From f2856efef68e537dc5339f2b414b3b9a5358ac46 Mon Sep 17 00:00:00 2001 From: Pavanmahaveer Singara <79128839+Pavanmahaveer7@users.noreply.github.com> Date: Tue, 27 Dec 2022 22:59:33 -0600 Subject: [PATCH] Add files via upload --- CUSTOMER CHURN DATA.ipynb | 6356 +++++++++++++++++++++++++++++++++++++ 1 file changed, 6356 insertions(+) create mode 100644 CUSTOMER CHURN DATA.ipynb diff --git a/CUSTOMER CHURN DATA.ipynb b/CUSTOMER CHURN DATA.ipynb new file mode 100644 index 0000000..e34f0cb --- /dev/null +++ b/CUSTOMER CHURN DATA.ipynb @@ -0,0 +1,6356 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Telecom Churn Case Study\n", + "\n", + "We need to forecast if a specific customer will migrate to another TelecomDf provider or not using 21 predictor variables. This is referred to as churning and not churning, respectively, in TelecomDf jargon.\n", + "\n", + "### Importing and Merging Data" + ] + }, + { + "cell_type": "code", + "execution_count": 448, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:37:47.86677Z", + "iopub.status.busy": "2022-08-24T06:37:47.866227Z", + "iopub.status.idle": "2022-08-24T06:37:47.898442Z", + "shell.execute_reply": "2022-08-24T06:37:47.897549Z", + "shell.execute_reply.started": "2022-08-24T06:37:47.866634Z" + } + }, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from sklearn.metrics import precision_score,confusion_matrix,accuracy_score,classification_report,ConfusionMatrixDisplay\n", + "%matplotlib inline\n", + "#Ignore Warnings\n", + "import warnings\n", + "warnings.filterwarnings('ignore')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Loading All the datasets: churn_data, customer_data and internet_data" + ] + }, + { + "cell_type": "code", + "execution_count": 449, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:37:59.711691Z", + "iopub.status.busy": "2022-08-24T06:37:59.711294Z", + "iopub.status.idle": "2022-08-24T06:37:59.770537Z", + "shell.execute_reply": "2022-08-24T06:37:59.769354Z", + "shell.execute_reply.started": "2022-08-24T06:37:59.71166Z" + }, + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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customerIDtenurePhoneServiceContractPaperlessBillingPaymentMethodMonthlyChargesTotalChargesChurn
07590-VHVEG1NoMonth-to-monthYesElectronic check29.8529.85No
15575-GNVDE34YesOne yearNoMailed check56.951889.5No
23668-QPYBK2YesMonth-to-monthYesMailed check53.85108.15Yes
37795-CFOCW45NoOne yearNoBank transfer (automatic)42.301840.75No
49237-HQITU2YesMonth-to-monthYesElectronic check70.70151.65Yes
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" + ], + "text/plain": [ + " customerID tenure PhoneService Contract PaperlessBilling \\\n", + "0 7590-VHVEG 1 No Month-to-month Yes \n", + "1 5575-GNVDE 34 Yes One year No \n", + "2 3668-QPYBK 2 Yes Month-to-month Yes \n", + "3 7795-CFOCW 45 No One year No \n", + "4 9237-HQITU 2 Yes Month-to-month Yes \n", + "\n", + " PaymentMethod MonthlyCharges TotalCharges Churn \n", + "0 Electronic check 29.85 29.85 No \n", + "1 Mailed check 56.95 1889.5 No \n", + "2 Mailed check 53.85 108.15 Yes \n", + "3 Bank transfer (automatic) 42.30 1840.75 No \n", + "4 Electronic check 70.70 151.65 Yes " + ] + }, + "execution_count": 449, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "churn_data=pd.read_csv('churn_data.csv')\n", + "churn_data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 450, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:41:19.921183Z", + "iopub.status.busy": "2022-08-24T06:41:19.920702Z", + "iopub.status.idle": "2022-08-24T06:41:19.952146Z", + "shell.execute_reply": "2022-08-24T06:41:19.950964Z", + "shell.execute_reply.started": "2022-08-24T06:41:19.921149Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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customerIDgenderSeniorCitizenPartnerDependents
07590-VHVEGFemale0YesNo
15575-GNVDEMale0NoNo
23668-QPYBKMale0NoNo
37795-CFOCWMale0NoNo
49237-HQITUFemale0NoNo
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" + ], + "text/plain": [ + " customerID gender SeniorCitizen Partner Dependents\n", + "0 7590-VHVEG Female 0 Yes No\n", + "1 5575-GNVDE Male 0 No No\n", + "2 3668-QPYBK Male 0 No No\n", + "3 7795-CFOCW Male 0 No No\n", + "4 9237-HQITU Female 0 No No" + ] + }, + "execution_count": 450, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "customer_data=pd.read_csv('customer_data.csv')\n", + "customer_data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 451, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:42:28.751653Z", + "iopub.status.busy": "2022-08-24T06:42:28.751242Z", + "iopub.status.idle": "2022-08-24T06:42:28.793663Z", + "shell.execute_reply": "2022-08-24T06:42:28.792399Z", + "shell.execute_reply.started": "2022-08-24T06:42:28.751621Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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customerIDMultipleLinesInternetServiceOnlineSecurityOnlineBackupDeviceProtectionTechSupportStreamingTVStreamingMovies
07590-VHVEGNo phone serviceDSLNoYesNoNoNoNo
15575-GNVDENoDSLYesNoYesNoNoNo
23668-QPYBKNoDSLYesYesNoNoNoNo
37795-CFOCWNo phone serviceDSLYesNoYesYesNoNo
49237-HQITUNoFiber opticNoNoNoNoNoNo
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" + ], + "text/plain": [ + " customerID MultipleLines InternetService OnlineSecurity OnlineBackup \\\n", + "0 7590-VHVEG No phone service DSL No Yes \n", + "1 5575-GNVDE No DSL Yes No \n", + "2 3668-QPYBK No DSL Yes Yes \n", + "3 7795-CFOCW No phone service DSL Yes No \n", + "4 9237-HQITU No Fiber optic No No \n", + "\n", + " DeviceProtection TechSupport StreamingTV StreamingMovies \n", + "0 No No No No \n", + "1 Yes No No No \n", + "2 No No No No \n", + "3 Yes Yes No No \n", + "4 No No No No " + ] + }, + "execution_count": 451, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "internet_data=pd.read_csv('internet_data.csv')\n", + "internet_data.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Joining all data files into one dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 452, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:42:36.211943Z", + "iopub.status.busy": "2022-08-24T06:42:36.211576Z", + "iopub.status.idle": "2022-08-24T06:42:36.245662Z", + "shell.execute_reply": "2022-08-24T06:42:36.244821Z", + "shell.execute_reply.started": "2022-08-24T06:42:36.211913Z" + } + }, + "outputs": [], + "source": [ + "#Using customerID as the primary key we are combining other datasets\n", + "combinedDf=pd.merge(churn_data,customer_data,how='inner',on='customerID')" + ] + }, + { + "cell_type": "code", + "execution_count": 453, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:42:41.532514Z", + "iopub.status.busy": "2022-08-24T06:42:41.532082Z", + "iopub.status.idle": "2022-08-24T06:42:41.550689Z", + "shell.execute_reply": "2022-08-24T06:42:41.549556Z", + "shell.execute_reply.started": "2022-08-24T06:42:41.532482Z" + } + }, + "outputs": [], + "source": [ + "#Final dataset, combining all the datasets with customerID as the common point\n", + "TelecomDf=pd.merge(combinedDf,internet_data,how='inner',on='customerID')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Looking into the Dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 454, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:42:48.698153Z", + "iopub.status.busy": "2022-08-24T06:42:48.697335Z", + "iopub.status.idle": "2022-08-24T06:42:48.726804Z", + "shell.execute_reply": "2022-08-24T06:42:48.726005Z", + "shell.execute_reply.started": "2022-08-24T06:42:48.698084Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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customerIDtenurePhoneServiceContractPaperlessBillingPaymentMethodMonthlyChargesTotalChargesChurngender...PartnerDependentsMultipleLinesInternetServiceOnlineSecurityOnlineBackupDeviceProtectionTechSupportStreamingTVStreamingMovies
07590-VHVEG1NoMonth-to-monthYesElectronic check29.8529.85NoFemale...YesNoNo phone serviceDSLNoYesNoNoNoNo
15575-GNVDE34YesOne yearNoMailed check56.951889.5NoMale...NoNoNoDSLYesNoYesNoNoNo
23668-QPYBK2YesMonth-to-monthYesMailed check53.85108.15YesMale...NoNoNoDSLYesYesNoNoNoNo
37795-CFOCW45NoOne yearNoBank transfer (automatic)42.301840.75NoMale...NoNoNo phone serviceDSLYesNoYesYesNoNo
49237-HQITU2YesMonth-to-monthYesElectronic check70.70151.65YesFemale...NoNoNoFiber opticNoNoNoNoNoNo
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" + ], + "text/plain": [ + " customerID tenure PhoneService Contract PaperlessBilling \\\n", + "0 7590-VHVEG 1 No Month-to-month Yes \n", + "1 5575-GNVDE 34 Yes One year No \n", + "2 3668-QPYBK 2 Yes Month-to-month Yes \n", + "3 7795-CFOCW 45 No One year No \n", + "4 9237-HQITU 2 Yes Month-to-month Yes \n", + "\n", + " PaymentMethod MonthlyCharges TotalCharges Churn gender ... \\\n", + "0 Electronic check 29.85 29.85 No Female ... \n", + "1 Mailed check 56.95 1889.5 No Male ... \n", + "2 Mailed check 53.85 108.15 Yes Male ... \n", + "3 Bank transfer (automatic) 42.30 1840.75 No Male ... \n", + "4 Electronic check 70.70 151.65 Yes Female ... \n", + "\n", + " Partner Dependents MultipleLines InternetService OnlineSecurity \\\n", + "0 Yes No No phone service DSL No \n", + "1 No No No DSL Yes \n", + "2 No No No DSL Yes \n", + "3 No No No phone service DSL Yes \n", + "4 No No No Fiber optic No \n", + "\n", + " OnlineBackup DeviceProtection TechSupport StreamingTV StreamingMovies \n", + "0 Yes No No No No \n", + "1 No Yes No No No \n", + "2 Yes No No No No \n", + "3 No Yes Yes No No \n", + "4 No No No No No \n", + "\n", + "[5 rows x 21 columns]" + ] + }, + "execution_count": 454, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "TelecomDf.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 455, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:42:59.571652Z", + "iopub.status.busy": "2022-08-24T06:42:59.571257Z", + "iopub.status.idle": "2022-08-24T06:42:59.578033Z", + "shell.execute_reply": "2022-08-24T06:42:59.57717Z", + "shell.execute_reply.started": "2022-08-24T06:42:59.571622Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(7043, 21)" + ] + }, + "execution_count": 455, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Let's check the dimensions of the dataframe\n", + "TelecomDf.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 456, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:43:01.733648Z", + "iopub.status.busy": "2022-08-24T06:43:01.732989Z", + "iopub.status.idle": "2022-08-24T06:43:01.763026Z", + "shell.execute_reply": "2022-08-24T06:43:01.762232Z", + "shell.execute_reply.started": "2022-08-24T06:43:01.733614Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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tenureMonthlyChargesSeniorCitizen
count7043.0000007043.0000007043.000000
mean32.37114964.7616920.162147
std24.55948130.0900470.368612
min0.00000018.2500000.000000
25%9.00000035.5000000.000000
50%29.00000070.3500000.000000
75%55.00000089.8500000.000000
max72.000000118.7500001.000000
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" + ], + "text/plain": [ + " tenure MonthlyCharges SeniorCitizen\n", + "count 7043.000000 7043.000000 7043.000000\n", + "mean 32.371149 64.761692 0.162147\n", + "std 24.559481 30.090047 0.368612\n", + "min 0.000000 18.250000 0.000000\n", + "25% 9.000000 35.500000 0.000000\n", + "50% 29.000000 70.350000 0.000000\n", + "75% 55.000000 89.850000 0.000000\n", + "max 72.000000 118.750000 1.000000" + ] + }, + "execution_count": 456, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# let's look at the statistical aspects of the dataframe\n", + "TelecomDf.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 457, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:43:12.455749Z", + "iopub.status.busy": "2022-08-24T06:43:12.455345Z", + "iopub.status.idle": "2022-08-24T06:43:12.482238Z", + "shell.execute_reply": "2022-08-24T06:43:12.481015Z", + "shell.execute_reply.started": "2022-08-24T06:43:12.455719Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 7043 entries, 0 to 7042\n", + "Data columns (total 21 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 customerID 7043 non-null object \n", + " 1 tenure 7043 non-null int64 \n", + " 2 PhoneService 7043 non-null object \n", + " 3 Contract 7043 non-null object \n", + " 4 PaperlessBilling 7043 non-null object \n", + " 5 PaymentMethod 7043 non-null object \n", + " 6 MonthlyCharges 7043 non-null float64\n", + " 7 TotalCharges 7043 non-null object \n", + " 8 Churn 7043 non-null object \n", + " 9 gender 7043 non-null object \n", + " 10 SeniorCitizen 7043 non-null int64 \n", + " 11 Partner 7043 non-null object \n", + " 12 Dependents 7043 non-null object \n", + " 13 MultipleLines 7043 non-null object \n", + " 14 InternetService 7043 non-null object \n", + " 15 OnlineSecurity 7043 non-null object \n", + " 16 OnlineBackup 7043 non-null object \n", + " 17 DeviceProtection 7043 non-null object \n", + " 18 TechSupport 7043 non-null object \n", + " 19 StreamingTV 7043 non-null object \n", + " 20 StreamingMovies 7043 non-null object \n", + "dtypes: float64(1), int64(2), object(18)\n", + "memory usage: 1.2+ MB\n" + ] + } + ], + "source": [ + "# Let's see the type of each column\n", + "TelecomDf.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data Preparation\n", + "Converting some binary variables (Yes/No) to 0/1" + ] + }, + { + "cell_type": "code", + "execution_count": 458, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:43:23.924083Z", + "iopub.status.busy": "2022-08-24T06:43:23.923627Z", + "iopub.status.idle": "2022-08-24T06:43:23.947616Z", + "shell.execute_reply": "2022-08-24T06:43:23.946677Z", + "shell.execute_reply.started": "2022-08-24T06:43:23.924051Z" + } + }, + "outputs": [], + "source": [ + "CatgoricalVariable = ['PaperlessBilling','Churn','Partner','Dependents', 'PhoneService']\n", + "\n", + "def CovertToNumeric(x):\n", + " return x.map({'Yes':1,'No':0})\n", + "\n", + "TelecomDf[CatgoricalVariable] = TelecomDf[CatgoricalVariable].apply(CovertToNumeric)" + ] + }, + { + "cell_type": "code", + "execution_count": 459, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:43:27.61147Z", + "iopub.status.busy": "2022-08-24T06:43:27.611076Z", + "iopub.status.idle": "2022-08-24T06:43:27.639384Z", + "shell.execute_reply": "2022-08-24T06:43:27.638462Z", + "shell.execute_reply.started": "2022-08-24T06:43:27.611439Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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customerIDtenurePhoneServiceContractPaperlessBillingPaymentMethodMonthlyChargesTotalChargesChurngender...PartnerDependentsMultipleLinesInternetServiceOnlineSecurityOnlineBackupDeviceProtectionTechSupportStreamingTVStreamingMovies
07590-VHVEG10Month-to-month1Electronic check29.8529.850Female...10No phone serviceDSLNoYesNoNoNoNo
15575-GNVDE341One year0Mailed check56.951889.50Male...00NoDSLYesNoYesNoNoNo
23668-QPYBK21Month-to-month1Mailed check53.85108.151Male...00NoDSLYesYesNoNoNoNo
37795-CFOCW450One year0Bank transfer (automatic)42.301840.750Male...00No phone serviceDSLYesNoYesYesNoNo
49237-HQITU21Month-to-month1Electronic check70.70151.651Female...00NoFiber opticNoNoNoNoNoNo
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" + ], + "text/plain": [ + " customerID tenure PhoneService Contract PaperlessBilling \\\n", + "0 7590-VHVEG 1 0 Month-to-month 1 \n", + "1 5575-GNVDE 34 1 One year 0 \n", + "2 3668-QPYBK 2 1 Month-to-month 1 \n", + "3 7795-CFOCW 45 0 One year 0 \n", + "4 9237-HQITU 2 1 Month-to-month 1 \n", + "\n", + " PaymentMethod MonthlyCharges TotalCharges Churn gender ... \\\n", + "0 Electronic check 29.85 29.85 0 Female ... \n", + "1 Mailed check 56.95 1889.5 0 Male ... \n", + "2 Mailed check 53.85 108.15 1 Male ... \n", + "3 Bank transfer (automatic) 42.30 1840.75 0 Male ... \n", + "4 Electronic check 70.70 151.65 1 Female ... \n", + "\n", + " Partner Dependents MultipleLines InternetService OnlineSecurity \\\n", + "0 1 0 No phone service DSL No \n", + "1 0 0 No DSL Yes \n", + "2 0 0 No DSL Yes \n", + "3 0 0 No phone service DSL Yes \n", + "4 0 0 No Fiber optic No \n", + "\n", + " OnlineBackup DeviceProtection TechSupport StreamingTV StreamingMovies \n", + "0 Yes No No No No \n", + "1 No Yes No No No \n", + "2 Yes No No No No \n", + "3 No Yes Yes No No \n", + "4 No No No No No \n", + "\n", + "[5 rows x 21 columns]" + ] + }, + "execution_count": 459, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "TelecomDf.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Create dummies for the Categorical variables. " + ] + }, + { + "cell_type": "code", + "execution_count": 460, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:43:32.772352Z", + "iopub.status.busy": "2022-08-24T06:43:32.771854Z", + "iopub.status.idle": "2022-08-24T06:43:32.793665Z", + "shell.execute_reply": "2022-08-24T06:43:32.792669Z", + "shell.execute_reply.started": "2022-08-24T06:43:32.772294Z" + } + }, + "outputs": [], + "source": [ + "# Create dummy variable and dropping the first one.\n", + "TempDummy=pd.get_dummies(TelecomDf[['Contract', 'PaymentMethod', 'gender', 'InternetService']],drop_first=True)\n", + "ml=pd.get_dummies(TelecomDf['MultipleLines'],prefix='MultipleLines')\n", + "os=pd.get_dummies(TelecomDf['OnlineSecurity'],prefix='OnlineSecurity')\n", + "ob=pd.get_dummies(TelecomDf['OnlineBackup'], prefix='OnlineBackup')\n", + "dp = pd.get_dummies(TelecomDf['DeviceProtection'], prefix='DeviceProtection')\n", + "st =pd.get_dummies(TelecomDf['StreamingTV'], prefix='StreamingTV')\n", + "sm = pd.get_dummies(TelecomDf['StreamingMovies'], prefix='StreamingMovies')\n", + "\n", + "# Drop one of the column in the dummies which are not needed\n", + "ml1=ml.drop(['MultipleLines_No phone service'],1)\n", + "os1=os.drop(['OnlineSecurity_No internet service'],1)\n", + "ob1=ob.drop(['OnlineBackup_No internet service'],1)\n", + "dp1 = dp.drop(['DeviceProtection_No internet service'], 1)\n", + "st1 = st.drop(['StreamingTV_No internet service'], 1)\n", + "sm1 = sm.drop(['StreamingMovies_No internet service'], 1)\n", + "\n", + "# Adding above dataframe to the TelecomDf\n", + "TelecomDf=pd.concat([TelecomDf,TempDummy],axis=1)\n", + "TelecomDf=pd.concat([TelecomDf,ml1],axis=1)\n", + "TelecomDf=pd.concat([TelecomDf,os1],axis=1)\n", + "TelecomDf = pd.concat([TelecomDf,dp1], axis=1)\n", + "TelecomDf = pd.concat([TelecomDf,ob1], axis=1)\n", + "TelecomDf = pd.concat([TelecomDf,st1], axis=1)\n", + "TelecomDf = pd.concat([TelecomDf,sm1], axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 461, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:44:30.55417Z", + "iopub.status.busy": "2022-08-24T06:44:30.553725Z", + "iopub.status.idle": "2022-08-24T06:44:30.581357Z", + "shell.execute_reply": "2022-08-24T06:44:30.58029Z", + "shell.execute_reply.started": "2022-08-24T06:44:30.554132Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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customerIDtenurePhoneServiceContractPaperlessBillingPaymentMethodMonthlyChargesTotalChargesChurngender...OnlineSecurity_NoOnlineSecurity_YesDeviceProtection_NoDeviceProtection_YesOnlineBackup_NoOnlineBackup_YesStreamingTV_NoStreamingTV_YesStreamingMovies_NoStreamingMovies_Yes
07590-VHVEG10Month-to-month1Electronic check29.8529.850Female...1010011010
15575-GNVDE341One year0Mailed check56.951889.50Male...0101101010
23668-QPYBK21Month-to-month1Mailed check53.85108.151Male...0110011010
37795-CFOCW450One year0Bank transfer (automatic)42.301840.750Male...0101101010
49237-HQITU21Month-to-month1Electronic check70.70151.651Female...1010101010
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" + ], + "text/plain": [ + " customerID tenure PhoneService Contract PaperlessBilling \\\n", + "0 7590-VHVEG 1 0 Month-to-month 1 \n", + "1 5575-GNVDE 34 1 One year 0 \n", + "2 3668-QPYBK 2 1 Month-to-month 1 \n", + "3 7795-CFOCW 45 0 One year 0 \n", + "4 9237-HQITU 2 1 Month-to-month 1 \n", + "\n", + " PaymentMethod MonthlyCharges TotalCharges Churn gender ... \\\n", + "0 Electronic check 29.85 29.85 0 Female ... \n", + "1 Mailed check 56.95 1889.5 0 Male ... \n", + "2 Mailed check 53.85 108.15 1 Male ... \n", + "3 Bank transfer (automatic) 42.30 1840.75 0 Male ... \n", + "4 Electronic check 70.70 151.65 1 Female ... \n", + "\n", + " OnlineSecurity_No OnlineSecurity_Yes DeviceProtection_No \\\n", + "0 1 0 1 \n", + "1 0 1 0 \n", + "2 0 1 1 \n", + "3 0 1 0 \n", + "4 1 0 1 \n", + "\n", + " DeviceProtection_Yes OnlineBackup_No OnlineBackup_Yes StreamingTV_No \\\n", + "0 0 0 1 1 \n", + "1 1 1 0 1 \n", + "2 0 0 1 1 \n", + "3 1 1 0 1 \n", + "4 0 1 0 1 \n", + "\n", + " StreamingTV_Yes StreamingMovies_No StreamingMovies_Yes \n", + "0 0 1 0 \n", + "1 0 1 0 \n", + "2 0 1 0 \n", + "3 0 1 0 \n", + "4 0 1 0 \n", + "\n", + "[5 rows x 41 columns]" + ] + }, + "execution_count": 461, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "TelecomDf.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Drop the orginal columns where we created the dummy variables" + ] + }, + { + "cell_type": "code", + "execution_count": 462, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:44:47.614206Z", + "iopub.status.busy": "2022-08-24T06:44:47.613787Z", + "iopub.status.idle": "2022-08-24T06:44:47.625445Z", + "shell.execute_reply": "2022-08-24T06:44:47.624464Z", + "shell.execute_reply.started": "2022-08-24T06:44:47.614162Z" + } + }, + "outputs": [], + "source": [ + "# We have created dummies for the below variables, so we can drop them\n", + "TelecomDf = TelecomDf.drop(['Contract','PaymentMethod','gender','MultipleLines','InternetService', 'OnlineSecurity', 'OnlineBackup', 'DeviceProtection', 'TechSupport', 'StreamingTV', 'StreamingMovies'], 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 463, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:44:50.578913Z", + "iopub.status.busy": "2022-08-24T06:44:50.57826Z", + "iopub.status.idle": "2022-08-24T06:44:50.693781Z", + "shell.execute_reply": "2022-08-24T06:44:50.692217Z", + "shell.execute_reply.started": "2022-08-24T06:44:50.578864Z" + } + }, + "outputs": [], + "source": [ + "#Convert Variable from string to float\n", + "TelecomDf['TotalCharges'] =TelecomDf['TotalCharges'].apply(pd.to_numeric, errors='coerce') " + ] + }, + { + "cell_type": "code", + "execution_count": 464, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:44:58.515834Z", + "iopub.status.busy": "2022-08-24T06:44:58.51541Z", + "iopub.status.idle": "2022-08-24T06:44:58.533394Z", + "shell.execute_reply": "2022-08-24T06:44:58.53234Z", + "shell.execute_reply.started": "2022-08-24T06:44:58.515797Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 7043 entries, 0 to 7042\n", + "Data columns (total 30 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 customerID 7043 non-null object \n", + " 1 tenure 7043 non-null int64 \n", + " 2 PhoneService 7043 non-null int64 \n", + " 3 PaperlessBilling 7043 non-null int64 \n", + " 4 MonthlyCharges 7043 non-null float64\n", + " 5 TotalCharges 7032 non-null float64\n", + " 6 Churn 7043 non-null int64 \n", + " 7 SeniorCitizen 7043 non-null int64 \n", + " 8 Partner 7043 non-null int64 \n", + " 9 Dependents 7043 non-null int64 \n", + " 10 Contract_One year 7043 non-null uint8 \n", + " 11 Contract_Two year 7043 non-null uint8 \n", + " 12 PaymentMethod_Credit card (automatic) 7043 non-null uint8 \n", + " 13 PaymentMethod_Electronic check 7043 non-null uint8 \n", + " 14 PaymentMethod_Mailed check 7043 non-null uint8 \n", + " 15 gender_Male 7043 non-null uint8 \n", + " 16 InternetService_Fiber optic 7043 non-null uint8 \n", + " 17 InternetService_No 7043 non-null uint8 \n", + " 18 MultipleLines_No 7043 non-null uint8 \n", + " 19 MultipleLines_Yes 7043 non-null uint8 \n", + " 20 OnlineSecurity_No 7043 non-null uint8 \n", + " 21 OnlineSecurity_Yes 7043 non-null uint8 \n", + " 22 DeviceProtection_No 7043 non-null uint8 \n", + " 23 DeviceProtection_Yes 7043 non-null uint8 \n", + " 24 OnlineBackup_No 7043 non-null uint8 \n", + " 25 OnlineBackup_Yes 7043 non-null uint8 \n", + " 26 StreamingTV_No 7043 non-null uint8 \n", + " 27 StreamingTV_Yes 7043 non-null uint8 \n", + " 28 StreamingMovies_No 7043 non-null uint8 \n", + " 29 StreamingMovies_Yes 7043 non-null uint8 \n", + "dtypes: float64(2), int64(7), object(1), uint8(20)\n", + "memory usage: 742.8+ KB\n" + ] + } + ], + "source": [ + "TelecomDf.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Checking for Outliers" + ] + }, + { + "cell_type": "code", + "execution_count": 465, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:45:05.66382Z", + "iopub.status.busy": "2022-08-24T06:45:05.663377Z", + "iopub.status.idle": "2022-08-24T06:45:05.670313Z", + "shell.execute_reply": "2022-08-24T06:45:05.669421Z", + "shell.execute_reply.started": "2022-08-24T06:45:05.663759Z" + } + }, + "outputs": [], + "source": [ + "# Checking for outliers in the continuous variables\n", + "Telecom_Outliner = TelecomDf[['tenure','MonthlyCharges','SeniorCitizen','TotalCharges']]" + ] + }, + { + "cell_type": "code", + "execution_count": 466, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:45:12.282206Z", + "iopub.status.busy": "2022-08-24T06:45:12.281566Z", + "iopub.status.idle": "2022-08-24T06:45:12.308471Z", + "shell.execute_reply": "2022-08-24T06:45:12.307715Z", + "shell.execute_reply.started": "2022-08-24T06:45:12.282171Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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max72.000000118.7500001.0000008684.800000
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" + ], + "text/plain": [ + " tenure MonthlyCharges SeniorCitizen TotalCharges\n", + "count 7043.000000 7043.000000 7043.000000 7032.000000\n", + "mean 32.371149 64.761692 0.162147 2283.300441\n", + "std 24.559481 30.090047 0.368612 2266.771362\n", + "min 0.000000 18.250000 0.000000 18.800000\n", + "25% 9.000000 35.500000 0.000000 401.450000\n", + "50% 29.000000 70.350000 0.000000 1397.475000\n", + "75% 55.000000 89.850000 0.000000 3794.737500\n", + "90% 69.000000 102.600000 1.000000 5976.640000\n", + "95% 72.000000 107.400000 1.000000 6923.590000\n", + "99% 72.000000 114.729000 1.000000 8039.883000\n", + "max 72.000000 118.750000 1.000000 8684.800000" + ] + }, + "execution_count": 466, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Telecom_Outliner.describe(percentiles=[.25, .5, .75, .90, .95, .99])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the distribution shown above, you can see that there no outliers in your data. The numbers are gradually increasing." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Check for Missing Values" + ] + }, + { + "cell_type": "code", + "execution_count": 467, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:45:23.792324Z", + "iopub.status.busy": "2022-08-24T06:45:23.791833Z", + "iopub.status.idle": "2022-08-24T06:45:23.803951Z", + "shell.execute_reply": "2022-08-24T06:45:23.802766Z", + "shell.execute_reply.started": "2022-08-24T06:45:23.792287Z" + }, + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "customerID 0\n", + "tenure 0\n", + "PhoneService 0\n", + "PaperlessBilling 0\n", + "MonthlyCharges 0\n", + "TotalCharges 11\n", + "Churn 0\n", + "SeniorCitizen 0\n", + "Partner 0\n", + "Dependents 0\n", + "Contract_One year 0\n", + "Contract_Two year 0\n", + "PaymentMethod_Credit card (automatic) 0\n", + "PaymentMethod_Electronic check 0\n", + "PaymentMethod_Mailed check 0\n", + "gender_Male 0\n", + "InternetService_Fiber optic 0\n", + "InternetService_No 0\n", + "MultipleLines_No 0\n", + "MultipleLines_Yes 0\n", + "OnlineSecurity_No 0\n", + "OnlineSecurity_Yes 0\n", + "DeviceProtection_No 0\n", + "DeviceProtection_Yes 0\n", + "OnlineBackup_No 0\n", + "OnlineBackup_Yes 0\n", + "StreamingTV_No 0\n", + "StreamingTV_Yes 0\n", + "StreamingMovies_No 0\n", + "StreamingMovies_Yes 0\n", + "dtype: int64" + ] + }, + "execution_count": 467, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "TelecomDf.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 468, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:45:36.062355Z", + "iopub.status.busy": "2022-08-24T06:45:36.061924Z", + "iopub.status.idle": "2022-08-24T06:45:36.07229Z", + "shell.execute_reply": "2022-08-24T06:45:36.071295Z", + "shell.execute_reply.started": "2022-08-24T06:45:36.06232Z" + } + }, + "outputs": [], + "source": [ + "# Removing NaN TotalCharges rows\n", + "TelecomDf.dropna(inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 469, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:45:39.891222Z", + "iopub.status.busy": "2022-08-24T06:45:39.890806Z", + "iopub.status.idle": "2022-08-24T06:45:39.904561Z", + "shell.execute_reply": "2022-08-24T06:45:39.903465Z", + "shell.execute_reply.started": "2022-08-24T06:45:39.891188Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "customerID 0\n", + "tenure 0\n", + "PhoneService 0\n", + "PaperlessBilling 0\n", + "MonthlyCharges 0\n", + "TotalCharges 0\n", + "Churn 0\n", + "SeniorCitizen 0\n", + "Partner 0\n", + "Dependents 0\n", + "Contract_One year 0\n", + "Contract_Two year 0\n", + "PaymentMethod_Credit card (automatic) 0\n", + "PaymentMethod_Electronic check 0\n", + "PaymentMethod_Mailed check 0\n", + "gender_Male 0\n", + "InternetService_Fiber optic 0\n", + "InternetService_No 0\n", + "MultipleLines_No 0\n", + "MultipleLines_Yes 0\n", + "OnlineSecurity_No 0\n", + "OnlineSecurity_Yes 0\n", + "DeviceProtection_No 0\n", + "DeviceProtection_Yes 0\n", + "OnlineBackup_No 0\n", + "OnlineBackup_Yes 0\n", + "StreamingTV_No 0\n", + "StreamingTV_Yes 0\n", + "StreamingMovies_No 0\n", + "StreamingMovies_Yes 0\n", + "dtype: int64" + ] + }, + "execution_count": 469, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "TelecomDf.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 470, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot('Churn', data=TelecomDf)\n", + "plt.title('Class Distributions \\n (0: No Churn || 1: Churn)', fontsize=14)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 471, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1869" + ] + }, + "execution_count": 471, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "TelecomDf['Churn'].sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Out of 7043 samples we have 1869 values of churn which is very less" + ] + }, + { + "cell_type": "code", + "execution_count": 472, + "metadata": {}, + "outputs": [], + "source": [ + "TelecomDfOrginal = TelecomDf\n", + "\n", + "ChurnDf = TelecomDf.loc[TelecomDf['Churn'] == 1]\n", + "NonChurnDf = TelecomDf.loc[TelecomDf['Churn'] == 0][:1869]\n", + "\n", + "TelecomDf = pd.concat([ChurnDf, NonChurnDf])" + ] + }, + { + "cell_type": "code", + "execution_count": 473, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot('Churn', data=TelecomDf)\n", + "plt.title('Class Distributions \\n (0: No Churn || 1: Churn)', fontsize=14)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 474, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2 108.15\n", + "4 151.65\n", + "5 820.50\n", + "8 3046.05\n", + "13 5036.30\n", + "Name: TotalCharges, dtype: float64" + ] + }, + "execution_count": 474, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "TelecomDf['TotalCharges'].head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "After removing NaN values\n", + "\n", + "### Test-Train Split" + ] + }, + { + "cell_type": "code", + "execution_count": 475, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:45:45.560753Z", + "iopub.status.busy": "2022-08-24T06:45:45.560063Z", + "iopub.status.idle": "2022-08-24T06:45:46.140647Z", + "shell.execute_reply": "2022-08-24T06:45:46.139353Z", + "shell.execute_reply.started": "2022-08-24T06:45:45.560716Z" + } + }, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split" + ] + }, + { + "cell_type": "code", + "execution_count": 476, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:45:49.070795Z", + "iopub.status.busy": "2022-08-24T06:45:49.070373Z", + "iopub.status.idle": "2022-08-24T06:45:49.100372Z", + "shell.execute_reply": "2022-08-24T06:45:49.09918Z", + "shell.execute_reply.started": "2022-08-24T06:45:49.070762Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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tenurePhoneServicePaperlessBillingMonthlyChargesTotalChargesSeniorCitizenPartnerDependentsContract_One yearContract_Two year...OnlineSecurity_NoOnlineSecurity_YesDeviceProtection_NoDeviceProtection_YesOnlineBackup_NoOnlineBackup_YesStreamingTV_NoStreamingTV_YesStreamingMovies_NoStreamingMovies_Yes
