QqqXKvaoz4V9gcocsi3sbWaXrj3jTfiVV16JBx54AP1+H5/4xCfwxje+EX//93+P48eP4+1vfzt6vR7+9m//FgsLC/jTP/1TvP71r8fnPvc5XHedlud6y1veQve6/vrrEQQBfuEXfgHvfe97EYbh131mlmXIst0ztixL8GfoPZ/ZzGY2s5nNbGYzm9n30OSMotDaM97FBkFAnu0bb7wR9957Lz7wgQ/gN37jN/Df/tt/w8MPP4xrrrkGAHDDDTfgc5/7HD74wQ/iQx/60Ne93y233IKyLHHq1ClceeWVX/ea9773vXjXu96167uDl78Mh4+9HJvX+cjWdZJGOOTk9VJcc+sC2hNjE5YAgWTkoXVan5izFkdqBF2iTSeKEvYU8YTmLQE5sN7nCsKS9VcAN5CIeI0jKzwS66mvVxRCsx4PLd+s6N9hXzpO1cyJSijOKHQocgleCvq9KKY9zYqy16cTKJVg5AFj0rGjVIETc1FcTTGVVMibnCSZoUAc1X5fITGhaMWdvLatY3peYUVQ2BS/sH4/y1ziJ07AaJqvmkmX5JS3BHhuPTGSEr145cKcImcQiSTBE17q99E/ctLSXuLgJP5YUjIuq6aEZXxMQW8U/AHfJaIRmHbIG4y8btq7aTy1QeXCr9x5BVmlyDMcjCTSLqd2ELnzmCsGqh8vcUmIX20WLpF2+C4vm/Rc+ZkAlG+9wxJFbJNlnTeZl+7doeC4eDOFyDwj6wonfmT6z3RExIao8yYjz3IZuz4rfeeZk8JFEIrYydxLoSEVNlpQxHwXp3YwcFEEKw/OFIgxo36xxOCIT99bE7mCFO4do22XLAguyWssMomso6c/L3WJZshccisyQWNNegwycO1rTRUc/TIGnwidqGnK4yVKRwymoGi2/8mAOZiINCJY5jrJp7z9CvD7ruKt+JjiDirHc0WRsWkxIyYNJKTmfmvnCiYdvA6p8yAXDcAfWI83Q9PwpfcPe6hcRJw8sFZszJbXMhwBOkohUtsf2BQriItI+SNJUAbAecbLiMHLnJBP2Hdzpj9W1M+ytosQxZuSPOe8ABjVr6I254UCqxwPt24jRr8hY0DRtGwhrny8hIv2lC6CwEojQGSgILWNCoODJrlxolBZyGDqIi7+GK7PMUYCY7znU5mgtBedor5DRdoXrALVSTBWu8sPHWH1R44DPtwpqZ3DU9tIj87T74f7A5R1Xd4yZrDBhWAogYkVzXLQHVGAki+VxylB1BsWYGlB0V3pc5p3go0J0j11UzYQNpdPCtTWp9Y9kzwv9gWu/XcKWqMBXW+NVcMPX+fk0U8WXRnLmFMZ/X4BZjp8FQkSXRvt5eTRZ8r0D5OgHW1XmJikX5FW8HpGz6AdoXHRCenYRFueV/AS3VfylkCwoyu7fVJ7ta0QT9FaIhaU5HCbxqv8wReA//2XdBlfciOVvfIZEQQUczWK/vJCoraa0xpYtDzSj6hi4QTg+pceBnpmu+07diVLKZFlGSYTw2bAd4c/hBCQ3+TU88ADD4BzjqWlpW94ze23377Lgw4AP/CW38NQeIg3FbI5F7b0pnDCREsk3MLBKr1hmyzogSQKJ9zDlAu1eokCz93G3S5aerDqz41HNzG5XGO/RCoQ9BgqM1co7sLEdhJVXG/6Lc7ZS5kOSwKojyWVyUsdNEB6nDZKvGQoYkdDl1VsF0bNbnCLmBGuFGCwAQPlgRYgFZXIjABLFWi6LKI1FA6rXjRcaH8ac1xbVxjtMxvcIYjloIxd2Hu01yMIDgBkPkO87SaFyaIw78hQGKaUZAmoaZYo+GOgMMQ5MmU0saSLCpNlD5GhYUo7bjFW3OGfeclQ1s2C3eIozOcqBOExy7rD/tlNjH1HkTHCKyoPRIVF0CYAXEhSVoMCtX/zXEU0WsFQq+ZZ+EQZOaxuGbsNSjrHIUOD2+xyJ2AUOQGkrM0gcoN3rTkcNKD7uO2nRd31E0wY1YnI3AEgmZ/aDFacKPuk7zZWItdlITy80LhMWyf2UCd9YLJoD1ugvhyMJCYWSiBBGOmyZvDshqFEHwhMndQVwQ+qwIXttVCLKfuSwx8XmXuPvKWpSe24CvscmWGiaQc5+iY8G285SEba5cSmgUA65oZQOkq6UrM4lDHc3wHwqELXH0MF7tClYPsRg7CHQwUS3lHC9aGigV2Kibx0bViFQH5I70yjL4WYLLtNtGNiccqJeWtqI2vKaetlssfBwviUkmYZgWhVqxBErSc9QOSWkULD1/TDQTjsMmKorykao0nJCSPLFOAJ109sfypjEDOQ6IpdlJrS3DdvAUGf0YFn0mYEA6ki9+7S19hhQLNIWNhHkTOay7QSp90c6fmytm7LzwneUYVAxqY2Lsxu5uAE0bijQfTGrh/IUOco2TodHvDcOIwZ5Y+knBHUraiDbjDdH2S3QBXoH5c1QIZSz8/QeQHTgl85XEe08DhrijM9RxpBtsmKTyq2yeULSOcEHYC5dOO4jF0/KWJBm/7uUwqTQ03zPRD0jBDZUoysYzHWHDFn6B8xom/bFbVVsRBjbChxa+sVqsi8Y9NH/3L9jOYpDrG/YdqGEXRyvC9E/YLu2GknRLnikXOlc7LclWuRtc26niuMl8xBKOIET/LHEpNFO7c4ljXp6TwK5RtawpaguTybC5AsWRHADDtX6t83zyiM9usB1s4kMgNHSbuM6ArHe3SuTHpUd9TRHg/Rqr6X9BnNh8pjqF5yoy77392H7f9Ds6a0zpYoWvoZQS/D4Kih7J3TVJLdx/RiWzs7ws61erISmVOX3rzhEoWjXIIJkt8re0ab8Ntvvx2vfOUrcfDgQQyHQ3zsYx/DZz/7Wdx555246qqrcPnll+MXfuEX8Nu//duYn5/Hn/7pn+Jv/uZv8Bd/8RcAgLvuugv33HMPXvKSl6DZbOKuu+7Cm9/8ZvzMz/wMut3uN3xuGIZfA1XhYgZFmdnMZjazmc1sZjOb2XPTntFOdn19HW94wxtw8eJFtNttXH/99bjzzjvx8pe/HADwV3/1V3jrW9+KV7/61RiNRrj88svx0Y9+FD/yIz8CQG+m/+AP/gC/+Zu/iSzLcOTIEbz5zW/+Gi/3t2LWC3rhVQWiupGhHQXoGfaNaB0YGdn5vA00zij6rAJFvx/t4agd6wEAxk+3MbnMkPJ/xd+dDGQOlJMFgdEB8/mnlhEbr8rokML8lZvYeXiBrrNeKBvK5blC52RGIje8BDpPGXnvlkchNp5JVLHzHhLTxEaOKBSYZLrZ6hdc6A8SyObMqfzpHN3HDbdtJCgpb7ziEeds/1iA1mnDh10qLVtujv7BSEHYKIBy3oX20zkJGFQhx57/J6VnWAaBqMfIi7/4+Q3ky03iePVGBSZ7Y/O+AvMPaPdW2Y7gDU0brtSI6STrCCzdp13ySjB4JsQn8jbmHhogXdZutIUvT1AZsRNWSpKkHx6tUZJb60yBcNVwpB9pEvdvWRPwRy6SIjKg85SRch+X8Mb6czYfoYqNd3cnR2YYYLa3Yxz4ii7jeF9IUJqsLYgvPet6aD9dOS5zgBJ6u09mKO19ezmSJf1OrdMuG5GVCmPDqtB9qoRnkpeqkKOKOOJ1I1u/LyJYTzon0H3C8rVL9I3aVG3T8S83U0a/ZVJpTncAYn2AzR/cC0BDpmoXE4wN73yyKCiBrr7mJL1bpwuCJE32BGg+rSNjyUqM5gld72UzQNlwYYTGBY7aecPhvC/G4v1GHOvGkDimG/2SpLel77z43rhCMNAdzR9VxNbQeapAUReUTMekwtIX9DNO3NLFsf+nBwAoOjGY0r9pPTkijnRVORjGdsnQOO+gXNGmHhs2qmZ5wlfzDni2O9EODFrQxEQzlMcw/4DhDr68hcEh/U5L92UoG4JCyUXTp6Ss1hmJomX4zgcK8w9qrNzocIMSyLwL2xhfr3mP5QVXtyJXCAeSxlLt7AjpXu1l3DzuYe4rhst5p6Qoi/IZaqc0nq93bQd1I+/Ny5DqvX4+w2SP7otWuKRu6qj1dEpaBWU7Qm74pnmhiM87Xi8Rren+wIcpZN3wuy/X4E2MbHw3QHx+jNER7Xmtnx0jm49MWRTB7vKcY+4rNsmNYWTGiBRA14jJxOeGyA3zR7SlxWus1zfazOleYsWjxPa0I1AzbBZzjxbEmc8KSXoGecPxjQN6jFpogD8okJr5wR9XCLb1gGF5ickh7a0MNzO6HgB5WotGSF7C5S+mqMIIjYv6XeYfSpEb4aLJio/OY7o/DS5v0G8YRXwVOk8mKAzDTf1UnyTZ/YlE41yGyYphi/IBz8AfGhdc1K318CbKrq67ZCVCtKXrev4rCtvH9W/nH06RNw0T0VaOdCGgepSeg6hVPsfi3+ts+NE1ixSRjbYrLD5g5p1UEqd6fa3C4JBug+XPDzE4ZmTY10rUntqCbOn5aHi0SZz3/lgi6Ou6unhbiJUv5NQ2dm1UHsPiA3puWrupRnXrDwpUsYfBUT3/BoMKzDDsxKsJeKLn0uGxNvb8o4Gm1DwIM+flbQ+1Nd33RRHAH5m1vPTgDzXHOwAs/815EuKprRfEgpIs+ARB2f4/bsPi/0ezpvTfcCuRRWweamL50xcAADu3rGDu4SFWb7VJsMCez+n5QUYC29fo91i5ZypDfWaXpD2jTfiHP/zhb/r3Y8eO4Y//+I+/4d9f8IIXEKf4d2p2gy3WA6SG8koVnMKWMnCsCDxyGMoyBVjBKCQFDmS5WSwyBrZjxVZciLCsAWXNYEx7CqOD+rftk4oWJ5EybKx2IGz0h7ksfMJ7+gzDA4ETPikVJktmQTtf0WY33FG0uZnGCFehQDrv0QTWPxJQCN+fOBxsMhc4BosdJ0iRtRl4qf8g9ydI7MJWAbwUBHvJmwyNCw7PaTF/O8dCCs/vuStxFIdjV1dMArGZhDdvXdQ4RrMRrqIAtTX9t9pagZ3r9KIABYQDXa7hPuEYXCSwfbXJZB9IsAWz8b0WCAcNCgcnVzYIhlTGDvNZhZo6EgCGB3xkXUPP2OaIDVtD1mK7MLhVBFLhU8xHMI6oTiy7Sd6IEG+aSTausH2VpXpU8M3hpWiAhBxEJpHMiykGGEe9ODgYEIxhuL+GbM7iG33aQJWRYxEZHPQQb1n6Nb3IjQ7qMuq+YnCxJSiLPxgpokDjlYPuVAFD1jF0kFMUgYo1KZxZNDhGB2tTDDKOTk0JQYvs8IDv4Bic0aZdcUYLKJPYRSU4WWKAiugdR9cZNdcW6HnJok9tWwWMvi9jjt5lJix8lhM0Z/uqQLNITOFat67Tz1+eX8PW8zTszU8UMrN52LmmqUPnAFgqCDvNJ4roROMNibypxwjBkRggY4mY54QHB/R4DwbSKOe5ftk72tHvEWpIFQBs3BCitqEwWdD1JXKH484bDOlB3WmiTR/rN+v+600UsquMCMqxGhpn9WYjO+qoIZOYoQod3G3nig71c16AKNuCBTcmR/sEhvvnTHs4hdoyYpTD0T8aErynjGqorVfoH7UQgBBp1+HjwoHdgLk5cHjIx+CwrgdeOqpPzeKkn5csMkTLbYLXTZaalOMichdqrwKGtRdGpn0Uba6DkcTEqEz2js2hecbkOnQ4RvsctKWoOzVWXgDbBtbgZcDkkP7NcMunsVfUPYyNzkswAIqhg3Dw0jlbwr5zwIhUYuNGR/9p57at6+uUI1LGjCAv2UoB9oQux+Z1EfK2IiaQ0YpjbRGZwtZ1+pDiT6SDGRLDEUP/shitp/WGsXdtZ4qKkiNvhjSuwr5jkJksCMewcnyemEe6T5R0UJA+MPeogYfM+wRjC3sepM+JktSbOMYuUUhsfr+meamtlSgW7HjxMDDraeeEPhTq96vgTXSB+1c14Js2yLoC5Q1LtKZ0Hp/g4veZDfoGp5wuXgLJgmfKy9AwIj5Z20N+QPeZZAlYvF+Pr3QhQLRdkNqzSCVhwpPlCIrrfl27kODibfp5rTMSBUy+VqVISKx3NMac3VOUmpnFts/GS/eSmmUVcIKNRj0HTWmdLdF/g2ZNaf+PuzD5iRcB0HlBo+s0j/B4hUPkDcojq21W6F+pB1PjfIbmOV2WC993aSIG1Cwxk+wSBQzNbGYzm9nMZjazmc1sZv987dI8Jn0LZtlN8pagVHjpKzTPmhP9EiPICas4JWnykqF+2nlbk3mObGAgLBnAjXfDSxWESRAc72XEuBGvp4g2jZiHBOrndKhxtDdG0RQQqblus9rNDw7tDWIVYKLg8EfOk64EQ+OsvleyFLrM96HzkJexTtazEIvukyWGVmwgU6gbOEs6JwhKw4spppMEjqGh54RWvEQnglovS21jiqWDaVlm+4ywp78fHoqIOUIUirwq1gti66CoT3OAS/KEFsoj9pmi5rjBRQ7HTqFccqsUDJ7xMgd9LV1NEs3SI15Uf+wSmUQGYqvxJ66MWQuU9KiE80bwr4rcTcuJs9JxV0uhRZcAgPGSQppZWyAxCYnxVkW/9SYSkXBQit5R4bySlUuKinoSInHvYb27ogAlVRV1Tt6iMvJRBYz+JtIKQ5Mo5KXOY8imnA5MOkaSyYKgug57FXjpYDm2/2Udrv9mvZqB5xgapGN24ZVjsOClIriNlziO8TJ047CocXiJq1OmtKdZf4bjnZeOC1rLWutnBAOJ0DCH8EoR37OXaC+3rbuwV5H3PCs9RJbBQzmvob8l6XnRBof09DXB9hQ3d65ltHnh6gZMgQkFn1VQYgqLwkCsQMyzdTLNU8/gjU29ScMyY+YqxQB/5CJSbGSZGLCLicZ6UXkJJMs+1Y/1xrLKMN/Y9t1xSc5MurwoxUCaBIo7QRcoRvNG0did+EfsQUwnV1OiKnPlqkK2K3HYevf90RQHfOLarQrZLt5tXjrPNi9AsLuyxhyne8iofaTnEiBFzigRLxg4jnzpMUTb0yJhbs4bLzhmLJEp8NRAoALdVwHtAbY87Eq4qI70TEKsSVviFSgCkSx6NA6lAJVrmnGI54rmL1ZyF1U0Wgx2DlQcqDzXNyz7F1OOeID6plJoPzlB3tHzfPPpCcHNykaAsuFRpE1xV79+Mi3XLlG/yOmzlUXfPl5HrXJwppZJaBWpRLSeQDErEFRheEh3yPkHM9Q2DSwxqVBfM+2zlSFr1+l6W47hoYiiwe0TGcE5eMkQDEpIXw+syd6IiACKOqPkyHDbzXP+qMTYQqjOZci6uky1NY7URFfDvoaOBb3c3DdG85yF81UEtVPCMUKpKRam+GKKfM5AdB7JiQc963oY7wU6/2DhZh6idV2PMhAkxNM8nToWlJZPEJTJT7wItT/W6AH54hdAMZuQqr3vdatFUROIDBSxrHuUcFq7iEvTZomZZM/ZTXj/sIVuAOkRm0YvkHYcDtxiuoKh0sp00FnpoysKgmVUETFLoawpNNf1P9IuQ/uU7tSDI4JYNkYHIgo11i9kGO/TAy+dB7wxR9GycIKpxYk22lqtjLDiMaeQa7QFJPMO1mBD4kXCaNPNJNfKWAYOsHPMm2IXYGBmV5G1GcFGysgxW+QtQFn2mmaGvG3Ci4Z+zd63qLuwnhLYRU9GCpZbDLld1CuGwG4cOsC4MJspw4xi31cKR3EYbyui0CtrToyjjA1rAexipq8XOcANW0M2pzDe69OmOe06PK7imvEE0M8t5vVFkyUP3tj8vgvaqE+/tzdhKJoSySKnf08LHXGzoc+6bkMtPIn+UV3vle8WQ+l57uDXEhgvuw1D0QCKpmFBmZtiI6hzyMhskBeFY7tpAGXkUV2N9+gKzTpaDMbi9AGX0Q8wYo7gmVNZZZIhN7jsou42otL3nFiPmGJ+8IEqdDCH0T53WPGHAGx/4A7Wo2kNLWTBCafoTbu+pgqBogWMUv1QphzzRFl3ECbps6lNHqbqyiOWDoBPfa8XSuqb0iNIyb76CKsruiJE6upECkGsPenRDN5Ej4vscAamDJZ+TW9aLJuJLY+oFZjzRpD1ihQzFTMqrv70YQLITD/LW67es45lZHIHoLzrHAaqYRdWjoTbAw921akdqzKAo0QMAZm5sVfUHSMKLxyLj/SdIFXRdOWFBB3wywhTeRrMzQGcIewrlHUH7bL1rjzsEg4qzQZZMQex86bYh/RG25Q9MgdTU5SioccivZdlXeGOHSXoTc1NUwxJecuNr7ypr7FML2XsDhRVBNhzhj9iqBqF+Y0PyxhY1t1cwXN3ICzru+cdyCnWKuZYU6Ac61QZ7WbNsvcKFyeA0pWVdwAwt6GvQncdFJDYA3AxJU5lxwpnGFxWQzgwa9jRGjlgvFQRc5O9l93c6b5roJBtTmOntg5UZg7KWwzZnMO8WxibN+Hwpyjxsq6gdqgij6hCA+HoGYuWTyrXZV3QvJo3HFXoeG+A2rrJr+kITJZ8YkeJtyT1AVaBnEThQGKyZNaheQexKVo+BkbZUnrAZNmwoTQ5vEyh/fCOvq5WQzKvB0+8ycmR4I1KpEbBuhoxOiAFPY/yoob7BVpnzbiNdJtYldbxsofaaf0uybKjXfR2JijmDB69l2HTMNHEWxXki18AAOCf/RLBVMJehfGyh8V7tszLM/Sv0RWpOCMqQzvHzezStefsJnxmM5vZzGY2s5nNbGbPMZMzT7i15+wmvHlWn/TO/3AFERi2iIohNdCJeN15OcYrDJ0TNpzEIYYeOicq8zcBvFC7bPKNNnrXa5dC+yEPG8+zSRcgmAnPJYUO114YUQIjGFC7egfZAxrb4I+U8wBbdpRUYuHhDHnTeP+koqx0GXJiSGBlhbIZmGcrlJHxIAwKNM4y8r43TicoG/rmIq1QmetaTzvpXjHKUDX09eN9IRqntCtmeKiO+YcMM0YlIdISg8ssi0BJ4TTlMRQNy0JREpOHZSABAC+tiMEi3vSI2SJ+fB2yW4eMfHqOZXuQIUf7EY1nUaEAN6wKydEOhGEuyeZ8LHzZUHFIBTGy7CjzmP/7syj3aFdop59AtrRXgeUlSvM56/rwRrrsC1/OEJ7RlBmTYwvwR9obUcUe0jmTjNuvkM352HOXfo5iDH5ffy7aEWVQdJ4oySvUvybE8j0j87yQ6i1ve6hdMP2qEyLecJCbvCUwMJGcpS9O6F7BdoJsTrva5h8YQpr2VIIjN5zuIqkQbuj7lu0IijEEmzoem600CGaTdn00zxkRjUlJfSbadJgb6TP4Q8MEszOBrOtrRD/B8Lh2ofBCoXZmiKJjkz9jEmEJhopC5/XzKd23aPoINwxzTsOHvzUxn0NiygGArOOjcaJPZW+d0t9vXxWgeaYwbZJDeVNJyiaMKbIKkz3a3RivpRge0V6kzlPlLtYJnkvM36ef//h1K7j6bzb08/a1UF/TZak/PUC2rL2PfCvA0n26L072Bug+7sLu/rJA52TlhFEqBrke4clkGaLvObEeCdTWJbxUApVjR+k+rn84WQkpGW3uiRKKAUFP/62secTkMP9oiaJuw9WK5LPLukDQ15/97QTZUt20lU+eUn+i4E/kLkiUZVzqH/JQf8KE6odurpABI3aJyUpA3MzjvSF5WtsnM0xW9NxUW80xPBSifVK/o2VT0e8hyOPNKoXCeF79kSQvnTcqqD+UsSBPbd4SqJ+bYLxft6k/lrvEokiQpS7QfdLNUxa2pxgw/xVd4GjVMScVLR9ZyyUmt58uyauedwTBMPIGR+NJ/ZuFR8opSJpCFdmIHSMmoirk8CYVybKHmxlBE7xhAVhon3JRABlw8NKUnTNiBVlrNuGZOWTxyxVWb/bQPlXSvewcn815NJeny5Ero41GlRKtExNic6k/toXJZXq+ZApobmUoDNNK3vIIquKlHs0hzS+cRX5shdrHH+hydJ8qkRpu8HgtBTOh0nA7Q7YQE9woGEriNWdKoftgTz9vvobCMOdE6yma50wC+aCkqHHnZIbhfsMI9VAP4yOGVaZXof7QRRQHtfu7igTaJqHXm0jEq3reufAv6thz18TUiSKxH29YYOkLul+v3VLH/MO6DnlSgilFsvDxZglp1rT6yT7NQelKHXOPm/aYVBRBqEKO+tM6JCWyOqJ1fd+s3US44xhnlj67isENOjm8cWqEwUH9XuPLOjQuBkcjYkEZXbdMz+i/4Va0/8ddAIDhT70Ii5/fxMb36XpQHFi6W3vxoRR2btD7kLnHZgmQl7o9ZzfhNgQWnfORX2YysPueg140nWhM5yknqFLGAFtJMDb0dkUdmGwYTJoE6icMtCAC2icMBGWfY0RIuxyh6eteokgUQgmFwYUWWMdsqj1G2Fm7gMmQY3AooO+9icP7VQED2+Movax4RzBUJI7CS73I2lBy2q27LPzMCRVVfkAhvrAXU1ivjDSjAQAUcyX6R/VCEQ4k8mZEQh2T5cBhb4fAWLPVoXZROJGPGohlAMwnjH3/MEe0o+s6WdiLvOUgKCJXSOYZ3bfydcgtneNQzMSxASijLsRKYGIo+xQHvIkpewPovWgfhc4r37F3TGPmdWhf33N4MMB474qpN4YqtNhpUF1F2xzpksTm9UYQIQUs0LOKNEMGAGSdkOqhudzD9jVtuq8NN/MCKBp6Yyc9naNgM+/zpguj71xZm1I19JEt6L7cv6rh4Ch15hQvc45kUT+vCow4Td8IX0ROLCrccUISPPepvGknmFILZZC+XcBiYrPIrm0gWXQb2eH+LrXh8LBC44zFuzKiKxyv1OgaXjhmAjBAHXYc/3azUMa6rHlLNxCTTgQoXQAmQ/374UGfQvu8cDCOYODUA7NOjeArZehBCTaFQVaoLu8AABYXNrD5Il3xvAQGh+zvu1Q+tifFxvNNzseeCfqGsqyIA0yWNYzJlgFcAXM5DkTbkPOFg6MIYHCAw8vchs+bKAz323C+g7T0jmoYkD82IfLAMadsHfeoP/UvY8gMvndaSEdkEeU0iMz1q3idUQgc0HOhhYqUNaAwkAMv4bs2uMLQnyoGZG1dD1nXiQBNliKCkEyWIo1TNn0ub4QkUiO5xrtbGx3Q79Q66VG/DoZOHXIaniFSYLLcJAiM9MQU7hfU56QPSN9e5OAo/gjEbOHvb1F/z5uaPtX+Pm8GNK9nHSDecH0+XdC/2b5yaomUTkhJCUAY3Hg2BzRPCYKqRHOCBIkYvCkGLQcnkb7L1RCZY4nJ5yvkBl42XubIlipiRymPeA7KGAFZs06fCatu2lL5HP1jNVpH4qXQHchSiWQ5IvGxZAkYTrFAOfjOIcLP5w1GeOmNGzwStWudcNWTd0J4kxJBT3eW0cE6to/rmy0+4CHrOHaq1qnM1COjsVvEIerrerHcudxDZqAU0U6T8guytkDe2k/rbt50c+P2VQJzj+nO2Twn0TumO0TUk+gZBp/OiQDDg4Lq7eKLDPtWH4AC5ffsXOEOtGXcQWhEj5JFjw46/UMejYuoJ8mBkswxtMwGvqgxJEvA8ud1p+s/b4kOWb2rmmhcNHlOO7lTnZ4T2LlFr1XjFY7OSf2MsFdh+FOaKaX5/7sb/X/zIpcH1hVI9ulONDjs01hvnsPMLnF7Ruwod9xxB66//nq0Wi20Wi3ceuut+NSnPkV/P3HiBH7sx34Mi4uLaLVaeP3rX4+1tbWvuc9f/uVf4pZbbkEcx+h2u/hX/+pffccvMrOZzWxmM5vZzGY2s0vclPze/XeJ2TPyhO/fvx/ve9/7cOzYMSil8NGPfhSvfe1rcf/99+Pw4cP4oR/6Idxwww34zGc+AwB4+9vfjle/+tW4++67Sc7+j//4j/GmN70J73nPe/DSl74UZVni4YcffsYFr63pE+D69zEww+qgIkmCKvULoGz73jGOucdM6DAWkBsRWqdMFvSyj/ELtAtP7XgYG37Y7sOCPGVMunsFI4m+4Sf2xlq2GQBEwiAOJZAnTGb4RDp+cMuQkEu0n0oppKgEI1GcrO0hMEk0Iqtc9jBjqEVO2hvQQg2ADv/apDxeOYiIyCrkbX1NtJFRKGx0MELd8KX2joVoncmpXLVVBW7cC/7YifX4gxLxpnb/8FKRCEE655Mnxx+WlJTSfaKikGvzaQ3TKDoG5pBUiLesq0xRyC7cCeD1tKcgW67RM/JuAJEa/uZSQaT6+43nN9A8NYE0yZWskOTtlz5HWXNeWBsqbZ7JCbaRHGxRXTGpiOmkfrFEOu8gMEXTQ7ipXR1FO6A2qZ+vSEr43E0hVh7T75G3fBJvmCz5JNZTNgRELhBv2OQizacLAO1TGcF9gl6BkeGwbZ0YU6i+CoXj6S4UQUhkwHdl26eLEbjlKW965CVRTLN1ADoaYd/dSypqt3A7g9jQxPqyU8fwMsNBPKwQ9HOUBhZRNAJi+fASEE9tMKiorYqWh+iiqZO5ENFF0w+6MfV9prS3vPNwT5d9b5MYAWTgoXHBMRNYD54NrQNAsD7G8Jj2PIU7JQaHDQvE2QLJko9400AeEgl/oPv5qRfXcPRB/Y7ZQoxgaELqqwly00c3NkN0n9D1NjwaomlEvsJ+hWTJQ21dOl55I9ZzMlmE2PQdHKXUctqKO4aRKuCIDRd5MicwOKyvrT8t4SWSYGlV5LL0WmcrbF2jy9g467x0TIEgW94wR2IEsLK2ILaReEMapiAzV6WShGmSOQ4/cZABSj4WjKBkRUOgZkL7k5XI8a4PnEBTtF1geDAk/vxoq0BVs2wu3LEXKSAYWM+7pHku6Bc0T4Ez13/qAtFmjuHh2JSxItiIOCt3wVaIXadQyC0chYOgJUG/dJHAuofKd1zz0XZB86eXCCfxvigoEbTzVEl8/2HPvbv0GLFRpF2BaLNEaSKAzSf7GB9t0zva8e2NKz23Q/NSWyiQ8hi1TRV6CEzZwwEwPsCJV7qzmSO1ojOCIdp08ws33lVi4iokauslsRTVTg0cpGMrQ9nwUT+nx8Va2CCmqioQiDeNUNbjOyjntWeZVSFBMlqnlItSBJzqmlUKVSSIcYRXCg3DVuaPK5qbgiFHsmggTWsZom3jAS4UzbcdzjAZGAG4jQxFo2bqRKH7pU2UXf3vvBPASyrTngFiUycbN4TY+9m+KaMHkZtonFRY+LK+ZuvaCO2TBo43qTQTmCn7/CM5EiOq136kBxlaBqKI6jgYcUQbZn1oeARFDIYe6k/umOvnkM4LlAb60zwxwOhoy7x7gc1rbXQrRG01N23AMPewgbbkDRpH42UPi5/fBAD0/82L0PiDu7H981revoyA7oN6fQu3PWwfN9H98aW36ZzZbntGm/BXv/rVu/797ne/G3fccQfuvvtunD9/HqdOncL999+PVkt3so9+9KPodrv4zGc+g5e97GUoyxK/9mu/hve///34uZ/7ObrP8ePHn3HBe8f0oFj+nML69+nvWMlQN+GXyR4QbKRxTmGy6BghZK3C9nHd+RUD1JYZoApY/IJjUdlrFCHPvSRC0XCwkaCnL1/8coLBYRMXYwB/pIFi3mQld92GwYbLqpBj7eaYQopeAgq1R1vAaK9ZEFIgN+FJL3OZ/l6iP1sWidG+0P0tBSINd0XR9J2Iz8jBBIomkCzody0Pplh/ni57ONh9X14whGZBqQKPQrBQADOzL89A4UJvElBdj/cDoUnYniy3NHzGohGY/h0ARDsKvctapl4AUURU7yLRDxQFkM4biE7u6nF4WQUmGwTlSTsOLsSkYzAQKZCuGJxnM4RvWS86jqWgCoBswVK/+UhWKlz4FxE9U3ETnvcc3VOy5Ba7+c4OVl+0SPeydR0MNWxF14/C4CjD2AgzZXNAaVh01m4MaRPkpQLJfnPQeEF9FzuKrd+iCUTbvnknHYbuXWY6C0Bh2rAPJCYULDJHT+cPpvujT4wO4Y4PJht0DwsxYJJDJD7RTE72OriPDFyuhBIcPPOpDdjlTaqHvsGiSt+Fy6vQ9Lm26XQMmGgdCuRdCWY6XTX1G2AKspCF1F/9gRNHGR0I4A+AwtAd1lYFqQZesfw0zv7AEX2f0vV3/2gD8abZzM2n2LzeCOfMT9A7ZhRMTwpkHUM96ANIACYUwn1jvKBxGp9aumY3HOWQhl3YeuM5kJnwf950LDobz+PwR5ygSorpMQQA2ZxAejQ3dRcgXXAwLcuExGRIIfF0wR3403mu6e7IAcAJruFNgAExAgnqs1WoGS70AzXECNBwlNjMLb3LHIUezwXCPjA4ovuA3w/pGVUEgiyoqTlA9xdLe+cTbIgpgBUGdlEHvLFHz1HCwR+q2EFTpDAMItDPsn25tgpylDDpEWwub+vf1ExwdnAopANV3gFGBorjD4HsgNnMKX+KktGj9wMAkRgIUQj4Q/cuo71zVC5/5CB8gIMXlSHAKwN9DFy/Tq5OUVvVPxgeYqgWMoz2638PDke75lJxUP+DVZp+FgDk522dcwwO+jRHZq0uvMQ4fOZDLR62aBjCQpBQTFkDsYpMFhfofesXJR2gh/sYWmfMveYCwvsDQP3pISZLunPxSiExojzRjofMMJcFA6nx39AOhu1rzOHltALP9LjvHRXUrweX1XYpAW/ctkDsKNGWIgXqKgKytqUJLLDxQl0Of6wIHlRfk9i6xh5kgJ0rDWSv8BEMFOa+pBevtR9YoPlXHGsT9FFkEpvXGTz7FjA4oBt9/isZhgctUxpDGenFcbzMUdYAYdRgN27uYPELPf2Ox9vwDYyocTqhXJbuY2NSwgyGjoZw8Z4twoDXV0ts//xtmPvvusHVv3g+Blfr3xQ1Ro639Re4HJxLydQsMZPs2xbrqaoKf/AHf4DxeIxbb70VWZaBMYYwdPjPKIrAOcc//uM/AgC+9KUv4fz58+Cc4/nPfz727NmDV77yld+WJ3xmM5vZzGY2s5nNbGYze67aM07MfOihh3DrrbciTVM0Gg188pOfxPHjx7G4uIh6vY7/+B//I97znvdAKYW3vvWtqKoKFy9qF+LJkzrD4Dd/8zfxO7/zOzh8+DD+83/+z3jxi1+MJ554AnNzc9/s0btsWpjBhhutoA6gvXEuM9tljQd9YOJLOuWCaRgLAIgeJ/5dXoFYAKY5bL3UnarFpAAvnWtCcYDnu8sAuGQ0+o7t/jtgkjxje9pWYHWXUW89Vf5YaRn5nruvvQefErlRDM5bVWGXl9jeK6rlELnNKtW/t9LQvARBX0Tu6k56LtGx/aRC0XQJkNYTqblajfelw8Crac+r9uzbd7H8tyQ0oauRErp46ZJaRbZbkGKXAI1yZVdiqrwBIJuVuRffxSBg76s4EG24BFpWMXp3VrnnTKmSgxdathoAtgd1WLSQyF0CGy8VYMVHMgVv7Lh8gz5QNhjdi6A0HoDQhZXt+/LSfWblNAPC7r49LSTDC9ARm5euD4jCtUdZt8mn2mzCnfLce9gEMgvH4gVzIjfDqXtFLmnSG7vrWaUga+5dKXGMAartPLdeOhVKLx2numKufqZtmltZTEVJqkj3MevBY2qKExuMwuhB4uptV39SjjdbTgmn+GMtVFWFro4BQJqOoeRufwar3H90rR2TUwmmdnzZCAavgLKjKy/c8cB964Z17yFSdy9WGb526Dr3U1cPfArVVtZcWarQzZWsnHrfqaRvVgKwfXnqHXgJ5FPea14ogndgKkkTave7s6nyWo+14i7R0Zvs5i6XgRvTZc0l2esLzOMUdiUq2rlNMdf/ZOi+ZxWQzyv446k52tSPP9hddkzVzy5Pum8gfymjeqm4LhM9M3DjiklXRsXd91UMKHu9cHXc6kygeES/ZX2f+lsVTY0rBbeOKBdRtWbXACsCNV4WpBFRxrosBa03Gi4C6EjIdBTWJv22TisUDaf/EIwsfIVhvGKhO0C+VCOJdlG4duOlW9/8EUPWnSIhmCq79QaHPSdkV8QM8YaLRE9HV71MITPJ/iJ1Aj3D/S6hm4TnoOcjO6bzFlA/7+qQSaBq13bVn77OaW2EO9L1E+b6b9r1qU6Ghxx8UHpAtAkkKxHVfW4gPl7qIgVV7BFjTO3siPpMbdNBBsFc0mzaFXrO/RfP13/63P3I3nQb1bWFF+1cg0vTLkFs9vfKnrEn/Morr8QDDzyAe+65B//hP/wHvPGNb8Sjjz6KxcVFfPzjH8f//J//E41GA+12G71eDy94wQsIDy6lrvi3ve1t+Imf+AnceOON+P3f/30wxvDxj3/8Gz4zyzIMBoNd/8my/IbXz2xmM5vZzGY2s5nNbGaXsj1jT3gQBLj88ssBADfeeCPuvfdefOADH8Dv/d7v4Yd+6Idw4sQJbG5uwvM8dDodrKys4OjRowCAPXv2ANiNAQ/DEEePHsWZM2e+4TPf+9734l3veteu7/Zd+3Lsv/4VWP0+haBrkvpEiLGhZYu2nNctnWOorZlTapdDFZx4xtMuRzBnEvHGdfQ6hiP1JEdmVBwVm/YGO/zx6ve1EO4YPHFNITw8BE6ahLaxO/mT1ytTWHgwp1Ny3hbwR9b9B8Tbpk7WEuKZFZl03NxSId7iGBzQN2xcnOIDzxUl5/BCEq+0P3Lcq8ODAdon9bue2dPC8le0q8kfFqgiD4MjBoudgZTWFGdUD2G/IlxhOu+h+4RJWuu5pJvJHhtiAOY/24MSAkXXQZSsN0UkEktfsvK9HDyzyoA+JaIULQ/NMy7pxyaLQkWYf3BI/NpMOUUyVklk8zbZhWHcM8k1J0vUnu4BAEbHusSF6yUSO8f09a1TBUYHfCw9oA94ckqWWHEgWtMAvnSpRglPOwXH0gO6HrOOB39iE20F6uczeo/aOkO85RK5rMdn8cGMsJZ+P8cFT3tJFu8bOn7jpkcJYd0nCojEJRlDwnGDz/uUiKM4UF91HqB81XDNT/FCd5+oiLM+3CngDUx7hD76VxhvzUQh2imoDxZ1D/GWfh4vQNLirVPlruRCf1DQc2winRKMsJWKMSTLPlpPmqTNVojahi7L4KBA62mTNFwokqzW7WUHouZiB4CwV1DUqnVaS9Bbujl/XGHuUV2WE89bwNH/Ww+yZF8TgUn8qp/PyCO6NvbROm1UBq/20Hxaf++PKoiMo3FOkddSSYZitYZHLt8HNs0TXgHNcyXx/tr36D6uPyfLPin4RjtaJtxyMBdNAWawwu1TJTaFdufVLyhEOybZdFwRrzMvFdJFPb7iLYfnbTxWgUlF2NBpj/VwvyDp7WAknecyU7vaypbf9nVAJ0DaZFOeVcjmA9Tusd5hSXzXZczJMwipMFm2bSXp90GvoHmKFYratooEgp0U6bJ+dykYgqEZk57j15YeR+dJUzDBSGkXSqFlEmr1/Gfmk7YP9RijuYpJ0FwzWfERb5iE8KZAWdflnX+0JHXJzonKvV+NE+d+suShcTZ3eQjnxkiXrRQoI7y1N3HJy+lCgGjLaBWEjsryfDSH/Ya+Lxz42HgeR/eJgt7FSq5LjyHa1GMk7/gIt+14MdWRV2g/XVDbLX6xj3SPDkGwUsHv55RcvnVtQFzmwUiSAmvz1IQ4qvNOgHA7NfXTwGjF6C/c3wc3oQ1/UIJJhfmH9A2q2EfvWERlX7pbj/Xx4SaiVf2OXi9B3tQRcC91if+8K1AZ6fXFL/SQHNDu+XirQv3kEPmirl8Zcizfq8tb1Bkpaw4OBZh7TN8r2EkxOmQ0MDZzzOf6vSdLAsHAJY6KXJISaONiRXldc/f3IWP9m/H+GIsPuHFo53FNoau/n3sUaD6lQ6XljR1MVhglcNbPlBgf0GWJ11LkDdPHfUY6ITvXtrDnc7oO+1c2KAG4f02HuMCTfQ10HxwTDjx7022Y/78cPnzrWn3fvf8ggV/BzC5h+455wqWUyLJs13cLCzp54DOf+QzW19fxmte8BoDetIdhiMcffxzf//3fDwAoigKnTp3CoUOHvuEzbr/9drzlLW/Z9d0P/r9+D4XggF+iMvL0zHeLnuJTm/B5IN6cYjpJBEirHkAU6IE7FAoyNhO04i5sKlzomymX+BdtuXAmLwHOFYV5q1DR5mgajiJDPrUwwslaV2oKLlFRprX0OWCuCdfGKOZicJPAJHKXpY5KuVA/d8IwkKDFVwn3PMVB4hJpFCLoFVPQD4X4gt1wxsQkk3d8Knv9fIbJskkMkooyya0cMQCUzRD+TuKS7CJBk1EVecRkwypFIdd0wUO4bZJ2AkbhW29SUlixrAEyELs2DLyoTH0JmgyTRY8SVKXHoCKXtR+fH5v3q01xcEvwDLRQwufEZiA9TouYNyohDSOPTD0os4IGg4oWDpFKhwVQOhmJYC5yGpbBiK2kij0n3W024LpcCsycY7KOj9rYbUj8QU59WeQK3tj05UMxLUi8kBgvW8Elui3SOZ/6GZOKeGb9UUmHj7BXQiTVFMuG4+ivX3QMQEHPCYkQPAG6zblZWJVgtLnhmdThcFNHZUM4DvEIU6wtOcIts0FtBRDm3avYo74sPU6HARbrDQ1Jgk9t/AEtcATosLdlr7H30A9hiLb196z0acPoj0vw3NfzCr7WWPlVmBnGUNYE1W/WcJLc0mNIDfIu2laAUrSYi8yNaSaByX7d/zpPMqqfoiEgCiN+089RP9EDAGzcMk9h6LTDEfXk1G9cSB1w9QOlHO+2xyhhKmtzxKbsZcTpPUSliAM+2maoAkYHxDhX1BdZ5ZL9mGJontWDLFnwwczzypqH0sxBnpIozIFwvOyhXUrkZlMrUonchOp5qaCYGXtTcymUorGnGAMvzYY+4HR4l4Khihg8EwDmuWOMkZ6WWdfv66TmFdObQ0D3GcsypJiDTkTbWuTL9uV8LqZNrd/PAcOMUcWuP/DK9fGiIZwAUUMhWbDiZnqNsBt/KA+cdCU4sQVVAUdqEu4ddIuBSYX6kz19304NpZ2buGaesoJPYc9HsJ2Zd4+JIUf0JiTaFW7lJLQWbVdUb/l8TO3PMw4whskRPcainQq1DTd/2rEXbuUY7zef6z4letdXS5pn6qsFzYv5Us3NU4qDVRW1Q/3JHjZfpMvYPFvQoSHrMLRPWtG3COGOnYM4fHug2+OhtmY6o1LwegkKI9YTbhdQ3KwXkwylESsL+yUGB/X3nY2MmLhE5ebesi6ISQbQsKpkSddd7aJbp8U4x8Qc1sK+oPVQZIqE2hrnM5ozp8XKBod9hNse8afzUu2CpjTmbtHXHZwlZn6n9sEPfhDvf//7sbq6ihtuuAH/9b/+V9x8883P2v2f0Sb89ttvxytf+UocPHgQw+EQH/vYx/DZz34Wd955JwDg93//93H11VdjcXERd911F37t134Nb37zm3HllVcCAFqtFn7xF38R73znO3HgwAEcOnQI73//+wEAr3vd677hc8Mw3JXwCQBcPGd1hmY2s5nNbGYzm9nMZnYJ2x/+4R/iLW95Cz70oQ/hlltuwe/+7u/iFa94BR5//HEsLS09K894RjvZ9fV1vOENb8DFixfRbrdx/fXX484778TLX/5yAMDjjz+O22+/Hdvb2zh8+DDe9ra34c1vfvOue7z//e+H53n4t//23yJJEtxyyy34zGc+g263+4wKnhg6M1QMVWZPe85blLec168KgYlRAJQCAFMYr5iTfBvwTFKVEgrMJFaWMcirUMUuSaTyHb2cuMCnvM/AuB+Dx5bDln2Ny0wGDP1DnvNWKFCC6HRiWjrXnvIiOS+x4g1MFgVRq8nAI48Nz4F423qxGDLjrQ977nlZB5T0UywXGO1xVE18yUNqmsBLGCbLLbqvEo4CipS4znjI2/rGyUKAvEVNgNDAaiaLMYJRROHuKgQ8Q+tFnnoAVeiSFssYyBvGcxQAkyVHZ2Ytm1PoXx6TBzuvM+ILLiNGSW5FE0TxFvQDpHO68FmLYWxotGTgEhK3rw6Rz0tsXGegQAUAuOdSsiB3dcpEQTCe6fYEA/KmlXrXXkbrfcw6QDav/7FzhVPtk8Ip9Q0OheTZk75LUqsiQHo61DhZ4lDcJ95uKEcrJ30gnbec7JpWUde1R3CKogZyyQdDj9qWwaMIxGhvgGjHp7qWwiXnipRTYlJ+PHZ8+BWQdm32ElCFLsGZaOc4kCwAVdSmv1nl0qLtYBVp1/HySp9BHfbpnVKrqLcVOEXQOQY2lYjqjzm2r9IFm2uuY/N6XRFMaXVNQCeg2YQ38ArbV9myVxgesMlkIZQHjPe45CgwBdUucDDcRtWsXGI0B5J5jrzJ4I8dNSrRM0ZAukc3wjAX8Ecc/shEHgaSqD97pQfEuuK3jwcQhs7MS6Yjcx6a54zaYQvIjRJmFWnPrh1lVQ1gxhPuZcBwv/Gg5R7RpGnqRONhHwHDQwYOFQOts/qa7UMeUfElixySuyRYKTxKNANzybKKa/7przaeC0py8yec3qkKgKIZ0lhSXLhER7hxyCqnEMqnErejLYXBYUMf6LlEcelp9UJL9yl9Qe1e1lyyahUB6ZKBABzxiAs/bzHqo16i4WeA7rfBYCoZvhQEAQz7AlnbwRItRGyyyClbVTEXmYgO95E8pcdE0dB1Nzg8NUFYOtMJKBIZDBUK66EXtg45Rvt8MKkn5vFKQIQC4UCrMNfX9MXzDwyQ7NVRvrzB4Jv37V+3gJ0r9X0XHvKJL72IGRpGg2Cy7FOb540A/kSR8nLa9ah9W6cYURTOPZpguI/TvezawUtJ0QEpGHIDg8wbTnW5ioAy7BCdL1MdDI6aOl0J0D5poqDLijjVR/sEQegUA9EbljEwPKQLGG+UGB6Oaf9Q+QE8A8fauWmJotqtJ0dIbtIdM2/GtObGWxWSZX2vdI5DejSZIl1S8FJD+7hcJ973ycEmUVlWEaNIhT9R2L7GKn+WLoKRSpKjz5vA9vE6RYLCviQISmPuFkR/dg8A4OL7dLLmJWfPkcTM3/md38Gb3vQm/OzP/iwA4EMf+hD+8i//Eh/5yEfw1re+9Vl5xjPahH/4wx/+pn9/3/veh/e9733f9Brf9/Hbv/3b+O3f/u1n8uivsfoF3fkb378NX+gJc2tYR3rILGanQoKNAC57PFtQiFYm8B7Rg6RoAq3YiFK0QoQ1PdqTouFmRukmgcERt7nuHZeI1syit5jj+Zedwf0nDuifnA9pgEHoHzAFRDuSJpfKB9qndNl3rhS0ec3ajh2CZ6Bw3eCAt4sBwx8rwu9JD8Q2EgymsKCl2/Dy3JXd23BZ97wwjCxTuBm72NTWgJGRrW+dUrSA9a5g6D7uMtZtOQDHv9w+IZF2OUFU6qsVto7bnRrD0heNYNKK75hDhoom6yoEyfoWNQbfiIIs3atlz212fzB2IXx/ohAa5pJ8zOAZzvGop6geqsDBAYIhUDqabUihrwVgGHbMAtzgtNEL+wqjffrZK3t3wHp6JzDcz91hoqYPM4DeLLLKcZPLwEGUgpGiRSHeVkhW7CZGESSElyCJ9njT5RoEA4XRAYaa4XAeL7Hp8x0tEGXE0DD8+dJzzBq1DUUbHV4AS/cbDHvTo42rNzHPN31rsl+hdm7qvWizAZK9T7sMkcmVSOY5ibkwBVRTcKh4w/0mazPUL5ry1hmmGYQqc4iDdIeceEvRJg8MSMzCv/KFHJvXBsTKUNZA+OdJ7qO2YyEWjDZHzXMSw/3msNfNUNT1AhgsJPBOWilojnRRoXHGHaYAQOUc/So29AoWHgVMlhjCvmPG4CXosDRZYBBjE06/qJA3GMFphvsF9aEqBBY+p28wOAq0L9o6ZdRHg4HE9nGTUzACxvtMTsspplmLzHDrPFxiuN+jdrOMKsEItKkWGRBvGfhMh9PBT/rA9lWmvBccLUcwUOhfxhBvune04mVSONgSV062vvMEcwJPQwdzSuY5gtx+r/u43dzFm45JiZWOkaKoO20EXjqmifGKm4/qFyXJovNCofuYc8DUVyXhfqsYaD9tmTW4hlaYOpksG9jJ1hQDi3CfeaWx/fY5wVAhMYwdWZshMAesaLvC2GCpg6GDH0Y9SbABdV+bOP2jTWB8WYnaqoGSjRU5PvI20Dhv+sMCIx71acdP5TOs3qQnrdZpSfAZadiPbD2s3dxCuO0gi0XdzZn7P6NvfP4H64SzT5aA/hW6vMtfUIjMulVGDGmHUb7VeA9HsmLatM9R2zDaCC+MCQIFBizfqzva1jUh9blsDpgc1ANh+XMCw0P2hKshZp2ndOWv3eQTRnv7Kk5rB89dLkO0ozA284OX6XoEdP+0h9Eq8JB2GfWtYMDoYBNvKgTGoXfuX7Zw4K/7+vPL2jS39Q+7rZRIHXuLFAzlYg7vMT2OaxsVza0i120MaD5xOz9s3sCxco9+9wvf55E+RToPzD2m37V5TgvxWB7wnWsM/hsagmI330fe+nngN3Y7Qmf2rVme57jvvvtw++2303ecc7zsZS/DXXfd9aw9Z4bpmNnMZjazmc1sZjOb2T97y7Lsa/IYvx7keXNzE1VVYXl5edf3y8vLeOyxx569AqnnqKVpqt75zneqNE2/5/e5lMrybN1nVpbv7n1mZfnu3mdWlu/ufWZl+e7eZ1aW7+59LqWyPFv3ebbK8s/d3vnOdyromBH99853vvNrrjt//rwCoD7/+c/v+v7Xf/3X1c033/yslec5uwnv9/sKgOr3+9/z+1xKZXm27jMry3f3PrOyfHfvMyvLd/c+s7J8d+8zK8t39z6XUlmerfs8W2X5525pmqp+v7/rv693cMmyTAkh1Cc/+cld37/hDW9Qr3nNa5618nzbsvUzm9nMZjazmc1sZjOb2XPFwjBEq9Xa9d9XQ1EArYlz44034tOf/jR9J6XEpz/9adx6663PWnlmmPCZzWxmM5vZzGY2s5nNbMre8pa34I1vfCNe+MIX4uabb8bv/u7vYjweE1vKs2GzTfjMZjazmc1sZjOb2cxmNmU/+ZM/iY2NDbzjHe/A6uoqnve85+Gv//qvvyZZ8zux5+wmPAxDvPOd7/y6YYR/6vtcSmV5tu4zK8t39z6zsnx37zMry3f3PrOyfHfvMyvLd/c+l1JZnq37PFtlmdlu++Vf/mX88i//8nft/kwpq609s5nNbGYzm9nMZjazmc3sn8JmiZkzm9nMZjazmc1sZjOb2T+xzTbhM5vZzGY2s5nNbGYzm9k/sc024TOb2cxmNrOZzWxmM5vZP7HNNuEzm9nMZjazmc1sZjOb2T+xPWfYUTY3N/GRj3wEd911F1ZXVwEAKysruO222/Dv/t2/w+Li4ve4hDOb2cxmNrOZzWxmM5vZt2bPCXaUe++9F694xStQq9Xwspe9jDga19bW8OlPfxqTyQR33nknXvjCF37PyvjSl74Uv//7v49Dhw79kz73y1/+Mu677z68+MUvxtGjR/HII4/ggx/8IKSU+LEf+zG84hWv+Jbuk+c5/vRP//TrHnJe+9rXIgiC7+Zr/C/t6NGjuPPOO3Hs2LFv6fpz584hiiIsLCwAAD73uc/hQx/6EM6cOYNDhw7hl37pl55V1auZzeyb2bve9S780i/9EvXHZ2q9Xg8f//jHqf++7nWvQ7vd/pZ+W1UVTp8+jcOHD4NzjizL8Gd/9meQUuIlL3nJt8x5W5YlHnnkkV3zw/Hjx+H7/rf1Ts+m/ezP/ize/e53Y+/evd/W78uyxN/93d9R/b7kJS+BEOJb+u36+joefvhh3HjjjWi321hbW8NHP/pRSCnxoz/6o7juuuu+rTLNbGYz++dvz4lN+Ite9CLccMMN+NCHPgTG2K6/KaXwi7/4i3jwwQdx1113fUv3O3fuHDqdDhqNxq7vi6LAXXfdhR/4gR/4hr/98z//86/7/Y//+I/jAx/4AA4cOAAAeM1rXvNNy5BlGTjntICdOHECH/nIR2gR+Lmf+zkcOXLkm97jT/7kT/D6178enU4HWZbhk5/8JF73utfhhS98IYQQ+Nu//Vv8j//xP/DTP/3T3/Q+Tz31FF7xilfgwoULuOWWW3Ydcu655x7s378fn/rUp3D55Zd/0/tYk1KC869FOkkpce7cORw8ePAb/va//Jf/8nW/f8tb3oLf+I3fwMrKCgDgV3/1V79pGW655Ra8/e1vx6te9Sr82Z/9GX78x38cr3rVq3D11VfjiSeewF/8xV/gT/7kT/CqV73qf/k+z+Yiu7q6invuuWfXRuaWW26h9/pe2ne6kfl2N4rP1kESAL7whS98zUHy1ltvxc033/wt3+M76b+DweBrvlNKYXFxEf/4j/+Iq666CgDQarW+aRl+/Md/HD/90z+Nf/2v/zUeeeQRvPjFLwZjDEePHsWpU6fAGMNnPvMZXH311d/0Pg8++CB++Id/GGtrazh+/Dj+6q/+Cj/yIz+Cp59+Gowx+L6PO++8EzfddNM3vIeUEu94xzvwwf9/e+ceF1W5/f9nzwwww324g1zjKiHJIZkgCyUUEEXMNC8c0jQRJaU6Ft7TjOzYMU3LyoqT5rUkLxWYCh5DQgITMSGRi4KKeUW5I/P5/sFv9o+RYfYe2SLa83695o+Zh/1h7Wf2rL3W3s9e6+OPSV1dndqYmZkZSUpKIsuWLdM4Z3fzySefkPT0dGJhYUESEhLIc889x45dvXqVBAUFkYqKCq37o4knn3yS7Ny5kzz22GOEEEL8/f212vHqq6+SiIgIMnLkSFJTU0OGDRtGysrKiJWVFbl69Srx9fUlGRkZpF+/flp1Dh8+TEaOHEkaGxuJra0tyczMJCNHjiQymYyIRCJSVVVF9u7dS4YPH65Vh5C+neQQ0rNEsidJjlBJZF/2vYT0zP/2JEmnPGDwECCVSlFSUtLteElJCaRSKafOxYsXMWjQIIhEIojFYvzzn//E7du32fHa2lqIRCKtGgzDQCQSgWGYbl9cGgAQGhqKb7/9FgCQk5MDAwMD+Pv748UXX0RAQAAMDQ2Rm5urVeMf//gHVqxYAQDYtm0bzM3NsXz5cnb8gw8+wMCBAzltCQ8Px+jRo1FXV9dlrK6uDqNHj8bw4cM5derq6jBu3DhIpVLY2Nhg8eLFuHPnDjvOd34dHR3h6uqq9mIYBv369YOrqyvc3Nw4bTEyMkJFRQUAQKFQYOXKlWrj69atQ0BAAKdOdnY2jIyMwDAM7OzscOLECTg6OsLT0xPe3t4wMDDA/v37OXXq6+sxefJkiMViSCQS2NjYwMbGBhKJBGKxGHFxcWhoaNCq0drainnz5sHd3R2DBg3Cl19+qTbOZ34BoKioSONLT08P33//PfueizFjxrDH8KlTp2BlZQVra2soFArY2trCzs4Op0+f1qqxa9cuiMViWFpawtjYGAcOHIC5uTnCw8MREREBsViMLVu2cNpy+fJlDB48GAzDwMXFBUFBQQgKCoKLiwsYhsHgwYNx+fJlrRpCHL8ikUjjq7Pf4PMdyeVy1udFRUVh0qRJaGlpAdBxHEybNo3XbzIiIgIvvPACiouLMXfuXPTv3x/jxo1Da2sr2traEBcXh/DwcK0a8+bNg7W1NT799FNUVlaisbERjY2NqKysxGeffQYbGxu8+eabnLasXbsWhoaGmD17NuLi4qCvr4/U1FR2vKf+V5f5tbW1RXFxMQBg/PjxCA8Px5UrVwAA165dw8iRI/HCCy9w6gwePBizZ8/G7du3sWrVKvTr1w+zZ89mx//1r38hJCREq0Z7ezsWLlwIc3PzLvtkbm6ORYsWob29ndMWofxDXV1dl9fNmzehp6eHY8eOsZ9pIykpCfv27QMAVFdXw8fHB2KxGLa2thCLxRgwYABqamo4bSkqKoK9vT1EIhH8/Pxw/vx5+Pn5wcjICMbGxpDL5cjPz9eqIYTvVfHxxx/jueeew7hx43Dw4EG1sStXrvA6Nwnhf4XwvZS+wUMRhLu6uuLrr7/udvzrr7+Gi4sLp058fDwUCgV+++03HDhwAIGBgXjyySdx/fp1AB1OimEYrRqRkZGIjo7uckKXSCT4448/uHfm/2FqaoozZ84A6AjIX3vtNbXxRYsW4emnn9aqYWRkhMrKSgCAUqmEnp4eTp48yY6Xl5fD2NiY0xaZTMaekDRx8uRJyGQyTp05c+bAy8sL3377LTZu3AgXFxdER0ezwQOf+U1ISMDAgQO7OBBd59fMzIx1ZDY2Nl2c2tmzZ2FoaMipI8RJFgCmTZsGT09PZGZmqgV2d+7cwf79++Hl5YXp06dr1Vi6dClsbW2xatUqLFy4EGZmZpgxYwY7zmd+AeECGSECRaESybFjxyI4OBilpaVdxkpLSxESEsIZVAlx/Pbr1w/R0dHIysrC4cOHcfjwYWRnZ0MsFiMtLY39jAuZTIazZ88CAOzt7XH8+HG18T///BNmZmacOnK5nP0tNTY2QiwW49ixY+z4qVOnYGlpqVXD1tYWmZmZ3Y5nZmbCxsaG0xZfX1+1hOro0aOwtrbG4sWLAfALEp944glER0ejpKQEVVVVqKqqQmVlJSQSCQ4cOMB+xoVUKmWTdEdHR7U5AYDi4mJYWVlx6piamrLfU1tbGyQSCX7//Xd2/MyZM5zfk1BJjlD+QYhEUqgkR4gkUgjfCwiTRALC+F+hknTKg+ehCMLXr18PAwMDzJkzB3v27EFeXh7y8vKwZ88ezJkzBzKZDB9//DGnjoODg5qzbW5uxqhRozBw4EBcu3aN949o9erVcHJyYjN9QPcg0cjIiP0R2dra4sSJE2rjZ8+e5Qyg7ezsUFBQAAC4fv06GIZBdnY2O56fnw87OztOW+zt7dX25W727t0Le3t7Th1nZ2e1/3/lyhUEBQVh+PDhaG5u5j2/6enpcHJywrp169jPdJ3fmJgYpKSkAOhw5GvXrlUb37hxIzw9PTl1hDjJAoC5uTmOHj3a7XhOTg7Mzc21anh4eKh9T2VlZfDw8MCUKVOgVCp5z69QgYwQgaJQiaSxsXGX/9+ZgoICTh0hjt9r164hNjYWQ4cOVbvSp+vxq1Ao8PnnnwMAAgIC8P3336uN//zzz7x+2+bm5myy39raCrFYjMLCQna8pKQEcrlcq4ahoaHad3I3RUVFMDIy4rRFJpOx37WK4uJi2NraIiUlhdf8trS0YO7cufD19VX7vnWdX39/f2zfvh0A0L9/fxw4cEBtPDc3FxYWFpw6VlZWOHXqFACgoaEBIpEIv/76KzteVFTEGcwLleQI5R+ESCSFSnKESCKF8L2AMEkkIIz/FSpJpzx4HoogHAC2b98OhUIBiUTCZo0SiQQKhQI7duzgpWFkZMSekFS0tbUhNjYW/v7+OHnyJK8fEQD8/vvv8PX1xYwZM9DQ0KDzSSAsLAz//ve/AQAhISFdrvR/9913cHZ21qoRFxcHhUKBb775BqNGjUJERASeeuoplJSUoLS0FKGhobyuNixevBhyuRyrV69GUVERamtrUVtbi6KiIqxevRoWFhZYunQpp45MJmMdr4pbt24hODgYYWFhqKio4D2/NTU1CAsLQ2RkJC5duqTz/J4+fRqWlpaIj4/HO++8A2NjY8TFxeHdd99FfHw8DAwMkJaWxqkjxEkW6Ajmf/vtt27H8/PzYWpqqlVDUxBTU1MDLy8vTJ48GRcuXOA1v0IFMkIEikIlkpaWlloDg+zsbM6TtZDH7yeffAIHBwds3boVgO5z+8MPP8DCwgJpaWlIS0uDq6srvvjiCxw9ehRfffUVnJycMG/ePE6d5557DtOmTUNNTQ2WLVsGDw8PTJ06lR2fNWsWnnnmGa0aI0aMwPDhw9krmZ25cuUKe3eQCycnJxw5cqTL53/88QdsbW0RHx/Pe35/+uknODo6IjU1Fe3t7TrPb1paGhwdHZGdnY1Nmzahf//+OHjwIC5cuICsrCwMGDCA19XR0aNHY+TIkcjJycGMGTPw5JNPIjo6GvX19WhoaMALL7yAyMhIrRr3M8m5F/8gRCIpVJIjRBIphO8FhEkiAWH8r1BJOuXB89AE4SpaW1tx8eJFXLx4Ea2trTptO2DAAHz33XddPlcF4s7OzrxPAkBHZp6QkABPT0+IxWKdTgK5ubkwMzPD0qVLsW7dOlhZWWHRokXYsmULlixZAnNzc7z//vtaNWprazFs2DAYGxsjIiICN2/eRFJSEns7y9PTk82WuVi5ciXs7e3ZbVW3xezt7TntUOHt7Y0ff/yxy+e3b99GcHAwnnjiCZ3mV6lUIjU1FXZ2djrPL9BxN+HFF1+EiYkJm7jp6ekhJCSki9PqDiFOsgAwadIkBAQEaLxae/z4cQQGBmLy5MlaNdzc3LqsQwSACxcuwMvLC8OGDdNpfnsayAgRKAqVSM6aNQsuLi5IT09XW69aV1eH9PR0uLq6IikpSauG0MfvH3/8gSeeeAITJ07UeW6BjkTc0dGxy61rqVSK5ORktVvr3ZGfnw9LS0uIRCJYW1vj1KlTUCgUsLOzg4ODA2QymcZjqjOqdbgSiQQBAQGIjIxEZGQkAgICIJFI4O/vj/Pnz3PaMnHiRCQnJ2scO3XqFKytrXWa39raWkRFReGZZ565p/n9z3/+A0NDQ8hkMujr66stvYiNjVV7Xqg7zpw5A09PTzAMg/79+6OmpgYxMTGQSCSQSCSwtrZWCxo1IVSSI7R/6EkiKVSSI0QSKYTvBYRNIoGe+V+hknTKg+ehC8J7wptvvtntOqm2tjbExMTwWjN3N3v27EFycjLng193k5ubi6eeeqrLurB+/fphzZo1Otuhory8HMXFxWhra9N524qKCuTm5iI3N7fLVUEukpKSug2Ybt26BYVCoZOTUlFQUIA1a9awa/d1RXUr9l4SNyFOskDHVd7IyEgwDAMLCwv4+PjAx8cHFhYWEIlEiIqKwo0bN7RqTJs2DS+//LLGsZqaGnh4eOg8vz0NZHoaKAqVSDY3N2PmzJlsMCWVSiGVSiESiaCvr4/ExEQ0Nzdr1Xj11VcFP35bWlrw2muvYeDAgTr/noCOdav5+fnYvn07tm7diuzsbNy6dUsnjfr6ehQUFLBBZVNTE7744gusW7dO4xp6TbS3t+Onn37CkiVLMGPGDMyYMQNLlixBRkYGr4cGgY4rul999VW348XFxXj77bd5aXVm7dq1iI2NRXV1tc7b3rhxAzt37sTKlSuRmpqKtLS0LndL+XD16lW19wcPHsS+ffu6fK4JoZKc++EfepJICpHkCJFECuF7AeGTSKBn/leIJJ3y4HkoShQKxZ07d0hjY2O35cHu3LlDLly40Ou1vq9cuUIqKiqIUqkk9vb2xNXVtUd6+vr6pKioiLN8mdDcuHGDXLx4kTz++OMax2/fvk2OHz9OQkNDe8WeS5cukQ0bNpCcnBxy6dIlIhKJyGOPPUZiY2PJlClTeJfIIoSQa9euEUtLS/b9oUOHSFNTEwkODlb7nIuSkhKSl5fXpYSeqnSdNs6dO0dKS0u7Ldl38eJFcuDAAfLSSy/xtkfFRx99RLKzs8m6deuIo6OjTtu2t7eT48ePqx3DgYGBxMTERGc7VJSXl5Ompibi4+NDJBL+PcVu3bpFCgsL1eY3MDCQsyQgIX3v+KX8fVAqlWT//v0afcPw4cN5lX+8X/6htbWVpKSkkOzsbJKens5ZOrczN2/eJAcOHFDzDU8//TTvfg+EENLQ0EBKS0uJt7c3MTY2Js3NzWTLli2kqamJDBs2jHh7e/PSKS0t1Vi+lI/vJaSjPGZhYSGZOnWqxvFTp06RXbt2kaVLl/LbsU7cq/9tb28nhYWFpLKyUjDfS+ld/lZBOBfV1dVk6dKl5KuvvtL6d01NTaSwsJBYWFgQX19ftbHm5mayc+dOEh8fz/n/VAFZSEgI8fb2JqWlpWTt2rWkpaWFxMXFkbCwMK3bv/766xo/X7t2LYmLi2ODw9WrV2vVOX78OJHL5axz3bx5s1pjm6SkJDJhwgTO/Xn11VfJ+PHjyTPPPMP5t9pYv349yc/PJyNGjCATJkwgmzdvJu+99x5RKpXk+eefJ8uXL+cMzAoKCkh4eDjx8PAgMpmM/Prrr2TSpEmktbWV7N+/n/j6+pLMzEzqrCj3BU31ykNCQrTW49aFGzdukH379vHyM4T0rPZ5dwjRoKyyspKcPXuW2NvbEz8/P86/F6K/AiGE7Nq1i0RFRRFDQ8N7tl2FkHXuKRTK34wHeyG+b3HixAnO20l//vknW3tYJBLh2WefxcWLF9lxvg9nZGRkQF9fHxYWFpBKpcjIyIC1tTXCw8MRFhYGsViMQ4cOadVgGAYDBw7EkCFD1F4Mw2DQoEEYMmQIhg4dymmLv78/++DMxo0bIZPJMGfOHGzYsAHJyckwNjbuUnO2O3tUSwhWrlyJS5cucW5zN++88w5MTEwwduxY2NnZYeXKlbC0tMSKFSuQmpoKa2trLFmyhFPn6aefVru1vXnzZigUCgAdtycHDhyIOXPm8LKppaUFO3bsQHJyMiZMmIAJEyYgOTkZO3fuZMtC8aW6ulrjbdjW1lb873//49z+6tWryMrKwrVr1wB0rBlduXIlli1b1uO6sG5ubvd0K16FUqlEVlYWPv/8c+zbt4/X0p/q6mq1tbBHjhzBpEmTMHjwYEyePJmzVn5n9u3bh8WLFyMnJwcAcOjQIURFRSEiIgKfffYZL43GxkZ8+eWXmDp1KiIjIzFixAgkJSVx3vJWIUS9cj7w8VWAMLXP9+zZo/ElFouxfv169j0XiYmJ7LHf2NiIsWPHqpVkGzp0KOcSBSH6KwAdvsrU1BSvvPIK8vLyOP++O4Sqcw8Ax44dw5o1a5CSkoKUlBSsWbOGswa2Lly/fl1rqd+76W6ZUXt7O86dO8e5vVKpREVFBbsssqWlBdu3b8fXX3+tcf27LgwdOpRXBSegY6laZ1909uxZLFiwAHFxcVi4cCHvZWLfffcd73riXJw4cQJffvklysvLAXQsZ0lMTERCQoLWSjl3c+jQISxbtgwzZ87ErFmz8MEHH/TIh1N6n79VEN7dyUT1+vDDDzlPSLGxsYiOjsa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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from sklearn.metrics import pairwise_distances\n", "\n", "def plot_distance_matrix_sorted(X_scaled, labels, max_points=400, title=\"Distance matrix\"):\n", " \"\"\"\n", " Trace la matrice de distance triée par cluster avec des lignes séparatrices.\n", " \n", " Parameters\n", " ----------\n", " X_scaled : np.array ou pd.DataFrame\n", " Les données numériques standardisées (n_samples x n_features)\n", " labels : array-like\n", " Les labels de cluster pour chaque point\n", " max_points : int, optional\n", " Nombre maximum de points à afficher pour éviter des matrices trop grandes\n", " title : str, optional\n", " Titre de la figure\n", " \"\"\"\n", " n = X_scaled.shape[0]\n", " idx = np.arange(n)\n", "\n", " # Sous-échantillonnage si nécessaire\n", " if n > max_points:\n", " rng = np.random.default_rng(42)\n", " idx = rng.choice(idx, size=max_points, replace=False)\n", "\n", " X_sub = X_scaled[idx]\n", " labels_sub = np.asarray(labels)[idx]\n", "\n", " # Tri par cluster\n", " order = np.lexsort((np.arange(len(labels_sub)), labels_sub))\n", " X_sub = X_sub[order]\n", " labels_sub = labels_sub[order]\n", "\n", " # Matrice de distances\n", " D = pairwise_distances(X_sub)\n", "\n", " # Figure\n", " plt.figure(figsize=(8, 7))\n", " sns.heatmap(D, cmap=\"viridis\")\n", " \n", " # Lignes séparatrices entre clusters\n", " unique_labels, counts = np.unique(labels_sub, return_counts=True)\n", " boundaries = np.cumsum(counts)\n", " for b in boundaries[:-1]: # on ignore la dernière limite\n", " plt.axhline(b, color='red', linewidth=2)\n", " plt.axvline(b, color='red', linewidth=2)\n", "\n", " plt.title(title)\n", " plt.tight_layout()\n", " plt.show()\n", "\n", "for k in [5]:\n", " plot_distance_matrix_sorted(\n", " X_scaled,\n", " dfc[f\"cluster_k{k}\"].values,\n", " title=f\"Distance matrix — K={k}\"\n", " )\n", "\n", "# Cluster 0 très distant des autres" ] }, { "cell_type": "code", "execution_count": 351, "id": "a5f006c5-55a8-475f-b58d-fc26886c0aba", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "churn_hard 0.361386\n", "churn_soft 0.603960\n", "churn_warning 0.344059\n", "dtype: float64\n", "\n", "===== CHURN PAR CLUSTER K=2 =====\n" ] }, { "data": { "text/html": [ "
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cluster_k2
03270.4097860.6422020.336391
1770.1558440.4415580.376623
\n", "
" ], "text/plain": [ " n_clients churn_hard_rate churn_soft_rate churn_warning_rate\n", "cluster_k2 \n", "0 327 0.409786 0.642202 0.336391\n", "1 77 0.155844 0.441558 0.376623" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "===== CHURN PAR CLUSTER K=5 =====\n" ] }, { "data": { "text/html": [ "
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n_clientschurn_hard_ratechurn_soft_ratechurn_warning_rate
cluster_k5
11680.5416670.7976190.416667
31110.3963960.6486490.306306
4900.0000000.1666670.211111
0300.2333330.6000000.433333
250.8000001.0000000.600000
\n", "
" ], "text/plain": [ " n_clients churn_hard_rate churn_soft_rate churn_warning_rate\n", "cluster_k5 \n", "1 168 0.541667 0.797619 0.416667\n", "3 111 0.396396 0.648649 0.306306\n", "4 90 0.000000 0.166667 0.211111\n", "0 30 0.233333 0.600000 0.433333\n", "2 5 0.800000 1.000000 0.600000" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Analyse churn\n", "\n", "dfc[\"churn_hard\"] = (dfc[\"aum_final_to_peak\"] < 0.10).astype(int)\n", "\n", "dfc[\"churn_soft\"] = (\n", " (dfc[\"aum_final_to_peak\"] < 0.40) &\n", " (dfc[\"aum_drawdown_last\"] > 0.40)\n", ").astype(int)\n", "\n", "dfc[\"churn_warning\"] = (\n", " (dfc[\"flow_direction_balance\"] < 0) &\n", " (dfc[\"aum_drawdown_last\"] > 0.20)\n", ").astype(int)\n", "\n", "print(dfc[[\"churn_hard\", \"churn_soft\", \"churn_warning\"]].mean())\n", "\n", "for k in [2, 5]:\n", " out = (\n", " dfc.groupby(f\"cluster_k{k}\")\n", " .agg(\n", " n_clients=(ID_COL, \"count\"),\n", " churn_hard_rate=(\"churn_hard\", \"mean\"),\n", " churn_soft_rate=(\"churn_soft\", \"mean\"),\n", " churn_warning_rate=(\"churn_warning\", \"mean\")\n", " )\n", " .sort_values(\"n_clients\", ascending=False)\n", " )\n", " print(f\"\\n===== CHURN PAR CLUSTER K={k} =====\")\n", " display(out)" ] }, { "cell_type": "code", "execution_count": 352, "id": "b8b4940e-4ab5-4123-a59a-e99d5f1fc5b6", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for k in [5]:\n", " tmp = (\n", " dfc.groupby(f\"cluster_k{k}\")\n", " .agg(\n", " churn_hard=(\"churn_hard\", \"mean\"),\n", " churn_soft=(\"churn_soft\", \"mean\"),\n", " churn_warning=(\"churn_warning\", \"mean\")\n", " )\n", " )\n", "\n", " tmp.plot(kind=\"bar\", figsize=(8, 4))\n", " plt.title(f\"Churn by cluster — K={k}\")\n", " plt.ylabel(\"Rate\")\n", " plt.xlabel(\"Clusters\")\n", " plt.tight_layout()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 356, "id": "a0370454-561e-48c5-ad3b-28a356a2abac", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Filtered clients: (246, 55)\n", "Filtered clients: (317, 55)\n", "Filtered clients: (317, 55)\n", "Filtered clients: (327, 55)\n" ] } ], "source": [ "# Analyse temporelle\n", "\n", "def corr_lag(x, y, lag):\n", " x = np.asarray(x, dtype=float)\n", " y = np.asarray(y, dtype=float)\n", " \n", " mask = np.isfinite(x) & np.isfinite(y)\n", " x, y = x[mask], y[mask]\n", " \n", " if len(x) <= lag + 3:\n", " return np.nan\n", " \n", " return pd.Series(x[lag:]).corr(pd.Series(y[:-lag]))\n", "\n", "# 1. Définir les fenêtres temporelles (ex: 2 ans glissants)\n", "windows = [\n", " (\"2017-10-31\", \"2019-10-31\"),\n", " (\"2019-10-31\", \"2021-10-31\"),\n", " (\"2021-10-31\", \"2023-10-31\"),\n", " (\"2023-10-31\", \"2025-10-31\")\n", "]\n", "\n", "for start, end in windows:\n", " # FILTRAGE : On recalcule les variables sur la période (simulation)\n", " df_month_copy = df_month[(df_month['month'] > start) & (df_month['month'] <= end)].copy()\n", " df_rel_m_copy = df_rel_m[(df_rel_m['month'] > start) & (df_rel_m['month'] <= end)].copy()\n", " \n", " tmp_copy = df_rel_m_copy.sort_values([ID_COL, ISIN_COL, \"month\"]).copy()\n", " tmp_copy[\"prev_aum\"] = tmp_copy.groupby([ID_COL, ISIN_COL])[\"aum_qty\"].shift(1)\n", " tmp_copy[\"full_exit_event\"] = ((tmp_copy[\"prev_aum\"] > 0) & (tmp_copy[\"aum_qty\"] <= 0)).astype(int)\n", " tmp_copy[\"entry_event\"] = ((tmp_copy[\"prev_aum\"].fillna(0) <= 0) & (tmp_copy[\"aum_qty\"] > 0)).astype(int)\n", "\n", " df_rel_feat_copy = (\n", " tmp_copy.groupby([ID_COL, ISIN_COL], as_index=False)\n", " .agg(\n", " rel_n_months=(\"month\", \"nunique\"),\n", " rel_active_months=(\"active_rel_month\", \"sum\"),\n", " rel_holding_months=(\"holding_rel_month\", \"sum\"),\n", " rel_aum_mean=(\"aum_qty\", \"mean\"),\n", " rel_turnover_mean=(\"turnover_rel\", \"mean\"),\n", " rel_turnover_vol=(\"turnover_rel\", \"std\"),\n", " rel_flow_to_aum_vol=(\"flow_to_aum_rel\", \"std\"),\n", " rel_n_tx=(\"n_tx\", \"sum\"),\n", " rel_full_exit_count=(\"full_exit_event\", \"sum\"),\n", " rel_entry_count=(\"entry_event\", \"sum\")\n", " )\n", " )\n", "\n", " df_rel_client_copy = (\n", " df_rel_feat_copy\n", " .groupby(ID_COL, as_index=False)\n", " .agg(\n", " n_isin_total=(ISIN_COL, \"nunique\"),\n", " rel_turnover_mean_avg=(\"rel_turnover_mean\", \"mean\"),\n", " rel_turnover_vol_avg=(\"rel_turnover_vol\", \"mean\"),\n", " rel_flow_to_aum_vol_avg=(\"rel_flow_to_aum_vol\", \"mean\"),\n", " full_exit_count=(\"rel_full_exit_count\", \"sum\"),\n", " entry_count=(\"rel_entry_count\", \"sum\"),\n", " avg_holding_months_per_isin=(\"rel_holding_months\", \"mean\"),\n", " max_holding_months_per_isin=(\"rel_holding_months\", \"max\")\n", " )\n", " )\n", "\n", " df_client_copy = (\n", " df_month_copy\n", " .groupby(ID_COL, as_index=False)\n", " .agg(\n", " n_months=(\"month\", \"nunique\"),\n", " n_active_months=(\"active_month\", \"sum\"),\n", " flow_freq=(\"active_month\", \"mean\"),\n", "\n", " aum_qty_mean=(\"aum_qty\", \"mean\"),\n", " aum_qty_median=(\"aum_qty\", \"median\"),\n", " aum_qty_max=(\"aum_qty\", \"max\"),\n", " aum_qty_last=(\"aum_qty\", \"last\"),\n", "\n", " net_flow_qty_sum=(\"net_flow_qty\", \"sum\"),\n", " gross_flow_qty_sum=(\"gross_flow_qty\", \"sum\"),\n", " gross_flow_qty_mean=(\"gross_flow_qty\", \"mean\"),\n", " n_tx_total=(\"n_tx\", \"sum\"),\n", "\n", " net_flow_vol=(\"net_flow_qty\", \"std\"),\n", " turnover_mean=(\"turnover_m\", \"mean\"),\n", " turnover_vol=(\"turnover_m\", \"std\"),\n", " flow_to_aum_mean=(\"flow_to_aum_m\", \"mean\"),\n", " flow_to_aum_vol=(\"flow_to_aum_m\", \"std\"),\n", "\n", " avg_n_isin_held=(\"n_isin_held\", \"mean\"),\n", " max_n_isin_held=(\"n_isin_held\", \"max\"),\n", "\n", " sub_share_mean=(\"sub_share_m\", \"mean\"),\n", " red_share_mean=(\"red_share_m\", \"mean\"),\n", "\n", " delta_rate_mean=(\"delta_rate_m\", \"mean\"),\n", " aum_drawdown_last=(\"aum_drawdown\", \"last\"),\n", " aum_drawdown_max=(\"aum_drawdown\", \"max\"),\n", "\n", " region=(\"region\", \"last\"),\n", " country=(\"country\", \"last\")\n", " )\n", " )\n", "\n", " df_client_copy = df_client_copy.merge(df_rel_client_copy, on=ID_COL, how=\"left\")\n", "\n", " #Variables de corrélations entre performance et flux\n", "\n", " rows = []\n", "\n", " for acc, g in df_month_copy.groupby(ID_COL):\n", " g = g.sort_values(\"month\")\n", " \n", " flow = g[\"flow_to_aum_m\"].values\n", " ret_fund = g[\"ret_fund_m\"].values\n", " ret_bench = g[\"ret_bench_m\"].values\n", " rate = g[\"delta_rate_m\"].values\n", " \n", " rows.append({\n", " ID_COL: acc,\n", " \n", " # 👇 Corrélations perf vs flux\n", " \"corr_flow_fund_lag3\": corr_lag(flow, ret_fund, 3),\n", " \"corr_flow_fund_lag6\": corr_lag(flow, ret_fund, 6),\n", " \n", " \"corr_flow_bench_lag3\": corr_lag(flow, ret_bench, 3),\n", " \"corr_flow_bench_lag6\": corr_lag(flow, ret_bench, 6),\n", " \n", " # 👇 Corrélation taux vs flux\n", " \"corr_flow_rate_lag3\": corr_lag(flow, rate, 3),\n", " \"corr_flow_rate_lag6\": corr_lag(flow, rate, 6),\n", " })\n", "\n", " df_corr_copy = pd.DataFrame(rows)\n", "\n", " df_client_copy = df_client_copy.merge(df_corr_copy, on=ID_COL, how=\"left\")\n", "\n", " dfc_copy = df_client_copy.copy()\n", "\n", " dfc_copy[\"gross_flow_to_aum\"] = dfc_copy[\"gross_flow_qty_sum\"] / (dfc_copy[\"aum_qty_mean\"].abs() + EPS)\n", " dfc_copy[\"avg_ticket\"] = dfc_copy[\"gross_flow_qty_sum\"] / (dfc_copy[\"n_tx_total\"] + EPS)\n", " dfc_copy[\"flow_direction_balance\"] = dfc_copy[\"net_flow_qty_sum\"] / (dfc_copy[\"gross_flow_qty_sum\"] + EPS)\n", " dfc_copy[\"redemption_bias\"] = dfc_copy[\"red_share_mean\"] - dfc_copy[\"sub_share_mean\"]\n", " dfc_copy[\"activity_intensity\"] = dfc_copy[\"n_tx_total\"] / (dfc_copy[\"n_months\"] + EPS)\n", " dfc_copy[\"exit_rate_per_isin\"] = dfc_copy[\"full_exit_count\"] / (dfc_copy[\"n_isin_total\"] + EPS)\n", " dfc_copy[\"entry_rate_per_isin\"] = dfc_copy[\"entry_count\"] / (dfc_copy[\"n_isin_total\"] + EPS)\n", " dfc_copy[\"aum_final_to_peak\"] = dfc_copy[\"aum_qty_last\"] / (dfc_copy[\"aum_qty_max\"] + EPS)\n", "\n", " for col in [\"aum_qty_mean\", \"gross_flow_qty_sum\", \"n_tx_total\", \"avg_ticket\", \"gross_flow_qty_mean\"]:\n", " dfc_copy[f\"log_{col}\"] = np.log1p(dfc_copy[col].clip(lower=0))\n", "\n", " dfc_copy = dfc_copy[(dfc_copy[\"n_months\"] >= 6) & (dfc_copy[\"aum_qty_mean\"] > 0)].copy()\n", "\n", " top_countries = dfc_copy[\"country\"].fillna(\"Unknown\").value_counts().head(10).index\n", " top_regions = dfc_copy[\"region\"].fillna(\"Unknown\").value_counts().head(10).index\n", "\n", " dfc_copy[\"country_grp\"] = np.where(dfc_copy[\"country\"].isin(top_countries), dfc_copy[\"country\"], \"Other\")\n", " dfc_copy[\"region_grp\"] = np.where(dfc_copy[\"region\"].isin(top_regions), dfc_copy[\"region\"], \"Other\")\n", "\n", " \n", " if start == \"2017-10-31\":\n", " df_2017 = dfc_copy.copy()\n", " if start == \"2019-10-31\":\n", " df_2019 = dfc_copy.copy()\n", " if start == \"2021-10-31\":\n", " df_2021 = dfc_copy.copy()\n", " if start == \"2023-10-31\":\n", " df_2023 = dfc_copy.copy()\n", " print(\"Filtered clients:\", dfc_copy.shape)\n", "\n", "# Moins de codes à mesure que l'on remonte dans le temps" ] }, { "cell_type": "code", "execution_count": 367, "id": "d4a05629-4dac-48a2-bd7f-b7a885d7e47a", "metadata": {}, "outputs": [], "source": [ "base_features = [\n", " \"log_aum_qty_mean\",\n", " \"flow_freq\",\n", " \"gross_flow_to_aum\",\n", " #\"turnover_vol\",\n", " \"flow_to_aum_vol\",\n", " \"activity_intensity\",\n", " \"n_tx_total\",\n", " \"avg_n_isin_held\",\n", " \"n_isin_total\",\n", " \"avg_holding_months_per_isin\",\n", " \"exit_rate_per_isin\",\n", " \"flow_direction_balance\",\n", " #\"redemption_bias\",\n", " \"aum_drawdown_last\",\n", " \"corr_flow_fund_lag3\",\n", " \"corr_flow_fund_lag6\",\n", " \"corr_flow_rate_lag3\",\n", " #\"corr_flow_rate_lag6\",\n", " #\"corr_flow_bench_lag3\",\n", " #\"corr_flow_bench_lag6\"\n", " \n", "]\n", "\n", "base_features2 = [\n", " \"log_aum_qty_mean\",\n", " \"log_gross_flow_qty_mean\",\n", " \"n_tx_total\",\n", " \"flow_freq\",\n", " \"gross_flow_to_aum\",\n", " \"net_flow_vol\",\n", " #\"avg_n_isin_held\",\n", " #\"flow_direction_balance\",\n", "]\n", "\n", "windows = [\n", " (\"2017-10-31\", \"2019-10-31\"),\n", " (\"2019-10-31\", \"2021-10-31\"),\n", " (\"2021-10-31\", \"2023-10-31\"),\n", " (\"2023-10-31\", \"2025-10-31\")\n", "]\n", "\n", "stability_results = []\n", "\n", "X_temp_2017 = df_2017[base_features].replace([np.inf, -np.inf], np.nan).fillna(df_2017[base_features].median())\n", "X_temp_2019 = df_2019[base_features].replace([np.inf, -np.inf], np.nan).fillna(df_2019[base_features].median())\n", "X_temp_2021 = df_2021[base_features].replace([np.inf, -np.inf], np.nan).fillna(df_2021[base_features].median())\n", "X_temp_2023 = df_2023[base_features].replace([np.inf, -np.inf], np.nan).fillna(df_2023[base_features].median())\n", "\n", "X_temp_2017_scaled = scaler.transform(X_temp_2017)\n", "X_temp_2019_scaled = scaler.transform(X_temp_2019)\n", "X_temp_2021_scaled = scaler.transform(X_temp_2021)\n", "X_temp_2023_scaled = scaler.transform(X_temp_2023)\n", "\n", "km = RESULTS[5][\"model\"]\n", "\n", "labels_2017 = km.predict(X_temp_2017_scaled)\n", "labels_2019 = km.predict(X_temp_2019_scaled)\n", "labels_2021 = km.predict(X_temp_2021_scaled)\n", "labels_2023 = km.predict(X_temp_2023_scaled)\n", "\n", "df_2017[\"cluster_kmeans\"] = labels_2017\n", "df_2019[\"cluster_kmeans\"] = labels_2019\n", "df_2021[\"cluster_kmeans\"] = labels_2021\n", "df_2023[\"cluster_kmeans\"] = labels_2023\n" ] }, { "cell_type": "code", "execution_count": 368, "id": "79428e73-9401-4d39-9fad-20d06a4d1f2b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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246 rows × 56 columns