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" + ], + "text/plain": [ + " tenure PhoneService PaperlessBilling MonthlyCharges TotalCharges \\\n", + "2 2 1 1 53.85 108.15 \n", + "4 2 1 1 70.70 151.65 \n", + "5 8 1 1 99.65 820.50 \n", + "8 28 1 1 104.80 3046.05 \n", + "13 49 1 1 103.70 5036.30 \n", + "\n", + " SeniorCitizen Partner Dependents Contract_One year Contract_Two year \\\n", + "2 0 0 0 0 0 \n", + "4 0 0 0 0 0 \n", + "5 0 0 0 0 0 \n", + "8 0 1 0 0 0 \n", + "13 0 0 0 0 0 \n", + "\n", + " ... OnlineSecurity_No OnlineSecurity_Yes DeviceProtection_No \\\n", + "2 ... 0 1 1 \n", + "4 ... 1 0 1 \n", + "5 ... 1 0 0 \n", + "8 ... 1 0 0 \n", + "13 ... 1 0 0 \n", + "\n", + " DeviceProtection_Yes OnlineBackup_No OnlineBackup_Yes StreamingTV_No \\\n", + "2 0 0 1 1 \n", + "4 0 1 0 1 \n", + "5 1 1 0 0 \n", + "8 1 1 0 0 \n", + "13 1 0 1 0 \n", + "\n", + " StreamingTV_Yes StreamingMovies_No StreamingMovies_Yes \n", + "2 0 1 0 \n", + "4 0 1 0 \n", + "5 1 0 1 \n", + "8 1 0 1 \n", + "13 1 0 1 \n", + "\n", + "[5 rows x 28 columns]" + ] + }, + "execution_count": 476, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# All Independent variable and remove customerID(which is not necessary)\n", + "X=TelecomDf.drop(['Churn','customerID'],axis=1)\n", + "X.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 477, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:46:04.549988Z", + "iopub.status.busy": "2022-08-24T06:46:04.549568Z", + "iopub.status.idle": "2022-08-24T06:46:04.558784Z", + "shell.execute_reply": "2022-08-24T06:46:04.557908Z", + "shell.execute_reply.started": "2022-08-24T06:46:04.549956Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "2 1\n", + "4 1\n", + "5 1\n", + "8 1\n", + "13 1\n", + "Name: Churn, dtype: int64" + ] + }, + "execution_count": 477, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Dependent variable in y\n", + "y=TelecomDf['Churn']\n", + "y.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 478, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:46:08.149371Z", + "iopub.status.busy": "2022-08-24T06:46:08.14897Z", + "iopub.status.idle": "2022-08-24T06:46:08.159131Z", + "shell.execute_reply": "2022-08-24T06:46:08.15797Z", + "shell.execute_reply.started": "2022-08-24T06:46:08.14934Z" + } + }, + "outputs": [], + "source": [ + "# Splitting the data into train and test\n", + "X_train,X_test,y_train,y_test=train_test_split(X,y,train_size=0.7,test_size=0.3,random_state=100)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Feature Scaling" + ] + }, + { + "cell_type": "code", + "execution_count": 479, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:46:13.889289Z", + "iopub.status.busy": "2022-08-24T06:46:13.888849Z", + "iopub.status.idle": "2022-08-24T06:46:13.893371Z", + "shell.execute_reply": "2022-08-24T06:46:13.892498Z", + "shell.execute_reply.started": "2022-08-24T06:46:13.889253Z" + } + }, + "outputs": [], + "source": [ + "from sklearn.preprocessing import StandardScaler" + ] + }, + { + "cell_type": "code", + "execution_count": 480, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:46:16.631539Z", + "iopub.status.busy": "2022-08-24T06:46:16.630713Z", + "iopub.status.idle": "2022-08-24T06:46:16.661438Z", + "shell.execute_reply": "2022-08-24T06:46:16.660297Z", + "shell.execute_reply.started": "2022-08-24T06:46:16.631465Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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tenurePhoneServicePaperlessBillingMonthlyChargesTotalChargesSeniorCitizenPartnerDependentsContract_One yearContract_Two year...OnlineSecurity_NoOnlineSecurity_YesDeviceProtection_NoDeviceProtection_YesOnlineBackup_NoOnlineBackup_YesStreamingTV_NoStreamingTV_YesStreamingMovies_NoStreamingMovies_Yes
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" + ], + "text/plain": [ + " tenure PhoneService PaperlessBilling MonthlyCharges TotalCharges \\\n", + "1133 -1.074309 1 0 -1.708938 -0.921905 \n", + "3845 -0.991608 1 1 0.186408 -0.816699 \n", + "2149 0.745117 1 1 1.129746 1.171375 \n", + "2431 -1.074309 0 1 -1.528594 -0.922290 \n", + "1748 1.075921 1 0 -1.681193 -0.444949 \n", + "\n", + " SeniorCitizen Partner Dependents Contract_One year \\\n", + "1133 0 0 1 0 \n", + "3845 0 0 0 0 \n", + "2149 0 0 0 1 \n", + "2431 1 0 0 0 \n", + "1748 0 1 0 0 \n", + "\n", + " Contract_Two year ... OnlineSecurity_No OnlineSecurity_Yes \\\n", + "1133 0 ... 0 0 \n", + "3845 0 ... 1 0 \n", + "2149 0 ... 1 0 \n", + "2431 0 ... 1 0 \n", + "1748 1 ... 0 0 \n", + "\n", + " DeviceProtection_No DeviceProtection_Yes OnlineBackup_No \\\n", + "1133 0 0 0 \n", + "3845 0 1 1 \n", + "2149 0 1 1 \n", + "2431 1 0 1 \n", + "1748 0 0 0 \n", + "\n", + " OnlineBackup_Yes StreamingTV_No StreamingTV_Yes StreamingMovies_No \\\n", + "1133 0 0 0 0 \n", + "3845 0 1 0 1 \n", + "2149 0 0 1 0 \n", + "2431 0 1 0 1 \n", + "1748 0 0 0 0 \n", + "\n", + " StreamingMovies_Yes \n", + "1133 0 \n", + "3845 0 \n", + "2149 1 \n", + "2431 0 \n", + "1748 0 \n", + "\n", + "[5 rows x 28 columns]" + ] + }, + "execution_count": 480, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scaler=StandardScaler()\n", + "X_train[['tenure','MonthlyCharges','TotalCharges']]=scaler.fit_transform(X_train[['tenure','MonthlyCharges','TotalCharges']])\n", + "X_train.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Looking at Correlations" + ] + }, + { + "cell_type": "code", + "execution_count": 481, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:46:25.221772Z", + "iopub.status.busy": "2022-08-24T06:46:25.221351Z", + "iopub.status.idle": "2022-08-24T06:46:25.406788Z", + "shell.execute_reply": "2022-08-24T06:46:25.405951Z", + "shell.execute_reply.started": "2022-08-24T06:46:25.221734Z" + } + }, + "outputs": [], + "source": [ + "# Importing matplotlib and seaborn\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 482, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:46:27.803836Z", + "iopub.status.busy": "2022-08-24T06:46:27.802688Z", + "iopub.status.idle": "2022-08-24T06:46:32.099012Z", + "shell.execute_reply": "2022-08-24T06:46:32.098156Z", + "shell.execute_reply.started": "2022-08-24T06:46:27.803793Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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vWm2+bWPz7m0YNlttbt4G56FjyXx1BuYb10ifNgosZiQvbzzeW0Pqkf1l2h+oQacm+NcIZEGnCVRvUotnX3uBt/oWfpH36dj3yLHaOWL5VJo+1Jpjf+wHwCvIh3odGpN0uwynfEoqnIZNJOu16ViSEnBbvALj0f15E0gAufu2k7vtDwA0EW1wGvQiWYuV59kSF03GzDI+XzY07NQE/xpBzO80nhpNavHcayNY0ndOoXCrxr6bZ/eo5VOJeKgVR612b//0T7au/qP0opIKpyETyVo8HUtyAm6vLsd4vIDN+7eTu91qc9M2OD03hqw3Z4FKhcuLs8lavhjLzatIru5gKts+ULU7heNbI5B3O02hSpNQHn1tGCv6vlQo3J7V67lm7T+GfTOX2p3CuLjzJBte/TovTKvBPQhuUL10wioV7pMnkjJF6Td9Vq0gZ699v2m6dInEEdZ+87FHcRszirQFSr/pOXcOmV99Re7Re+s361jtfqvTZKo2CeXx14bzUd/Cbfru1X9y1Wr3iG/mUadTGBd2nqTLuMc5tf4gB7/ehn9oJYZ+PpM32k24q80VNkb6N1HGsv6vIQ4qEPwbWALUlCQpUpKktyRJmi5J0hFJkk5JkvQKgCRJ1SVJOidJ0mpJks5KkrRFkiQn67WdkiQ1s/7vK0nSdev/QyRJ+l2SpB3AdkmSXCRJWiNJ0mFJkk5IkvRYeRnULLwRHu5u9yUu96ahZF+LJedGPLLRTPyv+/Hr1dwujG+vZsR8vxOAhD8O4tWuIQCWbANphy9gMeTahXeqFkD2tRiMScob0JTdp/B7qGWR+gG9Ioj6QXlbm3rsMg7uzjj6e9qFcfT3ROPqROox5Ydl1A97COjdDIDEXaeRzUpDnnLsErpgbwDSz1zHEJcCQOb526h0WlTaot8TaBvUxXQrCnNUDJhMZG/5C+eObezCGI5FIhsMyv9nzqEJ8Mu/duQEluzsIuO+G2cu36RKoC+VA3xw0Gjo1TqcnUcLeNRJkKlXtDOz9fh5uQNw4NRFalUNok61YAA83VxQq0rfbEd0b8Gen/4C4PKJizi7u+Dp71UonKOzjj4vPMqvH/xg93305dvEXC35ePKAXs2I/mE3AGl3Kd80a/lG/7A7r3wDejUj+jvl/ujv8r+3JejxtsT8sr8UFoM6pA6W+GjkhBgwmzAe3olDk7b2gXLyy1Jy1IFs/SUty8pnlQrJwRHZZLILWxYcG9bBdCsaU1QsmExkbd6Jcyf7Zy7n6EnkHOszd+ocaptnriw41K2HOToKc4zyfOfs2IFj23Z2YYyRJ8D6fBv//huVX2EtXcdOGA4fygtXGlSBNZDT4pHTE8FixnTxKOqaYWW2QV0rAvP1M2Aq/Zt+h7p1MUcVtNu+rI2RkUXara5WDdRqco8dA0DW68tkN0Cd7hGc/Elp226fuIzO3RnXAs++MSeX6weUiUKz0UzMmeu4B3rnXe8y9Sn2rvgDU4E29m7U6h7BmZ+UN+XRJ67g6O6CSwFtU04uNw8o3lcWo5nYM9dxs2rfPHAOU06u9f7LuAd5UxTuTUPR5/UfJuJ/3YdvL/s66turObHf7wLs+4/MM9fJtbbRWedvodJpkaxtdGD/ztxY9osSgSxjTC7am+af9h+Zl6LJumI/wQvgWrtynmdzbmI6xvRsxWvNzu64vH4z7tf9+BboN/16NSPGand8kf1m8c+yU0gQWl93Ug+eKzbMHRr2aMaRn5U28saJyzi5OePu51ko3J3JJJVGjcZBk9esxV+JJuFq4Ty4G5pa9bDERmGJU+pX7p4daFvYtyvobdtSp7xJSfO1S8jJiuej+eY10DoqXmv3SMMezThaIA/c7pIHagdN/iRpKdHUqoclxsbmvaWw+Q65hrwJNMlBm9+vlIHGPZpxyGrn9ROXcHZzKbKscwqUta3Wk/MH88vibyiL8erQuljiorHEK/1m7v4dODQv0G/qi+k37wNhPZpz8GelLl07cQmnUtt975rqmnWxxEVhsY4Vcg/uwCHCvo8uZLNVUNOoOeabV7HcVLw+5cz0Mi+Nq9cjghM/K23brROX0RXxTBtzcrlm039En7XvP+7Q+NE2nPy9dGMkh3oF+s3tO9C1sy/r3BORdv2mumC/efTe+80GPSI4ZrX7ZjF12ZiTy1Ubu6POXsMj0Md6VcbRVal3OndnMqx9TIk2V+AYSfDfQUyqCf4NzAKuyLIcDmwFagEtgHAgQpKkDtZwtYCPZFluAKQCT5Yi7qbAU7IsdwTmAjtkWW4BdAbekiTJ5T7aUS44BnpjiM5f1mOITsKxQKfsGOSNwbr0RzZbMGdk4+Bd/KSe/loszjWD0VXxQ1Kr8O3dAl0l3yLD6oK80dssK8qJSUZX4AecLsibnJj8fSL10UmFwgBUGdCJhO2Fl4YFPtyC9NPXsOQW7Uyo9vfFHJf/1tYUn4Dav+j0Arg+1hv9/rt7EJSG+JR0An088z77+3gQl5JmF2bMkz1Yv/c43ccuYuyba5g1pC8AN2ISkSSJ0YtX88zspXz2+19l0vYK9CHZpuyTY5PwCiicr09P7c/61b9h0Jd9oOBYRPk6BhV+vmzLNyc6P4zWzwNDfCoAhvhUtH4edveqnLT4dg4j7s/8pWEyMs2+m4Pryx/j0PEhu/CSly9ycv4SSktyApKXDwXRdnkU1ze+RNdvBDnffgSA8ehuZEMObku/x+2dbzBs+gE5q3RLZwqi9vfFFGvzzMUllvzMPd4b/d57e+ZUvr5Y4m1sTkhA7Vu8llOfPuQeKrzUTte5Cznbt5dJW3LxRM7IH9TKGSlILp6FwmlqNUX33Hy0D41Eci08saup0wzThbK9/VX5+WFJyM9jS0JC3uC/KJweeojcw0oea6pUQc7MxGPhQrxXr8Z19Ggow4Q1gHugN+k29Ss9Nhn3gMK23UHn7kydbk25tk/x6A1qWB33YB8u7Ygsky6AW6CXnXZGbDJuJWg7ujsT2q0JN/YVXiIf9kxHruwseslt4f4jGcdA+/qk9B+JgNJ/mIroP/webkXm6avIuSY07s4A1Jj5LBFb36D+6ik4FKj3d7if/Yct6X/fIKBnBJJahVNVPzwa18ApON8uXaA3OYX6Tfv8LdhvFmV3cQT2bUPcb6XzoPII8CbVJi2pscl4FPHDGmDUl7N59dhKcrJyOLnhYKniLw7Jxxdzok27kpSAyqdwu+LYpy8eK77Fachosle/X+i6Q5uOmK9eLNOEeUHcy5AHI7+czcJjKzHcQx5I3qW0uXdfPJZ/i9Pg0WR/km+zulY93N//HI+ln5G14t0yn2LnGeBNSnRi3ueU2CQ8i7Fz3JdzePPYanKy9By32tm4ezPS4pKJOnejyHuKQ+XtiyWpgN1ehe3W9uiL2/tf4/TcKPSff5B/v18grktW4fryUtR1G5VJGxS7k+3KNwmvYuye8OVc3j72CTlZORyzKd9Og3sxf+PbDHpzDM7udx+aF7I5ORGVV+H+Q9v9Mdze/Rqn/iPRf6F486qDKgPgMvMNXBetxPHhZ0pnqA3uAV6kRee3W+mxybgHltx/1O3alCsF2nDPSr54V/Hj6v7itz+xReXrhzk+v980JyQUOYF0B6eHHsJwKL/ftGRm4rloIT6frMZtzD30mwHepNmUdVpscpEThXfQuTtTr2tTLlv7za3v/USTvu2Yc+BDhn42g99e/vyumhU5Rvo3IcuWB/b3v4iYVBP82+hh/TsBHAfqokymAVyTZTnS+v8xoHop4ttqcypID2CWJEmRwE5AB1QteIMkSSMlSToqSdLRT7689/2Y/j9jSsviwsxPaLBqEk1/X0jOrfg8b7LyInRSX2SThaif7PcxcK1TmbrzB3B62if3Rce5dze09WqT/uX39yW+0rBx/wke7dCMrR/N46MZw5j78VosFgtmi5kTF66xeOwAPl/wIjuOnuHQmUv3Vbta/eoEVAvk6Oai9zN64BR4++3fI4LUIxfsln4eeuRlDnSfTda7c3Ds8ijq2mUfxOfu+J3MmYPI+eETHB95DgB1jbpgsZAx+Rkypg/EsedTSH5B/8yeUuDSpyuO9WuT9sUPdw/8D9F1646mTh2yvrNfiqny9kYTEkLukfszmWyL+eop9GvmkPPNq1hunkPbc4h9AGd3VD6VsNwo3Y+Ce0HX3Wr3OqvdajUOjRqRuXw5yaNHow4KQterV7npq9QqnvxgHIc+20zKrQQkSaLnvOfYUsJelPcLSa3isQ/GcuyzzaTesl8S1uDxtgQ2CuHQyvXlpu9cpzIh85/jwrRVSno0anSVfEk/coFj3WeSfvQiNV8eVG76RXH7253oY5Jpu+U16r86iJQjF8u8jOmfENC3DXG/7Lvv8a4ctJiXW4xBo9VQq03D+x5/URg2/Era6AHov1iJUz/7clRXqY7zoFFkffzOA0kLwKpBi1lQznlg2PgraWMGoP9yJU5P59tsvnSO9IlDSJsxGqcnnwMHbbnoA3w46HVmtRiFRutAnTYNcdBp6Tn2cf5497u733yP5G75lYyJz6P/dhW6JwYCYElJJn3ss2TOGon+y49xGT8PnJzLLQ3LBr3GjBYj0Wg11LWW766vtzCvw3gW9ZlOWnwqT827f+1J7tbfyJjyPPp1q9D1fV75UqVGXbsh2R+9RubCCTg0a4emQZP7plkQlVrFM8vGceDzTaTcst93tdEjrTmz4XCZ9w4sDbru3XGoU4estfn9prZxIzI+Wk7SqNGog4Nw6l2+/eaAZePZ//lmkq12hz/ahmM/7ub11uP4bOibPPPei0iSdN80K2KMJPh3IPZUE/zbkIDFsiyvtPtSkqoDtm44ZuCO376J/AlmXYH4smz+l4AnZVm+UFICZFleBawCMCZevf+9XBkxxCbjaPMG3jHYB0Os/enBhphkHCv5YIhJRlKrULs5F7sc5w5JW46RtEVxAQ8e2NVuUq3a0O5Use5ZkxZ5FadKPtzxZSnoVQCFvQ+cgn3swlR+pgP+3Ztw8Cn7/aZ0Qd5EfDaFk+M+JvtG8Ru8m+MT7ZbWafz9MMcnFgrn2KIpHsMGEDdySpk3nC0Ofy93YpNS8z7HJ6UR4GXvlfHLX0dYPlvZsyGsdnUMRhMpGdn4e3sSUTcEL+tb13bhdTl3LYqWDWtRHN0H9abzs90BuHrqMt42Ze8d6ENKnH3e12pah5DGoby/dyUqjQoPHw/mrXuVRc8W3uOiKA3DCaV871ioC/LGEFP4+bItX11wfpjchDQc/T0xxKfi6O9JbmK63b1BfVsXWvppiFWeJjkjFePxfahD6mK+eFr5LiURyds/L6zK2w85pegN2AGMh/7CaeBE9IBDqy6YTh8Bsxk5IxXz5bNoqtfGmFD2pVPm+EQ0gTbPXIBvkc+crmUTPF4YQOzwqff8zFkSE1H529js54c5sbCWtmkELs8PJHnShEJajp07k7N3D5jL5lkhZ6UiueW/XZfcvPIOJMgjJ78ZNZ3Zi0M7eydhTe1mmK9Elnm/DkuBN+wqPz/MCYX3EdJGRODy/PMkT5yYZ7clIQHT5cvKchDAsHcvDvXrk1PobnuaD+pOxLOdAYg6dRV3m/rlHuhNejFLUR5ZMpzka7EcXLNJSZOrDv86VRiyTtkXytXPg/6fTmXt8HeKPayg6aBuhFu1YwpouwV6F7sMpveS4aRci+XIGvsDJKq3bUCbcY/yTb/XMBfj5Vu4//DGEGtfn5T+wzev/9DY9B+OQd40/Gw658Z9SM4NZW9CY3IG5uwcEqwHEyT8cYCgAfmHt9zv/qMoZLOFcy99lfe5zZ+v2C0TzYlNRleo37TP34L9pqYU/SaAa/1qSBoVGaeKP5Si7cAetO6v5MHNk1fwtEmLZ6A3abHF22cyGDmz9SgNuzfj4t7Td01PcchJiah9bdoVHz8sSYXblTvk7tmO8+jJeZ8lHz9cZy8ia+nrWGJL3kagKNoO7EErax7cekB5ICeX0ea923EeNbnQ95bbN5Bz9Kir1sB8pcQhIx0G9qRt/64A3Dh5Ba9gX0C5xyvQh9S72Hlq6xEad29OekIqvpX9mbvxLQA8A32Y/ecbvNl3NukJacXGAVYvLZ8CdqcUb7dx/w6cX5hkTYQROVNpV83XLmKJi0YdVFnxTiyBTgN70q5/NwCun1TGKneOQvIM9CHlLnaf3HqEsO7NObf3FBmJ+fbtXbeNsZ/OKlEbirDZ2xdLSvH70BkP/IXz0EmwUvGAN58/pSz7BIyRh1BXr43pbMmHI7Qc2J3m/ZU2/PbJq3gE57db7oHepMcW3Yb3XfwCiddi2W/tP2xp/Ehr/pj/WYm6tlgSE1D75/eb6gIe33fQRkTgOuh5kscX32/m7NmLQ4P6cJd3Mq0HdqeFtS4rdufXZY9Ab9KLKesnFo8g8Vose9dszPuu+TOd+XTwYgBuHr+ExtEBZ283spLSi4xDsbnixkiC/w7CU03wbyADuLPmYjMwTJIkVwBJkipJkuRf7J0K14EI6/8l7aS7GRgvWV+JSJJUfq+l7iMZJ67gHBKErqofkoMa/75tSNx81C5M4uZjBPXrBIDfI61IKeEUzTs4+Cr7fmk8XKg0pCfR3+zIu3bjs63s7TqbvV1nE7fxKJWebg+AZ0QopozsvOV+dzDEp2LK1OMZEQpApafbE7dJmbDz6xxGyNhHODrobSz6/H2HNO7ONP9mBhcWrSXlSMmDt9y/z+NQpRLq4EDQaHDu0Rn9bvuJGoc6oXjPmUzClPlYUlKLjugeaFCzCjdjE7kdn4zRZGLTgUg6RtS3CxPk65nngXY1Ko7cXBPe7i60bVybS7di0RtyMZnNHDt3lZBKAUXJ5LH1y43M6TOFOX2mcHTLIdo/qQzgQpvURp+RTWq8/aBt29ebGdtiOBPbjeKVp+YQcy2mxAm1ghrxG48S/LSywtojIhRjCeXrYS3f4Kc7ELdJeQbjNx8j+Bnl/uBn8r8H0Lg54dW6PvE236mdHVG7WOe+tTo0DSOw3L6ed9187QJq/0pIvoGg1uDQohPGE/ZlrQqolK/RuCXmOGXTdUtyPJp64Xlxq0PqYY65yb1gOHsBTdVKaKzPnEvPTmTvsl/upa1TE595k4if9NI/euaM58+jrlQZVaCipevSBcN+ey8YTWgt3KZMJXXubOTUwlq6Ll3vaVmDJfY6kqc/krsPqNTWCbICSwmd3fP+VYeEYSlwiIG6TnNMF8r+9td44QLqygXtti9rTWgoblOmkDpnjp3dxvPnkVxdkTyUCW5t06aYbtx9ydSRL7eyos8cVvSZw/ktRwl7UmnbKjcJxZChJ7PAsw/QZdrTOLo5s+mV/EkcQ4aeN5uMZmm7SSxtN4nbJy6XOKEGcPzLbazpM5c1feZyccsxGlpPxw1uUhNDRjZZRWh3mPYUjm5ObH3la7vvAxpUo9fiYfw4/F2yS/gxknHiMk4hQeiq+iM5aPDv27aI/uMogf06Anf6D2WZjsbdmUbfzObqom9IP2I/sZC05RiebRsA4NW+EVk2Bx/cz/6jOFROWtTOjgD4dmiExWQm0+YQAqXfDMzrNwOK7DePEmS127+U/SZAwBNtiL3LHpH7vtrC231m8XafWZzZcpTmTyhtZLUmoegzsklPSLULr3V2zNuDSqVWUb9LU+KvlH0iyxbTpfOogiqj8lfql7Z9F4yH7dsVVVB+W+rQrDWWGKUcJRdX3OYvIfvLlZjOFz7AqDTs+2oL7/SZxTt9ZnF6y1Ga2eRBTkY2GUXkgZtNHtS7hzwoZHO7LhiPlGBzRL7NKv9AUCkHCan8AlBXqool/u6nIu7+ajOL+8xgcZ8ZnNpymJZWO6s3qVVkWTsWKOuGXZoSdyWK6Au3mNlsBPPbjWN+u3Gkxiax+OGZd51QAzBfOY8qsBIqP6Xf1LbpgvFogX4z0KbfbNIKc4xSXyQ3D5BU1jwIQhVUSdmT7i7s/Gozi/pMZ1Gf6URuOUKrJ5S6VKNYu3V2djfqEkHsFSUNtvuvhfdsQfTFW3e3+WoBm1t1wXjMvo+2GyuEt8Icq+iZTh1BVSVE2StQpUJTLwxz1PW7ah76aisf9pnDh33mcG7LUZo8obRtVaz9R8FnGqDbVKX/2LDwq0LXfGsG4+Thws3jpV/BYDyv9JvqIGu/2bULhn0F+s1aobhPm0LK7DlY7tJvmq/fvd888NVW3u8zm/f7zObslqNEWO2uWkxdBugxtR86Nyf+WPil3fep0YmEtlU8FP1rBuPgqC1xQu1OuitqjPSvwmJ5cH//gwhPNcH/PLIsJ0mStE+SpDPARuBb4IB17isTeB7FM6043ga+lyRpJCW/b3kVWAqckiRJBVwDyn4cZCmY/vISjpw4RWpqOl37Ps+Lwwfy5CM97yku2Wzh4uw1hK+bi6RWEb32L7Iu3KbGjH5knLxC4uZjxHy7g/ofjqPVwWWYUjM5M2pp3v2tj3yIxs0ZSavBt3dzIp9ZRPbFKGovGopr/WoAXHv3R/TFbIQcv+0Efl3D6XRoKWa9gVMT850I221fzN6uswE4M/MzwpaNRqXTkrA9koTtkQA0WDwEldaBFt8rJ0GlHrvMmRmfUn14T5xrBBA69QlCpz4BwOFnFgNFeKyZLSS/9QH+H7wBahVZv2/EePUGHqOGkHvuAvrdB/CaMBKVkxO+S5TTl0xx8SROUSaX/FcvxaF6FSQnJ4LXryP51bfJOXi0sE4RaNRqZg/py5jFq7FYLPTt1ILQKoF89MNmGtSoTKdmDZj6/CMsXP0DX2/YgyTBwjH9kCQJd1dnBvZpz4C5y5AkaB9elw5N65VKFyByxzHCO0fw3u7lGPQGVk7L3wPl9Q3vMqfPlBLvb9azJYNfeQF3bw9mfDaPG39fY8mghXZhEradwLdrOB0OvY9Zb+D0xBV519psX8L+rsob479nrqHRsjGoreWbaC3fqx/8RvjqSVQe0Bn97UROjliad39AnxYk7TqFOTvfyVTr50GTz6YC4OIpYzy4A9MZm724LBb033yAy9QloFJh3LMJS/QNHPsOxnz9IqbIA2i7PoamflMwm5CzMtF/8iYAudt/w3n4dFwXfQJI5O7djOV28ZMcJWK2kLzkQwKWLwaViszfNmO8cgPPMYMx/H0R/a4DeE0eicrZCf+3lOfMFBNP/KTCp3/dFYuZjGVL8XrzbVCpyNm4AfP167gMHYbpwnkM+/fjOno0kpMTHgteUW6Jiyd1nlKnVAGBqP38MZ6MLLu2bCH3r3U4Pj4RJBWms/uQk2NwaPUIlvgbmK+ewqFJF9QhYWAxI+dkk7vl87zbJXcfJDcvLLfvYVmz2UzG++/j9dZbVrs3Wu0eiunCBcXuMWMUu1+5Y3ccqXPngsVC5vLleL37LkgSposX0f/5Z5nkL+2IpFbncCbsfhejPpffpuW3baM3vM6KPnNwD/Smw/i+JFyOYtR6xdP28JdbOL5uZ9ntteHKjkhqdg5j9O53MOpzWW9dWgkwbMNrrOkzF7dAb9qO70vi5SiGrVdOWT325VZOrttJ5zn90TrrePxj5dS09Ogkfnzh3UI6stnCpdmf0tjaf8Ss/YvsC7epPuMZMk5eIWnzUWK/3UHdD8fT8uAHGFMz+XvUewBUGt4LpxqBVJ/6NNWnPg3AyWdexZiYzpVXv6beh+PRvDoEY1I65ycWfXj3P+0/Ano3o8HrQ9D6uNP8mxmkn7nO4WeX4OjrTot1s8EikxObzMlx9vqy2cKF2Wtosm4OqFXErN1J1oXbhMx4mvSTV0ncfIzob/+i/ofjaH3wfYypmZwZlb+3VpsjH+T1m369mxP5zGt5J4cGPNqayAFLSl3Wf/91gnqdw5m7631y9QbWTc9vY6dtWMLbfWahddYx/JPpaLQaJJWKywfOsv+brQA06tmcJxYMwdXbnRFrZhB17gYrBy2+u7DFTPaqpbgtUNoVw/YNmG9dx2nAMEyXz2M8vB/dQ0+gCYsAk9KWZi1V4nXs8zjqoEo4PTMYp2cGA5CxYBpyWmqp7bblnDUP5ux6H6PewFqbPJi6YQnv3CUPSo3FTPbqpbi9XMDm/labj+xH1+cJNI0jlP4jM5OsZYrNmnqN0T0xAMwmsMhkrXwPOePuE1q2nPnrBA06N+WVXcvI1efy1fT853L2hjdZ3GcGWmcdYz6ZgUbrgKSSuHjgLHvKamchuy3o1yzDZc6boFKRu3MjltvX0T09FNPVC5iO7cex5+NoGil2W7IyyP54idXuMHT9hir5IVvIXv1emfciPfPXcRp1bsKiXR+Qq8/li+kf5V2bt+EtFvWZjtbZkbGfzLSze/c3WwB4cvZAqtSvjizLJN1O4Os5K4uTsrf58w9wmfkGqNTk7tqIJeo6uieHYLp2EdPx/Tj26IumoY3NK94AQM7OxLDxB9xeXa4ctHLyEKbIsm2hceGvSGp3DmfKrvcw6g38PD0/zeM2vM6H1v6j8/jHib8cxVhr/3Hwiy0c/W4noHipnSrL6bYAZjPpS9/H622l39Rv2Ijp+nVchw3FeOEChn37cbP2m57WftMcH0fqbKXfzPh4Od5Lrf3mhYtk/1G2fvP8Xyeo0zmcGbuWkqs38ION3RM3LOb9PrPxCPSmq9XuCetfB2D/F1s48t1f/Lnoa55cMoJ2w/uALPP9tOV3F63IMZLgP4Mk38fTWwQCgT0VufxzT4O7u7+XF3rUFabdqErxy0DLG/9VEytEd9jjpXf9v98MynGsMO3WfYpfnlLepJy4f3t4lBUnr7KdFHm/cHusboXoAmT8WvISqvJk+bVKdw9UTjhSMc9Z65yKO90sqwLf9+qouDfkfzpVXJsyP6zsS9zvB4tOlv+elcUxr0nF2Aww70TJHuflyesti1/iWN7MPFT85vDlyRtti98Corx5a19ghWmPr/rPvFX/Ce/drJi6PaVGxdkc8NeuimvEHwC5t04+sN+02iph/3N5KZZ/CgQCgUAgEAgEAoFAIBAIBGVELP8UCAQCgUAgEAgEAoFAIBAUxiIOaSgJ4akmEAgEAoFAIBAIBAKBQCAQlBHhqSYQCAQCgUAgEAgEAoFAICiM/L95KueDQniqCQQCgUAgEAgEAoFAIBAIBGVEnP4pEJQjOwL6VVgFa392SUVJs7vB7ArTDmsaW2Ha0efcK0ZX71IhugAO/Df7EHMFncoIoK6gPK9Im/+rVNR74Yp849qsTcWdyhh7yrXCtP1DMytM22KqGN29ZyvuZF2LVHHtWUXuTORcgd4m2VLFtCwVaXOaSl1h2r7mCqrYQIq6Yux2tVRcWT8Su/ZfPUjKvXr4wZ3+GdLify4vhaeaQCAQCAQCgUAgEAgEAoFAUEbEnmoCgUAgEAgEAoFAIBAIBIJCyGJPtRIRnmoCgUAgEAgEAoFAIBAIBAJBGRGeaoJ7RpIkM3Aa5Tk6BwwG/IE/ZVluWI66KmAp0AWQgRygnyzL1+5D3J8A78qy/Pc/jasg3p3DqLVoKJJaRcw327nxwW/22loN9T8ch1vjEIwpGZwduZScWwlovFxp9OkU3MJDiV23k4tz1uTd4/9Ya6pPegJUKpK2HufKom/+cTrnvf4uu/cdxtvLk1+/XvGP4/PuHEbtRUOQ1Cqiv9lRpN0NPhybZ/eZke/n2d340ym4hdckZt1OLs75LP8eBzV1Fg/Dq019ZIvMlcXrSFh/uNRpcohogcvo8UgqFTmb1qP/4Vu767o+j6J7+HGwmJFz9GQuexvzzRv3ZL9rx6ZUemkEqFUkf7eVhOU/2l13adGA4JdGoKtbnZvj3yRt434lDfVrUGnRi6hdnZHNZuI/+p60P/cWq1PvtcH4dm2CRW/g9ITlpJ++XiiMe+MaNFo2BpVOS+L2E5yb+4WSH54uhK2aiFMVP/S3Eogc8T6mtCwAvNvUp+6rg5A0aozJGRx+fCEAGndnGr47Cre6lUGGvycvR+PmfN/LOnztbLQBXkhqFamHznNh1qdgKbytQ3k8Z8Vp22rd/mYH1z/4vZBWow/H4t64BsaUTE5atQBqTHiMSgM6I5stnJ/7OUk7T+EY7EOjD19E6+sBssztr3dwc/VGAFzrV6X+Wy+gdtGRcyuBU2M+hMzscrFZ5aSl0erJOFUPQDZbSNx6jCuL1ubF59M5jLqLBj8Qu2tOe4pKz3chNykdgPg/DxH0VPt/v/bMfvj3ikC2yOQmppMTlYRXm3r3tV57t6lPky+mob8ZD0Dc+sNcefdnADoe+QBTlh7ZbMExwBNzZg5mvYEzE5aTUYS2W+MaNFw2BrVOS8L2E1ywamus2roqfuTcSuCkVds5NJiG74/GvVENLi3+jhvL/wSwyxOdkxHD1j8w/PmTnZZDkxY4Dx8PKhWGbevJ+dm+3Xbs+SiOvfPb7ayP38Zy+wbqWnVxGTPtTmmh/+5zjIf2FLKlJFw6RBA4fySSWkXKd1tIWvmD3XXn5g0ImDcSXd0a3J74Bhmb9tldV7k6UXPTCjK2HiD2lbL1qw7NrP2VWkXOxvXovy/QXz3RD12vh8BsxpKWSua7b2CJj1PSNXwU2hatAMj+9ktyd/1VJm1t8xa4jlXyPGfDerLX2Ws7PdUPpz5W7dRU0t/K13YZORrHlq1AUpF77CiZHy27q17jRYMI7BqOWZ/LsYkrSC3imfNsXIOI90eh1mmJ3R7JqXlfAlBv2pNUf64zBmu9Pbv4e+K2R+LfoSEN5vZHpVVjyTVzZuE3JOwrPMQLe3UQQV3DMOlzOTppZTHa1Wm+dDRqnQMx209ycv6XeddqDutBzaHdkc0WYrdFcnrRWrRerrRaPRHv8BCuf7ebSGv9KEgTq7ZZn8vhSStJKULbq3F1Wthon7Bqt14xHreaQQBoPZzJTctmS/c5efc5V/Kh1643Ofv2T1xYsaFQvA0WDSbAmueRE5eTVoS2R+MahL8/GrVOS9z2SM7OU+yoM+NpAns1Q7ZYyE1M58TEFRjiUqj0RFtCxz0KEpgyczg981PS/775n7cZoNmrA6nUJRyT3sCByatILkLbu1F1Wi8dhUanJWpHJEfnfwWAZ/2qtFwyFI2LjqzbCewbuxxjpl65Vq8KLd8YhoObE7JFZmOflyDbVC5jQ42bE40/Hoeuki+SWsX15X8StW4Xbg2q0eDN4ahdnTBbZM4u+42bvx+k6auDCO6ilPXBycWUdaPqtLKWdfSOkxy3lnWbFeNxt5a1g7szxvRsNnWfg8pBTfM3h+PdOATZYuH4S18Rf+DcfS3rei8NILB7UyxGM1nX44ictAJTujL+cqtXlcZvDcfBzRnZYmFPr3mF4v3XUYH71f0vIDzVBP8EvSzL4dYJtFxg9APSfQYIBhrLstwIeBxILe3NkiQVu3umLMsvlMeEGiqJOkuGc3LA6xxqPxn/x9viXNt+g97gAV0wpWZxsNUEbq1cT835zwFgMRi5uuQ7Li/4yi68xsuV0JcGcuKphRzuOBWtvyde7f/5XGbfPt1Z8e6ifxwPYLV7GJEDFnOw/RQCHm+LSxF2G1OzONBqIrdWbiB0/gBAsftKEXYDVJ/0BLmJ6RxoM5mD7aeSWkRHWnyaVLiOnUT6/BmkjBqMY6euqKtWswti2LmN1BeHkjruBfQ/rMVlxNiy227VqrRwNNeGLOBi97F4PtoBx9AqdkFyoxO4NW0pqb/tsvveojdwa8q7XOwxlmuDFxD80ghU7kUfSODbNRznGkHsaTWJM9NWU//NF4oMV//N4ZyZuoo9rSbhXCMI3y7hANQY/xhJe86wp/VkkvacIWT8Y4AycVZ/yTCOD3qLfR2nEzliaV5c9RYNJvGvSA62m8KhLtPJvhxdLmV9esRSDneZwaGO09D6uBPwaOsi8rl8nrMita1axwcsYV/7qQQVoVV5QGeMqZnsbTWJGyvXU9uq5VK7EoF927CvwzSO919MvTeGg0pCNpm58PJX7O8wjUN95lNlaI+8OBu8O4pLi9ZyoNMM4jYcofrYR8rV5pvL/+Rguykc7jYTz+Z18LE+I6gk6j1AuwFurNzAwa6zONh9NsHPdvpPaF//6A8OdJ7Jwa6z0N+Iw6djo/terwFSDp1nf9dZ7O86K29C7Q6Hn3iVy6+vI+PUdfa2msTfd9H+e+oq9raahEsR2vus2jWs2qbUTM7P/Zzr1sm0O9jmSfrMMeh6P46qsk27rFLhPHISGa/OIG3CYLTtutpfBwy7t5E+aSjpU14g55e1OA9V2m3zjWukTxtF+pQXyHh1Oi5jpkJZNg9XqQhaMIabw17mcs8xeDzSAW2BdtwYnUD0jPdI+2NnkVH4TR5I9pEzpde00XYdO4n0eTNIGTEYx86F+yvzlUukjh9J6phh5O7dhcsLylDMoUUrNKG1SR3zAqkTxuD05LNIzs5l0nabMInU2TNIHjYYxy5dUVez1zZdvkTymJEkjxiGYfcuXEcq2pr6DXBo0JDkEcNIfmEIDnXr4hAWXqJcQNdwXEMC2dJ6CsenfUL4G8OKDBf+xjCOT/2ELa2n4BoSSECXsLxrl1dtZEe3OezoNoe47ZEAGJIzODDoLbZ3nsWxictp9uGLheIM7BKGW0ggm9pM5fj0T2m6ZGiR2k2XDOPYtE/Y1GYqbiGBBFq1/drUJ7hnBNu6zmZrp5lcXL4eAHOOkbNv/sCphd8WGR9AkFV7Q5upHJ3+KRHFaEcsGcbRaZ+woYD2gdEfsKX7HLZ0n8Pt9Ue4veGIfX4teJ7YHSeLjNPfmuc7Wk/m5LTVNHpjeJHhGr0xjJNTV7Oj9WRcQwLxt2pf+fhPdnWZye5us4nbepzaU54AIPtmPPsfX8iuzjO59N7PNH57xH/eZoDgLmG41Qjkt7ZTOTTjU1osHlKkdoslQzk0/RN+azsVtxqBBHduDEDrt1/gxOvfsb7rbG5tPEr9MQ8BIKlVtP1gDIdmfcafnWex9anXkI2mchsbVh3Wk8wLUezvMpPDTyykzoKBSA5qzPpcTo37mH0dp7PzuTdo+srzVHm4BW41Avmz7VQOz/iUZouLLuvmS4ZxePon/Gm1Oaizkt/7R3/Apu5z2GQt61vWsq75XBcANnadxV/PLqHJy89BgcNH/mlZJ+46zc5OM9jVZSZZV2OoNeGxvPxu+tFYTs/4lJ0dp7P/iVexGCvuUAjB/w/EpJrgfrEHCLX+r5YkabUkSWclSdoiSZITgCRJ4ZIkHZQk6ZQkSb9IkuRl/X6nJElvSJJ0WJKki5Iktbd+r5Yk6S1Jko5Y7xlljT8IiJGti7tlWb4ty3KK9Z4ekiQdkCTpuCRJP0iS5Gr9/rpV4zgwXZKkPLcmSZKqS5J02iYtzaz/97LGc1KSpO3W71wkSVpjTesJSZLyf6WUgHvTULKvxZJzIx7ZaCb+1/349WpuF8a3VzNivt8JQMIfB/Fqp0yQWbINpB2+gMWQaxfeqVoA2ddiMCZlAJCy+xR+D7UsTXJKpFl4Izzc3f5xPKDYrb8Wl2d33K/78S1gt1+vZsR8r0woxRdpt7FQvMH9O3F92a/KB1nGmJxR6jRpatfDHB2FJTYGTCYMu3agbdXOLoycnZ3/QefEvR626Bxei9wbMeTeikM2mkj9YzfuPezLyHg7npzz1yl4EnPutWhyryun4JnikzElpaHxLvp00YBezYj+YTcAaccu4+DujKO/p10YR39PNK5OpB27DED0D7sJ6N0s//7vlPujv8v/PuiJtsRtOExOVJKSpkTFA0Dj5oRX63rc/kbxepCNZpxDg8ulrM3Wt7CSRo2k1RTKJyi/56wo7TtaeqtW7K/78e/VrJBW9PdKfsb9cQjvdg0A8O/VjNhf9yPnmtDfTCD7WiweTUPJjU/N8wIyZ+WQdSkKx0BvAJxrBpFinTRO2nWagIdalJvNFn0uKfvOAkqZZpy+hmOwd55e9rXYB2a3LR7/Ie07zxyAe6MaZF1R2oD7Wa9Lg1+BNkXj7oy2gLa2CG0/q4Z/AW1/6/e5iemkR15FNtqff2ibJ+ToMd++gcrHL++6plY9LDFRWOKUdjt37w60LezbbfT57bbk6GQTuQEsip7koIUynnrvFFab3BvRGG/FgtFE2p+7cevWyi6MMSoew4XrRXrR6hqGovH1JHPviTLpAmjqFOivdu5A29rebuPJE2AwKP+f+xuVr5JvmqrVMZ4+qdhuyMF87QoOzUo/RtDUrYcpKgpLjFX7rx04timgHVlA2y+/zCStFjQacHAAtRpLSkqJesE9I7j5veJBmHJced51BZ45nb8nDq5OpBxXnrmb3+8huFfJz3XamRvkxKUCkH7+NmqdFpXWfqFOcK8IbvygaCeXoK1xcyLZqn3jhz0E94oAIGRwVy58+DuWXOWH9R1vObPeQNLhi5hzCvcvd6jUK4LrVu2kkux2cyLJqn39hz1UtmrbUuWRltz8db9d3Fk340m7cLtI7cCeEdyy5nnq8eLbGAdXJ1Kt2re+30OgNc9NNu2V2lnHncFSytFLGK3e7inHLqMLsm9b/4s2A1TpGcG1H5UVB4nHr6D1cMGpgLaT1e7E41cAuPbjXqpYtd1CAok/eB6AmN1nqPKQ0ucHdWxE6rlbpFo943JTMpEtcrmNDZFlNK46ADQuOoypmcgmC9lXY8i+FguAPi6VnMR0qvRpwfUf88ta61GKsv6xmLJ+tCU3rGXtXrsScXsVHwhDUjq5aVl4h9WwC/9Pyzph12lks+KdlXLsUl6Z+nVqTPrfN/M8EY0pmUW2/f86ZMuD+/sfREyqCf4xkiRpgN4oS0EBagEfybLcAMWD7Enr918CM2VZbmwN+7JNNBpZllsAk2y+Hw6kybLcHGgOjJAkqQbwPfCIJEmRkiS9I0lSE2s6fIF5QDdZlpsCR4EpNhpJsiw3lWV5CaC1xgWK59t3BWzyA1YDT8qyHAY8bb00F9hhTWtn4C1Jkop2H7LBMdAbQ3RS3mdDdFKhH3COQd4YrJMXstmCOSMbB+/iJ7f012JxrhmMroofklqFb+8W6Cr53i0pDxRdoDc5hez2sgtT0G7TXezWuCtv2mvO7EfzrUtouHoyWj+PUqdJ5euLJSE+77MlMQGVT+F80z3cF6813+IyfDSZK94vdfy2OAT4YIxOzPtsjEnCIcCnzPE4hdVCctCQeyO2yOuOQd7oo/LzOScmGcegws9XTkxyfpjo/DBaPw8M8akAGOJT8/LTpWYQGg8XWvz8Eq23vE7w0+2V9FT1JzcpnUbvj6HFtiXUfXcUTtUC7ntZ3yF83Rzan12FOVNP/B8HC10vj+esOO2CWjnRyYXqsi7IO28iUtHS4+DthmNg/veglJOu4L1V/HBrWJ006wAv68LtvImKwEdaoqvkU+42g1LPfHtEkLznTJF65W03KG/DW//1BqGznyE3Me0/ox06+xk6HP8Il9qVuL56g93996NeA3hG1KLNjjeI+HYWrnUq530vI9PsuzkE9m2NW8Pq9mkPKsLuAto6G+1cq3ZuAe27ofILRF2jFqaL+U7jkrcv5kSbdjup6HbbsXdfPJZ/i9Pg0WR/kt9uq2vVw/39z/FY+hlZK97Nm2QrDZoAH4wx+e24KTax9O24JBEwezhxiz8ttZ4tKp8i+ivf4vt5Xa8+5B45pKTz6mW0zVqAoyOSuwcOYU1Q20x63Q11wb4y4S7avfuQe9iq/fdZjJEn8P3hZ3y//5nco0fuuoWCLsgLfXT+86SPSUYX5FU4TEzxYUKG9aDrjiU0fW8kDh6Fh2bBD7cg9fT1vMmvOzgFepNt077pY5JxKqDtVET6nKz12S0kCN+Wdemy/hU6/jwPr7CQEm29F+1sG+1sG+07+LWqS05iGpnXlOW3GmdH6o59hLPv2Hui2qILsm/X9cXUc9s8z4lJsgtTd1Y/uh37kEpPtuXCm/bLogGqDOhE/I7I/7zNit1eZNloZ0Un41Sg33YK9CLbRts2TNrF23mTTdUebonLnZdeIYHIskyXb2fQZ/Mi6r+oeLCV19jwxqebcaldiU6nltN251ucn/dFoZcV3uEhqLQaNK46O5uzo5NxLmCzcwGbs6OLKOuWdclJyC/r1LM3qNSjKZJahUsVP7wb18A52L5dvh9lfYcq/TsRb/V+dAkJAlmm5dpZdNjyOjXvrCAQ/KcRk2qCf4KTJEmRKJNXN4E7o8ZrsixHWv8/BlSXJMkD8JRl+c4aty+ADjZx/Wwb3vp/D2CQVeMQ4APUkmX5NlAHmA1YgO2SJHUFWgH1gX3WewYDtmsVbCfOvkeZTIMiJtWsce2+s0+bLMt3WtwewCxr/DsBHVC1iLwpd0xpWVyY+QkNVk2i6e8LybkVn/dG5d+MpFGjq+RL2pGLHOk+i7SjFwl9+fn7rpPz56+kDBtA9pqVOPcfdN/jLy0aPy+qvjuF29PfL7OHxT1j1ZHUajzCQjj2/BscfXYxNac8gXNIEJJGjXujGtz8YiuHu83Ckp2DX+/md4n03ol89nX2Nh6NSuuAd7ty266xwrXVzo6EfzqZC/O/yPNYOjNpBVWG9KDVltdRuzoV+jFYHkhqFQ1WTODWJ5vIuRF/9xv+IUXZfeuLrexpOYEDXWZhSs3Co2noXWL5d2gDXF78HbubjsUQk0yg1TPxvmCt12mnrrErYhz7u8zkxqebaPL51Lwghx55mQPdZ5N+/AoBD7XAq1Xd+6p9N9TOjrjOXEj2mg/sPM9Ki2Hjr6SNGYD+y5U4PZ3fbpsvnSN94hDSZozG6cnnwEFb5rjvBa/nHyJz11FMsUl3D/wPcezSHU2tOuh/XAeA8fhRco8cxPO9j3Cb/RLGc2eRy2lPHMdu3XGoXYfs7xVtdXAl1FWrkfTM0yQ98xTaJk1xaNS4XLTvcPXzrWxuOYntXWeTE5dKowXP2V13q1OJhvP6c2L6J/ddW9Ko0Hq6sOOhlzm18FtarRp/3zXuRtW+rbn5y4G8zw2mPcnFVRsxZRvKVff8ku/ZFjGOqJ/2UX1YT7trPm3rU7V/Z87Z7M15P/mv2XxgympqD+5G702vonHV5Y0HJI0a/xa12TfuYzb3XUiVXs0ItHpM31es7bhv5zAyztxgZ+Mx7O8yk3qLh6J2zfcOdvT3pPUHYzg0edU9r/QoSLW+rbn5a35ZX123i+yYZHpuWkTThQNJPHqp3Nq3WhP7IpssRP2keBlKGhXeLetwYuxH7HtsAYG9m+FbHvkt+J9CHFQg+CfoZVkOt/1CUtaz2/ZmZsCJu3PnHjP5z6UEjJdleXPBwLIsG4CNwEZJkuKAvsAWYKssy/2L0ciy+f874AdJkn5WopMvlSKNd9L0pCzLF4oNIEkjgZEAk90ieNgpBENsMo42b1Acg30wxCbb3WeIScaxkg+GmGQktQq1m/NdlzUmbTlG0pZjAAQP7Pr/blItJzYZXSG77ZeAFLRbcxe7jckZmLNziLceTBD/x0GCB3QudZosiYmo/PzzPqt8/bAkJRYb3rBrOy7jJpc6fru0xiXhEJz/Zt8hyAdjXOl/XKlcnajx2cvEvv0V2SfsHzmfgX3w7q8M5hKPX8Opkk/exoK6IG8MMYWfL9u3b7rg/DC5CWk4+ntiiE/F0d8zb5lnTkwSxpQMzNkGzNkGUg6ex61BVVIOnscQnUza8cs4APF/HKLmvAFobAdV96GsbbEYjCRsOopvr2Yk7z5td608nrPitGN/3munpQv2LlSXc2KS0dlpOWFMzsAQm5znaQbWt6jWeyWNmrA1U4j5aS/xNvvDZF+O5vgzrwPgHBKEX/cm5W5z3XdGor8Wy61VNl5SBfTK2+7chHzvsOif9tLog/x9kP7N2lWG9qDS88peMemnr+PTobHd/fejXttO4CVuj0S1ZDgO3m4EPdaayne0I69gytDj3iSUlIPnC3ml5dldQDvHRlvr76l4qdlol8SdPMndvQ3jQfuDBOTkRNS+Nu22T8ntdu7e7TiPKtxuW27fQM7Ro65aA/OVYrtxO0xxSTgE5bfjmkDfUrfjzk3q4ty8AV7PPYTKWYfk4IAlO4f4tz4v1f2WpCL6q8TCdjs0icCp/0DSpk0AY/5SQ/3ar9Gv/RoA11nzMd++VSpdAHPBvtKvGO2mEbgMGEjKlHxtx3btMZ77GzlHedYMhw/hUL8BxtOn7O4NGdqd6s8p/XdK5FWcgvOfJ6cgb3Ji7Nu0nJgUnIKKDmOwecauf7OD1l9NtwvXas0Ujo5fTpb1RUHNId2pYdVOPnkV52AfkmzC6wto62NSCqVPb63P+phkojYczbNDtshofdzITSq6vQ0d0p2QAtp28Rah7Wyj7WyjDcqLkMp9mrOlZ/5m6T5Na1Ll4RaEze+Pg7szskXGbDCilS1Ute5HlRp51a5ddyqmntvmuS7Ip1AYgKif99Lim5lcfEs5jMmtXlXC3hnJoQFLMKZkUn1odyo/1/U/ZTNA7SHdCLWWdVLkVVyCfUiw3u8S7I2+QL+tj03B2UbbNkz65Rh29H9D0QoJpFLXcEDx4os7eAFDcia1h3TDtYofbZaNJmnb8XIZG1Z6tiPXrAf2ZF+PQ38zHtdawaSduILa1YlWmxZhtsg0f2NYns13Wg7nYG+yC9icXcBm5+DCZV2lT3M22RwGIJstnFjwdd7nbr+/TMaVWKoP7X5fy7ryMx3w796Eg0+/ln9PdDJJB8+Tax1PxW+PxKOx/dLTfyVl8PD+LyI81QQPBFmW04CUO/ulAQOBXSXcArAZGCNJkgOAJEm1rXuaNZUkKdj6nQpoDNwADgJtJUkKtV5zkSSpdjHpuYIygTefwl5qWOPqcGeJqCRJd1rczcB4yTp7eGfpaYG4V8my3EyW5WYPOylLADJOXME5JAhdVT8kBzX+fduQuPmo3X2Jm48R1K8TAH6PtCJl79m7ZA84+Cp7bGk8XKg0pCfR3+y46z0PEsXuwDy7A4q0+yhB/ToC4F9KuxO3HMerbX0AvNs3JOtiVKnTZLp4HnVwZVQBgaDR4NixC7kHC5zUFpy/Ebm2RWvMUUXvzXE3sk9eQls9GIfKAUgOGjwf6UD61tKdUio5aKi2ci4pP+/IOxHUlqSvNnCpz0Qu9ZlI/MajBD+tOH56RIRizMjOc9m/gyE+FVOmHo8Ixesm+OkOxG1SyiJ+8zGCn1HuD37G5vtNR/FqWRdJrULlpMWjaShZl6LITUhDH52Ei/VEJq/2DUk7evG+l7Xa2TFvHydJrcK3exOyL0cXClcez1lx2ne0nKxagX3bEL/5mN29CZuPEdxPyc+AR1qSbNWK33yMwL5tkLQanKr64RwSmLfsr8F7o8i6FMWNlfYnlWmtdRxJImTy49z6Ylu52QwQMusZNG7OXJxnf0rdA7fbZt8Tp2r+IEn/Ce2knaeUAxK6zsKUkY3KQdlQ/37Wa9ulmB5NaoJKwpicQdR3uzj06AL2d51F4o6TeLdvSOb5W3hEhGLKyM5bznmH3CK0E6waCQW04zfZP5tFcSdPcn7/vtA106XzqIIqo/JX2m1tuy4YjxRot4Py222HiNZYYpR2W+UfmHcwgcovAHWlqljii15KXxT6UxfRVq+EQ+UAcNDg8XAHMrcfKtW9UVPe5lL7oVzuOIy4JWtI+2V7qSfUAEwXzqOuZNNfdSrcX6lr1sJ1wlTSX56NnJaaf0GlQnJT2g91jRA0NUIwHrt7OeRpnz+PplJlVIFW7c5dMOy319aE1sJ98lTS5s9GTs3XNsfHoW0cpuS7Wo22cRimIpZ/Xv1sa97BAjGbjlK1nzJE9GoaijFDT06BZy4nPhVjph4vq/do1X7tibbWR9t9moJ7Nyf9vFL+Du7OtP56OmdfW0fykYt5Ya58vpVt3eewrfscojcepZp1ewPvErRNGXq8rdrVnm5P9CZFO3rTMfza1gPANSQQlYOm2Ak1gMufb83baD9q41GqW7V9SrI7Q4+PVbv60+2J2pTfDgV0aEj65Wi7ZWw7+r7Kny0m8WeLSVxcvYlzy37j8mdbuf7ZVnZ3m83ubrOJ3XSUKtY892xafBtjzNTjadWu0q89sdY8d6kRmJ+GXs3ItPbPTpV8aL5mMifGfUTWVaWuXf/sv2czwMXPt7Gh+1w2dJ/L7U3HqPGUsi+hb9Oa5KZnoy+grbfa7du0JgA1nmrHLau2o0/+eKDRxMe49NV2AGJ2nsKrXhXUTloufbWD1Iu3OTT903IbG+ZEJeFjPRhN6+eBS81gsm/EIzmoafr5VK6vWM8fLSexqfscojYdpfpTNmWdXoqyfqo9t2362cD2hcta7aRF7eSoXO/QENlkIf1S1H0ta7/OYYSOfYQjg9/GrM/f1zph5ync