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" ], "text/plain": [ " Registrar Account - ID n_months n_active_months flow_freq \\\n", "0 18872 24 24 1.000000 \n", "1 200000076 24 23 0.958333 \n", "2 200000082 9 9 1.000000 \n", "3 200000146 24 24 1.000000 \n", "4 200000147 24 24 1.000000 \n", ".. ... ... ... ... \n", "266 422444 24 24 1.000000 \n", "267 422445 24 24 1.000000 \n", "268 422554 24 6 0.250000 \n", "269 422691 24 24 1.000000 \n", "270 422874 24 24 1.000000 \n", "\n", " aum_qty_mean aum_qty_median aum_qty_max aum_qty_last \\\n", "0 13099.683542 12313.2330 39201.929 15362.431 \n", "1 19721.920083 9272.4710 46591.535 5705.213 \n", "2 94110.153222 9912.7690 316149.358 168684.609 \n", "3 74707.740583 106267.2235 196139.292 196139.292 \n", "4 26636.948500 29692.2925 48287.032 7512.370 \n", ".. ... ... ... ... \n", "266 12267.997958 9950.5330 32977.443 4877.824 \n", "267 69421.793833 55546.6050 163966.050 14277.014 \n", "268 1789.997458 2021.5270 2518.899 554.000 \n", "269 39831.571833 34980.0330 84299.823 36354.458 \n", "270 2136.818542 727.0000 9560.044 612.299 \n", "\n", " net_flow_qty_sum gross_flow_qty_sum gross_flow_qty_mean n_tx_total \\\n", "0 -86610.542 145870.662 6077.944250 347.0 \n", "1 -958.588 79325.796 3305.241500 131.0 \n", "2 -54092.803 170248.173 18916.463667 334.0 \n", "3 -59221.624 211436.064 8809.836000 1132.0 \n", "4 -7789.010 45214.622 1883.942583 826.0 \n", ".. ... ... ... ... \n", "266 -15441.419 32108.803 1337.866792 631.0 \n", "267 -251075.901 347147.887 14464.495292 685.0 \n", "268 -2115.826 2115.826 88.159417 9.0 \n", "269 -38718.541 77652.421 3235.517542 324.0 \n", "270 -3167.353 85045.949 3543.581208 321.0 \n", "\n", " net_flow_vol turnover_mean turnover_vol flow_to_aum_mean \\\n", "0 4405.421469 6.866620e-01 6.476563e-01 -4.346513e-01 \n", "1 4205.535841 2.448698e-01 4.034074e-01 -1.119577e-01 \n", "2 15896.897315 1.676878e+01 4.067557e+01 -1.331691e+01 \n", "3 5513.516693 1.256966e+00 2.328463e+00 -1.348461e-01 \n", "4 1158.765419 8.937726e-02 6.399876e-02 -2.717045e-02 \n", ".. ... ... ... ... \n", "266 1041.528882 2.150940e-01 2.769692e-01 -1.143586e-01 \n", "267 17441.410733 3.217610e-01 4.302206e-01 -2.075494e-01 \n", "268 296.399564 1.193556e-01 5.157004e-01 -1.193556e-01 \n", "269 2235.473089 8.638039e-02 8.322480e-02 -3.706567e-02 \n", "270 4353.942068 2.763833e+11 1.157257e+12 -8.166042e+09 \n", "\n", " flow_to_aum_vol avg_n_isin_held max_n_isin_held sub_share_mean \\\n", "0 4.760756e-01 5.666667 9 0.182835 \n", "1 4.487544e-01 3.750000 7 0.408252 \n", "2 3.939035e+01 1.333333 2 0.322361 \n", "3 4.600613e-01 5.458333 9 0.382985 \n", "4 6.214485e-02 19.000000 24 0.375099 \n", ".. ... ... ... ... \n", "266 2.638958e-01 11.166667 15 0.320475 \n", "267 3.112958e-01 10.375000 14 0.137291 \n", "268 5.157004e-01 5.333333 6 0.000000 \n", "269 6.696282e-02 14.041667 18 0.308259 \n", "270 3.001015e+10 1.666667 4 0.411331 \n", "\n", " red_share_mean delta_rate_mean aum_drawdown_last aum_drawdown_max \\\n", "0 -0.820120 -0.004667 0.796705 0.965250 \n", "1 -0.556621 -0.004667 0.877548 0.911153 \n", "2 -0.688804 -0.021889 0.466440 0.999064 \n", "3 -0.717218 -0.004667 0.074580 0.996116 \n", "4 -0.637097 -0.004667 0.956999 0.956999 \n", ".. ... ... ... ... \n", "266 -0.697638 -0.004667 0.856627 0.947579 \n", "267 -0.873971 -0.004667 0.938989 0.948780 \n", "268 -0.250000 -0.004667 0.795396 0.795396 \n", "269 -0.719980 -0.004667 0.568748 0.864511 \n", "270 -0.611609 -0.004667 0.967122 1.000000 \n", "\n", " region country n_isin_total rel_turnover_mean_avg \\\n", "0 Switzerland Switzerland 70 2.868232e+11 \n", "1 Spain Spain 10 7.402653e+10 \n", "2 Italy Italy 5 3.729108e+12 \n", "3 Italy Italy 20 3.031166e+11 \n", "4 Italy Italy 60 2.801077e+10 \n", ".. ... ... ... ... \n", "266 Italy Italy 34 3.093744e+10 \n", "267 United Kingdom United Kingdom 37 2.100063e+11 \n", "268 Spain Portugal 8 2.166681e+09 \n", "269 Spain Spain 42 4.960864e+10 \n", "270 Spain Spain 26 3.481410e+11 \n", "\n", " rel_turnover_vol_avg rel_flow_to_aum_vol_avg full_exit_count \\\n", "0 4.008490e+11 4.992860e+11 50 \n", "1 1.892627e+11 1.897906e+11 11 \n", "2 2.856665e+12 3.471936e+12 11 \n", "3 2.822949e+11 2.429317e+11 42 \n", "4 6.331226e+10 6.213826e+10 107 \n", ".. ... ... ... \n", "266 6.664333e+10 6.710298e+10 71 \n", "267 4.459683e+11 3.365609e+11 59 \n", "268 1.061451e+10 1.061451e+10 3 \n", "269 1.547882e+11 1.513444e+11 40 \n", "270 5.321386e+11 5.878530e+11 14 \n", "\n", " entry_count avg_holding_months_per_isin max_holding_months_per_isin \\\n", "0 71 1.942857 7 \n", "1 16 9.000000 16 \n", "2 11 2.400000 4 \n", "3 53 6.550000 11 \n", "4 138 7.600000 17 \n", ".. ... ... ... \n", "266 89 7.882353 14 \n", "267 74 6.729730 17 \n", "268 6 16.000000 24 \n", "269 57 8.023810 19 \n", "270 23 1.538462 5 \n", "\n", " corr_flow_fund_lag3 corr_flow_fund_lag6 corr_flow_bench_lag3 \\\n", "0 -0.098882 0.103718 NaN \n", "1 0.079104 -0.154260 NaN \n", "2 -0.202170 NaN NaN \n", "3 0.279563 0.344789 NaN \n", "4 0.215711 0.376121 NaN \n", ".. ... ... ... \n", "266 -0.065606 -0.151279 NaN \n", "267 0.059350 0.090918 NaN \n", "268 -0.032409 0.252735 NaN \n", "269 0.302523 -0.131632 NaN \n", "270 0.021567 -0.332525 NaN \n", "\n", " corr_flow_bench_lag6 corr_flow_rate_lag3 corr_flow_rate_lag6 \\\n", "0 NaN 0.621462 0.312713 \n", "1 NaN 0.154608 -0.043408 \n", "2 NaN -0.207860 NaN \n", "3 NaN -0.141305 0.256302 \n", "4 NaN -0.130792 0.108078 \n", ".. ... ... ... \n", "266 NaN -0.097411 -0.114743 \n", "267 NaN 0.165629 -0.029560 \n", "268 NaN 0.002680 -0.019555 \n", "269 NaN 0.015668 -0.430534 \n", "270 NaN 0.046606 0.015242 \n", "\n", " gross_flow_to_aum avg_ticket flow_direction_balance redemption_bias \\\n", "0 11.135434 420.376548 -0.593749 -1.002955 \n", "1 4.022215 605.540427 -0.012084 -0.964873 \n", "2 1.809031 509.725069 -0.317729 -1.011165 \n", "3 2.830176 186.780975 -0.280092 -1.100203 \n", "4 1.697440 54.739252 -0.172268 -1.012196 \n", ".. ... ... ... ... \n", "266 2.617281 50.885583 -0.480909 -1.018113 \n", "267 5.000561 506.785236 -0.723253 -1.011262 \n", "268 1.182027 235.091778 -1.000000 -0.250000 \n", "269 1.949519 239.667966 -0.498613 -1.028239 \n", "270 39.800267 264.940651 -0.037243 -1.022940 \n", "\n", " activity_intensity exit_rate_per_isin entry_rate_per_isin \\\n", "0 14.458333 0.714286 1.014286 \n", "1 5.458333 1.100000 1.600000 \n", "2 37.111111 2.200000 2.200000 \n", "3 47.166667 2.100000 2.650000 \n", "4 34.416667 1.783333 2.300000 \n", ".. ... ... ... \n", "266 26.291667 2.088235 2.617647 \n", "267 28.541667 1.594595 2.000000 \n", "268 0.375000 0.375000 0.750000 \n", "269 13.500000 0.952381 1.357143 \n", "270 13.375000 0.538462 0.884615 \n", "\n", " aum_final_to_peak log_aum_qty_mean country_grp region_grp \\\n", "0 0.391879 9.480420 Switzerland Switzerland \n", "1 0.122452 9.889537 Spain Spain \n", "2 0.533560 11.452232 Italy Italy \n", "3 1.000000 11.221352 Italy Italy \n", "4 0.155577 10.190092 Italy Italy \n", ".. ... ... ... ... \n", "266 0.147914 9.414831 Italy Italy \n", "267 0.087073 11.147971 United Kingdom United Kingdom \n", "268 0.219937 7.490528 Other Spain \n", "269 0.431252 10.592440 Spain Spain \n", "270 0.064048 7.667541 Spain Spain \n", "\n", " log_gross_flow_qty_sum log_n_tx_total log_avg_ticket \\\n", "0 11.890482 5.852202 6.043527 \n", "1 11.281331 4.882802 6.407771 \n", "2 12.045018 5.814131 6.235831 \n", "3 12.261683 7.032624 5.235276 \n", "4 10.719198 6.717805 4.020685 \n", ".. ... ... ... \n", "266 10.376917 6.448889 3.949041 \n", "267 12.757509 6.530878 6.230059 \n", "268 7.657673 2.302585 5.464221 \n", "269 11.260011 5.783825 5.483418 \n", "270 11.350959 5.774552 5.583273 \n", "\n", " log_gross_flow_qty_mean cluster_kmeans \n", "0 8.712586 1 \n", "1 8.103567 1 \n", "2 9.847841 1 \n", "3 9.083738 4 \n", "4 7.541653 1 \n", ".. ... ... \n", "266 7.199579 1 \n", "267 9.579521 1 \n", "268 4.490426 3 \n", "269 8.082253 1 \n", "270 8.173175 1 \n", "\n", "[246 rows x 56 columns]" ] }, "execution_count": 368, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_2017" ] }, { "cell_type": "code", "execution_count": 379, "id": "80300015-8c96-4c68-8572-b005fe3008cb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "===== K=5 (2017) =====\n" ] }, { "data": { "text/html": [ "
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n_clientsaum_qty_mean_medgross_flow_to_aum_medflow_freq_medn_tx_total_medavg_n_isin_held_medn_isin_total_medavg_holding_months_per_isin_medexit_rate_per_isin_medflow_direction_balance_medredemption_bias_medaum_drawdown_last_medaum_final_to_peak_medcorr_flow_fund_lag3_medcorr_flow_fund_lag6_medcorr_flow_rate_lag3_medcorr_flow_rate_lag6_med
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" ], "text/plain": [ " n_clients aum_qty_mean_med gross_flow_to_aum_med \\\n", "cluster_kmeans \n", "3 111 16968.521150 0.000000 \n", "1 91 15224.049625 4.040687 \n", "4 27 88889.763125 1.307204 \n", "0 12 536154.854937 2.704868 \n", "2 5 72055.041304 12.515495 \n", "\n", " flow_freq_med n_tx_total_med avg_n_isin_held_med \\\n", "cluster_kmeans \n", "3 0.0 0.0 2.291667 \n", "1 1.0 347.0 2.772727 \n", "4 1.0 1132.0 14.666667 \n", "0 1.0 4320.0 22.479167 \n", "2 1.0 347.0 1.000000 \n", "\n", " n_isin_total_med avg_holding_months_per_isin_med \\\n", "cluster_kmeans \n", "3 15.0 3.800000 \n", "1 19.0 4.000000 \n", "4 32.0 15.380952 \n", "0 54.0 8.628205 \n", "2 10.0 1.916667 \n", "\n", " exit_rate_per_isin_med flow_direction_balance_med \\\n", "cluster_kmeans \n", "3 0.083333 0.000000 \n", "1 1.175000 -0.326316 \n", "4 0.196429 -0.290942 \n", "0 2.010311 -0.483334 \n", "2 1.000000 0.000000 \n", "\n", " redemption_bias_med aum_drawdown_last_med \\\n", "cluster_kmeans \n", "3 0.000000 0.920330 \n", "1 -1.013060 0.919243 \n", "4 -1.051078 0.322512 \n", "0 -1.148256 0.655400 \n", "2 -1.251187 1.000000 \n", "\n", " aum_final_to_peak_med corr_flow_fund_lag3_med \\\n", "cluster_kmeans \n", "3 0.112701 0.029610 \n", "1 0.111327 0.028616 \n", "4 0.677488 0.186117 \n", "0 0.411812 0.150284 \n", "2 0.000000 0.054633 \n", "\n", " corr_flow_fund_lag6_med corr_flow_rate_lag3_med \\\n", "cluster_kmeans \n", "3 -0.028331 0.026860 \n", "1 -0.021581 -0.000388 \n", "4 0.079017 -0.033758 \n", "0 0.115993 0.067313 \n", "2 -0.100003 0.002018 \n", "\n", " corr_flow_rate_lag6_med \n", "cluster_kmeans \n", "3 0.009551 \n", "1 -0.003074 \n", "4 0.104930 \n", "0 0.094253 \n", "2 0.026134 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "===== K=5 (2019) =====\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " n_clients aum_qty_mean_med gross_flow_to_aum_med \\\n", "cluster_kmeans \n", "1 158 9633.246229 4.266741 \n", "3 74 17463.171534 0.000000 \n", "4 68 61413.995862 1.242228 \n", "0 15 315716.091250 4.836881 \n", "2 2 77921.342500 4.689483 \n", "\n", " flow_freq_med n_tx_total_med avg_n_isin_held_med \\\n", "cluster_kmeans \n", "1 1.000000 329.5 2.638587 \n", "3 0.000000 0.0 1.764493 \n", "4 1.000000 512.5 10.750000 \n", "0 1.000000 4596.0 13.250000 \n", "2 0.666667 3060.0 2.583333 \n", "\n", " n_isin_total_med avg_holding_months_per_isin_med \\\n", "cluster_kmeans \n", "1 20.0 2.923188 \n", "3 11.0 3.765625 \n", "4 19.0 14.662500 \n", "0 62.0 5.065217 \n", "2 32.5 1.420635 \n", "\n", " exit_rate_per_isin_med flow_direction_balance_med \\\n", "cluster_kmeans \n", "1 1.066964 0.034443 \n", "3 0.119658 0.000000 \n", "4 0.084118 0.284410 \n", "0 1.952381 0.114974 \n", "2 0.250000 0.610875 \n", "\n", " redemption_bias_med aum_drawdown_last_med \\\n", "cluster_kmeans \n", "1 -1.006633 0.876492 \n", "3 0.000000 0.730164 \n", "4 -1.022922 0.024953 \n", "0 -1.104636 0.767660 \n", "2 -0.710315 0.000641 \n", "\n", " aum_final_to_peak_med corr_flow_fund_lag3_med \\\n", "cluster_kmeans \n", "1 0.221628 -0.009886 \n", "3 0.486056 -0.015831 \n", "4 1.000000 0.036290 \n", "0 0.442852 0.024923 \n", "2 0.999359 NaN \n", "\n", " corr_flow_fund_lag6_med corr_flow_rate_lag3_med \\\n", "cluster_kmeans \n", "1 -0.002589 -0.021260 \n", "3 -0.054000 0.029791 \n", "4 0.005350 -0.063025 \n", "0 0.080512 0.001555 \n", "2 NaN 0.048991 \n", "\n", " corr_flow_rate_lag6_med \n", "cluster_kmeans \n", "1 0.004922 \n", "3 0.012218 \n", "4 -0.070005 \n", "0 -0.089721 \n", "2 0.069475 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "===== K=5 (2021) =====\n" ] }, { "data": { "text/html": [ "
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n_clientsaum_qty_mean_medgross_flow_to_aum_medflow_freq_medn_tx_total_medavg_n_isin_held_medn_isin_total_medavg_holding_months_per_isin_medexit_rate_per_isin_medflow_direction_balance_medredemption_bias_medaum_drawdown_last_medaum_final_to_peak_medcorr_flow_fund_lag3_medcorr_flow_fund_lag6_medcorr_flow_rate_lag3_medcorr_flow_rate_lag6_med
cluster_kmeans
117613730.2894423.3143661.000000303.53.26087020.03.6619051.242647-0.321897-1.0131080.8897580.203476-0.055453-0.0351680.0344400.061284
36532116.3451250.3495450.1250001.01.6666677.05.5000000.2727270.000000-0.1250000.5179410.565745-0.023467-0.0046820.1597950.081149
461113501.9400000.9500991.000000907.014.83333320.019.1282050.166667-0.125148-1.0244170.2148150.805057-0.0178080.0133490.0206890.045295
014432637.6631884.5294721.0000004802.021.06250065.07.0356291.286394-0.114398-1.0761900.6498600.4057150.0715470.0235720.1757850.120807
21502831.4929231.1758350.92307731.00.6923084.02.2500000.500000-0.075935-0.9230771.0000000.000000-0.239729-0.165593-0.6037930.022203
\n", "
" ], "text/plain": [ " n_clients aum_qty_mean_med gross_flow_to_aum_med \\\n", "cluster_kmeans \n", "1 176 13730.289442 3.314366 \n", "3 65 32116.345125 0.349545 \n", "4 61 113501.940000 0.950099 \n", "0 14 432637.663188 4.529472 \n", "2 1 502831.492923 1.175835 \n", "\n", " flow_freq_med n_tx_total_med avg_n_isin_held_med \\\n", "cluster_kmeans \n", "1 1.000000 303.5 3.260870 \n", "3 0.125000 1.0 1.666667 \n", "4 1.000000 907.0 14.833333 \n", "0 1.000000 4802.0 21.062500 \n", "2 0.923077 31.0 0.692308 \n", "\n", " n_isin_total_med avg_holding_months_per_isin_med \\\n", "cluster_kmeans \n", "1 20.0 3.661905 \n", "3 7.0 5.500000 \n", "4 20.0 19.128205 \n", "0 65.0 7.035629 \n", "2 4.0 2.250000 \n", "\n", " exit_rate_per_isin_med flow_direction_balance_med \\\n", "cluster_kmeans \n", "1 1.242647 -0.321897 \n", "3 0.272727 0.000000 \n", "4 0.166667 -0.125148 \n", "0 1.286394 -0.114398 \n", "2 0.500000 -0.075935 \n", "\n", " redemption_bias_med aum_drawdown_last_med \\\n", "cluster_kmeans \n", "1 -1.013108 0.889758 \n", "3 -0.125000 0.517941 \n", "4 -1.024417 0.214815 \n", "0 -1.076190 0.649860 \n", "2 -0.923077 1.000000 \n", "\n", " aum_final_to_peak_med corr_flow_fund_lag3_med \\\n", "cluster_kmeans \n", "1 0.203476 -0.055453 \n", "3 0.565745 -0.023467 \n", "4 0.805057 -0.017808 \n", "0 0.405715 0.071547 \n", "2 0.000000 -0.239729 \n", "\n", " corr_flow_fund_lag6_med corr_flow_rate_lag3_med \\\n", "cluster_kmeans \n", "1 -0.035168 0.034440 \n", "3 -0.004682 0.159795 \n", "4 0.013349 0.020689 \n", "0 0.023572 0.175785 \n", "2 -0.165593 -0.603793 \n", "\n", " corr_flow_rate_lag6_med \n", "cluster_kmeans \n", "1 0.061284 \n", "3 0.081149 \n", "4 0.045295 \n", "0 0.120807 \n", "2 0.022203 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "===== K=5 (2023) =====\n" ] }, { "data": { "text/html": [ "
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n_clientsaum_qty_mean_medgross_flow_to_aum_medflow_freq_medn_tx_total_medavg_n_isin_held_medn_isin_total_medavg_holding_months_per_isin_medexit_rate_per_isin_medflow_direction_balance_medredemption_bias_medaum_drawdown_last_medaum_final_to_peak_medcorr_flow_fund_lag3_medcorr_flow_fund_lag6_medcorr_flow_rate_lag3_medcorr_flow_rate_lag6_med
cluster_kmeans
11721.357394e+044.1500921.000000310.02.84848520.03.2272731.1087320.130341-1.0114530.9063050.246636-0.021698-0.048594-0.010974-0.042960
4828.636871e+041.3891361.000000770.512.89583327.014.0252640.2755180.237140-1.0242360.1254180.953249-0.0006460.010373-0.1020000.070727
3556.469700e+040.4863430.1250004.01.0416673.08.0000000.2222220.000000-0.1324030.3551670.8121960.048014-0.0134280.1463840.189835
0165.487127e+053.9563021.0000005915.521.22916768.56.4732871.1529330.407132-1.1586410.4877220.921376-0.0638570.034445-0.126342-0.203116
221.312765e+066.6044960.708333314.01.2678578.02.3750001.541667-0.426440-0.8430280.9959090.010642NaNNaN0.2065730.199750
\n", "