6yr5LalV+LSuR0YZfocI/p1IRW36LBCUBkmSMmVZdi3wXXXgT+uJoEiSNA1wlWV5gSRJ4cAKwBm4CgyVZTlFkqSdwDRZlo9a90U7KstydeuE2SLgERQPsQQUj7TWwGuAo1X2MPCiLMs5kiR1Ad6wuTZPluXfJUm6DjSTZTnvNas1bW8BNWRZvm79zjYtvYHXUSaf42VZ7m49dGEp0Mb6/TVZlh8uLo92BPTLq2A+XZtQ69XBSGoV0Wv/4sbSX6gxox8ZJ6+QuPkYKkcH6n84DtdGNTClZnJm1NK8pVetj3yIxs0ZSavBlJZF5DOLyL4YRYMVE3Gtr6xwvfbuj8TbbNba/uyS4pJVItNfXsKRE6dITU3Hx9uTF4cP5MlHet79Rht2N5id979P13BqvzoY1Cpi1u7k+tJfCJnxNOknr9rZ7daoOsbUTM6Mej/P7jZHPihg92tkXYxCV9mX+h+OQ+PhjDEpnb8nLs/bOyqs6d1/LDk0b4nryPGgVpGzZQP6dV/jPHAYpovnyT20H5dR43FoEgEmE5bMTLI+Xor55vW7xht9rvBBAm6dIgh+aQSoVaR8v434j74nYPJz6E9fIn3bYZwa16LayjloPFyxGHIxJaRyscdYPPt2ospbE8m5lH8k+61pS8n5+1phXb0L9RYPxa9LOGa9gdMTV5B+8qqSh9uXsL/rLADcw0JotGwMap2WhO2RnJvzmZIfXq6Er56ErpIP+tuJnByxFGOq4thZ/cWHqfxsJ2RZ5vY3O7ixaqNiV4NqNHx3JCqthpwb8fw9cTkezWrd17I2pmQS9tVMJEcNkkpFyr6zXJr/RZEemff7OStJ26drOLVeHYKkVhG19i+uLf2VmlatBKtWww/H4m7VOjVqGXqrVo1JfanUv7Ny2uH8L0ncEYlnizq0+OMVMv6+gWzd7Pby6+tI3B5J1RG9qTK0BwDxGw5zadFa1Nb1FPfbZlOGnnaRy8m6GIUlV/E4ub1mc95kvVfXJtSxtmHlbXfDD8fi1rAayDL6WwnE/naQmlOf/Ndrh306GZfQYGSLhZzbiRiSM/FuVfe+1uuqw3pSZXA3ZLMFS04u51/6itSjF3Gq5k+Tz5SloCq1ClNWDlofd8x6A2dttFttX8JBG+2Gy8ag0mlJ3B7JeRvtxlbtHKu2KTULrZ8Hrba8jsbNSfEiycphX/tpuNWvmpcnTk7Kjxf916sxHs+fvHJo2hLn4eNBpcKwfQM5P36NU/9hmC6fx3hkP87Dx6NpHAFmE3JmJtmrl2K+dR1txx7onhgAZhNYZPTff4Hx8N5CbQhA7CnXIr937dSMgHkjkVQqUn/cSuLH3+E36Xn0py+Ruf0Quka1qLJ8Huq8djyFq73tT5n0eLIbTg1DiX1lRZEa/qGZRX7v0LwlrqMVu3O2bEC/9mucB1n7q4P7cV/yDprqIViSlT7QHB9PxoI54KDF86PVAMjZWWQuexfz1ctFaliKWVWubdES17HjkVQq9Bs3kP3t17gMGYbxwnlyD+zH88130ISEYE5StC3x8aTNn6OcHDpxMg6NwgCZ3COHyVz+UaH49561P0k3bPEQAjqHYdYbODZpJaknlf6uy7bX2dFtDgCeYTWIeH80ap2WuB0nOTnncwCafTAGj4bVQIbsWwmcmP4pOfGp1JnUlzoTHiXTZqJj37NL0BeY9Ap/fQiBnRtj1udydPJKUqza3ba+zrbuirZXWA2aLR2FWqcldsdJIucqLx8kBzXN3huJZ4NqWIwmTr3yLQn7lD0Bex9eioOrEyqthty0bPb0X0JqgR/gTV8fQlDnxpj0uRy20e6x9XW22Gi3tGrH7DjJ8bn5Lz5aLB1F0vHLXPlye5Hl2GDqE5iycriwYgPOBTYBb7h4KP7WPI+ctJI0az3vsG0xu7spYzmPsBDCrXkevyOSM3fy/JNJuIQGg0Um+3YCp2d8Sk5sCo3fGUHQQy3Q31aG3LLZwp6ec8mW8n05/is2pxU4abj564MJ7qTYfWDyKpJPKXb32foaG7rPBcC7cQ3aLB2JWqcl+q+THJn7JQB1hvekzpBuANzceJTI1/N9Amo80ZYG4x8BWSZqx0lOLFqHr9lULmNDxwAvGi0bg2OAJ0gSV5f9RsxPewl6sh2N3h9N5oXbmK0ncR6ctJKaz3UmqJNStw5NXplnc6+tr7PJWtbejW3K+q+THLMp65bvKWV9+av8snap7EuntTORLTL62BQOTVlNdlQirpb7V9ZdDryHSutAbor1QLhjlzk9U9npqNKT7ag14TFkWSZ+eyTnXv2WR2LX2h8/+i/DcO6vBzZp5Fiv8/9cXopJNYGgHLGdVHvQ3Ouk2v3AdlLtQVOaSbXyoqhJtQeiq7/rWRnlhsP92jDjfwwzFdffqysozyvS5v8qFbWgvyKXMTRrE1Nh2sVNqj0IiptUexAUN6lW3hScVHuQWKSKa88qchFVwQmmB4ntpNqDpCJtLjip9iDxNVdQxQZS1BVjd8FJtQeJmFS7f/wvTqqJPdUEAoFAIBAIBAKBQCAQCASFqcAJy/8FxJ5qAoFAIBAIBAKBQCAQCAQCQRkRnmoCgUAgEAgEAoFAIBAIBILCVOAy6v8FhKeaQCAQCAQCgUAgEAgEAoFAUEaEp5pAIBAIBAKBQCAQCAQCgaAwYk+1EhGTagJBOaKn4k79qcgTODucXVxh2pmjhlWYdkVRv0pChWlnpztWmPbVtIo5bRUgxqHiuk93c8Wc/hmrqbjDmEJyK+68vEZV4itM+5uEoArRDcupuFPjKuzIU2C12a3CtGv97VVh2l1dkipEt229qArRBThwruJOHm3kmVJh2qnpThWm7aLLrRBdk7niFmZ5GCpujFQ1KLXCtG/FelSIbuWAtArRFQjEpJpAIBAIBAKBQCAQCAQCgaAQslxxLzf/FxB7qgkEAoFAIBAIBAKBQCAQCARlRHiqCQQCgUAgEAgEAoFAIBAICiNO/ywR4akmEAgEAoFAIBAIBAKBQCAQlBHhqSawQ5IkM3Aa5dk4BwyWZTm7HPWuA81kWU68D3ENAd4CogAHlPQPkmU5W5Kk0UC2LMtfSpL0OfCnLMs/SpK0E5gmy/JRSZI2AANkWU79p2kpjvqvDca/azhmfS4nJywn/fT1QmHcG9cgbNlo1Dot8dsj+XvuFwDUfWkAAT2aYjGayb4ex8mJKzClZ+PboRF15z2LpNUg55o4t/BbkvaetYvTu3MYtRcNQVKriP5mBzc++M3uuqTV0ODDsbg1DsGYksGZke+TcysBjZcrjT+dglt4TWLW7eTinM/y73FQU2fxMLza1Ee2yFxZvI6E9YfvOW/mvf4uu/cdxtvLk1+/XnHP8RSHJrwFzsPGgUqNYft6DL98a3dd2+NRdL36IlsskKMna8XbWG7fyLsu+frjsfQL9N9/juH370qt69qxKZVeGgFqFcnfbSVh+Y92111aNCD4pRHo6lbn5vg3Sdu4P+9ajS8W4NykDllHznF9+MIy26xr3RyvaWNBpSLr1w2kf7HO7rrbc0/h+lgfZLMZS0oqSQvfwhyrbMrut2wxjo3qY4g8Q8LkuWXWdmkfgf/cUUhqFak/bCZ51Q92152aNSRg7kgc69QgevISMjbvy7tW59wfGC5eB8AYnUDUmNLZXv+1wfh1bYJZb+BUifVrDCqdloTtJ/LqV+AjLak17Slca1dif695pJ28CoBHk5o0enuEcrMkcemtH4nbeKTEdLRaOJAqXcIx6Q3snryKpDOF0xEx42lCn2qHo4cLX9Z5Ie/7hiN6U7t/J2SzmZykDPZMXUVmVPGbiIe/OoigrmGY9LkcmbSS1CJs9mxcnRZLR6PWORCz/SSR87/MuxY6rAc1h3ZHNluI2RbJ6UVr8QoPodlb1jRJcPadn4neeLREmzu8MpBqVpu3TVlFQhE2t5rxNHWfVGxeWfcFu2uhD7ek5eQnkGWZxHM32TL+4xL1yqMtdfByJeLTSXiE1+T2ul2cnfN5iWmoyPoF0H3BQGp2DseoN/DntFXEFchzjU7L48sn4FXVH4vFwuVtJ9j5htJ2VWlRh24vD8S/bhV+Hf8hFzaU/EyXR90KfrItIS8+kp9f9auyt9tsIKbINDg0aYHziPGgUmHYup6cn+zbcMdej+LY+3GwmJFz9GR9/DaWWzfQhDXDedBI0DiAyUj258sxnT5Ror1F8fjLg6nXuQlGvYG105Zz+2zhPBj5xSzc/b1Qq1VcPXKeH+evQbbIhPVpSa9JT+EfWomlj83j1umrZdJuZ1O/tk9ZRWIR9avljKepY61fq23qV52n29Nmbn+yYpXN8U9/vpVz63beVdO5XQQBc0eDSkXaj5tIXl24DfefPUppw6cuIXPz3rxrmiA/AhdNQhPoCzLcHjUfU1TpD/zQNm+B27jxoFahX7+e7LX2Ze38dD+c+jyk1K20VNLffANLXBwO4U1wGzs2Px1Vq5K2cCGGfXsLShSi0aJBBFjblOMTV5BWxDPu0bgGTd8fhVqnJW57JKfnfWl3PXR0HxoueJ4N9UeRm5yBa2gwTZeOwqNRdc4t+Z7Ly9eXmIYHnecenZpQ7dVhSCoV8Wu3EfPhL3bXJa2Gmssm4tIoBFNKBpdGv0Pu7QR8Hu9A0IuP5ae7XjXO9JxGtk2dqP35bByrBnC6y6QS0+DaoSlBL40ElYqU77eQuMJ+jOTcvAFB80egq1uDWxPfJH2jMlZwCPaj6oq5oFIhadQkffknKd9uLFGrIG4dm1Lp5ReQ1GqS1m0hfvlPdtddWjSg0ssv4FS3OtfHv0XahvzxWcgXC3BpUpvMo+e4NuzVUul5dQ6n5qtDkdQqYr/Zzq0Pf7W7Lmk11PlgfN5Y/Nyo9zDcSsCtSSi13hplDQQ33v6BpI2HkRwdCPt1ISqtBkmjJvHPg9x46/sy5YFTm2Z4z3gRVCoyf9lI2mf241v355/E9fHeYDZjTkkjccHbmGPKdniPV+dwQmzsvl2M3a6NQzCmZHJ+1LsYbuUfwOVYyZeI3e9x4+0fiFr+e57dktbBavcBbt7Fbqc2zfCe+SKSSkXGLxtJW2Nvp65pI7xnjEFbK4T4ma+RvW1PfvonvYBz+xYApK76hqzNu8pk/78GcfpniQhPNUFB9LIsh8uy3BDIBUaXh4ikUB7P33fW9DdASf8zALIsr5Bl+cuSbpRluU95Tqj5dQ3HpUYgO1tN5vS01TR8c3iR4Rq9OYzTU1ezs9VkXGoE4tclDIDEXafZ3XEGezrPJOtKDKETlAFNbnIGRwa+zZ5OM4mcsJzwD1+0j1AlUWfJMCIHLOZg+ykEPN4Wl9r2p14FD+iCMTWLA60mcmvlBkLnDwDAYjByZcl3XF7wVaF0Vp/0BLmJ6RxoM5mD7aeSeuDcP8qfvn26s+LdRf8ojmJRqXAeMZHM12aSPmkw2nZdUFWuZhckd8820qcMI2PaC+T8uhbnIWPtrjsPGYvxxKEy61ZaOJprQxZwsftYPB/tgGNoFXvd6ARuTVtK6m+FO+mElT9zc/K7ZdO00faaOYH4CbOJeXoYzj27oKlRwObzl4kdOIbY/iPI3r4bzwkj866lf/U9SS8tuWftgJdf5PaIl7jaZzTuD3dEW9PeblNMPDGz3iX9z52Fbpdzcrn+2HiuPza+1BNqfl3Dca4RxK5WkzgzbTUN33yhyHAN3xzO6amr2NVqEs41gvDrEg5AxvlbHB/2LskHztuFzzh/i3095rC36yyOPLuYhm+/gKQuvumq3CUM9xqB/NBuKntnfkqbxUOKDHdz23F+f/jlQt8nnb3Ob33m80v3OVxbf5jmc/sXqxXYJQzXkEA2tpnKsemf0nTJ0CLDRSwZxtFpn7CxzVRcQwIJtLYpfm3qE9wzgq1dZ7Ol00wuWn/wpV+4zbZe89jafQ57BrxJxJvDSrS5WucwPGsE8lX7qeyY+SmdXi/a5mtbj/P9I4Vt9qgeQLOxj/DjE6/wbbdZ7FnwdbFaUH5tqcVg5MKSHzi34JsS9YGKrV9Azc5heNUIZEXHqWyc/Sm9Fg0pMtyhVetZ1XUGa/rMpXKz2oR0aqzoRyfx59SVnP1tf5H32VJedSv6p33s7TqLvV1ncXLcR2TfTCDj7I0iYkZpw0dNIuOVGaSNG4y2fVdUVezz27BrG+kTh5I++QVyflmL8zClDZfT08h4bTbpE4eS9f5iXO9hErNep3D8agTxeqdJfD9nNU+9VnQefDH2fd7uPZM3ekzHxdud8IdaARBz4RZrRr/L1cPni7yvJKp2DsOjRiDftJ/Kzpmf0rGY+nV963F+LKJ+AVz+4yDf95rL973mlmpCDZWKgJfGcnvEfK49PAq3hzqhrVnVLogxJp7Y2e+Q/udfhW4PemMayZ/+yPWHRnGj30TMSWU4kU+lwm3iJFJnzSBpyGB0XbuirmZf1sZLl0gaPZLkF4Zh2LULt1HKUNUYeYLkES+QPOIFUqZMRs4xYDha8oQxQEDXcFxDAtnWegqR0z4h7I2iTxEPf2MYkVM/YVvrKbiGBOJvbVMAnIK98evYmOzb+ZMBuamZnJr3xV0n0+7Y/UDzXKWi+usjuPDcIk51mojPY+1xqlXZLohf/26YUjM52XYsMav/oOq8QQAk/bKbM92ncqb7VK6Mfx/DzXi7CTWv3i0xZ+lLZXPwK2O4PvRlLvd8EY9HOhYaIxmjE7g9Yympv9uPkUwJKVx9ahpXHp7A1Sem4jf6KTT+3nfXtNGu/Ooorg5+hfPdxuL1aAccaxXWvjn1fVKKGJ/Fr/qZG5PfK5Ne6OLhnBnwGkc7TMbv8bY417bP78ABXTClZnKk9XiiVv5JjXnPA5B1/ibHe87keLfpnOn/GrXeGglqFbLByKknX+F41+kc7zodr87huDWtVaY0ec8eT9zYOUQ98QIuvTrjEGL/zOWev0zMc2OJ7jeK7G278Z40ovTxWzVqLn6BswNe41iHyfg93q4Iu7tiSs3iaOvxRNvYfYeQVwaTvCMy7/Mdu090ncaJrtPw6tykZLtVKnzmjCfuxTncfrxoO02x8STMf4vMjTvsvndq3wLHuqFE9RtN9PMT8Bj0NJKLc9nyQPCfQEyqCUpiDxAqSdIjkiQdkiTphCRJ2yRJCgCQJGmBJElfSZJ0QJKkS5Ik5bW0kiRNlyTpiCRJpyRJesX6XXVJki5IkvQlcAaw670kSXpekqTDkiRFSpK0UpIktfXvc0mSzkiSdFqSpMnWsBMkSfrbGr+9e4ByXQO4ACk2aZ1WkrGSJF2XJMnXms5zkiStliTprCRJWyRJcrKGaW7VjJQk6S1Jks6UNjMDekUQ9YPy5iP12GUc3J1x9Pe0C+Po74nG1YnUY5cBiPphDwG9mwHKD0HZrLwlSDl2CV2wMnhIP3MdQ5zyBjrz/G1UOi0qbb4TqnvTUPTX4si5EY9sNBP36358ezW30/Xr1YyY75VBQ/wfB/Fq1xAAS7aBtMMXsBiMhewJ7t+J68t+VT7IMsbkjNJmRZE0C2+Eh7vbP4qjONShdbHERmGJiwGTCePeHWibt7UPpLdxyNTpQJbzPjq0aIclPgbzretl0nUOr0XujRhyb8UhG02k/rEb9x4t7cIYb8eTc/46so3eHTL3n8JSmoFpEWgb1MV0KwpzlGJz9pa/cO7Yxi6M4VgkssGg/H/mHJoAv/xrR05gyb43J1Vd49rk3ojGeCsWjCbS1+/GtVtruzDGqHgMF67ftzdfAb2aEfXDbkCpX5pS1a/defUr61I0WVcKe8hY9Ll59U6lc7B7LoqiWo8ILv+oeA8kHL+C1t0FpwLpuHNNH59a6PuY/ecw5+Raw1zGJaj4HwnBvSK4YW1Tko9fRuvujK6Als7fE42bE8nHFZtv/LCH4F4RANQc3JXzH/6OJdcEgCEpHQCzrc2ODlCyyYT0iODcT4rNcSeu4OjugnMRNseduEJ2ETY3GNCZU19sw5CmPG96azqKo7zaUnO2gZTDF7AYcks2mIqtXwC1ukdwxprn0dY8dymQB6acXG5aX3ZYjGZiz1zHLVCxNe12IgnnbyFb7lK4lF/dsiXo8bbE/Fr8BJ+mVj27Njx3zw60LdrZB7JpwyVHp7zn1nztEnKy4u1pvnkNtI6K11oZaNijGUd+VvLgxonLOLk54+7nWSicIVNpr1UaNRoHTV5zEX8lmoSrJedBcdToEcEFm/qlLWP9uhd0jWtjvBmN8bbShmds2IVr11Z2YUxR8YpHcYE2UVuzKqjVZO9XvAHl7BzkHEOptR3q1sMcHYU5RinrnB07cGxrX9bGyBNgrVvGv/9G5edXKB5dx04YDh/KC1cSgT0juPm90qakHC+5TUmxtqU3v99DUK9medcbLhzI2Ve/tWsvcxPTSY28imy6+6l5DzrPXZuEknM9BsNNZXyS/NtevHq2sAvj1bM5iT8oE3jJfx7AvV2jQvH49G1P0m/5HnMqZx1Box4leumPhcIWxCmsNoYbMRitY6S0P3fj1t3eZmNUPIbz1wuNFWSjCdnad0laB1BJd9WzxTm8Fobr+eOzlD/24NHdfnyWax2fUUQ7mbmvbOMztyah6K/FknMzHtloIuHXffj0bGYXxqdnc+KsY/GEP23G4vpcyBuHaO3K35KdAyirRySN+q5jFFscG9bBdCsaU1QsmExkbd6Jcyf7fizn6Mm8Z8lw6hzqgMJ17W525xSw27un/W8Qxe6dVrsP4GnznPn0ak7OzXiyL9yyu8fWbpVGXeI4xbFhHYy2dm4qbKcpOg7jpWuFylobUo2c46fBbEHW55B76SrObe3LTSAAMakmKAbrpFRvlKWge4FWsiw3AdYBM2yCNga6AK2BlyRJCpYkqQdQC2gBhAMRkiR1sIavBXwsy3IDWZbzXklLklQPxausrSzL4YAZeM56fyVZlhvKstwIuLP+cBbQRJblxth70z0jSVIkyhJQb+CPe8yCWsBHVo+3VOBJ6/efAaNs0lhqdEHe6G2WceXEJKMr8INZF+RNTkxy3md9dFKhMABVBnQiYfvJQt8HPtyC9NPX8n4kA+gCvcmJztc1RCfhGOhld59jkDcGa9pkswVTRjYO3sVPcGnclbc0NWf2o/nWJTRcPRmtn0ex4SsalbcflsT8t8eW5AQkn8IDA8defXH/6BucB44me80y5UudE7q+/dF//0WZdR0CfDBG569sNsYk4RDgU3YD7gG1vy/muHybTfEJqP19iw3v+lhv9PvvffmuLQ4BPphi8+02xSaWyW7JUUu1n96n2vfvFpqMKw5dkDc5ZaxfOdGFwxSFR9NQ2u96i/Y73+LM9E/zJmSKwjnQiyyb+pYdk4xLgfpWWmr378jtvwrX8zs4BXqTXUDLKcheyynIC320TZsSk4yTdWLFLSQI35Z16bL+FTr9PA+vsJC8cN5NatJj5xv0/GsJx2auKdFml0AvMm3SkRmTjGsZbPYKCcQzJJAnf36Jp39bQFWrN1VxPIi29G5UZP0CcAv0It0mzzNik3ELKD7PHd2dCe3WhBv7zhYbpjjKs27dIeix1kT/sq/Y65KPL+bE/CVHlqQEVD6F89uxT188VnyL05DRZK9+v9B1hzYdMV+9CKbCL4pKwiPAm1Sb/E6NTcYjsGj7Rn05m1ePrSQnK4eTGw6WSacoCtavrHtoU0J6t+CZLa/Tc8UEXEtRLpoAX4wxNs93bCKaUrbh2uqVsGRkErxsHtV+/hC/6cNBVfqfGypfXyzxNmWdkIDat/i65dSnD7mHCnuR6zp3IWf79lJpFmwnc4prS2OKDhPYM4KcmBTS/75ZKr2ieNB5rg30IdfmucqNScKhwLNhF8ZswZyejabA2NDn0bYk/Zo/qVZ5Rn9iVvyOWX/3yUyHQB97m2PKNlZwCPIldMMH1Nn3GYkrf8IUn3z3m+y0bcdniTgElt/4zDHIG4PtWDwmGW2QTxFhrGmyjsXv5Ldbk1Aidr1LxF/vcGnG6rxJNlQqmm57i9ZnPiV19ykyTlwudZrU/r6YYm3yPy6x5H7s8d7o95atH7OzCeU5cyz4nBVjt8pZR+Vxfbnxtv0yaABUKppse4tWZz4lZfcpMk5cKjYNan9fzDZ2muMT0QQUb6ctuRev4tSmOZLOEZWnO7rm4agD/Ut1778O2fLg/v4HEZNqgoI4WSeljgI3gU+BysBmSZJOA9OBBjbhf5NlWW/dE+0vlIm0Hta/E8BxoC7KJBXADVmWixpldgUigCNW/a5ACHAVCJEk6QNJknoBd1wYTgHfSJL0PGCyiec764RXIMqE4PR7zIdrsixHWv8/BlSXJMkTcJNl+YD1+2+LurG8CZ3UF9lkIeon+z1CXOtUpu78AZye9km5p0HSqNFV8iXtyEWOdJ9F2tGLhL78/N1v/H+OYdOvpI99juyvVqJ7ciAATv2GkPPnD5Bzbx5j/ws49+6Gtl5t0r8s214c5cWVzkO48eREoqe+ScCckThUCazQ9KQdv8yejtPZ13MONSc+pnhvlTM1n2iLb+MQTq0oxbKhe0TSqNB6urDjoZc5ufBbWq8an3ct+cQVtnSaybbe86k3/tFytVlSq/GsEcgv/V5j87iP6PLGcLTu5b+8ori29H5T0fVLUqt47IOxHPtsM6k2+9T8f8GjaSgWvYHM87f/cVyGDb+SNnoA+i9W4tRvkN01dZXqOA8aRdbH7/xjnZJYOWgxL7cYg0aroVabhuWqVRqubz3BV20m8V2POdzac4Yu740qX0GNGqeIhiS8+Qk3np6AQ5VAPB7vVi5Sum7d0dSpQ9Z39gsWVN7eaEJCyD1y/yayi0PtpKX2xMc492YRP/wfFA8wz21xaVILi96A/oIymejcoDq66oGkbCrjVhn3iDEmkct9xnOx80g8n+iK2tfzgehWBBknLnOs4xSO95pFlQmPI93pky0WjnebzsEmo3BrEopz3SolR3SPuPTpimP92qR98eCe82rT+xG16s88rzQ7LBZOdJvOoXK2W3/gGNl7DxP0xfv4L5mD4eTfYC6TT4XgP4I4qEBQEL11UioPSZI+AN6VZfl3SZI6AQtsLhd0uJUBCVgsy/LKAvFUB7KK0ZWAL2RZnl3ogiSFAT1RPNL6AcOAh4AOwCPAXEmS7HzSZVmWJUn6AxgP3MvGNbav2MyAU2lvlCRpJDAS4Lspb9BzaD8A0iKv4lTJR1mPSuE3+1DYA8Ap2McuTOVnOuDfvQkHn3rN7j5dkDcRn03h5LiPyb5hv4FoTmwyuuD8t2GOwT4YYlPswhhiknGs5IMhJhlJrULj5lzick5jcgbm7BzirQcTxP9xkOABnUvKlgrFkpyAyjffM03l7YecVPyPS+O+HbiMnEw2oK5VD4fWHXEaOBrJxVVZgmDMxbDxl2Lvz4snLgmH4Py3YQ5BPhjjit90/n5ijk+0c9PX+Pthji98Hohji6Z4DBtA3MgpYCyb90ZxGOOSlM2S72gH+pbJbpM1rPFWLNmHT6GrX1NZSlqAakN7UOX5LgCkRl5BVyn/OS9N/dIFFw5TElmXojFl5eBWtwrYeCTUG9yNOtbnP/HkVVxs6ptzkHfeBuGlJbhdA8LHP8r6p16z8zq9o1W/v6KVfPIqzsE+3MlZ5yBv9DH2WvqYFJyCbdqUIG/0scnWa8lEbVAOIEiJvIpskdH6uJGblF/3M6w2e9StTLTNnjmNBnejgTUd8Sev4mpjs2uQN5llsDkzJpm4yCtYTGbSbyWQejUWzxqBxJ/M38y92tDueWVdnm1paamI+tV0UDfCn1XyPObUVdxt8twt0JuMuKLzvPeS4aRci+XIms2l1nqQdSu4bxuifyl5bzc5KRG1b753gMrHD0tS8ecb5e7ZjvPoyXmfJR8/XGcvImvp61hio0uVrrYDe9C6v5IHN09ewdMmvz0DvUmLLd4+k8HIma1Hadi9GRf3ni6Vni0Nbep5wfrlUsY2xZCamff/ubV/0XrOs3e9xxSXiEOQzfMd6JvXLt/13thEDOevKssYgcxtB9CF1YWftpTqfktiIip/m7L288OcWListU0jcHl+IMmTJhSqW46dO5Ozd0+JP35rDO1O9eeUPE6JvGrXTuqKa0uDCodxqRaAS1U/uuxYkvd9py2vsav3fAwJpd9L7kHneW5sElqb50ob5IOxQJ29EyY3JgnUKtTuzphsxoY+j7Wz81JzjaiDS+OahB9agaRWo/F1p96PCzn31EtFpsEYm2Rvc1DZxgp3MMUnY7h4A5fmDfIOMrgbirbt+MwXY2z5jc8MMck42o7Fg7yVfC0UxpfcmGSwjsVNBcbi+ktRWLJycKlbhUybPtKcnk3qvrN4dw4n+7z9UsniMMcnogm0yf8A3yL7MV3LJni8MIDY4VPL3I/dsekO2iDlt4YtucXY7dakFr4Pt6LG/IFo3F2QLRYshlxi1myysztt3xm8Ojcp1m5zfCJqGzvV/r6Y4kp/Pl7aJ9+S9oniR+G3eDbGG1GlvvdfhUVMJpaE8FQTlAYPlOWUAIMLXHtMkiSdJEk+QCfgCLAZGCZJkiuAJEmVJEm6m6/sduCpO+EkSfKWJKmaJEm+gEqW5Z+AeUBT6wEHVWRZ/guYaU2faxFxtgOulNHWYrEeYpAhSdKdTReKHJnKsrxKluVmsiw3c/n6BHu7zmZv19nEbTxKpafbA+AZEYopIxtDgf1PDPGpmDL1eEaEAlDp6fbEbToGgF/nMELGPsLRQW8r+ytY0bg70/ybGVxYtJaUIxcLpSfjxBWcQwLRVfVDclAT0LcNiZvtT/JL3HyUoH4dAfB/pBUpe+++RChxy3G82tYHwLt9Q7Iu/v/tZMyXL6AKqozKPxA0GhzadSH3qP2POFVQ/uENDhGtMMco9mTOn0D6mGdJH/Mshj9/JOfnb0o1oQaQffIS2urBOFQOQHLQ4PlIB9K3lv+bc4Dcv8/jUKUS6mDFZucendHvtrfZoU4o3nMmkzBlPpaU1PumnXP6Yp7dOGhwf6gDmdtLtwxK5e6K5KC871F7uePUtD6Gy0Uvqbnx2Za8jc6V+qWsMi99/epA3KaST7V0quqXt0m/rrIvrqHBZBfw9jn3xTZ+7TmXX3vO5camY4Q+pez/49e0JsaM7CL3TisOnwbVaLtkGFuHvUtOEXuLnftiG1u7z2Fr9zlEbTxKNWub4t00FGOGnpwCWjnxqZgy9Hg3VWyu9nR7oq1tStSmY/i3rQeAa0ggKgcNuUkZOFfJt9m5si9uocFkFbD59BfbWNdrLut6zeXq5mPUe1KxOaBJTXIzssu0t9PVLceo1EpJh87LFc+QQNILvBy48dnWcm9Ly0JF1K/jX25jTZ+5rOkzl4tbjtHQmufBTWpiyMgmq4g87zDtKRzdnNj6SsmHPxTkQdQtACSJoEdbEV3CfmoApkvn7dpwbfsuGA/b/3i2a8ObtcYSo3i+SS6uuM1fQvaXKzGdL/U2qOz7agtv95nF231mcWbLUZo/oeRBtSah6DOySU9ItQuvdXbM22dNpVZRv0tT4q+UbgKvIGe+2JZ3sMC1zceo8w/ql+3+a9V7RJBy+e5pyjl9EYdqwThUUtpwtz4dydxRujY85/RFVG4uqL2ULSGcW4WRe6X0yyKN58+jrlQZVaBS1rouXTDsty9rTWgt3KZMJXXubOTU1EJx6Lp0vevSz2ufbeWvbnP4q9scYjYdpWo/pU3xahqKKUNf7DPuZW1Lq/ZrT+zmY6Sfv8XGhmPY0nwiW5pPJCcmmZ095pZpQg0efJ5nRl5GVyMIxyr+SA4avB9rR8oW+0MdUrccwfdpZeLR++HWpNtOEEsSPo+0sdtPLf7LzZxo+gKRLUdztu8ccq7GFDuhBqA/dRFHmzGSx8MdyNhWOi83TaAPkqMWAJW7C87N6mO4Wnpv1+yTl3CsEYy2iqLt9Uh70reWn4ddRuRlnEKC0FVV8tuvb1uStti3kUlbjhJgHYv7PdyK1H1Ke6Wr6g/WPtmxsi9OocHk3ErAwccdtdWrW6XT4tWhMdmXSz8WN5y9gKZqJTTWfsylZyeydx2wC6OtUxOfeZOIn/TSPfVjGZGX0YUE4Whjd3KB50yxu5PV7tZ5dp/qO58jzV/kSPMXiVq9nlvLfiFmzaZCdnt2CENfgt2GsxdwqFoJTSWrnb0K21ksKhUqD2UJrkOtGmhr10B/oBR9m+A/h/BUE5SGBcAPkiSlADuAGjbXTqEs+/QFXpVlORqItu6RdkCSJIBM4HlK2INMluW/JUmaB2yxTpoZgbGAHvjM5qTQ2YAa+FqSJA8UD7dlsiynWrWekSSpHcqE8W1gyD83347hwGpJkizALqDUo6b4bSfw6xpOp0NLMesNnJqY78jXbvti9nZVnPTOzPyMsGWjUem0JGyPJGF7JAANFg9BpXWgxfdzAGXD6DMzPqX68J441wggdOoThE59AoDDzyyGxFRA2SPtwuw1NFk3B9QqYtbuJOvCbUJmPE36yaskbj5G9Ld/Uf/DcbQ++D7G1EzOjMrfi6bNkQ/QuDkjaTX49W5O5DOvkXUxisuvfkP9D8dR69XBGJPS+Xvi8nvPVWD6y0s4cuIUqanpdO37PC8OH8iTj/T8R3HmYTGT/cn7uM5/C1QqcndsxHLrOrpnh2K+fAHj0f049n4ch8YRyCYzclYGWR8u/ue6ZgvRL60g5MtXQK0i5fttGC7dJGDyc+hPXyJ922GcGtei2so5aDxcce/anIDJz3Gxh3JqXc3vl+BYszIqFx11D3zG7ZnLyNx9otTayW99gP8Hb4BaRdbvGzFevYHHqCHknruAfvcBvCaMROXkhO8SZdBriosnccp8APxXL8WhehUkJyeC168j+dW3yTlYyoGE2ULcwuVU+XQRqFWk/biF3Ms38Z3wPDlnLpG54xC6RrWo9NF81O6uuHZuie+E57n20Bgca1YhYOF4ZU8FSUXSqh/IvXL3t64J207g3zWcjofex6I3cGriirxr7bYvYW/XWQCcnbmGxsvGFKpfAb2bU//1IWh93Gn2zQzSz9zgyLOL8WpRl5rjH1WeC4vM2VlrFC9Oh6K7z1s7IqncJYyn976DKSeXPVNW5V3ru/k1fu2pnDzYfO6z1OzbBo2TlmePLOPC2p2cePdnms/rj4OLji4rJgCQGZXEtmFFnwAbuz2SoK7h9D7wLmZ9Lkcm57cp3be+ztbuSltxfPZnNF86CrVOS+yOk8TuUPYQu7Z2J83fG0mPv5ZgMZo4bM0z35Z1qDvuEWSjGVm2cHz2Z+QmZ4Km6I2gr++IpFqXMAbtfQejPpftU/NtfnbTa6zrpdjcZs6z1OnbBgcnLUMPL+Ps2p0cfu9nbu48RdUOjXhu+xtYLBb2vbaWHBvvmoKUV1sK0PnIMjRuTqi0GgJ6N1PaUr39BB9QsfULuLIjkpqdwxi9W8nz9dPy83zYhtdY02cuboHetB3fl8TLUQxbr5ysfOzLrZxct5OgxiE8sWoSOg9nanVrQvvJT/JJ91lFapVX3QLwbl0PfXQS+htF5LEtFjPZq5bituBtUKkwbN+A+dZ1nAYMw3T5PMbD+9E99ASasAgwmZCzMslaqmg49nkcdVAlnJ4ZjNMzynvBjAXTkNNSS53ff/91gnqdw5m7631y9QbWTc/Pg2kblvB2n1lonXUM/2Q6Gq0GSaXi8oGz7P9mKwCNejbniQVDcPV2Z8SaGUSdu8HKQaXrY27siKRqlzCe2/sOJn0uO2zqV79Nr/G9tX61nvMstaxtyqDDyzi3didH3vuZxkN7UL17UyxmM4bULHZMWVmcVD5mC/GvLqfyp4tApSbtJ6UN9xk/kJwzF8n66xC6hrUJ/jC/DTeNe57rj4wGi4WENz+hyueLQYKcs5dJ/WHT3TXvYDGTsWwpXm8qZZ2zcQPm69dxGToM04XzGPbvx3X0aCQnJzwWvKLcEhdP6jylPqsCAlH7+WM8GVlqybhtkQR0Daf7wfcw6Q2cmJSfR523vc5f3ZS4T85aQ9P3R6PWaYnbcZK47SVrOPp50GnzIjRuTmCRqTmiF9s7zACK8DR80HlutnB97ifU+fYlJLWKhHXb0V+8RaXpz5J18gqpW44Qv3Y7NZdNJGzfR5hSM7k8Jr8vcmtVn9zoJAw340qbzUWmIXrBCqp/sRBJpSLlh60YLt3Ef5IyRsrYroyRqi6fi9rDFbeuLfCfOIDLvcbiGFqFoDnDkWWQJEhc/TOGC8WcHlyM9u2XVhLy5QIktYrk77eRc+kWgVMGkH3qsnV8FkqNVXNQe7ji3q05gZMHcKH7OABCf1iMzjo+q39wDbdmfEBGSeMzs4XLcz6l4dq5SGoVsWv/IvvCbarNeIaMyCskbzlK7Lc7qPvheJof+ABjaibnRymni7q3qEuD8X2VPtli4fKsTzAlZ+BSryp1lo0DtQpJJZHw+wGStx4vUx4kL/mQgOWLQaUi87fNGK/cwHPMYAx/X0S/6wBek0eicnbC/y2l7zLFxBM/qfiJ0qI0rsz5hIZr5yGpVcSt3VGE3dup8+EEmh34AJON3cXh4O9FnWXjlJd/KonE3/eTvPVYiWlIWvwhgVY7M3612vniYHLPXiR71wG0DWoT8N4CVO6uOHdshfnFQUQ9MQJJoyboMyU9lqxsEua8kb+f3X+N/9G9zh4UUlEnzgkEpUGSpAVApizLb1d0Wh4UkiS5yrKcaf1/FhAky/LE4sKvD+hfYRVMR8U1fh3O3ocJqXskc9SwCtO+dax8Ti+9G56+936K4D8lO92xwrSvprlXmHZMMZNqDwJ3c8U0K7HFTKo9CEJyK27ZQaMqd5nwKUe+SQiqEN2wHNPdA5UTrVrd2ymZ94NXT1ZMfgPUMldcm9LV5cFsS1AQz6CK67sOnKt090DlRD3Psm0JcD9JTS/1bib3HRfdvXkG/1NM5opbmJVuqLgxUtXA1ArTvhVbMYeXVQ4om4fo/aTGya0VN0h6AOQc/uGBDT51LZ7+n8tL4akmEJSNhyRJmo1Sd25w/z3hBAKBQCAQCAQCgUAg+P+BRXiqlYSYVBPcM7IsL6joNDxoZFn+DviuotMhEAgEAoFAIBAIBAKBoGIRk2oCgUAgEAgEAoFAIBAIBILCiD3VSkSc/ikQCAQCgUAgEAgEAoFAIBCUEeGpJhAIBAKBQCAQCAQCgUAgKIzYU61ExKSaQFCOVOSpcc5+FXd6W0WewOm6ck2FaYd+82aF6CZ+dalCdAGc3Q0Vph2o11eYdqKlYk56BfC2VEzdNpgdKkQXwIWKa88cdBU3kLwi5VSIblgFDg+dp71QYdrfPvxahWk/6xVeYdqDn3StEF3j5Yp5vgGaZcdWmHZqgnOFadd/qmJO4ARI+KtitH2aVVwbvn1jxdQtgGaj6laYduQrFXOicMTIOhWiKxCISTWBQCAQCAQCgUAgEAgEAkFhhKdaiYg91QQCgUAgEAgEAoFAIBAIBIIyIjzVBAKBQCAQCAQCgUAgEAgEhZBlc0Un4f81wlNNIBAIBAKBQCAQCAQCgUAgKCPCU02AJEky8I0sy89bP2uAGOCQLMsP30N8nsAAWZY/tn7uBEwrKi5JknZarx0tIb5AYCnQHEgF4oBJQHBx8f5/R9e6OV7TxoJKRdavG0j/Yp3ddbfnnsL1sT7IZjOWlFSSFr7F/7F31uFRXG0fvmdWstm4Cw7BLbgX17YUSgUp7qW4FC0thQIVClUKBVpaKHUFilPcCW7BiSuxzep8f8wm2Y2xQZr3e9+9r4uL7MyZec7v2Jw585xzzLHypgcBHy3GpW4t9BHnSZg855HioWrUFLcx4xFEkey/N6P7caN9PHv0RPNMb7CYkbJ1ZHz0PuY7tx/anjK8Kdphr4GoQL9rM/pf7e2pu/RE060XksUC2ToyV76P5V6ePcE/EK/lX6P74Sv0f3z/0PHIz9x3lrHv4DF8fbz57duVj+2+OYgVaqFu+xIIIqYLBzGd2GZ3XlGzBerWzyNlpgJgPLMX84WDAKhaPY+iUh0QBMx3LmH85weH7T5sOVNVq4LvzEkIblqwWEhbu4GsHXtLpPnftu3ZrgFl3xwJCpGk73YQ99nPducFtZKKyyfjWrcK5pR0br76HoZ78QgqJeWXvIq2XhUki8S9+V+SceQ8gkZN5ZWv41IhGMls4f7O40QvWV+iNABosmAgZTqEY9bpOTh5FcnnbxUIE/76i1R5oTVqLze+q/Zwi7T7tq9PtYVDEBQi0Rt2c/vj3wvor/3JODzqVcaYks75USvIvpuA0sedemum4BFehZhNe7k6e53DNhu/LWsz6fQcnryK5HMFtfnWrUiL5aNRatRE7Y7gxLxvAPCuVZ5mS4aidNOQeS+Bg+M+x5ihwy+8Ms3eGy7HGTj7wa/c/dv+8eDbPpywhUMRFCIxG3Zx5+PfCmit+cn4XK0XR31I9t0EPBqEUf390eTc/NZ7P5K49RguoX7U+OQ11P7eIElEf7uTqNVbHqjfpVkTPCfK7VnWX5vJ/PY7u/NuL7+I6zM9wGzGknqf+4vfxRwXB0DwPzsx3bgJgDkujpSZcx9oLz/95g+jbvsGGHQG1k77hDsXbhYIM+nrOXgF+iAqFFw7fokN875EslgY/clkgiqHAqD1dCMrLZMFPaYXaavWosEEdGyAWafn7ITPSSskrz3rVaL+R2MRNWoSdp3m4pyvZa3PNqPqtBdwr1aGQ93mcv/MDQBC+7Si8qvP5l7vUas8BzrNckj7wfPXWfrdNiwWid5twhneo5Xd+Zik+8xd+wfpWdlYLBIT+3SgTb0wh+5dFIuWzqFjl6fQZWUz4dVZnDtz0e68m7sbf2z9Nvd3SJlgfv7+D+bNWsygYS8zbMQAzGYzmZlZTJv4BlevXHfY9vPzB1OrfQOMOj0bpn3OvQu3CoQZ8/VMPAN9EBUiN45f5sd5a5EsEj1nDaBOp4aYDSYS78SxcfpKdGlZDtlVVA1H/fRQEEVMJ3Zh3Pdb4eFqN0PTfxq6z17HEnUDFErUz41CUaYKkmTBsHkdlpsXC722MJT1m+A6RK5bht2b0f9uX7fUnZ7FpWsvsFiQsnVkrfoAS9RtxIAgPJZ9jSX6LgCmaxfRffmhw3YBXJo3wXvKawiiSOYfW0hfb2/bvd8LuD3XA8kk1+uUhe9hjo1DERyE39IFIAoISiUZP/xK5q9/lsi2+1MNCXljFIgiKT9sJ3HlT3bntU1qEzJvJJoalbg78V3Stlr7CaEBlF85B0QRQakgaf1fpGzcWiLbipoN0Twv2zYe3o5h50+FhlPWb4nr8NlkvjcJy93I3OOCTwBusz9Dv3Ujxt2/OmzXtVVj/F4fi6AQSfvlb+6vse/baRrVxW/GGNTVKhM/4x0yd+zPPec7eQTap5qCKKI7fIqkJZ+VSLOyThM0/V+VNe/bin6LfT9F3e4Z1B2fs/aBs9F9vQxL9B1QKHEdPAlFpepgsaDb+BnmK2dKZBug3sJBBHcMx6wzcHLiSlILaVe961Wi0YrRKDRqYndFcHau3A+pOa0PFQe0R5+UBsCFxT8QtyuixHE4eCuR9/65jMUi0atOWYY1qVQgzParsaw8ch0BqBbgweLu9Upsp+7CQQRZtZ6auJL7hWj1qleJhlatcbsiODfXvs8VNqYHdd58hS21RmNITse/ZU2afTWVrDvy+1H0luPAPw7F5+CtRN7bdwWLJNGrdhmGNS5C99EbCAJU8/dgcbe6Jdbt5H8H56CaE4BMoI4gCK6SJOmAzkDUI9zPG3gVKNnTrRAEQRCAX4GvJUnqaz1WHwh6DPdWSpL0728pJ4r4vD6B+HEzMMclELz+M7L2HcZ0M2/wyHA5ktifxiLp9bj3eRbvCaNImr0QgLRvfkDUaHB//hHHEkUR93GTuD97KpbEBLxXfIHh6EG7QTP93p1kb/kDAHWzlriNHEfavBkPbU87ciIZC6ZhSUrAY+lKjMcP2g2aGfbvxLBdtqdq3BLtkHFkLMyzpx0yDuPpow9nvxh69ehM/z49mf32+4/93ggC6nb90P+6AikjBU3fWZhvnEVKjrELZrp2EuNe+w6dGFIZMbQK2RveBsDlxemIZaphibr6YLuPUM6kbD1J85dguhuFwt+P4G8/R3f4OFJGpmOa/23boki5haO51n8+xpgkqv/1Pvd3HCP72t3cIH59O2NKzeBimzH49GxDmdmDufnqe/j17wLApc4TUfp5Ebb+DS4/Mw2AuC9+I+PwOQSVkqqbFuDZriFpe085lgZAmQ718awUzG+tp+LfsArNFg9h67NvFgh3b8cprqzbQa8DD1n+RIHqS4Zx+qVF6KOTaLJtMYnbTpB5Na8ZD+3fAWNqJoebTySoV0vC5vXn/KgVWPRGri/5Hvca5XCrUc5hk6Ed6uNRKZjfW8nami4ewt/PFNTWdMlQjk7/ksRT12n/7XRC29cjes9ZWrw/gpMLNhJ/5DJV+j5FrbFPc+a9n0i9co+t3eYhmS24Bnrz9M5F3NtxCnJmHYgiVZcM58xLb6OPTqaRVWvW1Xu5NkP6d8CUmsHR5uMJ7NWSyvNe4eKoD8m8fIeTXV5HMltQB3rTeM/7JG0/gWQyc33+ejLO3UThpqHRjqWk/HPW7p4F01zEc8pEkidPxxyfgP+XK9EfOITpVl4ZN169RuaIMaDXo+3VE49XR5M6fwEAkt5A4tCRDqd3fuq2a0BgpRBmtxtP5QZVeWXRKN7pVXBAauW4ZWRnyLvkjv18Go2fbsHxPw/yxWt5Aw0vzRlEVnrRgywBHcPRVgrhn+aT8G4URp13R3Coe8FBwDrvDufc1FWknoyk8caZBHQIJ2F3BOmX73Jq2DLqvGevN/rng0T/LA8KeNQsR8OvppF+4TZQp1jtZouFdzZs5YspAwjy8aT/wjW0C69GldCA3DCrNx+ga+NavNS+EdejE3htxSa21htf7H2Lo2Pnp6hUpQLNG3SlUeP6vLtsPt07vmwXJjMjk45teuf+3v7Pz2z+cwcAv/z4F+vXyoMFXbu35613ZtKvj2P5X6tdOAGVQljYbhIVGoTx4qIRfNirYPqvG7cCvTWvh30+mfCnm3P6z8NcOXCOv979DovZwrMz+9Pp1V78uWRjgesLIIionx1O9rq3kdKS0YxdjOnSCaSEfPVCrUHVogfmO3nPJWXjjgDoPp4Kbp5oBs8h+/OZIEkO2XUdNpHMRdPlvsLilRhPHMISZfP8OLgLw055wErZqCWug14lc/HrAFjiokl//SHrlijiM30iCePleh341efo9h+ye3YZr0YSP1h+drk93xOv10aRPPdtzIlJxI94DYxGBFcNQRvXott/CEuig7sgiiKhb43l5qC5mGKTqPzbh6TvPIo+Mu85ZoxO4N6M5fiPeN7uUlNCCjdemIZkMCFqNYT9/SnpO49iik92zLYgonlxLFmfzkVKTUI77UNM549iib1rH87FFVXbnphvXS5wC5feIzBdPOmYPRvN/nNeI2bUTEyxiZTZ9DFZew5jvHEnT1tMPAnz3sdr8Av29urXQtOgNvf6jAEgdP0yNI3rkX3irOOaB44n8/3XkZITcH/jU4wRh+RBMyuGI7sx7P0LAGV4CzR9x5K1bBbqtj0AyJg3EsHDG7cp75CxYJxj5dtKUMdw3CsHs73FFHwahhG+dBh7e7xRIFz40mGcmvolKaciablxBkEd6hO3Wx7Ai1y1lWufb3bYZn7MFokley7x+fONCHLXMOC7I7StHEAVv7wdS2+nZLL2+E2+eqkpnhoVyVkl3/E9R+tOq9b6S4exrwitEVatLTbOILBDfeKtWl1DfQloW4+sewl21yQdvcyRgXl9pwrzfB3Tvfcyn/duKOv+/ihtK+XTnZrJ2hO3+OrFJlbdpbdr7n8Mzo0KisU5/dNJDluAp61/9wNyP80JguArCMJvgiCcFQThiCAI9azH3xQEYa0gCHsFQbghCMIE6yVLgCqCIEQIgvCe9Zi7IAg/CYJwWRCEDdbBMmxsDBMEYbnN75GCIHwItAeMkiTlug9JknRGkqT9xd1XEIQ3BEE4LgjCeUEQVtkc3ysIwnJBEE4AEwVBaGLVFSEIwnuCIJy3hlNYfx+3nh9tPR4iCMI+a/jzgiC0KWlCq2vXwHQ3CnNUDJhMZG3fg7ZtS7sw+pMRSHr5waU/fwllUN7Lgv74aSxZjn1lLg5ltZqYo6OwxMrx0P+zG3Xz1nZhJFs7GldwvL9QAEVYDSyxUVjiZHvGA7tRN7H3LkBna09j10FRNW2NJT4G891bDx+JImgcXhcvT4/Hfl8AMagi0v14pLREsJgxXT2OorKDX/kkCUGhBFEJCiWICqSsNIcufZRyZrpzD9NdeUDGnJiEOTkVhY+3Y3EuBdtu4VXR34rFcCcOyWgi5Y/9eHVpahfGu0szkn/aDUDK5oN4tJLzwLVqOdIPyp1wU9J9TGmZaOuHIWUbyDh8DgDJaCLr3A1UIX4OpwFAua6NuP7TAQAST11H7eWGa2BBLYmnrqOLTy3RvW3xbBiG7mYc2bfjkYxm4n47hH+3JnZhAro1JuYH+Qtu/J9H8GktD1xYsvTcP3YFi95YIpvlujbi5gO0uQZ6o/JwJfGU7JFz86cDlOvWGACPysHEH5FfzGL2nafc03J8zToDklnuuIkuqgLvKLLWWKtWE/G/HcTfes8c/Ls1IdaqNcFWq+29Nerc9sUQn0rGOavXWGY2WdeicAkuvmOuqlkD871ozNFyGdft3I1La/v2zHA6Aqxl3HDhIoqAgELu9HCEd2nC4V/2AnDj9DW0Hlq8ArwLhMsZUFMoFShVykJf+ho/3ZJjfxwo0lZQt8ZE/bgPgNSTkSg9tbjky2uXQG+U7q6knpQ9V6J+3EdQdzlfMq9Fk3nd/iNCfkJ6tyLmt0PFhsnh/M1oygX6UjbAB5VSQbemtdkbUfBDQ0a2nPYZOj0B3o/Wvnd7uiM/fid7f548cQZPL08Cg4rOz8pVKuLv78uRQ7KXZUZ63kcBrVaLVIKX7zpdGnP8Fzn9b5+OxNVDi2cheZ0zoCYqFShUytzn9ZX9Z7FYy/3t09fwfkDZzkEsG4YlORYpJR7MJsxnD6Ks2bhAOHWnvhj3/w6mvDZEDCyL5cZ5+UdmGmRnIpap4pBdRVgNLHHRWOJjwGzCcGg3qmL6CoKLpkSDGcWhrlUD072ovHq9YzeuTxX97DKcv4gi0FoOTCYwymkgqNQg2nVzH4hr/Wrob8dgvCs/x+7/tQ+Pzs3twhij4tFfvlXg5VYympAM8jdiQa0qsW2xQjUsCTFISXFgNmE6tQ9l3eYFwrk8/QqGnT8hGe2fF8q6zZGSYrHE3ilwTXG41K2O8U40pnuxYDKRufUf3Nrbp7cpOg7D1ZuF5LGE4KJGUCkR1CoEpRJzUorDthWVq2OJj0ZKkMuZ8dheVA3ylbPswsuZGFoB06UIORbpqUhZGSgqVnPYNkBo10bc+UF+lUk5FYnKU4smX7uqCfRG5e5Kyim5Xb3zw35CuxWsgw/L+dj7lPPSUtZLi0oh0rVaMHuvx9uF+fV8FC/VL4enRgWAr9alxHaCC9Fa1DPEVmuIjdY6CwZy4e2Nj/QeksP5uPuU87bRXTWYvTfsB+t+PR/FS/XK2uhWP7phJ//VOAfVnOSwCegrCIIGqAfYugO9BZyWJKkeMBuw9cetAXQFmgLzBUFQATOB65IkhUuSlDOfpAHylM1aQGUg35OLH4BnrdcDDAXWIn+yLu7TV1H3/USSpCaSJNUBXAFbty61JEmNJUn6AFgHjJYkKZw8XwiA4cB9SZKaIE87HSkIQiWgP7DNGr4+EFFM3ApFEeiPOS6v8TbFJ6AI9C8yvPtz3dEdOlZSMw9E9PfHkpD38LQkJiD6FYyH5ple+KzdiNvwMWSsXPHw9nwDsCTm6bYkJyD4FXwpcenWC89PN6AdOIastR9ZI+GKplc/dD98/dD2SwvB3QcpPa+jJ2WkIrj7FAinDGuAZsBc1D1G5Z63xN7EfO8qriOX4jriXSy3LyKlxDpk93GVM3Xt6ggqJaZ70Q7ZLQ3bqmA/DNGJub+NMUmogv3yhfHNC2O2YE7PROHjQdbFm3h1bgoKEXW5QLR1q6AOsY+rwtMNr05NcgffHEUb7ENWdJ6XQlZMMtrggnn/qGiCfcm2saOPTsIlnx2XEF/0UXIYyWzBlJ6FyvfhBxpcg33ItLGZGZ2Maz6brsE+ZMUkFxrm/tV7lO3WCIAKzzTDLTTvRd+vQRWe2bOEZ3Yv5tjr63IHwgBcgn3R22lNxiVfXstaEwvV6tEwjCb/LKPJ3g+4On213b0BNOUCcK9TibRT14rVrwjwxxxv034mJKAIKLqMa5/pgf5o3mNVUKvx+3Ilfl98ikub/I/DB+Md5EeyTTqkxCbjHVz4oO+k9XNZdnIN2Zk6Tmw5YneuatOapCXeJ/5W0e2KJsSX7Kg8W9kxyWhCfAuGscnr7OiCYYoj5LkWRP960KGw8SnpBPt45v4O9PEgLiXdLszYnk+x+cg5Ok9fwbgVm5jZr6vDcSk0fiFBREXlDQzGRMcSElq0w3yvPj34/Vf76XdDR/TnaMR25i2YxpwZixy27R3kS6pNXt+PTcariIGxMetnsejkF+gzs4nIl9cAzV5sx6W9EQ7ZFTx9ke7n2ZXSkhG87MuYGFoJwcsP8xV7D15L7G0UNRrL0xF9AhFDKxe4tihEX38sSTZ1KykB0adg3VJ36YXHim9xHTAa3Vcf510fEIz7klW4z1+OokbJpmvJz6482+b4xGIHw9169iD7cN6zSxEYQOC3qwn+cxPp32xy3EsN+TlmjLF5bsYkogpy/EOOKsSfsC0fU/3gOhK/+NlxLzVA9PbDkmrTP0tNLJjXZasgePtjvphvtRa1BnWnF9BvtZ8m6wjKQH9MsTaa4xJQOKhZf+YSumMRlN+9iQq7N5F18ATGm3cffKEVwccfKdmmnCUnIPgUtK3u0BP3pevRvDSS7I2fAmC+ewNVgxZy+fYPRlGxGoJvoMO2ATQhPuii8/JIF5OMJsSnYJiYosNUHtaFjruX0PDDUai83EpkHyA+M5sgD03u7yAPDQmZ9p5ot1MyuZOSxZDvjzFo01EO3krMf5sH4ppPa3ZMMq75tLrm02obJrhrI7JjUki7WHDQ1rdRVdrvWkyLjTPwqF7GofjEZ+gJcs8bHAxydymoOzWLO6lZDPnxGIO+P/ZQuv/rkCz/3r//hzgH1ZwAIEnSWaAispda/sVkWgPfWMPtBvwEQcjp0W6WJEkvSVIiEE/R0zKPSZJ0T5IkC/JAVMV89jOA3cAzgiDUAFSSJJ1zIOpF3be9IAhHBUE4B3QAattc8z3krv3mIUnSYetx2/kQXYBBgiBEIA8w+gFVgePAUEEQ3gTqSpJk35N/zGi7d0Jdsxpp6x1fR+txk/3Xb6QM60/W2i/Q9hv0xO3p//6NtHEDyPrmCzR9BgLg+tIQsv/6EbJ1T9x+aWC+eRbdujlkb1iI5c4l1F0GAyB4BSD6BqNbMwvdmpmI5aojhj7aukCFUVQ5E/188Vswi6S33ntsngD/SbYBkr7fiSE2iRqbP6DsmyPIPHlZXtMvB4VIxU+mEr/uLwx34p5YPP7XODxlNdUGd6L732+jdNdgMeTNxE86fZ2/2s9ka/c3qD3+WUQXVTF3KhnppyI53nYKJ7vOpPzE3nb3Vmg11F4zjch56zBnPL62xrVLJ1Q1qpOxMW+toPgX+pI0Ygypby3Ec8JrKEJDH5u9/CwftJCpTUeiVKuo2dJ+amWznq2L9VL7N/BqGIZFpyfjcjHTbUvI1mMX6NmyPjvem8inE/syZ83vWCxPrh3JT68+Pfj1J/tpWeu+3Eiz8C4snP8Bk6ePfSJ2Vw5azLymY1GqlVTLl9edx/XCYjZz4rfHlN+CgLr7YAxbC641aTq5GyktCc2rS1E/PQTznSuPfeqQYftvpE98Bd3GVWiel/sKlpRk0sb1JWPmKHTrP8Nt/Fxw1T5Wuzlou3VCVbMa6d/m1WtzfALxr4wkts9A3Hp0RfR9/B9RisIYk0hkj/FcbT8K7+c7ovD3fnw3FwRceo9A/9uaAqdcuvfHsPc3MGQ/PnsOoCwXirpyee506s/tjv1wbRaOpmHxU8cfBsPuP8h4fRDZP36Jy7MDADDu34olORH3+Z/h2v9VTJEXwPLv7ox446sdbGs2iV0dZ5Edl0rdNwc8ETtmSeJOaharX2jM4u51eXvnBdKzS+bZ/igoXNVUm/gcl979scC51LO32NZ4Ans6zuLGmu00Wzf1sdk1W6y6n2/M4m51eXv3RdJL6NHv5H8L55pqTmz5A3gfaIc8iOQItkP7ZoouU46E+xLZE+4ysgcZwAXghULCFnlfq7fdZ0BjSZLuWgfANDbhHFkYSgDGS5K0rcAJQXgKearsV4IgLJMkaX2+86OAUQCLy1enf4D9lxNzfCIKm2kjysAAzPEFv4C4NG2I17D+xI2akjul4HFiSUxEDMj7sib6B2BJKvpLjP6fXbi9Nvnh7SUnIPrn6RZ9A5CSEooMbzy4G7dRk8kCFFVromrRFteBYxDc3OXOudGAfqvji+GWFlJGCoJHXsdacPdGysg3RSE7r0iaLhxA1VpeL0VRJRxz7E0wysXcfOs8YkhlLNGRPIhHLWeCm5bAFe+Q+tlaDOcvOSa2lGwbY5NQh+Z5MqhC/DDGJuULk4w61F8+rhBReLhhtnq3RL2V96JQ7del6G/kecaVXzoO/c0YEtY4tuB09cGdqDqgPQBJETfQhuY1pdoQX7JiHZ+e4ijZsclobOy4hPqhz2dHH5OMSxk/9DHJCAoRpYcWY3LJvglUG9KJMBttbqF+5NRgt1BfdPls6mJT0Np4K9mGSYuMYXe/pYA8FbRMx/AC9tIiozFlZuNdvSyclqeK6mOTcbHT6os+X17LWv2L1Zp1LQpzZjZuNcqRfuYGglJB7bVTift5P4lbHuwZbE5IRBFo034GBGBOKFjG1Y0b4j7oFZJem2RXxi2JclhzdAyG0xGoqoVhji7eI7P9wG606SevVXXrzHV8bdLBJ9iX1NiivWJMeiMRO44T3rkJFw/IHpeiQqRh12a8/WzBdTIrDO1CuVc6AJAacR1NmTxb+b3SoKD3mia0YJiiCO3VkuhfHZv6CbJnWmxK3jT4+JR0gnzsvS5/PRDB55P6AVC/Sln0RhMpGVn4eTruzTF0RH9eGfwiABGnz1GmTEjuuZDQYGKiCx9kr1WnOkqlkrMRFwo9/+vPm1m6bH6xtlsP7EKLfnL63zlzHW+bvPYK9uV+bNFpa9IbObfjBHU6N+bKAfnbZNMX2lK7Y0M+7b+wWLu25PdMy++5htoVMagcmhFvyufdvXF55XX03y7FEnUDw5Y8z3LNqIVYEoufApyDJTkR0c+mbvkFYEkpum9iPLQb7YhJ8g+TESlDrmfmm1exxEWjCCmL+YYD65CS8+zKs60I9MecULCf4tKkIR5DBpAwdnKh/TNLYhLGGzdxCa+Lbvc+h2wbY5NQhdg8N0P8McY57umWgyk+Gf3V27g1qZ27kcGDsKQmofK26Z95+9vntYsrYkh5tOMXAyB4+uA6ah66VW8jVqyOMrwVLj2HIri6yR/BjEaM+/9yIK6JKINtNAcFYHZQs1vHVmSfvYykkwfzsg4cx6V+TbJPnXfoeikl0c67TPQNQEop2rbx6B5cB05EB2CxkL3p87y4zFmBJe7BHwUqD+1MReszNCXiBq42HtquIb5kx9g/Q7NjUnANKTyMPjGvDby1YTctvil6o5miCHTTEJeeNxgal55NgJv99M5Adw11g71QKUTKeGmp4OPGndQsagd7FXvvSsVo1YT4osunVZdPa04YtwpBuJUPoMPuJbnH221fxD/d56FPuJ8X910R1F8yFDRudn3qQnW7uxCXkff6GJehL0S3i41uVyp4W3UHFa/7vxrnmmrF4vRUc2LLWuCtQjzE9gMDIHcnz0RJkopb2CkdKPG8IkmSjgLlkKdY5viR7wZcrANVWONQ7wFrmeUMoCUKguBOEYNykiSlAumCIDSzHuprc3obMDZnOqogCNUEQXATBKECECdJ0mrkQcCGhdx3lXV6aeP8A2oAhouXUZUrgyI0GJRKtF3ao9tn/0Khqh6G7+zJJEyZhyUltRipD4/p6mUUoWURg+R4uLTtgOGIfQdMDM2Lv7ppC8xRD+9JYI68ghhSFjFQtqdq3QHDCXvdYkiePVWj5phj5LW1MuZNIG1sX9LG9kX/109k/7Lh/8WAGoAl7jaCdyCCpx+ICpTVmmC+kW8aoTZvKpOicn0s1k0MpPRkFGWqgiCCKKIoW63ABgdF8UjlTKkk4L23yNy8Hd0ux14IStN25plruFQMQV0uEEGlxKdnG+7vsB8YSd1xDN8X5JdUn6db5U7lFDRqRFe5M+XRpj6S2Zy7wUHI9AEoPLTce/NLh7Vf+Xonf3WZw19d5nBn20mqvCCvU+jfsArGtKxHWjutKNJPX0dbORhN+QAElYKgXi1J3GY/RSdx2wlCXmoLQOCzzUk5UPgLf3Fc/WonWzrPYUvnOdz7+ySVbLQZCtGmi0/FmK7Dv6G8llKlF1pzd5s8m9/Fz1rmBYG6E5/j2je7AHArF4CgkLsmbmX88AwLJdNmYeL005G4Vg5BU17O68BerQrVGmzVGvBsc1IOyC9ZmvKBufd2KeuPNiyU7Lvyvat/OJasa1Hc++LBL4IAxsuXUZQrgyJELuOunTqgP2hfxpVVw/CaPoXkmXOwpOaljeDhDirZQ07w8kRdt47dBgdFseebv1nQYzoLekzn9PZjtHi+HQCVG1RFl57F/YRUu/AuWk3uOmuiQqReh4bEXM/bvKJm63rE3IgipZABmtvrtnOg40wOdJxJ3NYTlHnxKQC8G4VhSs9Cny+v9fGpmDJ0eDeSPWnLvPgUcfl2bS0UQSCkZ3OiHVxPDaB2xVDuxCVzLyEFo8nM38cu0La+/XpGIb5eHL10C4Ab0YkYjCZ8PUrmsbTuy410bNObjm16s/WvXbzY7zkAGjWuT3paOvFxhX8Uev6Fpwt4qVWqXCH3785d23HjRvH5feCb7bzXYybv9ZjJue0naPK8nP4VGoSRnZ5FWr68VmtdctdZExUitTo0JP66PEhbo219Oo5+ltUj3sOY7fhi25aoSES/EASfQFAoUdRrhemyTZ7qs8h6Zzi698ehe38clrvXcgfUUKlBJberYpV68u6J+Tc4KALz9cuIwWUQA4LlXURbdsCYv68QnNdXUDbI6ysIHl7y8xIQA0MQQ8rI67g6iOHSZZS29bpzB3T7DtuFUVULw2fmFJKmz7V7dikC/cFFbY2HO+r6dTDednw6ou7sVVwqhqIqG4SgUuL1zFOk73RsYyZlsB+C1bbo6Ya2cS30Nxzvr1nuXEUMCEXwDQKFEmXDpzCds7GdnUXm7AFkvjWczLeGY751Bd2qt7HcjUS34vXc44Z//kC/4weHBtQA9OevoKpQBmUZOb3durclc+/hB1+IvIGBpnFdUIigVODaqB7GG46nt/nmFRSBZRD85XKmatoO4+l85SzIppzVa4Y5Z+BM7QJq+VVDWauhvMOzzQYHRXFj3Q52d5rN7k6zifn7BOVfkl9lfBqGYUzXkZ2vXc2OT8WYocOnodyuln+pDdHWZ6jt+muh3ZuQ9hCevrWDPbmTmkXU/SyMZgvbrsbSror9NNb2VQI5cU9+RqToDNxOyaSMl+sD731z3Q72dJrNnkK0mtJ1RT5DbLXGbjtJ2uW7bK0zlu1NJrK9yUSyY5LZ22UO+oT7uATkDXB5N6gCgvDAATWA2kE5unWy7muxtKtsP827feVATtxLydOdmkkZzwfrdvK/i9NTzUkukiTdAz4q5NSbwFpBEM4CWcDgB9wnSRCEg9ZF/7cCJdma5gcgXJKkFOu9JEEQegPLBUF4HcgGbiGvo1bo5HlJklIFQVgNnAdikadsFsVwYLUgCBbkfZhzPnt8iTyV9JR1k4MEoBeyF990QRCMQAZQ8vmQZgvJ731M4MdLQSGS+cdWjDdu4zV6CIZLV9DtO4zPhFGIrq74L5F3xzHFxZM4ZR4AgauXo6pYDsHVldDNm0h++32yjzjw8pIfi5mMz5fjtfB9UIhkb9+C+c4ttAOHYbp6GcPRQ7g++zyqBo3AZMKSkUHGB4tLbsfGXtaXK3Cf9x6IIobdW7HcvYWm71DMkVcwnjiES/feqOo1QjKZkTLTyfzkEeyVgOnzl3D89FlSU9Po2OsVXh0+kD7PPtoaPLlIFgx7v8el1wQQREwXDyElx6Bq/iyWuNuYb55FFd5B3rzAYkHKzsSwQ/7Cb448hViuOppX5oEE5tsXMN90ZFY0j1TOtJ3b4dKwHqKXJ27PyOmQ9Na7GK9e/8+0bbZwd94qwr59E0EhkvT9LrKv3iVkan+yzkZyf8cxkjbtoOLyydTavxJzajo3x8m7Ran8