" ], "text/plain": [ " n_clients aum_qty_mean_med gross_flow_to_aum_med \\\n", "cluster_kmeans \n", "1 172 1.357394e+04 4.150092 \n", "4 82 8.636871e+04 1.389136 \n", "3 55 6.469700e+04 0.486343 \n", "0 16 5.487127e+05 3.956302 \n", "2 2 1.312765e+06 6.604496 \n", "\n", " flow_freq_med n_tx_total_med avg_n_isin_held_med \\\n", "cluster_kmeans \n", "1 1.000000 310.0 2.848485 \n", "4 1.000000 770.5 12.895833 \n", "3 0.125000 4.0 1.041667 \n", "0 1.000000 5915.5 21.229167 \n", "2 0.708333 314.0 1.267857 \n", "\n", " n_isin_total_med avg_holding_months_per_isin_med \\\n", "cluster_kmeans \n", "1 20.0 3.227273 \n", "4 27.0 14.025264 \n", "3 3.0 8.000000 \n", "0 68.5 6.473287 \n", "2 8.0 2.375000 \n", "\n", " exit_rate_per_isin_med flow_direction_balance_med \\\n", "cluster_kmeans \n", "1 1.108732 0.130341 \n", "4 0.275518 0.237140 \n", "3 0.222222 0.000000 \n", "0 1.152933 0.407132 \n", "2 1.541667 -0.426440 \n", "\n", " redemption_bias_med aum_drawdown_last_med \\\n", "cluster_kmeans \n", "1 -1.011453 0.906305 \n", "4 -1.024236 0.125418 \n", "3 -0.132403 0.355167 \n", "0 -1.158641 0.487722 \n", "2 -0.843028 0.995909 \n", "\n", " aum_final_to_peak_med corr_flow_fund_lag3_med \\\n", "cluster_kmeans \n", "1 0.246636 -0.021698 \n", "4 0.953249 -0.000646 \n", "3 0.812196 0.048014 \n", "0 0.921376 -0.063857 \n", "2 0.010642 NaN \n", "\n", " corr_flow_fund_lag6_med corr_flow_rate_lag3_med \\\n", "cluster_kmeans \n", "1 -0.048594 -0.010974 \n", "4 0.010373 -0.102000 \n", "3 -0.013428 0.146384 \n", "0 0.034445 -0.126342 \n", "2 NaN 0.206573 \n", "\n", " corr_flow_rate_lag6_med \n", "cluster_kmeans \n", "1 -0.042960 \n", "4 0.070727 \n", "3 0.189835 \n", "0 -0.203116 \n", "2 0.199750 " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(f\"\\n===== K=5 (2017) =====\")\n", "prof = (\n", " df_2017.groupby(f\"cluster_kmeans\")\n", " .agg(\n", " n_clients=(ID_COL, \"count\"),\n", " **{f\"{c}_med\": (c, \"median\") for c in profile_vars}\n", " )\n", " .sort_values(\"n_clients\", ascending=False)\n", " )\n", "display(prof)\n", "\n", "print(f\"\\n===== K=5 (2019) =====\")\n", "\n", "prof = (\n", " df_2019.groupby(f\"cluster_kmeans\")\n", " .agg(\n", " n_clients=(ID_COL, \"count\"),\n", " **{f\"{c}_med\": (c, \"median\") for c in profile_vars}\n", " )\n", " .sort_values(\"n_clients\", ascending=False)\n", " )\n", "display(prof)\n", "\n", "print(f\"\\n===== K=5 (2021) =====\")\n", "\n", "prof = (\n", " df_2021.groupby(f\"cluster_kmeans\")\n", " .agg(\n", " n_clients=(ID_COL, \"count\"),\n", " **{f\"{c}_med\": (c, \"median\") for c in profile_vars}\n", " )\n", " .sort_values(\"n_clients\", ascending=False)\n", " )\n", "display(prof)\n", "\n", "print(f\"\\n===== K=5 (2023) =====\")\n", "\n", "prof = (\n", " df_2023.groupby(f\"cluster_kmeans\")\n", " .agg(\n", " n_clients=(ID_COL, \"count\"),\n", " **{f\"{c}_med\": (c, \"median\") for c in profile_vars}\n", " )\n", " .sort_values(\"n_clients\", ascending=False)\n", " )\n", "display(prof)" ] }, { "cell_type": "code", "execution_count": null, "id": "2895cf20-79e0-4b98-b0c2-107425f99b60", "metadata": {}, "outputs": [], "source": [ "labels_map = {\n", " 0: \"Cluster 0 (30): Large and highly active movers\",\n", " 1: \"Cluster 1 (168): Occasional large movers\",\n", " 3: \"Cluster 3 (111): Dormant profiles\",\n", " 4: \"Cluster 4 (90): Loyal clients\"\n", "}" ] }, { "cell_type": "code", "execution_count": 381, "id": "0040629e-2d5a-4e61-ba50-a1e1cce790e1", "metadata": {}, "outputs": [], "source": [ "# Merge\n", "\n", "df_evo = (\n", " df_2017[[ID_COL, \"cluster_kmeans\"]]\n", " .rename(columns={\"cluster_kmeans\": \"cluster_2017\"})\n", " .merge(\n", " df_2019[[ID_COL, \"cluster_kmeans\"]]\n", " .rename(columns={\"cluster_kmeans\": \"cluster_2019\"}),\n", " on=ID_COL\n", " )\n", " .merge(\n", " df_2021[[ID_COL, \"cluster_kmeans\"]]\n", " .rename(columns={\"cluster_kmeans\": \"cluster_2021\"}),\n", " on=ID_COL\n", " )\n", " .merge(\n", " df_2023[[ID_COL, \"cluster_kmeans\"]]\n", " .rename(columns={\"cluster_kmeans\": \"cluster_2023\"}),\n", " on=ID_COL\n", " )\n", ")\n", "\n", "df_evo = df_evo.isin(clusters_keep = [1, 2, 3])\n" ] }, { "cell_type": "code", "execution_count": 382, "id": "6fb52dd0-e5ee-443f-a155-913caaf4bbe1", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cluster_20190134
cluster_2017
09.0NaNNaN1.0
1NaN64.03.08.0
2NaN3.01.0NaN
32.030.031.05.0
41.05.01.019.0
\n", "
" ], "text/plain": [ "cluster_2019 0 1 3 4\n", "cluster_2017 \n", "0 9.0 NaN NaN 1.0\n", "1 NaN 64.0 3.0 8.0\n", "2 NaN 3.0 1.0 NaN\n", "3 2.0 30.0 31.0 5.0\n", "4 1.0 5.0 1.0 19.0" ] }, "execution_count": 382, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_evo.groupby([\"cluster_2017\", \"cluster_2019\"]).size().unstack()" ] }, { "cell_type": "code", "execution_count": 383, "id": "7bad62fa-d161-4c6e-ad80-d0c8a75c06c2", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cluster_202101234
cluster_2019
09.01.0NaNNaN2.0
11.096.0NaN2.03.0
3NaN12.01.022.01.0
41.09.0NaN1.022.0
\n", "
" ], "text/plain": [ "cluster_2021 0 1 2 3 4\n", "cluster_2019 \n", "0 9.0 1.0 NaN NaN 2.0\n", "1 1.0 96.0 NaN 2.0 3.0\n", "3 NaN 12.0 1.0 22.0 1.0\n", "4 1.0 9.0 NaN 1.0 22.0" ] }, "execution_count": 383, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_evo.groupby([\"cluster_2019\", \"cluster_2021\"]).size().unstack()" ] }, { "cell_type": "code", "execution_count": 384, "id": "8f135625-24b3-417e-9414-d2cd0dc32cfe", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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cluster_202301234
cluster_2021
011.0NaNNaNNaNNaN
11.097.0NaN2.018.0
2NaNNaN1.0NaNNaN
3NaN13.0NaN12.0NaN
42.04.0NaNNaN22.0
\n", "
" ], "text/plain": [ "cluster_2023 0 1 2 3 4\n", "cluster_2021 \n", "0 11.0 NaN NaN NaN NaN\n", "1 1.0 97.0 NaN 2.0 18.0\n", "2 NaN NaN 1.0 NaN NaN\n", "3 NaN 13.0 NaN 12.0 NaN\n", "4 2.0 4.0 NaN NaN 22.0" ] }, "execution_count": 384, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_evo.groupby([\"cluster_2021\", \"cluster_2023\"]).size().unstack()" ] }, { "cell_type": "code", "execution_count": 391, "id": "73db7626-a489-49f1-9c3b-bfde6001e193", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "df_filtered = df_evo[\n", " (df_evo[\"cluster_2017\"] != 2) & \n", " (df_evo[\"cluster_2019\"] != 2) &\n", " (df_evo[\"cluster_2021\"] != 2) &\n", " (df_evo[\"cluster_2023\"] != 2)\n", "]\n", "\n", "# matrice de transition\n", "transition1 = df_filtered.groupby([\"cluster_2017\", \"cluster_2019\"]).size().unstack(fill_value=0)\n", "transition2 = df_filtered.groupby([\"cluster_2019\", \"cluster_2021\"]).size().unstack(fill_value=0)\n", "transition3 = df_filtered.groupby([\"cluster_2021\", \"cluster_2023\"]).size().unstack(fill_value=0)\n", "\n", "transition_pct1 = transition1.div(transition1.sum(axis=1), axis=0)\n", "transition_pct2 = transition2.div(transition2.sum(axis=1), axis=0)\n", "transition_pct3 = transition3.div(transition3.sum(axis=1), axis=0)\n", "\n", "plt.figure(figsize=(8,6))\n", "#sns.heatmap(transition1, annot=True, fmt=\"d\", cmap=\"Blues\")\n", "sns.heatmap(transition_pct1, annot=True, fmt=\".2f\", cmap=\"Blues\")\n", "\n", "plt.ylabel(\"Cluster 2016-2019\")\n", "plt.xlabel(\"Cluster 2019-2022\")\n", "plt.title(\"Matrice de transition des clusters (2016 → 2019)\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 393, "id": "47edb04f-e57c-48de-8696-af968b5614d7", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(14,6), sharey=True)\n", "\n", "# --- Heatmap 1 : 2017 → 2019 ---\n", "sns.heatmap(\n", " transition_pct1,\n", " annot=True,\n", " fmt=\".2f\",\n", " cmap=\"Blues\",\n", " ax=axes[0]\n", ")\n", "\n", "axes[0].set_xlabel(\"Cluster 2019-2021\")\n", "axes[0].set_ylabel(\"Cluster 2017-2019\")\n", "axes[0].set_title(\"Transition des clusters (2017-2019 → 2019-2021)\")\n", "\n", "# --- Heatmap 2 : 2019 → 2021 ---\n", "sns.heatmap(\n", " transition_pct2,\n", " annot=True,\n", " fmt=\".2f\",\n", " cmap=\"Blues\",\n", " ax=axes[1]\n", ")\n", "\n", "axes[1].set_xlabel(\"Cluster 2021-2023\")\n", "axes[1].set_ylabel(\"Cluster 2019-2021\")\n", "axes[1].set_title(\"Transition des clusters (2019-2021 → 2021-2023)\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 394, "id": "24ff33bb-3658-4c36-bcd8-0a0982577314", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 3, figsize=(18,6), sharey=True)\n", "\n", "# --- Heatmap 1 : \n", "sns.heatmap(\n", " transition_pct1,\n", " annot=True,\n", " fmt=\".2f\",\n", " cmap=\"Blues\",\n", " ax=axes[0]\n", ")\n", "\n", "axes[0].set_xlabel(\"Cluster 2019-2021\")\n", "axes[0].set_ylabel(\"Cluster 2017-2019\")\n", "axes[0].set_title(\"Transition (2017-2019 → 2019-2021)\")\n", "\n", "# --- Heatmap 2 : \n", "sns.heatmap(\n", " transition_pct2,\n", " annot=True,\n", " fmt=\".2f\",\n", " cmap=\"Blues\",\n", " ax=axes[1]\n", ")\n", "\n", "axes[1].set_xlabel(\"Cluster 2021-2023\")\n", "axes[1].set_ylabel(\"Cluster 2019-2021\")\n", "axes[1].set_title(\"Transition (2019-2021 → 2021-2023)\")\n", "\n", "# --- Heatmap 3 : \n", "sns.heatmap(\n", " transition_pct3,\n", " annot=True,\n", " fmt=\".2f\",\n", " cmap=\"Blues\",\n", " ax=axes[2]\n", ")\n", "\n", "axes[2].set_xlabel(\"Cluster 2023-2025\")\n", "axes[2].set_ylabel(\"Cluster 2021-2023\")\n", "axes[2].set_title(\"Transition (2021-2023 → 2023-2025)\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 410, "id": "f50429f5-12ea-4056-8568-d27d005835ca", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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r7dq1S/7+/lq8eLG2bdumCRMmpPvgdNbsp3T3qm7t2rX13XffydPTU6+99prV28ibN69GjRql6OhoBQUFaeHChYqMjNTMmTPNg5q9++67WrRokTp06KCNGzcqJCREiYmJOnz4sBYtWmR+xretRowYoXXr1qlKlSrq1KmTsmTJohkzZiguLk6jR482L9evXz/NnTtXtWvXVvfu3c2PuEruGQAAAPDIMnZwcODpd+TIEaNdu3aGv7+/4eDgYGTLls0ICQkxJk+ebPFYqfsfk2QYhrFr1y7j+eefNxwcHIznnnvOGD9+fIpHXO3evdto1qyZ8dxzzxmOjo6Gt7e3UbduXeO3336zaGv79u1GuXLlDAcHhxSPBTp+/LjRokULI3fu3EbWrFmNfPnyGXXr1jUWL15sXiZ5uw96lNb9Tp06ZdSvX99wcXExcubMaXTv3t1YvXr1Qx9xtXjxYuOVV14xvL29zfvevn174/Tp0xbtz5o1ywgMDDTs7e0t2vTz8zNee+21VGtK6xFXmzdvNt5//33Dy8vLcHNzM5o3b25cvHjRYt3ExESjf//+Rs6cOQ0XFxcjNDTUOHbsWKqfXVq13f+IK8MwjLNnzxqtW7c2cubMaTg4OBjBwcHG7NmzLZZJfsTVmDFjUuzT/Z9namzZz2SLFi0yJBnvv//+A9u+V9WqVY3ixYsbv/32m1GpUiXDycnJ8PPzMz777LMUy8bHxxujRo0yihcvbjg6OhpeXl5GuXLljKFDhxpXr1612L/OnTunur3U9n337t1GaGio4ebmZri4uBjVq1c3tm/fnmLdffv2GVWrVjWcnJyMfPnyGcOHDze++OILHnEFAAD+FZNhpONoNQCAp8b333+vBg0aaMuWLeZHaT1MtWrVdOHChX81qB4AAMDTjHuiAeAZNWvWLAUGBqpKlSoZXQoAAMBTg3uiAeAZs2DBAu3bt0/h4eGaOHFiuo+EDgAA8F9GiAaAZ0yzZs3k5uamNm3aqFOnThldDgAAwFMlQ7tzb9myRfXq1VPevHllMpm0fPnyh66zadMmlS1bVo6OjipYsKDmzJnz2OsEgP8SwzB0/fp1ff7558qSxbbvUjdt2sT90AAA4JmWoSH6xo0bKlWqlKZMmWLV8idPntRrr72m6tWrKzIyUj169FDbtm21Zs2ax1wpAAAAAABSphmd22QyadmyZWrQoEGay/Tv31/h4eEWV0HeeustXblyRatXr34CVQIAAAAAnmVP1T3RO3bsUM2aNS2mhYaGqkePHmmuExcXp7i4OPP7pKQkXbp0STly5GAwHQAA8MiSb43Imzev7Ox44AkAPCueqhB95swZ+fj4WEzz8fHRtWvXdOvWLTk7O6dYJywsTEOHDn1SJQIAgGfMH3/8ofz582d0GQCAJ+SpCtGP4oMPPlCvXr3M769evarnnntOf/zxh9zd3TOwMkkeHhm7/czi6tWMriDz4Jy4i3PiH5wTd3FO/INz4q5McE5cu3ZNvr6+ypYtW0aXAgB4gp6qEJ07d26dPXvWYtrZs2fl7u6e6lVoSXJ0dJSjo2OK6e7u7hkfonEXnwPuxzmB+3FO4H6Z6Jzg9jAAeLY8VTfwVKpUSRERERbT1q1bp0qVKmVQRQAAAACAZ0mGhujY2FhFRkYqMjJS0t1HWEVGRiomJkbS3a7YLVq0MC/foUMHnThxQv369dPhw4c1depULVq0SD179syI8gEAAAAAz5gMDdG//fabypQpozJlykiSevXqpTJlymjQoEGSpNOnT5sDtSQFBAQoPDxc69atU6lSpTRu3Dh9/vnnCg0NzZD6AQAAAADPlkzznOgn5dq1a/Lw8NDVq1cz/p5o7qG669k6BR+Mc+Iuzol/cE7cxTnxD86JuzLBOZGp/qaQlJiYqDt37mR0GQDwVMqaNavs7e2tWvapGlgMAAAAlgzD0JkzZ3TlypWMLgUAnmqenp7KnTv3QweMJEQDAAA8xZIDtLe3t1xcXBgtHABsZBiGbt68qXPnzkmS8uTJ88DlCdEAAABPqcTERHOAzpEjR0aXAwBPreRHJp87d07e3t4P7Nr9VD3iCgAAAP9IvgfaxcUlgysBgKdf8u/Sh40vQYgGAAB4ytGFGwD+PWt/lxKiAQAAAACwEiEaAAAAgNVMJpOWL1+e0WUAGYYQDQAAAMDszJkz6tq1qwIDA+Xo6ChfX1/Vq1dPERER6b6tTZs2yWQy8Yg2PFUYnRsAAACAJCk6OlohISHy9PTUmDFjFBwcrDt37mjNmjXq3LmzDh8+nNElpsowDCUmJipLFuINHj+uRAMAAACQJHXq1Ekmk0m//vqrGjVqpKCgIBUvXly9evXSzz//nGL51K4kR0ZGymQyKTo6WpJ06tQp1atXT15eXnJ1dVXx4sW1cuVKRUdHq3r16pIkLy8vmUwmtWrVSpKUlJSksLAwBQQEyNnZWaVKldLixYtTbHfVqlUqV66cHB0dtXXr1sd2XIB78VUNAAAAAF26dEmrV6/WyJEj5erqmmK+p6fnI7XbuXNnxcfHa8uWLXJ1ddXBgwfl5uYmX19fLVmyRI0aNVJUVJTc3d3Nz+oNCwvTN998o+nTp6tQoULasmWL3nnnHeXKlUtVq1Y1tz1gwACNHTtWgYGB8vLyeqT6AFsRogEAAADo2LFjMgxDRYoUSdd2Y2Ji1KhRIwUHB0uSAgMDzfOyZ88uSfL29jaH9Li4OH388cdav369KlWqZF5n69atmjFjhkWIHjZsmGrVqpWu9QIPQ4gGAAAAIMMwHku73bp1U8eOHbV27VrVrFlTjRo1UsmSJdNc/tixY7p582aKcBwfH68yZcpYTCtfvvxjqRl4EEI0AAAAABUqVEgmk8mmwcPs7O4OsXRvAL9z547FMm3btlVoaKjCw8O1du1ahYWFady4ceratWuqbcbGxkqSwsPDlS9fPot5jo6OFu9T63YOPG4MLAYAAABA2bNnV2hoqKZMmaIbN26kmJ/aY6hy5colSTp9+rR5WmRkZIrlfH191aFDBy1dulS9e/fWrFmzJEkODg6SpMTERPOyxYoVk6Ojo2JiYlSwYEGLl6+v77/ZRSBdEKIBAAAASJKmTJmixMREVaxYUUuWLNHRo0d16NAhTZo0yXx/8r2Sg+2QIUN09OhRhYeHa9y4cRbL9OjRQ2vWrNHJkye1e/dubdy4UUWLFpUk+fn5yWQyacWKFTp//rxiY2OVLVs29enTRz179tRXX32l48ePa/fu3Zo8ebK++uqrJ3IcgAchRAMAAACQdHcAr927d6t69erq3bu3SpQooVq1aikiIkLTpk1LsXzWrFn17bff6vDhwypZsqRGjRqlESNGWCyTmJiozp07q2jRoqpdu7aCgoI0depUSVK+fPk0dOhQDRgwQD4+PurSpYskafjw4Ro4cKDCwsLM64WHhysgIODxHwTgIUzG4xpBIJO6du2aPDw8dPXqVbm7u2dsMSZTxm4/s3i2TsEH45y4i3PiH5wTd3FO/INz4q5McE5khr8pbt++rZMnTyogIEBOTk4ZUgMA/FdY+zuVK9EAAAAAAFiJEA0AAAAAgJUI0QAAAAAAWIkQDQAAAACAlQjRAAAAAABYiRANAAAAAICVCNEAAAAAAFiJEA0AAAAAgJUI0QAAAAAAWIkQDQAAgEzLZDJp+fLlGV0GMsCcOXPk6emZ5vzo6GiZTCZFRkY+chupadWqlRo0aPDAZfz9/TVhwgSb2n0SrKkd/x4hGgAA4D/IZHpyr0d15swZde3aVYGBgXJ0dJSvr6/q1auniIiI9DsQ99i0aZNMJpOuXLnyWNqXpEuXLql58+Zyd3eXp6en2rRpo9jYWJvaeBJ1PiuaNm2qI0eOZHQZ6S6tLxAmTpyoOXPmZEhNz5IsGV0AAAAAnj3R0dEKCQmRp6enxowZo+DgYN25c0dr1qxR586ddfjw4YwuMU2GYSgxMVFZsqT8U7p58+Y6ffq01q1bpzt37qh169Z6//33NX/+/Ayo9B937txR1qxZM7SGjODs7CxnZ+eMLuOJ8fDwyOgSMpX4+Hg5ODike7tciQYAAMAT16lTJ5lMJv36669q1KiRgoKCVLx4cfXq1Us///xzquukdoU2MjJSJpNJ0dHRkqRTp06pXr168vLykqurq4oXL66VK1cqOjpa1atXlyR5eXnJZDKpVatWkqSkpCSFhYUpICBAzs7OKlWqlBYvXpxiu6tWrVK5cuXk6OiorVu3pqjv0KFDWr16tT7//HM9//zzqlKliiZPnqwFCxbo77//Tp8DJ2nnzp2qVauWcubMKQ8PD1WtWlW7d++2WMZkMmnatGmqX7++XF1dNXLkSEnSiBEj5O3trWzZsqlt27YaMGCASpcubbHu559/rqJFi8rJyUlFihTR1KlTH1jP6tWrVaVKFXl6eipHjhyqW7eujh8/bp6ffNV06dKlql69ulxcXFSqVCnt2LHDop05c+boueeek4uLixo2bKiLFy9adTxOnDiRZrupdee25hhI0tixY5UnTx7lyJFDnTt31p07d1Ld/nvvvae6detaTLtz5468vb31xRdfpLrOxYsX1axZM+XLl08uLi4KDg7Wt99+a7FMUlKSRo8erYIFC8rR0VHPPfec+XMMCAiQJJUpU0Ymk0nVqlWTZNmde+bMmcqbN6+SkpIs2n399df13nvvmd9///33Klu2rJycnBQYGKihQ4cqISEh1brv3cbHH38sHx8feXp6atiwYUpISFDfvn2VPXt25c+fX7Nnz7ZYb//+/Xr55Zfl7OysHDly6P333zf30li7dq2cnJxS9L7o3r27Xn75ZfP7rVu36sUXX5Szs7N8fX3VrVs33bhxwzzf399fw4cPV4sWLeTu7q73339f8fHx6tKli/LkySMnJyf5+fkpLCwszf2zivGMuXr1qiHJuHr1akaXYhgSr2fvFHywjP4sMssL/8jozyKzvPCPjP4sMssrE8gMf1PcunXLOHjwoHHr1q0U8zLzx3Hx4kXDZDIZH3/88UOXlWQsW7bMMAzD2LhxoyHJuHz5snn+nj17DEnGyZMnDcMwjNdee82oVauWsW/fPuP48ePGjz/+aGzevNlISEgwlixZYkgyoqKijNOnTxtXrlwxDMMwRowYYRQpUsRYvXq1cfz4cWP27NmGo6OjsWnTJovtlixZ0li7dq1x7Ngx4+LFiylq/eKLLwxPT0+LaXfu3DHs7e2NpUuXWuzT7Nmz09zn1PbzXhEREcbcuXONQ4cOGQcPHjTatGlj+Pj4GNeuXbPYhre3t/Hll18ax48fN06dOmV88803hpOTk/Hll18aUVFRxtChQw13d3ejVKlS5vW++eYbI0+ePMaSJUuMEydOGEuWLDGyZ89uzJkzJ816Fy9ebCxZssQ4evSosWfPHqNevXpGcHCwkZiYaBiGYZw8edKQZBQpUsRYsWKFERUVZTRu3Njw8/Mz7ty5YxiGYfz888+GnZ2dMWrUKCMqKsqYOHGi4enpaXh4eKS5XWvanT17tkUb1hyDli1bGu7u7kaHDh2MQ4cOGT/++KPh4uJizJw507yMn5+f8emnnxqGYRjbtm0z7O3tjb///ts8f+nSpYarq6tx/fr1VGv/888/jTFjxhh79uwxjh8/bkyaNMmwt7c3fvnlF/My/fr1M7y8vIw5c+YYx44dM3766Sdj1qxZhmEYxq+//mpIMtavX2+cPn3afD62bNnSeP311w3DMIxLly4ZDg4Oxvr1681tXrx40WLali1bDHd3d2POnDnG8ePHjbVr1xr+/v7GkCFD0jzuLVu2NLJly2Z07tzZOHz4sPHFF18YkozQ0FBj5MiRxpEjR4zhw4cbWbNmNf744w/DMAwjNjbWyJMnj/HGG28Y+/fvNyIiIoyAgACjZcuWhmEYRkJCguHj42N8/vnn5u3cP+3YsWOGq6ur8emnnxpHjhwxtm3bZpQpU8Zo1aqVxefi7u5ujB071jh27Jhx7NgxY8yYMYavr6+xZcsWIzo62vjpp5+M+fPnp7pvD/qdeq/M8X+hJygz/A/PLKP/AMksL/wjoz+LzPLCPzL6s8gsL/wjoz+LzPLKBDLD3xRPa4j+5ZdfDEkWwTIttobo4ODgNANAauvfvn3bcHFxMbZv326xbJs2bYxmzZpZrLd8+fIH1jpy5EgjKCgoxfRcuXIZU6dONb8vXLjwA/f9YSH6fomJiUa2bNmMH3/80TxNktGjRw+L5Z5//nmjc+fOFtNCQkIsAmSBAgVSBIzhw4cblSpVsqoWwzCM8+fPG5KM/fv3G4bxT9i9NyAdOHDAkGQcOnTIMAzDaNasmVGnTh2Ldpo2bWpViH5Qu/eHaGuOQcuWLQ0/Pz8jISHBPO3NN980mjZtan5/b4g2DMMoVqyYMWrUKPP7evXqWYQ7a7z22mtG7969DcMwjGvXrhmOjo7m0Hy/5H3fs2ePxfR7Q7RhGMbrr79uvPfee+b3M2bMMPLmzWv+gqNGjRopvsyaO3eukSdPnjTrTD4+yW0Yxt1z+sUXXzS/T0hIMFxdXY1vv/3WMAzDmDlzpuHl5WXExsaalwkPDzfs7OyMM2fOGIZhGN27dzdefvll8/w1a9YYjo6O5n8Hbdq0Md5//32LWn766SfDzs7O/DvQz8/PaNCggcUyXbt2NV5++WUjKSkpzX1KZm2Ipjs3AAAAnijDMB5b2926ddOIESMUEhKiwYMHa9++fQ9c/tixY7p586Zq1aolNzc38+vrr7+26JIsSeXLl0+XGg8fPqyGDRs+8vpnz55Vu3btVKhQIXl4eMjd3V2xsbGKiYmxWO7+eqOiolSxYkWLafe+v3Hjho4fP642bdpYHIsRI0akOBb3Onr0qJo1a6bAwEC5u7vL399fklLUU7JkSfPPefLkkSSdO3dO0t2u8M8//7zF8pUqVXrQYbCq3fs97BgkK168uOzt7S3aTatNSWrbtq25+/LZs2e1atUqiy7T90tMTNTw4cMVHBys7Nmzy83NTWvWrDEfs0OHDikuLk41atRIsw1rNG/eXEuWLFFcXJwkad68eXrrrbdkZ3c3Bu7du1fDhg2z+LzbtWun06dP6+bNm2m2W7x4cXMbkuTj46Pg4GDze3t7e+XIkcPi8y1VqpRcXV3Ny4SEhCgpKUlRUVHmWjdt2mS+9WHevHl67bXXzN3x9+7dqzlz5ljUGhoaqqSkJJ08edLc7v3nfatWrRQZGanChQurW7duWrt2rc3H8X4MLAYAAIAnqlChQjKZTDYPHpb8R/u9Ifz++1Tbtm2r0NBQhYeHa+3atQoLC9O4cePUtWvXVNtMviczPDxc+fLls5jn6Oho8f7eAJCa3LlzpwhaCQkJunTpknLnzv3AdW3RsmVLXbx4URMnTpSfn58cHR1VqVIlxcfH21Tv/ZKPxaxZs1IE2nsD5f3q1asnPz8/zZo1y3wPbokSJVLUc+/AZqb/H9b9/vt1H8XjaPf+QdhMJtMD22zRooUGDBigHTt2aPv27QoICNCLL76Y5vJjxozRxIkTNWHCBAUHB8vV1VU9evQwH7P0GgytXr16MgxD4eHhqlChgn766Sd9+umn5vmxsbEaOnSo3njjjRTrOjk5pdluasfH1mN2vwoVKqhAgQJasGCBOnbsqGXLllmMNB4bG6v27durW7duKdZ97rnnzD/ff96XLVtWJ0+e1KpVq7R+/Xo1adJENWvWtBj3wFaEaAAAADxR2bNnV2hoqKZMmaJu3bql+KP3ypUrqT7bN1euXJKk06dPy8vLS5JSfUawr6+vOnTooA4dOuiDDz7QrFmz1LVrV/MovYmJieZlixUrJkdHR8XExKhq1ar/ar8qVaqkK1euaNeuXSpXrpwkacOGDUpKSkoRSv+Nbdu2aerUqapTp44k6Y8//tCFCxceul7hwoW1c+dOtWjRwjxt586d5p99fHyUN29enThxQs2bN7eqlosXLyoqKkqzZs0yh8bUBl17mKJFi+qXX36xmJbWAHP/xsOOwaPKkSOHGjRooNmzZ2vHjh1q3br1A5fftm2bXn/9db3zzjuS7ob+I0eOqFixYpLuftHk7OysiIgItW3bNsX6qZ3LqXFyctIbb7yhefPm6dixYypcuLDKli1rnl+2bFlFRUWpYMGCNu2vrYoWLao5c+boxo0b5n/v27Ztk52dnQoXLmxernnz5po3b57y588vOzs7vfbaaxa1Hjx48JFqdXd3V9OmTdW0aVM1btxYtWvX1qVLl5Q9e/ZH2h9CNAAAAJ64KVOmKCQkRBUrVtSwYcNUsmRJJSQkaN26dZo2bZoOHTqUYp2CBQvK19dXQ4YM0ciRI3XkyBGNGzfOYpkePXro1VdfVVBQkC5fvqyNGzeqaNGikiQ/Pz+ZTCatWLFCderUkbOzs7Jly6Y+ffqoZ8+eSkpKUpUqVXT16lVt27ZN7u7uatmypdX7VLRoUdWuXVvt2rXT9OnTdefOHXXp0kVvvfWW8ubNa16uSJEiCgsLe2iX7v379ytbtmzm9yaTSaVKlVKhQoU0d+5clS9fXteuXVPfvn2tunLZtWtXtWvXTuXLl1flypW1cOFC7du3T4GBgeZlhg4dqm7dusnDw0O1a9dWXFycfvvtN12+fFm9evVK0aaXl5dy5MihmTNnKk+ePIqJidGAAQOsOVwWunXrppCQEI0dO1avv/661qxZo9WrV9vczsNYcwweVdu2bVW3bl0lJiY+9LwpVKiQFi9erO3bt8vLy0vjx4/X2bNnzSHayclJ/fv3V79+/eTg4KCQkBCdP39eBw4cUJs2beTt7S1nZ2etXr1a+fPnl5OTU5qPt2revLnq1q2rAwcOmEN7skGDBqlu3bp67rnn1LhxY9nZ2Wnv3r36/fffNWLEiH99TO6tYfDgwWrZsqWGDBmi8+fPq2vXrnr33Xfl4+NjsVzyv+/GjRtb9Abp37+/XnjhBXXp0kVt27aVq6urDh48qHXr1umzzz5Lc9vjx49Xnjx5VKZMGdnZ2em7775T7ty5U/2izlrcEw0AAIAnLjAwULt371b16tXVu3dvlShRQrVq1VJERISmTZuW6jpZs2bVt99+q8OHD6tkyZIaNWpUij/0ExMT1blzZ3OgDQoKMj+iKV++fBo6dKgGDBggHx8fdenSRZI0fPhwDRw4UGFhYeb1wsPDzY8RssW8efNUpEgR1ahRQ3Xq1FGVKlU0c+ZMi2WioqJ09erVh7b10ksvqUyZMuZX8tXtL774QpcvX1bZsmX17rvvqlu3bvL29n5oe82bN9cHH3ygPn36mLu4tmrVyqLbbtu2bfX5559r9uzZCg4OVtWqVTVnzpw0j4WdnZ0WLFigXbt2qUSJEurZs6fGjBnz0Fru98ILL2jWrFmaOHGiSpUqpbVr1+qjjz6yuZ2HseYYPKqaNWsqT548Cg0NtfjSJDUfffSRypYtq9DQUFWrVk25c+c2P5oq2cCBA9W7d28NGjRIRYsWVdOmTc23C2TJkkWTJk3SjBkzlDdvXr3++utpbuvll19W9uzZFRUVpbfffttiXmhoqFasWKG1a9eqQoUKeuGFF/Tpp5/Kz8/v0Q5CGlxcXLRmzRpdunRJFSpUUOPGjVWjRo0U4bdgwYKqWLGi9u3bl6I3RMmSJbV582YdOXJEL774osqUKaNBgwY99Fhny5ZNo0ePVvny5VWhQgVFR0dr5cqVFvd028pkPM6RHTKha9euycPDQ1evXpW7u3vGFvP/92w8856tU/DBOCfu4pz4B+fEXZwT/+CcuCsTnBOZ4W+K27dv6+TJkwoICEiXEIBnT61atZQ7d27NnTs3o0vJMOl1DGJjY5UvXz7Nnj071XuMkflZ+zuV7twAAADAM+DmzZuaPn26QkNDZW9vr2+//Vbr16/XunXrMrq0J+ZxHIOkpCRduHBB48aNk6enp+rXr5+OFSMzIkQDAAAAzwCTyaSVK1dq5MiRun37tgoXLqwlS5aoZs2aGV3aE/M4jkFMTIwCAgKUP39+zZkzR1myELH+6/iEAQAAgGeAs7Oz1q9fn9FlZKjHcQz8/f0f67PPkfkwsBgAAAAAAFbiSnQGMg3J6AoyB763AwAAAPC04Eo0AAAAAABWIkQDAAAAAGAlQjQAAAAAAFYiRAMAAAAAYCVCNAAAADItk8mk5cuXZ3QZSMWcOXPk6en5xLfbqlUrNWjQIM35GVUXnh2Mzg0AAPBfNN/05Lb19qM9a+PMmTMaOXKkwsPD9ddff8nb21ulS5dWjx49VKNGjXQuUtq0aZOqV6+uy5cvP7aQlbw/kZGRcnBw0JUrVx65ra+++kqfffaZDhw4IHt7e5UtW1Z9+/ZV3bp106/gf6Fp06aqU6dORpcBPHFciQYAAMATFx0drXLlymnDhg0aM2aM9u/fr9WrV6t69erq3LlzRpf3QIZhKCEhIdV58fHxevPNN9WxY8d/tY0+ffqoffv2atq0qfbt26dff/1VVapU0euvv67PPvvsX7WdXpydneXt7Z3RZTwW8fHxGV1CpsBxSB0hGgAAAE9cp06dZDKZ9Ouvv6pRo0YKCgpS8eLF1atXL/3888+prrNp0yaZTCaLq7uRkZEymUyKjo6WJJ06dUr16tWTl5eXXF1dVbx4ca1cuVLR0dGqXr26JMnLy0smk0mtWrWSJCUlJSksLEwBAQFydnZWqVKltHjx4hTbXbVqlcqVKydHR0dt3bo11RqHDh2qnj17Kjg4+JGPzc8//6xx48ZpzJgx6tOnjwoWLKiiRYtq5MiR6tGjh3r16qU//vjDvPy2bdtUrVo1ubi4yMvLS6Ghobp8+bJ530aPHq2CBQvK0dFRzz33nEaOHGlet3///goKCpKLi4sCAwM1cOBA3blzxzx/7969ql69urJlyyZ3d3eVK1dOv/32m6TUu01PmzZNBQoUkIODgwoXLqy5c+dazDeZTPr888/VsGFDubi4qFChQvrhhx/M8xMTE9WmTRvzZ1G4cGFNnDjxkY+lJB0/flyvv/66fHx85ObmpgoVKmj9+vUWy/j7+2v48OFq0aKF3N3d9f7770uSZs2aJV9fX7m4uKhhw4YaP358in3+/vvvVbZsWTk5OSkwMFBDhw5N80sW6Z/u6B9//LF8fHzk6empYcOGKSEhQX379lX27NmVP39+zZ4922K9/fv36+WXX5azs7Ny5Mih999/X7GxsZKktWvXysnJKUXPh+7du+vll182v9+6datefPFFOTs7y9fXV926ddONGzceeBzi4+PVpUsX5cmTR05OTvLz81NYWJjVx/+/iBANAACAJ+rSpUtavXq1OnfuLFdX1xTz/01X686dOysuLk5btmzR/v37NWrUKLm5ucnX11dLliyRJEVFRen06dPmcBYWFqavv/5a06dP14EDB9SzZ0+988472rx5s0XbAwYM0CeffKJDhw6pZMmSj1yjv7+/hgwZkub8b7/9Vm5ubmrfvn2Keb1799adO3fM+xIZGakaNWqoWLFi2rFjh7Zu3ap69eopMTFRkvTBBx/ok08+0cCBA3Xw4EHNnz9fPj4+5vayZcumOXPm6ODBg5o4caJmzZqlTz/91Dy/efPmyp8/v3bu3Kldu3ZpwIABypo1a6p1L1u2TN27d1fv3r31+++/q3379mrdurU2btxosdzQoUPVpEkT7du3T3Xq1FHz5s116dIlSXdDf/78+fXdd9/p4MGDGjRokP73v/9p0aJF1h3cVMTGxqpOnTqKiIjQnj17VLt2bdWrV08xMTEWy40dO1alSpXSnj17NHDgQG3btk0dOnRQ9+7dFRkZqVq1all8ASFJP/30k1q0aKHu3bvr4MGDmjFjhubMmZNiuftt2LBBf//9t7Zs2aLx48dr8ODBqlu3rry8vPTLL7+oQ4cOat++vf78809J0o0bNxQaGiovLy/t3LlT3333ndavX68uXbpIkmrUqCFPT0/zeSHd/UJi4cKFat68uaS7XybUrl1bjRo10r59+7Rw4UJt3brV3EZax2HSpEn64YcftGjRIkVFRWnevHny9/d/pM/iv4J7ogEAAPBEHTt2TIZhqEiRIunedkxMjBo1amS+EhwYGGielz17dkmSt7e3OajHxcXp448/1vr161WpUiXzOlu3btWMGTNUtWpV8/rDhg1TrVq1/nWNBQoUUM6cOdOcf+TIEfPV3PvlzZtX7u7uOnLkiCRp9OjRKl++vKZOnWpepnjx4pKk69eva+LEifrss8/UsmVL87arVKliXvajjz4y/+zv768+ffpowYIF6tevn6S7x7Nv377mz6pQoUJp1j127Fi1atVKnTp1kiRzr4KxY8eaewFId6/ENmvWTJL08ccfa9KkSfr1119Vu3ZtZc2aVUOHDjUvGxAQoB07dmjRokVq0qRJmtt+kFKlSqlUqVLm98OHD9eyZcv0ww8/WATIl19+Wb179za///DDD/Xqq6+qT58+kqSgoCBt375dK1asMC8zdOhQDRgwwHx8AwMDNXz4cPXr10+DBw9Os6bs2bNr0qRJsrOzU+HChTV69GjdvHlT//vf/yT98+XH1q1b9dZbb2n+/Pm6ffu2vv76a/MXT5999pnq1aunUaNGycfHx7xcmzZtJEkRERG6cuWKGjVqJOnul0XNmzdXjx49JN39LCdNmqSqVatq2rRpcnJySvU4xMTEqFChQqpSpYpMJpP8/Pxs/AT+ewjRAAAAeKIM49EGIrNGt27d1LFjR61du1Y1a9ZUo0aNHnjV+NixY7p582aKcBwfH68yZcpYTCtfvny61BgREfHQZaw9RpGRkXrzzTdTnXfo0CHFxcU9cJC2hQsXatKkSTp+/LhiY2OVkJAgd3d38/xevXqpbdu2mjt3rmrWrKk333xTBQoUSHN7yd2gk4WEhKTojn3v5+Hq6ip3d3edO3fOPG3KlCn68ssvFRMTo1u3bik+Pl6lS5dOcx8eJjY2VkOGDFF4eLhOnz6thIQE3bp1K8WV6Ps/36ioKDVs2NBiWsWKFS1C9N69e7Vt2zaLK8+JiYm6ffu2bt68KRcXl1RrKl68uOzs/ukU7OPjoxIlSpjf29vbK0eOHObjcujQIZUqVcqi50ZISIiSkpIUFRUlHx8fNW/eXC+88IL+/vtv5c2bV/PmzdNrr71m/sJo79692rdvn+bNm2duwzAMJSUl6eTJkypatGiqx6FVq1aqVauWChcurNq1a6tu3bp65ZVXUt2vZwXduQEAAPBEFSpUSCaTSYcPH7ZpveTQcW/AvPf+XUlq27atTpw4oXfffVf79+9X+fLlNXny5DTbTL6nNHlE7eTXwYMHLe6LlpRq1/PHISgoSCdOnEh1UKe///5b165dU1BQkKS7g3ul5UHzJGnHjh1q3ry56tSpoxUrVmjPnj368MMPLbY7ZMgQHThwQK+99po2bNigYsWKadmyZY+4Z3fd3x3cZDIpKSlJkrRgwQL16dNHbdq00dq1axUZGanWrVv/qwGu+vTpo2XLlunjjz/WTz/9pMjISAUHB6do81E+39jYWA0dOtTi3Nm/f7+OHj1qvrKbmtSOwYOOizUqVKigAgUKaMGCBbp165aWLVtm7sqdXGv79u0tat27d6+OHj1q8cXI/cehbNmyOnnypIYPH65bt26pSZMmaty4sdV1/RcRogEAAPBEZc+eXaGhoZoyZYrFoEbJ0nosVK5cuSRJp0+fNk+LjIxMsZyvr686dOigpUuXqnfv3po1a5YkmbtHJ98vLEnFihWTo6OjYmJiVLBgQYuXr6/vo+7iv/LWW28pNjZWM2bMSDFv7Nixypo1q7mLbsmSJdO8sl2oUCE5OzunOX/79u3y8/PThx9+qPLly6tQoUI6depUiuWCgoLUs2dPrV27Vm+88UaKAa+SFS1aVNu2bbOYtm3bNhUrVuyB+3v/8pUrV1anTp1UpkwZFSxYUMePH7d6/bTabNWqlRo2bKjg4GDlzp3bPBDdgxQuXFg7d+60mHb/+7JlyyoqKirFuVOwYEGLK83/VtGiRbV3716Lfy/btm0zdwdP1rx5c82bN08//vij7Ozs9Nprr1nUevDgwVRrTe3WgXu5u7uradOmmjVrlhYuXKglS5aY72N/FtGdGwAAAE/clClTFBISoooVK2rYsGEqWbKkEhIStG7dOk2bNk2HDh1KsU5ysB0yZIhGjhypI0eOaNy4cRbL9OjRQ6+++qqCgoJ0+fJlbdy40dxN1c/PTyaTSStWrFCdOnXk7OysbNmyqU+fPurZs6eSkpJUpUoVXb16Vdu2bZO7u7v5XldrxcTE6NKlS4qJiVFiYqI55BcsWFBubm6S7g4C1bBhwxQDOiWrVKmSunfvrr59+yo+Pl4NGjTQnTt39M0332jixImaMGGCOeB/8MEHCg4OVqdOndShQwc5ODho48aNevPNN5UzZ071799f/fr1k4ODg0JCQnT+/HkdOHBAbdq0UaFChRQTE6MFCxaoQoUKCg8Pt7jKfOvWLfXt21eNGzdWQECA/vzzT+3cudMc4O/Xt29fNWnSRGXKlFHNmjX1448/aunSpSlGwn6QQoUK6euvv9aaNWsUEBCguXPnaufOnQoICLC6jdTaXLp0qerVqyeTyaSBAwdadYW3a9eueumllzR+/HjVq1dPGzZs0KpVq2Qy/fMM9kGDBqlu3bp67rnn1LhxY9nZ2Wnv3r36/fffNWLEiEeu+X7NmzfX4MGD1bJlSw0ZMkTnz59X165d9e6771oMFNe8eXPzv4/GjRvL0dHRPK9///564YUX1KVLF7Vt21aurq46ePCg1q1b98DHpo0fP1558uRRmTJlZGdnp++++065c+d+bM9afxpwJRoAAABPXGBgoHbv3q3q1aurd+/eKlGihGrVqqWIiAhNmzYt1XWyZs2qb7/9VocPH1bJkiU1atSoFEElMTFRnTt3VtGiRVW7dm0FBQWZB93Kly+feSAoHx8fc4gdPny4Bg4cqLCwMPN64eHhjxTcBg0apDJlymjw4MGKjY1VmTJlVKZMGfNjoaS7oyRfuHDhge1MmDBBU6dO1bfffqsSJUqofPny2rJli5YvX66uXbualwsKCtLatWu1d+9eVaxYUZUqVdL333+vLFnuXisbOHCgevfurUGDBqlo0aJq2rSp+T7b+vXrq2fPnurSpYtKly6t7du3a+DAgea27e3tdfHiRbVo0UJBQUFq0qSJXn31VYuBv+7VoEEDTZw4UWPHjlXx4sU1Y8YMzZ49W9WqVbP6+LVv315vvPGGmjZtqueff14XL140D1T2qMaPHy8vLy9VrlxZ9erVU2hoqMqWLfvQ9UJCQjR9+nSNHz9epUqV0urVq9WzZ0+LbtqhoaFasWKF1q5dqwoVKuiFF17Qp59+mu6Db7m4uGjNmjW6dOmSKlSooMaNG6tGjRopwm/BggVVsWJF7du3z6Irt3S318LmzZt15MgRvfjiiypTpowGDRqkvHnzPnDb2bJlMw9gV6FCBUVHR2vlypXpeqX9aWMyHufIDpnQtWvX5OHhoatXr1oMmpARTENND1/oGWAMfqZOwQczcU5Ikp6tX0sPxjlxF+fEPzgn7soE50Rm+Jvi9u3bOnnypAICAh54/yWA9NGuXTsdPnxYP/30U0aXgsfA2t+pdOcGAAAAgFSMHTtWtWrVkqurq1atWqWvvvrK4nFieDYRogEAAAAgFb/++qtGjx6t69evKzAwUJMmTVLbtm0zuixkMEI0AAAAAKRi0aJFGV0CMqFn925wAAAAAABsRIgGAAAAAMBKhGgAAAAAAKxEiAYAAAAAwEqEaAAAAAAArESIBgAAAADASoRoAAAAZFomk0nLly/P6DIAwIznRAMAAPwHDTUNfWLbGmwMfqT1zpw5o5EjRyo8PFx//fWXvL29Vbp0afXo0UM1atRI5yqlTZs2qXr16rp8+bI8PT3Tvf3o6GgNHz5cGzZs0JkzZ5Q3b1698847+vDDD+Xg4GBznak5ffq0cufO/dA25syZox49eujKlStWbxeAdQjRAAAAeOKio6MVEhIiT09PjRkzRsHBwbpz547WrFmjzp076/DhwxldYpoMw1BiYqKyZLH8U/rw4cNKSkrSjBkzVLBgQf3+++9q166dbty4obFjx9q8naioKLm7u1tM8/b2/le13y8+Pt6mgA+A7twAAADIAJ06dZLJZNKvv/6qRo0aKSgoSMWLF1evXr30888/p7rOpk2bZDKZLK6uRkZGymQyKTo6WpJ06tQp1atXT15eXnJ1dVXx4sW1cuVKRUdHm6/uenl5yWQyqVWrVpKkpKQkhYWFKSAgQM7OzipVqpQWL16cYrurVq1SuXLl5OjoqK1bt6aor3bt2po9e7ZeeeUVBQYGqn79+urTp4+WLl36SMfI29tbuXPntnjZ2dnp9u3bKl68uN5//33zssePH1e2bNn05ZdfatOmTWrdurWuXr0qk8kkk8mkIUOGSJL8/f01fPhwtWjRQu7u7uY2tm7dqhdffFHOzs7y9fVVt27ddOPGDXP7/v7+GjFihFq0aCE3Nzf5+fnphx9+0Pnz5/X666/Lzc1NJUuW1G+//WaxDw9rF3gaEaIBAADwRF26dEmrV69W586d5erqmmL+v+lq3blzZ8XFxWnLli3av3+/Ro0aJTc3N/n6+mrJkiWS7l7hPX36tCZOnChJCgsL09dff63p06frwIED6tmzp9555x1t3rzZou0BAwbok08+0aFDh1SyZEmr6rl69aqyZ89uMc1kMmnOnDmPvI9OTk6aN2+evvrqK33//fdKTEzUO++8o1q1aum9995T5cqVNWHCBLm7u+v06dM6ffq0+vTpY15/7NixKlWqlPbs2aOBAwfq+PHjql27tho1aqR9+/Zp4cKF2rp1q7p06WKx3U8//VQhISHas2ePXnvtNb377rtq0aKF3nnnHe3evVsFChRQixYtZBiGJFndLvC0oTs3AAAAnqhjx47JMAwVKVIk3duOiYlRo0aNFBwcLEkKDAw0z0sOs97e3uagHhcXp48//ljr169XpUqVzOts3bpVM2bMUNWqVc3rDxs2TLVq1bK6lmPHjmny5MkpunIXLlxYHh4eD10/f/78Fu/9/Px04MABSVLp0qU1YsQItW3bVm+99ZZOnTqlFStWSJIcHBzk4eEhk8mU6v3TL7/8snr37m1+37ZtWzVv3lw9evSQJBUqVEiTJk1S1apVNW3aNDk5OUmS6tSpo/bt20uSBg0apGnTpqlChQp68803JUn9+/dXpUqVdPbsWeXOnVthYWFWtQs8bQjRAAAAeKKSr1Q+Dt26dVPHjh21du1a1axZU40aNXrgVeNjx47p5s2bKcJxfHy8ypQpYzGtfPnyVtfx119/qXbt2nrzzTfVrl07i3nW3u/9008/KVu2bOb3WbNmtZjfu3dvLV++XJ999plWrVqlHDlyWNXu/fuxd+9e7du3T/PmzTNPMwxDSUlJOnnypIoWLSpJFsfRx8dHksxfVtw77dy5c8qdO7fV7QJPG0I0AAAAnqhChQrJZDLZPHiYnd3dOxHvDeF37tyxWKZt27YKDQ1VeHi41q5dq7CwMI0bN05du3ZNtc3Y2FhJUnh4uPLly2cxz9HR0eJ9al3PU/P333+revXqqly5smbOnGnVOqkJCAh4YNf2c+fO6ciRI7K3t9fRo0dVu3Ztq9q9fz9iY2PVvn17devWLcWyzz33nPnne0O8yWRKc1pSUpJN7QJPG0I0AAAAnqjs2bMrNDRUU6ZMUbdu3VKEuitXrqQaHnPlyiXp7mOevLy8JN0dWOx+vr6+6tChgzp06KAPPvhAs2bNUteuXc2jUCcmJpqXLVasmBwdHRUTE2PRdftR/fXXX6pevbrKlSun2bNnm4P/4/Dee+8pODhYbdq0Ubt27VSzZk3z1V0HBweL/XyQsmXL6uDBgypYsGC61ve42gUyGgOLAQAA4ImbMmWKEhMTVbFiRS1ZskRHjx7VoUOHNGnSJPO9yfcrWLCgfH19NWTIEB09elTh4eEaN26cxTI9evTQmjVrdPLkSe3evVsbN240B0s/Pz+ZTCatWLFC58+fV2xsrLJly6Y+ffqoZ8+e+uqrr3T8+HHt3r1bkydP1ldffWXTPv3111+qVq2annvuOY0dO1bnz5/XmTNndObMGYvlihQpomXLlj20vXPnzpnXT34lX3mfMmWKduzYoa+++krNmzdXgwYN1Lx5c8XHx0u6O5p2bGysIiIidOHCBd28eTPN7fTv31/bt29Xly5dFBkZqaNHj+r777//1wOAPa52gYxGiAYAAMATFxgYqN27d6t69erq3bu3SpQooVq1aikiIkLTpk1LdZ2sWbPq22+/1eHDh1WyZEmNGjVKI0aMsFgmMTFRnTt3VtGiRVW7dm0FBQVp6tSpkqR8+fJp6NChGjBggHx8fMxhbvjw4Ro4cKDCwsLM64WHhysgIMCmfVq3bp2OHTumiIgI5c+fX3ny5DG/7hUVFaWrV68+tL3ChQtbtJEnTx7t2rVLhw8fVt++fTV16lT5+vpKkqZOnaoLFy5o4MCBkqTKlSurQ4cOatq0qXLlyqXRo0enuZ2SJUtq8+bNOnLkiF588UWVKVNGgwYNUt68eW3a/yfVLpDRTMbjHNnBClOmTNGYMWN05swZlSpVSpMnT1bFihXTXH7ChAmaNm2aYmJilDNnTjVu3FhhYWFWj+537do1eXh46OrVqykeXv+kmYaaMnT7mYUxOENPwczFxDkhScrYX0uZC+fEXZwT/+CcuCsTnBOZ4W+K27dv6+TJkwoICGCkYwD4l6z9nZqh90QvXLhQvXr10vTp0/X8889rwoQJCg0NVVRUlLy9vVMsP3/+fA0YMEBffvmlKleurCNHjqhVq1YymUwaP358BuwBADxepiEZXUHmkPFxCQAA4K4M7c49fvx4tWvXTq1bt1axYsU0ffp0ubi46Msvv0x1+e3btyskJERvv/22/P399corr6hZs2b69ddfn3DlAAAAAIBnUYaF6Pj4eO3atUs1a9b8pxg7O9WsWVM7duxIdZ3KlStr165d5tB84sQJrVy5UnXq1ElzO3Fxcbp27ZrFCwAAAACAR5Fh3bkvXLigxMRE80PZk/n4+KT5zMC3335bFy5cUJUqVWQYhhISEtShQwf973//S3M7YWFhGjp0aLrWDgAAAAB4Nj1Vo3Nv2rRJH3/8saZOnardu3dr6dKlCg8P1/Dhw9Nc54MPPtDVq1fNrz/++OMJVgwAAAAA+C/JsCvROXPmlL29vc6ePWsx/ezZs8qdO3eq6wwcOFDvvvuu2rZtK0kKDg7WjRs39P777+vDDz9M9WH2jo6OcnR0TP8dAAAAAAA8czLsSrSDg4PKlSuniIgI87SkpCRFRESoUqVKqa5z8+bNFEHZ3t5ekpTBT+oCAAAAADwDMvQRV7169VLLli1Vvnx5VaxYURMmTNCNGzfUunVrSVKLFi2UL18+hYWFSZLq1aun8ePHq0yZMnr++ed17NgxDRw4UPXq1TOHaQAAAAAAHpcMDdFNmzbV+fPnNWjQIJ05c0alS5fW6tWrzYONxcTEWFx5/uijj2QymfTRRx/pr7/+Uq5cuVSvXj2NHDkyo3YBAAAAAPAMyfCBxbp06aJTp04pLi5Ov/zyi55//nnzvE2bNmnOnDnm91myZNHgwYN17Ngx3bp1SzExMZoyZYo8PT2ffOEAAAB47Ewmk5YvX57RZeA/5syZM6pVq5ZcXV3NWeLecy06Olomk0mRkZEZViMyrwy9Eg3AkmlIRleQOTDCAQD8e6ahpie2LWPwo/3mPnPmjEaOHKnw8HD99ddf8vb2VunSpdWjRw/VqFEjnau8e4GmevXqunz58mO7CFO/fn1FRkbq3Llz8vLyUs2aNTVq1CjlzZvX5jqlu8EuW7ZsCgwMVK1atdSzZ0/lyZPnsdT+pFSrVk2lS5fWhAkTMqyGTz/9VKdPn1ZkZKQ8PDwkSadPn5aXl1eG1YSnR4ZfiQYAAMCzJzo6WuXKldOGDRs0ZswY7d+/X6tXr1b16tXVuXPnjC7vgQzDUEJCQqrzqlevrkWLFikqKkpLlizR8ePH1bhx40faTlRUlP7++2/t3LlT/fv31/r161WiRAnt37//35SvO3fu/Kv1MzNr9+348eMqV66cChUqJG9vb0lS7ty5eaoPrEKIBgAAwBPXqVMnmUwm/frrr2rUqJGCgoJUvHhx9erVSz///HOq62zatEkmk0lXrlwxT4uMjJTJZFJ0dLQk6dSpU6pXr568vLzk6uqq4sWLa+XKlYqOjjZf3fXy8pLJZFKrVq0k3X1CTFhYmAICAuTs7KxSpUpp8eLFKba7atUqlStXTo6Ojtq6dWuqNfbs2VMvvPCC/Pz8VLlyZQ0YMEA///zzIwVXb29v5c6dW0FBQXrrrbe0bds25cqVSx07djQvk5SUpGHDhil//vxydHQ0jzGULLlb8sKFC1W1alU5OTlp3rx5atWqlRo0aKCPP/5YPj4+8vT01LBhw5SQkKC+ffsqe/bsyp8/v2bPnm1RU//+/RUUFCQXFxcFBgZq4MCBFvs2ZMgQlS5dWnPnzpW/v788PDz01ltv6fr165KkVq1aafPmzZo4caJMJpPFZ3c/f39/DR8+XM2aNZOrq6vy5cunKVOmWCxjMpk0bdo01a9fX66uruaxkqZNm6YCBQrIwcFBhQsX1ty5cy3aXbJkib7++muL8+Bhtw78/vvvevXVV+Xm5iYfHx+9++67unDhgnn+4sWLFRwcLGdnZ+XIkUM1a9bUjRs30mwPTy9CNAAAAJ6oS5cuafXq1ercubNcXV1TzP83Xa07d+6suLg4bdmyRfv379eoUaPk5uYmX19fLVmyRNLdK7ynT5/WxIkTJUlhYWH6+uuvNX36dB04cEA9e/bUO++8o82bN1u0PWDAAH3yySc6dOiQSpYsadV+zps3T5UrV1bWrFnN000mk8W4P9ZydnZWhw4dtG3bNp07d06SNHHiRI0bN05jx47Vvn37FBoaqvr16+vo0aMpau/evbsOHTqk0NBQSdKGDRv0999/a8uWLRo/frwGDx6sunXrysvLS7/88os6dOig9u3b688//zS3ky1bNs2ZM0cHDx7UxIkTNWvWLH366acW2zp+/LiWL1+uFStWaMWKFdq8ebM++eQTc72VKlVSu3btdPr0aZ0+fVq+vr5p7vOYMWNUqlQp7dmzx7wP69ats1hmyJAhatiwofbv36/33ntPy5YtU/fu3dW7d2/9/vvvat++vVq3bq2NGzdKknbu3KnatWurSZMmFufBg1y5ckUvv/yyypQpo99++02rV6/W2bNn1aRJE0l3u4I3a9ZM7733ng4dOqRNmzbpjTfe4DG8/1HcEw0AAIAn6tixYzIMQ0WKFEn3tmNiYtSoUSMFBwdLkgIDA83zsmfPLunuFd7koB4XF6ePP/5Y69evV6VKlczrbN26VTNmzFDVqlXN6w8bNky1atV6aA39+/fXZ599pps3b+qFF17QihUrLOYXLlzYfB+urZKPWXR0tLy9vTV27Fj1799fb731liRp1KhR2rhxoyZMmGBx1bZHjx564403LNrKnj27Jk2aJDs7OxUuXFijR4/WzZs39b///U+S9MEHH+iTTz7R1q1bze1/9NFH5vX9/f3Vp08fLViwQP369TNPT0pK0pw5c5QtWzZJ0rvvvquIiAiNHDlSHh4ecnBwkIuLi3Lnzv3Q/Q0JCdGAAQMkSUFBQdq2bZs+/fRTi8/h7bffNj8iV5KaNWumVq1aqVOnTpJk7t0wduxYVa9eXbly5ZKjo6OcnZ2tqkGSPvvsM5UpU0Yff/yxedqXX34pX19fHTlyRLGxsUpISNAbb7whPz8/STKfg/jv4Uo0AAAAnqjHeXWuW7duGjFihEJCQjR48GDt27fvgcsfO3ZMN2/eVK1ateTm5mZ+ff311zp+/LjFsuXLl7eqhr59+2rPnj1au3at7O3t1aJFC4t9Pnz4sBo2bGj7zumfY2cymXTt2jX9/fffCgkJsVgmJCREhw4demjtxYsXt3icrI+Pj0Xws7e3V44cOcxXvSVp4cKFCgkJUe7cueXm5qaPPvpIMTExFu36+/ubA7Qk5cmTx6INWyR/sXHv+4ft26FDh6w6JrbYu3evNm7caHGOJH+hcfz4cZUqVUo1atRQcHCw3nzzTc2aNUuXL19+5O0hcyNEAwAA4IkqVKiQTCaTDh8+bNN6yYHv3kB6/73Gbdu21YkTJ/Tuu+9q//79Kl++vCZPnpxmm7GxsZKk8PBwRUZGml8HDx60uC9aUqpdz1OTM2dOBQUFqVatWlqwYIFWrlyZ5n3etkoOgv7+/jatl1rt93Yxl+4G89SmJSUlSZJ27Nih5s2bq06dOlqxYoX27NmjDz/8UPHx8Q9tN7mNx8Haz+XfiI2NVb169SzOkcjISB09elQvvfSS7O3ttW7dOq1atUrFihXT5MmTVbhwYZ08efKx14YnjxANAACAJyp79uwKDQ3VlClTUh146d6Bw+6VK1cuSXfvP02W2nN8fX191aFDBy1dulS9e/fWrFmzJEkODg6SpMTERPOyxYoVk6Ojo2JiYlSwYEGL14Pu1bVWcniMi4v7123dunVLM2fO1EsvvaRcuXLJ3d1defPm1bZt2yyW27Ztm4oVK/avt3e/7du3y8/PTx9++KHKly+vQoUK6dSpUza34+DgYPEZPMj9Xz78/PPPKlq06APXKVq0aLofk7Jly+rAgQPy9/dPcZ4kh3iTyaSQkBANHTpUe/bskYODg5YtW/bI20TmxT3RAAAAeOKmTJmikJAQVaxYUcOGDVPJkiWVkJCgdevWadq0aal2vU0OtkOGDNHIkSN15MgRjRs3zmKZHj166NVXX1VQUJAuX76sjRs3mkOXn5+fTCaTVqxYoTp16sjZ2VnZsmVTnz591LNnTyUlJalKlSq6evWqtm3bJnd3d7Vs2dLqffrll1+0c+dOValSRV5eXjp+/LgGDhyoAgUKWHRLLlKkiMLCwh7apfvcuXO6ffu2rl+/rl27dmn06NG6cOGCli5dal6mb9++Gjx4sAoUKKDSpUtr9uzZioyM1Lx586yu21qFChVSTEyMFixYoAoVKig8PPyRQqK/v79++eUXRUdHy83NTdmzZ7foVn6vbdu2afTo0WrQoIHWrVun7777TuHh4Q9sv2/fvmrSpInKlCmjmjVr6scff9TSpUu1fv16m2tN1rlzZ82aNUvNmjVTv379lD17dh07dkwLFizQ559/rt9++00RERF65ZVX5O3trV9++UXnz59/aODH04kr0QAAAHjiAgMDtXv3blWvXl29e/dWiRIlVKtWLUVERGjatGmprpM1a1Z9++23Onz4sEqWLKlRo0ZpxIgRFsskJiaqc+fOKlq0qGrXrq2goCBNnTpVkpQvXz4NHTpUAwYMkI+Pj7p06SJJGj58uAYOHKiwsDDzeuHh4QoICLBpn1xcXLR06VLVqFFDhQsXVps2bVSyZElt3rzZ4vnDUVFRunr16kPbK1y4sPLmzaty5crpk08+Uc2aNfX7779bXFHt1q2bevXqpd69eys4OFirV6/WDz/8oEKFCtlUuzXq16+vnj17qkuXLipdurS2b9+ugQMH2txOnz59ZG9vr2LFiilXrlwp7qm+V+/evfXbb7+pTJkyGjFihMaPH28eXTwtDRo00MSJEzV27FgVL15cM2bM0OzZs1WtWjWba02WfMU/MTFRr7zyioKDg9WjRw95enrKzs5O7u7u2rJli+rUqaOgoCB99NFHGjdunF599dVH3iYyL5PxjI27fu3aNXl4eOjq1atyd3fP0FpMQ00Zuv3Mwhj8TJ2CD8Q5cRfnxD84J+7inLiHiXNCkpQJ/nzJDH9T3L59WydPnlRAQICcnJwypAbgcfH391ePHj3Uo0ePjC4Fzwhrf6dyJRoAAAAAACsRogEAAAAAsBIDiwEAAADIdKKjozO6BCBVXIkGAAAAAMBKhGgAAAAAAKxEiAYAAAAAwErcEw0AwFPENCSjK8gcMv4BVwCAZxVXogEAAAAAsBIhGgAAAAAAKxGiAQAAkGmZTCYtX748o8t45gwZMkSlS5d+5PVbtWqlBg0amN9Xq1ZNPXr0+Nd1AZkBIRoAAOC/yGR6cq9HdObMGXXt2lWBgYFydHSUr6+v6tWrp4iIiHQ8EP/YtGmTTCaTrly58ljav1dcXJxKly4tk8mkyMhIm9Z9knU+KUuXLtXw4cPTtc37gzrwpDCwGAAAAJ646OhohYSEyNPTU2PGjFFwcLDu3LmjNWvWqHPnzjp8+HBGl5gmwzCUmJioLFnS/lO6X79+yps3r/bu3fsEK8u8smfPntElAOmGK9EAAAB44jp16iSTyaRff/1VjRo1UlBQkIoXL65evXrp559/TnWd1K7QRkZGymQyKTo6WpJ06tQp1atXT15eXnJ1dVXx4sW1cuVKRUdHq3r16pIkLy8vmUwmtWrVSpKUlJSksLAwBQQEyNnZWaVKldLixYtTbHfVqlUqV66cHB0dtXXr1jT3bdWqVVq7dq3Gjh377w5SGi5fvqwWLVrIy8tLLi4uevXVV3X06FFJ0o0bN+Tu7m5RvyQtX75crq6uun79uiSpf//+CgoKkouLiwIDAzVw4EDduXPHpjoOHDigunXryt3dXdmyZdOLL76o48ePp7rs/d254+Li1KdPH+XLl0+urq56/vnntWnTJvP8OXPmyNPTU2vWrFHRokXl5uam2rVr6/Tp05Ludjf/6quv9P3338tkMslkMmnTpk2Kj49Xly5dlCdPHjk5OcnPz09hYWE27RfwMFyJBgAAwBN16dIlrV69WiNHjpSrq2uK+Z6eno/cdufOnRUfH68tW7bI1dVVBw8elJubm3x9fbVkyRI1atRIUVFRcnd3l7OzsyQpLCxM33zzjaZPn65ChQppy5Yteuedd5QrVy5VrVrV3PaAAQM0duxYBQYGysvLK9Xtnz17Vu3atdPy5cvl4uKS6jImk0mzZ882h3hbtWrVSkePHtUPP/wgd3d39e/fX3Xq1NHBgwfl6uqqt956S7Nnz1bjxo3N6yS/z5YtmyQpW7ZsmjNnjvLmzav9+/erXbt2ypYtm/r162dVDX/99ZdeeuklVatWTRs2bJC7u7u2bdumhIQEq9bv0qWLDh48qAULFihv3rxatmyZateurf3796tQoUKSpJs3b2rs2LGaO3eu7Ozs9M4776hPnz6aN2+e+vTpo0OHDunatWuaPXu2pLtXuydNmqQffvhBixYt0nPPPac//vhDf/zxhy2HF3goQjQAAACeqGPHjskwDBUpUiTd246JiVGjRo0UHBwsSQoMDDTPS+5S7O3tbQ7qcXFx+vjjj7V+/XpVqlTJvM7WrVs1Y8YMixA9bNgw1apVK81tG4ahVq1aqUOHDipfvrz56vj9ChcuLA8Pj0fav+TwvG3bNlWuXFmSNG/ePPn6+mr58uV688031bZtW1WuXFmnT59Wnjx5dO7cOa1cuVLr1683t/PRRx+Zf/b391efPn20YMECq0P0lClT5OHhoQULFihr1qySpKCgIKvWjYmJ0ezZsxUTE6O8efNKkvr06aPVq1dr9uzZ+vjjjyVJd+7c0fTp01WgQAFJd4P3sGHDJElubm5ydnZWXFyccufObdF2oUKFVKVKFZlMJvn5+VlVE2ALQjQAAACeKMMwHlvb3bp1U8eOHbV27VrVrFlTjRo1UsmSJdNc/tixY7p582aKcBwfH68yZcpYTCtfvvwDtz158mRdv35dH3zwwQOX+zf3ex86dEhZsmTR888/b56WI0cOFS5cWIcOHZIkVaxYUcWLF9dXX32lAQMG6JtvvpGfn59eeukl8zoLFy7UpEmTdPz4ccXGxiohIUHu7u5W1xEZGakXX3zRHKBtsX//fiUmJqYI3XFxccqRI4f5vYuLizlASzJ/IfAgrVq1Uq1atVS4cGHVrl1bdevW1SuvvGJzjcCDcE80AAAAnqhChQrJZDLZHCbt7O7+6XpvCL//Pt62bdvqxIkTevfdd7V//36VL19ekydPTrPN2NhYSVJ4eLgiIyPNr4MHD6a4rzi1ruf32rBhg3bs2CFHR0dlyZJFBQsWlHQ3fLds2dL6HU0Hbdu21Zw5cyTd7crdunVrmf5/JPUdO3aoefPmqlOnjlasWKE9e/boww8/VHx8vNXtJ3eFfxSxsbGyt7fXrl27LI75oUOHNHHiRPNy9wd0k8n00C9gypYtq5MnT2r48OG6deuWmjRpYtGtHUgPhGgAAAA8UdmzZ1doaKimTJmiGzdupJif1qOdcuXKJUnmwaUkpfr4KF9fX3Xo0EFLly5V7969NWvWLEmSg4ODJCkxMdG8bLFixeTo6KiYmBgVLFjQ4uXr62vTfk2aNEl79+41h8KVK1dKunvVd+TIkTa1lZaiRYsqISFBv/zyi3naxYsXFRUVpWLFipmnvfPOOzp16pQmTZqkgwcPWoT47du3y8/PTx9++KHKly+vQoUK6dSpUzbVUbJkSf300082D0YmSWXKlFFiYqLOnTuX4pjf2zX7YRwcHCw+y2Tu7u5q2rSpZs2apYULF2rJkiW6dOmSzXUCaaE7NwAAAJ64KVOmKCQkRBUrVtSwYcNUsmRJJSQkaN26dZo2bZq5a/K9koPtkCFDNHLkSB05ckTjxo2zWKZHjx569dVXFRQUpMuXL2vjxo0qWrSoJMnPz08mk0krVqxQnTp15OzsrGzZsqlPnz7q2bOnkpKSVKVKFV29elXbtm2Tu7u7TVeQn3vuOYv3bm5ukqQCBQoof/785ulFihRRWFiYGjZs+MD29u/fbx4ITLp7JbZUqVJ6/fXX1a5dO82YMUPZsmXTgAEDlC9fPr3++uvmZb28vPTGG2+ob9++euWVVyy2X6hQIcXExGjBggWqUKGCwsPDtWzZMqv3U7p7f/LkyZP11ltv6YMPPpCHh4d+/vlnVaxYUYULF37gukFBQWrevLlatGihcePGqUyZMjp//rwiIiJUsmRJvfbaa1bV4O/vrzVr1igqKko5cuSQh4eHJk+erDx58qhMmTKys7PTd999p9y5c/+rweqA+3ElGgAAAE9cYGCgdu/ererVq6t3794qUaKEatWqpYiICE2bNi3VdbJmzapvv/1Whw8fVsmSJTVq1CiNGDHCYpnExER17txZRYsWVe3atRUUFKSpU6dKkvLly6ehQ4dqwIAB8vHxUZcuXSRJw4cP18CBAxUWFmZeLzw8XAEBAY9l36OionT16tWHLvfSSy+pTJky5le5cuUk3e2eXa5cOdWtW1eVKlWSYRhauXJliu7Pbdq0UXx8vN577z2L6fXr11fPnj3VpUsXlS5dWtu3b9fAgQNt2occOXJow4YNio2NVdWqVVWuXDnNmjXL6nukZ8+erRYtWqh3794qXLiwGjRooJ07d6b4IuJB2rVrp8KFC6t8+fLKlSuXtm3bpmzZsmn06NEqX768KlSooOjoaK1cudJ8KwCQHkzG4xzZIRO6du2aPDw8dPXqVZsGT3gcTENNGbr9zMIY/Eydgg/EOXEX58Q/OCfu4pz4B+fEXZnhnMgMf1Pcvn1bJ0+eVEBAgJycnDKkBmRec+fOVc+ePfX333+bu7IDSJu1v1Ppzg0AAAD8h9y8eVOnT5/WJ598ovbt2xOggXRGvwYAAADgP2T06NEqUqSIcufO/dDHbQGwHSEaAAAA+A8ZMmSI7ty5o4iICPPgZgDSDyEaAAAAAAArEaIBAACecs/YOLEA8FhY+7uUEA0AAPCUSn6c0M2bNzO4EgB4+iX/Ln3Yo9oYnRsAAOApZW9vL09PT507d06S5OLiIpOJx6ABgC0Mw9DNmzd17tw5eXp6yt7e/oHLE6IBAACeYrlz55Ykc5AGADwaT09P8+/UByFEAwAAPMVMJpPy5Mkjb29v3blzJ6PLAYCnUtasWR96BToZIRoAAOA/wN7e3uo/AAEAj46BxQAAAAAAsBIhGgAAAAAAKxGiAQAAAACwEiEaAAAAAAArEaIBAAAAALASIRoAAAAAACsRogEAAAAAsBIhGgAAAAAAKxGiAQAAAACwEiEaAAAAAAArEaIBAAAAALASIRoAAAAAACsRogEAAAAAsBIhGgAAAAAAKxGiAQAAAACwEiEaAAAAAAArEaIBAAAAALASIRoAAAAAACsRogEAAAAAsBIhGgAAAAAAK9kconfv3q39+/eb33///fdq0KCB/ve//yk+Pj5diwMAAAAAIDOxOUS3b99eR44ckSSdOHFCb731llxcXPTdd9+pX79+6V4gAAAAAACZhc0h+siRIypdurQk6bvvvtNLL72k+fPna86cOVqyZEl61wcAAAAAQKZhc4g2DENJSUmSpPXr16tOnTqSJF9fX124cCF9qwMAAAAAIBOxOUSXL19eI0aM0Ny5c7V582a99tprkqSTJ0/Kx8cn3QsEAAAAACCzsDlEf/rpp9q9e7e6dOmiDz/8UAULFpQkLV68WJUrV073AgEAAAAAyCyy2LpCqVKlLEbnTjZmzBhlyWJzcwAAAAAAPDVsvhIdGBioixcvpph++/ZtBQUFpUtRAAAAAABkRjaH6OjoaCUmJqaYHhcXpz///DNdigIAAAAAIDOyuv/1Dz/8YP55zZo18vDwML9PTExURESEAgIC0rc6AAAAAAAyEatDdIMGDSRJJpNJLVu2tJiXNWtW+fv7a9y4celaHAAAAAAAmYnVITr52dABAQHauXOncubM+diKAgAAAAAgM7J5OO2TJ08+jjoAAAAAAMj0HumZVBEREYqIiNC5c+fMV6iTffnll+lSGAAAAAAAmY3NIXro0KEaNmyYypcvrzx58shkMj2OugAAAAAAyHRsDtHTp0/XnDlz9O677z6OegAAAAAAyLRsfk50fHy8Kleu/DhqAQAAAAAgU7M5RLdt21bz589/HLUAAAAAAJCp2dyd+/bt25o5c6bWr1+vkiVLKmvWrBbzx48fb1N7U6ZM0ZgxY3TmzBmVKlVKkydPVsWKFdNc/sqVK/rwww+1dOlSXbp0SX5+fpowYYLq1Klj664AAAAAAGATm0P0vn37VLp0aUnS77//bjHP1kHGFi5cqF69emn69Ol6/vnnNWHCBIWGhioqKkre3t4plo+Pj1etWrXk7e2txYsXK1++fDp16pQ8PT1t3Q0AAAAAAGxmc4jeuHFjum18/PjxateunVq3bi3p7qBl4eHh+vLLLzVgwIAUy3/55Ze6dOmStm/fbr4C7u/vn271AAAAAADwII/0nGhJOnbsmI4fP66XXnpJzs7OMgzDpivR8fHx2rVrlz744APzNDs7O9WsWVM7duxIdZ0ffvhBlSpVUufOnfX9998rV65cevvtt9W/f3/Z29unuk5cXJzi4uLM769du2Z1jQCQ0YYMGZLRJWQOgzO6AAAAgLtsHljs4sWLqlGjhoKCglSnTh2dPn1aktSmTRv17t3b6nYuXLigxMRE+fj4WEz38fHRmTNnUl3nxIkTWrx4sRITE7Vy5UoNHDhQ48aN04gRI9LcTlhYmDw8PMwvX19fq2sEAAAAAOBeNl+J7tmzp7JmzaqYmBgVLVrUPL1p06bq1auXxo0bl64F3ispKUne3t6aOXOm7O3tVa5cOf31118aM2aMBg9O/TLFBx98oF69epnfX7t2jSAN4KkxeN6QjC4hk+BSNAAAyBxsDtFr167VmjVrlD9/fovphQoV0qlTp6xuJ2fOnLK3t9fZs2ctpp89e1a5c+dOdZ08efIoa9asFl23ixYtqjNnzig+Pl4ODg4p1nF0dJSjo6PVdQEAAAAAkBabu3PfuHFDLi4uKaZfunTJprDq4OCgcuXKKSIiwjwtKSlJERERqlSpUqrrhISE6NixY0pKSjJPO3LkiPLkyZNqgAYAAAAAID3ZHKJffPFFff311+b3JpNJSUlJGj16tKpXr25TW7169dKsWbP01Vdf6dChQ+rYsaNu3LhhHq27RYsWFgOPdezYUZcuXVL37t115MgRhYeH6+OPP1bnzp1t3Q0AAAAAAGxmc3fu0aNHq0aNGvrtt98UHx+vfv366cCBA7p06ZK2bdtmU1tNmzbV+fPnNWjQIJ05c0alS5fW6tWrzYONxcTEyM7un5zv6+urNWvWqGfPnipZsqTy5cun7t27q3///rbuBgAAAAAANjMZhmHYutLVq1f12Wefae/evYqNjVXZsmXVuXNn5cmT53HUmK6uXbsmDw8PXb16Ve7u7hlai2mo9Y8E+y8zBtt8Cv5ncU7cxTlxj/mcE5KktzknkvF74q7M8HsiM/1NAQB4ch7pOdEeHh768MMP07sWAAAAAAAyNatC9L59+1SiRAnZ2dlp3759D1y2ZMmS6VIYAAAAAACZjVUhunTp0jpz5oy8vb1VunRpmUwmpdYL3GQyKTExMd2LBAAAdw0ZMiSjS8gceHQ4ACCDWBWiT548qVy5cpl/BgAAAADgWWRViPbz80v1ZwAAAAAAniVWhegffvjB6gbr16//yMUAAIAHGzxvSEaXkEnQnxsAkDGsCtENGjSwqjHuiQYAAAAA/JdZFaKTkpIedx0AAAAAAGR6dhldAAAAAAAATwubQ3S3bt00adKkFNM/++wz9ejRIz1qAgAAAAAgU7I5RC9ZskQhISEppleuXFmLFy9Ol6IAAAAAAMiMbA7RFy9elIeHR4rp7u7uunDhQroUBQAAAABAZmRziC5YsKBWr16dYvqqVasUGBiYLkUBAAAAAJAZWTU697169eqlLl266Pz583r55ZclSRERERo3bpwmTJiQ3vUBAAAAAJBp2Byi33vvPcXFxWnkyJEaPny4JMnf31/Tpk1TixYt0r1AAAAAAAAyC5tDtCR17NhRHTt21Pnz5+Xs7Cw3N7f0rgt4Jg0ZMiSjS8gcBmd0AQAAAEDqHilEJ8uVK1d61QEAAAAAQKZn88BiAAAAAAA8q/7VlWgA6WvwvCEZXUImQX9uAAAAZE5ciQYAAAAAwEpWhejs2bPrwoULku6Ozn39+vXHWhQAAAAAAJmRVSE6Pj5e165dkyR99dVXun379mMtCgAAAACAzMiqe6IrVaqkBg0aqFy5cjIMQ926dZOzs3Oqy3755ZfpWiAAAAAAAJmFVSH6m2++0aeffqrjx4/LZDLp6tWrXI0GAAAAADxzrArRPj4++uSTTyRJAQEBmjt3rnLkyPFYCwMAAAAAILOx+RFXJ0+efBx1AAAAAACQ6T3SI642b96sevXqqWDBgipYsKDq16+vn376Kb1rAwAAAAAgU7E5RH/zzTeqWbOmXFxc1K1bN/MgYzVq1ND8+fMfR40AAAAAAGQKNnfnHjlypEaPHq2ePXuap3Xr1k3jx4/X8OHD9fbbb6drgQAAAAAAZBY2X4k+ceKE6tWrl2J6/fr1uV8aAAAAAPCfZnOI9vX1VURERIrp69evl6+vb7oUBQAAAABAZmRzd+7evXurW7duioyMVOXKlSVJ27Zt05w5czRx4sR0LxAAAAAAgMzC5hDdsWNH5c6dW+PGjdOiRYskSUWLFtXChQv1+uuvp3uBAAAAAABkFjaHaElq2LChGjZsmN61AAAAAACQqT3Sc6IBAAAAAHgWEaIBAAAAALASIRoAAAAAACsRogEAAAAAsBIhGgAAAAAAK9k8OndiYqLmzJmjiIgInTt3TklJSRbzN2zYkG7FAQAAAACQmdgcort37645c+botddeU4kSJWQymR5HXQAAAAAAZDo2h+gFCxZo0aJFqlOnzuOoBwAAAACATMvme6IdHBxUsGDBx1ELAAAAAACZms0hunfv3po4caIMw3gc9QAAAAAAkGnZ3J1769at2rhxo1atWqXixYsra9asFvOXLl2absUBAAAAAJCZ2ByiPT091bBhw8dRCwAAAAAAmZrNIXr27NmPow4AAAAAADI9m0N0svPnzysqKkqSVLhwYeXKlSvdigIAAAAAIDOyeWCxGzdu6L333lOePHn00ksv6aWXXlLevHnVpk0b3bx583HUCAAAAABApmBziO7Vq5c2b96sH3/8UVeuXNGVK1f0/fffa/Pmzerdu/fjqBEAAAAAgEzB5u7cS5Ys0eLFi1WtWjXztDp16sjZ2VlNmjTRtGnT0rM+AAAAAAAyDZuvRN+8eVM+Pj4ppnt7e9OdGwAAAADwn2ZziK5UqZIGDx6s27dvm6fdunVLQ4cOVaVKldK1OAAAAAAAMhObu3NPnDhRoaGhyp8/v0qVKiVJ2rt3r5ycnLRmzZp0LxAAAAAAgMzC5hBdokQJHT16VPPmzdPhw4clSc2aNVPz5s3l7Oyc7gUCAAAAAJBZPNJzol1cXNSuXbv0rgUAAAAAgEzNqhD9ww8/6NVXX1XWrFn1ww8/PHDZ+vXrp0thAAAAAABkNlaF6AYNGujMmTPy9vZWgwYN0lzOZDIpMTExvWoDAAAAACBTsSpEJyUlpfozAAAAAADPEpsfcfX1118rLi4uxfT4+Hh9/fXX6VIUAAAAAACZkc0hunXr1rp69WqK6devX1fr1q3TpSgAAAAAADIjm0O0YRgymUwppv/555/y8PBIl6IAAAAAAMiMrH7EVZkyZWQymWQymVSjRg1lyfLPqomJiTp58qRq1679WIoEAAAAACAzsDpEJ4/KHRkZqdDQULm5uZnnOTg4yN/fX40aNUr3AgEAAAAAyCysDtGDBw9WYmKi/P399corryhPnjyPsy4AAAAAADIdm+6Jtre3V/v27XX79u3HVQ8AAAAAAJmWzQOLlShRQidOnHgctQAAAAAAkKlZ3Z072YgRI9SnTx8NHz5c5cqVk6urq8V8d3f3dCvuv27IkCEZXULmMDijCwAAAAAA69gcouvUqSNJql+/vsWjrpIffZWYmJh+1QEAAAAAkInYHKI3btz4OOoAAAAAACDTszlEV61a9XHUAQAAAABApmdziJakK1eu6IsvvtChQ4ckScWLF9d7770nDw+PdC0OAAAAAIDMxObRuX/77TcVKFBAn376qS5duqRLly5p/PjxKlCggHbv3v04agQAAAAAIFOw+Up0z549Vb9+fc2aNUtZstxdPSEhQW3btlWPHj20ZcuWdC8SAAAAAIDMwOYQ/dtvv1kEaEnKkiWL+vXrp/Lly6drcQAAAAAAZCY2d+d2d3dXTExMiul//PGHsmXLli5FAQAAAACQGdl8Jbpp06Zq06aNxo4dq8qVK0uStm3bpr59+6pZs2bpXuB/2eB5QzK6hExicEYXAAAAAABWsTlEjx07ViaTSS1atFBCQoIkKWvWrOrYsaM++eSTdC8QAAAAAIDMwuYQ7eDgoIkTJyosLEzHjx+XJBUoUEAuLi7pXhwAAAAAAJnJIz0nWpJcXFzk6elp/hkAAAAAgP86mwcWS0hI0MCBA+Xh4SF/f3/5+/vLw8NDH330ke7cufNIRUyZMkX+/v5ycnLS888/r19//dWq9RYsWCCTyaQGDRo80nYBAAAAALCFzSG6a9eumjlzpkaPHq09e/Zoz549Gj16tL744gt169bN5gIWLlyoXr16afDgwdq9e7dKlSql0NBQnTt37oHrRUdHq0+fPnrxxRdt3iYAAAAAAI/C5hA9f/58zZkzR+3bt1fJkiVVsmRJtW/fXl988YXmz59vcwHjx49Xu3bt1Lp1axUrVkzTp0+Xi4uLvvzyyzTXSUxMVPPmzTV06FAFBgbavE0AAAAAAB6FzSHa0dFR/v7+KaYHBATIwcHBprbi4+O1a9cu1axZ85+C7OxUs2ZN7dixI831hg0bJm9vb7Vp08am7QEAAAAA8G/YHKK7dOmi4cOHKy4uzjwtLi5OI0eOVJcuXWxq68KFC0pMTJSPj4/FdB8fH505cybVdbZu3aovvvhCs2bNsmobcXFxunbtmsULAAAAAIBHYfPo3Hv27FFERITy58+vUqVKSZL27t2r+Ph41ahRQ2+88YZ52aVLl6ZfpZKuX7+ud999V7NmzVLOnDmtWicsLExDhw5N1zoAAAAAAM8mm0O0p6enGjVqZDHN19f3kTaeM2dO2dvb6+zZsxbTz549q9y5c6dY/vjx44qOjla9evXM05KSkiRJWbJkUVRUlAoUKGCxzgcffKBevXqZ31+7du2R6wUAAAAAPNtsDtGzZ89Ot407ODioXLlyioiIMD+mKikpSREREal2DS9SpIj2799vMe2jjz7S9evXNXHixFTDsaOjoxwdHdOtZgAAAADAs8vmEJ3s/PnzioqKkiQVLlxYuXLleqR2evXqpZYtW6p8+fKqWLGiJkyYoBs3bqh169aSpBYtWihfvnwKCwuTk5OTSpQoYbG+p6enJKWYDgAAAABAerM5RN+4cUNdu3bV119/be5KbW9vrxYtWmjy5MlycXGxqb2mTZvq/PnzGjRokM6cOaPSpUtr9erV5sHGYmJiZGdn8/hnAAAAAACkO5NhGIYtK7Rv317r16/XZ599ppCQEEl3R8zu1q2batWqpWnTpj2WQtPLtWvX5OHhoatXr8rd3T1ji5lvytjtZxZv23QK/rdxTtzFOfEPzom7OCf+wTlxVyY4JzLV3xQAgCfG5ivRS5Ys0eLFi1WtWjXztDp16sjZ2VlNmjTJ9CEaAAAAAIBHZXM/6Zs3b6Z4rrMkeXt76+bNm+lSFAAAAAAAmZHNIbpSpUoaPHiwbt++bZ5269YtDR06VJUqVUrX4gAAAAAAyExs7s49YcIE1a5dW/nz51epUqUkSXv37pWTk5PWrFmT7gUCAAAAAJBZ2Byig4ODdfToUc2bN0+HDx+WJDVr1kzNmzeXs7NzuhcIAAAAAEBmYVOIvnPnjooUKaIVK1aoXbt2j6smAAAAAAAyJZvuic6aNavFvdAAAAAAADxLbB5YrHPnzho1apQSEhIeRz0AAAAAAGRaNt8TvXPnTkVERGjt2rUKDg6Wq6urxfylS5emW3EAAAAAAGQmNodoT09PNWrU6HHUAgAAAABApmZziJ49e/bjqAMAAAAAgEzP6nuik5KSNGrUKIWEhKhChQoaMGCAbt269ThrAwAAAAAgU7E6RI8cOVL/+9//5Obmpnz58mnixInq3Lnz46wNAAAAAIBMxeoQ/fXXX2vq1Klas2aNli9frh9//FHz5s1TUlLS46wPAAAAAIBMw+oQHRMTozp16pjf16xZUyaTSX///fdjKQwAAAAAgMzG6hCdkJAgJycni2lZs2bVnTt30r0oAAAAAAAyI6tH5zYMQ61atZKjo6N52u3bt9WhQweLZ0XznGgAAAAAwH+V1SG6ZcuWKaa988476VoMAAAAAACZmdUhmudDAwAAAACedVbfEw0AAAAAwLOOEA0AAAAAgJUI0QAAAAAAWIkQDQAAAACAlQjRAAAAAABYiRANAAAAAICVCNEAAAAAAFiJEA0AAAAAgJUI0QAAAAAAWIkQDQAAAACAlQjRAAAAAABYiRANAAAAAICVCNEAAAAAAFiJEA0AAAAAgJUI0QAAAAAAWIkQDQAAAACAlQjRAAAAAABYiRANAAAAAICVCNEAAAAAAFiJEA0AAAAAgJUI0QAAAAAAWIkQDQAAAACAlQjRAAAAAABYiRANAAAAAICVCNEAAAAAAFiJEA0AAAAAgJUI0QAAAAAAWIkQDQAAAACAlQjRAAAAAABYiRANAAAAAICVCNEAAAAAAFiJEA0AAAAAgJUI0QAAAAAAWIkQDQAAAACAlQjRAAAAAABYiRANAAAAAICVCNEAAAAAAFiJEA0AAAAAgJUI0QAAAAAAWIkQDQAAAACAlQjRAAAAAABYiRANAAAAAICVCNEAAAAAAFiJEA0AAAAAgJUI0QAAAAAAWIkQDQAAAACAlQjRAAAAAABYiRANAAAAAICVCNEAAAAAAFiJEA0AAAAAgJUI0QAAAAAAWIkQDQAAAACAlQjRAAAAAABYiRANAAAAAICVCNEAAAAAAFiJEA0AAAAAgJUI0QAAAAAAWIkQDQAAAACAlQjRAAAAAABYiRANAAAAAICVCNEAAAAAAFgpU4ToKVOmyN/fX05OTnr++ef166+/prnsrFmz9OKLL8rLy0teXl6qWbPmA5cHAAAAACC9ZHiIXrhwoXr16qXBgwdr9+7dKlWqlEJDQ3Xu3LlUl9+0aZOaNWumjRs3aseOHfL19dUrr7yiv/766wlXDgAAAAB41mR4iB4/frzatWun1q1bq1ixYpo+fbpcXFz05Zdfprr8vHnz1KlTJ5UuXVpFihTR559/rqSkJEVERDzhygEAAAAAz5oMDdHx8fHatWuXatasaZ5mZ2enmjVraseOHVa1cfPmTd25c0fZs2d/XGUCAAAAACBJypKRG79w4YISExPl4+NjMd3Hx0eHDx+2qo3+/fsrb968FkH8XnFxcYqLizO/v3bt2qMXDAAAAAB4pmV4d+5/45NPPtGCBQu0bNkyOTk5pbpMWFiYPDw8zC9fX98nXCUAAAAA4L8iQ0N0zpw5ZW9vr7Nnz1pMP3v2rHLnzv3AdceOHatPPvlEa9euVcmSJdNc7oMPPtDVq1fNrz/++CNdagcAAAAAPHsyNEQ7ODioXLlyFoOCJQ8SVqlSpTTXGz16tIYPH67Vq1erfPnyD9yGo6Oj3N3dLV4AAAAAADyKDL0nWpJ69eqlli1bqnz58qpYsaImTJigGzduqHXr1pKkFi1aKF++fAoLC5MkjRo1SoMGDdL8+fPl7++vM2fOSJLc3Nzk5uaWYfsBAAAAAPjvy/AQ3bRpU50/f16DBg3SmTNnVLp0aa1evdo82FhMTIzs7P65YD5t2jTFx8ercePGFu0MHjxYQ4YMeZKlAwAAAACeMRkeoiWpS5cu6tKlS6rzNm3aZPE+Ojr68RcEAAAAAEAqnurRuQEAAAAAeJII0QAAAAAAWIkQDQAAAACAlQjRAAAAAABYiRANAAAAAICVCNEAAAAAAFiJEA0AAAAAgJUI0QAAAAAAWIkQDQAAAACAlQjRAAAAAABYiRANAAAAAICVCNEAAAAAAFiJEA0AAAAAgJUI0QAAAAAAWIkQDQAAAACAlQjRAAAAAABYiRANAAAAAICVCNEAAAAAAFiJEA0AAAAAgJUI0QAAAAAAWIkQDQAAAACAlQjRAAAAAABYiRANAAAAAICVCNEAAAAAAFiJEA0AAAAAgJUI0QAAAAAAWIkQDQAAAACAlQjRAAAAAABYiRANAAAAAICVCNEAAAAAAFiJEA0AAAAAgJUI0QAAAAAAWIkQDQAAAACAlQjRAAAAAABYiRANAAAAAICVCNEAAAAAAFiJEA0AAAAAgJUI0QAAAAAAWIkQDQAAAACAlQjRAAAAAABYiRANAAAAAICVCNEAAAAAAFiJEA0AAAAAgJUI0QAAAAAAWIkQDQAAAACAlQjRAAAAAABYiRANAAAAAICVCNEAAAAAAFiJEA0AAAAAgJUI0QAAAAAAWIkQDQAAAACAlQjRAAAAAABYiRANAAAAAICVCNEAAAAAAFiJEA0AAAAAgJUI0QAAAAAAWIkQDQAAAACAlQjRAAAAAABYiRANAAAAAICVCNEAAAAAAFiJEA0AAAAAgJUI0QAAAAAAWClLRhfwLDM1NzK6hEzBeDujKwCApwf/77iL/3cAADIKIRrIRPjj+C7+OAYAAEBmRXduAAAAAACsxJVoAMjE6J1wF70TAABAZsGVaAAAAAAArESIBgAAAADASoRoAP/X3p3H13Stfxz/nJNZiJjHVIqaYoixhgZRU4twkXqVXq1LbwhFi15To0WpVrWm4OJG76tFa1ZUDaWIuEgMQRDzVFNjiCDDOef3R37ZbUJv017JiZPv+x+yrX3ybHleK/vZa+21REREREQkm1REi4iIiIiIiGSTimgRERERERGRbFIRLSIiIiIiIpJNKqJFREREREREsklFtIiIiIiIiEg2qYgWERERERERySYV0SIiIiIiIiLZpCJaREREREREJJtURIuIiIiIiIhkk4poERERERERkWxSES0iIiIiIiKSTXmiiJ49eza+vr64u7vz/PPPs3fv3v/aftmyZVSrVg13d3dq1arFhg0bcilSERERERERyc/sXkR//fXXvPPOO4wbN46YmBjq1KlDu3btuH79+mPb7969m1dffZW+ffty4MABunTpQpcuXThy5EguRy4iIiIiIiL5jclms9nsGcDzzz9Pw4YNmTVrFgBWqxUfHx/eeustRo4c+Uj7Hj16kJSUxLp164xjjRs3xt/fn7lz5/7u97t79y6FCxfmzp07eHl5PbkL+RNMJrt++zzDvhmYtygn0iknfqGcSKec+IVyIl1eyIm8dE8hIiK5x64j0SkpKURHR9O6dWvjmNlspnXr1kRFRT32nKioqEztAdq1a/eb7UVERERERESeFGd7fvObN29isVgoVapUpuOlSpXi+PHjjz3n6tWrj21/9erVx7ZPTk4mOTnZ+PrOnTtA+tNjyRv0o5CslBOSlXJCssoLOZFxL2HnSX0iIpLL7FpE54bJkyfzwQcfPHLcx8fHDtHI4xQubO8IJK9RTkhWygnJKi/lRGJiIoXzUkAiIpKj7FpEFy9eHCcnJ65du5bp+LVr1yhduvRjzylduvQfaj9q1Cjeeecd42ur1UpCQgLFihXDlM9fLLt79y4+Pj5cvHhR73IJoJyQRyknJCvlxC9sNhuJiYmULVvW3qGIiEgusmsR7erqSv369dm6dStdunQB0ovcrVu3MmjQoMee06RJE7Zu3crQoUONY5s3b6ZJkyaPbe/m5oabm1umY97e3k8ifIfh5eWV72+EJDPlhGSlnJCslBPpNAItIpL/2H069zvvvMPrr79OgwYNaNSoEZ9//jlJSUn06dMHgN69e1OuXDkmT54MwJAhQ2jRogWffvopHTp0YOnSpezfv59//vOf9rwMERERERERyQfsXkT36NGDGzduEBYWxtWrV/H392fjxo3G4mEXLlzAbP5lEfGmTZuyePFixo4dy+jRo3nuuedYvXo1NWvWtNcliIiIiIiISD5h9yIaYNCgQb85fXv79u2PHAsODiY4ODiHo3J8bm5ujBs37pHp7pJ/KSckK+WEZKWcEBGR/M5k074MIiIiIiIiItli/v0mIiIiIiIiIgIqokVERERERESyTUW0iIiIiIiISDapiBYRERERERHJJhXRDkxrxomIiIiIiDxZKqIdyN27d7l+/To3b94EwGQyqZAWg9VqtXcIkkfcu3ePGzduGH2FyMGDB1m5cqW9wxAREXkqqIh2ELGxsXTo0IFWrVoRFBTEq6++SmJiIiaTyd6hiR2dOnWKCRMm8PDhQ8xmswpp4ejRo3Tt2pWAgAC6detGeHi4vUMSOzt8+DD16tVj79699g5FRETkqaAi2gGcOnWKVq1a0axZMz777DNCQ0PZs2cPbdu2JTo62t7hiZ2cOnWKZs2aMWPGDN577z0V0sLRo0cJCAjAz8+PDz74gAoVKrBs2TLu3r1r79DETg4ePEiTJk0YPnw4H330kb3DEREReSqYbJrv+9SbMmUKsbGxfPnll8axYcOG8dlnn1GrVi3Wr19P+fLlsVqtmM16bpIf3LlzhzfeeANnZ2d8fX3ZuXMnzZo148MPP8Td3V25kA/99NNPtGnTho4dOxrF0t69e3nvvfcIDw/Hw8ODsmXL2jlKyU3nzp2jUqVKjBkzhvHjx5OSksLChQs5deoURYsW5YUXXqBFixb2DlNERCTP0V20Azh+/DgXLlzIdKxOnToMGTKEtLQ0/vrXvwKoaMpHChYsSLVq1QgODmbChAm89NJLREZGMmbMmMeOSOtZmuO7cuUKnTt35s033zSOrVu3jpiYGFq0aEFQUBDBwcF2jFByk81mIzo6Gi8vL27dugVAx44dWbBgAfv372f+/PmMHDmSGTNm2DlSERGRvEdVlQN44YUXsFqtrFq1CoD4+HgGDRpElSpVmDlzJpcuXeLQoUN2jlJyi8ViwcnJifHjx/PKK6/g7u7O8OHDad++PZGRkYwePdoopJOTkwH07nw+UKNGDUJCQqhUqRIAH3/8MVOnTmXatGl88803DB8+nOjoaGbNmmXnSCU3mEwm2rZty9y5c1m1ahVubm54enqyZs0afvzxR/bt20fVqlVZsmQJly9ftne4IiIieYqmcz+lbDabUficPn2aYcOGcezYMQoUKEB8fDyvv/464eHh3Lx5E19fX7766is6d+5s56glJ2UUz2lpaTg7Oz/y9YMHD5gyZQobN26kWbNmhIWFMWzYMBITE/n666/tHb7kgIx+IuPPX0/jX7NmDZ6enrRu3RpIX7G7cePGdO7cmQ8//NCeYUsuSkxMZPXq1axbt46hQ4fSpEkTI19OnDhB9erV2bBhA+3bt7d3qCIiInmGs70DkD/mwoULJCUlUb16dWM6bqVKlZg1axb79+/n4sWL+Pj40KVLFwBu376Nn58fFSpUsGPUktNOnjxJeHg4ly9fpnjx4owdO5Zy5cphtVpxdnbGarXi4eHByJEjAdi8eTONGjXi8uXLbNmyxc7RS044deoUX331FRcuXKB69eq8/vrrlChRwni48uuHajabDbPZjK+vrzFS/esHdeIYzp49y4YNGzh79ixNmzYlMDCQIkWK0LlzZ/z9/alatarR1mq1kpycjJ+fHz4+PnaMWkREJO9REf0UOXHiBE2bNqVIkSJ888031KtXD6vVitVqpXz58pQvX/6RcxYsWMDt27cpXbq0HSKW3HDkyBFatmxJp06dMJvNxMXF0a1bNzZu3Ii3tzeA8Q60u7s7b7/9NitWrODGjRtERUVRq1Yt+16APHGxsbG0atWKNm3acPHiRY4fP050dDQLFy6kQIECQOYi2WQyMXnyZOLi4mjVqpVxTBxHbGwsbdu2pVGjRhw7dowdO3awf/9+3n//fby8vDL1AyaTCZPJxLJly3B1daVkyZJ2jFxERCTv0TvRT4mrV68ycOBAatWqRY0aNfj73/9OdHT0by4Wtm/fPnr06MH8+fNZunSpimgHdeXKFV577TX69u1LREQEX3/9NePGjSMpKYmjR49mams2m0lJSeH999/nzJkz/PjjjyqgHdClS5d49dVX6devH4sXL2bnzp3069ePo0ePcu3aNaNdRpG8d+9ehgwZwuzZs1mxYgW+vr52ilxyyvnz5+nevTt9+vRh1apVxMfH0759e77//ntSU1Mfab9v3z6GDRvGjBkziIiIoESJEnaIWkREJO9SEf2UOHPmjLFY1NChQylfvjwhISFGIZ1179+KFStSsWJFduzYQd26de0UteS0/fv3U6RIEfr162essN2yZUtSU1M5duzYI+1dXV1JSUlhx44dKqAdkM1mY/v27TzzzDOEhoYa/cIrr7zCzz///MiDlVu3brFp0yYuXLjAjh078Pf3t0PUkpOsVivr1q3Dz8+PwYMHG/1EaGgoly5deqSfuHHjBgsWLGDPnj3s3LmT2rVr2yNsERGRPE3TuZ8STZs2ZeLEiTRs2BBIv1meMWMGISEhzJ07lwYNGhg3RyaTiWLFijFp0iRNyXRwlSpVok+fPjz33HMAxiJiXl5ejx1hApg9e3Zuhii5yGQyUaZMGbp162a8x5rxDrSbmxsPHz7M1L5IkSKEhITg6upK4cKF7RGy5DCz2UyRIkVo165dphlJGYsOJiUlZWpfokQJxo4di7u7u0agRUREfoNGop8iGQU0wIsvvsiQIUMoV64c/fv3Jzo6GpPJxOjRo4mKigL0TmN+UKNGDXr37g1gLCIG4O3tTUpKitHu008/1TY1+UTLli3p27cvkJ4TTk5ORkH0680YFixYwNWrVylRooQKaAcXHBxMSEgIgDE7oXjx4pQpUwZXV1ej3bJly7h58yY+Pj4qoEVERP4LjUTnUadPn2b58uXcvXuXOnXq0KFDBzw9PYFfRhtbtWqFyWRi+vTpDBgwgAoVKrBixQp69uxp5+glp5w8eZKIiAiuX7+Ov78/L730EpUrV36kncViIS0tDYCwsDAmTpxI27ZtKVeuXG6HLDns131F7dq16dixo9FX/PpBmsViMWYnvPfee3z44YfExcVpvQQHdO7cOTZt2kRaWhpVqlQxtjGDX3LCarWSlpZm5MTYsWMJDw8nOjqa4sWL2yVuERGRp4X2ic6Djhw5QkBAALVr18ZqtRIVFUXXrl158803adOmDfBLIQ3p2xX17NkTi8XCtm3bqFOnjj3Dlxxy7NgxmjZtSuPGjSlQoABbtmyhSZMm9OjRg7/97W8ApKSk4OrqSuPGjenbty8PHjzgH//4B5GRkdSrV8/OVyBP2uP6im7dutGvX79MfYXVasXPz4+PP/6Ys2fPMmbMGOWEg4qNjSUwMJCKFSty7949jh8/TkhICIMHD6Z69epAegF99+5dnnvuOVauXElkZCTvv/8+kZGR1K9f385XICIikvepiM5jHjx4QPfu3alYsSIzZ84E0lfPDQ0NpWjRogwcONDY39VqtWI2mxk6dCj//Oc/2bt3LzVr1rRn+JJDUlJS+Nvf/oanpyfz5s0D0rc8CwsL4+LFi/Tq1YuBAwca7YOCgoiMjCQ5OZlt27ZlehVAHMMf6SsAAgMDuXz5MpcvX+bHH3+kQYMG9gpdcsi9e/d4+eWXadCgAdOmTSMxMZHdu3fTq1cvWrRowZgxY4wHJ8nJyQQEBODm5kZ0dDQ7duxQToiIiGST3onOYzw8PLh165axL6fVaqVRo0Z88cUXJCcnM2/ePA4fPgykLxgTExPDDz/8wK5du1RAOzBXV1euXr1qbGlms9moWrUqU6ZMoUqVKnzzzTesX7/eaO/m5sb9+/fZs2ePCmgH9Uf6ioypu1euXGHPnj0qlhyUi4sL9+7dM34XeHp60q5dO7777jv27dvHlClTSEhIACA1NZVbt25x+PBhoqKilBMiIiJ/gIroPMRqtXLv3j1cXV25fv26ccxiseDn58esWbM4dOgQX3zxhXFOvXr12LFjh6ZlOjCr1Upqairly5cnISGB5ORkbDYbVqsVX19fxo4dS3JyMosXLzbOGTx4MMePH9eDFQf1Z/qKgQMHcvjwYW1t5qBsNhtJSUkkJiY+khMNGzZk+fLlrFixgkWLFgHpD2FCQkLYv3+/XgESERH5gzSdOw9aunQpPXv2ZPXq1QQFBRk3Qi4uLnz55ZcMHjyYQ4cOUbZsWZycnOwdruSSLVu20K5dO2bOnEloaKhRSDs5OfHDDz/Qpk0bYmNjqVGjhr1DlVySnb7iwIEDVKhQwd6hSi6ZNm0aY8eOZePGjTRv3jxTTkyePJkvv/ySbdu2GTMYRERE5I/TSLSdXbt2jf3797Nu3TpjNeVXXnmF0NBQevTowcaNGzGbzbi4uADp+7qWKVMGT09PFdAO7MqVK2zdupV///vfXL16ldTUVFq3bs2kSZN46623iIiIwGQyGTlQuHBhqlataqzKLI7nz/YVhQoVsmfYkoNu3rzJiRMniIyMNI4FBwfTuXNn+vfvz65duzCbzcYilMWLF8fZ2VlbmomIiPyPtMWVHcXGxhrbUcXFxdGkSROWLl1KuXLlePvtt3n48CGdO3cmPDycjh074u3tzc6dO3FxcdEe0A4sNjaWv/zlLxQpUoRDhw5Rs2ZNPv/8c5o3b87AgQO5f/8+ffv25fz58/zlL3+hQoUKLF++nLS0NAoUKGDv8CUHqK+QrI4cOUKfPn24d+8e58+fp3379qxcuRIfHx9CQ0OZPn06vXr1Ys6cObz00ksAxMfH4+XlRUpKCm5ubna+AhERkaeXpnPbSXx8PAEBAbz55pv07t0bDw8PmjdvTsuWLfnXv/4FwNWrV5k/fz4TJkzgmWeeoWDBgly+fJlNmzZRt25dO1+B5ITTp0/TsmVL+vTpw6BBgyhUqBAtW7akVKlSrF271mgXERHBqFGjcHZ2xsvLizt37rBu3TrlhQNSXyFZnThxwsiJoKAgUlNTCQoKIiQkhMmTJwMQExPDggULmDt3Lv7+/ri5uXH8+HG2bduGv7+/fS9ARETkKaci2g7u37/PkCFDMJvNzJo1CycnJ8xmM/PmzWP+/Pns2bPHmH4HcPDgQY4fP47NZqNJkyb4+vraL3jJMcnJyYwZM4aff/6ZWbNm4ebmhrOzM9999x2DBg0iOjqawoULGyOLZ86c4eLFizx48ICaNWtSvnx5O1+BPGnqKySre/fu0bdvX0qUKMHMmTON/mDUqFHExsaybt26TO23bdtGTEwMBQoUoG3btlSqVMkeYYuIiDgUTee2AxcXF1JTU6lXr57x/iKAj48Ply9fJikpCU9PT5ydnbHZbPj7+2vkIB9wdnbGZDLRoEGDTO82FylShJs3b5KUlJTpXcaKFStSsWJFe4QquUR9hWRlNpuxWCzUrFkz01R9Pz8/Vq1aRUpKCpC+LR6k7w8eGBhol1hFREQclYroXGaz2XBxcSE8PNx4f9VqtWI2mylUqBDe3t6ZCqUzZ87g6+urRcTyAScnJ8aPH4+HhwfwS14ULVqUkiVLUqhQIeOmOSYmBj8/P73X6MDUV0hWNpuNAgUKEB4enml/cLPZjJubG+7u7kbxDOkLjxUvXtxe4YqIiDgsrc6dy0wmk3EjBL/cAEH6CENycrIxkjBy5EhCQ0O5f/++3eKV3GOz2R4poDOkpKSQmpoKpE/b7N+/P/fu3bNLnJI71FdIVhkP0bIW0JA+kyVj1XaAd999l0GDBpGcnJz7gYqIiDg4jUTbQcbNsclkylQo2Ww2EhMTsdlsvPfee3z22Wfs3LlTW9TkEyaTybgpzlpAJyQkYLVaef/99428KFasmB2jldygvkIe53E54ezszIMHDwAYM2YM06dPZ+fOnZqtIiIikgM0Ep3DHj58CKSPGGSwWCyYTCZu3bpFfHy8cdxkMuHj48OYMWP4+OOPiYqKolGjRrkes+SOrGv6WSwWzGYzN27cYPfu3cZxZ2dnnn32WcaOHctHH31EZGQkDRs2zO1wxQ7UV8jj+gmTycTdu3e5fft2puOlSpVi3LhxTJ06VTkhIiKSg1RE56Bjx45RrVo1Dh06ZIwYWCwWnJycOH/+PDVr1iQ6Otpob7FYOHjwIP/+97+JioqiXr169gpdclDGlMuMm2Or1UpaWpqRF/7+/hw+fNhob7VaOXLkCCtWrCAqKor69evbJW7JXeor8jeLxQL80k/YbDajnzh37hzVq1cnKioqU/s9e/Ywe/Zsdu/erZwQERHJQSqic8jBgwcJCAjgwoULbN68GUgvhpycnLh06RL+/v506NCBHj16GOf4+/tTv359tmzZohsgBxUXF8fgwYMJDg7m7bffJioqCrPZjLOzM5cvX8bPz49OnToREhJinOPr60tQUBA//vij9vx1QNeuXePkyZOPHFdfkX+dPHmS4cOH061bNyZOnMjZs2cxmUw4Oztz8eJFGjZsyMsvv0z79u2Nc+rVq0ft2rXZtm2bHrSJiIjkMO0TnQMOHTpE48aNGT16NAkJCXz77bccP34cZ2dnrFYra9euZdeuXXzyySfGQjFpaWnGv//6PTdxHEePHiUgIIAePXpgMplISEhgxYoVzJkzh549exIXF8c333zD5MmTH5m5oLxwTHFxcbRv357GjRsTFhaGn59fpn9fvXq1+op8JjY2lsDAQDp27MidO3e4evUqnTp1YtSoUaSlpTFv3jxOnz7NtGnTjJzIyIWHDx/i7u5u5ysQERFxfCqin7CDBw/SsGFDRowYwaRJkzh37hzNmzfnrbfeYsSIEQCkpqZm2vP11zIWjBHHkpycTK9evShbtiwzZswA4KeffqJVq1acOXOGSZMmMWzYMP3885ErV64QHBxMUlISbm5u1KpVi6FDh1KzZk2jjfqK/OXMmTO0atWK1157jYkTJwLQr18/PD09mT59utEu4+GaiIiI2IeGMZ6gxMRExo4dy/Dhw5k0aRIAxYoVw9/fn23bthntfuumGNBNsYNKTU0lPj7eGGlMS0ujTJkyNGvWjNatWzNixAjWr1+vn38+cvz4cQoVKsQXX3xBaGgoBw4c4PPPP+fIkSNGG/UV+YfFYmHz5s28+OKLxgM1AA8PD44cOUKLFi3o3bs3u3fvxsnJ6ZEFx0RERCT3aCT6CTt58iRVqlQBfpliFxkZSUBAAMuWLaNbt252jlDsITU1lW7dulGyZEmmTZuGl5cX58+fp0GDBixevJjFixcTHx/Ppk2bjH2BxbE9fPiQAwcO0KRJEwAiIiKYNWsWdevWZciQIdSqVQv4ZcRZ07cd39mzZ7l//77xsG38+PFMnjyZsLAwHj58yIkTJ9i3bx9btmzh2WeftXO0IiIi+ZfuyJ6Q1NRUAKOABjCbzdhsNmrXrk2nTp1Ys2YNDx48yLTdlTi2jJ+1i4sLL774IkePHqVjx46MHj0aPz8/unfvTps2bWjXrh2XL1828kgcn7u7O40bNza+7tOnD4MHD+bAgQNMnz7dGJGeMGEChw8fVgGdDzz77LPUqFEDSH8F5D//+Q/Lly9n1KhRfPDBBwwaNIh79+5x6tQpO0cqIiKSvznbO4Cn3e3bt/H29sbFxeWxI0Umk4lChQrRunVrRo0aRVhYGJUrV9b7jA4uIy/MZrOxENSQIUMoUqQIP/zwAydPnuTDDz9kyJAhALi5ueHl5WXnqCUnXblyhZiYGFJSUqhQoQL169fHZDJhs9mw2WyYzWZef/11AGbMmMH06dO5e/cuy5cvp3v37naOXnLCb+WExWLBzc2Nb7/9FrPZbPxuKVq0KKVKlaJo0aL2Dl1ERCRf03Tu/0FcXBwdOnTgtddeY/z48QCPFNIZxbLNZuOFF16gUqVKLFy48L++6yhPt8flRUpKCq6urkabrAtGDRgwgDNnzrB69Wo8PDxyPWbJWbGxsXTp0oXixYtz5swZfH19+cc//pGpOP513/Gvf/2L/v37U6BAAbZv346/v7+dIpeckp2cyPqwddSoUWzdupUNGzZQvHhxe4QtIiIiaDr3n3bx4kV69uyJs7Mzq1atMoqljFGDDBk3QCaTCT8/P06ePElKSopdYpac91t54erqSlpamtHO2Tl9Esju3bsZNGgQixcv5pNPPlEB7YBOnz7Nyy+/TPfu3dm0aRMbN27Ez8+P7777DovFYiwQlfH6h8Vi4dChQxQsWJDIyEgV0A4ouzmR8fvjwoULvPvuu8ybN48FCxaogBYREbEzFdF/gs1mY8mSJZQtW5bZs2fTrVs3lixZkqmQtlgsj5w3depUFi9ejKenZ26HLLng9/LC2dnZyIuMhaJu3rxJTEwMO3bsoHbt2vYMX3JASkoK4eHhNG3alAkTJlC4cGHq169P8+bNWbNmDbdv38400mgymYiJiWHmzJls2rTpkX2j5en3R3Ni//79TJkyhU2bNrFt2zb1EyIiInmA3on+E0wmE71796ZUqVK0adOGOnXqALBkyRJsNhvjxo3Dyckp0/TMtLQ0vLy89N6rA/ujeWE2mwkKCiIwMJBChQrZOXrJCVarlfLly1O9enVcXV2N6blNmzalYMGCj11IrmHDhiQkJODt7Z37AUuO+6M50aBBAx48eMDYsWMpU6aMnaIWERGRX1MR/SeVLl3aWASoZMmShISEALB06VIAxo0bh9lsZs2aNXTq1MmYviuOLbt5sXr1ajp16oSTk5MKaAfm7u5Oly5dHtmOKGMxwl8XTAcOHKBu3boAFC5cOFfjlNzzR3IiOjqa+vXrExAQkNthioiIyH+hyi6bfvrpJy5evMitW7do3bo1Tk5OQPqogslkokyZMvz9738H0gsmm83GnTt3mD59OpcuXaJs2bL2DF9yiPJCssrIiYSEBNq2bWsUSxaLxciPO3fucOvWLeOcsLAwZs2aRXx8PEWLFtXK/Q5GOSEiIuJYVERnw+HDhwkKCsLNzY1r165RpkwZwsLCaNeuHUWLFjUWEitbtiwhISHYbDbGjx+Pt7c3+/btU6HkoJQXktXv5UTG1F2TyYTZbKZgwYJMnDiRqVOnsnPnTooVK2bvS5AnTDkhIiLieLSw2O+4ceMGPXr0oFevXnz33XccO3aMOnXqMGHCBGbMmMGNGzcybWlVpkwZzp49S6FChdi1axf169e3Y/SSU5QXklV2ciJjNNHb25vy5cszYMAAJkyYwM6dO5UTDkg5ISIi4phURP+OGzdu8PDhQ7p27UrFihUpW7YsS5cuJSgoiJUrV7Jo0SLu379v3AgtXLiQb7/9lu3bt1OjRg07Ry85RXkhWWU3JwB+/vlnDh48yNq1a/nPf/6jYslBKSdEREQck4ro35GamkpaWppxo/PgwQMAPvroIwIDA5kzZw6nTp0y2nfs2JGYmBhjgSBxTMoLyeqP5ESRIkUIDQ0lJiZG+0A7MOWEiIiIYzLZbDabvYPI6xo1akTBggX54YcfAEhOTsbNzQ1I346mcuXKLFmyJNMiMeL4lBeSVXZzAuDhw4e4u7vbLVbJHcoJERERx6OR6CySkpJITEzk7t27xrF58+Zx9OhRevbsCYCbmxtpaWkANG/enKSkJAAVSg5MeSFZ/S85AahYckDKCRERkfxBRfSvHDt2jK5du9KiRQuqV6/OV199BUD16tWZPn06mzdvJjg4mNTUVGPRqOvXr+Pp6UlaWhoa1HdMygvJSjkhWSknRERE8g9tcfX/jh07RvPmzenduzcNGjQgOjqaPn36UKNGDerWrUtQUBCenp6EhoZSu3ZtqlWrhqurK+vXr2fPnj04O+u/0hEpLyQr5YRkpZwQERHJX/RONJCQkMCrr75KtWrVmD59unE8MDCQWrVqMWPGDONYYmIiEydOJCEhAXd3dwYMGKDVlh2U8kKyUk5IVsoJERGR/EePv0lfQfX27dt0794dAKvVitls5tlnnyUhIQEAm82GzWajUKFCTJkyJVM7cUzKC8lKOSFZKSdERETyH/0GB0qVKsWXX35JQEAAABaLBYBy5coZNzkmkwmz2ZxpwZiMPYDFMSkvJCvlhGSlnBAREcl/VET/v+eeew5IHx1wcXEB0kcPrl+/brSZPHkyCxYsMFZW1U2Q41NeSFbKCclKOSEiIpK/aDp3FmazGZvNZtzgZIwkhIWFMXHiRA4cOKBFYPIh5YVkpZyQrJQTIiIi+YNGoh8jY601Z2dnfHx8mDp1Kh9//DH79++nTp06do5O7EV5IVkpJyQr5YSIiIjj0yPxx8gYPXBxcWH+/Pl4eXmxa9cu6tWrZ+fIxJ6UF5KVckKyUk6IiIg4Po1E/xft2rUDYPfu3TRo0MDO0UheobyQrJQTkpVyQkRExHFpn+jfkZSUhKenp73DkDxGeSFZKSckK+WEiIiIY1IRLSIiIiIiIpJNms4tIiIiIiIikk0qokVERERERESySUW0iIiIiIiISDapiBYRERERERHJJhXRIiIiIiIiItmkIlpEREREREQkm1REi4j8hjfeeIMuXbr8T5+xfft2TCYTt2/ffiIxiYiIiIh9qYgWEYfwxhtvYDKZMJlMuLq6UrlyZcaPH09aWtqf/szp06ezaNGiJxekiIiIiDz1nO0dgIjIk9K+fXsiIiJITk5mw4YNDBw4EBcXF0aNGvWHPsdisWAymShcuHAORSoiIiIiTyuNRIuIw3Bzc6N06dJUqFCBAQMG0Lp1a9auXUtycjLDhw+nXLlyeHp68vzzz7N9+3bjvEWLFuHt7c3atWupUaMGbm5uXLhw4ZHp3MnJyQwePJiSJUvi7u7OCy+8wL59+zLFsGHDBqpUqYKHhweBgYGcO3cudy5eRERERHKFimgRcVgeHh6kpKQwaNAgoqKiWLp0KYcPHyY4OJj27dsTHx9vtL1//z5TpkxhwYIFHD16lJIlSz7yee+++y4rVqzgiy++ICYmhsqVK9OuXTsSEhIAuHjxIl27dqVTp04cPHiQfv36MXLkyFy7XhERERHJeSqiRcTh2Gw2tmzZwvfff0/t2rWJiIhg2bJlBAQEUKlSJYYPH84LL7xARESEcU5qair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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "labels_map_new = {\n", " 0: \"Cluster 0: Large and highly active movers\",\n", " 1: \"Cluster 1: Occasional large movers\",\n", " 2: \"Cluster 2: Extreme\",\n", " 3: \"Cluster 3: Dormant profiles\",\n", " 4: \"Cluster 4: Loyal clients\"\n", "}\n", "\n", "colors_map = {\n", " \"Cluster 0: Large and highly active movers\" : \"#0000FF\", #bleu\n", " \"Cluster 1: Occasional large movers\": \"#FFA500\", #orange\n", " \"Cluster 2: Extreme\": \"#800080\", #violet\n", " \"Cluster 3: Dormant profiles\": \"#008000\", #vert\n", " \"Cluster 4: Loyal clients\": \"#FF0000\" #rouge\n", "}\n", "\n", "# --- 1. Construction du dataset long ---\n", "df_long = pd.concat([\n", " df_2017.assign(period=\"2017-2019\"),\n", " df_2019.assign(period=\"2019-2021\"),\n", " df_2021.assign(period=\"2021-2023\"),\n", " df_2023.assign(period=\"2023-2025\")\n", "])\n", "\n", "# --- 2. Comptage par cluster et période ---\n", "counts = (\n", " df_long.groupby([\"period\", \"cluster_kmeans\"])\n", " .size()\n", " .unstack(fill_value=0)\n", ")\n", "\n", "# --- 3. Passage en proportions ---\n", "props = counts.div(counts.sum(axis=1), axis=0)\n", "\n", "\n", "props = props.sort_index(axis=1)\n", "props.columns = [labels_map_new.get(int(c), f\"Cluster {int(c)}\") for c in props.columns]\n", "\n", "# =========================\n", "# 🔹 Graphique 1 : AREA\n", "# =========================\n", "plt.figure(figsize=(10,6))\n", "\n", "props.plot(\n", " kind=\"area\",\n", " stacked=True,\n", " ax=plt.gca()\n", ")\n", "\n", "plt.ylabel(\"Proportion of clients\")\n", "plt.xlabel(\"Period\")\n", "plt.title(\"Evolution of cluster proportions over time\")\n", "plt.ylim(0, 1)\n", "plt.legend(title=\"Cluster\", loc=\"upper left\")\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "# =========================\n", "# 🔹 Graphique 2 : BAR\n", "# =========================\n", "\n", "colors_list = [colors_map[c] for c in props.columns]\n", "\n", "plt.figure(figsize=(10,6))\n", "\n", "props.plot(\n", " kind=\"bar\",\n", " stacked=True,\n", " ax=plt.gca(),\n", " color=colors_list\n", ")\n", "\n", "plt.xticks(rotation=45, ha=\"right\")\n", "\n", "plt.ylabel(\"Proportion of clients\")\n", "plt.xlabel(\"Period\")\n", "plt.title(\"Cluster distribution by period\")\n", "plt.ylim(0, 1)\n", "plt.legend(title=\"Cluster\", bbox_to_anchor=(1.05, 1), loc=\"upper left\")\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "2f8e871a-1cb7-499d-b45f-de714b15cd15", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.12" } }, "nbformat": 4, "nbformat_minor": 5 }