vQn79k2wWDDEJnN7orwroirYj5AJL5F97S41ti4DIOGrLSRt2uFYGgBRuyIo06E+vQ9+gEln4NCUVbnnntm+iL+6zAGg4Zy+VOrdEqWrmj4nPiJy417OLPvFYTuS2cKVWWtpsGk2KERivttL5pV7VJ7xImlnbpC47STRG/dQ65PXaHFkBcbUDM6PzlsfseXxj1F6aBHUSgK6NyHi5UV2O4cWpS20Y32eOyRrOzw5T1uPHYvY0lnWdmzWV7RcPgqFRk30njNEW3fyqtirBdWHdALgztYTXN8kD6AGNq1G7deexWIyg0Xi2Oyv0Cdn2Gm9NmsN9TbNQVCIxHy3h6wr96g442XSz1wnadsJYjfupsYn42l25GOMqRlcHC3nqVfTGpQf30tuXywWrs38EmNyOl5NaxD8UlsyLt6m8S55b50b72wkedfpohPAbCFt2Uf4LnsXRBHd5q2Ybt7CffhQjJevoD94CM9xYxBcXfF5+035krg4UmbORVmhAl7Tp8geHYJAxrffOTSoZsu5Paeo274h7/zzCQadnnXT8zbbfmPLeyzoMR0XrQuvfTkTlVqFIApcPnyefzZszw3X9NlWHPvjwZ4sCTtPE9gxnLZHV2DR6Tk7MXffIFrvWsKBjjMBuPD6Wup9NBZRoyZhVwQJuyIACOrehFrvDEHt50njDTNIO3+b433ltt23RU100UnobscXsFsUSoXIrP7dGLv8OywWC71ahRNWJoBPf9tL7YqhtAuvxtSXOrHg6818u+MogiCwYNiz5NsfqUTs3P4PHbs8xdGI7eiyspk4bnbuuV37f7Xb9bNn7+70f2GU3fXDRw2gTbsWmIwm7qemMWHMTIdtX9xzmlrtw5n3zwoMOj0bp+el//QtS3ivx0xctBpGfjkdpVqJIIpcO3yBgxvktuqFt4aiVKt49Vu5Tt4+fY0f5hScxlcAiwXDn2vQDJkjP7tO7UGKv4eq48tYoq5jvlx0v0Nw80IzZC5IFqS0ZPQ/fVxk2MLs6tZ+hNtsuW4Z9m7Fcu8WmheHYrpxBdPJQ7h07Y2ybiMwm7BkppP1mezFoqxZH81LQ8FsQpIsZK3+ECmzBB65Zgup73+M/0dLEUQFmX/K9dpz1BAMl66Svf8QXuNHI2g1+L4jexuaY+NJmj4XZcUK+E0Yk3urjA0/YLp+s0S2o99cScWvFyCIIik/7kB/7Q6BkwagO3eN9F3HcK1XlfKfz0Hh5Y5Hx6YETuxPZLdxuISVI2T28JwmhcTVv6C/UoI2xWIh+6eVaF9dAKKI8cgOLLF3UPcYgPnONcznH/+6vjmaE9/5hOCV7yAoRNJ/3Ybx+m18xg1Cf+EqWXuP4FK7GkEr5iN6eKBt2xyfVwdyr/coMnfsx7VZOGV/WQWSRNbBE2T9U3AdweI06zZ8jNvUJbLm/X9jib6NS6/BmG9dxRRxGHXH56yDZiakzAx0X74LIO/4OXWJXL5TkshavaTE0mN3RhDUMZwuRz7ErNNzctIXuec67HyH3Z3kNiZi5loarRiDQqMmbvcZ4qztap15/fCqUwEkyLqbwOnpDtTpfChFkdfb1+DVX09hkSSeq12GKn7ufHY4klqBnrSrEkjLCn4cvp3E8+sPohAEJrWphrdryRbtj7Nq7XzkQ0w6PadttLbf+Q57rFrPzFxLw0K0FkXos82oNLgTksmMOdvAiTEf07i7g7rbVefV309hsUg8VztU1n3EqruyVfedJJ7/5hAKUWBS65Lr/q/j/+laZ/8WQkl2IHLi5EkjCMJfwIeSJO36l+y5W9dzQxCEmUCIJEkTH9f97zTuWGoVTBtgenCgJ4RC+/AvL4+K+xdrS822ccO7pWI38ZviF1X/byUxzv3BgZ4Q5y1PZrdYRyhjKjjd6N8gRvH41jYrKWXN+gcHekJUr1p6CxTPu1eyHWcfF8/rSu+ba4efnn5woCdEhWcc30DgcdPXJ7zUbL8z4N9dDyoHY2Tp1a2MW6XXT0lNeDLrvDlChWceHOZJkbDHcU/Jx4lf49IbDNi1tWQbGDxOus0vnecHwPa3Sj51+XHQZZ7jG+Q8brTjPim9RuVfQLdz5b/2Tuvaacz/u7R0eqo5+Y/AumnAMeDMvzWgZuVpQRBmIdeF28CQf9G2EydOnDhx4sSJEydOnDhx8p/Lf9iaaoIgdANWAArgS0mSluQ7/yHQ3vpTCwRKkuRtPWcGcqb+3JEkqeejxsc5qObkPwLr+mbVHhTuCdj9HutuoE6cOHHixIkTJ06cOHHixImT/0wEQVAAnwKdgXvAcUEQ/pAk6WJOGEmSJtuEHw80sLmFTpKk8McZJ+egmhMnTpw4ceLEiRMnTpw4ceLEiZOC/GetqdYUiJQk6QaAIAibgOeAi0WE7wcUv+32I+Lc/dOJEydOnDhx4sSJEydOnDhx4sTJfzplANvtfu9RxAaGgiBUACoBu20OawRBOCEIwhFBEHo9jgg5PdWcOHHixIkTJ06cOHHixIkTJ06cFORfXFNNEIRRgO022qskSVpVVPgH0Bf4SZIk2x15KkiSFCUIQmVgtyAI5yRJuv6w8QXnoJoTJ0+UwFWPbSPREnP1+dWlZrs0CSulHTgBVANmlIrdr5bNKxW7AN1NWaVmO6x5SqnZVp4sPTd4v/KZpWK3cbXS24zp/oVSM83fNwv9+PmvEKQqnXKmofR2j05f8GWp2R7s0+DBgZ4QCZTOzogAkq50dhT++WDp1a0XOseWmu21u71KzfZUj9IrZxvSSkf35ODsUrELcN6l9J6bXa7fKTXbES6lszt7pzvRpWLXyePFOoBW3CBaFFDO5ndZ67HC6AuMy3f/KOv/NwRB2Iu83tojDao5p386ceLEiRMnTpw4ceLEiRMnTpw4KYjF8u/9ezDHgaqCIFQSBEGNPHD2R/5AgiDUAHyAwzbHfARBcLH+7Q+0oui12BzG6anmxIkTJ06cOHHixIkTJ06cOHHi5D8aSZJMgiC8BmwDFMBaSZIuCIKwADghSVLOAFtfYJMkSZLN5TWBLwRBsCA7mC2x3TX0YXEOqjlx4sSJEydOnDhx4sSJEydOnDj5j0eSpC3AlnzH3sj3+81CrjsE1H3c8XEOqjlx4sSJEydOnDhx4sSJEydOnDgpiFR6awn/f8A5qObkkREEwQ/YZf0ZDJiBBOvvppIkGWzCTkLewaPY1c2tiwZOkyTphCAI7sAHQCcgFUgHXgfigL8kSarz2MT8SxyMuMzS9X9gsVjo3b4pw5/rYHc+JjGFuZ9/T3qmDovFwsR+PWjToCYAV29H8/aan8nI0iOKAhsXTsBFrXLYtnvbhpR5YyQoRJK/30HC5z/ZnXdrWpvQN0aiqVGRO+Pf5f7WQwBoalWizMJXUbhrkcxm4j/9gft/HSiR7oe1DVDp6zfRNqhO5vFL3Bq+oER2AcQKtVC3fQkEEdOFg5hObLM7r6jZAnXr55EyUwEwntmL+cJBAFStnkdRqQ4IAuY7lzD+80OJ7RfF3HeWse/gMXx9vPnt25WP7b45dH1zEFXb18eoM/D7tC+IPX/L7rxSo+bFzyfgUz4Ii8XCtZ2n2LX0e7swNbo34aWVk1j9zFxizt0s0pZnuwaUXzAcQRRJ+G4nsZ/+YndeUCupvGIi2rpVMKWkc33s+xjuJeDb+ylCxvbKDedaswIXuk1Fd+EWvj1bETL+BQSFSOrOE9x755sHalaGN0U77DUQFeh3bUb/60a78+ouPdF064VksUC2jsyV72O5dxtFWA20Y6ZZIwvZ33+F8dj/jzLu0rwJXpNeQ1CIZP6xhYxvvrOPV98X0PbsAWYz5tT7pC56D3NsXO55Qasl6Lt16PYd5P4HH5XItrJuEzQDxoEoYvxnC/rNm+zOq9s/g7rjc2CxIOl16NZ9iCX6NigUuA6bhqJCGCgUGA/uQP/Xd0VYKRxNiyb4TJNtZ/62hbSv7W17DHgB9+d6IJnNWFJSSVrwHubYeAACPlqMS91a6CPOkzB5Tons5tBswUDKdgjHpNNzYPIqkvLVL4CGr79I2AutUXu58W21EbnHa4/qTrV+7bCYzGQnp3Ngyioyo5Ictv30/EFUbx+OUWfg52krib5gb1ulUdPvs4n4VgjCYrZwedcpti+V06fHvFeo3KKWNZwLbv6eLKw3slA7vu3rU3XhUASFSMyGXdz++He784JaSa1PXsOjXmWMKelcGLWc7LsJ+DxVlypzByCqlVgMJq4v+IaUAxcQXdXUWT0F14pBSGYLSTtOcn3hxkJt2+lp3BT3V8cjiCK6rZvRfW9/jWufl9B0fxrMZiz3U0l/fymWeLmMu40YjbppcwCyNqxH/8+eBydwPnrOH0wNa3r/MO1zogpJ71c+m4RfhUAsZolLu06y1Zre3mX8efHd0bj7epJ1P4NNkz7lfmyyw7b7zx9GvfYNMegMrJn2MbcvFGyHp3w9F69AHxQKBVePX+SbeV8iWSyUq1WRwYtGo3JRYTaZ+Wbeam6eiXTIrqJGQ1x6jQBRgfHIdoy7fy48XL0WuA6ZRdayKVjuRSL4BKKd+SmWeHndaMvtK+h/+txhvQDNFwyknLVu7SuibjWaIdctFy831lfPq1t1Rsp1SzKbyU5KZ//UVWQ4WLeUdZqg6f+q3J7t24p+S772rF1Oe2ZGys5G9/UyLNF3QKHEdfAkFJWqg8WCbuNnmK+cKZFm+Hef2bYoqoajfnooiCKmE7sw7vut8HC1m6HpPw3dZ69jiboBogJ17zEoQivL157+p8hrH6Q7zKr7jyJ0v2DVLVksXN15it1W3Q0HdKTJoM5YzBYMWdlsnrWGxGtFrVluo6VaOC7PDJPz+vgujP/8WoTm5ri+Mp2sT2ZgiboOogKXPmMRQysjiAqMp/YWee2DNJdKXldvgMtzI2XdR3dg3FNEva7bAtfBM8laPhXLPbnNEEMq4NLnVdBoQbKgWzENTCXb6KS7je7fpn1BTD7dKqtuX6vuqztPsdOqO/yFp+g8ux/psfJGVcfWb+fUpr0P1lytAS49h4EgYjy+E+PeIvK6TnNcB84g66PpWKKuowx/ClXb53LPi8EV0H00DUvMrUKvd/K/i3NQzckjI0lSEhAOIAjCm0CGJEnvFxF8EvAtUJItA78EbgJVJUmyCIJQCaiFPKj20AiCoJQk6V/f4sxssfDOul/5YvYogvy86D/nI9o1qk2VskG5YVb/uouuzevxUueWXL8Xx2tL17D145qYzGZmf/odi8b1o3qFUFLTM1EqFY4bF0XKLBjDzVfmYYxNIuyPZaTtOIo+8m5uEEN0AnenLSdgZG+7Sy06PXenLMNwKwZloC9V//qQ9H2nsaQ5uBPhI9gGSPjiFwRXF/z6d3dcbw6CgLpdP/S/rkDKSEHTdxbmG2eRkmPsgpmuncS4174DLYZURgytQvaGtwFweXE6YplqWKKuljwehdCrR2f69+nJ7LeLqjIPT1j7+vhVCuaTtlMp0yCMpxcOZU2v+QXCHV61hVuHLyKqFAzaOJuwdvWJ3Cu/DKjdNDQb2o17px7wEiaKVFg0iqv93sQQk0StLe+Suv0Y2dfu5Qbx79cJ0/1MzrV+Fd+erSk3ZxDXx35A8q/7SP51HwCuNcoTtmYWugu3UPh4UHbuYC52m4YpOY1Kyyfg0bou6QfOFRsP7ciJZCyYhiUpAY+lKzEeP4jl3u3cIIb9OzFsl5dbUDVuiXbIODIWzsB85ybpM0aDxYzg7YvnsjXcP3EYLOairBWwXSplXBTxnjqRxInTMccnELj2c7L3H8J0y0bz1Ugyh45F0utx690Tz3GjSJn3du55z1FD0UecLZldAEFEM2gCme/OQEpOwP3NzzCePiwPmuXYPrwbw56/AFA2aIGm3xiyPpiFqklbUKrImDsS1C54vLMWw5HdSIkONu2iiM/rE4gfNwNzXALB6z8ja99hTDdtbF+OJPYnWbd7n2fxnjCKpNkLAUj75gdEjQb3558puW6gbIf6eFYK5ufWUwloWIUWi4fw17NvFgh3d8cpLq3bQZ8D9nU86fwt/ug+D3O2geqDOtJkbj/2jv3EIdvV2oXjXymYZe2mUK5BGD0XDWNlrzcKhNu/ejM3D19EoVIwbMMcqrWrz9W9Z9jy9re5YZoP7kJo7YqFGxIFqi8ZzumXFqKPTqLxtsUkbDtB1tW8F9bQ/h0wpWZypPkEAnu1pMq8AVwYtRxjcjpnBy7FEJeCW41yhG+aw8HwMQDc+fxPUg9eQFApaPDTG/h2CCd5d0TRgkURj/GTSH19KpbEBHw++QLD4YOY7+TltSnyGinjRoFej+aZ53AbOYb0RW+hbtocZVg1UsaMALUK7/dXYDh+FCnL8W5IDWt6v9tuMuUbhNF70XA+6VVw1+V9q//iujW9R22YS/V29bmy9wzPzB7AqV/2c/LnfVRpUZtuM/ry/ZTPHLJdr11DgiqFMLPda1RuUJWBi0axsNesAuE+G/cB2Rk6AMZ9Pp0mT7fg2J8HeWnmQH5f8QPn9p6mXruGvDRrIEv7FnwOFEAQcXl+NLqVbyDdT8J18geYLhxDirtrH87FFXWbnphvX7E7bEmMRffBJIc05ienbv1orVstFw/hz0Lq1p2dp7j41Q5e3J+vbl24xe895LpVY2BHmszpx55XHahbgohm4Hgy339dbs/e+BRjxCF50MyK4chuDHut7Vl4CzR9x5K1bBbqtj0AyJg3EsHDG7cp75CxYBzYLeVTPP/qMzufbvWzw8le9zZSWjKasYsxXTqBlHDPPpxag6pFD8x38vo/ijotEJQqdB9PBZUa14kfYjp7ECk1AUcJa18f30rBfGrV3WPhUNYWofu2VffAjbOp0q4+1/ee4fzvhzi1Qf62X61TQzrPHcB3gx+wE7wg4tJzJLo1C5DSknAdtxTTpeNI8QU1q1s9badZWbcFKFToVkwBlRrt5BWYzhwosebSymuX3qPRrZov1+uJ72O6WFS9fta+XosiLv2moP/uQ3lQSesBZgf7R1aqWvP6o7ZTKWvV/WUhug9ZdSsK0X3hryNseePrkmnuNRLdl2/Jml97F9NFx/LaFLEPU4TcPxWDy6MZNPN/d0DNsQ0E/mdx7v7p5IkgCEJHQRBOC4JwThCEtYIguAiCMAEIBfYIgrDHGu5zQRBOCIJwQRCEtwq5TxWgGTBXkmS/U0mSbkqStNkaRCEIwmrr9dsFQXC1XjdSEITjgiCcEQThZ0EQtNbjXwmCsFIQhKPAu4IgVBEE4Yg1ngsFQciwsT3deo+zOXETBMFNEITN1vueFwTh5ZKmzfnIO5QL9qdskB8qpZJuLcLZe+JCPuGQodMDkJGlI8DHE4DDZ69StXwI1SuEAuDt4YZCdLwaa8OrYrgdg+FuHJLRROqf+/Ds0swujPFePNmXbyHl6wgabkZjuCUPQpnikzEl3Ufp6/mv2AbIOHQWS6bOYXu2iEEVke7HI6UlgsWM6epxFJXrOXaxJCEolCAqQaEEUYGUlfZQ8SiMxuF18fL0eGz3s6V650ac+Xk/AFGnI3Hx1OIe6G0XxpRt4NZheX1Oi9FMzPlbeAT75p5vN/UFDq38E5PeQHG4NaiK/lYM+jty/ib/fgCfrk3twvh0aUrij7KHSPLmQ3i0LpgHvr3akPyH7B2mKR+E/mYMpmQ5vdP2n8G3R4ti46EIq4ElNgpLXAyYTBgP7EbdpJV9IJ3Ny7RGk/fSY9DnDqAJanWJXoag9Mq4ulYNTPeiMEfLmrN27kbzVEu7MIZTEUh6uU0xXLiIIjAg95yqelVEXx/0R0+U2Laicg0scVFICTFgNmE8ugdVQ3vbZOelt+CisTkhyb9FEUHlgmQ22efNA1DXroHpbhTmKKvu7XvQtrW3rT+Zp1t//hLKoDzd+uOnsZRgYCU/5bs2IvInuawmnLqO2ssN13z1K+ecLj61wPHYQ5cwZ8v1KuFkJNoQ3wJhiqJml0ac/kWu23dPR6Lx0OIRYG/bmG3gprVum41moi/cwjO4oI16PVty5o9DBY4DeDYMI+tmLNm345GMZuJ/O0RAtyZ2Yfy7NSbmh72yjj+P4NNadh7POH8LQ5zsTZB5+S6iRo2gVmLRGUg9KD/zJKOZ9HM30YT6FatXWb0m5ugoLLFyXmfv3Y26ZWt7vWdOgzWvTZcuogiQ81pRoSLGc2fkup2djenGddSNmxWwURy1ujTilDW975yOxLWI9L5uk95RF27iFSzrCqxalshD5wG4fvgCtTs3cth2gy5NOPTLPwDcOH0NrYcbXvlsA7kDagqlAqVKadd+ubq7yv97akm15smDEMtXxZIYg5QcB2YTptP7UdYpmG7q7gMw7P4ZjMU/I0pChS756pZnyepWjG3dOhWJm4N1S1G5Opb46Lz27NheVA3yPT/yt2fWdBZDK2C6FAGAlJ6KlJWBomI1h+zm8G8+s20Ry4ZhSY5FSokHswnz2YMoazYuEE7dqS/G/b/n80ySQO0CoghKNZhNSPqSPceqdW7EWRvdmiJ0386nO6c9M2Tk2VNpXRyyKZYLw5IUi5RiLd9nDqCs2aRAOHWXfhj++RVM9ukpqOVnF6qH01xqeV2+qqw7p15H7EdZu2mBcOqu/THs+dlOt6JaAywxt/IGlbLSSzwl0Fb3vSLy2mij25wvrx8GOa9t2rIzB1DWKkLzP78V2ZYp67fBdKZksxec/O/gHFRz8iTQAF8BL0uSVBfZI3KsJEkfAdFAe0mS2lvDzpEkqTFQD2grCEL+t+zaQIQkSUV9CqkKfCpJUm3kqaF9rMd/kSSpiSRJ9YFLwHCba8oCLSVJmgKsAFZY45n7yUIQhC7WezdF9sJrJAjCU0A3IFqSpPrWaad/lyBdAIhPSSPYzzv3d6CfF3Ep9+3CjO3Thc0HTtF53ELGvbuWmUN6AXA7JhFBEBizeDUvz1rOuj9KNoVFFeSHMTox97cxJglVUPEvM4XhWr8qgkqJ4Xbsv277YRDcfZDS814kpIxUBHefAuGUYQ3QDJiLuseo3POW2JuY713FdeRSXEe8i+X2RaQUx3WXJh7BvqRF5015SY9NxiOooO4cXDy1VOvUkJsH5Ze/4DoV8Qr141pxHiRW1MG+GGzy1xCThCrYPn9VwX55YcwWzGlZKH3sBxR9n21N8m9yhyv7VgyaKqGoywaAQsS7azPUof7FxkP0DcCSmPe12JKcgOAXUCCcS7deeH66Ae3AMWStzZvuqKhaE8/l6/Bcto6sL5Y57qVG6ZVxMcAfc3x87m9zfGLugEJhaJ/tgf7wMfmHIOA1YSz3P364qceCjz9Scr709imYR+qOz+H+3jdoXhpF9reyx4jx+D4kfTYeK37E48ON6Lf+gJSZ7rBtRaA/5rg826b4BBSBRZcP9+e6ozt0zOH7PwhtsA+ZNvUrMyYZbXDR9as4qvVrS9Qex6eKeQb5cD86b/pgWmwynsXY1nhqqdGxIdcP2n/A8S7jj2+5AG4culDodS7BvuhtNOqjk3DJ93LjEuKL3jq1TjJbMKdnofK1r9cBzzQj/dwNJIO9c7jSU4t/l0Yk7y/G+xQQ/f0xJ+SVcUtiAgr/ovNa070HhmNHATDdiETdpCm4uCB4eqEOb4AYWHT9KAyvIF9SbdIhNTYZr2Je8jSeWmp2bEiktS2NuXSbOt3kl7g6XZug8dCi9XZ3yLZ3kC/JNu1KSmwSPsGFtytT189jxcm1ZGfqOL7lCAAb31rLS7MG8cGhL3h59iB+eneDQ3YFLz+k1Dy7Umoigpe9XbFMZURvf8yXCg7Ii75BuE5Zjuu4dxAr1XLIZg7561ZWTDJuj1C37jlYt+T2zKacJScg+BRMa3WHnrgvXY/mpZFkb/wUAPPdG6gatJA/EvgHo6hYDcE3sERx/Tef2bYInr5I9/PsSmnJBfM6tBKClx/mK6fsjpvPHwGDHu3M1WhnfI7xwJ+gy6Ak5NedVkLdAI0HdWbcvmV0nNWPbfMf7MUka7Yp30VoFr38C2g2nTuMZMjGbdaXuL3+BYZ9fzyy5n8trwvU66Ri6vVJ++MBoYCEZuSbuE5ahqpdQY/7B+FZSF57FqNb46mler68rtm9CWP/XsxLn0/E04EBc1mzTfm+n4TgZX+dGFoZ0csP8+WT+S/PRVm/FaaI/+FBNcny7/37f4hzUM3Jk0AB3JQkKcd/9mvgqSLCviQIwingNPIAWsl6XrKdCOvfJ4GK1r/rCIKwXxCEc8AA671z+NFmkK4F8KP1b9sFWrpY/50GTgE1kAfZzgGdBUFYKghCG0mS7EfDAEEQRlm9706s+WVb/tMOsfXQaXo+1Zgdn87l0xnDmPPZd1gsFswWM6ev3GTxuP589ear7D5xnqPnrz2UjYdFGeBD+WVTuDd9RYk9ef6TMd88i27dHLI3LMRy5xLqLoMBELwCEH2D0a2ZhW7NTMRy1RFDw0o5to8fQSHS5+PXOLZuG6l3E0AQ6DJ3ANsXOvYC9jhwa1AVi06P7oo81cZ8P5Nbs76gyufTqPnrOxjuxSOZH8/DVv/3b6SNG0DWN1+g6TMw97j52iXSJg0l7fXRaJ4fIH+F/i/CtWsn1DWqkb5BXp/Erc9zZB86iiUh8QFXPhqGXb+TMX0g2T+sxqXnK4Ds5YbFTPqkl0if+gou3V5ECAh5Iva13TuhrlmNtPWPbz3Ex0Xl51vhV78y5z7f/ODAD4GoEHn5o9c4/NXfpNyNtztX99kWnN9yDMny5Npyt+plCZs3gCvTVtsdFxQitVdO5O6XW8m+HV/E1SXHpWNnlNWqk/WjPJXfePIEhmNH8FnxKZ6z38B48QI8pnakMESFSP+PxnPwq20kW9N786INVG5Wk4mbF1O5eU1SY5KwPIGpNB8MeptJTUegVKuo2VL2GGz/Sle+e/srprYczXdvf8XQpa8+HmOCgMtzw9H/vrbAKSktmcy3h6NbNgn972vQvDIVXFwfj90SUOX5VvjXq8zZlY+3bhl2/0HG64PI/vFLXJ4dAIBx/1YsyYm4z/8M1/6vYoq8UKKPMiXlX31mCwLq7oMxbF1f4JRYNgwsFrKWjCLr/XGoWj2L4FOywcQSRUUh8rytbisn1u/g06emsHvJJlqP7/UYDAm4PD0E/eavCpwSy4WBZCFz8Uiy3h2Lus2zCD5BBe/xmPi389ql5zD0f64reE5UoKhUi+wNH6D7dCbKOs1RhDk46+MhEK26j67bRoo1r6/sPMXyVpP4vNssru8/R+9lYx7dkCDg8kzheZ0bl3JVkQx6LHF3igzj5H8b55pqTkoN69po04AmkiSlCILwFbKXmy0XgPqCICiK8FbT2/xtBnJ6bV8BvSRJOiMIwhCgnU04RxYBE4DFkiR9UUi8GwI9gIWCIOySJMluRXFJklYBqwCyT/1R4E0l0MeT2KTU3N/xSfcJ8vGyC/PrnuN8PktedLd+tYrojSZS0rMI9PWmUY3K+Hi6AdA6vAaXbkbRrE5VBySBMS4JlY2njyrED2Oc4wtji+6uVFo3n9j3vyHr9JUHX/AYbT8KUkYKgkfelzDB3RspI98UmOy8YmG6cABV6+cBUFQJxxx7E4xyUTPfOo8YUhlLdAnWsPgXaTyoMw37yo6g0Wdv4Gkzrcoj2Jf0Iqb+PLNkOEk3Yzm6Vna+dHHXEFi9HIM3zQXAPcCLvmumsmn4B4UuhmuITbbzIlOH+GGMtc9fY2wS6lB/jDFJoBBReGoxpeR5Jvk+15rk3/fbXXN/xwnu75C9IAIGdH7goJolOQHRP88LRfQNQEoqep0T48HduI2aXGCRR0vUHaRsHYrylTBfd6ysl1YZtyQkogjMe4lRBPpjTiio2aVJQzyGDCDx1clglKfvqOvUQl2/Lm59nkNwdUVQKZGydKR9vrrA9YUhpSQi+OZL75SiB+iMR/fgOngiOkDVvCOmc8fBbEZKT8V87TzKStUwJsQUeb0t5vhEFDbTOZWBAZjjC9p2adoQr2H9iRs1JVf3w1JjcCeqDZDrV2LEDdxs6pdbiC9ZsY5NrcshpE1t6k/oydY+i7Dk8+LKT7OBnWnST7Z978wNvELzvrR7BvuSVoTtXotHkHgzlkNrCzpW13u2BX/OK+TlyYo+NhkXG40uoX7o8y2wr49JxqWMH/qYZASFiMJDizFZrtcuIb7UXTeNi699iu62/Vp51T8YTdbNWO6t2lKsbgBLYiKKgLwyLvoHYE4smNeqBo3Q9h9I6tQJdnmdtfFbsjbK68h5zJqHOepugWvz02JgZ5r1kzcRunvmBt426eAd7FvkRgN9Fo8k8WYsB9ZuzT2WFp/CN2M+BECtdaFOt6ZkpxU99bjDwG607dcJgJtnIvG1aVd8gv1IiS26XTHpjZzecYyGnZty8cBZWvVpx8a35IGv45sPMXTJ2AdJB6zeHN55dgVvfztvJlxcEYMr4DpukXzewwfN8Dlkr1kkL2qeJZcBy73rSEmxiAFlchc7L4yagztRvb+1bp2xr1vaEF8yS1i3QlvXJnx8Tza/8OC6lYPcntmUM98ApJSi09p4dA+uA+X2DIuF7E15mzG4zVmBJe5ekdfmUFrPbFvye2nl91xD7YoYVA7NiDfl8+7euLzyOvpvl6Ks3xrztQh5ADEzDfOdy4hlqmBOKX6gvPGgzjQoQrfnA3Qn34zlWCHtGcD5Pw7TfeFQoED3vRDNNuW7UM3lcR21IFezZtBMstcvQVm/DearsmYpMw3z7csoylbBlFL8eqD/EXldoF77FV6vx8prjwoePmiGziF73SKk+0mYb1zIrdumyycRy1bBHFn8eqxNBnWmkVV3VCF5nVaE7meteX3EJq91qXkegac27aHzrH7F2s7TbFO+vfyQ7tu03y6uiMHlcR31tlWzN5ohs8j+arG8MQWgrN/aOfXTuaZasTg91Zw8CcxARUEQctx5BgL/WP9OB3LmhXgiD3DdFwQhCCiwOrckSdeBE8BbgiAIAIIgVBQE4ekHxMEDiBEEQYXsqVYUR8ibMtrX5vg2YJh151EEQSgjCEKgIAihQJYkSd8C7wENHxCPAtSuUo47sYnci0/GaDLx9+EI2jayd9AL8ffO9UC7ERWHwWDC19ONVvWqce1uLDq9AZPZzMlLN6hcxvGvY1lnrqGuGIqqbBCCSon3s0+RtsOx6VCCSkmFL+aQ8stuux0L/w3bj4ol7jaCdyCCpx+ICpTVmmC+ka8ToM1bH05RuT4W6yYGUnoyijJVQRBBFFGUrVZgg4P/JE6s38GqHrNZ1WM2V7afoH6fNgCUaRCGPl1HRiHrz7Sf9iIaDy3b3srbWVOfruP9BmP4qPUkPmo9iXunI4vtsGVGXMOlUgjqcoEIKiW+z7UmZftxuzCp24/j/6LcsfJ9uiXpB22mfAkCvs+0Ivl3+06L0k8ecFZ4uRE4uDsJ3+0sVr858gpiSFnEwGBQKlG17oDhhH15FUPK5P6tatQcc4y86LoYGAyivPGHGBCEokx5LPGOT/UtrTJuuHQZZbkyKEJkzdpOHcjef9gujKpaGN4zppA0fS6WlNTc4ylvvkNc737EPd+ftI9XkrV1h8MDagDmm5dRBJVB8A8GhRJVs/YYT+dL76C89FbWb445zrojYFI8yloN5BNqDYoqtTDHPHiwI1f3xcuoypVBEWrV3aU9un32tlXVw/CdPZmEKfPsdD8sl7/eyR9d5vBHlznc2XaSsBfkdb0CGlbBkJZV6PpOReFbuwItlwxj19BlZCc9eJ3Go9/s4JMes/mkx2wubT9Bg+flul3OWrfTEwra7jT1RVw8tGxZUHDXXP8qobh6uXHnVNHezumnr6OtHIKmfACCSkFgr5YkbrOf6pe47SQhL7UDIODZ5qQckKeSKj211Nswk+sLN3L/uP3AdOWZL6P00HJt7lcP1A1gunIZRZmyiMFyXmvadcBw+KBdGGWVqnhMmkraG7OQUlPzTogigofcvisqVUZZqTKGEw9eP/DwNztY3mMWy3vM4sL2EzS0pnf5BmHo0rMKTe+uU19C4+HKnwvsPXq0Ph5YuzC0f/U5TljXoCuK3d/8zfwe05jfYxqnth+j5fNtAajcoCq69Czu57PtotXkrrMmKkTqd2hEzHW5nqXGp1C9ueysX7NlXeJuOfb8sty9hhgQiuAbBAolygZtMJ8/mhcgO4vMN14ha+FIshaOxHL7St6Ampun/MwEBN8ghIBQLMnFt6WXvt7Jb13n8FvXOdz+275uGdNLVrf8aleg1ZJh7BjmWN3KwXzzCopAm/asabvi27N6zTDnDJypXUAtfxdW1moo70Ib/WCvltJ6ZttiiYpE9AuRPcwUShT1WmG6bFNH9FlkvTMc3fvj0L0/Dsvda+i/XYol6gZSaiJiZdkrEpULinLVsCQ8eOfNE+t3sLrHbFZbddez0Z1dhO520+T2zFY3gG/FvH5w1Q7hJN968HPbci8S0T9Ps7J+a/tpzPosMhcOJevdsWS9OxbL3atkr1+CJeo6UmoiiofUXOp5ffearNvXqju8DeYLNv2U7Cwy5w8k651RZL0zCsudK2Svk+u16copxOAKsge/KKKoXMchz63j63ewssdsVvaYzWUb3WWL0d3Bmtd/58tr2/XXqnduRGJk9IM137Mv33Je2/RPs7PIXDCErKVjyFo6Bsudq3YDaggCynotnYNqTorF6anm5EmQDQwFfhQEQQkcB3IW7FkF/C0IQrQkSe0FQTgNXAbuAgcLvRuMAD4AIgVB0AGJwPQHxGEecBRIsP5f1Erwk4BvBUGYg7w+2n0ASZK2C4JQEzhs7QhnAK8AYcB7giBYACPg2CdfG5QKBbOG9GLs4tVYLBZ6tWtKWLlgPv1xG7UrlaVd49pMfeVZFqz+kW+37EcQYMHYlxAEAU93LQN7tKH/nI8QBGgTXoOnGtZ03LjZQvQbK6m8/i1QiKT8sBP9tTsETR6A7tw10nYew7VeVSp8MRullzueHZsQNHkAV7uMw+vp1rg3rY3SxwOfFzoCcHfacrIvOraF96PYBqjywxJcqpRFdNNQ4/A67r3+ERn7TjtmW7Jg2Ps9Lr0mgCBiungIKTkGVfNnscTdxnzzLKrwDvLmBRYLUnYmhh3ymhzmyFOI5aqjeWUeSGC+fQHzzeLX/ykJ0+cv4fjps6SmptGx1yu8OnwgfZ7t+ljufW13BGHtw3lt37LcbepzGLXlHVb1mI1HsC9txvciITKKUZtlj4Pj67dz2oEtyu0wW7gzdzXVN84HUSTx+11kX71L6LR+ZJ2JJHXHcRI27aTyR5Ooe+AzTKkZ3Hj1g9zLPZrXwhCTiP6O/Zfe8guGo61VEYDoD39Af+MBHSiLmawvV+A+7z0QRQy7t2K5ewtN36GYI69gPHEIl+69UdVrhGQyI2Wmk/nJYgCUNeui6d0fyWQGyULW6uVI6QVmeBebBqVSxs0WUj/4GP/lS0FUkPnXVkw3b+ExcgjGS1fJPnAIz9dGI2g1+C6Sd9kyx8WTPGOu49qKwmJB983HuE1fCqKIcd9WLFG3cek9BPOtK5hOH0bdqRfK2g3BZELKykC3eikAhl2/oR0xA/d31gAChv1/Y7l7w3HbZgvJ731M4MdLQSGS+cdWjDdu4zV6CIZLV9DtO4zPhFGIrq74L5F3xjTFxZM4Rd61MXD1clQVyyG4uhK6eRPJb79P9hHHN2u4tyuCsh3q0+fgB5h1BvZPWZV7ruf2RfzRZQ4Ajef0pXLvlihd1bx04iOubtxLxLJfaDKvHyo3De2+mABAZlQSu4Yuc8j2lT0RVGsfzpR/PsSo0/PL9Ly6/dqWd/ikx2w8g31pP7438ZFRjLPW7SNfb+fE93sB2Uvt7J+HC7t9LpLZwtVZawnfNAdBIRL93R4yr9yj0oyXSD9zncRtJ4nZuJtan7xG8yMfYUrN4Pzo5QCUHd4NbaVgKk59gYpTXwAg4uWFiColFSf3IfPqPZrslMvCvbV/E7Nhd9ERsZjJ+GQ5XovfRxBFsrdtwXz7FtrBwzBdvYzh8CHcRo1BcHXFc56855E5Pp60N2aDQon3hx/LerIySVu6qMTT8i7vOU2N9uG8/s9yDDo9P9qk96Qti1neYxZewb50HN+buMgoJm5+B4BDX2/n2Pd7qNK8Jt1n9EWS4OaxS/z6RtHegfk5u+cU9do3ZOk/n2LQ6Vkz/dPcc29teZ/5PabhonVh4pezUKpVCKLA5cPn2bNBXn7iq5mf03/+MESlAqPewFezHFw/0WJB/8sXuI56U67bx3ZiibuLult/zHcj7V/E86GoUht1twFgNoEkof/xM8hyfM2pu7vluvXigQ8wZdvXrV7bFvFbV7luNZnTlyq95LrV9/hHXPluL6eX/UKTuXLd6rBSrlsZUUnsHOZA3bJY0G34GLepS2TN+//GEn0bl16DMd+6iiniMOqOz1kHzUxImRnovpR3mRQ8vOXrJAtSShJZq5c4rDeHf/WZnU+34c81aIbMkftIp/Ygxd9D1fFlLFHXMV8uul00Ht2Gy/Ov4jphGQgCppN7kEo4RS7SqnvcvmWY8ukeueUdVtvoToyMYqSN7ohNe2k8uAuVW9fBbDSTnZbJH1McKOMWC/o/vsR12DwQRIwndmOJv4u6U1/MUZGFrhOYq/nI32heGIfrpOUIgPHkHiyxt4sMXxilmdf6X1fhOvJNWffxXXK97mqt1xeL+RCoy8S473dcJ34ASJgvnSyw7tqDuLY7gqrtw5lg1f27je4xW95hpfXZ9ZRV92ir7mPrt3Nq016aDelK9c4NsZjM6O5n8ts0B/P69y9xHf6GXK9zNHfui/nedfsBtkJQVKqFdD9J3ujgf5n/p2ud/VsIhe1A5sTJ/wrWXUF1kiRJgiD0BfpJkvTc47p/YdM//y2uPu+4t8l/E2GTyzw40BNCNWBGqdhd3GheqdgF6G56+N0TH5Ww5iWbDvQ4uXvyyezY6gh+IY7MYH/8uFcTSsUuwP3C19H/V9gV82TWeXOESFXpdGI76hybLvckqFuv9F5c3rsWWmq2E3h8u2eWlI+ff7Rp0Q/L9z84voP44+aFzqW34dCK3U9u/a0HMfWV0itny74tnTVKJ/fPLhW7AMs25l/V5t9jyosl2zzhcfL+j45txPK4mda35DuoPy7cl/5Sep2kfwHdL+/8a++0rs/P/n+Xlk5PNSf/6zQCPrFOLU0FhpVudJw4ceLEiRMnTpw4ceLEiZP/EJxrqhWLc1DNyf80kiTtB+qXdjycOHHixIkTJ06cOHHixIkTJ/+/cA6qOXHixIkTJ06cOHHixIkTJ06cOCmI01OtWJy7fzpx4sSJEydOnDhx4sSJEydOnDhxUkKcnmpOnDhx4sSJEydOnDhx4sSJEydOCuLc3LJYnLt/OnHyBOlfoXepVbBB2S6lZZpa5RJKzXZp8lVCcKnYnXXy7VKxC3Cj9bhSs70ly6/UbOtLcV+i0mpULgult6tWQ4trqdke1OReqdnecrhsqdj1NptLxS5Ay6diSs32kuOlt9Nr69LboBAPqXR2e23Qo/R2cP5id+k8rwGGVrtbarZ3XiidNgWgc93SaUu3nStXKnYBGroll5rttMzS23nUy710GrTUjNLT3Dz6v3z3z+/f+vd2/3x5/v+7tHRO/3TixIkTJ06cOHHixIkTJ06cOHHipIQ4p386ceLEiRMnTpw4ceLEiRMnTpw4KYhzo4JicXqqOXHixIkTJ06cOHHixIkTJ06cOHFSQpyeak7+6xAEIRhYDjQBUoE44DegpyRJz5RaxPIx6M3hhLdvhEGnZ+W0j7l1/kaRYad+OYvA8sG83mUiAM16tKTP5JcJDSvLvJ4zuHnueqHX1Vw0GP+ODbDo9Jyb8Dlp524VCONZrxJ1PxqLqFGTuOs0l+Z8DYDK2436qybiWi4A3d0EIkauwHQ/EwDflrWo8fYgBKUCY3I6x3ovAEDpqaXOstH41Q0BSSJpwfsYzl3MtaVp0QSfaeNAFMn8bQtpX2+yi4vHgBdwf64HktmMJSWVpAXvYY6NByDgo8W41K2FPuI8CZPnOJjKeTysbVW1KvjOnITgpgWLhbS1G8jasbfE9ru+OYiq7etj1Bn4fdoXxJ6/ZXdeqVHz4ucT8CkfhMVi4drOU+xa+r1dmBrdm/DSykmsfmYuMeduljgO+Zn7zjL2HTyGr483v3278pHvZ4u2dSOC5owBUeT+T3+TvPpHu/OujesQOGs0LtUrET11CRnbDuSeq3bhL/RXbwFgikkg6tW3Smy/3VsDqdQ+HKNOz/apq4jPl94ALae/SK0+rXHxcuPTmiNyj3uE+tF12WhcPLUICpEDS77n1p4zDtvu9OZAqlhtb562irhC8rrX5xPwKR+IxWIhcudp/rHmdbmm1ek4fyCBNcrx+/hPuLLluMN2O9vY/asIu73z2d1rtdtkRHfC+7bDYjKTlZzO5umrSItKctj2gPnDqN++IQadgdXTPub2hYLlc+rXc/EO9EGhUHDl+EXWz/sSyWKhXM0KDFk0GhethsR7CayctJzsDMfXb2v71kAqtg/HZM3rhELyusX0F6lpzevPbfL6qTcGULZFLTl9XNVo/TxZWXe0Q3aV4U3RDnsNRAX6XZvR/7rR7ry6S0803XohWSyQrSNz5ftY7t1GEVYD7ZhpciABsr//CuOxA4VYKEijtwdSpoOs9fDkVaQU0qb71q1Ii+WjUWjURO2O4OS8bwDwqV2epkuGIWpUSCYzx2d9RVLEDVQerrT8ZCxuoX4ISgWXVm4heeMeu3vWWjSYwI7hmHUGzhTzLKn/0RgUGjXxuyK4aH2W1HijP0FdGmIxmsm6FceZiSsxpWXh/1Rdaszti6BWIhlMXFqwkaQDF4pP76E26f1bvvTunC+9v5DTOwfBPxCvD79G98NX6P/8Pv/tH0jP+YOp3j4co87AD9M+J/qCfRqoNGoGfDYJvwqBSGaJi7tO8vdS+TnjHerHSx+MRePphiiKbF36HVf2Rjhsu/bCwQRZ0z9i4ufcLyT9vepVInyFnP5xuyK4MFdO/+ozXiS4W2MkiwVDYhqnJ65EH1f4Wma+7cMJWzgUQSESs2EXdz7+ze68oFZS85PxeNSrjDElnYujPiT7bgI+T9Wj8twBuXl5fcE3pB44L1+jUlJ18XC8W9YCi8SNxd+RuPlosXqVdZqg6f8qiCLGfVvRb7F/XqvbPYO643NgMSNlZ6P7ehmW6DugUOI6eBKKStXBYkG38TPMVxxvuwuj45sDqWxtV7cW0a4+9/kEvMsHIlnb1X1LS16+AFSNm+L+6ngEUUS3dTO67+3LuGufl9B0fxrMZiz3U0l/fymW+DgA3EaMRt20OQBZG9aj/2dPgfsXRsO3BxHaoT5mnYEjk78otE3xqVuR5svHoNCoiN59hlPz1gPgXbsCTZYMQ6FRYTGZOTFrHckRNyjTtRH1pr+AJElYTGZOzf+GxGNXi9TsNmY8gkIke+tmdD/Ya9Y8/xKabnmaM5bladYOt9G8cT0GBzU/iXZU7aWl+bJRuFcIxKw3cmTKau5fKXoNObc2jQiaOxpBIZL6wzaSVuXrIzWpQ/CcUbhUr0TU5CWk/33Q7rzo7krlrV+QvuMwcQs+f6Bmr3YNqPD2MARRJP67ncR88qvdeUGtpMpHE3GrWxlTSjrXxnyA4Z68PrJrzQpUWjoGhYcrWCTO95iBpDfi27MVZSb0AYVI6s6T3F30zQPj4damEYFzrLp/3EZyft2N6xBk1R09eQnp2/J0V7/0Z27f0BidQNTYBQ/UXNFGc3QhmsPyadZbNWvzaT5n1VxjwzxUgT4ISpH0o5e4OXv1/44H1/+KzofE6anm5L8KQRAE4FdgryRJVSRJagTMAoIe8b6PdQA6vH1DgiuFMqXtq3w563OGLSz6Ja5Jt+ZkZ9kv+Hn36h0+HL2Uy0cvFnEV+HcMR1sphP3NJ3F+2mpqvTui0HC13h3O+amr2N98EtpKIfh3CAeg0vjnSNp/nv0tJpO0/zyVxz8HyANntZYM49Sg9zjYdjoRI5fn3qvmwsEk7okg5oWhxPQbhfFm3gsNoojP6xOInzCLmBeHoe3aAWWlCnZxMVyOJHbgWGL7jSRr1z68J4zKPZf2zQ8kvbGkSL3F8gi2pWw9SfOXEPvycBLGz8Rn6qsI7m4lMh/Wvj5+lYL5pO1U/pq1hqcXDi003OFVW/is43RW9ZhNucbVCGtXP/ec2k1Ds6HduHcqsoTii6ZXj86sXLbwsd0vF1Ek6I1x3Bs5j5vPjMbj6Xaoq5S3C2KMiSd21gek/VWwEyxlG7jd+zVu937toQbUKravj3fFYNY9NZWdM9fQYdGQQsPd2HmK73rOL3C82YTnuPrXUTb0mMuW1z6hw8LCry+Myu3r41MpmC/aTuXvWWvoWsS1x1ZtZnXHGazrMYeyjatRuV09ANKik9g89Qsu/n7IYZsAVax2V7adytZZa+hWhN2jqzazquMM1uazG3fhFuuemceabrO5vOUY7Wf1c9h2vXYNCa4Uwox2r7Fu9ucMXjSq0HCfjvuAed2nMrvLJDx8vWj6dAsAhi15lR+WfsvcblM4ue0oPUY957DtnLz++qmp7Comr2/uPMWmQvJ634INbOw+h43d53Dmq+1E/n3CMcOiiHbkRDIWvU7apMGoW3dALJuvTdm/k7Qpw0ifNoLs375DO0Te1MN85ybpM0aTPm0EGW/PQDtmKoiKB5oM7VAfz0rB/NFqKkdnrKHp4sK1NlkylCPTv+SPVlPxrBRMaHs5jxvM7ce5Zb+wtfMczr73Mw3mynlcbUhn7l+NYkvnOezss4iGb/RHUOXFJ6BjOG6VgtnbfDLnpq2mzrvDC7Vb991hnJu6mr3NJ+NWKZiADnL7lfjPOfa1ncH+9q+TeT2GsAly/hqS0zk+8H32t3udiAmfE/7Jq8Wn93Brek8ejLpVIel9YCdpU4eRPn0E2b9/h3aw/SYq2sHjMJ4ufjCnKKq3C8e/UjDvtZvML7NX03tR4Wmwb/VffNBxGiuenknFRtWpbm3DO7zWm7Obj/DR07PYOP4jei0c5rDtwI7huFcOZneLyZyZtpq6S4tI/6XDODN1NbtbTMa9cjCB1vS//tlf/NPhdfZ1mkXcjlNUm/J84YZEkapLhnO2/yKOtZlMYO9WaKvZL2of0r8DptQMjjYfz70v/qLyvFcAMCancW7gEk60m8rlCZ9Q85PxuddUmPQ8xsT7HGs5kWNtJnP/cNH9FgAEEc3A8WR+OJuMOcNRNWuPGGr//DAc2U3GvJFkzB+Dfuv3aPqOBUDdtgcAGfNGkvn+67j2HQ3Cw693ndOer247lW2z1tC5iHb1+KrNrOk4g696zKFM42pUsrarJUIU8Rg/ifuzZ5A8YjCa9h1RlLcv46bIa6SMG0XK6GHo9/2D28gxAKibNkcZVo2UMSNImTAW1xf7Imi1DzQZ0qE+HpWC+avVVI7NWEPjxYX3TZosGcax6V/yV6upeFQKJqS9XLbC5/bj/LJf+LvzbM699xPh1jYlbv95tnaaxd+dZ3NsyiqavT+ySM3u4yaRNncGKSMH41KIZvP1a6SOH0Xq2GEYDvyD2whZs8qqOXXsCFInjMW1j2Oan1Q7WnvCc6RcuM2WTrM5PHEljRcMLDoSokjwm69yd8QbXO8+Bs9n2qIOs99MwRQdT/Try7j/595CbxEwaRBZx88/UG+OvYrvjOTKgIWcbTcRv+fa4FrVvm4H9OuEKTWDM63GEbP6T8rPHSSfUIiEfTyRWzO/4Fz7SVx6YR6S0YzSx53y8wZx6aU3Odd+EqoAbzxb131gPILmv8q9kW9wo4dVd5V8umPiiZm5jLS/CuqWsg3cem48t54b/8ABNUSRSu+M5PKAhZwpQnOgVXNEIZqrfDyRmzO/4Gz7SVy0aga4Nvp9znWewtn2k1D6eeL3bIvi4+HkfwbnoJqT/zbaA0ZJknLdbiRJOgPsB9wFQfhJEITLgiBssA7AIQjCLUEQ/K1/NxYEYa/17zcFQfhGEISDwDfW32sFQdgrCMINQRAmPGwkG3Vuyv6f5cGEyNNX0Xq64R3oUyCci1ZDjxE9+e1j+y850ZH3iLkRXayNoG6Nif5xHwD3T0ai8tTiEuhtf/9Ab5Turtw/KQ/URP+4j6DujfOu/16+Pvr7vOMhz7cibssxsq1eLIbENACUHq74tKjJvQ3WQRKTCSkjM9eWunYNTHejMEfFgMlE1vY9aNu2tIuP/mQEkl4v/33+EsqggLxzx09jycoqVnNRPIpt0517mO5GAWBOTMKcnIrCx7tE9qt3bsSZn/cDEHU6EhdPLe758sKUbeCW9WXDYjQTc/4WHsG+uefbTX2BQyv/xKQ3lMh2cTQOr4uXp8dju18OmnrVMN6JxngvFowm0rf8g3vH5nZhTFHx8hfHJ7ADdZUujbj0s+z5E3v6Oi6ebrjlS++cc5nxqQWOSxKoPeTdJl08tGQW4dVRGFU7N+K81XZ0EbZN2QbuHL4EyHkdZ5PX9+8lknD5LpKlZOnyMHZjbezeOXwJU7bBen0kniG+OErDLk04+Ms/AFw/fQ2thxteAd4FwuV4nymUCpQqJTm7jwdXCuGK9QPBhQNnaNy9eYFri6JyIXmtLSKvswrJa1uq9WzB1T8OO2RXEVYDS2wUlji5TTEe2I26SSv7QDqb9kqjySvrBj1Y5A66oFY7XAfKdm3EjZ9krUmnrqP2ckOTT6sm0BuVhytJp2Tv5Rs/HaBsN7ntliQJlbVcqzy16HLKtSShcpOPK900GFIzkUx5X6SDujUi6ke5/Up9wLMk1fosifpxf+4zI/Gfc0hm+X4pJ6+hCZXLVtr5W7keUxmX7yFq1Ijqwr9f5aZ3vDW9D+5G3biY9HbR2KWrqklrLPExmO/eKvT+D6J2l0ac/EVOgzunI3H10OKRr4wbsw3csLbhZqOZqAs38QrO2aFYwsVdTmONp5b0ErQpwV0bcfcHa/qfKjr9Ve6upFo/utz9YT/B1nw32Xh9KrQaito/2LNhGLqbsWTfjkcymoj/7SD+1nvk4N+tCbE/yHU94c8j+LSuA0DG+VsYrJoyL99F1KgRrHkZ3K89tz+yeohIEsbk9GL1KipXxxIfjZQQA2YTxmN7UTXIl9fZeXkt2OS1GFoB06UI2VR6KlJWBoqK1Yq1VxxhnRtxwdq+xJy+jqaE7XlJUFaviTk6CkusXMaz9+5G3bK1XRjjmdNg7aeYLl1EESD3UxQVKmI8d0ZuV7KzMd24jrpxswfaLNu1Ebd+kstW0qlI1F7aYtoUuWzd+mk/Zbs1kk/atClqTy26uFQ5bln63OsVWpfctv5BmvV7d6NuUbRm46WLiP6yZmV5G836bMw3r6NyUPOTaEe9qpYh9oBc/9MiY3Ar54/G37PQOLjWq4bhdjTGu3IfKW3zPjw62g/OGKPi0V+5BVJB7yBN7TAUft5kHjj1QL0A7g3CyL4Vg/5OHJLRRPLvB/Dp2tQujE/XJiT+KPffk/86nDtA5tU2nKxLt8m6eAsAU0oGWCy4lA8m+0YMpmT5HSBt/1l8exQ/wKQpRLd7pyJ0P6JXVH7NSUVoTrBqTrLR7F2EZgCztT0VlAr5eVVa27GXBpLl3/v3/xDnoJqT/zbqACeLONcAmATUAioDrYoIZ0stoJMkSTluGzWArkBTYL4gCKqHiaRPsB/J0XlTq5Jjk/AJKtgJe3FqPzav/h29Tl/g3INwCfFFZzN9KzsmGZd8L8ouIb5kx+Rt950dnRdGHeCF3voSqo9PRR3gBYBblRCUXm40/eUNWmx/h9AX2wDgWj4QQ1IadVeMJXjDSnznTkXQ5G1trQj0xxyXkPvbFJ+AItC/yPi7P9cd3aFjJdZdGI/Ltrp2dQSVEtO94gc08+MR7EuaTX6nxybjEVRwEDUHF08t1To15OZB+StkcJ2KeIX6cW13RInslhbKIH+MMTbpHZuIMsivmCvsEVzUVPhpBeU3fYh7x5J/BXQP9iE9Ji+9M2KTcQ8uOr3zc+TDX6jZuxUjjn5Er6+ns2f+eoev9Qj2Ib2EeR3WqQG3DhY97c1RuyUtY2GdGnC7ELv1X27L9b2OT5nyCfIlKTox93dybBI+wYXn97T18/j45FqyM3Uc33IEgKhrd2nYRe7sNunREt+QoutmftyDfch4hLzOwaOMH17lA7nrYD6IvgFYEvPKuCU5AcEvoEA4l2698Px0A9qBY8ha+1HucUXVmnguX4fnsnVkfbEsd5CtOLTBPmTZ5HFWdDLafFq1wT5k2bTptmFOvvEtDeb1o9eJFTSc14+Id+QpalfW7cCzaijPn/6Ep3cv5sQb39gNSGkKeZZo8j1LNPmeJbropAJhAMr1b0fCroJlK/iZpqSdu4nFYCpUu+gbgCXJgfTu2gvPjzegfcUmvTWuaHr1Q/fj14Xe2xE8g3y5b5P292OT8Sxm4ETjqaVmx4ZEWtvwHR/+TINerZl9+BOGrpvB7/O/cti2JsSXbBvbuiLSX2f7LI+xT/8aM1+i08lPKNOnFVfetf9Il4NLsC96Gzv66GRc8tVjlxBf9FFyXZfMFkzpWah87T/MBDzTnIxzN5AMJpSesudQpdf70mjHUmqtnoLK2pcoCsHHHyk5Pve3JTkBwadge6Lu0BP3pevRvDSS7I2fAmC+ewNVgxYgigj+wSgqVkPwDSzWXnE8znb1QYj+/pgTbHQnJqDwL7ot1HTvgeGY7HlpuhGJuklTcHFB8PRCHd4AMbBg/ciPa7AvmQ/Rprhay/6pN74hfF4/ep74iPB5/TnzTt6017LdGvP0vvdou346R6esKlyznz+WfJrF4jR364HhuI3mxnmaVfUb5A4yFseTakdTLt6hXA954M0vvDJuZf3RFvFxShnshykm75lpLEkfSRAInDWC+KVfOhYeUAf7YbDRbIhJQpUvbnZhzBbMaVkofT1wrRwKkkT1jfOos+19Ql7tBUD2rRhcq5RBXTYAFCI+3ZqiLlO8BlWQH6bYPN2m2ERUJe0b/ryCCj8sKzAY54hmtYOaNVbNNTbOo66N5hxqbJxHo7PrMGfoSPrLsQ9xTv77cQ6qOflf4pgkSfckSbIAEUBFB675Q5Ik28V9NkuSpJckKRGI5xGnlRZHhVoVCaoQzIltDzdd5bFjfckSFAq86lfm5CtLOdF3MVWmPI+2cgiCUoFn3Urc+XoHsQPGIOmy8RzS96FMabt3Ql2zGmnrf3icCh7Jtujni9+CWSS99d4T8a7KQVCI9Pn4NY6t20bq3QQQBLrMHcD2hRuemM3/NG50GMztFyYSM20pgbNHoyoX8q/ar96zBRd+3MeXzSbw2+D36LZ87CNNISoKQSHS8+NxnFi3jft3Ex58wWO0+9zH4ziZU8ZsqN27FcF1K3P0i81PxPb7g95mYtMRKNUqarWUvVzWzPiMjq905a0/38XVXYPZWPjAypOkWs8WXNt8rMQegg9C//dvpI0bQNY3X6DpkzcdyHztEmmThpL2+mg0zw8Alfqx2i2MqoM7cnL+Bn5rPJGTb26g2TJ5SlZIu7qkXLjNLw1eY0vnOTRZNAil1avqcRI2qReSyULUz/brx7lXL0uNef05N83xl8Si0G/7jbTxA8jakJferi8OIfuvHyHb8XX6HgVRIdL/o/Ec+mobyXflAYPwni05+dM+3mnxGuuGvsvLH76K8ATalKK4vOQHdjZ6jaifD1JxWNcnZkdbvSyV5w3gyjR5EEVQKtCU8Sft+BVOdn6dtBNXqTJ/0GOxZdj9BxmvDyL7xy9xeXYAAMb9W7EkJ+I+/zNc+7+KKfKCQwPWjwNBIfKstV190u25S8fOKKtVJ+tHea0548kTGI4dwWfFp3jOfgPjxQtgfvLeHmGDO3Fq/rf80XgCp978NrdNAbj39wk2PzWd/cM+pN6MFx/ZlkuHziirVkf3k1XzqRMYjh/B+8NP8Zj1BsZLF+T1FJ8wRbWjFz75E7WXG913LKL6sC6knL/9ROLjM+BpMv45gSnW8TVPHwmlAvemNbn+2nIu9pqNT7dmeLaui/l+JjdnfUHVlVOp9esi9HcTcj2SnxTX2w/hdp+JRE99l6DZo1CVC34idgSlAo+mNYl8bTkXes3G16o5h8v93+Zkg+EIahVeD5ry+t+ExfLv/ft/iHOjAif/bVwAXijinK27l5m88m8ib4BZgz2Z+X4XdY9cBEEYBYwCaOIbTph7RQA6D+pO+76dAbhxNhLf0LyvM77BfqTEJdvdp2rD6lSuF8aKA18gKkW8/LyYu+ltFvadV4Q8exv60zdwLeNHao6wEF/0MfY29Pm+eGtC88IYEu7jEuiNPj4Vl0Dv3Gme2TFJGFPSMWfpMWfpSTlyGY/a5Uk5chl9dDL3T0VSphxk7dpnN6hmjk9EYTOdUxkYgDk+74tVDi5NG+I1rD9xo6aA0Vik1pLwqLYFNy2BK94h9bO1GM5fcshm40Gdadi3PQDRZ2/gaZPfHsG+RU7/eWbJcJJuxnJ07d9ynNw1BFYvx+BNcwFwD/Ci75qpbBr+wWPZrOBJYIpLRBVik97B/pjiHO8AmuLlsMZ7sWQdO4tLrSoY78YUe039QZ2o009O77izN/AIyUtv92BfMmIdn25Vp29bfhn4LgAxpyJRuqhw9fVAl5RWaPiGgzpR35rXMWdv4OFgXndfMpyUm7GcWLvN4bjltxtuY9fRMpZj93g+uxVb1ablaz3Z8NIizEV4DOXQcWA32vbrBMDNM5H4hfpzzXrON9iPlGI6/Ea9kdM7jtGwc1MuHDhLzPUo3hv0NgBBlUKo375Rsbbr5ctr90fI6xyqPducvfMc92SyJCfkTkMC2ZNKSir6Rdp4cDduoyaTfwK7JeoOUrYORflKmK9fKRivIZ2oMkDWmhxxA61NHmtDfcnKpzUrNsXOO8I2TOUX2+Qutn3nz6M0f19eZ7PKy2258MmfAGTciiPjTgJhU3rj31Z+WbgfIT9Lcizl90qDgt5rrqF+dmHKvvwUgZ0bcOSFRXbXaUJ8abRuCmde+4ys2/EUhSU5AdGvhOk9cjJZn8pegarmbXF9ZQyCm7s8tcRoQP/3r0VeD9BiYGea9usAwL0zN/CySXuvYF/SYpMLve75xSNJvBnLgbVbc481ebk9awYvBuDOqWsoXVRofT3ILKJNqTi0M+UHyLZTI26gsbHtWkT6u9o+y0P8CoQBiPrlAE03vM7V934qcE4fm4yLjR2XUF/0+eqxPiYZlzL+6GOSERQiSg9t7nROlxBf6qybzqXXPiH7tryQvDE5HXNWNgnWjQkS/jxMSP8OhWrOQUpJtPMuE30DkFKKaU+O7sF14ER0ABYL2ZvyFm13m7MCS1zRi8UXRoNBnahnbVdjre1qlPVcce1qV2u7evIh23NLYiKKABvd/gGYEwv2U1QNGqHtP5DUqRPs+ilZG78la+O3cjxnzcMcdbdQO1WHdM5tU5IibuAW6keOFUfbFJ217Fd6sU3upgV3/zxa6NppCUcv414+ELWve0HNSYmI+TRbitDs2m8g96fZa9Z99y2672TN7jPnYb5XuOZ/ox01Zeg4MjnPI++5ox+SfrvwNsoUm4TSxiNbVYI+kmuDmmgb18an/9OIWg2CWoUlS0fC+18VeY0hNgm1jWZ1iB/GfO1DThhDTBIoRBSeWkzJ6RhiEkk/chGTtZ6n7j6FW93KpB04R+qOE6TukNchDRjQGekBA9jGuCSUwXm6lcH+GEvSN7SGNd6V+4aaWlXkqaQOajY8Bs05SHojKduO49O1Cff3PdpmKE7+O3B6qjn5b2M34GId2AJAEIR6QJtirrkF5LzF9XnUCEiStEqSpMaSJDXOGVAD2LF+K7N7TGF2jymc2H6UNn3kB3xYg2ro0rNIjbd/qO/8dhvjmg5nYuvRvPXCbGJuxhQ7oJbfRvzWE4S++BQAXo3CMKZn5U7nzEEfn4opQ4dXozAAQl98ijjrQt3x204S+rJ8fejLNsf/PoFPsxoIChHRVY1XwzAyr0VhSLiPLjoJtyqyV5GmaQOMN/I2KjBcvIyqXBkUocGgVKLt0h7dPvvF2FXVw/CdPZmEKfOwpNjH9VF4JNtKJQHvvUXm5u3odu1z2OaJ9TtY1WM2q3rM5sr2E9TvIxfBMg3C0KfryChkfaf2015E46Fl21t5Oyjp03W832AMH7WexEetJ3HvdOR/9IAaQPa5q6gqhKIqEwQqJR492pKx+4hD14qe7ggqeVa1wtsT1wa1METeeeB1Z9bvZEP3OWzoPofr205Ss4+8LktwgyoY0rMKXTutKNKikijfqjYAvmGhKFxURQ6oAZxav5N1Peawrsccrm0/SR2r7dAGVdAXYbvNtBdw8XBl51vfOhyvwuyu7TGHtT3mcNVBu09Z7e7IZzeodgW6LR7GT8OXkVWM1hx2ffM3b/SYxhs9pnFq+zFaPd8WgCoNqqJLz+J+gr1tF60md501USFSv0MjYq7Lr6oefvK6M4Ig8NxrL7B7w/ZibZ9dvzN3c4H8ea1Pz3rg2mn58akSgsbLjZiT1x4c2Io58gpiSFnEQLlNUbXugOGEfZsihpTJ/VvVqDnmGFmvGBicuzGBGBCEokx5LPGFvxhc/WonWzvPYWvnOdz9+ySVX5C1+jWsgiEti+x8WrPjUzGm6/BrWAWAyi+05t42eUUEXVwKgS1qAhDUujZpN2WbmVGJBLeRy7vG3xPPKiFc/+RPDnScxYGOs4jbeoIy1mn+3o3CMBXzLPG2PkvKvNiGuL9luwHt61N53LOcGPQ+Fl3empBKTy1NNszgysLvSDle+M6ARaZ3q0LSO9gmvRvmpXfGGxNIG9eXtHF90W/+iexfNjxwQA3g8Dc7WNFjFit6zOLC9hM0el5Og/INwshOzyI9XxkH6DL1JTQervy5wH7KeGp0ImGtZM/MwCqhqFzURQ6oAdxat4N9nWaxr9MsYv8+QbmXrOnfsOhnuTFDh3dDOf3LvdSGWGu+u1XK8+YI6taYjMjCly9IPx2Ja+UQNOUDEVRKAnu1InGb/cYdidtOEPySXNcDnm1OinWHT6WnlrobZnFj4QbSjtsPDidtP4m3tT31aVOXzKvFD3KZb15BEVgGwT8YFEpUTdthPJ0vr4Py8lpZrxnmnIEztQuo5W+jyloN5R0jox/8/LDl9PqdfN1jDl9b2/Pa1vYlpJh2tbW1Xd31CO256cplFGXKIgbLZVzTrgOGw/Y7PiqrVMVj0lTS3piFlGoTD1FE8JDbUUWlyigrVcZwovBNV659tYO/O8/m786zifr7BBVfkMuWX8MwjGm6YtoUuWxVfKFNkW1KurVNca+YN4nDp25FRLUSQ3JG0ZqDZM0u7TpgOGKvWVGlKu4TppI2fxbS/eI1G08WrvnfaEdVnlpE6wYvVfq3I/7IZbv1DG3RnbuKumIoqrJyH8nz6adI3+VYHyl66ntEth3C9fZDiV+6hvu/7ip2QA0gIyISTaUQXMrJddv3udakbLffWTx1+3H8X5TfS3yfaZE7gHR/bwTamhUQXdWgEPFsUQudtQ4r/eSp3AovN4KGdCNh485i45FdiO4MB3XLfUPZj0Hh44lrw1roi+kb5tfsV4jmlO3HCbBq9rPRnFqEZlGrQZWz/rVCxKdTI3SRUfzPIEn/3r//hzg91Zz8VyFJkiQIQm9guSAIrwPZyINmvxVz2VvAGkEQ3gb2Puk4AkTsPkl4+0Z8uO9z9Do9X0z7OPfcO1uWMbvHlGKvb9y1GYPfGoGnrxcz1s3l9sWbLBlkvxNOws7T+HcM56mjKzDr9JybmLt3Ay13LeFQx5kAXHx9LXU/GotCoyZhVwSJuyIAuPHx74SvnkTZ/u3R3UvkjHWXz8xr0STsjqDVnneRJIl7G3aTcVl+wF6avY56n72Gq5uAKSqGpLfezYuQ2ULyex8T+PFSUIhk/rEV443beI0eguHSFXT7DuMzYRSiqyv+S94AwBQXT+IUeSAxcPVyVBXLIbi6Erp5E8lvv0/2EQd36nsE29rO7XBpWA/RyxO3Z+RpM0lv9BB0xwABAABJREFUvYvx6nXHbAPXdkcQ1j6c1/Ytw6gz8Me0L3LPjdryDqt6zMYj2Jc243uREBnFqM2yN8fx9ds5vWmvw3ZKyvT5Szh++iypqWl07PUKrw4fSJ9nH8PUILOF+Lc/p+yahSAquP/zdgyRd/AbP5Ds81fJ3HMUTZ1qhH4yD4WnO+7tm2F67RVuPTsGdZVyBL81HskiIYgCyat/wHC9ZC9FN3dHULF9fYbu/wCTzsD2aXlfjwdsXcSG7nMAaDO7L9Wfa4nKVc2Iox9xftNejnz4C/sWbqDz0hE0HNENSYJtU74oylQBru+OoHL7+oze9wFGnYEtNraHblnEuh5z8Aj2pdX4XiRGRjF0s7z76sn1Ozi7aS/B9Srz/KpJaLzktXlaT+7Dms4zHbJbpX19xljtbraxO2zLItbmszvMxu6ZTXtpP7sfaq2G3p/J+6+kRSfx04hlDmk+s+cU9do35L1/PkWv0/Pl9E9zzy3Y8j5v9JiGi9aFSV/OQqVWIYgClw6fZ/cG2aOjec82dBrYDYAT246y/8fdDtkFuGXN68HWvN5ho7v/1kVstOZ1K5u8Hnb0Iy5s2svRD38BrBsU/OlYxz4Xi5msL1fgPu89EEUMu7diuXsLTd+hmCOvYDxxCJfuvVHVa4RkMiNlppP5ieyppKxZF03v/kgmM0gWslYvR0q//0CT0bsiKNOxPj0PfYBZZ+CwjVdE9x2L2NpZ1np81le0WD4KhUZN9J4zRO+Wv6Ifnb6GRgsGIipEzHojx6avAeD88t9osXw0T+9aDAKcXvS93WLy8TtPE9AxnHZHl2PW6Tk7Ma8+tN61mAMdZ8n3eX0d9T8ag2h9liRYnyW1Fw9BVKto+sNsQN7s4PyMNVQc3hVtpSDCpj5P2FR5R8pjLy8GCvFKtZjJWrMC9znW9N6zFcu9W2heHor5uk16122EZDYjZeSl9+Pg8p7TVG8fzox/lmPQ6flxel4aTNyymBU9ZuEV7EvH8b2Jj4xiwuZ3ADj09XaOf7+HvxZ+S58lI2k9vAdIEj9M+7woUwWI33mawI7hdDgip3/EpDzbT+1czL5Ocvqfm7mO8BVjUGjUxO+OIN6a/jXn9MUtLBQsEln3Ejg3Y02hdiSzhWuz1lBv0xwEhUjMd3vIunKPijNeJv3MdZK2nSB2425qfDKeZkc+xpiawcXRHwJQZng3XCsFU3Hqi1ScKk/1O/Py2xgT07j+9rfU/GQ8yreHYExK4/LEz4oXbLGg2/AxblOXgChi3P83lujbuPQajPnWVUwRh1F3fM46aGZCysxA96Xc1xA8vOXrJAtSShJZqx9yx3ArN6zt+ch9cvuy1aZ9GbxlEV/3mIN7sC8tx/ciKTKKwdZ29bS1PS8RFjMZnyzHa/H7CKJI9rYtmG/fQjt4GKarlzEcPoTbqDH8H3vnHV5F0TXw396e3jsBUugtEHrvzQIqKkVEUEFEepMmiIAoitheFSsq0gRRAekivYXeCR3Se791vz/2ktyb3IREgby+3/6eh4fc3dk5c6bv2TMzgpMT7rOkU7HNSUlkvTEdlCo8P5DmkWJeLlnvzC/Xste4HScI6hLFo/sXY843cGh8Ud3quW0Bm7tJbfbotG9psWQESp2G+D9PEm/tUw5P/orouc8jFPYp0hLu0EeaEdavHRaTGXO+gX0jPy4p/K7Ony7BY8F7oFBQsNWq8/NWnQ/ux+Vlq84zi3TOniPp7PF+kc7ZFdD5QfSjHjWCabVkBAAZF29zaOKXpSfCbCHhzc8I/WYeglJBxs/SHMl37HMUnL5Mzs5D6BrUoMp/iuZIfmOe42rvkffUrzR512d8Ra2f3kBQKkheuYP8S7cImdyf3JNXyNh6hKQVO4j4aCyN9n2KKSOH2JHS+G/OzCX+i9+ot+ldECFjZwwZOyQDY7W3huFStzoAtz9YTcHVslcUYLaQOPczQr+eB0oFmXf1HvMcBWeK9A75tEhv3zHPce2RkWgjQgmYO1ryNBYUpC5dg+GKY89EW51rW3VOsupcxapzulXnyI/GEmXV+XIxnesX01nt60Gt76YhaFQICgVZ+8+Q+P3f80yV+d9DKO1EFhkZmX/OwGpPVFoDe75AW1miqRv68PaH+m/iu+QHs7/DvZgW81alyAW42nZUpcnelFf+DW7vN/qHtx1SCSqrU7kgPJw9qRzRxHL/9/gqL883q9jysfvJpgNVKkWup/nh7EPliNbt7/Fi9gBZeOTh7t9oS9uCShONm/jw9zEEaNy74ku17xdf7Kyc8RpgaM0yjAEPmO1nK6dPAejWoHL60i2nQytFLkATF8fLxB8GWbnFd7R5eHi4Vk6HlpFTeTq3jFtXiTPDB0/+t1Me2vTTaei7/7q8lJd/ysjIyMjIyMjIyMjIyMjIyMjIVBB5+aeMjIyMjIyMjIyMjIyMjIyMTEn+padyPixkTzUZGRkZGRkZGRkZGRkZGRkZGZkKInuqycjIyMjIyMjIyMjIyMjIyMiURJQ91cpC9lSTkZGRkZGRkZGRkZGRkZGRkZGpILKnmozMA6QyT+BUV9oZgZCXVXl6O7vrK012L1NepcitzBM4w/d+WmmyG9V7vdJkH9JpKk12pKFy2nagovJO4PQ2V94X0uRzlXeaWE4lffr0rLzDPymIr7xDv/wtykqTnVCJM/IIbValyE09Wnnf9iP1lden3DjvVWmyq4mVd8zszXOelSK3uqXydE7Odqk02W4aQ6XJTsisHL09dZX3DvC/jmipvPfKfwOyp5qMjIyMjIyMjIyMjIyMjIyMjEwFkY1qMjIyMjIyMjIyMjIyMjIyMjIyFURe/ikjIyMjIyMjIyMjIyMjIyMjUxKLfFBBWcieajIyMjIyMjIyMjIyMjIyMjIyMhVE9lST+ccIgjADGAiYAQswQhTFQxWMoynwvCiKYyr4XHPgPSAAyANigDFAV6CuKIoLBUHoC1wSRfGc9Zm5wG5RFLdXRNbfpc78Ifh2aYwlX8/pMZ+Rdfp6iTDuDcNo8NFIFDoNKTuOc37GMgDUni40WjoWp1A/8m8lc+LlDzFl5lL91UcJfqotAIJKiWuNEHbWfRljRi4djnyMKTcfzBZEk5kjPabj3akRNee9gKBUELd8Jzc+/tVOvqBRUe+TUbg1DMeYns2Z4R9ScCsZlZcrDb+egFtUBPErd3Fp+reFz0StmIYmwAtBqSDj0AUuvv413GMTS5d20fjPGCE9s2YLaUvX2N13alqfgBnD0dYKI278QrK37Cu8V+v87+gvSXlnjEvmzsi55S4DAF2rZnhNGgUKBbnrN5G1bKXdfbdB/XDt0xvRbMaSnkHq3EWYE5JQ14zA+/VxCC7OYLGQ9c1y8rbtKlOWe8fGVJ37IoJCQfKK7SR8us7uvqBREf7hWJwbRGBKz+bKyPcw3E7G+4n2BI3sW5QfdapxtudE8s9ex/vxNgSN7ifl3faj3F7wwz11dm4bTcCMV0ChIPPnzaR9WTK//aeNkPJ74kJytuwtvFfz7IbC/DbFJ3Pn1TfvKa+8zFywmN37DuPt5cn6Hz+/L3F6d2pEjXlDEZQK4pfvcFjH637yWmEdPzt8CQW3kvFq34CImYNQaFRYDCauzP2B9L1nAQif1p/Ap9uj8nRld/jz5U5LtzmDiegUhTFfz4ZJS0k8c93uvkqn4YnPxuBV1R+LxULs9uPsemcVAM1e6kVU/45YTGby0rLZOHkpWXdSS5UV9dbzBHVphCnfwJFxX5DhoH/xbFid5kteQalTE7/jJCdmfV94L3JYdyKGdkM0W4jffoLT81ZQ9cnW1Br5aGEYj7qhbOs+k5zzN0tNR4u5g6nSOQpTvp6945eSWkxngCZTnyayX1s0Hi78WPOlwuv1hvei5gBJ54K0bPZOWEpuGToDNJj3PP5dojDnGzg+9nMyHejt0TCMJh+OQKHTkLTjBKdnSnrXnvI0gT2jwWJBn5LF8bGfU5CYgU/rOrT4biJ5N5MAiNt0hEuLfyk1Dc5to/GfPrKwfaV/tdruvlPT+vhNewVtzTDiJ75NzlapfTk1b4jf6yMKw2nCQ4mf+Da5Ow6UqXNxWs8dTFVrnu8av5QUB3nebMrT1OzXFq2HC9/UeqnE/bDezei+dCxre88i5dS1UmXVnT+kML9PljGONfroFZTW/D5nHcdqvzGQgO5NsBjN5F1P5OTYzzFl5aH2ciX663F4REVwe+VfnJ3+XZn6als0w33sa6BQkrdhI7k/rrC77/Ls0zg92hvMZiwZmWS+/S7mxEQAAv/ajumqpJ85MZH012eWKcsRnd4cTFgnKb83T1xKkoP8bjP5aeo9JeX3x3WK8tst2Ieei0egc3dGUCrYs3AV1/48WW7ZreYOJtRa1n+V0r6aTnmaGtay/s6mrOs815m6L0ht3JhbwJ6pX5NxOa5ccl3aRxM4aziCUkH6qq2kfmE/hjg3q0fAzOHoaodxe+w7ZG/eZ3df4epExObPyd52gIQ3y9/XO7Vpis/UkQhKBVnrNpP59Sq7+7roBvhMeQVNzXCSpiwgd9uewnve41/CuX1zUCjIP3CM1IX/KZfMhvOeJ9Bax2PGfl5KXxpG9IcjUOo0JOw4wSlrn1Jn0lNUH9QJfap04MPZt1eTuOME/u3rU2/GABQaJRaDmTNzl5O875xdnO4dG1P1zZdAqSBlxTaH84WwJeNwbijNF66OfA/D7SQElZJqi0bh3CACQakg9eddJHy6FkGrpvba+QgaNYJSSfqm/cS9bz/fKdSnUxRhc4eBUkHSTzu488kvJWTX+GgMLg3DMaVnc2nEYvS3k9FW8SNq94cUXJHqUfaxS1ydulR6Rq0ibMFLeLSqhyiK3Fz4E2kbD5bQucqcl0GpIHXFNhL/s7aE3OpLxuPUIAJzejbXXl2E4XYSqJRUe/c1nBuEIyiVpK79k8RPpWf9hj2K78DugEDKiq0kf/17qTqHvzUUlAoSl+/gzifrS8iu+fFoq845XByxGP2tZLShfjTevYR8q845MZe5YtW56usD8H+6AypPFw5GDHYoF8CrUxQRb0nzlITlO7jlQHatj0cXzlPOj/gA/a1k3BpHUmORdcwQ4MZ7a0j94zAAIcMfIXBQFxBFcs/f5OK4/yDqjaWmoThuHaSyEJQKUleWLAuX5nWpMvslnOpU5/pr75GxaX+543aEd6coIm3majc/LpkHdT4pyoNzwz+gwJoHtd4ryoPri9aQYs2D8unZhJDZL0n1ZuVWkj4rrmc9Qma/hFPt6lwfvYhMGz3Dl83BpXFNco6e59qwt/627v96RNlTrSxko5rMP0IQhFbAo0ATURT1giD4AhU+Fk8UxaPA0QrIVQE+wBqgvyiKB6zX+wFuoij+BvxmDd4X2ACcs8p6o6Lp+7v4donCOSyIPS3H4REdSd13X+Jgr5KT+brvvsiZiUvJjIkl+qfX8e0cRcrOE4SN7kPqnjNc+/g3wkY/TvjoPlya9xPX/7OB6//ZAIBf9yZUH9EbY0ZuYXyHn3wL0qyneSkEai0cxvFn5qOPS6XZlrdJ2XKU3Et3CsMHD+yMMSOXAy3HEtC3NZGzBnJm+IdY9EauLFyFa+1QXGqH2qX59MtLMOfkA9Dg6wkEPN6KxPVlDLYKBQGzX+XW0BkYE1KovnYJOTsOYrhyqzCIKT6J+NcX4/3iUyUeFwsMXO8z+t6ZXopsr6ljSBo1BXNiMoHf/4e83QcwXbtRGMRwIZaEn0ci6vW4PvUYnmOGkzp9HmKBntTZCzHduoPS14fAHz8j/8ARxJzcUmVVmz+cSwPmYIhPpe6md8nYepiCy7cLg/gO6IopM5fTbV/F+/G2hM54nisj3yftl92k/bIbAKfaVYn8ehr5Z6+j9HKjyswhnOs5CVNaFmFLxuDWtgHZe0+XqXPAG6O4PWw6xsQUqq35kJydhzBcKTKMGOOTSJj2Pl7DHOf3jSdeq2BGl4++vbsx8KnHmf7We/cnQoVArYUvcvyZeejjUmm65W2Stxwlr1gdN2XkcrDlGPz7tiZi1iDODl+CMS2bU4PfwZCYjkvtUKJWzmBf1CsApGyN4fbXm2l58KNyJyWiUyO8wgL5vMNEghtH0HPeCyzrO6dEuENLN3LzwHkUaiUDf5pOeMeGXN11isSz1/n20VmYCgw0fq4LnaYN4NfXPnEoK7BzI1zDA/mj9US8m0TSZOFQdj4yu0S46IXDODrpK9KOxdJ2+RQCOzciYedJ/FrXJbhHNNu6TMNiMKH1cQfg5rr93FwntWX32qG0+XY8mWdvgMLxqYxVOjfCPSyQtW0n4tckglZvv8CGx0rqfGvbMc5/u42n9tqXe+qZ6/zWaxbmAgO1nu9Cs5kD2DXSsc4A/l2icAkPZEerCXg1iaTRO8PY3btkt97onWGcmPgV6cdiafnTFPw7NyJp50li/7OBC+9KxoHwF3tQc8KTnJr6jZSWQxc4NLgc9VKhwH/WKO68aG1fqz8i98+D9u0rLpmEae/jXax95R8+xc0npRN7FR6uhG3+lrx9x+4t04bQzo3wCAtkZduJ+DeJoO3bL7DeQZ7f2H6Ms99to/+ekjqpXXQ0GNaDxGOxZcry6xKFS1ggu1qOxzM6kvrvvsj+XrNKhGvw7jBOT/ySjJhYmv00Fb/OjUjeeZKUv05zcf5KRLOF2jMHEDmmDxfmrcCiN3Jx4RrcaofiVrtK2QorFLhPGEva+MmYk5Lx/epz9Hv3Y7pe1IcbL10m96VXQK/Hue/juL06gozZ0scXUW8gZejLZcsog7BOjfCqHsg37ScS1DiCrvNf4Kc+c0qEu7r9GCeWbWPYX/b53XJMHy5tOMTJH3fgXSOYJ7+bzFdtxpdL9t2yXm1T1r86KOub1rJ+tlhZx64/wPkfdwJQtVsTWs5+js3PvXtvwQoFQXNGcmPITIwJKYT/8gHZOw5iiC0as41xycRN+QCfl590GIXf+MHkHTlTLj1t5frOeI344a9jSkghZOXH5P15AOPVorZlik8iedZ7eAzpZ/eotlFddI3rcfspqQ8P/n4xuqYNKTh6qkyRAV2icA0PZKu1T4l6Zxi7HPQpUe8M45i1T2n90xQCOjcicadkHI1d+geXP9toF16fls2B5xdRkJiBe+0qtFnxOn80thlXFQqqzhvBpYGzMcanUmfjopLzhf7dMGXmcKbtSLweb0uV6c9z9dX38Hq0DQqNmnNdx6LQaaj35yek/boHw+0kLj7zBpa8AgSVklq/vE3mn8fIPXapRD6HL3iZs8/OxRCfSsM/3iFt6xHyLxXJDhjQBVNmDsdbv4ZPnzZUmzmYS68slnS7kcjJbpNK5FGVsU9hTMnkeNvRIAiovFxLyA2dN4LLVp1rbXiPzG2HKbhcVK98+nfDlJHDuXav4PV4O0KmD+Haq4vwerQNglbN+W5jEXQa6u78hPRf96Bw0eE7sDsXHp2EaDQR+cMcsnYcQX89oaTOb7/E2WfmYohPo9HmhaRtPWqv88AumDJyOdZqNL592lB95nNcHPEBAAU3EjnZdXIJndO2HiX+mz+IPvBxiXu2siPffpHTz7yFPj6NxpvfJnXrUfJsZAcO7IwpI4cjrUbj16c1YTOf48KID8i9cJNjPaaC2YLG35MmO98jdetRNH6ehLzUm6Ptx2MpMFBn6Xj8+7YhcdWu0tPhoCxiB1nL4veSZWGMS+HGxA8JGPFE+eK8h7waC1/k5DNvoY9LI9r6PmKbB0HWPDjUcjT+fVsTPus5zg2X8iCm+1REax40/VPKA7E8J4MrFFR5awRXBr2BMSGVmr+9T+b2w+gv2/dlNyd+iP/wviUeT1q6DoVOi8+gnv88D2T+Z5GXf8r8U4KAFFEU9QCiKKaIohgnCEK0IAh/CYIQIwjCFkEQggAEQdglCMI7giAcFgThkiAI7azXOwqCsMH6t7cgCOsFQTglCMJBQRAaWq/PEQThB0EQ9gE/AKOAZXcNalb5P4uimCgIwguCIHwiCEJr4HFgkSAIJwRBiBAE4TtBEPoJgtDUeu2EIAinBUEQrXIiBEHYbE37HkEQaluvfycIwkeCIOwXBOGq1YBXJgE9mxK3RjKSZMbEonZ3RuvvaRdG6++JytWJzBjpxSZuzW4CejUten6V9HzcqqLrdgXwRBvifyndmOXeJJL8a4kU3EhCNJpJXL8f357N7ML49WxK/Oq/AEj6/SBebesDYMnTk3n4IhYHX73uGtQElRJBo0IUy/ZS0zWsieFGHMZbCWA0kbVxN65dW9mFMd5JQn/x+n1ft6+pVxvTrTuY78SDyUTe1j9x7tDaLow+5gSiXjqKW3/mPKoAPwBMN29juiUZZ8wpqZjTMlB6eZYqy6VxDfTX49HfTEQ0mkj7dS9ePZrbhfHq3pyUNX8CkLZxP25tG5aIx7tvO9J+kzxbdFUD0F+Lx2Q1lGbtOYl371YlnrFF17AmxptxGG9L+Z296S9cu7S0C2O6kyR5o92j7O43TaMa4OHudt/ic28SSd61hMI6nrR+P37F6rhvz6bEr94FQLJNHc85cx1DYjoAuRduodBpEDTS96asmMsYkjIqlJYa3aI5s1Yqt7jjV9C6u+BSrM2bCgzcPHAeAIvRTMKZ67gFegNw88B5TAUG6/OxuAd5lyoruGc0N9ZIHhppx2LRuDujKyZL5++Jys2JNKvh5MaaPQT3jAYgYkgXLnzyGxaDCaDQy8KWqk+04tavZXtQVe0RTezPks7Jx66g8XDBqVg67t7Ld5CfCfvPY7bqnBwTi3MZOgME9Yjm1mpJ7/RjZfer6Va9b63eQ1BPqf80WfsuAKWztkxZpaFrWAvjzfjC9pW16S9cOtu3SVNcIoZL18o8ht6tezty9xxBLNBXSH717tFcsuZ50jGpnjk7yPOkY1fIK6UON5vcjxP/2YD5Hl4NAT2juWOtZxn3GMcyrOPYnTV7CserlL9OF774pMdcRhcsla85T0/64YtY9IZ76quuUxvz7TjMcVIfnr99J9q2bezCGI6fAGsfbjh7DqWf3z3jLS8R3aM5Z23X8aW067v3ch3ktyiCxs0JAK2bM7nWPqc8VOsezWWbsta4O25fSaW0L6NNfVc7a8vd3zs1sh+zMzfsxq2r/RhSNGaXjFNXPxKVryc5e4+XS95dtA1qYbwZh+l2AphM5P7xFy6d7Mfru22rpC4iglaDoFZJnloqFebUe+d1cI9obhbrUxz1pWqbPuXm6j0E9yw5J7Ml88wNChIzAMi6cBulToNCU+TP4BIlzRcMNvMFz+4t7OLw7N6cVOt8Id12viCKKJx1oFQg6LSIRiPmnDwALHkFgHV+plI6LHPXxpHkX08onKuk/LoX7x7246ZXz+YkWcfN1A0H8GjXoEx9Afz7d+bOR+sK02hKy7a7L+mcUKhz+m978OhuP0fy7N6CtJ93WnXeh1ubIp2VTlpQKlDotIhGE+acPHSRVcg9fgmxwABmCzmHzuDZs+Qcya1xJAXXEtDfTEI0mkhev6+Ezt49mhXqnLLhAB5t761zzrHLGO8xV3BrHEn+tQQKbGT79LCvPz49mpFonYsnb7CZi+dLegEodBq78hSUCumaUoHCSYshIe2e6b2Lc/Gy+L1kWRhuJ1Fw4QbifZiXS+8jd+dqJpLW78O3WBvy7dmMhLt58Lt9Hoil5MG9cL7bzm7Z6NnNvp1Jel532Jfl7DuFJTe/xPX/d1jEh/fvX4hsVJP5p2wFQq0Gsv8IgtBBEAQ18DHQTxTFaOAbYL7NMypRFJsD44CSbhXwJnBcFMWGwHTge5t7dYGuoigOAOojLfcsFVEU9yN5rE0WRTFKFMUrNveOWq9FAZuRlpECLAVGW9M+CbBdOxAEtEXyzltYlmwAbZA3+TbLmAri09AWe2HUBnlTEF80CBbEFYXR+Hmgtw7U+qQMNH4eds8qnDT4dmpE4oai1bYiIk1XTafZ1rcJHtwFXaA3BXFFadDHpaIN9CqRBr01naLZgik7D7X3vY0eUSun0+7sUsw5+ST9frDMsOoAH0wJKYW/TQkpqAN87injLoJWQ7W1H1Jt9eISxrh7ofT3xZyYXCQ7KRmlv2+p4V379CJ/f0m3ck29WghqFabbpS+d0QR6Y4gr0tMQn4o60F5PdaBPURizBXNWHiov+/z2fqwtaeulSX7B9Xh0EcFoqviBUoFnjxZogktPP4AqwBdjvI3OCSmoKprfP39I1ZUf4NqlYvn9sNEGeqMvUcdLtjPbOm52UMf9Hm1B9umriFYj09/BLdCLLJu0ZCek4RbgVWp4rbszkV0bc2Pf2RL3Gj3bgSu7Sl8i5hToTZ6NrLz4NJyC7GU5BXmRH1fUv+THp+FkzRu38CB8W9Sm88Y36bhuJl6NwkvICH28JTd/Kduo5hzoRa5NOnLj03AOLF3nsqg5oAN37rEsTudIJwd62/ar+fFp6GzC1Hn9GbrHfEyVp9oUeq0BeEfXoOOOt2n50xTcaoWUmgaVvw+mBJv2lVix/uwubr07kL1pV4Wfc/mHee5bvzouwd7c3HninmF1DsYxXbFxTFdsHMuPSy0RBiB0YEeSd5R/2eNdlH6+mJOSCn9bkpNR+pXeBzo/2hv9oaJxUdBo8Pnqc3y++BRtuzalPlcaroFeZMfbt2vXCuT3gQ/WUeeJNgw/9BFPLpvMjtnf3/shKy6BXuQUK2uXCravukO68uze92k+oz/73yifbFWAD8b4vzlmCwIB014k8e2vK5ROAJW/b7G2lYyynHL1J8+Tf/gEVXeupNrOleTtO4rx2q17PueoT9EV61N0QV7kl9GnhA/rTpedC2nywXDUHi4lZAQ/2pyM09cLP2IAaIK8MdjksSEhFU2xdqMJtAljM19I37gfS14BjY59S8PDX5Lwxa+YM3KkcAoFdbd8QKOTy8jac5Lc45dLpEcb6I3hju1cJQ1NsbmK1nY+c1e2ddzUVvWn4dZF1Fs3F7cWdQBQujsDUHXqABpuXUTNpRNR+9rPW+3mP4DR4RypmNzsXJRWnc35ehrEfEf9Q1+R+MV6zBk5FFy8iWvzuig93RB0Gtw7RaN2MEfSBJWcnxWfk2uCvNHbyDZlF+msq+pPo22LqP/Lm7hbdS4v2qBi85T4NDRBPg7COJbt1jiS6L8WE/3n+1ye8iWYLRgS0rj12e+0iPmMlqe+xJyVR/pfZXtl2ularCwM8al/axwrLyXnamloi9e5IG/01npZ/H3ErUkkzf5aTLNd73Np8pfl81JDqnO2fZkxPqVEnZOR+afIyz9l/hGiKOYIghANtAM6AauAeUgGr22CIAAogXibx+5uGBEDVHcQbVvgKWv8OwVB8BEEwd167zdRFO/r5wJBEJ4FmgDdBUFwBVoDa6xpB7B1ZVgviqIFOCcIQsD9TEe5KPZlxr97NBlHLtot/Tz02Gz0Cek4+7rRePVMkjZUaHu7CnGi/wIUWjX1/jMa77b1SdtdxnLEf8iVTi9gSkxFHRpI1WVvo794TfqCfp9x7tUVTZ2aJA6fYHdd4eONz9xppM5+54F7drk0roElX0/+RWm5izkzl+vTviDis0kgiuQcvYC2WuADTcPVzkMwJaWirhJI6LKF6C9dx3gr/t4P/ktxqVWFyFmDOPHM/HsHvk8ISgV9Ph5FzLdbyLiVbHev3hNtCGwQzvJn5z04+SoFGk8Xdj4yG6+ocFotHc2mFkVL0rwbR2DON5B18XYZsdw/wp9sg0+jcP546sHpfJfzC1dzfuFqaox+nLBh3bm4aC2Zp66ztekYzHl6/LtE0fzbiexoPeHekf1NlH7eaGpWJ3dvmd+G7j+CQKvZg/hz/BcPVWzkuL6IJgt31u69d+B/gFP3rqhr1yL1tXGF15L69ceSkoIyOAjvDxeTduUa5rjy7St2P6j9eCvOrtlNzJd/ENQkkt5LRvJd19cfmpfwuWXbObdsOxF9W9F4TF/+esBl7/XcI+T8dRRTQtl7I95vVKHBaMKrcrPrQACCvlxI/r76FByr4BLUCnL1u22cX7wORKg79WkazBnEsfFLC++71Qqh/swB7Hv27fsm0yWqBqLFwqnoYSg9XKm9bgFZe05iuJkIFgvneoxH6e5CxFevo6tVlYKLpe+JWVEMSenENB2BKT0Hl4bh1P5mKic6jkNQKdGG+JJ95ALX53xH0IjHqDZ7CLGjy7+FQlm4RNUAs4XTTYei8nCl5tq3yd57koLY2yT+Zx01ls/BnK8n/9y1Qs+u+4UhMZ2j0a8U6lzn2ykc7zC+cNXGgyb7eCwxHSbgVCOEWh+9RtrO4yh1Gnx7NuNw81GYMnOp8+UE/J9qR9LaPfeO8F9I9rFYjnSYgHONEGp/LOWBo5U0Mg8I+fTPMpGNajL/GFEUzcAuYJcgCKeRlmWeFUWxNPeWu+tczFS8DtpuZHUWiAZ+LSXsPREEoT4wB2gviqJZEAQFkGH1XnOE7RodhxsMLV++/Kfo6Oi+AGl3buIS4kOG9Z4uyBt9vL1rtr7YV39dcFEYQ3ImWn9P9EkZaP09MaTYL88K6tuqxNJPfYK01MGYkkXypsNofNzQBRd9kdEG+xSGsU2DNsQHfXwaglKBys0ZYzGX/dKw6I0kbz6Kb8+mZRrVjImpqAKLvhyqAn0xJpZ/wm2yhjXeSiDv8Cl0dSPKbVQzJ6WgDChaCqTy98OclFIinLZ5EzyGDZQMasaigVpwccb/wwVk/OcbDGfOlynLkJBm50WmCfLBWOzFwpiQiibYF2N8KigVKN2dMaUX5bd3n7ak/Wo/KcrcdpTMbdK2g36Dut3zC50pMQV1kI3Ogb6FeVgeTEnW/L4t5be2bsR/rVFNn5CGtkQdL9nObOu40qaOa4O8afDtJM699in5NxIrLL/J812J6t8JgPhTV3G3SYtboDfZpSz16rXwRdKvJXDkmy1216u3qUfr1x5n+TPzMRfzmmvyfFdaPCvJSjt5FedgH+6WqnOQN/nx9rLy49NxCi7qX5yCvMm35k1+fBp3Nkl1Kv3EVUSLiMbHDUOqlC+hfVtxs5R9EmsP6UrNQVI6Uk5cxcVGZ5cgb/ISHOtcGkHt6tFozOP88dR8O0+Ou4QN7UY1q7z0E1dL6uRAb9t+1SnIm4L4kmm6vW4fLZdP4eKitXbLQpN2nECxcCgabzcQSy6nMSWlogq0aV8BFevPANx6tiNn+34wmcsVvt6QrtQeKOVB8sm/n+caVx1etarw+JoZADj5edDzmwlsHra48LCCakO7EfpcZwAyT1zFKcSHu7EX90qDkt5rTsE+dmGqPNse/26NOdjv7xmtzckpKP39C38r/PwwJ5fswzVNm+D6/HOSQc2mD7ekSGHNcfEYjp9AXTPynka1qOe70mCAlN8Jp67iFmTfrnMqUMfr9+/AusHSPmbxx2JRatU4ebuR72DJNUieZbZl7Rrsw92eySXIm9wKtq+7XPn1IG0XDOWvcoQ1JaaiDvp7Y7Zz49o4N6uH16BHUDjrENRqLHkFJC367t5yk1KKtS0/zOWU69KlDQWnLiDmS8sf8/YeQduojkOjWvjQblQvo08p3l8UxKfjVEqforeZm11fvpNWP0y2C9fymwkcHf0ZuTeKvC3B6h1mk8eaQB8MxdqWIUEKU3y+4N23PZm7jiOazJhSM8k5ch6XhpGSUc2KOSuX7P2n8ejYuIRRTZ+QhibEdq7ijaHYXEVvnc8Y4tOKZFvHTZNB8orLPXWVghsJ6CKCyT15BXNeAambpI+5qb/vJ2BAF7s4785/7qJ2OEeS5BoTrDq7uWBOz8a7bweydh2DuzofPY+zVefUVdtJXSWdPxY89TkM8SXrjCG+5Pys+JzcEJ+G1kZnlVtpOifiFBFMzskrlAd9fLF5SpB3iTTqy5B9l/zLd7DkFuBSOxRdVX8KbiZhtPYjKZsO4d6sVrmNaoZiZaEJ8qnwOFYRSs7VvNEXr3PxaWhDfMt8H8m7fAezNQ+yT169p1xjgn1fpg7yLVHnZGT+KfLyT5l/hCAItQRBqGFzKQo4D/hZDzFAEAS1IAj1KhDtHmCQ9dmOSHu2OZp5fgIMEQShcGG8IAhPOvAgywZKrGUUBMETWIF06mgygFXONUEQnraGEQRBaFSBtDNo0KCBtWvXdq5du7azdttFgp9uD4BHdCTG7LzC5Zx30SdlYMrJxyM6EoDgp9uTuFl60U3aEkPws9Lzwc8WXQdQuTnh1aouSTbXlM5alC46ABTOWrw7NiRl5wmcwwPRVfVDUCsJ6NualC32Z0KkbDlK0DMdAPB/rGXh6YeloXTWorHuNyIoFfh2a0xebNkvKAWnL6GpHoy6SgCoVbg/0p6cHWUvGb2Lwt0VQS3ZX5Ve7jg1qYs+tvxfXQ3nLqAODUEZHAgqFc7dO5G/295YoK4Viff08SRPmIUlPaPohkqF36I3yd24lfwdu+8pK/fEZbRhQWhC/RHUKrz7tCV96xG7MBlbj+D7tDSZ936kNdn7bIyRgoD3o21I+9Xem0PlIy2hUHq44D+kF8kryj68tuD0JdTVglGHSPnt1rsDOTsrkt9qSZ6nO06N62KoQH4/bLKPX8E5PKiwjvs7rOMxBD3TEQA/mzqucnem4fLXuTLvJzKPXPxb8o99v51ves/gm94zuLQ1hvrWk3mDG0egz85zuMdS+0n90Lo5se3NH+2uB9SrRs+3h/Hzi4vJc/DCfez77WzrNp1t3aZz54+jVHu6HQDeTSIxZudTUExWQVIGpux8vJtI/Uu1p9sRt1nyjLqzOQb/NtISFtfwQBRqVaFBDUEg9LEW3FrveOnnhWXb+a37DH7rPoObW2KI7Cfp7NckAkNWnsO9nUrDu141Wi8cxo6hiykoxchw7dtt7Oo6nV1dp5Ow+Sihz0h6e1n1Lq1f9bLqHfpMO+K3SHq7hBV5eQb2jCbH2ndpbZbXezaOAEHAUMrHhYLTF1FXC0ZlbV/uvTuQ+2f52tdd3B7pSPbGXeUOf3bZdtb2mMHaHjO4vjmGmtY8928SgSE7r9S904pjyM7n+4Yj+anVeH5qNZ6k41fsDGoAN77dxt4u09jbZRqJfxwlxFrPPKMjMZUxjnlax7GQp9uRaK1nfp0aET7qMY4+/560N9DfwHjhAsrQEJRBUh/u1LUz+n32fbiqRiQekyeQ9voMLBlF6RPcXMHanwke7mga1Lc74KA0Tny/nR96zeCHXjOI3RJDXWu7DiqjXZdG9p1UqraRpkHekcGotOpSDWogeZat6zGDddayrlGsrCvSvtzDiqZEVbtEkXmtfB+j8k9dQlM9pHDM9ni0PTk7yuf5fmfCe1xuN5TYDsNIXPgNmb/sKJdBDUB/5iLqaiGoQqSydunVgdxd5TsZ1xSfhK5pA1AqQKXEKbohxquOl39e/XYbO7tOZ2fX6cRvPkrVYn2Ko77UaNOnVH2mHXHWPsV2/7XgXs3IuiB596rdnWn142TOzl9J2pFiBwUAuScvoys2X8jYZr/1RMa2w/hY5wteNvMFQ1wy7q2l/b4UTlpcmtSi4MptVN7uKN2l5aeCToN7uygKYu9QnJwTsTiFBaG1yvbt05a0YuNm+pYj+FvHTZ9HW5G5VzJOqnzcQSG9QmqrBqALC0Jv/SCVvvUo7q2luu7RtiF5l+zzP/fkZbTVi3T2erwdmQ509u7X2apzG7L3SUsaDXeSC/dXUzhpcWlcC33sbWuapP5bHeyLZ89WpK8vOV/LPhGLU3gQ2qqSbL++bUgrNj9L23q0UGffR1uRuc+Rzv7owgIpqMBHuLuydTayU7fa53fq1qMEWOfifo+2JMMqW1fVX6rTgLaKL06RwRTcSkZ/OwW36BoonKTz4bzaNSDvcvk9y/NO2s9XvR4rWRb3k+zj9nng37eNw/eRwLt58FhL0vcW5YFgkwfO1jwoD5KewWhCAwr1zNr24Fbx/M9isTy8f/9ChHttLi4jUxbWpZ8fA56ACYgFhgNVgI8ADyRvtCWiKH4pCMIuYJIoiketJ4UeFUWxutV4NkkUxUcFQfBG2octHMgDhouieEoQhDlAjiiK79nIbwW8C/gDFmA3MB54BmgqiuJrgiC0Ab5E8jLrB8xCOg3UxZr2ws8coihGCYIQBnyGtH+aGlgpiuJcQRC+AzaIovizVXaOKIrFjjWyZ3NAf7HO20Px6xyFOV/P6bGfk2X9qtJ6x0L2d3kdAPdG4TT4aCRKnYbkHSc4P/1bANRerkR9OQ5diA/5t1M4+fKSwqWeIc92wLdzI06OKHKrd6rmT+NvJwKgUCpI/GUf15f8gk+XKGq+NQSUCuJX7OL6kl8In/I0WSevkrIlBoVWTd1PXsOtQXWMGTmcGfEhBdYvqq2PfIzKzRlBo8KUmcuJZ+djTM+h0Q9TEbQqBIWC9H1nuTxrWaH3VIiH4xdRlw5NCZg+ApQKMn/eSurnq/Ad8xwFZy6Ts/MQugY1CPl0Fkp3V0S9AVNKOtceGYlT4zoEzB0tHecsKEhftp7Mn7c6lOHs7njDb12b5nhNGAVKBbm//UHWNz/hMeIFDOcvkr/7AP6fvos6MhxzivT1ypSYRMqEWTj36orP7MkYr1wvjCv1zXcxXir5dTIxXlql7NG5CVXffBEUClJW7SD+o58JnjSAvJOxZGw7gqBVE/7ROJzrhWHKyOHqq++jt35ddmtVjyrTB3P+sdft4g7/dALOdasDEPfB6sJDDADc3Qoc53f7ZvhPHw4KJZlrt5L2xUp8Rg+m4Mwlcv88hK5+TYI/sea3wYApOZ3rj72CrnEdAt8cjWgRERSClN9rHed3+N5PHV4vi8mzF3Lk+CkyMrLw8fbk1RcH89RjPSocz556RXnk06UxNd4agqBUELfiT24s+YWwKc+QffKKXR13bSDl+ZkRSyi4kUT18U9SbUxf8q4WvWieeHYexpQsImYNIuDJtmgDvdAnpBO/fCfX3pP23zqkK/2Q4+5vDSG8Q0OM+QY2TlpKwmnJWDFs03y+6T0Dt0BvXjv0ESmxdzDrJa+smO+3cXLlLvovfx3/WqHkWF/osuJS+fmlxXbxRxqKxu3GC14gsFNDzPkGjoz/gvSTkqxu2xawrdt0ALwahdFsyQiUOg0JO09yfMYyAAS1kmYfDMezXjUsRhMn3/yJ5H3nAPBrVYcGM/qz89GibS9zSjn9E6Dl/CGEdJTSsWfCUlKtBprHt87nt+6SR1TTGf0Jf6I1zgGe5CVmcOmnXZxYvI4eK1/Hq3ZooVEo904qO4ba6+xdzDOz4dsv4N+pEeZ8PcfHfUGGVe+O2xewq6ukt2ejMBp/+ApKnYbEnSc5Pf07AJp9NQ7XyCBEiyj1q1O+piAhnbBh3ak+pCuiyYy5wMCZ2T+SfvQydbwcb/zs0r4ZftNGgEJB1jrb9nWZ3D8Poq1fk+CPZ6F0d5PaV0o6Nx4bAYAqOICqP73P1U6Dy1wC+Gd26fuGtZ03hCodG2IqMLBrwtJCo9hTW+aztoeU5y1m9Ceyb2tcAjzJTczgwopdxCxeZxfPY2tmcOCtn+yMalWM9t5z9d4eil9nKb9Pjf2CTOs41nbH2+ztMg0Aj0bhNProFRTWceysNb87HvwAhUaNweqNmxETy5kp0l5bnY58hMrNCYVGhTEzl8PPvk1N0fFyWG3LFriPHQUKBfkb/yDn++W4vjgU44WL6Pftx3vJe6jCw7CkSuVlTkwk/fWZqOvXw2PyBCmfBYHc1WvJ37jJoYyfbpa+j16Xt4ZQvaPUrrdMWkqiNb8G/zGfH3pJ+d1+en9q92mNa4AnOYkZnF65iwMfrMO7RjDd33nJelAA7F6wght77L2n3Mt4j2g9bwih1rL+y6asn9wyn3XWsm4+oz8RNmV9ccUuji1eR6s3BxPSth4Wkxl9Zi77Zy4j/ZK9kaWN1rHnm2vHpgTMHI6gUJDx8zZS/rMKv3HPkX/6Mjk7pDE79LOZKD1cseilMeRqr1ft4vB4qitO9SNJePPzEvHrnB0v3XJq1wyfKSMRlAqyf9lCxpcr8Br1PPqzl8jbdRBtvZoEfDgbhZvUtswpadx+Yrh0cujM0eiiG4AokrfvKGmLHC91PZFs37Yavf0CAdY+JcamT+m8fQE7bfqUaJs+5aS1jjf9eCQe9auBCHm3kjk++WsKkjKoNa4vtcY8To7N+LKv/0ICMop+e3SOJnTOMFAoSV21nfiPpflC7slYMq3zhbAPx+FcPxxzRjZXXn0fw81EFM46qi8ejVONUBAEUlbvIPHz9TjVqUbYB2OlAwwEgbQN+4hfsrpQnsGsLPzbs3MTwuYORVAqSFy5kzsfriV0cn9yTsaSvvUoglZNjY/H4FJfGjcvvfIB+puJeD/SkqqT+yMaTYiiyK1Fq0i3etJrq/gR+fEYVO4uGFMziR3/aeHebTqVNN65d4qmypwXEZQKUlftIOHjNQRNHEjeqVgytx1G0KqpvmQ8Tladr416r1Dnau+PQWfVOXX1DpK++AWAmmsXoPR0RzSZuDP3m0JDHEC+UV34t1eXxoTNHQpKBUkrdnL7w3VUnfIsOSeukGbVueYnY3CpXx1TRg4XR3yA/mYSPo+0oOqU/liMJrCI3Fy0ivRtUl9VbdZz+D3RDk2gF4aEdBJ/2sGt96Q8N9ssavHq0piIuS8gKBUkrPiTWx+uo9qUZ8m2kV37k9G41g/DmJHDhREfUHAzCf9+7Qkd3RfRaEa0WLi5+GdSN0vGwGqTn8Hv8daIZjM5p69zaeJnhfvCumnu/RHDvVM0IbOLyiLxkzUEThhI3ulYsrYdxrlhJGFfTkPpIc3LjckZXOg6+p7xZuodz5G8uzQm8i0pD+JX/MnNJeuoPuVZsk9eIXXLURTWPHBrIOXBuREfUHAjiYB+7ak6ui+iScqDG4t/JuWPIyXi99Q5fgdw6xRNyBsvISgVpK3eXqTnqViyth/GqWEkYUun2+l5sZt0Um/kmrfRRVRB4aLDlJ7NrSkfk7275AEsUTd+K32S9D9A3oevPDSjkfPYz/91eSkb1WRkHiCbA/pXWgNTU3ltuzSj2sOgNKPaw+CuUe1hU5pR7WHwd4xq9wtbo9rDpiyj2oPG1qj2MCnLqPagKW5Ue5iUZlR7GJRlVHuQFDeqPUya1Lj/e2WWl7KMag+asoxqD5rSjGoPmtKMag+D4ka1h0lVVV6lybY1qj1s7hrVHja2RrWHjdnxTjEPhfIY1R4UpRnVHjSlGdUeBv/zRrUlIx6eUW3cF/+6vJSXf8rIyMjIyMjIyMjIyMjIyMjIyFQQ+aACGRkZGRkZGRkZGRkZGRkZGZmS/Ev3OntYyJ5qMjIyMjIyMjIyMjIyMjIyMjIyFUT2VJORkZGRkZGRkZGRkZGRkZGRKYlF3oe/LGRPNRkZGRkZGRkZGRkZGRkZGRkZmQoie6rJyDxAWvVOqTTZRzf5VJrsq5mVcwomQGB+fqXJjmxZOSeofXekSqXIBWhUiSdwtju7sNJkN184vtJkx66pnK+FPv65lSIXIDnBtdJkH86svFMCnSrp/Csdlbd3yunLAZUmO4rKO43yqrryTigUFJXTp2zO8K8UuQBdvSpvfrY1p/L6lG4eqZUme1dO5cxL27lUztwM4FCBV6XJbixU3kmYl9XaSpHbQiioFLkyMrJRTUZGRkZGRkZGRkZGRkZGRkamJKJ8UEFZyMs/ZWRkZGRkZGRkZGRkZGRkZGRkKojsqSYjIyMjIyMjIyMjIyMjIyMjUxL5oIIykT3VZGRkZGRkZGRkZGRkZGRkZGRkKojsqSbzr0QQBDNwGqkOnweGiKKYV85no4BgURQ3PbgUlo2qfjN0A18FhQLj7j/Qb1ppd1/T8VE0XfqAxYxYUED+ssVY4m6CUonT0Ikoq9WQnt2/Hf3GFfeU592pETXnvYCgVBC3fCc3Pv7V7r6gUVHvk1G4NQzHmJ7NmeEfUnArGZWXKw2/noBbVATxK3dxafq3hc9ErZiGJsALQakg49AFLr7+dalfMerOH4Jfl8aY8/WcGvMZWaevlwjj3jCMRh+NRKHTkLzjOOdmLAMg8LEW1JjUD9eaIezvOZPMk1cB8GgcQYP3XrYqIHB50c8k/nHEPs6Ojaky52VQKkhdsY3E/6wtoXf1JeNxahCBOT2ba68uwnA7CUGtourCV3FuGIFoEbk9+ytyDp5B0GkI/3wq2mqBiGYLmduPELfw+3vmvyqqOc7DXgOFEv2Ojeh/+cnuvqb74+h69kW0WKAgn9zP38Ny+wbKyNo4vzLJmlgoWPUdxsN77ynPlo5vDiasUxTGfD1bJy4l6cz1EmFaT36auk+1Revhwqd1Xiq87hbsQ4/FI9C6OyMoFexduIrrf54sVZZ3p0bUmDcUQakgfvkOh/Ws7ievFdazs8OXUHArGa/2DYiYOQiFRoXFYOLK3B9I33sWgPBp/Ql8uj0qT1d2hz9fId0dMXPBYnbvO4y3lyfrf/z8H8dXHGWtxmj7vCy1z0PbMP651nG4Bq1wGvI6eUsmYrkdC4AiqBrap14FnTOIFvI/nASm8m2c7tahCSGzX0JQKklduZWkz+zlujSvR8jsl3CqXZ3roxeRuWl/4b3wZXNwaVyTnKPnuTbsrQrrrGvVDM+Jo0ChIPfXTWQvs+/PXAf2w7VPb0SzGUtGBmlzF2FOSEIZ6I/vormgEBBUKrJX/ULuug33lFfZ7brpW4MJ6RyFKV/PgfFLSXPQn3k3qE6rJSNQ6TTc2XmCo7N+AMCzblVaLByKykVH7u1k9o36DGNOPoHt69N4+rMo1CosRhPH3lpB4r5z5ch9iWZzpTSZ8/XsG7+UNAftPGrq00T0a4vGw4UVNV8qGUkpPIjxQ1ArqfX2MLxa10W0iCT+fpCAx1shKBXcXr6T6x//VkJGg09G4d4wDGN6DietMgDCxvQhZGAnRLOFCzO+I3XXKQB8OjWi9rwhJeJs8J/XcG8Ujmgyk3k8lnOTvkI0mQtluUVF0HTjW9z4+Ff8H2t5X/Vusu4NNAFeWAoMABx/dj7GlKx7lkGruYMJtda5v8YvJdVB+Tad8jQ1+kn9+He1isq3znOdqftCN0SzBWNuAXumfk3G5bh7ygRwaRdNwMwR0ji/egupS9fY3XdqVp/AGcPR1grjzviFZG/eZ3df4epE+B9fkL3tAIlzPyuXzLu0fXMw1aw675iwlBQHOreY8jS1rGPXl7WLdK71dDtazxhAboK0Qf3p77ZxfuWucsl1bhuN//SRoFCQ+fNm0r9aba9z0/r4TXsFbc0w4ie+Tc7WojFZFeRHwFvjUAX6gShyZ8QbmOISK6R3u2J6JzvQu6WN3ktr27flyEdb0Hz8k4iiSOr5m2wd/Z9y6x0w45VCvdO+LFbWTevjP20E2lphxE1cSM6WIr1rnt2A/pKUTlN8MndefbNCOgO0njuYqla9d413XN7NpjxNTWsd/6ZWyT4srHczui8dy9res0g5de2eMl3aRxM4aziCUkH6qq2kfmGvs3OzegTMHI6udhi3x77jsH5HbP6c7G0HSHiz4vOJFnMHU8Wq895S2nWTqU8Tae23f7Tpt+sN70XNAR2xmMwUpGWzd8JScu+U7xCKypwvQOX0Z64dmhDyhjRvSFu1jeTPfi6hc/AbL6OrXZ2bo98l8w9JZ13dMELmvYrS1RnRbCbp09VkbqjYPPx/BdEi76lWFrKnmsy/lXxRFKNEUawPGIBXyvOQIAgqIArofb8SIgiCsmIPKNANHk3uB9PJmfEi6hadUARXtQtiOLiTnFkvkzP7FfR/rELXfyQA6mYdQKWW7r35KpqOjyD43OOkNIVArYXDODHwbQ62m0DAE21wqRliFyR4YGeMGbkcaDmWW19sInLWQAAseiNXFq4ids4PJaI9/fISDneewqEOk9D4uBPweCuH4v26ROEcFsRfLcdxZtKX1H/X8ctc/Xdf5PTEpfzVchzOYUH4dY4CIPvCLY4NW0zagQt24bMv3GJf9+ns7fI6R/q/Tf33XkJQ2nRpCgWh80YQ+/ybnO/8Gl592qGrEWoXh0//bpgycjjX7hWSvvqNkOlDpOsDuwNwvttYYgfOpsqsoSBIx/AlfrGec51GcaHXeFyb1ca9YxOH+timw/nlseTMn0rWuCFo2nZGUaWaXRDDnu1kTRhG9qSXKFi/AucXRgFgvnmN7CkjyJ70EjlvTcH5lYmgKH91q96pEZ7VA/m2/US2v/41nee/4DDc1e3HWPH47BLXW4zpw6UNh1jeeyabXvuEzvMcPy/pKVBr4YucHLiAQ+3G4/9EG5wd1DNTRi4HW47h1hcbiZg1CABjWjanBr/D4Y6TOD/mU+p+MrrwmZStMRztOb3cOt+Lvr278fniefctPjsEBdonRpD/1ZvkLXoNVeN2CAGhJcNpndC0ewzzjYtF1xQKtAMmoF/7GfnvjSb/s5lgNpd81hEKBVXeGsHVIW9yoesovB5vj7ZYXTfGJXNz4oek//pXiceTlq7jxvgPKqKpnWyvKWNIHjuNhGeG4dy9M6ow+/ptvBhL4vMjSRz4Mnk7duM5ZjgA5pQ0EoeNJnHQCBJfGIX7kAEofO9xOlwlt+vgzo1wCwvk1zYTOTTla5q//YLDcM0XDuXQ5K/4tc1E3MICCe7UEIBW773E8QWr2NhlGrf+OErdkY8AoE/LZteQ99nYZRr7x35Bm4/KNaQBENK5Ee5hgaxvO5EDU7+mRSlpur3tGJseKdnOy+QBjR/Vxz2JISWLA63Hc7DDJIL6tSuUEeRARpWBnTBm5LC35ThufLGRmlYZLjVDCOzbmn3tJ3FswNvUeedFUAigEKizcBjHBi5kX7uJdnHGr93LvjYT2N9hMgqdhpBBne30jZw1kLRdpwge1Pm+6w1w9tWPOdxlKoe7TC2XQS20cyM8wgJZ3XYie6d+TdtSyvfm9mOsf7Rk+cauP8DartNY12MGJz/bSMvZz91TJgAKBYFzXuXWS29wpdcruD/aAU2kfVszxSURN3Uxmb/vchiF37jnyTtypnzybKjaSdJ5ebuJ7Jr6NR0WvOAw3PVtx/j5Mcd1Ovb3g6zuOYPVPWeU26CGQoH/rFHcGT6T648Nx/2Rjmgi7OdnxrhkEqa9T/bGP0s8HrhwMunf/MyNR4dz89mxmNMyyifXSrVOjfAMC+THdhP5swy9r207xhoHentUDyB61GOsffJNVnR9nT1zfiyfYIWCgDdGcfvlWVx7dARujvSOTyJh2vtkbSipt1hg4MYTr3Hjidf+lkHtbh1f2XYiu8uo4ze2H+MXB3UcQO2io8GwHiQeiy2fUIWCoDkjuTlsNrE9RuLxWPsS9dsYl0zclA9Kr9/jB/+t+g1Qxdpvr207kf1Tv6ZVKTrf2naM3x3026lnrvNbr1n82m061zceptnMAeUTXJnzBSqpP1MoCJn7CtdemMOlbqPwfLw92mJlbYhL5takJWQU09mSr+fWhMVc6j6Ka0PmEPzGyyjcXcqtr8z/H2Sjmsz/AnuASEEQHhME4ZAgCMcFQdguCEIAgCAIcwRB+EEQhH3AD8Bc4FlBEE4IgvCs9f43giDsEgThqiAIY+5GLAjCc4IgHLaG/eKuAU0QhBxBEN4XBOEk4NiaVArK8FpYkuIQk+PBbMJ4eBfqxm3sAxUUOd0JWh2IVg8wUZR+KxQIai2iyWQX1hHuTSLJv5ZIwY0kRKOZxPX78e3ZzC6MX8+mxK+WBpKk3w/i1bY+AJY8PZmHL2LRl/SWMefkS+lTKRE0KkTRsZdaQM+m3FmzG4CMmFhU7s5o/T3twmj9PVG5OpERI02G7qzZTUCvpgDkXo4j90p8iXgt+QZEs/TVRKFTF+WRFZeoGuivJ2C4mYhoNJH+2x48uje3C+PZvQVpP+8EIH3jPtzaSC++TjVCyd4neTuYUjMxZeXi3CgSscBAzoHTAIhGE3mnr6IOKtsIoIysjSXhDpbEeDCZMO7diaZZsfLOtylDnU15G/RgkQwrgkZTQsd7EdE9mvNrpS9qCcevoHV3waVY3t+9l5uUUeK6KILGzQkArZszuYmlH0vv3iSSvGsJhfUsaf1+/IrVM9+eTYlfvQuAZJt6lnPmOgZr3LkXbqHQaRA0kiN1VsxlDA7S9ndpGtUAD3e3+xafLYqqNbCkJiCmJYLZhOnEHlT1mpcIp+kxEMOfa8FkKLymrNkYS/x1LPHXpQt52eU+ack5qgb66/EYblnr+u978OjWwi6M4XYSBReuO/Qmzdl3Cktufrn1tNOlXm2Mt+5gviPV77xtf+LUobVdGH3MCUS9XkrH6fMo/f2kGyYTGKW+RdBoJGPIPajsdh3aI5prP0ttKuXYFTQeLjgVa1NO/p6o3ZxIOXYFgGs/7yW0p9SfuYUHknRQ+kAQv/sMoY9IbST9zA3yEzMAyLx4G6VOg0JTvsUEoT2iuXKPNN29l1/BtvSgxo/gAR25/tF6SUbjCPKuxBfKSFi/H39rftnKiFstjSOJvx/Cu209APx7NiVh/X5Eg4n8m8nkXUvAo0kkHtb+KN9BnCk7ThTGm3n8Crpg78LfoS/1InnDIURRxJCUcd/1/jtU6x7NZWv5Jh27gsbdcfkmlVK+xpyitq121pZ7HHFqWBPDjTiMtxLAaCJr427cuthPd4x3ktBfvO6wr9LVi0Tp40nu3mPlkmdLWPdoLlrHrsTjks7ODnROPH6FvPs4Puga1sJ4Mx7jbavOm/7CpbO9zqa4RAyXriEW60s1EVURlEry9h8HQMwrQCzQV0h+WPdoLtjora2g3vUGduL0su3oM6U5RX7qvY22ALqGNTHejCvUO3vTX7h2aWkXxnQnSfJGq+A8pDxU7x7NJZs6XpreScdKL+9mk/tx4j8bMJez3Tk1sq/fmRt249bVXufC+u1g3NTVj0Tl60nO3uPlklecqj2iibXqnFxGv51cSrtO2H8es9XjNTkmFucg7xJhHFGZ8wWonP7MOaoGhhtFOmf8vhv37vY6G606F3+XMVyLw3BdegcxJaVhSs1E5e1+T5n/k1jEh/fvX4hsVJP5V2P1POuFtBR0L9BSFMXGwEpgik3QukBXURQHAG8Aq6yebqus92sDPYDmwGxBENSCINQBngXaiKIYBZiBQdbwLsAhURQbiaJYIT9gwcsXMS2p8LclLRnBq+QLnKbz47i+8z26Z16m4KdPATAe3Y2oL8BtyWrc3l+OfvMaxNzsMuXpAr0piCtyCdfHpaIN9LILow3yRm91GxfNFkzZeai97214iFo5nXZnl2LOySfp94OO5Qd5U2Djkl4Qn4au2OCvC/KmID6tKExcyTCO8GgSSbu/FtFu1yLOTP660MgGoA70wRCXUvjbGJ+KOtA+n9WB3kVhzBbM2bkovdzIO3cNj27NQalAE+qPc4MINEG+ds8q3V3w6Nqs8CW9NBTeflhSkgt/W9KSEXz8SoTT9uyL+6fLcR78CnnffFQkp0Yd3Jd8i/vib8n7YnGhka08uAZ6kR1flPc5CWm4Fiv7sjj4wTrqPNGGlw59RN9lk/lzdulL4rSB3uhL1DP7Mixez8wO6pnfoy3IPn0V0WAqdzr/WxA8fBAziuqcmJGK4GFf5xQh4Sg8fTGfj7G/7hcMiOhenoPTuMWoOz5RbrnqQB+M8bZ1PaVEXX9QKP18MScW1W9zYjJKP99Sw7v06UXB/sNFzwf4EfDTlwRtWEH296uwpJS9fKWy27VToBe5NvU8Ny4Np2JtyinQizyb/sw2TOal21TpGQ1AtUdb4BJcsp+r+kgz0s5cx1LONuAc6EWeTZry4tNwrkA7L4sHMX6o3J0BiJj6DM22LaTGnOcxphW9/BfEpZXoO2zHEUlGPmpvN7SBDsaXQO8S6XYUp6BSEtyvHSk7pSXt2kAv/Ho14/Z321A6aTGmFY2t93PcrPvhSJrveIfq45+8Z1gAl0AvcmzrXHwaLhUs37pDuvLs3vdpPqM/+9+495YFAKpAH0y2/UpCCqqAcvYrgoD/tJdIeuerCqXzLvdD5/BezXl26wJ6fD4G13IaHFT+PpgSivozU2IK6nLqrK4egjk7h6CPZlF17Sf4TnoJFBV7zXItpndOfMXGbM/wQDzDA3lq3Rv0+3UOVTs2LNdzqgBfjPE2elekrAFBq6Hazx9SdeUHuHap0HdmQCrv3GLlXZE+zLd+dVyCvbm580S5n1EF2I+bpoTylzWCQMC0F0l8++tyyyuO8z/U2ZaaAzpwp4ytOWypzPkCVE5/pg7wwVh83lCB+n0Xp0Y1ENQqDDcSKvyszP8+slFN5t+KkyAIJ4CjwE3ga6AKsEUQhNPAZKCeTfjfRFEs69PKRlEU9aIopgBJQADQBYgGjlhldQHCreHNgOPNku4Thp2/kTP1eQrWfIX2McmWpwyrDRYL2eOfJXvyYLQ9+iH4BT3IZJTJif4L2NvwFRQaNd7Wr/QPk8xjsezpMJl9PaYTMbYPCq36vsSbumo7hoRUam98nypzXiI35oL9XgJKBdU/mUjStxsw3KzYfimlod+8nqxRg8j74Qt0Tw0uvG6+fJ6scUPJmjoC3ZODQK25L/LKQ63HW3F2zW6+ajGG9UMW0XPJyMLlcg8Cl1pViJw1iIuTvnxgMioVQUD7+DD0v39b8p5CiTKsLgXL3yf/09dR1W+JMrJ8L0T/Fpx7dUVTpyZZPxTtUWROTCZx4MvEP/E8zo90R+F9f4xBjqiMdl2cAxO+pOaQrvTa/BYqV10Jw5lHzRAaz+jPoSnfPBD5/w0IKiW6EF8yj1ziSLfXybsSh3vjyIeejjrvDCP94HkyDkmeg7XeGkLsvJ8eiCfOXc6++jGHOk4m5vHZeLasTeDT7R+YLFvOLdvOqrYTObxgJY3H9H3g8rwGPULOX0cxJZRvj6f7zfVtx/mh9ThWdZ/OrT1n6PzBiAcuU1AqcYquT8q7X3LzmTGoQwNxf6LbA5dri0KpxCMskF+emc+W1z6l0zsvorEasR8kVzsP4Ua/scRPegf/6SNQhz7Eeakg0Gr2IA7M/eneYe8TXs9Vbv22JfzJNvg0Cuf0ZxsrOykPjYfdnwGo/LyoungCtyd/+EDHiP9qRMvD+/cvRD6oQObfSr7Ve6wQQRA+BhaLovibIAgdgTk2t3PvEZ+tj74ZqW0IwDJRFKc5CF8giqJDlyFBEIYDwwGWtKrNC7Xs92ER01MQvP0Lfyu8/RDTSx+YjYf+xGnwWPIBdcvOmE4fAbMZMTsDc+xZVNVrYkwuuTyyMKEJaeiCi77IaIN90CfYL+PTx6ehDfFBH5+GoFSgcnO2+0pfFha9keTNR/Ht2ZS03dISqmpDuxP6nLRPTcaJK+hCiuQX90qDkt5ruuCSYcoi93IcptwC3GqHwnlpg3tjQiqa4CIvFHWQD8ZiEyBjQhqaYF/pulKB0s0Fc7qk9503i75A1vzlHfRXizZCrfrOKPTX4kn++vd7ps2SlozCt8gzTeHth5iaXGp4476duAwfT/FFvZY7NxEL8lFWDcN85aLDZwEaPd+V+gM6AZB46ipuNsvYXAO9ySlW9mVRv38H1g1+F4D4Y7GotGqcvN0cLinRJ6ShLVHP7MuweD1T2tQzbZA3Db6dxLnXPiX/xoMxaDxoxMxUBM+iOid4+iBm2tQ5rROKwGo4jZT2dBPcvNANnUHBt/MRM1MxXz0rLfsETBdiUFSJwBxbtickSHVdHWRb131L1PUHhTk5BWVAUf1WBvhhTk4pEU7bvAnuQweSNGJC4ZJPWywpqRivXEMb1YD8nbtLlVcZ7brmC12JHCS1qdQTV3EJ9uFuC3YJ9ia/WJvKT0i3W4pjGyYrNp6dA94BpKWgIV2iCsM5B3nT4etx7B/7OTk3kiiLWkO6UsMmTc42bc85yJu8CrTzsngQ44cxLRtzXgFJGyWPxeQ/juD/aNFSHF2wd4m+oyA+DZ2dDCeMadnoE9JKji/WZ23TXTzO8IlPofFx58SkxYXXPKLC8fhc2v1B7eeBQqnAt1dTUv44et/GzbtxmHMLSFy3D/fGESSsKVnf6w7pSu2BUvkmn7yKa7APd3tFlyDvwg34K8qVXw/SdsFQSu6UVBJTQioq234l0BdTYvn6FafGdXBuWg+vgY+gcNYhaNRY8vJJfu+7Up+pP6Qrda1jV5JV57tUVGd9Rk7h3+dX/Emr6f3L9ZwpKVU6ZMCKKsAXYzl1NiWmoL9wRVpCCeTsOIBTo9pkrd1S5nMNytDbNahiY3ZOfBqJJ65gMZnJvpVMxtUEPMMCSbIe8FRW2tVBNnpXoKxByjcA4+0E8g6fQls3AuOt0uelAPWK1XGXYuVd3j5M46rDq1YVHl8zAwAnPw96fjOBzcMWl3lYgSnRftxUBZa/rJ0b18a5WT28Blnrt1qNJa+ApEXflflc7SFdqWntt1NO/H2d7xLUrh6NxjzOH0/NL7dnc2XMFyq7PzMmpqIuPm+oQP1WuDoR9u1sEt77gbzjpc+/Zf5/I3uqyfwv4QHcsf49pIxw2UB5NlXaAfQTBMEfQBAEb0EQqt3jGURRXCqKYlNRFJsWN6gBmK9dROkfguAbCEoV6uYdMR7fbxdGEVD0nKphC8yJtwGwpCWhqhMl3dDoUIbXwRx/s8z0ZB+/gnN4ILqqfghqJQF9W5Oy5ahdmJQtRwl6pgMA/o+1LDx5sTSUzlo01j0QBKUC326NyYstejm98e1W9nZ5nb1dXifxj6OEWL/Ge0ZHYsrOQ19snwR9UgamnHw8oyVvhZCn25O42T6NxXGq6ld4MIGuii+ukcHk3SoyVuWevIy2ehCaUH8EtQqvx9uRue2wXRwZ2w7j3U8y/nk90qZwyZeg06Bw0gLg1q4RotlMweVbAARNHoTSzZnbc8q3rMUcexFFUBUU/oGgUqFu2xnD0WLlHVRU3urolpjjpWqs8A8sPJhA4ReAMqQqlqSy3c5Pfr+d5b1msLzXDK5siaHOU20BCGwcgSE7z+HeaaWRdSeVqm0kh0/vyGCUWnWpe7RI9SyosJ75O6xnMQQ90xEAP5t6pnJ3puHy17ky7ycyj/x7JyyWW5dR+AZJRnOlClVUO8xnbepcQR65sweTt2A4eQuGY7l5kYJv52O5HYvp4jEUgdUkT0SFAmV4fSyJZbftu+SdvIw2LBhNaIBU1x9rR9a2Qw9IS3sM5y6grhqCMliq387dOpG/275+q2tG4j1tPCkTZ2FJzyi8rvT3RdBKnpeCmyvaRg0w3bhVprzKaNeXvtvOpm4z2NRtBrc3xxDWT2pTvk0iMGTlldj3JT8pA2N2Pr5NIgAI69eWW1uk5b5aH+teLIJAg7F9uPzDDimP3J3p9P1Eji9YRfKRy2XmAcDFZdvZ0H0GG7rP4OaWGCJs0mR0kKa/y4MYPwBSth7Dq01dANReriAIhTIC+7YmaYv98ujkLTEEPyONIwGPtSDNKiNpSwyBfVsjaFQ4VfXDOTyQzGOxZFnT7eQgzpBBnfDt1IhTr3xk53Gwp9kY9jcbzf5mo0n67SCmzFxyzt64b3oLSkXh8lBBpcS3WxNyLziu7+eWbWddjxms6zGD65tjqGEtX/8mUj9ekfJ1Dys6zKhqlygyr5Vv6VL+6UtoqgejrhIAahXuj7Qne4fjbR6KEzdxEbEdXuBKp6EkvfM1mb/sKNOgBnBm2fbCgwWubYmhlnXsCrCOXRXZO812P67q3aNJt5mflEXB6YuoqwWjCrHq3LsDuX+WT+eC05dQurmi9PKQ0tCiEfor9+7DTy/bzqqeM1jVcwZXt8RQ+x/ofXVrDCEt6wCg83LFMzyQrHsY6O+mXV0tGLVVb7feHcjZWT69Fe6uCGpplYDS0x2nxnUxxN5b77PLtrO2xwzWWut4zWJ1vLx6G7Lz+b7hSH5qNZ6fWo0n6fiVexrUAPJPXUJTPaSwfns82p6cHeUbN+9MeI/L7YYS22EYiQu/IfOXHfc0qAFcWLad37rP4Ddrvx1p1dmvlLGkLLzrVaP1wmHsGLqYgnLunQeVM1+o7P4s7+Tlwr5MUKvwfKw9WcXmDaUhqFVU+2IG6et2Fp4I+v8WeU+1MhFK21xcRua/GUEQckRRdC12rQ/wAZAO7ASaiaLYURCEOUCOKIrvWcN5A1sANfA2UKfY/TPAo6IoXhcE4VlgGpIB2giMEkXxoCP5jsgc2tVhA1M1bI5uwKugUGDcsxn9hp/Q9h2C+folTCcOoBv4Kqq6TcBsQszNIf/Hj7HE3QCtDucXJ6MIrgYIGPZuwbB5tSMRHN1U9AXMp0sUNd8aAkoF8St2cX3JL4RPeZqsk1dJ2RKDQqum7iev4dagOsaMHM6M+JAC60Ss9ZGPUbk5I2hUmDJzOfHsfIzpOTT6YSqCVoWgUJC+7yyXZy0r3NNMj/0SwXpvD8W3cxSWfD2nxn5OpvWradsdC9nb5XUAPBqF0/CjkSh0GpJ3nODcdGmJXECvZtRd8AIaH3dMWblknbnBkf5vE9yvHRGjH0c0mREtIrGL15L4x1ECNUWrfN07RVNlzosISgWpq3aQ8PEagiYOJO9ULJnbDiNo1VRfMh6n+uGYM7K5Nuo9DDcT0VTxJ/LHOWCxYEhI4+bkjzHcSUYd6EODI99QcPkWFoPkbZP83SZSV24DIKx5psOyUDVpgfPQ10ChwLDzDwrW/oiu/1DMsRcxHt2P07DXUDeMlnTJzSbvqw+x3LqOpkM3dE8MRDSZQbRQsOZ7jIdLbuH33ZEqDuUCdHprCNU7NsSUb2DrpKUkWieag/6Yz/Je0pfddtP7U6tPa1wDPMlJzODMyl0c/GAd3jWC6fbOS6idtYgi7Fmwgpt77E+6aqQv2mzfp0tjarw1BEGpIG7Fn9xY8gthU54h++QVu3rm2iAMU0YOZ0YsoeBGEtXHP0m1MX3Ju1o0OTrx7DyMKVlEzBpEwJNt0QZ6oU9IJ375Tq69Jx173+7swlL1Lo3Jsxdy5PgpMjKy8PH25NUXB/PUYz0qHI9+4XiH15W1o9H2eREEBcYjOzDuWIOmx0DMt2Ixn7OfxDmNnIf+9++w3JYO6FA16YC6cz9AxHw+BsPGZQ5lxK4p2a24dYom5A3pBNy01dtJ/GQNgROkup61/TBODSMJWzodpYcrot6AMTmDi91eAyByzdvoIqqgcNFhSs/m1pSPyd5dcvNlH3/HDr+61s3xnDAKQakg57c/yP72J9xHvIDh/EUKdh/A79N3UUeEY06VvgybE5JImTgLbfNoPMe9Ihk2BIGcNevJ/cXxEpbkhKLu9mG363Nm+28wzRYMIdjapg6MX0qatU313jafTd2kNuXdMIzWS4aj1GmI+/MkR2ZI+77UerEHtV7oCsDNP45yYoG0rWf9sX2oP/oxsq4VeWnu6P8O+Wnle1lqPn8IIdY07Z+wlFRrmh7dOp8N3aU0NZnRn7AnWuMc4EleYgaxP+3i5OJ1DuMLMRV5E97v8SP30h10VXyp+8lrqDycMaZmEb96N2HjngClgjsrdnFtyXoirDKSrTLqfzIKd6uMUyM+It8qI2xcX0IGdEI0mbk463tSrPsq+XaJopa1P7qz4k+uLVkPQNc7yym4nYLJuuF10sbDXLXmgxKpbdX5cCSGhHT8H2tx3/TOv51C9Po5CGqlNG7uOc2lN74vfIG4qi59+4LW84YQ2rEhpgIDf01YWmgweHLLfNb1kMq3+Yz+RPRtjUuAJ7mJGVxcsYtji9fR6s3BhLSth8VkRp+Zy/6Zy0i/dMcu/rZOjj3DXTo0JWDGCASlgoyft5L62Sp8xz5HwenL5Ow8hK5BDar8ZxZKd1csegPmlHSu9h5pF4fHk13R1a9B4tzPSsT/Z0Hpe521mzeEqtY6vXPiUpKtOj+zeT6re0o6t5renxo2Op9fsYsjH6yj5dRnqN6tCRazGX1GLn9N/5aMYgcedXUt6VEL4NK+GX7TRoBCQda6raR9sRKf0YMpOHOZ3D8Poq1fk+CPZ6F0d0M0GDClpHPjMWl5qXPrxvhNGQ4CFJyNJXH2h2As6UG0Naf0fSfbzxtCNaveOyYuJcmq97Ob57PKqnfr6f2paaP3uRW7OPyBVIfbvjGIqh0aIlosHP34Vy7/Zm8c6+bi2EPHpX0z/KcPB4WSzLW2el8i989D6OrXJPgTqaxFgwFTcjrXH3sFXeM6BL45GtEiIigE0petJ3PtVocyduWUvo9V23lDqGKt47ts6vhTW+az1lrHW8zoT6SN3hdW7CKmWB/22JoZHHjrJzujWjutY08o145NCZg5HEGhIOPnbaT8ZxV+454j//RlcnZI9Tv0s5koPaT6bUpO52qvV+3i8HiqK071I0l483OHMg4VlL6lQUtrv23ON7DHpt9+fOt8frP2201n9Cfcpt++9NMuTixeR4+Vr+NVO7TQ+Jh7J5UdQxfbxd9Y5Xj8eBjzhSPm0jfzf5D9WQuV43m4W8dogt94GZQK0ldvJ+nT1QSMH0T+6ctWnWtQ7YvpqArLOoNL3Ufh2bcjoYvGUnC5yFB8a9ISCs6VNNo2vP77g9sf5b+A3LmDHprRyOWN5f+6vJSNajIyD5DSjGoPA1uj2sOmuFHtYWJrVHvYlGZUe9CUZVR70Nga1R42f8eodr8ozaj2MHBkVHsYlGZUexjYGtUeNsWNag8TSyV1pbZGtYeNuRLHj7tGtcqgLKPag6Y0o9qDpiyj2oOmNKPaw6Aso9qDpjSj2sOgLKPag6Q0o9rDoCyj2oOmNKPaw6Aso9qDpDSj2sPgf96oNmfAwzOqzVlxz7wUBKEn8CGgBL4SRXFhsfsvAIsoWsX2iSiKX1nvDQFmWq/PE0XR8VfsCiDvqSYjIyMjIyMjIyMjIyMjIyMj81+NIAhK4FOgG3Ab6VDB30RRPFcs6CpRFF8r9qw3MBtoCohAjPXZf2R9l/dUk5GRkZGRkZGRkZGRkZGRkZEpyX/XnmrNgVhRFK+KomgAVgJ9yqlJD2CbKIppVkPaNqDn38oTG2SjmoyMjIyMjIyMjIyMjIyMjIzMfzshgO1JP7et14rzlCAIpwRB+FkQhNAKPlshZKOajIyMjIyMjIyMjIyMjIyMjEylIgjCcEEQjtr8G/43ovkdqC6KYkMkb7R/vG9aWch7qsnIyMjIyMjIyMjIyMjIyMjIlES0PDxRorgUWFpGkDtAqM3vKhQdSHA3DttTWb4C3rV5tmOxZ3f9zaQWIhvVZGQeIOnHK+8gmMo8QS1eXXldS4ql8k7qU8U8vAHHFn0lnjd0SKepNNnNK/EETu3rH1SabOOKiZUiV1D8/zwtPF1ZebKjTZVzmrGhEhcynNNoK012F03lnRKozHGuNNmxJo9KkZtVeUWNvqDyTlvVVmJXGp9eeScpU0lZnpJbeW1LWYnjR0JB5entXEl63853qRzBQMNKk/z/kiNADUEQwpCMZP2BgbYBBEEIEkUx3vrzceC89e8twAJBEO4ezdsdmPZPEyQb1WRkZGRkZGRkZGRkZGRkZGRkSlK+AwQeCqIomgRBeA3JQKYEvhFF8awgCHOBo6Io/gaMEQThccAEpAEvWJ9NEwThLSTDHMBcURTT/mmaZKOajIyMjIyMjIyMjIyMjIyMjMx/PaIobgI2Fbv2hs3f0yjFA00UxW+Ab+5nemSjmoyMjIyMjIyMjIyMjIyMjIxMCURL5Wxx829BPv1TRkZGRkZGRkZGRkZGRkZGRkamgsieajIPBEEQzMBppG1JTcD3wAei+BCPDrFPz3WgqSiKKX/j2b7AJVEUz93vdN3FqXVTvKe8CgoFOb/8Qea3q+zuuz/3FK5P9AKzGXN6Jilz3sMcn1RmnD6dGlF73hAEpYLby3dy/ePf7O4LGhUNPhmFe8MwjOk5nBz+IQW3kgEIG9OHkIGdEM0WLsz4jtRdp9AG+9Dgk1fR+HqAKHL7x53c/PIPAFzrVqXuopdQuugouJVMwpjPMeY43mC75dzBhHaOwpSvZ/f4paSeuV4iTPSUp4ns1xathwvf13qp8Hr9l3tRc0BHRLOZgtRs9kxcSs6d1BLPl4dmcwcT0jkKc76efeOXkuYgHVFTnyaiX1s0Hi6sqPlSyUjKgWuHJoS88TIoFaSt2kbyZz/b3XdpXo/gN15GV7s6N0e/S+Yf+wvvhS2bg3PjWuQeOc/1F+f+Lfld5wwmolMUxnw9GyctJbGYniqdhr6fjcGrqj8Wi4XY7cf56x2p/oU2r0WX2YPxrx3Kr6M/4eKmIw4klE43G9kbSpH9RDHZu6yym73Ui6j+HbGYzOSlZbNx8lKyylnWylqN0fZ5GRQKjIe2YfxzreNwDVrhNOR18pZMxHI7FgBFUDW0T70KOmcQLeR/OAlMxgrpXRozFyxm977DeHt5sv7Hz/9xfO4dG1N17osICgXJK7aT8Ok6u/uCRkX4h2NxbhCBKT2bKyPfw3A7Ge8n2hM0sm9hOKc61TjbcyL5Z6/j3actQaP7gShiTEzj6uglmNKzy0yHtmUzPCe8hqBQkPvbJrK/X2F333VAP1z69EY0mbFkZJI+bxHmhESUgQH4vDMXFAKCSkXO6l/I/eX3CudBlTlS+0pdsY3E/9iXtaBRUX3JeJwaRGBOz+baq4sw3E5CUKuouvBVnBtGIFpEbs/+ipyDZyokG6D9m4OpZu3Ptk9YSrKDfqTllKep/ZTUn31Ru6gfaTt7EFVa1QVA5aTB2cedpfVHOJTj2SmKsLnDQKkg6acd3PnklxJ61vhoDC4NwzGlZ3NpxGL0t5PRVvEjaveHFFyJAyD72CWuTpUO1BLUKsIWvIRHq3qIosjNhT+RtvFgCdnenaKInDcUQakgfvkObn68voTsOp+Mxq1hOMb0bM4N/4CCW8l4tW9I+MxBCBoVosHElbk/kLFXymP/J9pQdeyTIIoYEtI5P+ojjGll17N/mt8AkY+2oMX4JxFFkZTzN9k6+j/3lAng0j6awFnDEZQK0ldtJfWLNXb3nZvVI2DmcHS1w7g99h2yN++zu69wdSJi8+dkbztAwpv3bvt/N8/dGkdS6z1rHRLg+qI1pPxxGIBaS0bi0y0aY0omRzqUfthJvXlDCOgShTnfwImxn5F5+nqJMB4Nw4j68BWUOg2JO05wduYyAOq8MZDAbk2wGM3kXk/kxLjPMWXlIaiVNFz0Ep6NwhEtImdnLSN1//kS8dpSWWOXa/smBM+Wxo/0VdtI/tx+zHZuXo/gWdYxe8y7ZFnHbF2dMELmvYrC1RnRYib5k9Vkbtxbbrl3aWUzR/qrlDlS0ylPU8M6R/rOZo5U57nO1H2hG6LZgjG3gD1Tvybjclypsh5E2/br05pq455EUChI3RbD1XnLy6V367mDqWrVe9f4paQ40LvZlKepadX7m2J617PRe3cZent1iiLiLUnnhOU7uPVJSZ1rfVyk8/kRH6C3tq0ai4ra1o331pD6x2EErZpG6+ei0KgQVEpSNhzkxqLVpepZnrmnd4PqtPlgBEqdhjs7T3DkjR+ktNetSsuFQ1E568i5ncze1z7DmJOPQq2k5Tsv4tMwDFG0cOSNH0k8ILWvOvOH4NulMZZ8PafHfEaWg/bs3jCMBh+NRKHTkLLjOOdnSO1Z7elCo6VjcQr1I/9WMide/hBTZm7Rc1HhtNz4FidHfETihkMA6EJ8qL94BOoQHxDhz+cWkXs7hei3JL1N+XoOjF9KuoN0eDeoTqslRXrHzLLqXa8qzRcOQ6FTI5rMHJn2HaknrqLxcKbl4uG4VvPHrDdycMKXcM4+3rrzh+DXpTHmfD2nytC/kVX/5B3HOWfVP/CxFtSY1A/XmiHs7zmTzJNXAXAK9aP9nvfJtY6rGTGXOTPl61JK/H+I/6I91f4bkT3VZB4U+aIoRomiWA/oBvQCZldymv4ufYG6Dyx2hQLvaaNJHDWdO0++hEvPTqjDq9oFMVyIJX7QKOKeGUHe9t14j3v5nnHWWTiMYwMXsq/dRIKeaINLzRC7IFUGdsKYkcPeluO48cVGas6SDk1xqRlCYN/W7Gs/iWMD3qbOOy+CQkA0mbk4+wf2t5/Eod6zCB3avTDOeotHcHneCg50nELipiM0eOURh8mq0rkR7mGBrGk7kb1Tv6b12y84DHdz+zF+e7RkdUk9e51fe8/il27TubbxMM1mDCg7H0ohxJqO9W0ncmDq17QoJR23tx1j0yP/oNoqFITMfYVrL8zhUrdReD7eHm1kqF0QQ1wytyYtIePXv0o8nvzFOm6OX/y3xYd3aoRXWCBfdJjI5mlf02PeCw7DHV66kS+7TOHb3jOo0rQm4R2lM4yy4lLZOPELzv263+FzZRFhlf15h4n8Me1repYi+9DSjSztMoVvislOPHudbx+dxdc9p3Nh02E6TStnWQsKtE+MIP+rN8lb9Bqqxu0QAkJLhtM6oWn3GOYbF4uuKRRoB0xAv/Yz8t8bTf5nM8FsrqDmpdO3dzc+Xzzv/kSmUFBt/nAuP/cWZzqNwadvW3Q1qtgF8R3QFVNmLqfbvkril78TOuN5ANJ+2c3Z7hM4230CV8csQX8zifyz10GpoOrcl7j49CzOdhtP3vkb+A/tfc90eE0eS8q410noPxSn7p1RhVWzC2K8FEvSkJEkPfcy+Tt34/HacADMKakkvfQaSYOHkzTsVdyeH4DC16dCeRA6bwSxz7/J+c6v4dWnHboa9mXt078bpowczrV7haSvfiNk+hDp+sDuAJzvNpbYgbOpMmsoCBU7Rrdap0Z4hgXyQ7uJ7Jz6NR0XvOAw3LVtx1j9WMl+ZO+by1nZcwYre87g1LdbubL5aKl6hi94mXOD5nOiwzh8+7bFqaZ9WQcM6IIpM4fjrV8jbukGqs0cXHhPfyORk90mcbLbpEKDGkCVsU9hTMnkeNvRnGg/lqwDZx3KrrHwRU4NnM/hduPxf6INzsVkBw3sjCkjh0MtR3P7iw2Ez3oOAGNaFqcHL+Rox4lcGPMJdT4ZDYCgVBA5bygnn5zD0U6TyDl3g5BhPR3rbsM/zW+P6gE0HfUYPz/5Jj91fZ09c368p8y7eRA0ZyQ3h80mtsdIPB5rj6ZYP26MSyZuygdk/r7LYRR+4weTd6ScRtt/kOe5F24S030qR7tM5lT/+dR8TzIEAiSs3MWp/vPLFO3fJQrX8EB2thrPyUlf0uCdFx2Ga/DOME5O/JKdrcbjGh6If+dGAKT8dZpdHafwV+ep5F6Np8aYPgBUe64zAH91msrBZxdQd/ZzZba3Shu7FAqCrWP25e6j8HAwZhvvJHN78hIyfrMfsy0Fem5NXMzlHqO4PmQOQW+8jMKtYicRhnZuhEdYIKutc6S2ZcyR1juYI8WuP8DartNY12MGJz/bSMvZz5Wp6/1u2yovVyLeGMzJfnM50mECGn9PPNvVL7feK9tOZHcZet/YfoxfStH7567TWGvVu3VpeisURL79ImcGzudo+/H4OdA50KrzkVajufPFBsJmFrWtYz2mcqzrZM4MmE+NRcNBqUDUGzn11Jsc6zKZY10m49UpCrcmNRyKL+/cs+XbQzkw5SvWt52Ie1ggwZ2ket1q0UscW7CK37tO49YfR6k3Uppr1xjYCYDfu05je/93aPrGQBAEfLtE4RwWxJ6W4zgz6Uvqvuv443Ddd1/kzMSl7Gk5DuewIHw7RwEQNroPqXvOsKfVeFL3nCF8dB+bvBSoNWsgqbtO2cXV8ONRXPv0dzZ0mMrm3m9QkJpFsFXv39pM5NCUr2leit7NFg7l4OSv+K2Nvd6NZw7g9OJ1/NFtBqcWraXxTGk+WG9MH9LP3mBT1+kcGPs5TecOtovPz6r/X1b965eif/13X+T0xKX8ZdXfz6p/9oVbHBu2mLQDF0o8k3cjkb1dXmdvl9f/fxjUZO6JbFSTeeCIopgEDAdeEySUgiAsEgThiCAIpwRBGAEgCEJHQRB2C4KwURCEi4IgfC4IgsJ6r7sgCAcEQTgmCMIaQRBcrdevC4LwpvX6aUEQaluv+wiCsFUQhLOCIHwFFM7eBEF4ThCEw4IgnBAE4QtBEJTW6zmCIMwXBOGkIAgHBUEIEAShNdIxvIus4SMEQRgjCMI5a9pX/tP80davhelWHKY7CWAykbtlF84dW9uFKTh6ErFAD4D+1HmUAX73jDPvWgL5N5IQjWYS1u/Hv2dTuzB+PZsSt3o3AIm/H8K7bT0A/Hs2JWH9fkSDifybyeRdS8CjSSSGpAyyrV94zLkF5F6+gzbQGwDniCDSrV/FUv86TfXezRymq1r3aGJ/lr7cJh+7gsbdBSd/zxLhko9dIT8po8T1+P3nMRcYrGFicQnyLjMfSiO0RzRXrOlIOXYFjYfjdKSUko7y4hxVA8ONeAy3EhGNJjJ+34179xZ2YYy3kyi4cB1RLPkFKGf/KSy5jj3+ykONbtGcWSvpGXf8Clp3F1yK6WkqMHDTWnYWo5nEM9dxs5Zr5u0Uki/cQvwbX6f+juwEG9k3D5zHZC3ruOOxuJezrBVVa2BJTUBMSwSzCdOJPajqNS8RTtNjIIY/14LJUHhNWbMxlvjrWOKvSxfysuE+Otc2jWqAh7vbfYnLpXEN9Nfj0d+U6lbar3vx6mGvp1f35qSs+ROAtI37cWtb8sB3777tSPtNKidBEEAAhbMOAKWbM8bEsg9E0tStjen2Hcxx8WAykb9tJ07t7fsvfcwJRL3UfxnOnEPpb+2/TCYwSl6AgloDiooZtVyiaqC/noDBmgfpv+3Bo7t9Hnh2b0HazzsBSN+4D7c2Uh441Qgle5/0MmBKzcSUlYtzo8gKyQ/vHs15ax1PtNZxZwf9SOLxK+Tdox+p2acVl3494PCea+NI8q8nFJZ1yq978e5h38d69WxO0updAKRuOIBHuwb3TL9//87c+cjq3SiKmBx4irk3iST/WgIFN5IQjSaS1u/Dt9hY4tuzGQmrJQND8u8H8WorvUTnnLmOITEdgNwLt1DoNAgaldWYIqBw1gKgcnNCbw1XFv80v+sN7MSpZdvRZ+YBkJ+adU+ZAE6NamK4EYfxVgIYTWRu2I1b15Z2YYx3ktBfvO7wS76ufiQqX09y9h4vl7x/kueWfAOiWeqzFDoN2IwrmQfPY8rIKVN2YI9obq3eA0DGsVjU7s5oi+Wx1t8TtasTGcck795bq/cQaE1f8l+nC+Wnx1xGZ+23XWtWIXWvZLQ1pGRhzMrDMyq81HRU1tjl3Egas43WMTvz9924dys2Zt+RxuziZW24FofheryUtqQ0TKmZqHzcKyS/WvdoLlvnJkllzJGSSpmb2K4QUDtr7cq/OA+ibTtVCyD/WjxGa9tK330av0fs24ojqneP5pKN3qW17aRjjtu2rd4qZ63D+RSAW2OrzjclnZPX78Onh73OPj2akXhX5w32bYtS2pYlrwAAQa1EUClLzffyzD2d/D1RuzmRcuwKAFd+3ktVa7m4hweSeFAy8MTtOUNV61zbo2YICfuk9lWQmoUhKw+fRmEE9GxK3Bppnp8ZU3p7Vrk6kRkjtee4NbsJ6CXJC+jZlLhV0vNxq4quA1R7qSeJGw5jSCnqR11qhiCoFKTuPg2AKU+POd9AlR7RXLXqnWrVW1csHTqr3qlWva/+vJcqVr1FUUTt5gSA2t2ZfGvd86gRQsJeaRFRVmw8LqG+aPw8CuMM6NmUO1b9M2JiUZWhf4ZV/zs2+udejiP3SjwyViziw/v3L0Q2qsk8FERRvIp05K0/8CKQKYpiM6AZ8LIgCGHWoM2B0UieYRHAk4Ig+AIzga6iKDYBjgITbKJPsV7/DJhkvTYb2Gv1lPsFqAogCEId4FmgjSiKUYAZGGR9xgU4KIpiI2A38LIoivuB34DJVs+7K8DrQGNRFBsCr/zTvFH6+2JKSC78bUpMQenvW2p41yd6kb/38D3jLIgrWipXEJdWaAC7iy7ImwLrcjrRbMGUnY/a2w1tYNF1gIL4NHTFnw31w61+dTKtk+rci7fxsw5CgY+1wCXYsQHEOdCLXJt05cWn4RLoVaYupVFzQAdu/3nybz3rHOhFXrF0OP/NdJSFOsAHY1zRimNjfCrqgAp44vxD3AK9yLbRMzshDbeA0vXUujsT2bUx1/c58Fj5G7Kz/obsGw5kN3q2A1d2la+sBQ8fxIyiPBczUhE87PNcERKOwtMX8/kY++t+wYCI7uU5OI1bjLrjE+WSWRloAr0x2NQtQ3wq6kB7PdWBPkVhzBbMWXmovOyNet6PtSVtvfQSLZrM3Jj2BfV3LKHRsa9xqlGF5BU7ykyH0t8Xc2LRUnRzUgpKv9KN/i6P96bgQFH/pfT3w//HLwn8fSXZP6zEklL+5dx2+mFtXyXywNs+D7JzUXq5kXfuGh7dmoNSgSbUH+cGEWiCSu93HeoS6EWOTR3PiU/D9W/0I24hPriH+nO7lHanDfTGcMe2rNPQFNNTW1zPrDxU3lJZa6v603DrIuqtm4tbizoAKN2dAag6dQANty6i5tKJqH09KI420Bu9jY76uDS0xWUHeaO3pk8aS/JQe9vXM79HW5Jz+iqiwYRoMnN56pc02/U+rU4txblmFeKX77xnPv3T/PYKD8QzPJCn1r3B07/OoWrHkkZmR6gCfDDGF+W/KSGl/P24IBAw7UUS3y6/J8M/zXO3JpE0+2sxzXa9z6XJXxYaucqDLsjbbu6QH59WaBizDZMfX2RsL4hPLREGIHRAR5J2Sv121tkbBPSIRlAqcKrqh2fDMJyCS8/Dyhq7VIH2ZW1MKNmnlAenRjUQ1CoMNxIq9FzxOp77N+ZIdYd05dm979N8Rn/2v/F9qeEeRNvOv5aAc0QwulA/BKUC317N0IbcO/9cis0Nc//GnKzekK703/s+LWf0Z18pemuDiukcn4YmyIHONn2pKbuoL3VrHEn0X4uJ/vN9Lk/5stDIhkJBk+2LaHXmazJ2nyL7eKxD+eWZezoHepFn075sw2Rcuk1oj2gAqj1aNNdOP3eTKt2bICgVuIb64dOgOi7BPmiDvMkvNp/XFmur2iBvCmzbc1xRGI2fB3qrEVOflFFosNIGehHQqxk3v9tmF5dLRBDGrDyivplAr63zaDxrAIJCKKl3XDn0tgkT88aPNJ41gL5HP6TJrAGcWLCqUO/Q3tK7h09UOC5VfO36Itv3nLv6O+rPiuvvqD8rjlNVP9psf5sWv7yBV4va9wwv87+PbFSTqQy6A88LgnACOAT4AHd9pQ+LonhVFEUzsAJoC7REMrLtsz4zBLBdX3R3I6EYoLr17/bAjwCiKG4E7n4G7wJEA0escXUB7n4uNQAbHMRVnFPAckEQnkPaL84OQRCGC4JwVBCEoz+l3i4jGyqOS+8uaOvWJHPZmnsHfkAonbVEfT2ei7OWYbZ+HTwz7nNCX+hOy60LULo6YTGWyJb7SsSTbfBtGM6pzzc+UDn/nxCUCh7/eBRHv91C5q3kez9wn2X3+XgUMd9uIaOY7HpPtCGwQTiHvrhPZS0IaB8fhv73b0veUyhRhtWlYPn75H/6Oqr6LVFGlu/F+9+IS+MaWPL15F+8CYCgUuL/fE/O9pjIySYvknf+BkGjn7xv8px7dkVdpybZPxbtGWlOSibpuZdJeGowLr17oPC+/8ZtR6Su2o4hIZXaG9+nypyXyI25UGknW9V4vBWxmw7/LY/Qe2FISiem6QhOdZ/M9TnfUfPTcShdnRBUSrQhvmQfucCp7pPJjrlEtdlD7rt8AOdaVQifNYiLk6x7uamUBL/QnaNdpnCg4XByz92k2ti+D0S2LYJSiWdYIL88M58tr31K53deRGM1Lj4ovJ57hJy/jmJK+Ht7f/4dso/FcqTDBGJ6vE7VsU+g0Kofmuy71BjbF9Fk4Y7V2+zWil0UxKXRbst86s99nrSjlypk7CuLyhy7HKHy8yJ08QRuT/6wTE+xB8W5ZdtZ1XYihxespPGYvg9UVvG2bcrM5dLUL6m7dDxRv70l7dN7n8r5Xpxdtp2VbSdyaMFKmjwgvbOPxxLTYQLHer5O6JgnEO62LYuFY10nc7DxCNwaR+Jc28GWE/eB/RO+pNaQrjzyx1uoXXSFc+3YlX+RF5/GI3+8RbM3nyPp6OX71r7ssNbnOm8N4eK8n0rUb0GpxKtFbS6++SObe72Ba1U/wp9t/4/F1hjShZjZy1nfdCwxc5bTYrG0Bc7ZT35H4+FCr23zqTWsO+lnbjwYvYuhT0znzyavsa/rNM7P/oGoz0ajcnV64HIrHdHy8P79C5EPKpB5KAiCEI7kFZaEtBRztCiKW4qF6QgUn4GI1vDbRFEsbVMlvfV/M/eu0wKwTBTFaQ7uGcUin/Gy4noEyWj3GDBDEIQGoigWWpFEUVwKLAW4HtXtnjMqc1IKqsAizw5VgC/mpJLnKehaNMbjpYEkvDixcMlUWXHqbL4C64K90SfYL+MqiE9DF+KDPj4NQalA5eaEMS0bfYJ0vfDZIG8KrM8KKiWNvplA/Nq9JNls/JsXG8exZxcA4BwehEf3JoX36gzpSi3rfg8pJ6/iYpMu5yBvchPuvezHluC29Yga/Tgb+83HYii/8a7WkK7UGCSlI/XEVZyLpSOvgukoD8bEVNTBRd4v6iAfjIkP9uWqyfNdadRf0jP+1FXcbPR0C/Qmu5RlVr0Wvkj6tQSOfrPF4f3yyo6yke1eQdlHismu3qYerV97nOXPzMdczrIWM1MRPIvyXPD0Qcy0yXOtE4rAajiNlPY2E9y80A2dQcG38xEzUzFfPSst+wRMF2JQVInAHGu/Z8h/A4aENDQ2dUsT5IOx2Iu7MSEVTbAvxvhUUCpQujvbHTrg3actab/uKfztXE9yGNZbvSvSft9H0KiyjWrmpBSUAf6Fv5X+vpiTS77Yaps1we2FQSSPHO+w/7KkpGK8eg1tVAPyd+4uU2Zx/e6idpgHUj4ZE6x54OaC2ZoHd94s8h6q+cs76K+WvqH3XRoM6Uq9AVIdTzp5FVebOu4a5E3O3+hHaj7ekl3Wjd4doU9IQxNiW9beGIrpqbfqaYhPKypr63JOk0Fa8pd76ioFNxLQRQSTe/IK5rwCUjdJm0un/r6fgAFdHMrW2uioDfZGX1x2fBraEF+bscS58NABbZA39b+dzPnXPqHgRiIArvWrAxT+TvptP1VH93Wo+/3M75z4NBJPXMFiMpN1K5mMqwl4hgWSZN18ujRMiamobbwYVYG+5e7HnRvXxrlZPbwGPYLCWYegVmPJKyBp0XelPvNP8/wueZfvYM4twKV2KNll6Bg8tAcBz3UFIOPEVbu5g1MxLw6Q5g5Odt4gPnZhqjzbHv9ujTn4dNH+baLZwtnZPxT+bvP7m+RctV9WVZlj111MCfZlrQ4s2aeUhcLVierfzCbhvR/IP3Hx3g8geZbVts6Rkq11PNF6z+VvzJHucuXXg7RdMJSSu7VKPIi2DZC6NYbUrZIXeNDgrqUaOeoV09t2bujyD+ZksVa9HaGPL6ZzkDeGeAc62/SlKjfnEkvj8y/fwWJtWzk2bcuclUfGvrN4d4oi78ItoOJzz7yEdJxt2pdtmKwr8Wwf+A4AbuGBVOkSBUjt6+ic5YXymszsj1s1f7IOnscpxIcMa1y6IG/0xdqzvpj3li64KIwhOROtvyf6pAy0/p6FSz3do8KJ+nwsAGofN3y7RkkHiMWnkn3mOvk3kqjxYk98GoXj36oOt/84aq93cDn0tgkT/nS7wkMLbv5+iJbvSXujmXLyOTi+aJ/QPoc+wLddfRp9NBKAjBNXSr7POOjPiutfPExxLAYTFuu4mnXqGnnXE3GJCCrzGZn/fWRPNZkHjiAIfsDnwCdWo9UWYKQgCGrr/ZqCINzdzbW5IAhh1r3UngX2AgeBNoIgRFrDuwiCUPMeYncDA63hewF33R92AP0EQfC33vMWBKGa4ygKyQbcrOEVQKgoin8CUwEPwLU8+VAa+rMXUVUNQRUcCCoVLj06kveX/d46mloR+MwcR9K4N7CkZ5QrTufwQJyq+iGolQT2bU3SFvulbslbYgh+RvqCFPBYC9Ks+50kbYkhsG9raX+Mqn44hwcWLvOs98EIci/f4cYXm+zT52vdN0QQCB//BOd/KFoydn7Zdtb3mMH6HjO4sTmGyH5tAfBrEoExO69Ce5b51KtGm4XD2DZsMQXl3A/nLheXbWdD9xls6D6Dm1tiiLCmw7dJBMasiqWjvOSdvIymejDqKgEIahWej7Una1vZS3f/Kce+3863vWfwbe8ZXN4aQ/2nJD2DG0egz84j14Ge7Sb1Q+vmxPY3y7lxdxmyv+k9g296z+BSOWW3t8reVkx2QL1q9Hx7GD+/uJi8CpS15dZlFL5BCN7+oFShimqH+axNnhfkkTt7MHkLhpO3YDiWmxcp+HY+ltuxmC4eQxFYDdQaUChQhtfHknjzb+XFgyb3xGW0YUFoQv0R1Cq8+7Qlfav9CXcZW4/g+7Q0mfd+pDXZ+04X3RQEvB9tQ9qvRafTGRJS0dWogspbas8e7RtREFu2t63h/AVUoSEog6T+y6lbZ/J32/df6pqReL0+gdTJM+36L6W/L2g1UnLcXNE0qo/xxq3y58HJy2irF+WB1+PtyCzWvjK2Hca7n7RJutcjbQr3URN0GhRO0p5ebu0aSS8El+8t+/Sy7YWHC1zdEkMdax0PaByBITvvnnunFccrIgithwsJMZdLDZNzIhansCC0Vj19+7QlbYv9oQbpW47g/0xHAHwebUWm9SQ+lY87KKSpnrZqALqwIPTWF+D0rUdxby3tpenRtiF5l0rqn308FqfwIHRVJdn+fduQUkx2ypajBD7TAQC/x1qSfle2uzMNlk/j6rzlZB0pMjDo49NwrlkFtXW/Ka8ODcm7fMeh7vczv69ujSGkpbT8Veflimd4IFk3yj5FGyD/1CU01UNQVwkAtQqPR9uTs+NQuWTemfAel9sNJbbDMBIXfkPmLzvKNKjBP8tzXVX/woMJtFV8cY4MLjzVuzTivt3C7q7T2N11GgmbjxL6TDsAPJtEYszOK1z+dRd9UgbGnHw8m0h7EIY+044E6/zCr1MjIkc9xpEh72HOt9mv0kmD0rqHnm/7BogmMzmX7Mu8Mseuu+SduozWZsz2eKw9WdvLN2YLahXVPp9B+rqdhSeClodzy7azrscM1vWYwfXNMdSwzk38m0h1vCJzE/ewgMK/q3aJIvNa6ctPH0TbBlBb54MqDxdCXuhB/HLHWwicXbadtT1msNaqd81ielekbdvqXa1LFFml6J19wl5nv75tSN1qr3Pq1qME3NX50ZZk7CtqW9i0LSdr21L7uBcup1foNHi1b0hebFHdrujcMz8pA2N2Pr5NIgCI6NeWW9b2pfMpmms3HNuHS9a5tlKnQWUdz7KuJpB26jq/dphC0h9HCX5amud7RJfenk05+XhES+05+On2JFoPzUnaEkOw1dMs+Nmi67ubjeGvZqP5q9loEn8/xLmp35D0x1Eyj19B5eGC2seNS99tJ2HfOU6/t5Zbm2MIt+rt0yQCQ1YeBcXSUWDV28eqd3i/tty26p2fmI5/K6nvDmhbr7B81e7OKNRKKZ8GdiTp4AWufb6x8ACBxD+OEmLV3zM6ElMZ+nta9Q+x0b80ND5uhXvAOlXzxyU8kDwbw/L/LPKeamUilLaZo4zMP0EQBDNwGlAjLZH8AVgsiqLFapiah+TpJQDJSCdsNgbmIhmxIoE/gVetz3QG3gG0VhEzRVH8TRCE60BTURRTBEFoCrwnimJHQRB8kJaPhgD7kZacRlvDPQtMQzIqG4FRoigeFAQhRxTFuwcg9AMeFUXxBUEQ2gBfInnE9Qe+RjKmCcCPoiguLC0fyuOpBuDUtjnek0eCQkHOr1vI/OonPEcOQX/uEvl/HSDg83fQ1AjDnCJ9PTHFJ5E07o0y40yr24Vabw1BUCq4s+JPri1ZT8SUp8k6eZXkLTEotGrqfzIK9wbVMWbkcGrER+RbXzDCxvUlZEAn6cTPWd+TsvMEns1r0fz3N8k+d6NwmVLsgpWk7DhB1Zd7ETpUOk0vadNhdr5T+vLUVvOGUKVjQ0wFBvZMWErKqWsA9N0yn/U9ZgDQbEZ/Ivq2xjnAk7zEDC6u2MXxxevoueJ1vGuHFk62cu6ksn2Y/emY6nJ2ac3nDyGkY0NM+Qb2T1hKqjUdj26dz4buUjqazOhP2BNF6Yj9aRcnF68rNc4odWaJa24dowl+42VQKkhfvZ2kT1cTMH4Q+acvk7X9ME4Na1Dti+moPFyx6A2YkjO41H0UABGrF6KNqILCRYcpPZvbUz8iZ3fJza43iSX3QrpLt7eGEN6hIcZ8A5smLSXhtKTn0E3z+bb3DNwCvRl16CNSYu9g1kveYDHfb+PUyl0ENgznyaXj0Hk4Y9YbyUnO5Otur9vFX1Z2d7eRvdFG9rBN8/nGKvs1B7JPrtxF/+Wv418rlBxrWWfFpfLzS/ZlPfrpkhurAyhrR6Pt8yIICoxHdmDcsQZNj4H8H3vnHV5F0TXw39yb3PROKjWFXkLvSq8WsKCAUlUQkSZNKYIIgqKIgC+KDQuIHQsgHalSQu8ECBDSe791vz92Se5NbgoI5Ht99/c8POTuzs6ZM+XM7Nkp5hvRmM/aviC5jJmP/vfVWGJlx7FD8044dn0SkDCfi8Kwwf4MIqdX3y9Dc/tMnbOIw8dOkpGRhZ+vNy89N4QnHul12/Ecj5wMgFfX5tR44znQaEj5bjvxy34kZMog8k5Ek7H1MMLJkbBlE3FtGIopI4crL72H/ro88PNo15BqM4Zw7hHb8vQf0ovA5x5GMpow3EzmyqTlhTO7gquVrN8Azu3b4DXpJYRGS+7vm8hevQbPUcMxnLtIwZ79VFm+GMeIIvtlTkgideosnFq3wGt80baUuT+uJ3e9/WW+SXH2D3jw7NKCanOfQ2g1pH63nYTlPxA8eTB5J6PJ3HoI4eRIraWTcGkUhjkjm6tj38VwPRFdtQAivpkLFguGhDSuT12O4aZ958M+Sj9cotP8YdTsLNfx7ZNXkaTYkYF/LmBdb9mOtJ8xkLr92+MW6E1uYgZnvt3FofdlO9J60uM4ODmyf9F3duNvYZKX2Ht3bU7ovBEIrYbEdTu4+cFPVJ86kJwT0aRvOYJwcqT28vG4NZLL+uKL76O/nojvQ22pMXUgktGEJEncWPwd6VvlFwanav5ELB+Pg6cbxtRMoid9WLh3m8FS9M3Vt1szIt4cjtBqiP92J9eX/kytaU+TfeIyqZuPoHFypN6KcXg0DsWYkcPZ0e9TcC2JmpMep8b4x8i/UvSCe+LpNzGmZBEytAdVX+iLZDJTEJvM+fEfYkqXv/yf0jlRGv80vzu+/gw1OzXBYrFwZPmvXPrtb5v4u+nsz45x79ySwFmjEBoNGT9uJeU/3+E/8VnyT10iZ/tBnBvXpvrKWWgL7Xg6V/q8ZBOH1xPdcWkUQcIbH9mVkZRTtBT1TvM88MkHqTGuP5LJjGSxcG3Jj6Rskp3t9T+agHf7hjj6emBMzuTq4u9JWCvvZZctiibmN1o4goAukZjz9Ryf+DGZykycB7ctZHd3eZK/V2QYTT94Ea2zjqQdxzk9YzUAXQ+8j0bniEGxGelR0Zya/hku1avQ9tvXkCwSBQlpnHhlFfmxKZxx0pZa1ve673pIY9+eeXRuQfDrL4BGQ/oP20j+8HsClD47+1af/dEMq7LO4FKvsXj370y1dyZQcKnoQ0zslKUUnLtaQsbfxtL77Pbzh1FdGSP9ZTVGenzzAn5WxkitlTHSrTp+4dtdHF3yM+3eGELVjg2xmMzoM3PZP+tL0os5L2sb9YV/34u2Xf+jCbg3qAXAtSU/kLS+yMF4wbH0tt3Ramy4y0rvJzYv4CdF7zYzBxJhpff5b3cRteRn2hfTe18xveubinT26daM8Hmyzgnf7uTGBz9Tc9rTZB+/TJpiS+utGId7I1nn86Pfp+B6EgFPPkj1cf2RjHLbur7kR1L/PIxb/RrUXfYyaDUIjSD5twNcX/JjobwYra3OFRl7+jUJpf37o3Bw1nFz5wkOzZL3iKv3XC/qDZdnlV7feISjC+V+w61aFbqvnY5ksZCfkM7+yZ+QezOVAJOJ+gtH4N+1KeZ8PacmfESW0p7bb1/E/m5ym/CMDKPxsjFonXUkbz/OuRny9hiOPu40/WQizlX9yI9N4cQLSzFm5Nro0/iDMSRtPUriH/KHBr8HG1PvjWcxCw2pJ69yaNpnWIxmWr01jODOTTDnGzgwaRVpit59ti5gUw9Zb98mobRbOgqts464nSc4MlPW2791HVrMG4JGq8GsN3L4tdWknYqhSosI2i0dDUDGhVgOTv4EtzTbj7ANF46gStemWPL1nJzwUaE967h9EXsV/b0iw2iybAwaRf+ziv6BfVrR4K3h6Pw8MWXlknX6GocHLiToodbUnjZAsbMSlxb/QNKWo/RNXHd7py39l5HzyqP3zWnkvuS3/7q8VJ1qKv9vUJZ/TpEk6eFKTspdo6JOtXvBxfj7tyF+cW44Vt7K8oo61e4F9pxq94OynGr3msrsQUpzqt0P7sSpdre45VS735TmVLsflOZUux+U5VS719xyqt1vrJ1q95uynGr3mtKcavcDa6fa/cbaqXY/Kcupdq8pzal2PyjLqXavsXaq3W/KcqrdS6ydaveb4k61+0mA6d7ub1wWqdrKsSk+5srT+d/uVMue+Mh9G/J7LP39vy4v1eWfKioqKioqKioqKioqKioqKioqt4l6UIHK/xskSdoF7KrkZKioqKioqKioqKioqKioqKiUi+pUU1FRUVFRUVFRUVFRUVFRUVEpyX/pAQL3C3X5p4qKioqKioqKioqKioqKioqKym2izlRTUVFRUVFRUVFRUVFRUVFRUSmJxVLZKfh/jepUU1G5h7j4GCpNtja+8qbpeporT7avpfJO/vGrkVt+oHuAFFd5J4lFGCqvrKN/qDzZxm8r5wROgKYn3qsUue+1eL1S5AL0EpV30qu2Elc85FsqZ5hWmUNnH3Plyc7Kr7yT+gqovJMwXaXKKXEXqfJ0dnCovIqWV4l1PMA9r9JknzVUTvvydKq80z/NpsqzKT7aynsHuaapnL6rvrZyTsxWUVGdaioqKioqKioqKioqKioqKioqJVH3VCsTdU81FRUVFRUVFRUVFRUVFRUVFRWV20SdqaaioqKioqKioqKioqKioqKiUhJ1plqZqE41FZVKQNeqNR4vjwOthvwNG8j7dq3NfdcBT+HS9yEksxlLZgZZ77yNJTERx6bN8Bg7tjCcQ40aZM6bh37f3jLl+XaJpM784Qithrg1O7i2/Feb+0LnQMMVY/FoEoYxPZvToz6g4EYyDj7uNPnsFTyahhO/bhcXZ3wBgMZFR+NPJuFSKxDJbCFlaxSX539bqvymbw4luFskpnwDhyd+TMapmBJhvJvUovXSF9E6OxK//QTHZ39VeC9iZE/CR/RAMluI33acU/O/xadpGC0XP68oAGfe+5m4TUfuWx7cDk5tW+E18WWEVkPubxvJ+do2r9wHPonro33BbMackUnGgsWYExKL0ubqSuC3X5C/ex+Z7y27Ldk95g4hvEtTjPl6/piyisTTMTb3HZx1PLZyPD41ArBYLERvO8aut78DoNXzfWg6sDMWk5m8tGw2TF1F1s3UMuXdi7Ku8Xh76o55uDCMV4PqbO05Cy6dtpsGj07NqTrneYRWS+q6LSSt/MnmvlvrhlSd8zwu9WoRM24xmRv3F94L+3Iubs3qkHPkHFdHvlmmrrfw7NyMGvOeQ2g0JH+7jYQPf7a5L3QOhH0wAdfG4ZjSs7k85l0Mscn4PvYgwWP6F4ZzqV+TM70nk38mBt9+HQke9yRIEsbENK6MW4op/c73FZv11hJ27zuEr48367/56I7jKY3uVvVsQyn1rH+xevaXUs+qt65LtzlDCKhXnV/HreDCxsN3lAaPTs2oNvcFhFZD6rqtJP6neLk3oNqc53GpX4uYl98lw6rc75SObwyhZtemmPL1bH9lFSnF9AZoM20AdZ/oiJOXG5/Ue77wet0BD9B+5iByE9IBOLV6K+fW7bIr517YL+Gope7Ckfi0b4Bkkbi8cB3JGw4B4NclkrqKvJtrdhBjR16jFWPxVOSdVOQB1Brfn6qDuyCZLVyYuZrUXSfkvDq8HFNuAZgtSCYzB3vNACDgkbaET3kStzpVOdR7Jomnb9jIavnmEKoqeXxg0irS7NgU38a1aLd0NA7OOm7uOM6R2V8D4N2gBm0WjcDBzZnc2GT2jV2JMScfv6ZhtFn8nKwLcPK9X7jxp23/4dW5GbXeHInQaEj6dhtxK34pkQcRyybg1jgMU3o2l158D32snAeu9WsS+vaLaD1cwCJxqu80JL2RBj/OwzHQB0uBvNfRuYHzMKVmFsZZf8EwqnRrhiVfz6nxK8myo6tnk1AaLxuDxllHyvZjnJv5JQCO3m5ErpqAS3V/8m8kc/yFDzBl5uLg5UbjpaNxrRWIWW/k9MSPyDkfi3OIH41XvIRTFS+QJOK+2U5udNx9rWdl0emNIdTqIpf7lsmrSLbTttpNHUB9pW2trF/Uth58/RmqtWsAgIOLDlc/Tz5qPLpcmQBuD7QgcNZohFZDxvebSV31g819l1aNCJo5Cqe6odyctIjsP/fZ3Ne4uxC26WOytx4gcd7KCsm0ptL0frAFQbNHIbQa0r/bQurHtnq7tmpI4KxRONcLJXbC24V6O4b4U23lLIRGAw5a0r/6nfRvN92WzvfLjhbnfo8VSug0bwjVFL33TlpFqh29m08fQMSTHdF5ufFNnSK9G47qQ51B8visIC2bva+sIreM8ZlX52bUtLJn8XbsWXgxe2ZQ7JlLMXt2WrFnvo92oOr4J0CrIWNbFDcWfF0hvdvPG0INRe9dk+yXd6tpA6jzpFzen9d9vsT90L6t6LlqAj/1nU3Kyat25Xh2lscEaDWkfltyTCB0DtRaOgmXxuGY07O5+tJiDLFJCEcHaix6Cdcm4UgWidg5n5Lz92mEs46wj6bjVDMIyWwhc9th4hZ9ZVe2yv8eqlPtX4gQIghYCrQCMoBEYKIkSRfvIK6JwCpJkv7xzqZCiFpAe0mS1pYTriOwBPBULi2RJGnVP5X//waNBo8JE8mYOhlzcjK+H32Mfv8+zNeuFQYxXrpE3oujQK/H5dF+eIx+kcx5b2A8foy0F+TORXh4UOWbteiPlPMCqhHUXTSSY08tQB+XSqvNC0nZfITcizcLg4QM7ooxI5cDbScQ2L89EbMHc3rUB1j0Ri4v+g73etVxq1fdJtrrK/8gfd8ZhKOW5j/Oxq9rU1J3HC8hPqhrJO5hQWxqPxnf5hE0XzSCHQ/NKRGuxaKRHJnyKWlHo+m4ZhpBXSNJ2HEC//YNCOnVgq3dXsNiMOHkJ1eLrAuxbOs9C8lswTnAmx7b3yJ+y1H7O2zfozyoEBoN3pMnkDJhKuakZAI+X0nBnv2YYorK23AxmtwRY5D0etweexTPsaNIn100SPMcNQL98ZO3LTq8SyQ+oUF81GkyIc3C6T1/OF/2n1si3MFVG7h+4BwaRy2D184grHMTruw6SeKZGL54eDamAgPNnu1Gl9cG8evLK0qVd6/K+vrP+7n+szyY9axXnQ5fTCLzzDUCdHYSodFQ7c3RXH7mdYwJqdT57T0ytx1Cf6noRd0Yl8z1yR8QMKp/iceTVv2MxtkJv2d6l525VvJqLhjFxUFzMcSn0mDjO2RsOUTBpdjCIFUGdceUmcupji/h+2hHqs8cyuUx75H2y27SftkNgEu9GkR89hr5Z2JAq6HGvOc53XkcpvRsqs0cSsCIvsQt+a5iabJD/749GPzEo8x48907jqM0wpR69rFSz3rNH85XdurZIat6NsiqnmXFpbJh8se0GdX3zhOh0VB9/miin5mDMT6Vur+/S+bWQxTYlHsK1yZ/QODox+5cjhU1ukTiFRrEmgcmE9gsnE5vDeenR+eWCBez9SinVm/lmd0l8z7697/ZM7ucQfk9sl+1Jj6OISWLA+0ngRA4+rgXyqu3aCRHn1pAQVwqbTYvJLmYvKqDu2LKyGWfIq/27MGcGvUBbnWqEtS/PfsfnIxTkA8tfpjFvnYTC79wRz0+D2OarXM49/wNTox8j/qLXyihekjXSDxCg/i1w2SqNA+n9cLh/PlwyTxuvWgEB6d+SsrRy3T5ZiohXZoQt/Mk7d59nqh5a0n6+zzhAx+kwZiHOLH4RzIuxLKp92wkswWXAG8e2raA2K1H4dYG8hoNoW+9wLmBb2CIT6XRxndI33yYfKt2HTCoO6aMHI53GItfvw7UmDWUSy++B1oN4csncHn8MvLOxuDg445kLNqZPnrsUnJPXi6hQ5VuTXENDWZP24l4tYigwTvP83efWSXCNXjnOU5PXkVmVDQt1r5Kla5NSdlxnNBx/Ujdc5qry38jdNyjhI3rx8X5awmf0J+s09c4NmIJbhEhNFg0ksNPzkcymbkw52uyTsXg7OZE660L0TjriHrsjftTz8qgVpdIvGsF8eWDkwlqFk7XBcP5rl/Jcr+67SgnvtzKsL9s29bueWsK/44c3gP/hrXKlQmARkPQ3Je4PnwmxoQUQn9aSvaOvzFEF9kRU1wScdOX4PvcE3aj8J84lLzD9j/4lEdl6h08dwzXhs3CmJBC2C/vk73dVm9jXDJx097H74XHbR41JqcTM2AyksGEcHUmfNN/yN5+EFNSWoVE3zc7akfn+zpWKEa1rpF4hgbxU8fJ+DcPp93C4fzxyNwS4W5sPcq5L7byxF5bvVNPx/Bbn9mYCwzUHdqNVrMGsWtMKeMzjYZab73AecWeNdz4DhnF7Jm/Ys9OdBiLr2LPohV7FmHHnjn4uFNj9lBO95qKKS2LsKXj8OzYmKy9p8rUu3pXubzXdZxMQPNwOi4czno7el/bdpQzq7cycE/J8nZ0c6bxyF4kHo0uXZAyJrg0WBkT/FFyTOA3sAemjBzOPvAiPo8+QNUZw7j60mL8BvcE4FyPCTj4eRHx1eucf3gKAIkfryfnwCmEowO1183Ds3NzsnYdLVPnfwuSpM5UKwt1T7V/GUIIAfwC7JIkKVySpBbAa0DgHUY5EXAtRdbtHttUCxhcVgDFIbgWeFGSpHpAR2C0EOKh25R137jdfHCsVx9z3E3M8fFgMlGwYwdOHTrahDEePwZ6+bQi49mzaPz9S8Tj3Kkz+kMHC8OVhmfzCPKvJlJwLQnJaCZx/X6q9G5lE8a/d0viv/8LgKTf/8anYyMALHl6Mg9dwKI32oS35BtI33cGAMloJvvUVZxCfO3KD+ndgms/7AEg7Wg0Ok9XnAO8bXUJ8MbBw4U0pYO89sMeQnq3ACB8WDfOr/gNi0E+1VOfmgWAOd+AZJY9aBonRyjD1t+LPKgougb1MMXexBwnl3feth04P9jeJozh6HEkpRwNZ86iDSgqb8e6tdH4+qA/WPosvNKo3aMFp3+SZzHGHbuMk6cbbsXy3lRg4PqBcwBYjGYSTsfgESSX5fUD5zApMyrijkXjGWy/jG9xr8ramhqPtePGrwdKTYNr09roY+Ix3EhEMppI/30PXj3a2IQxxCZRcD7G7lT2nH0nseRW/PQot2ayPP11WV7ar3vx6dXaJoxPz9ak/LATgLQN+/Ho2KREPL79HyDtN7mshBAgQOPqDIDWwxVjYsVeUEqjZdPGeHl6/KM4SuNO6lmiVT3LjE0h+fwNpH+wtEAu9wQM163KvadtOcjlfg3pLh0LH9qzBRcUvROPXUbn6YZrMb1v3ctLyrhjOffKfoUM6kzMsvXyD0kqdHZ5No8g72oi+Yq8hPX78bcjL85Knq8iz793KxLW70cymCi4nkze1US8mkeUqV/upZvkXY63e696rxZc/VHO45Sjl9F5ueFSLI9dArxx9HAh5ajsqLr6416q924JgEdYEEl/nwcgfvdpqj8k61G8/yj+ruDeLIICq3adaq9d92pFstKuU/84gGfHxgB4d2pK3rlr5J2NAcCUngMVqHOBvVsS94PsZM+MisbR0xWnYro6BXjj4O5CZpRsP+N+2E1gn5ZFz38nPx/3XdF1tzpVSdsr99e50XG4VPdH5++FPimjcCacObcAfXIGhuTM+1bPyiKsZwvOKW0rQbEp9tpWQgXaVp1H23Hxt9L7DGtcmtTBcC0O440EMJrI2rAbj27tbMIYbyahvxADdk5MdW4YgdbPm9y9d/aSXWl6R9rqnfnHbjy6t7UJU6h3cTttNCEpfbZG54jQiArJvMX9sqPFud9jheLU6NWCaMW2JZdi227dy7ejd8L+c5iV8VlyVDSuZYzPitszu+OUXq2KxilW9syrFHvmVCOIgivxmNLkcVrWnpP49rVtK/ao1bMFFxW9k46WXseTjpZe3q2mPsnx//yBuYxxuVvxMcFvJccE3j3bkPbjDgDSN+zDo4M8NnOpXZ3sffKHbFNqJqasXFwjI5AKDOQckJ2GktFE3qkrOAb7lauzyv8GqlPt30cXwChJUuH6HkmSTkiStEfILBZCnBZCnBJCPA0ghOgshNglhPhRCHFeCLFGCTseCAF2CiF2KmFzhBDvCSFOAO2EEK8LIQ4rca5SnHoIISKEENuEECeEEEeFEOHAIuABIcRxIcSkUtI/FlgtSdJRJe0pwDTgVSXe1UKIZUKI/UKIK0KIJ289KISYqqTlpBDijeIRCyFGCiGWWv1+QQjxvvL3s0KIQ0raPr7lKBNCrBRCHBFCnLGOUwgRI4R4WwhxFBhwOwWkqVIFS1JS4W9LcjLaKlVKDe/Sty+GgwdLXHfu0pWC7dvLlecc5EtBXNGUcH1cKk5BPjZhnIJ90SvTxiWzBVN2Ho6+FXsBd/B0pUrPFqTtsf9l1iXIlzwr+XnxabgE28p3CfYhP67IaZAfn4aL8sLtERZMlTb16LrhDTr/PAufyLDCcL7Nwum562167VxE1PTPC1+SinOv86AsNP5VMFuVtzkpBa0dJ+ktXB/pi/6AsjRGCLzGjyFz+Z0t1/MI8iHLSu/shDQ8An1KDe/k6UpE92ZcUxym1kQ+3YnLyjKu0riXZX2L6o+25fovpb8oOAb5YYxPKfxtjE/BMejeDXp0Qb4Y4orkGeJTS8hzDPIrCmO2YM7Kw8HHtm75PtKRtPWyQ1Iymbn22sc02r6UyKOf4VK7Gsnflt/WKwuPIB+y76CexdipZ3eKzjqPUcoh8N4Odt2CfMix0js3Pg23oNL1tkdYn9Y8veUten00HvdSXoruhf1y8JS/lYVPf4pWWxfR6JNJ6Py9CuXpy5HnHOxLgR15TkE+FNwsKgd9fCpOQUV6Nf9uJm22LKTqkG6lZ4oVLkE+5FrncVwaLsXS4hLkQ158mt0wmRdjqaY47Ws+3AY3q48/fs3CeXjnIh7esZBD07+w6T/k+lQk1xCfiq5Y+diEudWufT1wDgsBSaLe2tk03vwuwS/1t3ku/P2Xabz1PapOtB06OAX7km+1fKsgPg2nYjKdgn0psNK1IK4ozC1HGYA+KaOwPLPPXifwIfll0qtZOM7VquBcLF7n6v641a5G7oWimSv3up6VhXuQDznxRXmRk5CG+222LQCPqn541QjgRgVtjUOQHybr/iMhBYeK2hEhCHjteZLe/vS203mLStM70LbfNCWk3Jb9dAiuQtiGFdTeu5qUj3+s8Cw1uH92tDj3e6xQHNfiti0+Ddc7KGuAOoM6cXNn6eMze/bMsYL2zEWxZ3XXzqaRlT0riInHJbwqumr+oNXg07s1uqrl55/bP9S7SqNauIX4ct3OyhhrHIuNCYx2x2a+tmOz7Fy0Ph7knb2KV4/WoNWgqx6Aa+NwdMG272laTze8urcqdL79T2CR7t+//0JUp9q/j0ZAVCn3HgeaApFAd2CxECJYudcMeVZaAyAM6CBJ0jIgDugiSVIXJZwbcFCSpEhJkvYCKyRJaiVJUiPABbi18dEa4ENJkiKB9kA8smNsjyRJTSVJer+UNDa0k/4jyvVbBCPPYHsY2VGHEKInUBtorejYQgjxYLF4vgceEUI4Kr9HAJ8LIeoDTys6N0VeAPKMEmamJEktgSZAJyGE9RSTVEmSmkuStK4UXf4xzt174FC3Lrnf2YrQ+PriEBaG4XD5+5LcS4RWQ8OPxnPj0z8puJZU/gN3IsNBg87bjR0PzeHEvLW0WzWu8F7ascts6TydbX1mU3/co/KMtf9iXHp1R1evDtlr5GV+bk/0o2D/QSzJKeU8+c8RWg39lo8l6ovNZCh7I92i4WMdCGocxsGPN9zbNJRR1iA7Uc35BrKsXvz+Dbg1q40lX0/+hesACActAUN7c6bXZE40f468c9cIHvd4ObH8dyC0Gh5dPpYjX2wms1g9+18jZusxvm4/ke96zuDGntN0fb9iex/dDYSDFueqVcg8fJHDPV4l88hFIuY8e09lHn7kdQ72eJWjgxdSfUQvvNvWv6fyAA688gl1hnWnz59v4uDuXDgLFiD12GX+6PIqm/q8TsNxj9y1/kM4aPFoXZ/ol5dypv8MfHu3KZz1cenlpZzsNokz/Wfi0aY+VZ7sfFdk2kWZfndl2a84eLrSfvsiajzXm+xTMTYORK2rE40/e4X4dbuwmMylxXZHVEY9s6bOo+24tOHQP5oFW1F8nnmInL+OYEooe9/R+8H91BvAFJ/ClYdeJrrrC3g/3g2tn/d9kQuVa0f/PxD2eAf8IsM4tfIejc8ctLi3rs/ll5dytv8MfBR7Zs7M5eprH1P7o8k0+GUB+hvJpX7YvmsIQbs5z3BgXpm7CP1jUr/bhiEhlXob3qPa3OfJjTpvO8Ndq6HWiskkffEHhuuJpUek8j+Fuqfa/xYdgW8lSTIDiUKIv5D3XcsCDkmSFAsghDiOvFTT3u73ZsB6p8cuQohpyEtEfYEzQohdQFVJkn4BkCSpQIn3bumxXpIkC3BWCHFrWWtP5d8x5bc7spNt962HJEnKEULsAB4WQpwDHCVJOiWEeBloARxW0ugC3PIQPSWEGIXcVoKRnY63PkvY3eBICT8KYHGd2gwJCba5b0lJQRMQUPhb4++POaWk00TXvAVuzw4hbeJ4MNpOcXbq0oWCvXvAXP4AuCAhDeeQoq8zTiF+6JUNXW+hj0/Dqaof+vg0hFaDg4drhZZo1HtvFPlXE7ixaqPN9fDhPQh7RvbDpp24gmuIH7eGma7BvuTH28rPj0/HxWoGgUuwL/kJacq9NG5ulJc+ph+/gmSR0Pl5YEgtSl/2pThMuQV41asGxy7d1zwoD0tyClqr8tYGVMGcXNKZ4NSqOR7DnyHlpUmF5a1r1ABdZGPcnuiHcHFBODog5eWTtfKTUuU1H9qdpgPlvI8/eQVPK709gnzJTky3+1yfRc+RfjWBw59vtrleq0ND2r/8KGueWoDZ6oX0FvezrKv3b8f19WVvLm9MSMXR6ouiY3AVjPfwJceQkIYupEieLtivhDxjQiq6kCoY41NBq0Hr6Wpz6IBvv46k/bqn8Ldrw1AA9NcSAEj7fR/BY/9/OdWaD+1OpFU987jNenakWD37pxiUPL6FLtgPY+LdL/dGw7rTYJCsd9KJK7hb6e0W7Fu4WXZF0GfkFP597tudtJsx0G64e2G/jGnZmPMKSFI2jE/6/W9CBncplOdUjryC+DSc7cjTJ6TjXLWoHJyC/dAr7ftWHMaULJI2HsKrWTgZf58rkbY6w7sTodiU1ONXcAvx45bFdAvxJb9YWvIT0m2WPlmHyYqOZ8egtwF5KWjVbk1LyMuKlvsP77rV4KR8aIBcn4ryQBfshyHedvbNrTAG63adlo0hPoXsv89iUvI/Y8dR3BqHkbX3FEYlLyy5BaT+soeAQd0IHv0IAGnHruBS1Y8MJX7nYF/0xWTq49NsZpk5hxSFMSRn4hTgjT4pA6cAbwwpylYJOfmcnlg027nT4eXkKR/BhIOWZp+/QsJPe8mMukjYlKLZc/e6nhWnydDuNFLaVuLJK7hbLatyD/Il5zba1i3qPNKWXbO/rHB4U0IqDtb9R1AVTBW0Iy7N6uPasiE+gx9C4+qM0Dliycsn+d3VZT73/0LvRNt+0yGoyh3ZT1NSGgUXr+HaqmGJAxysqQw7Wpz7PVYAqDesO3UU25ai2LZbuAX7knebZR38QEMixz/KpicW2HwwKI49e2a8C/YsY+sRMrbKYzb/Z3ogWey/kzQc1p16SrtPPnHneuvcnfGpW41Hf5gJgIu/F70/f4U/Ry4pcViBsdiYwNHu2EwevxkTFJ093DArY7Obb3xWGK7OL2+jvxJX+LvG22PRX40n+bPfK5Tufw3/pTPI7hfqTLV/H2eQHUS3i/XGXGZKd7gWKE45hBDOwH+AJyVJagx8AjjfgWxrzlIy/S2Q9bKXVmH1/0JlFlxTSZIiJEn6jJJ8CgxHnqX2hdWzX1o9W1eSpLlCiFBgCtBNkqQmwAZs9cu1p4AkSaskSWopSVLL4g41AOP582irVkMTFAQODjh37Yp+v+3gwyGiNh6vTCZj5mtIGRkl4nDu2q1CSz8Bso9dxjUsCOca/ghHLYH925Oy2XZ/rpTNRwh+qhMgn8SWvrf8JQNhrz6Ng4crF2eVHLhdXr2VrT1msLXHDG5uOkLNAQ8A4Ns8AmN2PgXF9kkoSMrAlJ2Pr7L3Ts0BDxD3pzxh8eafUQR0kGc0uIcFoXF0wJCajWt1f4RWNmGu1argERFCbikzX+5VHlQEw7nzOFSvijZYLm/X7l0p2GO7fNGxTgTe014hdeosLOkZhdfT575F4mODSHx8MFnLPyJv09YyHWoAR7/axud9Z/J535lc3BJFoyfk/fpCmoWjz84j184eFQ9OeRInDxe2vvGNzfXAhjXpvXAkPz63hDw7+5vB/SlrAISg+iNtuLG+7D1i8k5cwik0BF31QISjAz6PPEDW1pLLp+8Wuccv4RQajK56AMLRAd9+HUnfYnt4SMaWw1QZIA8ofR9qT/Y+q418hcD34Q6k/Vr0DcOQkIpz7Wo4+MoHNXg9GElB9P+v2XlHv9rGF31n8kXfmVyqYD17QKln24rVs7uBXO5F5eDzyANkbr37M3lPf7mN73vP5PveM7m6OYq6it6BzcIxZOfd1p4/1vvI1OrZgvToOLvh7pX9StlyFJ8O8kmBvg80KtyQvri8oP7tSS4mL3nzEUKs5N3asyt58xGC+rdH6BxwruGPa1gQmUej0bg6oXWTu0+NqxN+nZuQc972lM9bXFy9jY09ZrKxx0xi/4wi9Ek5j6s0D8eQlVdif6H8pAyM2flUaR4OQOiTHbmxWbYptw47QQgaT+jHpa/lftPNqv9wq+qHZ0QIubFF/UfO8WicQ4NxUuqTn512nb7lMP5Ku/Z7uF3hBt0Zu47jWr8mGhcdaDV4tmtA/sVY0GpwUJZKCgct3t1bkrJ+D6d6TOZUj8kkbTpCyAB5gr1XiwiM2XmFyzlvoU/KwJSTj1cL2X6GDHiQROXU0qTNUYQ8LT8f8nTRdQdPV4SjvPVrtWe7kvb3Ocw58l5Qjd4fTc6lm9z4eMN9r2fFOfnVNtb2mcnaPjO5vDmK+krbClJsyu3up+UTHoyzlxvxUSU/tJVG/qmL6GqF4FgtEBwd8HzoQbK3/12hZ+MmLya603AudxlB0tufkfnL9nIdavD/RO+TF9HVqlqot9fDD5KzvWL9pkOQH8JJPjVI4+mOa8uGGK6U3V9Vhh0tzv0eKwCc/3Ibv/WcyW89Z3J9cxQRim3zL8W2lYVvw5q0XzSS7SOWUFDK+OwWxe1ZueMUK3uWWZo9Axz85KXcWi83Aof3JnntNrvyz3y5jZ96zeSnXjOJ+TOKOoreAc1vr7wN2fl81WQMa9tNYm27SSQdu2zXoQaQe+ISTrWsxgSPlhwTZGw9hO+TXQHweahD4VJO4axD4+IEgMcDkUhmc+EBB8FTn0Hr4Urs3Dtf5q3y70SoJzn8u1D2NPsb+OzWiZnKkkUvwB8YDfRFnlV2BGgD1AOmSJL0sBJ+BXBEkqTVQohTwKOSJF1V7uVIkuSu/O0NXECe1aZV5P6oOKT+BhZJkrReCOGk3K+PfJJnpzLSHwwcVGQeF0L4AX8C8yRJ+l0IsRr4Q5KkH63Toyz/fBPZAZYjhKiKvLdciTWJyj5o/kATSZLShRANgF+Rl38mCSF8AQ/AG/gKeWmsP/IMtelKvsQALZU930olsUsnuw1M16YNHmPHgUZDwaaN5K75BrcRIzFdOI9+/368330Ph9AwLGnyVxVLYhIZs2YAoAkMwnf5ClKeHkCJ3ZWtOH02qPBvv25NqfPmMNBqiP92FzFLfyFs2gCyTlwhZXMUGidHGqx4GY/GtTBm5HB69AeFyznbH16Og4crQueAKTOX408vwJSdT8fjK8m9eBOLQZ5VFfv5ZuLWyBt+pmlsfbLN3hpOUJcmmPMNHJ70Mekn5A6wx9a32NpD1ssnMpRWS0ejddaRsOMEx2bKzjrhqKXV+6PwblgTi9HEiTfWkrzvLDWe7Ei9lx9BMpqRJAtnl/xC3J9R+Frsf62723lg78WgXph9p55TuzZ4T3wJNFpy/9hEzpdr8HhhOMZzFynYux+/ZYtxDA/FnCJ/OTQnJpE2zfbUN9e+vXCsX5fM95aViP+ruBC7cgF6vjmMsE5NMOYb2DBlFQmn5LwfuXEBn/ediUeQLy8fXEZK9E3Mejnvor7ayol1uxi45lUC6lYnRxnwZMWl8uPzS2zijzDY1sF7UdYA/u3q03jmQHY8XHSaaG2d/RkSHl1aUPX15xFaDWnfbyNxxQ8EvTKYvJPRZG07hEuTCEJXzUDr5Y6kN2BMzuBCj5dlfX5YiHN4NTRuzpjSs7kxbTnZu4+VkGE0FZ1P4tW1OTXeeA40GlK+2078sh8JmTKIvBPRZGw9jHByJGzZRFwbhmLKyOHKS++hV5YMeLRrSLUZQzj3yKs28fsP6UXgcw8jGU0YbiZzZdLywi+oTU+8Z1fvspg6ZxGHj50kIyMLP19vXnpuCE880uu24nivxeul3uthVc82WtWzERsX8IVSz8baqWcn1+0iqEkYj6+aiLOXK2a9kZzkTD7rYZsfvaTyZ416dmlB1TnPIbQaUr/bXlTup6LJ2noI1yYRhH7ymk25n+8+rtx4D0il7xn1wPxh1OjcBFO+gR2TV5GsDO6f+nMB3/eWv6a3mzGQ2v3b4xboTW5iBue+3cXh93+m7fSnqNWjORazGX1GLn/N+IKMYhv211Xs672wX87VqtBgxcs4eLliTM3i7ISVhftl+SryhFZD3Le7uLr0F8IVecmKvEZW8k6N/oB8RV7oxMcIGdQZyWThwuwvSd1xHJeaAUR+IZ+eJrQaEn7Zx9WlvwDg36cV9d4agc7PE2NWLqlnrrNj8DuFedDqrWGEKHl8YNIq0pQ87rt1ARt7yHns2ySU9ktHoXXWEbfzBIdnyicB1n2uF3WHdwfg+qYjHH9LnmAe+kQHGr78iLzc0SJx8v1fiP0zigiKDjr37tqcmm+MRGg1JK3bTtyyn6g2dSC5Jy6TvkVu1xHLJuDWSG7Xl8YsKWzXVR5/kJBxj4MEGTuiuD7/azQuTjT4ZT7CQYvQasjcc5Jrc1cXHmKQYdZRf+EI/Ls2xZyv59SEj8g6cUUuw+2L2N9NbhOekWE0XjYGrbOO5O3HOTdD/j7o6ONO008m4lzVj/zYFE68sBRjRi7eLWvTeNlLIElkX4jl9KSPMWXm4t26Lm1/f4Pss9cKZyAkbTxE8BMd71s9O13GktvObw6jplLuW6esIkkp98GbFrC2j1zuHWYMpG6/9rgHepOTmMGZdbs4+P7PALSZ9DgOTo7sW2T/1OSeTvb3/XLr1JLAmaMRWg0ZP24hdeV3VJnwLAWnLpGz4yDOjWtT7T+z0Xq6Y9EbMKekc6XvGJs4vB7vjnOj2iTOW2lXxhZ96ft+3Wu9ezjanxXk3rklgbNGITQaMn7cSsp/vsN/4rPkn7pEznZZ7+orZ6H1kvU2Jadzpc9LuHVoSuCM5+XxqBCkff0HGev+tCtjl8H+3ln32o6219h3Ot2PscIxk6dd2QBtFwyjamd5vLTnlVWkKno/umUBv/WU9W45cyBhj7XHNdCbvMQMLq7dxfElP9Nr3av41Kte6JDKvZnK9hG247MGUpE987KyZ8mKPauq2LMMxZ6FW9mzaCt75lfMnt2Y/zUA4f+ZhFuDWgDEvv89ab8WTRA4rrF7xh0AHecPo1rnJpgKDOx6ZVWhU+yJzQv4qZesd5uZA4mwKu/z3+4iasnPNvE88sNMDry51sap1koUjRU8u7Sg2tyiMUHC8h8IniyXb+bWQwgnR2otnYRLozDMGdlcHfsuhuuJ6KoFEPHNXLBYMCSkcX3qcgw3k3EM8qPx4c8puHSj8N0nefVGUtdtBaD5jV/v2pKs/49kjuh+35xGXl9s+6/LS9Wp9i9ECBECLEWe4VUAxCDvlxYNvAP0QT4rcb4kSd8JITpTulNtHPAyECdJUhdrp5oSdj4wCEgALgLXFKdabeBjoApgRN7M/wawGfBDPozA7r5qyl5o7yE7tgSwVJKklcq91dhxqil/TwCeV6LJAZ6VJKnEufVCiFeBppIkDbS69jTyKakaJb1jJUn6W5HXXkl7JvDb3XCq3Q+snWr3m+JOtftJaU61+0FpTrV7TVlOtXtNcafa/aQ0p9r9wNqpdr+5E6fa3aAsp9q9piJOtXtFWU61e80tp9r95h7vjFMmidrK2xvT2ql2v8kw6ypNtmNZx2ffQ8pyqt1rSnOq3Q/Kcqrda0pzqt0PSnOq3WtKc6rdD8pyqt1rrJ1q95uynGr3Emun2v1GdardPf4bnWrqnmr/QiRJigOeKuX2VOWfdfhdwC6r3y9b/b0cWG71273Ys7MA2yk18vVLQFc78u1dK/7sbuS93uzdG17st7vV3x8AH5QXP/LecjYOPUmSvsPOHmnF5Vldr1UBOSoqKioqKioqKioqKioqKv9SVKeayv8MynLVQ8AJSZIqtiGZioqKioqKioqKioqKisr/KupBBWWiOtVUKgUhRC/g7WKXr0qS9Ni9kilJUgZQ517Fr6KioqKioqKioqKioqKi8r+D6lRTqRQkSdqMvL+aioqKioqKioqKioqKiorK/0cqc7PV/wI0lZ0AFRUVFRUVFRUVFRUVFRUVFRWV/zbUmWoqKvcQj371Kk22+WxmpclOcKi8Q1v05so7TaxlncrR+3x8fqXIBQjSuFSabL+A3EqTLTSVt7dEZZ3COTlqXqXIBYjtNrrSZMdkVs4pZgC1qByb4lRJp0ECXHWsPNldq1beyYiXY6pWmuy6mpxKkXtWU3lTH/q5Vc7JugCXjJUnu4/OXGmyY8yVI7tjJdqzGw6VJ7t+5VUzkrSVo3e+vvLeAf7tSOqeamWizlRTUVFRUVFRUVFRUVFRUVFRUVG5TdSZaioqKioqKioqKioqKioqKioqJVFnqpWJOlNNRUVFRUVFRUVFRUVFRUVFRUXlNlFnqqmoqKioqKioqKioqKioqKiolEQ9/bNMVKfavxghRBCwFGgFZACJwERJki7eQVwTgVWSJOXdhXTVAtpLkrS2lPu9gLeVnxHATSAfOClJ0tB/Kv//A5qaDdF1ego0Gkyn92I6stnmvrZBO3Qdn0DKzQDAeHwn5jP70FSrIz+nIHyCMGz6BPPlEyVk+HWJpN78YQithtg1O4hZ/pvNfaFzoPGKsXg2CcWYnsOJUR9QcCMZgNDx/ag6uAuS2cL5matJ3XUSpxA/Gq94CV0VL5AkYr/ZwfVPNgEQPuVJqj7bFUNqFgAF7/zAtZ0l0wTw4BtDqNm1KaZ8PdteWUXy6ZgSYdpOG0C9Jzri5OXGx/Wet7kX8XAb2kx6HEmSSDl3nS3j/lNGTkPLN4dQVZF3YNIq0k6VlOfbuBbtlo7GwVnHzR3HOTL7awC8G9SgzaIROLg5kxubzL6xKzHm5OPXNIw2i5+T8xE4+d4v3PjzSKlpcGjcCudnxoJGg/Gvjeg3rLO5r+vyMLpu/cBiQdLnk//F+1jiroFWi8vIKWhrRoBWi3HfVvR/fFumvsV5Zs5IIrs0x5Bv4JMpy7l25mqJMJO/nIV3gA9arZYLh8/y1exPkSwWqtevyfAFo3FydSYlNpmPJi6lIKfihyK0mTeEakre7520ilQ7Zd18+gAinuyIzsuNb+oUlXXDUX2oM6gzFpOZgrRs9r6yitybqRWS69yuFd6T5fzO/XUj2V/a5rf74Cdx79cXyWzGkpFB2rzFmBOS0AYFUGXxPNAIhIMD2d/9Qu7Pf1RYXwCntq3wfuVlhEZD7m8byf7KtrzcBz2JW7++SCYzloxM0ucvxpyQiDYoEL+3i2TnfP8Lub/8fluyu88dQniXphjz9WyYsorEYvnt4Kyj/8rx+NQIwGKxEL3tGH+9/R0A1VvXpducIQTUq86v41ZwYePh25JdFrPeWsLufYfw9fFm/Tcf3bV4AVzat8R3+ksIjYbsXzaR+fl3NvedmzfGd9oYdLXDSJq+gLxtewrv+Ux8HtcHWgOQsWoNuZv/um35j84ZRr0uTTHmG/h+ykpunomxue/orOPZ/0zEr2YAFrPEue1RbHpbro/eVasw4J3RuPt6kpeZw7qJH5KZkFaqrAYLhuHfrRnmfD0nx68ky44t82wSSuSyMWicdSRvP8bZmV8CEPRIG2pPeRL3OlXZ33sWmSeuyPlX3Z8H97xH7uU4OR+iLnF62mc2cfp2iaTO/OEIrYa4NTu4tvxXm/tC50DDFWPxaBKGMT2b00pf4uDjTpPPXsGjaTjx63ZxccYXhc80//l1dIE+WAoMABx7egHGlKxy87vX3KFEdInEmG/gtykfk2Cnjj+5cjw+NQKRLBYubjvKDqWON3+mG62G9sBitmDIK2DDa5+RculmuTIBnNq0wmviy6DVkvf7BnK+tm3XbgMH4PpIXzDL7TrjrXcwJyQW5ZGrKwFrV1Owey+ZS5ZVSGaLYn1Xehl9l1bpu6KUvsunYQ1aLxqJxtkRyWTm8GurST1+hfpjHqLW4+0B0Gg1eNauyk+Nx0CWfFCBZ+dm1HjjedBqSPl2Kwkf/mwjT+gcCF06Edcm4ZjSs7ky5l0MsUkIBy01F4/FtXE4Qqsh9cddJHz4EwABzz2M/6AeIATJa7eS9FnF7NrTc0bQqEtzDPl6Vk/5kBt2+q7xX87EM8AbrVbLpcPn+Hb2Z0gW+c2vy7DedB7aG4vZwqkdR/l50TcVkmuNS/uW+E57CTQacn7ZROYXtvbF89kncH+sD5jNmNMzSZn7Lub4pNuWY82Tc4bTsEszDPl6vp6yklg7er/05Wt4Bvig1Wq4fPg8383+DMki8dArT9GkR0skSSI7JZNvpqwkM6lih2+4dmxBwIwxoNGQ+eOfpH/6vc19l5aN8H/tRZzqhBI/eSE5W/YW3nMI9ifwzYk4BPmDJHFz9OuY4hKLiyiV+2lHrXHv1Jyqr78AWg1p320leeWPNvfdWjck5PUXcK5Xi+vj3iFz0/7Ce6FfzsW1WV1yD58j5rk7O8Sn19yh1Fbs2a+l2LMBij2zWCxc2naU7W/b1sF6fVrx1EcT+eThWcSfKllXbuHVuRm13hyJ0GhI+nYbcSt+sbkvdA5ELJuAW+MwTOnZXHrxPfSx8juBa/2ahL79IloPF7BInOo7DUlvpPr0wVQZ0BkHLzcO137mtvS+33bcu0tTwt4cAVoNiWu2c3PF+hL611k+DrcmYZjSc7gwegn6G8k4Vfen2e6l5Ct9ZE7UJS5PX1VhXVX+d1Cdav9ShBAC+AX4UpKkgcq1SCAQuG2nGjAR+AYo4VQTQmglSbqdI31qAYMBu041SZI2A5uVuHcBUyRJKt1jUckIIRwkSTLdxgPougxC//NSpJx0nAe9hvnKSaS0eJtgpotHMO6ydQZYYi9SsGa+/MPJFZcR8zFfO2tXRv1FI4l6agEFcam03fwWyZujyL1Y1PFUG9wFY0YOe9tOJKh/O+rMHszJUR/gVqcqQf3bs+/BKTgH+dDih1nsbTcRyWTmwpyvyT4Vg9bNmbZbF5L618nCOK99vJFrK2UHxDWdfdNSs0sk3qFBfP3AZAKbhdP5reH88OjcEuGubj3KydVbGbL7XZvrXrUCaTn2EX58/A30mXm4+HmWmdUhXSPxCA3i1w6TqdI8nNYLh/PnwyXltV40goNTPyXl6GW6fDOVkC5NiNt5knbvPk/UvLUk/X2e8IEP0mDMQ5xY/CMZF2LZ1Hs2ktmCS4A3D21bQOzWo/YTITQ4Dx1P7jvTkNKScZ/7H4zHDshOMwXDgR0Ydsp559CsHc6DXiTvvddwbNUJHBzJmfUC6JzweOtzDH/vQEqp2GC1SefmBIUGM63zy4Q3q82wBaOY1/+1EuE+HPteobPs5ZVTaf1QOw7+vo+Ri15i3VtfcuHgWR4Y0JW+o/rx85J1JZ63R7WukXiGBvFTx8n4Nw+n3cLh/PHI3BLhbmw9yrkvtvLEXtuyTj0dw299ZmMuMFB3aDdazRrErjEryhes0eAzbTxJL0/DnJhM4Jf/IX/3AUxXi/LbeCGaxKFjkPR63J54BO/xo0idMR9zShqJI8eB0YhwcSZo3Wfk7z6AJaVizjw0GnymTiB53FTMSckErF5J/p79trIvRpM0TJH9+KN4vTyKtFlvYk5JJen5lwtlB679nPw9+yssO6xLJD6hQXzcaTIhzcLpNX84X/WfWyLcoVUbuH7gHBpHLYPWziCscxOu7DpJVlwqGyZ/TJtRfSum623Qv28PBj/xKDPefLf8wLeDRoPfjHEkjJ6OKTGFkLUryNt1AOOV64VBTAlJJM9ejNewATaPujzQGqd6Edx86kWETkfwp++St/cwUm7FvxvV69yUKqFBvNN5EjWaRfDYgudY0X92iXC7P/mDywfOonXUMmrNLOp2juTCrhM8POMZjv68h6ifdhPeriG9pw3ku1fsfyTw79YU19Bg/mo7Ee8WETR653n295lVIlyjd57j1ORVZERF03Ltq/h3bUryjuNkn7/B0ZFLaLT4hRLP5F1LZG+3V+0rqRHUXTSSY08tQB+XSqvNC0nZfMSmLwkZ3BVjRi4H2k4gsH97ImYP5vSoD7DojVxe9B3u9arjVq96iajPvLScbMW5VxEiukTiGxrEh50mU7VZBH3nj+Dz/nNKhDuwaiPXDpxF46hlyNoZhHeO5PKuE5z+dT9H12wHoE735vSY9QzfDnunfMEaDV5TJpA6QW7X/p99RMGe/ZhirNv1JVJGvoik1+P62KN4vjSa9NeLXrQ9Ro1Ef/xkhXUNUeznbx0m46f0XZvt9F2tFo3g76mfklqs72o2axCnlvxM3M6ThHSNpNmsQWx7cgHnVm7g3MoNAFTt0Yx6L/TGkJErbwaj0VBj/mguDp6DMT6V+hsWk7HlEAWXYgvlVRnYA1NmDqc7jsHn0Y5UmzGUKy+9i8/DHdDoHDnbfQIaZx0Nd64g7dc9aNyc8R/Ug3MPT8ViNFHnmzlkbj+MPiahTP0bdW5GQGgwszuPI7RZbZ5Z8AKL+s8oEW7V2CWFfdfolZNp8VBbjvy+nzrtGhLZoxVv9pmCyWDCo5yxgl00GnxfG0fii4p9WbOCvL9s7YvhfDTxz4xFKtDjMeBhfCe+QPL0BbcvS6FB56b4hwbxRucJ1GpWm4ELnuPd/iXb+edjiz5wPb/yFZo/1I6o3/ezfdXvbFgiO8M6De9NnwlPsG7mpxXSNWD2WG4+NwNjYgo1v19G7s6/MVwu0tUYl0zCa+/hO/KJEo8HLZpK2sffkrf/GMLV+bb2XrqfdrS4zlXnvcjVZ2djTEgl4rclZG09iD76RmEQQ1wyN6Ysxf+Fx0o8nvzxzwgXJ/wG96mwrtZEdInELzSIFYo9e2j+CD4rxZ7FKPZs6NoZRHSOJHqX/NFa5+ZMmxG9iT0aXa6uoW+9wLmBb2CIT6XRxndI33yYfKu2HTCoO6aMHI53GItfvw7UmDWUSy++B1oN4csncHn8MvLOxuDg445klF/50rceIeGLTTTdV4GxmZXe992OazSELXyeM0/NwxCfRuSfi0jbcoT8i0X6Bw7uhikjl6PtxlGlXwdqzXqWC6PfB6DgWiInuk+tsI7/VtTTP8tG3VPt30sXwChJUuG0AEmSTkiStEfILBZCnBZCnBJCPA0ghOgshNglhPhRCHFeCLFGCTseCAF2CiF2KmFzhBDvCSFOAO2EEK8LIQ4rca5SnHoIISKEENuEECeEEEeFEOHAIuABIcRxIcSkiigjhBgghFii/D1BCHFF+TtMCLFP+bubEOKYotPnQginYnGECyGOWv2ufeu3EKKFEOIvIUSUEGKzECJYuf6CotcJIcRPQghX5fpqIcRHQoiDQAVG5UVogkKRMpOQslLAYsZ08Qja8MjbiQIAbe0WmGNOg6nkmdmaoFDyriaQfy0JyWgmYf1+Anq3tAnj37slcd/vBiDx94P4dmwIQEDvliSs349kMJF/PZm8qwl4NY/AkJRBtvKl3JxbQO6lmzgF+d5WmsN6tuDcT/LXzcRjl3HydMM1wLtEuMRjl8lLyihxveHgLpz8chv6TPnFNz+17JkN1Xu14OqPsryUo5fRebnhUkyeS4A3jh4upBy9DMDVH/dSXckrj7Agkv4+D0D87tNUf6gVAOZ8A5JZ/hqucXJEKqOf0YbVw5J4Eyk5HswmjAd34ti8vW2ggqIXeeHkbHVDkn9rNAhHJySzCfIr/tLfvGcr9v0sz765fOwSrh5uePl7lwh3a3CuddDi4OiApCgUFBrMhYOy0/bM3hO07NO2wrJr9GpBtJL3yaXk/a17+XbKOmH/OczKLJbkqGhcgytW13QN62G8cRPzzXgwmcjbuhOXTrb5rY86jqTXA2A4dQ5tgL98w2QCo9yehE4HGlEhmYWyG9TDFHsTc5wsO3/rDlweLEP26bP2ZTvevuzaPVpwWmlbcUrbciuW36YCA9cPnAPAYjSTeDoGD6UNZ8amkHz+xj0ZNLVs2hgvT4+7Hq9To7oYb8RhupkAJhO5f+7CtbNtfpviEjFeulriJU8XVpOCo6fAbEHKL8Bw6QquHWxtZHk06NmCoz/LM9+uH4vGxcMVj2Lty1hg4PIBuQ2ZjWZunrmKV5AfAAG1qxG9/zQAlw+coWGPFqXKCuzdkps/yPY6IyoaB09XnIqVr1OANw7uLmREyS9YN3/YTWAfWafcS3HkXrb9cFMRPJtHkH81kQKlL0lcv58qvVvZhPHv3ZL472U7k/T73/h0bASAJU9P5qELWPQl+6g7oU6PFpz8Sc7vm8eicfZ0xd1OHb+m5LfFaCb+dAyeSh03WM2ydXS1GR6UiWODephi44ra9bYdOD/QwSaM4ahVuz5j1a4Bx7p10Pr6oD9U8dmf1Xq14IpiP1MV++lcTFdnpe9KVfquKz/upZrSd0mShKOHiyzf05X8xJKzlWr1b0fM+gOFv92a1kYfE4/heiKS0UTar3vx7tnG5hnvnq1J/WEnAOkb9uPRsQmKQDSuzqDVIJydkIxGzDl5uERUI+f4JXlGotlC9t9n8OnTrlz9I3u24m+l77p67BIuHm54ltF3aZS+C6WZd3qmJ3+uXI/JIH/vzC5nrGAPp0Z1MVnbl80l7UvBkRNIBXK560+eQxvoby+qCtOkZysO/Sy385gK6q216rOtZ5I7uToXXi8P5yZ1MV6PxxibAEYTWRv/wq2rbTmZ4hIxXLxaoo/QhddAaLXk7T8GgJRXUJgnFeF+2lFrXJvWxnAtHsMNub5n/L4bz2L13RibRMH5GLv5mLP/JJbcis/cL07dHi04YWXPnEqxZzHF7JmH1bi78+Qn2f/R75j0hjJluTeLoCAmHr3StlN/3YtPr9Y2YXx6tSJZadupfxzAs2NjALw7NSXv3DXyzsbIaUrPAWU2aM7RixgrOBPyFpVhxz2aRVBwNQH99SQko4nk9fvw7WXbj/n2akXS97sASPnjAF6K/ioqFUV1qv17aQRElXLvcaApEAl0BxbfciIBzZBnpTUAwoAOkiQtA+KALpIkdVHCuQEHJUmKlCRpL7BCkqRWkiQ1AlyAh5Vwa4APJUmKBNoD8cCrwB5JkppKkvR+BfXZAzyg/P0AkCqEqKr8vVsI4QysBp6WJKkx8izMMdYRSJJ0GcgUQjRVLo0AvhBCOALLgSclSWoBfA7c+tT4s6JXJHAOeM4qymrIy1hfqaAOAAg3b6Tsok5Iyk5HuHmXCOdQuznOz8xG99AohLtPyft1W2K6YH+QLty8KYgrmuFSEJdWwgHmHOxLgbKcTjJbMGXn4+jrgVNQ0XWAgvg0nIs/W90fj0a1yLT6OlZjZC/a7XybhktH4+TlajddbkE+5FilKyc+DfegkrqVhk9YEN5hQTzx8+sM+HUuNTo3KTO8S5APuVbycuPScCkmzyXIh7z4NLthMi/GUq23PECr+XAb3EKK8sGvWTgP71zEwzsWcmj6F4VOtuIInypIacmFvy1pyQifKiXC6br1w33x1zg/NYqCb+SvfsbDu5H0BXh88AMe769Fv+l7pNzsMnW2xifQl9S4lMLfaQmp+CgD0eJM+Wo2y6M+pyA3n8Mb/wbg5qUbNO8pD7xa9W2Pb3DJdJeGa/G8j0/D9TbK2po6gzpxs5TlxMXR+lfBnFiU3+bEZLT+pafbrV8fCvYfKno+0J/AtZ8Q/Me3ZH/1XcVnqQHagCqYE4uW/piTUtD6l/6S5fZoXwoOWMkO8Cfgm08I+n0d2V+vuy3ZHkE+ZFvld3ZCGh6Bpee3k6crEd2bEbPvTIVl/H9DG1AFc4JVWSel4BBYsTpquHgFl/atEM5OaLw9cW7VFG1QwG3J9wr0JcMqzzMS0vAq40ODs6cr9bs1J3qf/AIYf+4ajXrL7atRr1Y4e7ji6u1u/9lgO3Y52I5Nt7JlBXElw9jDpYY/HbYtpM0vr+PTpp5tnEG+Nn2JPi4Vp2Lt2CnYF71NX5KHo2/5TtQGH4yh9fa3qTXp8XLDAngE+ZJllZasCtTxOt2bc1XJb4CWQ3swdvcSur02iM1zvqyQXNmmWLXr5HJsysN9Kfj7oPxDCDzHjSFz+coKybqFa5APeVa65sWVtJ+uxfou6zBRr39Ds9mD6H/kA5rPHsTxt2yXjGlddAR3bsINq2XeumBfDPFF/YUhIRVdsfqjC7IKY7ZgzsrDwceD9A37seQVEHn0C5oc+oSEj3/FnJFD/oXreLSuj9bbA42zDq+uzXEMKb+Negf6kmbTtlLxKaVtjf9qJu9GfUpBbgFRSt8VGBZC7db1eXX9W0z+7g1qNgkvV2ZxtAFVMFnZF1NiCtqA0tPu/lgf8vceKvV+RfAO9CG9mN7epeg99qsZLIpahT43n2OK3gCPTHmaN/d/SMt+HQtnrZWHQ4BfCV0dA+2PFYrjWKsq5uwcgpfNpsZPK6gy5XnQVPz18n7aUZt0B/phtBofGeNTK6zz3aC4PatIn21tz4Ia1cIrxI9LO46XK0sX5IfBSpYh3l7btgpzq237euAcFgKSRL21s2m8+V2CX+pfcSXtUBl2XBfsi8GqrA3xqTgV1z/YF31ckW0zZcv6AzjXCCBy62Ia/fIGnm3qV0jPfyWW+/jvvxDVqfa/SUfgW0mSzJIkJQJ/Ie+7BnBIkqRYSZIswHHkpZr2MAM/Wf3uIoQ4KIQ4BXQFGgohPICqkiT9AiBJUsGd7skmSVIC4K7EWR156eiDyE61PUBd4KrVfnFfKveL8ykwQgihBZ5W4qmL7ITcKoQ4DsxCdpgBNBJC7FH0egZoaBXXD7e57LXCmK+cJP/zGRSseRPL9XPoeg23DeDqicavKpZr9/+FWOvqRNPPJnFh9peYlS9GN77cyp424znQ9VX0iRl0nF3xvRVuB6HV4h0axC9PLWDzyx/S9e3n0Hnad+DdDQ688gl1hnWnz59v4uDujMVQtMo39dhl/ujyKpv6vE7DcY+gcXL8R7IM238lZ+oQCr7/BKdHnwXkWW5YzGRPfIrsyc/i1HsAwj+4nJjujHeHvsmE1s/joHOkQXt5psln0/5Dt2d78cbv7+Di7ozZWPFVzneLsMc74BcZxillydLdxLVPd3T165D1ddGLhzkxmcTBLxD/2FBcH+qJxvfOHIHlyu7dHcf6dcj+puhl15yUTNKzL5DwxBDc+va6Z7KFVsOjy8dy5IvNZN5ILv+BfyH5B6LI23uI4C8/IGDRDPQnzoL5nphzQN6/avCycexbvZm0G7KDZsOCNYS1qc+EDQsJa1ufjPhULJb7O5rUJ6azs/nL7Ov+GufmfE3TleNwcHe553LPvLScg52nEvXoHLzb1iNogL3u+s4RWg2PL3+ZQ19sJsOqjh/5aisfPvgKOxato+O4/ndVJoBLr+441qtLzhq5Xbs+3g/9gYNYklPKefLuUntYN6LmrGF9ywlEzV1DmyW2y36r9WhG8pGL8tLPu4Bb09pIFgsnW4zkVLvRBI3qh65GIAXRsST85xfqrJ1L7W/mkHfmKpTyAepOWTZ0AdNaj8JB50A9pe/SaDW4ebmzqP8Mfnrra0Z9eFvfPm8bt77dcGpQh8wvf7incqz5cOhbzGj9Ig46R+oqegP8/u53zG4/liO/7uXBYb3veTqEVotLi0akvPMJ158aj2P1IDwf63FPZP1/taP3GqHV8IS1PROCnrOeYcv8NfdetoMWj9b1iX55KWf6z8C3d5vCWWz3XHYl2XFrDInpHGnxIid6TOXqnC+p858JaO9DH6ny34e6p9q/lzPAk3fwnPWcbTOl15GCWw4lZZbYf4CWkiTdEELMBZxLee6fsB95dtkFZEfaSKAdMJnSnX/F+QmYA+wAoiRJShVChABnJEmytyZhNdBfkqQTQojhQGere3ZHo0KIUcAogOUDHmBke9uvGlJuBsKj6GVZePgUHkhQSEFR1KbTe3HsaLuHhUOdlpgvHy+cgl0cKTcD55CiL27OIb7oi23cWhCfhnNVP/TxaQitBgcPF4xp2egT5OuFzwb7UqA8Kxy0RH7+CvE/7SXJ6gu3ITmz8O/Yb3bQcM20wt+Nh3Wn4SB5gmPSiSu4W6XLPdiXnISKTx3PiU8j8fhlLCYzWTeSybiSgHdoEElW+/LUGd6diGdkeanHr+AW4setrtgtxJf8YvLyE9JtlhZah8mKjmfHIPnMDI+wIKp2a1oiTVnRcZhyC/CuWw24XuK+lJ6C8C2araTx9UdKL/0Fy3hwJy7DJpAPOLbthunUYTCbkbIzMF86jUNoHYzJpS/j6jakN50GdQfg6olo/EKqcEm55xvkR3pC6bOfjHojx7YeonmP1pzZe5L4yzdZPPRNAAJDg4nsUvayinrDulNHyfsUJe9v4RbsS95tlDVA8AMNiRz/KJueWGDj0CwLc3KKzRIcbaA/ZjsvtE6tm+M5YjBJo18pXHZpjSUlFePlqzg1bUz+jt0Vk52UgjawaLaTNqAK5uSSTiunVs3xGP4MyWMmlS77Svmymw/tTuRAOb/jT17Bwyq/PYJ8ybaz5Augz6LnSL+awJHPN9u9/9+COSkFbZBVWQdUwZRYcedF5qdryfxU3trTf+FrGK+Vv9lxuyE9aDOoKwA3TlzB2yrPvYN8S90g+4mFL5ByNYG9n28qvJaVlM7XL8qTtXWuTjTq3ZqCrKLvTu2G9KDj07KsjOOXS9rleDs23cqWOYeUDFMci8GExSBvUp918ip5MYm4hQdTcEJeUliQkGbTlziF+KEv1o718Wk42fQlrhjTyp5ReysOc24BiT/vw7NZOAk/lKzrLYf2oJlSx+NOXsHTKi2eZdTxhxc9R9rVBA59/qfd+6d/O0Cf+SOAj8tMJ9yyKVbt2t++TdG1bI77sGdJHTuxsF3rGjVEF9kY18f7IVxcEI4OWPLzyV75SYnn6wzvTrhiP9OOX8HVSlfXkJL2M69Y32UdJmzAA4WHFlz//SBt37U98Kdmv3Zcs1r6CWCIT0NnNRtZF+SHoVj9MSTIYYzxqaDVoPV0xZSejW//B8ncdQzJZMaUmknO4XO4NYnAcD2RlHXbSFm3DYCq05/FEG+/D+o8pBcdlb4r5kQ0viF+XFbueQf5kV7G5vMmvZETWw8T2aMV5/aeJCMhjaObDxbGJVksuPt6kpNW8WWg5qQUeeN9BYfAKpiTSpa7c5tmeD0/mITnJtu15+Xx4JCetB/UDYBrJy7jY2NT/MgoR++TW4/QuEdLzu89ZXPv8Po9jPniNTa+X76jz5SUWkJXY2LFZkqbElPQn78sLx0FcrYfwCWyHlk/ld6/3E87WhrGxFSbWZOOwX4V1vlOaTm0B81LsWdl9dkPL3qO1KsJHFTsmZO7MwF1qzNsnbzfnru/FwM/m8y6596ze1iBISEVnZUsXbC9ti2HMVi37bRsDPEpZP99FpNi0zN2HMWtcRhZxepbeXpXph03xKehsyprXbDcXxUP4xRSRc4XpR+7pbNJ6SNzT16h4FoiLuEh5Jy4zP8a6p5qZaPOVPv3sgNwUhw8AAghmgghbs3seloIoRVC+CPP6Cpvzno2UNp6jlsOtBQhhDuKM0+SpGwgVgjRX5HvpOxJVlZcZbEHmALsBo4h7xunlyQpE9nRVksIEaGEHYI8A88GSZIKkA9BWAncOorsAuAvhGinpNNRCHFrRpoHEK8sEa3Q9CtJklZJktRSkqSWxR1qAJaEGIR3AMLTDzRaxUFWbGmba9GmutqwSCzFDjHQ1m2F6ULpRWZJiME1LAiXGv4IRy1B/duTtNl2NXDy5ihCnpJnBwQ+0oa0vfKst6TNUQT1b4/QOeBSwx/XsKDCZZ4N3x9N7qWbXPt4o01cOqv9EAL6tiL1QtHmn6e+3Ma63jNZ13smVzZHUf+JjrLMZuEYsvPs7p1WGle2RFG1rZynzj7ueIcFkXXN9qSti6u3sbHHTDb2mEnsn1GEPinLq9I8HENWXon9u/KTMjBm51Olubw8JPTJjtxQ8srp1ubGQtB4Qj8ufS1vjupW3R+hlc2nW1U/PCNCyI21P+PHfPU82sCqiCpBoHXAsU0XjMf224TRBFYt/Nshsi3mRPnl3pKahEODZvINnTPa8AaY429QFtu//pPX+07h9b5TOLrlEB0e7wRAeLPa5GfnkZlsq7+Tq3PhPmsarYbIri2IvyzLv7W5sxCCfi8/yY41W8qUff7LbfzWcya/9ZzJ9c1RRCh5719K3peFb8OatF80ku0jllBwG/vhGM6ex7FGVbQhQeDggGuPLuTvts1vxzoR+L42iZTJs7GkF6VJG1AF4aQDQHi44xTZGNO1svPbRva58zhUr4o2WJbt0qMr+bttX1wd60Tg8+orpE6dVUI2VrJ1kY0wliP76Ffb+KLvTL7oO5NLW6JopLStkGbh6LPzyLWT3w9MeRInDxe2vXH7J+H9f0N/5gKONariUFXOb7fencn760D5DwJoNGi85G7IsXYoujqh5B8o/zycA19vZWnf11ja9zXObDlC88flXQlqNIsgPzuP7GLtC6DX5Kdw9nDh93lf2Vx39fFA2X6ULi/144iyn4u1rL3dXmVvt1dJ3HSEqspsLu8WEZiy89AXK199UgamnHy8W8jdYNUBD5JYxqnEADo/j8L9+1xqBuAWFkTetaKDULKPXcY1LAhnpS8J7N+elM22caZsPkLwU7KdCXikLel7y55BLbSawuWhwkFLlR7NyT1vv64f+Worn/SdwSd9Z3BhyxGaPCHnd9VmERRk55Njp453njIAJw9XNr/xtc1131qBhX/X7tqUtHI2y7+F8dx5HKpZtevuXSnYa2tTHOpE4D39FdKmzbRp1xlvLCDp8YEkPTGIrBUryd+0xa5DDeS+a1OPmWzqMZMbf0YRpthPP8V+FhTTtUDpu/yUvivsyY7EKn1XfmI6Ae3kvjKwY0Oyrhbp6ujhQkDbetz40/ZwndwTl3AODUZXPQDh6IBvv45kbLUdZ2RsPYTfAPnl2Oeh9mTvk1+sDXHJeLaXZ69oXJxwa16XgsvyOMDBzwsAXUgVvPu0JW29/Q8Fu77ezPy+U5nfdyrHtxymrdJ3hSp9V5advsvTqu9q3LUFCUrfdXzLIeq2lWdvBYQGo3V0uC2HGsj2xaFGVRyUvsStV0n7oqsbjt+siSRNfN2m3G+H3V9vYVHf6SzqO52TWw7T+nG5ndcqRW+dq5ON3g27NiNROZnQv1ZQYbgmPVqReLlip9sWnLqAY80QHKoGgqMDnn07kbvz7/IfBApOXUTr4Y7WRy5n1zaR6C+X/MBozf20o6WRd+ISulohOFYLRDg64P3Ig2Rt/WfLd8vjyFdbWdV3BqsUexZpZc/0pdizLlMG4FzMnumz83m32Yss6ziRZR0nEnssulSHGkDO8WicQ4NxUtq2X7+OpG+x3T4mfcth/JW27fdwu0KnWcau47jWr4nGRQdaDZ7tGths8F9RvSvTjmcfj8YlLBinGrL+/v07kFZM/7QtRwh4qjMAVR5uR6ay3NTBz7NwObNTjQCcQ4MosOojVVRuoc5U+5ciSZIkhHgMWCqEmA4UADHI+6XtRZ7hdQJ5W9dpkiQlCCHqlRIdwCrgTyFEnNW+ardkZQghPgFOAwmAtaUaAnwshJgHGIEBwEnArBxysPo291WrDuyWJMkshLgBnFfSUCCEGAH8IIRwUNLwUSnxrAEeA7YozxqEEE8Cy4QQXsjtYinybL/ZwEEgWfn/n++2LVkw7FyH02MTQGgwndmHlBaPY9tHsCRdw3zlJI7NuqINiwSLGakgD8OW1YWPC08/hIcPlthLZco4/9oXNF83A6HVcPPbneReiCV82gCyTlwheXMUN9fupNGKsXT8eynGjBxOjl4GQO6FWBJ+O0CHPe8hmcycf/ULsEh4t65LyFMPkn32Gm23LwIg+q11pGw/Tp3Xn8GjUU2QJPJvJPP7jNV2kxWz4zg1u0YydO97GPMNbJ9cdCz1wD8XsK73TADazxhI3f7tcXTRMeLQMs58u4tD7//M9V0nqfFgY57Z/jYWi4V9C76lICOn1Gy4uf04Id0i6bf/PUz5Bg5MKpLXd+sCNvaQ5R16bTXtl45C66wjbucJ4nbITs5a/dtRd7j85fz6piNcXie/DAS0rkPDlx/BYjKDReLQjNXo00pJh8VC/tfLcZv6Nmg0GHdvwnLzGk6PDccccwHTsQPouvfHoWFzMJmQ8nLI/0SeHWfYvh7X56fh/tZngMCw508sNyp+Wt6JnUdp0qU5i//6EH2+nk+nflh4b97Gd3m97xScXJ2Y+OlrOOocERrBuQOn2bFG/sLc9tEH6D5EXj5yZPNB9vywo8KyY7cfp1rXSJ7Y9x7mfAN7XinK+0e3LOC3nnLet5w5kLDH2uPgouOpI8u4uHYXx5f8TKvZg3B0c6bzx+MByL2ZyvYRS8oXbLaQ/s5y/Je9jdBqyPltE6Yr1/AcPRzDuQsU7D6A94RRCBcX/Ba9Lj+SkETK5Nk41KqJ98QXQZJACLLXfI/xculH1NuTnfHucqosexuh0ZL7+yZMV2PwHDUcw7mLFOzZj9e40QhXZ3zfmlMoO3XqLBxq1cRv/IuFUeWs+R7Tbci+vOM4YV0iGb1bblsbpxTl94iNC/ii70w8gnzpMK4/KdE3GbFBPkU46qutnFy3i6AmYTy+aiLOXvJeax0nPcFnPUo5EfI2mTpnEYePnSQjI4tu/Z/lpeeG8MQjvf55xGYLqQtXELRyIWg0ZK/fjPHyNbxfGobhzEXy/jqArmEdAt+fi8bTHddObTG/NJSbj7+AcNAS/IXc9Vhy80ie8fZtL0s7v/MY9bo0ZfpfSzHk6/lhatHX8okbF7K072t4BfnSbdxjJEbfZMKGtwDY/+UWDn23k/C29ekzbSCSBFcPneOX178oTRTJ244R0K0pnQ5+gCVfz8kJRd1bx+2LCk/vPDP9c5osG4PGWUfy9uMkbz8OQGCfVjR4azg6P09arplG1ulrHB64EN+29ak9bQCSyYxkkTg97VOMGbnc2v5ZMlu48NrnNFs3A7Qa4r/dRe6FWMKUviRlcxRxa3fSYMXLtPv7A4wZOZwe/UFh2tofXo6DhytC54B/n1Ycf3oB+bEpNF03A+GoRWg0pO85xc1vtpeb39E7jhPRpSljdy/BlG/gtylF+f3Cxrf4pO8MPIJ8eUCp4y9skLdGPfzVFo6v20XLYT0J69gIs9FMQVYuv71S2hChGGYLmUuW4ff+O6DVkPeH3K49nh+B4fwF9Hv34zX2RYSLC77z58qPJCaSNr3kqY0VJW77cap2i+TR/bL9tO67+mxdwCal7zr82mra2em7Dk79jBbzhqDRajDrjRya+lnh89X7tCR+9ynM+cU2kzdbuD77E+qsmQMaLanfbaPg4g1Cpgwi90Q0mVsPk7JuG6EfTKTR3pWYM7K5/NJ7ACSt3kStJeNouH0ZCEHK99vJPyefjhq+ajoOPh5IJhPXZ67CnFX+ktPTO4/SuEsz5v+1HEO+gS+t+q5ZGxczv+9UdK5OjP10Og5K33XxwBl2Kx9+9n2/k2HvjOH1ze9hNppYPfnD0kSVjtlC2qIVBCr2JedXxb6MGYb+7EXy/zqAz6RRaFxdCFgsn1Zpik8iaeLrty9L4czOYzTs0ow5f32AMd/AN1OL9uJ7dePbLOo7HSdXZ0Z/Og0HnQNCo+HSgTPsXbMVgH7TBxMQFoJksZB2M4V1M+07cO3pmjz/P1T7dAFoNGT9vAVD9DX8xg2h4PQlcnf+jVOjOoQsn43W0wP3Lm3wGzeEa4+MBouF5MWfUO2LRSCg4Ew0mT9sKl+mwv20o8V1jnv9I8K+egO0GtK/34b+0nUCJz1D/qlLZG07hEuT2tT8eAYOXu54dmtF4KRnuNhzLADh3y/CKbwaGjdn6h34gtjpy8jZfazCel9S7NnLu5dgLGbPRm18i1VW9iw5+iajrOzZsXW7Kiznlq4xMz+l3trXEVoNSeu2k3/xBtWmDiT3xGXStxwm6dvtRCybQNN9H2LKyOHSGHm8Zc7MJf7j32i08R2QIGNHFBnbZed9jVlD8Ov/IBoXJ5od+YTkb7cR+953ZaWkcuy42cKVGZ/S8NtZoNWQ9O0O8i/EUmPa0+Qcv0zaliMkrt1OnRXjaX5gOaaMnMKTP73a1qfGtIFYjCawSFyetgpTGe8dKv+7iIqeDKOi8m9BCDEF8JIkqeSZ3XeZvKWjK62B7V2YWX6ge8QFXeX5633u3bZI5fJIj9s/Xe9uMP4v70qRC9DZWHl7S3QPqZz8BhCayus7v0kIqRS5k6PmVYpcgNhuoytN9srMih/QcbfpnF859cyJyqvf+50rr/94rmpcpcneGVO1/ED3iLqaynlJ/MThn+1F+k94zTuj0mS/m3F7J6ffTca7VN7Y8NP8e7NPaHk8S+U5QdZLnuUHukf0NN756aT/lK2OlTM27Kqv+Mmzd5sOCT/e3rHt/2Wk9et03wYGvr/+9V+Xl+pMNZX/KYQQvwDhyIcpqKioqKioqKioqKioqKioqNwRqlNNpVIRQvQC3i52+aokSY/dC3n3Kl4VFRUVFRUVFRUVFRUVlX8b0r/rUN27jupUU6lUJEnajHxwgIqKioqKioqKioqKioqKisp/DapTTUVFRUVFRUVFRUVFRUVFRUWlJOpMtTLRVHYCVFRUVFRUVFRUVFRUVFRUVFRU/ttQZ6qpqNxDstdfqETpQZUmOcxQeUdwumGqNNmZZypHbnNL5Z3A6WuuvE9XyQnulSa7MuklsitFbmWewFlt+8eVJju2xeRKk33I2bVS5LYvqDwbXs9QaaI5fTmw0mRrtJV34qokVc5Ba22NTpUiFyAvW1dpslsbK+/U0zyp8vRuYtRWilyzQ+XNIWliqLx2bazEuTP1K8mOC1F5+f1vR91TrWzUmWoqKioqKioqKioqKioqKioqKiq3iTpTTUVFRUVFRUVFRUVFRUVFRUWlJOpMtTJRZ6qpqKioqKioqKioqKioqKioqKjcJupMNRUVFRUVFRUVFRUVFRUVFRWVEqh7qpVNuU41IYQZOKWEPQcMkyQp714nrCIIIToDBkmS9iu/5wJzgNqSJEUr1yYC7wOtJEk6UkZcE4FVt3QTQuRIknTHu2CX97wQog6wFKgNZAPRwDhJkhLvUN4uYIokSUeEEBuBwcqtwZIk/edO4rxN+TFAS0mSUopdF8B2oL8kSVl3EG9/4KIkSWfvRjrLkDNDkqS3rH7vlySpfRnh3wU2SpK0407k6Vq3xuPll0GrJX/DBvLWrrW57zpgAC4PPYRkNmPJyCDrnXewJMpVQxMQgOfUqWgDAkCSSH/1VSwJCSVk+HWJpN78YQithtg1O4hZ/putDjoHGq8Yi2eTUIzpOZwY9QEFN5IBCB3fj6qDuyCZLZyfuZrUXSdxCvGj8YqX0FXxAkki9psdXP9kEwDhU56k6rNdMaTKRXz+re9I3n68UFaDBcMI6NYUc76BE+NXknUqpkR6PZuEErnsRbTOOpK2H+fszC8BqPf6YAJ7NsdiNJMXk8iJCR9hysrD0cedFp9NxKtpOLHr/uLMjNUl4vTt0pSI+SMQWg3xa7Zzffn6EnlQf8U4PJqEYUzP5uyo9ym4kYxHswjqvqtsyi4gZvEPpGw6hFOIH/VWvIyuijdIEnHfbOPmJxvtlvEtnNu1wmfKWNBoyF2/kawv19nc93jmSdz79ZXLOj2D1HmLMSckAeC/bCFOjRugP36a5Ekzy5RTGp3eGEKtLk0x5evZMnkVyadjSoRpN3UA9Z/oiJOXGyvrP194/cHXn6FauwYAOLjocPXz5KPGZW9W33j+0MKyPjbhIzLtlLVXk1CafzAajVLWp2Z9BUC9aQMI6t0CLBb0KVkcm/ARBYkZ+LWvT5vVk8m7LudL3MbDXFzyi02cnp2bUW3uC6DVkPrtVhL/85PNfaFzoNbSSbg0Dsecns3VlxZjiE1CODpQY9FLuDYJR7JIxM75lJy/TyOcdYR9NB2nmkFIZguZ2w4Tt+ircvP7bqfjTvHoJKdDaDWkriuZDrfWDag253lc6tci5uV3ydi4/45lubRvie/0lxAaDdm/bCLz8+9s7js3b4zvtDHoaoeRNH0Bedv2FN7zmfg8rg+0BiBj1RpyN/91x+kozqy3lrB73yF8fbxZ/81Hdy1ea4bOfY6mXVpgyNfz0ZTlxJy+UmrYyZ++RkCNIKb3nABAm77teWLS04REVGP2o9O4eurybcnuM3cotbtEYsw3sH7Kx8QXa9uOzjoGrByPb41ALBYLF7cdZdvbtmVTv08rnv5oIqsenkXcqauFcTrm6Tk9fiXZdtqvR5NQGi0bg9ZZR/L2Y1xQbLWDtxuRqybgXN2fghvJnHjhA0yZuQDUXTAM/27NMOfbxlt79mD8uzcDjYbU3ScL46r2aFvqT+iH0GowFxjQebpiyjdweOLHZNhJk3eTWrRe+iJaZ0fit5/g+OyithoxsifhI3ogmS3EbzvOqfnf4lqtCr13Lyb7cjwAqUejOTr98/vabwY+0obwKU/iVqcqB3vPIvX0NRtZzd8cSkjXSMz5Bv6e9DHpdvT2aVyLtorecTtOcFTRu/1H4/AMD5brgacrxqw8/uwxg5qPtaf+Sw8X5Vv96vzZaxacPQfI9qvGvOcQGg3J324j4cOfS+gf9sEEXBuHY0rP5vKYdzHEJuP72IMEj+lfGM6lfk3O9J5M/pkYfPt1JHjckyBJGBPTuDJuKab08g9baTNvCNW6yn3X3kmrSLXTdzWfPoCIJzui83LjmzpFfVfDUX2oM6gzFpOZgrRs9r6yitybqeXKBHB7sAVBs0chtBrSv9tC6sc/2Nx3bdWQwFmjcK4XSuyEt8n+cx8AjiH+VFs5C6HRgIOW9K9+J/3bTRWSWRqt5g2hatemmPP17Ju0ijQ7edB0+gDClTz41ioPbhePTs2pOud5hFZL6rotJK0s3mc0pOqc53GpV4uYcYvJtOozwr6ci1uzOuQcOcfVkW9WSF7LN2XdTPl6DkxaRZqd+u3buBbtlo7GwVnHzR3HOTL7awC8G9SgzaIROLg5kxubzL6xKzHm5Bc+51rVj0d2vc3J937m3Ee2Y7Ty+kahc6Dm+5MK63jM2KI+uvpCuY/GIhE7t6iP9n6kI0EvDwCthqzth4lbWP5YAeTxUqAyXjpaznhJ66wj0Wq8dIuIF/vSaO6zbGwwGkNa6e3Kp0tTwt6Ux8MJa7YTu2J9Cb3rLh+He5MwjOk5nB+9BP2NZNybRVB78a3xsOD6u9+TuukQACHP9yXo2e4gBAnfbCPukw12ZUe+OZTgbpGY8g0cKcOGt7Ky4ScUW9Zg8uOEPtMFfaqs2+mF35Gw44ScN/Wr0/yd53DwcAGLxPY+s0FfUBRnl6aEzhsJWg1Ja7dzc4XtuFHoHKi9bDxuTcIwpWdzcfQS9LHJOFXzp+nuDyi4HAdA9tGLXJm+yubZeqtfxblmIMe7TCo1z1X+t6jI8s98SZKaSpLUCDAAL97jNN0OnYHijo9TwECr3wOAipzJNxG4L8dsCSGcgQ3ASkmSakuS1Bz4D+BfLNwdzSSUJKmvJEkZgDfw0j9LbUluM119gRN34lBT6A80uMNnb4cZ1j/KcqgpLAdevSNJGg0eEyaQMX06qcOG4dy1K9qaNW2CGC9dInX0aNKeew79X3/hMbrIkeE1YwZ569aROmwYaWPGYElPtyuj/qKRHB28iH0PTCb4sQ641alqE6Ta4C4YM3LY23Yi1z7eQJ3Zsh/WrU5Vgvq3Z9+DUzg6aCH1334ONALJZObCnK/Z/+AUDvadTfURPW3ivPbxRv7u9ip/d3vVxqHm360pbqFB7Go7iVNTPqHRO8/ZzZbG74zk1ORP2NV2Em6hQfh3jQQg5a9T7O40jT1dppN7OZ6I8f0AsOiNXFj0A+fmrik1n2sveo6Tgxdw6IFJBDzWAdc61WyCBA/uiikjh4NtxxH78R+EzX4WgNzz14nqOZ0j3aZycuAC6rwrD7Alk5nLc77i8IOTONp3BlVH9CoRZ/E0+EwfT9L414gfMBLXXl1xCLUta8P5aBKGjCFh0Avkbd+N9/hRhfeyvv6e1NcXlR5/OdTqEol3rSC+fHAy21/9jK4LhtsNd3XbUdY9OqfE9d3z1rC2z0zW9pnJidVbiP6z1O8SAAR0a4pbWBDb273CiSmfEvn2SLvhIt8eyfHJn7K93Su4hQURoJR19H/+YFfXV9nVfQaJW49R55XHC59JPXieXd1nsKv7jBIONTQaqs8fTfTQNzjX9WV8+j2Ac+3qNkH8BvbAlJHD2QdeJOnT36g6Y5h8fXBPAM71mED04DlUmz0ChHwSXuLH6znbZSzn+0zCvVU9PDs3L1P/e5WO20ZJx+Vhb3Cu28v4PFoyHca4FK5N/oD0X3ffmQwrWX4zxpH40gxiH3set95dcAyrYRPElJBE8uzF5Gyy/Qbh8kBrnOpFcPOpF4l7djxeQwcg3O5eN9y/bw8+WjL/rsVXnKZdmhMUGsIrnV7i09dWMnJ+6Q7nVr3bUpBXYHPtxsXrvD/6bc4fvP1vRrW7ROIbGsSyTpP5/bXPeGj+CLvh9q/ayIpuU/m47wyqt6xDROfIwns6N2fajuhN7NHoEnGenfIJDd6x/4Le4J3nODt5FXvbTsQtNJgqXZsCEDquH6l7TrOv3SRS95wmdJxsq6t0a4pbaDB72060iderZR28W9dlf5dp7O80Ba+m4fi0b4DOx53I1wfx11NvcXLeWpwDvIma9jlRUz+j+SL7erZYNJIjUz5lU/vJuIcFEaTYFP/2DQjp1YKt3V5jS+fpXFxZ9NKXcy2RrT1msLXHDI5O/xw04r72mznnb3B85BLSD5wvoU9w10g8QoP4o8NkDk37jJYL7evdatFIDk39lD86TMYjNIjgLrLe+19czp89ZvBnjxnEbjjMjY2HAbj2y/7C6wfGrSTnejIZZxRnnkZDzQWjuPTsm5zuMh6//h1xrm3bv1UZ1B1TZi6nOr5E4ie/U33mUADSftnNmZ6vcKbnK1wZvxT99STyz8SAVkONec9zYcBszvSYRN65awSM6GtXF5t87hqJZ2gQP3WczP7pn9Fu4XC74W5sPcrvD5Xsu1JPx/Bbn9n82mMGMRsO0WrWoHJl3sqD4LljuD5yDtG9xuD1yIPoIorbzmTipr1P5u+7bK8npxMzYDJXHhnH1Sdewe/FATgE+FZMrh2qKnmwvuNkDkz/jDal5EHs1qNstJMHt4VGQ7U3R3Nl2Buc7z4Wn0cfxKlEn5HM9ckfkP5ryQ8fSat+5tqk9yssLkSp3792mMzBaZ/RuhTdWi8awcGpn/KrUr9DujQBoN27z3Psre/Y0O01bmw6QoMxD9k812LOM8QpjpfiepbXN/o93QNzZg5nH5T76JDXlD56kNxHn+85gehn5lBV6aO13h5UnTGc6EGzOd99HA7+Prh3aFJuHgR2a4p7WBDb2r3C8TLGS02V8dK2dq/gbjVeAnAJ8cW/UxPyYpPLFqbREL7wec4MXkDUg5Pwf6xjibFr0OBumDJyOdJuHHEf/0HoLHk8nHf+Osd6TedY96mcHjSfiMWjQavBtV51gp7tzvE+r3K062R8e7TAuVZQCdFBXSPxCAviz/aTOVqGDW++aCRRUz7lz/aT8bCy4QCXVm1iW48ZbOsxo9ChJrQaWq14iaPTP2dr5+n89cR8LEaTjc5hb73A2WcWcLzTRKr074hLMZ0DB3XDlJnDsfYvE7fqD2rOGlJ4T38tkRM9pnCix5QSDjXfvm0w59r25/8LSJb79++/kdvdU20PECGEeEQIcVAIcUwIsU0IESiE0AghLgkh/AGU39FCCH8hxGohxEohxN9CiCtCiM5CiM+FEOeEEKtvRS6E6CmEOCCEOCqE+EEI4a5cjxFCvKFcPyWEqCeEqIXs4JskhDguhHhAiWY90E95LhzIBFLKkiGEGA+EADuFEDutwi4QQpxQ0h2oXKslhNghhDgphNguhKihXA9V4j0lhChvFD8YOCBJ0u+3LkiStEuSpNNCiOFCiN+EEDuA7UIINyWvDin5fUs3FyHEOiUPfwFcrNIdI4SoAiwCwpX8WVw8EUKIoYoeJ4QQXyvXSpStcn2uEOJrIcQ+4GshhJ8QYosQ4owQ4lOgtLe/Z4BfrWSuF0JEKc+NsrqeY/X3k0qdaQ88CixWdAgXQjRVyuOkEOIXIYSP8swuIcT7QogjSp60EkL8rNTJ+WXJF0IsAlwUGWvspGe6Uq4nlLBIknQN8BNClOxBysGxXj3MN29ijo8Hk4mCHTtw6tDBJozx+HHQ6+W/z55F4y/7W7U1a4JWiyEqCgApP78wXHEZeVcTyL+WhGQ0k7B+PwG9W9qE8e/dkrjv5RfqxN8P4tuxIQABvVuSsH4/ksFE/vVk8q4m4NU8AkNSRuHsAnNuAbmXbuIUVP6AMbB3C27+IM9MyYiKxtHTFacAb5swTgHeOLi7kBElv9zd/GEPgX3k9Kb8dQrJLFvY9KhLOIfIMs15etIPXcCit39ut2fzCPKvJlBwLQnJaCJp/T6qFMuDKr1bkfC9PEBM/v1vfDo2AsCSbyiUqXHWgSQf0W1IyiDn1NXCPMgrJw90DethunET8025rPO27MS1k62/Vh91HEkpQ/3pczgEFvnW9YePYcm784nBYT1bcO6nvQAkHLuMk6cbrsXy/ta9vKSMMuOq82g7Lv52oMwwwb1acON7uazTj5Zd1unKi/yN7/cQrJSLyepLs9bVqUxZ1rg1rY0+JgHD9UQko4n03/bg1bO1TRjvnm1I+1F26qRv2IeHMuh1qV2d7H0nZfmpmZiycnGNjEAqMJBz4BQAktFE3qkrOAb73fd03AmuxdPxe8l0GGKTKDh/Dcnyz0YvTo3qYrwRh+lmAphM5P65C9fOtnXcFJeI8dJVsNgeda8Lq0nB0VNgtiDlF2C4dAXXDrZt9J/QsmljvDw97lp8xWnRozV7fpKHDNHHLuLq6YZ3gE+JcE6uzvR9/lHWL7ed8RIXHUv8lbg7kl23RwtO/CS3tdhj0Th7uuJerK0ZCwzEHJAddmajmfjTMXha2auuk59k70e/Y1JsqHWcmVHROHi6oisWp05pv5mKrY77YTf+iq0O6N2SuO/kPiXuu90EKNf9e7ck7ofdduKV0Do5otE5oHFyRDhoMSRn4FYjgOwrCRhSswnp3YK4zVFUfagVaUej0Xm64lwsTc4B3jh4uJCm2JRrP+whpHcLAMKHdeP8it+wGOSXLX1q6d/3fJuF39d+M/dSHHnKTLniVOvVgpgf5bJIPRqNzsu+3o4eLqQqesf8uIdqit7WVH+0DdfWl5yJWrN/O67/WmTT3ZrVRh8Tj16xG2m/7sWnl63d8OnZmpQf5DqftmE/Hh1LOg98+z9A2m9yvyOEAAEaV2cAtB6uGBPT7OpsTY1eLYj+UY4j+ehldF5uuNjpu5KPXibfTt+VsP8c5gK5XidHReMaXDHnlktkHQzX4jDeSACjicw/duPRva1NGOPNJPQXYkrYM4wmJKWeaXSOCM0dfhRRqN6rBZeVPEgpIw9SSsmD20HuM+Ix3LDqM3q0sQkj9xkxJfUGcvadxJKbX+J6aVTv1YKr5ejmotTvlKPyDN6rP+6lutIePcKCSPpbdkbH7z5N9YdaFT5XrXcLcm8kk3nxZil6lt03evVsQ6rSR2dsLOqjnWtXJ3t/UR9tzsrFtUkETjUC0cfEYUqTbUv23hN492lXbh4E9WrB9dscL123Gi8BNJo3hDNvroWSRWKDR7MICq4mUHBdHg8nr9+Hb69WNmH8erUi8ftdACT/cQDvjo0BeTyMnfGwa+1qZB+9VHg/88BZqjxkW2cAQnq34JryDpCm6Hk7Nrw0Ajs1JvPcdTLPXgfAkJ5jUzfdm0WQH5NQaM9Sft1bQmef3q1JUnRO/eMAXg80LlMmyLYsZPQjxH7wY7lhVf63qLBTTcizk/ogzwTbC7SVJKkZsA6YJkmSBfgG2YkC0B15htIt97kP0A6YBPyGvCSzIdBYcZRUAWYB3ZWZW0eAV6ySkKJcX4m8zDEG+Ah4X5lJd2s9SRZwQwjRCHnGWuFah9JkSJK0DIgDukiS1EUJ7gb8LUlSJLAbeEG5vhz4UpKkJsAaYJly/QPkmWeNAfujpCIaAVFl3G8OPClJUidgJrBDkqTWQBdkB5MbMAbIkySpPvKSV3vW51XgspI/U61vCCEaKnnRVdFxgnKrRNlaPdYAOe8GKTL3SpLUEPgFsJ2aUESHYrqOlCSpBdASGC+EKPUtVVnW+xswVdHhMvAVMF3J/1NKOm5hkCSpJXK9+BUYi5zXw63klJAvSdKrFM3IfMYqPoQQfZCdtG2UfHrH6vZRRb/bQuPvjyW56KuSJTkZrb9/qeFdHnoIwyF5qrVD9epIOTl4zZuH7yef4P7ii6Ap2Yw1/v4UxBUtdSiISyvh/HEO9qVAWQ4hmS2YsvNx9PXAKajoOkBBfBrOxZ+t7o9Ho1pkKh0gQI2RvWi3820aLh2Ng5ebjZz84vEF20lLfNFAOz8utUQYgOqDO5O83c7XRzs4Bfmit8oDfVwaTkG21c0p2Bf9zS3KtHYAAQAASURBVBSrPMjD0Vd+CfdoHkGrv5bQatd7XJz6SaGTzToP3BuFknX0Uqlp0AZUwZxYVNampGS0AVVKDe/erw/5+w9VSL+K4B7kQ058UR7kJKThHlTypb88PKr64VUjgBv7yp706xzsQ36cVTnGp+ESbCvPJdjHtqzj03C2ClP/1afoGbWcak904Pw7RU4I3xa16bx9IW3XTsOjru3sEccgPwxxRSvPjfGpOBYra8cg36IwZgvm7Fy0Ph7knb2KV4/WoNWgqx6Aa+NwdMG2ZaT1dMOre6tCp1dp3Ot0VBRdsXQY4lNxDCzbIXinaAOqYE4oquPmpBQcAiuWbsPFK7i0b4VwdkLj7Ylzq6ZogwLuSTrvBT5BfqRZ2Zi0hFR8AkvarQGTB7Hhk1/R55f8AHKneAb5kmUlOyshDc/A0tu2s6crdbs35+o+eblScKNaeIb4cWnH8VLjrIitLogrCqPz98KgvNwbkjLQ+XsVPWOnD8g8com0fWfpdPIjOp38iNRdJ8m9FEdOTAIe4SG4VquCa7AvnnWq4hoi19+8UmxKCbuj9FkeYcFUaVOPrhveoPPPs/CJDCsM51bDn+5bFtD551lUaVMXlyDf+95vloZLkC+5VmnJi0vDtZjtdg3yIc+qLPLiivS+hX+behQkZ5JzteTOIjUebcu19UVONZ21bUKxGyXsl5+t/crKw8HH1nHt+0hH0tbLQ3LJZObaax/TaPtSIo9+hkvtaiR/u71c/V2DfGz0z40vqX9FqTOoEzd3Vmzc4BDohzG+KA9MCSm3ZTsdgqsQtmEFtfeuJuXjHzElle9ALA3XIB/yrOvAP8iD8nAMstXbGJ9SouzvJi7FyzcuDZdiurkUq9/WYTIvxhY6kGs+3AY35WOrg6sTDV96mJPv2S5bvkVF+kbHIF+Mdvro/HO2fbRLo3AcQ6qgvxaPU1hVdNUCQKvBu2cbdCHl94HF7VZBabYt3n6YoF4tKIhPJ0txKpWFU7Av+mJ6OxWz7TrrMMp42OHWeLhZbZr/9T4tdr5H9LRVYLaQe/46nm3q4+DjjsZFh2+3ZjiFlKwzLkG+NvW4tHFhaTYcIHxkT7pvX0iLJS/g6CXPZncPDwYJOn47nW5b5lPHalk7yO8AhpvWOqehK/4OUHw8llWks1ONAJpsWUzDn+fh0aZ+4TM1pg8k7qPfsOTdvf78vwV1plrZVMSp5iKEOI7sgLoOfAZUAzYLIU4BU5GdYwCfA0OVv0cCX1jF87skSRKyIyRRkqRTiiPuDFALaIvstNmnyBsGWK+TumUho5TwZbEO2aHWH9nhc4vyZFhjAP6wI7MdcGsDrK+BjsrfHYBvra7/E7ZKknTLuvQEXlXSuwtwRnZgPYjsxESSpJNA2W97JekK/HBrDzQreaWVLcBvkiTd+hRlLX8DYGcNIgC+kiRZL/IfL4Q4AfwNVEfeU65CCCG8AG9Jkm7NPf9SSUdh+pT/TwFnJEmKlyRJD1xRZN2J/O7AF7f22rPKJ4Ak5BmO9wznHj1wqFuX3HXKPlxaLY6NG5OzciVpL76INjgY596972USSqB1daLpZ5O4MPtLzMrMohtfbmVPm/Ec6Poq+sQMGrzx7F2XGzGxP5LJwk1l5tW9JvtoNIc7vUJUr1epMeExNE6Ohfe0rs40/GwK0bO/KMyDf4prn+7o6tch66vv70p8d5M6j7bj0oZDSHa+UN9tzi36ni0txhH70z5CR8rLLTJPxrCl5Xh2dXuNK59tofUXk++avNTvtmFISKXehveoNvd5cqPO287e0mqotWIySV/8geH6HW15eXfS8S8k/0AUeXsPEfzlBwQsmoH+xFkwmys7WXeVmg1qEVgziCObD1ZaGjRaDU8sf5mDX2wm/UYyQgh6zXqGLfNLWTp/t5DKthcutQJxqx3C7qYvsTtyDL4dG+Ldph7GzDyOvvo5bT8eh1/LOhQkZd5xWxAOGnTebux4aA4n5q2l3apxABQkZbCh5QS29ZzJ8bnf0ObDsWhddHckoyLY6zfvBzX7t+P6+pIzjP2ahWPON5B5IfauynNrVhtLvp78C/KLvnDQEjC0N2d6TeZE8+fIO3eN4HGPlxPL3SPs8Q74RYZxaqX9vZ7uNqb4FK489DLRXV/A+/FuaP2874vc/zUOvPIJdYZ1p8+fb+Lg7lw4E7XJlMc598mfmO6BwyP1u20Y41Op+8d7VJ0j99GYLZgzc7kx8yNqfTiVOj8uxBCbVOIj7N1G66KjzoR+nHvnh/ID3wWyj13iaKdJHOv9KtXHP4ZwciT/0k1iV6yn0brZNFo7i9wzMfdE78tfbmNT20ls6z6DgqQMmsyR5z5otBqqtK7DobEfsqvfPKr2aUlAx4blxFYxDEnpRLUczcmeU4mZu5o6H05E6+6Ca8NaONcMIm3T3fv4rfLvoSJ7Y+VLktTU+oIQYjmwRJKk34R8WMBcAEmSbgghEoUQXYHWFM1aA7hl4SxWf9/67QCYkZ1JpW18cOsZcwXS/QewGDgiSVKWKNqXRpQjwxqj4gSsqEwodwJuIWeATmXcz7X6WwBPSJJ0wTqAuNO9dsrHbtnaSVdFMQkhNJIkWZT4ugPtJEnKE/LhCs5KOOu8c+bOKLOOlSP/TnAGSoyOlWWlowAW167NkBBbv5slOblwOSfIs8rMVjPXbqFr0QK3Z58lbcIEMBoLnzVFR8tLRwH93r04NmhA8ZX9luRknDsXfZFxDvFFn2D7xbQgPg3nqn7o49MQWg0OHi4Y07LRJ8jXC58N9qVAeVY4aIn8/BXif9pLkrJHC4AhObPw79hvdtD6j3l03L4QgMzjV3Cp6lfodS0+06EwLVZfzVxC/GzCVHv6QQJ6NOPvJxeUyKfS0Cek2Xw1cwrxRZ9gu1GxPj4Np6pVrPLAFWOxjV7zLt3EnFuAW73qZJ+4gnDQ0vDzyST+tIeUjWV3rOakFLRWyzkdAvwxJ6WUCOfUujleIweTOOqVwrK+U5oM7U6jQfKE28STV3C3WrLoHuRLTkJp/u/SqfNIW3bN/tLuvdARPaj5jCwv/fgVXEKsyjHYl/x4W3n58em2ZR3sS0F8yTTF/ryPtmumcWHxTzbLQpO2H0ezaAQ6Xw/Ilk2SMSHV5suwY7AfxmJlbUxIQxdSRb6u1aD1cMOsbJZ9843PinT95W30Vkvyarw9Fv3VeJI/+53yuJfpuB0MxdKhC/bDmFixTbpvF3NSCtqgojquDaiCKbFkHS+NzE/Xkvmp/J3Kf+FrGK+VXLLz/4keQ/vQZWAPAK6cjMbXysb4BvmRXmxpW+3mdQlrEsEHez9G46DBy8+LWeveZP7A2bctu9XQHrQYKLe1myev4Gkl2zPIl6xE+237kUXPkXY1gb8//xMAnbszAXWrM3zdLHTuzrh4ufHcL3O5uOO4TZwVsdXOIUVhDMmZ6AK85VlqAd4YUrKKninep8SnEfJkRzKjojErL8Ap24/j3bI2Dg1rEabYlNgNhwCJPGUWmGspNqWE3VH6rPz4NG5ulPeCTD9+BckiofPz4P/YO+/wKKqugf/upnfSCzUk9BYIvUnooBRFFFBpFkSl92ZDig0RfF+aio1iRwSkg/SSQOgtdEjvbbOb7M73x0yS3WTTFMin7/yeh4fszJ17zrnl3Dt3btEnZaDXy7s8pJ69RebtODTWGuwDHl27WZQ6I3sQpNidFHkDpwDPgr1LHAM8yC7iu7NjU8yWNToGFNoN8p5D1fu2YnvvucVk1RjQrtiSUL3im/Kxtei/ZN+SG6P4L1dHs0MHPAZ0JPm3woNIHBsFAqC7LR+mlPz7YfxftzyoVn9Ed+oq9icq9ufj5F/c/rLw79SIZuP788egBQWDLmWRF5eEjckMYWs/r7/kO/Pik8m5ehvHVo0KDjIoD/VGdKeOSRlwNEkDx7+QBuUlN9bcbht/r2J5/3fxGt6XvkP6AIXlO7/n6xTggbaIbdoi5ds0THpUDHuHvg/IS0GrdguRZTQPpsbjrWkxdwi2ro5IRgmDLhe+ledllKdtzI1NxqakNvrdwja6zi/vo7spt9Hpu0+Svluu257Depb4ESBwVA9qldBfsi/Jt/kXD+NU0xenGt503bu44HqXnQv4s888dCb98Xx0McnYFbFbV8S365Uw+phkUPrDeUX6w9qC/nANMs9cJ27DXuI2yEtla84ahl5ZGeE/qjdNnpPbyeQzcjnOT+WS+oUl+XBdYuGS/Zvf7aPDt1MBeeZmwrHL6JNlPx67N5IqTWqReUheHKWLTca2qqnNHuiLvgMoPi/fZivXQpvzlPYh6+wNcm7HYh8UgHOzYJybBdHixAqElRU2Xq40+vkdLgz6m3saqvwrqOieavm4Afk93xFF7n2OPIPpR0mSKvLJ+RjQQQgRDKDsJVa3jGcygGIbpiizimYARd/AS5NhMS4LHKHwIITnkPeZAzhc5HpprAfaCyEKdtYUQnRWlqwWZQcwTiijaEKI5sr1AygnfCrPWdoVszSb9gKD85dFCiHyvVlpeWuKqfw+yMt7LXEFyF9v4QakKANa9ZFnDuYTJ4RoIITQAE9askGSpDQgRRTun/cCUJGj4kqTnyuEsLHwzC5glBDCEczSCaAuUOx4PkmSVkuS1FKSpJZFB9QAcq9cwapaNTR+fmBtjX3XruiOmHdurYODcZk8mdTZs5FSUwufvXwZ4eyMcJOX1di2aEHebfMTw/JlONb2w6GGN8LGCr+B7YnfYb7iOGFHBAHPyBP9fPu1IfmQvLQvfkcEfgPbI2ytcajhjWNtv4LlKo0+GUPWtfvcXmV+mpLpvjs+fVuRfOwSh7rN4lC3WcT9EU7VwXKWVQkNJi8jG12R/T908ankZWqpEirvIVV1cCfitsv6eoc1o/br/Qgf/pG8d0M5yTgdhUNtf+xr+CBsrPEZ2IHEHeYb7SfuCMfvGXl827tfW1IOydlpX8MHYSW7R7tqXjgGBxSc8Fbvk7FkX7vPvVVbKAv9xcvYVK+KVYCc1449w9AeMM9rm3rBeMyeRMLkeRhTUi1HVAHOfrO74HCB6zsiaDBInkzr1zwIXUZ2mXunFcU9yB97NydiIiwvc725dlfBAQKx28Op/oyc1+4tgsnN0JaY1+4t5Lyu/kwnYpSy6RRYuEWhX+9QMqPkDqudsowMoErzIBDC7JSrrDPXsKvlj211Oa/d+3cibZf5gGfqrhN4PN1V1u3xDgVLOYW9LRoHef82l07NkAwGcq7dBcB/2nNYuThy7+3Py5VWD0uPipJ95hp2gSZ69Cuux4NCd+EKNjWqYl1VLuNOvbuQ/Wfpe+8VoNGgcZObKJs6gdjWDUR7tPTDMCqbXd/8wey+k5nddzLhO4/TaZD8ghTcvC7ajGxS481fFnZ/t4PXW7/IhI5jeOfp2cTcjPlLA2oAJ7/Zxcq+s1nZdzaXd4bTbJBc16o1D0aXoSXTQt3uOnUwdi6ObH+ncAK9LkPLB81fZWnHiXwQ8iq3j1/miyff5tTGfQVxuim+Wl8kTr1Sf90UXx0wuDMJygEmCTsiCHhWblMCnu1MvOn1wZ2Lxau9n4R7+wYIKw3C2gr39g3Junaf61/t4sCQxezqMZu4A+eo3r8dN9fvw0PxKTlFdMqJTyUvQ4uH4lNqDu5EtNJ+3N8egU8HeemOc20/NDbW6JMysPV0AWXPK6ca3rgE+hG96/QjbTeLcu2rXQWHCNzfHk6tp+W88GwRTG66ZbtzM7R4KnbXeroT90z09evUmPSoaLPlYwAIQY1+bbj9m3k9zYo09xseAzqSstN8EDB150m8Bstl3uPx9mQcPmcWr8cTHUj+rXA2uT42Cfs61bD2cAXArXMzcqIsz467/PVuNvecw+aec7izI4Lgp+W2y7tFEPr07ArtG+bRqCbtF49mz6gl5JSyj15RtGevYlurKjbVfMHGGrcnOpO5p3yzTK39PBF28mxHjaszji0bob9RsZmAV77ezZaec9iipEGQkgZeLYLIrWAaVAS5zQjAtrpvQZuRvuvBzq5N/GYb23rMYVuPOdzbHkGgiW2W8lerlG+vFkEABD7dkbtK+bbzlMsTQtBkwgCufSsvKd755Hw2tZnEpjaTuPz5Ds4v38zVtbuK2Fl625i26wSeShtdpW+Hgn3UirbRmLTR1p5yH8XKzQmvF/qQtGEXlri5dhf7us9mX/fZxGwPp4ZJfymvHP2lGs90InZHBOmX7/JH47HsbDWBna0mkBOTzP6ecywOqAFkREZhX9sfO6U/7D2wA8lF6nbSznB8n+kCgPcT7UhVtgqwqyEvawW5P+wQXJWcu/JJ7DZecj7YVfXCq28b4n+RX4lj1m4vOFgg+o9wairvAH/Fh5vuv1a1b0vSL8t1Km7/WdwaVMfKwRZhpcGrbQPSTfbRy4yMwiHQHzslr70GdCS5yDtAyo6T+Cg2ez7RjjTlHcDa07Vgax27Gr7YB/qjux1H3Dc7CG/+Mqdaj+X8gDnk3Ij53xpQk8Sj+/cP5C+dLok8e+lHIUQK8uBMoMm9zcjLPtdaeK5EJElKEEKMBDYIIfJ3qJ4LXC3lsd+Bn5TN+8cViW9jBWWsBrYLIaJN9lWzxDhgrRBiGpAA5B9jMgFYL4SYgcnG/JaQJEkrhHgCWCqEWArkIi/fnGAh+HxgKXBWGXC6CTyBvLfcWiHEJeASFvZokyQpSQhxWAhxHvjDdF81SZIuCCEWAH8KIQzAaWAkpeetKe8gp+MF5IHGkhb1b0U+pTUK2A68quh8BXmQM5+ZyDMME5CXGjsr1zcCa4R8mMTTyAN9K5VBrhsUpn95KE3+auQ0PmW6r5okSduFECFAuBBCD2wDZisDcMGKrhXDYCDj009x//BD0GjI+eMPDLdu4TRqFHlXrqA7cgTnsWMRDg64vfMOAMa4OFLnzAGjkcwVK3BfsgSEIO/qVbRbLAzuGAxcnrWWFhtnI6w03N+wj6wr9wiaPpj0MzdI2BHB/fX7aPzZ63Q8tpTc1EzOjpG3B8y6co/YzUfpcPBjpDwDl2euBaNEldb1CHimMxkXb9N2j/x1LGrhRhL3RFL3zedwaVwTJAnt3QTOTi38mhe/+zTe3ULocnwpBq2OsxNWFdzruGcRh7rNAuD8jLU0W/YqGntbEvZEFpwg2mjRSDS2NrT+QT6gNTUiivPT5fjDTi7D2sUBja01vn1acuLZRUhX5UFGyWDk2qwvaLpxDsJKQ8yGfWRfuUet6c+SceY6STvCiV2/l/qfjaPNseXkpmZycYx8epVb6/rUGDcQKc+AZDRybebn5CZn4Na6Pn7PPEbmxdu03COf/XFj4XqS95wuIa+NJH+4HJ/l74OVhqzNf5B74zZuY0aiv3QF7YGjuI9/BY2DA16L3wQgLy6exMnyS7fPmqXY1KqOcHAgYOtGkud/RM6x8he5W3sjqRXWjBEHPyZPq2fX1MITjIb9sYD1feYA0GH2EOoNaI+Ngy2jjy/jwsb9HP9E/rJbt387rv5+zGL8RYnbHYlvtxC6H/sEg1bH6YmFed1l90L2d5fz8OzML2n+6avyEfF7zxCv5HXDOUNwDvZHMkpo7yVyRsnngH5tqDWiO1KeAUOOnvBXlxdL57vzVhP83dsIKw1J3+8h5+pd/KcMI/tsFGm7TpC0cRe1lk6i4cGVGFIzuPn6RwDYeFUh+Lu3wWhEH5vM7QlyGbDx88R//DPkXLtL/T+WAJDw1TaSNlruLD8sPf4SBiP35q0m6FtzPfwmDyP7XBTpu07g2DSYwDWzsHJzxq17K/wmD+Vy93Flx21BVtKiz/BbsQg0GjI27SD3+m2qvDYC/YWrZP95FNtGdfH95G35RfOxthheG879p15GWFvhv1a205iVTcLs9ws2RH4QTHtrMSdPnyU1NZ1uA5/ntRdfYFC/Xg8s/si9EYSEhfLJgRXotDpWTS0slwu3LWF238mlPA0te7VhxDsv4erhxvS1c7l98SaLh79bLtnX9kZSJyyE8QeWkKvV89vUwrr26raFrOw7G1c/DzqPG0hC1H3GbJW/MZ74ZienNu4vM06bbB0XJqwsuNd2z2KOdZMPvL4040saLxuLxt6WxD2RJCr19+by32i6ZiJVh4WRcy+RMy8vBSBx92m8uoXQ8finGLSF8cb9fgyPjo1ot/9DkCQS950hYecp0FgRMv8FqjSSd+dIirhGp3XTMWj1nJxUaGePXQvZ1UP2KadmraXV0jFY2dsSu/dMwQlxNzfsp9Unr9Bz32KMuXmcUGR7t61Po2lPI+UakCQjETO+RJ+U8UjbTZ8+rai/cCS2nq40XzedmhfusH+YPPsmek8k/t1CeOLIEgxaPcdN7O69ayHbFbvDZ62ljWJ3zL4zxJiceCjPRis+wO3Ttj7Z0clk3SkyQ95g5M7cNdRb/xZoNCQqfiNg6lCyz0SRuuskCRt3U3vZRJoc+i95qZnceO3jgsdd2jZEH5OIzmSZfG5cCtGf/ED9XxYg5eahv5/AjUlF/LcF7u2JpFrXZgw6/DEGrZ6Dkwvbrv47F7C5p9x2tZwzhNpPtsfawZZnwpdxdf1+Ipf8Qqt5Q7FxsqfLqvFy/txPYs+oJWXKxWAk9p0V1PhqPkKjIfWnXeiu3cF74vNoz10jc89x7JvUofqKuVi5OePctTXeE57jRp/XsAuqju/sl+Rlz0KQ9Pkv6K4W/+hZXu7viaRq12Y8eVhuv4+YpMETOxewRUmDFnOGEKikwaDwZUSt38+ZJZb3FCvN7ntvrqL2N3KbkfzDbnKuKW3G2SjSd5/AoWkwgatnY+XmjGv3VvhNGsaVHm8AEPzjIuyDqqFxsqfhsS+5O305GQdK6BcptgV0a8aAI7JtRycV2tZ31wK29ZBtOzHrK9ovfQUre1ui950pONGz1sB21BvZHYA7f4RzfWM5T7EuR9uY9P0uai6dRMMDK8lLzeDWG4VtdNC3b4PRSG5cMrcmFrbR1d5+CfuG8utS7NLvC2awlUZ+f6nHsU/IK9JfCtu9kH1Kf+nMzC9pYdJfilP8bYUwGLk++3Mab5iLsNIQt2Ev2VfuUXP6s2REXid5Zzix6/dQ77PxtDy6nLzUTC6b9IerjXsSKTcPjBLXZ64pmM3V4PNp2Hg4Y8w1cH3W5xjSix+sFbsnEr9uIfQ+KvuycBNf1n3XQnYrvuz0rLW0tODDm8wbSpVGNZEkiey7CZya/iUAuWnZXFv1B13/mA+SROyeM8TuiSzck8dg5Mbsz2m4YZ5s88a9aK/epfq0IWSeiSJlZzhxG/ZQZ/l4mh/5jLzUTK6+Ktvs2rYhNaYNQcrNQ5IkbsxYTV5qwfl1Kv9PEEL0Rt7T3gr4XJKkxUXuTwZeAvKQxxdGKwcNoox95H8VuiNJUv+/rY9Uxp4XFY5QiJbIhwd0KjOwyr8eIYQ/8I0kST0qW5cHiRDiSaCFJEmlTjmI69Ll4W9CVQJnLlX4YNIHRm6Jh8E+fJwo3zKPh0Ht6n99U+K/w6/x/pUiF6CWvvL2/apu81dWpP/zeXir/0univtfP4n271Jtz6qyAz0kRoQ+uD38KkpdHCtFbvucytvbLk1jVWmy3YyVZ3eSVeXZHSwqp26fx6nsQA+JNvYPZylleQjPeTgHDpSHptbln7n3oDmf61opchtZZ5Qd6CFxW195ZdyT8q/ueNDEFcxdebQEFNsQ59HRPubnf+YUq3IS2/nRvdP6HdhfaloKIayQJ0X1AO4BJ4GhkiRdNAkTBhxXVqiNBbpIkvSsci9TkiRnC1H/Zf7q8k+LCCFmAj8Dsx5kvCr/XCRJikGeaVY5LenDwxr4uMxQKioqKioqKioqKioqKioqD4LWQJQkSTckSdIjr2wbYBpAkqR9+QcNIq9Oq/YwFfqryz8toky7W1xmwP8RhBBNKH4SqE6SpDaVoU9lIUnS/7/jDP8mkiQ9miN3VFRUVFRUVFRUVFRUVFQqCcn4/2oiXlXAdOPhe0Bp4ysvAn+Y/LYXQoQjLw1dLEnSpr+r0AMdVFMxR5Kkc0BIZeuhoqKioqKioqKioqKioqKi8v8ZIcQrwCsml1ZLkrS6pPBlxPU80BJ4zORyTUmS7gshagN7hRDnJEm6/tc1VgfVVFRUVFRUVFRUVFRUVFRUVFQsID3CLZSVAbTSBtHuA9VNfldTrpkhhOgOzAEekyRJZxL/feX/G0KI/UBz4G8Nqj3QPdVUVFRUVFRUVFRUVFRUVFRUVFQeAieBOkKIQCGELTAE2GwaQAjRHFgF9JckKd7kursQ8kkaQggvoANwkb+JOlNNReUhsuJm1UqT3Z7KO8WsSfX4sgM9JGzsK+80yu2VlN/D296rFLkACRftK032iTSvSpOdUnkH9WFVSWcK30qrnJMoAe5V4gmcX0dU3pk0w0MnV4rctlReve5Wif7sw9OV12aH6MoO89CopK1yBrS+W3agh8QP4dXLDvSQ6FcjutJkh9+svJPhwwIrx+7KtLmadeWdmm1nU3nvAS7Gyjt5VOXhIEn/f/ZUkyQpTwjxBrADsAK+lCTpghDiXSBckqTNwIeAM/CjEALgjiRJ/YEGwCohhBF5gtli01ND/yrqoJqKioqKioqKioqKioqKioqKyv97JEnaBmwrcu1Nk7+7l/DcEaDJg9ZHHVRTUVFRUVFRUVFRUVFRUVFRUSnGo9xT7Z+IuqeaioqKioqKioqKioqKioqKiopKBVFnqqmoqKioqKioqKioqKioqKioFEMy/v/ZU+3/I/+oQTUhhAE4h6z3JWCEJEmVtwOkCUKILoBeWaeLEOJt4C2gjiRJUcq1icAnQCtJksJLiWsisDrfNiFEpiRJzn9DtxKfF0LUQk7LKyaXl0iS9I0Q4hbQUpKkxArK64JJWvxdhBAtgeGSJI3/G3GMRLbljb+pywOJB6DP28OpE9aMXK2eTVNXEXP+ltl9G3tbBq8Yj0cNX4xGI1d3n2L3+9+bhWnQpxXPrpzI6ifmEn3uptk9z7Bm1H9vBMJKw711e7m13OxQFIStNU0+ex3XpoHkpmRy5pVPybmbAEDg+AFUHRaGZDByec5XJO0/i12AJ00+ew1bLzeQJO59t5c7a/4AIGjGM/j0DkUySugT09Etfg9DYlIxm+3btcJ96uug0ZC1aRvpX280u+/y3NM4D+iLZDBgTEkl6d0PMcTKhx54L1uEXZOG6CLPkzBpToXT265NK1wnvAEaK7K3bCXruw1m952eHYzDE33BYMCYmkbaog8wxMUB4PfnbvJuyOlriIsjZebcCstv8+4LVOsaQp5Wx6FJq0kqkt8ALWYMJvjpjti6OfFd3ZcKrjd6pQ91h3bBmGcgJzmDQ5NXk3W/ePoWxTqkNY6jZZt1e7ai+3W92X3bnv2x7z0QyWiEHC1ZKz/CeO82VsH1cXx1qhxIQM73X5F74lCF7HXsGIrP7LGg0ZD203ZSPv/B7L5Dy8Z4z3oVu7qBxExZROZOOX6H1k3xnjmmUMfa1YmZsoisPUfLlNly/gtUVdL46KTVJJ+7VSyMR5NatFs6Bmt7W+7vjSR83rcAVGlYgzaLR2HtZE/WvQQOv76C3Ewtfp0b03z2s2hsrDHm5nFq/gbiDpe+n2nnd16gpqLH7smrSbCQ122nD6b+oI7YuTmxqn5hXnd86zmqtWsIgLWDLY6erqxuPKbY85boaCJ3z+TVJFqQ22b6YOopcteYyK03uBPt5wwlKzYFgHNf7eLSxv3lkgvQ/60R1A8LIVer54epK7h/wVy2jb0tz/93Ip41fTAaJC7tieCP9+X6X6WqF4M/GIOzhyvZaZlsnPgf0mKTyy17+NsvEhIWil6rY+XU5dw6f6PEsFM+n4VPDT9m9JwAQJu+7Rk06VkCgqsxr/90bp77WyeqFzB34RIOHD6Bh3sVNn238oHEWZQRb79UYPeKqctKtXvq57PxqeHLdMXuYbNH0KJbKwy5ecTdjmXltOVkp2eZPdNgwQi8ujXHqNVxbvwK0i3UJ9emgTRZNhaNvS2Je05zac7XANhUcaLZ6gk4VPdGezeByJc/JS8tC2sXB5r+9w3sq3ohrDTcWrGF+xv/xL6aF83XTkFoBI6uErptv6DbYd5m2TRvjeOL40CjQbd7Kzm/mPszu179sevzJBgNSDlasv6r+LM69XEaq/gzBNrvvyL3+MEKpjb0e2s49cJC0Gv1/DR1JdEWyviw/07Ao6YvksHIpT2n2KGUcbcATwZ//CoOrk4IjYYd72/kyv7IUuU1nz8c/27NMGj1nJi4ihQL6e/etBatl76Klb0NMXvOcHreNwC0WzkOlyB/AGzdHNGnZbOzx2wcq3nR58CHZFyPASDpVBQRM74siM+1S3NqvPsiQqMhYcNuYv/zi5k8YWtN7U8n4NgkiLyUDK6P/Qj9vQQ8nuyM/9iBBeEcGtTkQu8paC/cQthYU+O9l3Ft3xjJaOT+++tI2XasVNsrO687vPMCNRRfuq8EX9p6+mDqKr70CxNfmk9gn1b0Wj2Bnx+fR8LZm8XuW8KubSvcJr6BsNKQtXkbmd+a91OchzyNY3+5n2JITSN1wYcYYuMK7gtHR3w3rEV74DBpHy8rl8wm7w3Hp1sIBq2e0xNWkmahnLk1DaTFp2PQ2NsSvyeSc3PlclZ/+mD8eoeC0YguMZ3TE1aSE5da8FyVkNp02vIO4a8uJ2bLiX+1zZ7tG9Dmqylk35H7rNHbTnJ1ya9mcbp2aU6Nd14CKw2JG3ZZrF+BSyfi2FSuXzfGfoT+XjzC2oqaH76OY5MghJWGpJ/2E/ufnwGwcnWi5oev41CvBkgSt6Z8RtapK5SGc+cWBLz1Mmg0pHy/i4SVP5ndd2zdiIB5L2NfvxZ3xn9A+h/y65x9g0CqvvcaGmdHJKOBhM9+IG1rxfqGprg81oKqb72EsLIiaeNO4lf8bHbfqXUjqr71Eg71a3Fr3IekbXsgr5WVLlvl38k/alAN0EqSFAIghFgHvAosqVSNCukCZAKmte4c8hGv7ym/BwMXyhHXROA74FENGF7PT9cHRBeKpwUAQghrSZLyKhKZMgBZ4iDkP5E6Yc3wCPRj2WNTqNY8mMffG8XnA98qFu7I6m3cOnoRKxsrhq+fTXCXZkTtPwOArZM9bUf15t6pqGLPCY2gweLRRDyzgJzoJNruWEjCjgiyrt4vCFNtWBi5qZkcajsRv4HtqDtvGGdf+RSnulXxG9iew52nYu/nTuiPcznUbiJSnoErb31LxrlbWDnZ03bXIpL+PEvW1fvc+s/vXH9fHjSp8VJvqr78AimLlporpdHgPmM88a9PxxCXgN83/yX7wFHybt4uCKK/HEXsT2ORdDqcB/WjyvhXSJotV5/0b39AY2+P81NPVDzBNRpcJ08gedI0DPEJeH2+Et2hI+TdKpSde/UaWS+9CjodjgP74/LaGFLfehcASacncdTLFZerUK1rM1wD/fi54xS8WwTRbtFItvR7u1i4u7tOcWntLgYd+sjsetL5W2zuMw9Djp56w7vRau5Q9o/9rEybHV+eQOa7UzEmJeDy/kpyTx7GeM8kvQ/uRr9TfnG1adkex5Gvk/nedAx3bpIxfQwYDYgqHrgu+YK08KNgLOdJUhoNPvNe5/6Ls8mNS6TmD8vI2ncM/fU7BUFyoxOInfUxHqMHmT2qPXGWO0+9Lkfj5kzg9rVkHz5VpsiArs1wCfTjtw5T8GoRROtFI9n+xNvFwrVePIrj0z4n8dR1wr6bRkBYU6L3naXdRy8R8e564o9dJmhIZxqOfZwzH/6ELjmD/SM+RhuXilu9anRbP51fQkse368Z1owqgX5822kKvs2D6LJwJD/2L67HzV2nOPvVLl44YJ7Xh95ZV/B305E98G5cq0zbAWqENcMt0I91itzHFo7kZwtyb+06xbmvdvFcEbkAUb8f46DyUl4R6ncJwSvQjw+6TKJG82CeXPAinw2cVyzcgTVbuK74s1fWzaVel2Zc2X+GJ2Y/x6lfDhLx8wGC2jWi9/QhfD/5v+WSHRLWAr/AACY/9hrBzesy+r0xvDlwhsWwrXq3JSc7x+za3at3+GTM+7y4cGyF7S6NgX17MGxQf2bPL57OD4KQsFD8Av2Z9NhYgpvX5cX3XmXewOkWw1qy+9zBM2x8/1uMBiNDZw5nwGuD2LC4MO+9uoXgGOjPwbYTcQsNpuEHL3GsT/GPCQ0/eJHzU1aTFhFF6PqZeHUNIXFvJIHjBpB08Dw3l28mcFx/ao8bwNX31lNjdC8yr9zn1AsfYuPpQqfDnxD98yF0cSkce3wekj6P1l1Tcft0LfoTh5FSlI8HGg2Or0wk4+0pGJMScP1gFfoT5v5Md2B3wUCcTav2OI56ncz50zHcvkn6VMWfuXvg9smXpJ48Un5/BtTrEoJnoB8fdZlM9ebBDFwwmv8OfLNYuINrtnJDKeMvrptD3S7NuLr/DF3feJJzW49z/Lvd+ARXZeRX0/mg44QS5fl3bYZLbT+2tZ+CZ4tgQhePYvfjxfsIoYtHEz71c5JORdF53XT8ujYjdu8Zjr66vCBMyFvPoU8v7E5m3Y5jZ4/ZxYVqNNRc8ApXh76NPiaJhts+IHXnCXKuFZ7G6jW0O3lpWZzr+Boe/TtSfc5wro/9mORfD5D86wEAHOrXIPiLWWiVQUf/8U+Tl5TGuU6vgxBYVynjG3El53W+L93QaQo+zYPotHAkv5bgS89/tYuhFnypjZM9TV7sRZyF/llpdleZMoHECXI/xefLFeQcNO+n6K9GkTVK7iM5Pdkf19dfIWXe/IL7rq+MQhd5ttwifbqF4FTbjz3tJuPeIphm74/mQN/i5brZ+6OJnPI5KaeiaLt+Oj5dmxG/9wxR/93C5Q9+BKD2i72oO/kpzuYP0moEDecOJeHPc/8zNicdv8zxF0rw+RoNNd4bw9Vhb5Ebk0SDrR8Wr19DepCXlsn5jmNx79+RarOHc+O1j3B/ogMaWxsudp+Axt6WRvs+I/m3g+jvxVP9nRdJ33+KG2M+QNhYo3GwKz0BNBoC3n2Vmy/MIy82iaDflpC++zi6qMKTeHPvJ3Bv2lK8Xn7S7FFjjo67U5agvxWDtY8Hwb9/QsaB0xgzsopKKRuNhmrzx3D9uTfJjU2i7uaPSdt9At01Ez2iE7gz5VN8XhlY8fj/v8r+ByNV0snz/xT+yXuqHQSChRD9hBDHhRCnhRC7hRC+QgiNEOKaEMIbQPkdJYTwFkJ8JYRYIYQ4JoS4IYToIoT4UghxSQjxVX7kQoieQoijQohTQogfhRDOyvVbQoh3lOvnhBD1ldlerwKThBCRQohOSjSbgAHKc0FAGpBYmgwhxHggANgnhNhnEnaBEOKMorevcq2WEGKvEOKsEGKPEKKGcj1QifecECJ/QO9vIYR4XghxQrFvlRDCSrneW9H/jKJDsbRQ0nylEOI48IEQIkSx46wQ4lchhLsS134hxPuKnKv56ajk0Rblb2chxFrFtrNCiEEWdG0lhDii6HRCCOGi3AoQQmxXysYHpeVDGfHkP/e48pxXRdOzXo9Qzvwsfz29dzoKe1dHnH2qmIXJzdFz66g8I8aQayDm/C1c/TwK7ned8jSHVv5Onq74sdVVQ4LIvhmL9nY8Uq6B2E1H8Ond0iyMd++WRP8gd4Ljfj+OR8dGAPj0bknspiNI+jy0dxLIvhmLW4tg9PGpZChf8wxZOWRdu4+doo8hU1sQr5WjnUXPa9uoPnl372O4HwN5eWTv3IfjY+3NwugiIpF0Ovnv85ew9vUuvHfyNMbsvzbObNOgPoZ70RiiZdna3Xux69jBLIz+dCQosvUXLmLl7W0hpr9GjV6hRP0kf81LOHUdWzcnHIrkd/49bXxqseuxRy5hyJHzOSEiCkd/j2JhimIVXB9j7H2McbLNuYf2YtvK3Ga0Julpb1+Yb3pdwUuIsLWtcEtq37QeuXdiyL0XC7l5pG/7E6eu7czC5EXHob96E8lYctwuPTuRdfAkUo6uTJnVe4VyU0njxBLS2MGnCjYuDiSekmcj3fzpENWVeuFS24/4Y5cBiDlwnuqPtwIg5fxttMqX97Qr97Cyt0VjW/L3qNo9Q7n0s6xH3Onr2Lk64Wghr+NOXyfbQl6bUndAO67+VvYMPYDAnqFcMZFr+zfkVpSGPUM59Yvsz+6cjsLBxREXb3PZuTl6rpv4s/sXbuLm5wmAT51qRB05D8D1oxdo1CO03LJDe7Tm4M9yUxl1+iqOrk5U8XEvFs7O0Z6+L/Vn0/Ifza5HR90j5kZ0ueWVl5YhTXBzdSk74F9Etns/UD67f11uPlP03MFIjAZ51+Frp6/g4e9pdt+3d0uif5Tbh7SIKGxcHbErUp7sfKpg7exAWoQ8cBD94wF8+7QsfP57+fno7wuvI0lYO9sDYO1kT25qJlKeESnXgKSXv7cJGxsQ5t1T6zoNMMYU+jP9ob3Ytu5obqyJPxN2DoXXTf2ZTcX9GUCDnqGcVsr43dNR2JdQxm+YlPHoC7dwU9pICQk7Z1kne1dH0uNSSpVXtXcot36U5SWdktPfvkj62yv+LEkZuLn140Gq9S5ed6r3a8OdTWXPsnBqXgfdrRh0d+KQcvNI/u0Q7r1am4Vx79maxB/l+pa89QguHZsWi8djYCeSNxfOXvEe0o2Y5cosEEkiLyWjVD0qO69r9QzlquJL40vx4fGl+NJWU58m8r9bMOhyyy3XtmF98u7dL+inZO/ei31n8z6S/lRhH0l/4SJWPoX9FJt6ddB4uKM7Xv5v0P69Qrn7g1zOUk6VXs9TlHJ294eD+CvtZl7Rvp8JtV/sRczWE+gS0/5nbC4NpxC5fulN6leVnm3MwlTp2ZokpX6lmNYvSULjaA9WGoS9HVJuLobMbKxcHHFp04jEDbvlYLl5GNJLH+BybFYH/e0Ycu/KeqT9fgDXHuZ65N6PJ+fyLSjSP9PfjEZ/S57lmhefTF5SGtaeruVOAzM98tND0SPl94O4FdFDf8+yHn+XypSt8u/lHzmoJoSwBvogzwQ7BLSVJKk5sBGYLkmSEXmm13PKI92BM5IkJSi/3YF2wCRgM/KSzEZAE2XAxwuYC3SXJKkF8iypySYqJCrXVwBTJUm6BawEPpEkKUSSpPy55unAXSFEY+QZawVr90qSIUnSMiAaCJMkKUwJ7gQckySpGXAAyJ8ysxz4WpKkpsA6IH/e86fACkmSmgAx5UjSIGUALP9fJ9ObQogGwLNAB2VGmwF4Thm0XAMMUnQbXEpaVAPaS5I0GfgGmKHofQ55mWw+1pIktUaerVf8syzMA9IkSWqiPL+3iK62yOk8QdGpO5DfAoYodjQBnhVCVC8pH8qIByHEk8BMoG9Fl8cCuPp5kB5duHwvPTYZV9/iL0T52Ls6Uq97C24ell88/RvXwjXAk2t7I0uMP8ck/pzo5IIBsII4/T3IUZYQSgYjeRlabDxcsPMrvA6QE5OMfdFnq3vj0rgWaSZfYYNnPUvnU//Bf1BH0lZ+VUwnKx8vDHEJBb/z4hOw8il5PNJ5QB+0RywvF6goVt5eGOLjC34bExKw8i5ZtuMTfdEdP17wW9ja4vn5SjxX/Qe7Th1KfK7E+PzcyTLJj6yYZBz9Ss7v0qg79DHu7ztTZjiNhzfGxML0NiYnIDyLDxTa9R6I63/W4fjCq2R/Wbh0wqpOA1yXrsV1yVqyVy2p0Jd+ax9P8mJN8jouERtfz1KesIxL38fI2La/XGEdiqZxdDIORdLYwc+d7Jhki2HSrt4reCGt+UQbnAKKD1zWeLwVyedvYdSXPNnWyc+dTBM9MmOScf4Lee1S1RPX6j7cO1yeyc3F5WbFJONUQbm1+7Tm2Z0L6bVyPM7lGLjNx83Xg1QT2amxyQWDCZawd3WkQbcWRCn+LObSbRr3ll/eG/dqhb2LI45lzWZRcPfzJNlEdnJsEu6+xWUPnjKUrWt+Q6cte4D2n4CHnwdJ0YVNT3JsEh4W7H5myjDF7uIfX/Lp8kx3zuw3nw1q5++Btkg7YFekTNj5e5BjUp9yogvD2Hq7oVMGHHTxqdh6uwFw+4sdONWtSpezK+iw/0Muz/26YODDPsCTDvvep8qaH8n5dX3hLDVAeHhhSDTx4UkJaDyL+3C7PgNxW7EehxGvkv35pwXXreo0wPXTr3BbupaslRXzZwBuvu6kRhfamhabjGsp9auwjMv1d88nP9N8YAdmHl3OyLXT2fzW16XKc/DzINukXGtjknHwL+LP/N3JNtEpOyYZhyL1zrttfXIS08i8WbhczqmGNz13LiDsl7l4talXcN3WzwO9SZnSxyRh42fut238PAvDGIwY0rOxdjcfPPbo15HkTXLXz8rVEYCq04fRcPtHBK2ahrWXW6m2V3ZeW/LhFfGlXo1r4RzgwZ0S+mcloSnSTzHEJ5b6cc+xX190R5U+khC4jR9L2vKKLTW393dHa1KGSipnpvVcG5OMvUmYBjOfoWfEcqoN6lAwg8vezx3/vq24+dXuUuX/m2wG8AitQ5c9i2i7fjou9aqaxWnr74E+xqR+xSZhW8Sn2vqZhDGpXylbj2DMzqHZqbU0PbGG2FW/YUjNxLa6L3nJadRaMp6G25dQ88PXy5ypZu3nSa6JHrmxxet5eXBoVgdhY43+dmyFnwXZl5jpEZP4l/T4p8lW+ffyTxtUcxBCRCIPfNwBvkAerNkhhDgHTEMeHAP4Ehiu/D0aWGsSz++SJEnIAzpxkiSdUwbiLgC1gLZAQ+CwIm8EUNPk+fxF8BFK+NLYiDygNhAwXVxflgxT9MAWCzLbAfkbTXwL5H/K6wBsMLleFteVAbCQIgNh+XQDQoGTiq7dgNqKDQckSboJIElSaZvg/ChJkkEI4QZUkSTpT+X610Bnk3BlpW134D/5PyRJKvq5tx4QI0nSSeV+usly0z2SJKVJkpQDXERO75LyobR4ugIzgMctyEcI8YoQIlwIER6RWYGp/yWgsdIwaPkbHF+7g5S7CQgh6DX3OXa+t67shx8CVo52hHwxiSvzvjaboRa16HsOtHidmJ8P4fLMwL8lw7FPd2wb1CX9mx/KDvyAcejZHZv69chcX7h/XfzTQ0h66VVS33kP1/FvYBUQ8Mj1Aqj9VAc8m9Xm3IqtDyxO3fZNpL/+HNnfrsJ+0AsF1w3XLpE+cRTpM8Zg/9RzYGP7wGSWBytvD2zr1iLrUMQjkXd08hrqjuhOn+3zsXa2LzZw5la3Ks3nDOH49C9LiOHBUqd/O6K2nSh1Jt+D5Nau03zbfiLf95zN3YPn6fpJ+fZxqygaKw3Dlo3j8Fc7SL4rv0xtXbCO2m0aMGHrImq3bUBqTBJG44M7u71mw1r41vQjfMfxsgP/i6jZMLBMuwe+8TTGPAOHfv2zxDAPBGXgzCusGRnnb7O/6ViOdJ1Bg0WjsFJmcOVEJ3E4bAapY4dhF9Yb4VbxwWjdH5tIGzsM7TercBg8vOC64dol0ieMJG36qzgMerj+TGOlYciyNzjy1XZSlDLerH97In46wOJ24/hq1Ac888lYhHj4mz7XGNiOO78WznbNiU/l95YT2NlzDpFvf0e7/7yOtbNDKTFUDKfmdTBqdWivyEv9hZUVtgFeZIZf5mLvqWRGXKH6myMfiKz/D3ldDCFo/+ZzHJ2/vuywfwOHXt2xrV+XjHVyP8Vp0AByjhzHmFDhb7x/m0uLf2Bn6Dju/XyYwNE9AWg8fzgX5294oOvF/r/bnHb2Fjtbjmd/t1nc+GInrddOeWDynELqIBmNnA0dzbl2Y/B7ZQC2NXwR1hocGweR8O0fXOw9GWN2Dn6vF1vA88Cx9nan+pLJ3Jv2qbom8H8IySge2b9/Iv/YPdXyEUIsR95Yf7OQN8h/G0CSpLtCiDghRFegNYWz1gDyP1UbTf7O/22NPBNrlyRJQ0vQI/8ZA2Wn4RbgQyBckqR0k06UKEOGKbnKIGB5ZQI8SC8nkGfEzTK7KES/CsRR3gX3FUnbimKa1/nxW8wHIUSTUuK5jjyoWBcLe71JkrQaWA3wds3nCvKh1fAehA6RJx/eP3sD14DCryKufh4lLgfpt/hFkm/GcuzL7QDYOtvjU686IzfK+9s4e7sx9IspbHjx44LDCtJjk7E3id8+wANdkY2/c2KSsa/qiS4mGWGlwdrFgdzkDHSx8vWCZ/09yFGeFdZWNPtyMjE/HyJ+20mL+sb8fIiaP04lbbX5l3hDfCJWJss5rX28McQX7wzZtW6B2+hhxL0yGXLLv3SiNAwJiVj5+BT81nh7Y7DQEbNt2QLn4c+T9MZEM9nGRDmsIToG/elIbOoGY4gufclY/RHdqfucnN+JkTdwMskPJ38PsmNLX/5TFP9OjWg2vj9/DFpQ6kypAp2TE9B4Faa3xsMbKSmhxPC5h/fi9MqkYhs5Gu/fQcrRYlUjEMP10je/zScvPglrP5O89vUiN67sgxVMcendiczdRyCv5FkGdUd2J1hJ4yQljfMtdArwQFskjbWxKWZLZ03DpEfFsHfo+7Ls2n5U7RZSEM7R34PHvpjIkQkrybwdT1GajOhOo6GyHvFnbuBsktfO/h5kVjCvAer2b8v+uaXPZmk8ojsNS5Dr5O9RcOhAedClZhb8fWnDPtrNHlJq+HYv9KDN0K4A3D1zgyomsqv4eZR40MCgRS+TeDOWQ1/+UXAtPT6Fb1/9BABbRzsa925NTnrJS717DO9D2JAeANw4G4WHiWwPP09S4sxl12lRj9pNg/n00Co01hrcPN2Yu3E+7w0pvu/b/2d6DO9D1yHyC9yNs9fwDCicvePh50lyCXYvO7S6wO55G99j/hC57ej8dFead2vJgqFvFotfd/oGDlU9SVXisvf3QBdjHr8uJhl7k/pkH1AYRp+Qhp1PFXTxqdj5VEGfmA5A1SGPcVM5NCf7VhzaO/E41wkg7XThARFSShKGOzexbtiU3KPyYJ+UnIiVl4kP9/TGmFTyy7T+0B4cx0wqdt1473a5/VnbF3rQSqlf987coEqAB/k7Pbn5eZBeQv16ctFLJN2M5bDSZgO0fLYLa0csBuDOqWvY2Nni6OFCVlJ6QZjgkT2orfiz5DM3cDQp1w7+HmhjivizmBQcTWbUOvp7oDWpd8JKQ7W+rdjZq3AvPKM+D71eruspZ2+ReTsOlyA/OJeEPjYZW5MyZevvSW6sud/OjU3CNsCL3JgksNJg5epotpzTY0BHkn8r/C6bl5KBITun4GCClC2H8R7SzWK65VMZed1oRHcaKHmdYMGHl9eX2jrb416vGv1/kA9TcvB2o/eXk9k+ekmZhxUYi/RTrHy8MCQUb7PtWrXAZeRzJL42qaCfYtu4IbbNmuA0aADCwQFhY42UrSV9xZpizweO6kFNpZylRN7AwaQMlVTOTOu5g78HOTHF0+PeL4dpu246Vz78mSrNAmm5apysm4cLvt1CkPKMcGWL2TP/JptNl4XG74lEs3gUth4uoLRl+phkbP1N6pefJ/oiPlUfK4cpWr88BnYmbf9ppDwDeUlpZJ68hFPTYDKOX0Afk0TW6WuybVuP4vf6U8X0NCUvNgkbEz1s/IrX89LQODtQ68u3iP3oW7SR5esTWiK3qB7+XhXS4+9QmbJV/r3802aqWcINyN99fUSRe58jLwP9UZKkisz/PgZ0EEIEAwghnIQQdct4JgMotoGKcoLnDGBBBWRYjMsCR5BnwYE8aJjfkzlc5PrfZQ/wtBDCR9HVQwhRE9mGzkKIwPzrSvgS9ZckKQ1IMVli+gJQkU/ku4DX83/k78dmwhXAXwjRSrnvoiwXLomS8qG0eG4Dg4BvhBCNLEVqiZPf7GJl39ms7DubyzvDaTZIToJqzYPRZWjJtLA3R9epg7FzcWT7O4UTDnUZWj5o/ipLO05kaceJ3DsdZTagBhB95gaOtf1wqOGNsLHCb2B74neYz/hJ2BFBwDPyJEHffm1IPiQvU4nfEYHfwPYIW2scanjjWNuvYJlno0/GkHXtPrdXbTOLyzHQr+Bv794tybt1l6LoL17GpnpVrAL8wNoax55haA+Y7/NiUy8Yj9mTSJg8D2NK8fT4q+RevoxV9apY+cuyHbp3RXfYXLZ1nWDcpk0meeYcjKmFsoWLM9jYyH+7uWLbpLHZJrolcfnr3WzuOYfNPedwZ0cEwU/LE0m9WwShT8+2uHdaSXg0qkn7xaPZM2oJOSYvYaVhiLqCxr8aGh/ZZpuOXdGHm9us8S9cnmAT2hZDjOxKNT5+oLGS//b2xapqDYzx5Z/in3PuCjY1A7Cu6gs21rj2fYysfaWf9lYUl8e7kLF1f6lhrn61m2095rCtxxzubY8gUEljrxLSWBufSm6GFq8WQQAEPt2Ru0q9sMvfF0QImkwYwLVv9wBg4+pI2DdTOL3wexJOXrOox7mvd7Ox9xw29p7DjR0RNBgk6+HbPAh9RnaF9zBzD/LHzs2J2AjL8vI5//Vufug9hx96z+Hmjgjq/Q25pnsG1eoZSkpU6YPGR7/dxdK+s1jadxYXdobT4inZn9VoHow2I5uMhOKye015BnsXB35/1/wwBEd3l4JZO2GvDSD8h/2lyt71zR/M7juZ2X0nE77zOJ0GyS9Lwc3ros3IJjXe/OVn93c7eL31i0zoOIZ3np5NzM2Yf9yAGsh2z+o7iVl9Jyl2dwFku7MzsizYvZ3XWo9mfMdXePvp2cTcjC4YUGv2WHP6vfokH724EL2yX6Np/PF/hBMwWG4f3EKDyc3ILljOmY8uPpW8TC1uocEABAzuTNx2+TtT/I4IAp6Vnw94tvB6zv0kPDs1BuQlok5BAWTfjsfO3wONveJnnZyxbtAE4/3CdiTv2mUzf2bbsSu5Jw+b6WPuz9phjJE3AP+r/uzYt7tY3nc2y/vO5uLOcJorZbx682ByMrQWy3iPKYOxd3Fky7vmiwRSoxMJ6iDb7R0UgLWdjdmAGkDUV7vY2WM2O3vM5v4f4dQaLMvzbBFMboaWnCLpn6P4M88WcvrXGtyJ+9sL23nfzo1Jj4pGa/LibufpgtDIdc2phjfOgX5kKR8KsiKvYRfoj211H4SNNR4DOpKy0/zjWerOk3gNluubx+PtyThssgm9EHg80YHk38xPA0zddRKX9rLtLh2bojXZmN0SlZHXF77ezU+95/CT4kvrKr7Up4K+VJ+h5etmY1nXfhLr2k8i/vT1cg2oAegvXcbapJ/i2L0rOQfN99S0qRtMlemTSZo216yPlPL2QuKeHErcU8NIX76S7D92WRxcAri5dhf7u89mf/fZxG4Pp/ozcjlzV8pZSfXcXSln1Z/pRIzSbjqZ9P38eoeSqbQbu1tPZFerCexqNYHoLcc5M3MtsduL73v2b7LZzrtwWXOV5kEgBPrkwgHnrDPXsC9Sv1J3mW9xkrrrBJ5K/XI3qV/66ARc28vf+jUOdji1qEfO9XvkJaSij07Erra8esK1Y1NyrhXvf5uSffYadrUCsKnmi7Cxxq1fZ9J3l2+rFWFjTc2Vc0j5ZW/BiaB/lewz17ALDMC2uqyHe79OpO96NLPJK1P2Pxl1plrp/NNmqlnibeBHIUQK8v5agSb3NiMv+1xr4bkSkSQpQQgxEtgghMhfnD4XuFrKY78DPwkhBgDjisS3sYIyVgPbhRDRJvuqWWIcsFYIMQ1IAEYp1ycA64UQM4DfSnk+nyBl6WM+Xyp7u+XrelEIMRfYKYTQALnA65IkHRNCvAL8olyPB3qUlhYKI4CVQghH4IaJ3uXhPeA/QojzyLPN3qFwySiSJOmFEM8Cy4UQDsj7oHUvKbKS8kGSpKulxSNJ0mUhxHPIZa+fJEnXi0VeCtf2RlInLITxB5aQq9Xz29RVBfde3baQlX1n4+rnQedxA0mIus+YrfKY7IlvdnJq4/4y4zcajFyetZYWG2cjrDTc37CPrCv3CJo+mPQzN0jYEcH99fto/NnrdDy2lNzUTM6OkbM868o9YjcfpcPBj5HyDFyeuRaMElVa1yPgmc5kXLxN2z3yF/eohRtJ3BNJnblDcQoOQDIaybmXSMpHHxRXymAk+cPl+Cx/H6w0ZG3+g9wbt3EbMxL9pStoDxzFffwraBwc8Fosz5zIi4sncbL88uuzZik2taojHBwI2LqR5PkfkXOsnJvTGoykL1mGx5IPQKNBu/UP8m7ewvnFUeRevoLu8BFcX38V4eCA+/y35Ufi4kiZORfrmjVxmzZZnuIuBJnfbSjXoJop9/ZEUq1rMwYd/hiDVs/ByasL7vXfuYDNPeWv2i3nDKH2k+2xdrDlmfBlXF2/n8glv9Bq3lBsnOzpsko+dTLrfhJ7RpVx8LHRQPbnn+I870PQaNDv/QPj3VvYDxmFIeoKueFHsOvzJDZNQ5HyDEhZGWR9tggA6wZNsH9yGFKeASQj2WuWImWUvNlwMQxGEt77L9U+XwAaDem/7EQfdRvPcS+Qc/4aWfuOYde4LgHL52Hl6oJzWBs8x73A7X7ykkPrAF9s/LzRnizl1LAi3N8TSUC3Zgw48jF5Wj1HJxWmcd9dC9jWQ07jE7O+ov3SV7CytyV63xmi98r709Ua2I56I+UqfuePcK5vlDdZrzeqBy6BvjSZ/CRNJssnYe0Z8j6kWh7cvLU3kppdmzH80MfkavXsmVKox5DtC9jYW9aj/ewh1BvYHhsHW0adWMaFDfs58Ynsyur0b8e1zRUbhLy9N5IaXZvx3CHZ/r0mcp/ZvoAfFLntZg+hzkC5jA0/sYxLG/Zz8pNfaDqqJ7V6tMBoMKBLzWLv5FUliSrG5X2nqR8Wwow/l6LX6vhxWuGzE7ctYmnfWbj5edBt3JPERd1nwtaFABz5eicnvt9HUNsG9Jk+BEmCmycu8eub5W+yI/dGEBIWyicHVqDT6lg1tfDUw4XbljC77+RSnoaWvdow4p2XcPVwY/raudy+eJPFw98tt/ySmPbWYk6ePktqajrdBj7Pay++wKB+vf52vPmcVuxeemClYnfhfoiLtn3CrL7FZ+6YMvLdV7CxtWH2d+8AEHX6Cl/MKdybKGH3aby6hdD5+KcYtDrOTSi8137PYo50mwnAxRlf0mTZWKzsbUnYE0ninkgAbiz/jZA1E6k2LAztvUTOvLwUgOtLfqHJsrF02P8BCMGV+evJTc7As3MT6r/zPJIEjk555Gz6HsOdG4UKGw1kr1mKy1sfgUaDbs82DHdv4TB0NHlRl8k9eQT7vk9h3TQUDHlImZlkLcv3Z02xf2oYGPLAKJG16pOK+TPgyr5I6oWFMPXPT8jV6vjJpIyP27aQ5Uqb3XXck8RH3ecNpc0++vVOwr/fz7b31vHk4pfo+GIfJEnip6ml7wMVsycS/24hPH50CXlaPScmFcrruWthwemdEbPW0mbpGKzsbYnZe4aYvYX7bdYY0I47m8wHKLzb1qfxtKcx5sq+PWLGl+hTs+RP7AYjd+auod76t0CjIfH7PeRcvUvA1KFkn4kidddJEjbupvayiTQ59F/yUjO58drHBXG7tG2IPiYR3Z04M5n3FnxL7WUTsHp7NHnJ6dyctJxSqeS8vqP40qGKL91v4kuf3r6AnxRf2nb2EIIVX/r8iWVc3rCf8E9+KSnasjEYSf14OV5L3weNFVlb5H6Ky8sjyb10lZxDR3B9YwzC0R6PBfKWw4a4eJKnFz+Vt7zE7Y7Et1sI3Y99gkGr4/TEwnLWZfdC9neXy9nZmV/S/NNXsbK3JW7vGeKVet5wzhCcg/2RjJJcz6d/8T9rc0C/NtQa0R0pz4AhR0/4q0XKucHInXlrqLvuLdBYkfT97oL6lXUmirRdJ0ncuJvATyfS+NAKDKkZXFfqV/xXf1BryTga7VkGQpD4wx60l+R+6J15a6i9fDLC1hrd7ThuTVlGqRiMRL+1ksBv3gGNhpQfd6O7dgefSc+hPXeNjN0ncGhah5orZ2Pl5oxLt1b4TnyOa71ex+3xjji1boSVuwvuT8szTu9NXUrOpbIHjS3pce/NVdT+5m2ElYbkH3aTc+0ufpOHkX02ivTdJ3BoGkzgalkP1+6t8Js0jCs93qi4rP9PslX+tQjpX7wWWgjREnnD/E5lBlZReQiYLv981LTPqdjmvA+S+tVLXmb4sLGxf3B7MVWU7Terlh3oITCwbelf/h8mCRftK032ibQKH7z7wEixqjTRVJboW1aV51PuSTmVJvvriI/LDvSQGB5a+qDgw2JETuXV69bty3O+0sPhw9OV48MBQnSV93W+tuavnaz9dwlqXdpWvA+XH8KrV5rsftUe/InD5SX8pl/ZgR4SLQP/2qb2f5fKtLmqdeXULQA7m8prsw3/0NlGf4eQ25v/1UbfbNbjkb3TBp7Z9Y9Ly3/DTDWLCCFmAmN5MMsfVVRUVFRUVFRUVFRUVFRUVFRUCvjXDqpJkrQYWFzZevx/Qdl4v+hJoDpJktpUhj4qKioqKioqKioqKioqKir/v/mn7nX2qPjXDqqpmCNJ0jkgpLL1UFFRUVFRUVFRUVFRUVFRUfk3oA6qqaioqKioqKioqKioqKioqKgUQ5LUmWqloalsBVRUVFRUVFRUVFRUVFRUVFRUVP5pqDPVVFQeInZU3qh+5Z2BCesS/CtN9nVReacE+tpUTqpvO1qtUuQCZFbipxmHSvxoFpqnrTTZWmPlNN21KtGfnbB3rDTZlXUCJ8A3EUsqRe7RxjMqRS7AO6crr/14s9H9SpOtTay8I4XXxlZOmjtEOFWKXIDauZXXS9p/O6DSZKfYVJpoMirJ7vRKtNlOX3knKUdYVZ5PCc2pnJNHT9pXns0hlSb50SBV5ovlPwB1ppqKioqKioqKioqKioqKioqKikoFUWeqqaioqKioqKioqKioqKioqKgUw6juqVYq6kw1FRUVFRUVFRUVFRUVFRUVFRWVCqLOVFNRqSR6vP0CQWEh5Gp1bJm6mrjzt8zuW9vb8uSK8bjX8MFoNBK1+zT73/8egFYv9SFkSBeMeQaykzPYOm016feTislosGAEXt2aY9TqODd+BennbhUL49o0kCbLxqKxtyVxz2kuzfkaAJsqTjRbPQGH6t5o7yYQ+fKn5KVl4dG+Ic2/nor2TjwAcVtPcH3JLwA8dnI5eVlamhsljAYDX/V784HaXb11Pbq/9QI+9auzadxnXNl2skJpPvSt0TQJa45eq+fLqZ9x58LNYmEmfj0HNx93NFZWXDt5iXXzPkcyGhnz2SR8a8v7gTi6OpGdnsW7faeVW/bjbw2nXlgIuVo9P09dSfQFc7tt7G0Z+t8JeNT0xWgwcnnPKXa+vxGAvvOep3a7hko4O5y8XHmv6cslygqd/wJVu4aQp9VxdNJqUizku0eTWrRbOgYre1vu740kYt63ALg3qkHrxaPR2Nsg5Rk4OesrkiJvYOPiQPvPxuIU4ImwtuLSym3c+P5AqTa3f/cFaih67J+0msQieQ3Qavpg6j7dETs3J76s91Kx+4F9W9Fz9QR+7juPxLPF86s8tHpXTg+DVsfhSatJtqBHyIzBBD3dEVs3JzbULa5HaVQJCyHw3dFgpSF+/R7uf/ar2X1ha02dZeNxalqbvJQMro5Zgu5eAnbVvAk58Ck516MByDh1lRszVsvP2FgTuPAl3No1QpIk7ixeT/LWY2bxeoQ1o+57IxFWGqLX7eX28t+KyW302eu4NK1NbkoG51/5lJy7CVi7O9P0i8m4hAQRs3E/V2evLXzGxop6i0bj3r4hklHi+qKNJGw9YdHuhgtG4N2tOQatjrOl+Jdmin9J2HOai4p/8evXhjpTn8a5blWO9J5L2pkbADhU96bzwY/JUtIkNeIa56d/UWr693l7OHXCmpGr1bNp6ipiiuSvjb0tg1eMx6OGL0ajkau7T7Fb8Sn5NOjTimdXTmT1E3OJPlf+cjbi7ZcICQtFr9WxYuoybp2/UWLYqZ/PxqeGL9N7TgBg2OwRtOjWCkNuHnG3Y1k5bTnZ6Vnlll0Scxcu4cDhE3i4V2HTdyv/dnzuYSEEzR+FsNIQu24Pdz/bZHZf2FpTb/m4gnJ2acwn6O4m4NI8mDofjlECwe2PfiTpD5OypNHQYsdidLHJXHhhcbl0eeqtETQMa06uVse6qSu4V8SPArz69UxcfdzRWGm4cfIyP877EskoEdK3Db0nPo1vcFWWDJjL3XMl51VRbEJb4/TKONBoyNm5lZwf15vdt+vTH/snngSjAUmrJWv5Rxju3ka4uOIy+12s69RDt3s7WSs/LbfMgrjbtqLK5DcQGg1Zm7eR8c0Gs/vOQ5/GaUBfpDwDxtQ0Ut77EENsHFZ+vni+/y5oBMLamswffiXr198rLL/X28MJVurX5qmriLXQZj+9YjzuNXyRlPq1V6lfLZ7rRqvhPTAajOizc9g66wsSr5Vv37qu77xAYJjcfvwxZTXxFvx2x2mDaTioI/ZuTixrUOi3Xat60uujV3D0cCEnNYutE1aQGZtcqrym7w3Hr1sIBq2eiAkrSbXgz6o0DST0U7ndjN0Tydm535jdD361L03ffp4tDcegT87Axs2J0E9ewamWLwZdLqcmrSL98r1i8T6MNrvguWa16fX7Wxwa+xl3t5beZ+r0zgvUVPTYM3k1CRbSvO30wdQbJLfZq+ubt5XBT7Sh9aSnkCSJpEt32DnuvyXKalnE5uRSbLZWbA5XbK7SsAZtFo/C2smerHsJHH59BbmZWmzdnem8ejyeIbW58cMBTs75plicRelYxGZL/ZQ2JjavMbG53uBOtJ8zlKzYFADOfbWLSxv3F3v+YfTFrd2caLJ0DI5K2To/cSWZpmVLI3hx2wIyYlP4YfRHxeT1fHs4QUq93lJCvR60YjxVlHp9bfcp9pnU69DhPZCUer3NQr1+GDYDeLRvSP35wxHWVuQmZ3DiyXdxCvKn2Wq5XQ0RAvcaPuxf8hMnvtxuJq+yfNm/BfX0z9L5n5qpJoQwCCEihRDnhRA/CiEqb+fjIgghuggh2pv8flsIIQkhgk2uTVSutSwjrommtgkhMv+mbiU+L4Sopej0nsk1LyFErhDiszLi7S+EmKn8/bYQYuqD0stC2K+EEE9XJP6HGU9QWDPcA/1Y+dgU/pj1Bb3fG2kx3PHVW1ndbTpf9p1DtZZ1qd2lKQBxF26x9ol5fNF7Npe3nSBs1tBiz3p1C8Ex0J+DbSdyfuoaGn5geaCg4Qcvcn7Kag62nYhjoD9eXUMACBw3gKSD5znYbhJJB89Te9yAgmdSjl/mSLeZHOk2s2BALZ8TT83ny75zLA6o/V2706OT2DJlFRd+O2LxudJo0qU5PoH+zO4yjm9mr+T5Ba9YDLfy9SW802cqb/WchIuHKy0fbwfAqjc+4d2+03i37zRO/XGMU9uPl1t23S4heAX6saTLZDbN/pz+C0ZbDHdwzVaWdpvKfx6fRc3QutTt0gyAbfO/47O+s/ms72yOfr2Di9tL7hgHdG2Ga6AfmztM4fj0L2i9aKTFcK0Wj+LYtM/Z3GEKroF+BITJadx87lDOLfmFP3rM4eyHP9N8rly26o7sQdrV+2zrMYfdgxbQ4s1haGxK3hC2etdmuAX6sbHjFA7M+IKOJehxe/cpfn3iLYv3bJzsaTK6F3GnokqUUxZVlfTY1HEKR2d8QZsS9Li36xTbHresR6loNNRe+DIXn1tA5GMT8RrYEYe65gdH+A7tRl5aJqfbv0H06i3UnPtCwT3d7TjO9JjKmR5TCwbUAKpNGERuYhqnO44jsvME0o9eKCJXUG/xaCKHLeJYp8n4PtkBp7pVzYIEDOtKbmoWR9tO4O6qbQTPGwaAUZfL9cXfE/X2t8XMqTXxKfSJ6RxtP4ljnaaQevSSRbO9Ff/yp+JfGpfgXxp/8CLnpqzmT8W/eCv+JePyXU6NXkLy0cvFnsm+HcehbjM51G1mmQNqdcKa4RHox7LHpvD7rC94/L1RFsMdWb2Nz7pNY1Xf2VRvWZdgpW4B2DrZ03ZUb+5VsJyFhIXiF+jPpMfGsmbWf3nxvVdLDNuqd1tyss0PUTl38AzTe45nRu+JxNyMZsBrgyokvyQG9u3ByiXvlR2wPGg0BC96kfPDFhDeeRLeT3bAsUj59hvWlbzUTE62G8f9VVsInPs8AFmX73Cq1wxOdZ/G+aELqPPhK2BV2O2s+nJfsivwUtKwSwjegf6812UiG2evYfACy2Vu7euf8kGfGSzuOQ1nD1dCHm8LQMyVu3z56hKunyhe5spKA6exE0l/azqpY0dg17kbVtVrmgXR799N2uujSBv3EtqfN+D48usASHo92d9+QdYXKyom00S2+7QJJE6cSeyQUTj07Ip1oLns3KtRxI8YS/zzL6PdewC3N+S2zZCYRPxLbxD/wivEj34Nl+FD0Xh5Vkh8sFK//vPYFLbO+oK+JdSvo6u3saLbNFYr9StIqV/nfzvCql4zWdN3NkdXbqHH3OfKJTcwrBnutfz4ovMUds78gh4LRloMd333Kdb1L+63H5s7jIs/H+LrXrM58umvdJr5TKnyfLuF4Fzbj53tJnNq6ueEvG+5jQ55fzSnpnzOznaTca7th2/XQj/iEOCB72NNyb6XUHCt3oQBpF64zZ6uMwkft4Km84cXi/NhtdkAQiNoPudZYv48V6r9ADXDmlEl0I/vOk1h34wveGyhZT1u7jrFj/2Kp7lbLV9CX+/Hz0+9w4buMzn49nclygro2gyXQD9+K8Pm1otHcXza5/zWYQouJja3++glTi/8nq3dZnH3j3Aajn0cAENOLmc+/IlT7663GF9RaoTJ/ZR1naawvxSbb+06xU8WbAaI+v0YP/Seww+951gcUHtYffGgCQNJP3+bw2EzOPfGf2lQpD9d6+U+JEZFW5QVpNTrFY9NYdusL+hdQr0+tnobq7pN4/O+s6lWpF6v6TWTz5V63b1IvQ4Ka/ZQbLZ2daTh4tGcGv4hhx+bRuTLSwHIuh5T8E7y+RNzyNXquLIj3ExWZfkylf8d/qcG1QCtJEkhkiQ1BvRAyT3gR08XoH2Ra+eAISa/BwNF3qwsMhF4lAOGN4HHTX6XS09JkjZLklS+z9P/Mur0COX8z4cAiD59HTtXJ5x8qpiFycvRc0d5oTXmGog9fwsXPw8A7hy9RF6OXnk+Cld/j2IyfHu3JPpHeSZRWkQUNq6O2BWRYedTBWtnB9Ii5JfJ6B8P4NunZeHzykyk6O8Lr1em3Wn3Ekm4fBfJKFVYdkjPVhz9ZT8AN05fw9HFETfvKsXC5WTKpzpaWVthbWMNUnFZLR9vz4nNh8otu0HPUE7/chCAu6ejsHdxxKWI7NwcPTePXgTAkGsg+sItXP2K52vT/u05s7nkQcVqvUK58ZOsW9Kp69i6OWFfJI3tfapg4+JA0qnrANz46RDVesv5K0kSNi4OANi4OqKNk7/AIknYOMnXrZ3s0admYcwr+SigWj1DuaroEX9KzmvHInrk38uOT7UYR6tpTxP53y0YdLklyimL6r1Cua7okaikh4MFPRJPXUdbgh6l4dw8GO2tWHR34pBy80j87RAevVqZhXHv3Zr4H/YDkLTlKG6dmpQZr8+QrtxfpgxYSxJ5yRlm911bBKO9GUfO7XikXANxm47g1dtcrnfvlsT88CcA8b8fw71jYwCM2TrSTlzBaCFdA4Z24dayTQVyc4vIzce3d0vuK/4lNSIK61L8S6riX+6b+Jesa9FkXY8pMx3Kol6PUM78LNete6ejsHd1xLmIHrk5em6Z1K2Y8+Z1q+uUpzm08nfydPoKyQ7t0ZqDP+8HIOr0VRxdnaji414snJ2jPX1f6s+vy38wu37uYCRGg1yHrp2+god/xQY8SqJlSBPcXF0eSFwuzYPR3owl5048Um4eCZsO49nLvC3w7NWKOKWcJWwxKWdaPSj2aextzXyprb8HHt1bELtuT7l1adyzJSd/kcvc7dNROLg44mrBh+sUH66xtsLKxhoUsXHXo4m/UfEyZ123AYbo+xhjYyAvD92Bvdi07WgWRtJmF/wt7B0KZKLLIe/iOcitWNnKx7ZhffLu3ccQLcvW7tqLQ2fzrqIuIhJJpwNAf/4iVj7e8o28PMiV67iwsQVNxWcZ1O0Rylmlft0voX7l5ei5rdQvY5H6pc8sPCXZxtGu3HKDe4ZyQekrxJTQV8i/l2XBb3vWqcqdw3I39O6RiwT3CC1VXkCvUO78INuZckruL1lsN50dSFEG3+/8cJCA3oV1oem7L3B+/nqzLoNr3aokHJL1yIyKxrG6N3ZermbxPrQ2G6g7uid3t50kJzG9VPsBAnuGcllJ87jTJbfZcactt9mNhoVx7uvd6NLkuqBNKllm9V6h3CyjXXZQbE5UbL750yGqKza71PYj/pg8OB5z4DzVH5fbPoNWR8KJq+XuMwT2DOWKic22FbS5PDysvrhT3aokK2UrKyoah+re2Hq7yfH5e+DdowWRG/dZ1Mm0XkeXs16b9sXLqtd1e4Q+FJv9n+pA3LYT5Cgrc/QWynVgh8ak3Ikn7X5iiTY/Sl+m8r/D/9qgmikHgWAhRD8hxHEhxGkhxG4hhK8QQiOEuCaE8AZQfkcJIbyVmUorhBDHhBA3lBlmXwohLgkhvsqPXAjRUwhxVAhxSpkV56xcvyWEeEe5fk4IUV8IUQt5gG+SMpOukxLNJmCA8lwQkAYkliZDCDEeCAD2CSH2mYRdIIQ4o+jtq1yrJYTYK4Q4K4TYI4SooVwPVOI9ZzoDrRSygUsmM+ieBQreHiylsXJ9pKXZbEKIICHEdiFEhBDioBCifkX0EkIMV2w6I4QwnYrRWQhxRMm3p03CTxNCnFSeeacc8eTfn6+Uhwqf3+zi5056dOFyzYzYZFx8i7+M5WPn6khw9+bcPlx8rLLZs49xff+Z4s/4e6A1WRKaE5OMXZHBNzt/D3JiCpdE5EQXhrH1dkOndCJ08akFjTVAldA6tN/7PqHrZ+Jcr3DWgoREy+9nM3LLfEKGhj1UuytKFV9Pkk1kp8QmU8XP8kvsxG/msiTiC3KytIRvM19yV6d1A9IT04i/FVtu2a6+7qRFF6Zzemwyrn4l223v6kj9bi24XsTuKlW98KjuzY0jJaeHo5872SZ2Zkcn41hElqOfO9km+W4aJuLN72g+bygDwz+lxbyhRC6Up75fWbsL1zoBPHX6Mx7fu4jwN7+1OOCYj5OfO1kmemTFFNejNLwa18IpwIM7eyPL/YwliqVHBfUoCzs/D/QmnTd9TDK2RcqVnZ8H+mgljMGIIT0baw950MOuhg9Nd35Io1/exaVNAwCsXOVvIjVmDKXpzg+pu3oKNl5uZnHa+3mQY2KXLjoJuyJ22fl7oFN8gGQwkpeRjY1HyYMt1orcoBnP0GrXYhqvmWRW783k+3sUdGxB9i/2RfyLvQX/UjSMJRxqeNNh9yLa/Pom7m3qlxrW1c/DzKekxybjWopPsXd1pF73Ftw8fB4A/8a1cA3w5NpfKGcefh4kRRfmfXJsEh6+xe17Zsowtq75DZ225IGVLs9058z+UxXW4WFj5++BzrScxSRjW2TwTw5TWL7zMgrLt0vzYEL/XELovo+5Nn1NwSBb0PxR3Jz/HZJU8sB8Uar4epBqoktabDJuFj48ALz6zSwWRKxCl5VDZBEfXlE0nl4YE+MLfhsTE7Dy9CoWzu7xgVT5fD2Oo14la1XFl3lawsrHC0NcoWxDfCJW3t4lhnfq35eco4VLbK18vPH5bg1+v28k49uNGBOLbxNRGi4W6ldZbXZdk/oF0HJ4D14/sIRus4ay462vyyXX2c+djBjzvoJzBfx2wsU71OkjD7TU6d0SOxcH7Ks4lxje3t8drUkbrY1Jxt7fvXiYGMth/HuFoo1JIe3iHbNn0i7cIaCvrId78yAcq3nhEGBefx5Wm+3g5071Pi25+nX5Bq6d/dzJNNEjM6ZiaV6lth9Vavsx6Jc3efq3t6mhrDCwhEPR/kF0Mg5FZDkUsdk0TNrVe1TrLQ+U1nyiDU4BZbcrlnAqYnNWTDJOFewf1O7Tmmd3LqTXyvE4W2jfHlZfPOPiHXwfbw2AW/Mg7Kt5FbSvDeaP4Mq760r8AP1X6nWd7i24ZVKvQ4f34LUS6rWL38Ox2SnIH2s3J1r/8ibtdi4kYHAnitKof1vOW/jwXFm+7N+EZBSP7N8/kf/JQTUhhDXQB3km2CGgrSRJzYGNwHRJ7uV9B+TP7ewOnJEkKX9OtzvQDpgEbAY+ARoBTYQQIUIIL2Au0F2SpBZAODDZRIVE5foKYKokSbeAlcAnyky6g0q4dOCuEKIx8oy1gk1gSpIhSdIyIBoIkyQpf1TDCTgmSVIz4ACQvxnTcuBrSZKaAuuAZcr1T4EVkiQ1Acr7WXcjMEQIUR0wKDrkUyyNy4hrNTBOkqRQYCqQvylDmXoJIRohp0tXxd4JJrf9gY7AE8BiJXxPoA7QGggBQoUQncuIByHEh4A3MEqSJEMZ9vwthJWGActfJ2LtDlLvJpjda/RkB/ya1Ob4qq0PUwUZZQAl7exN/gx9gyNdZ3D7i+00/2pKQZDj/d7iaI9Z/DDiQ1oM70711vX+srjS7H7YLB3+HlNav4y1rQ0N2jc2u9emf8cKzVKrKBorDc8ue4OjX20n5W682b0m/dpxftuJvzRTr7zUGdGNiLfWsanlBCLeXkebJbK78O/ShJQLt/ml+Rts6zGHVguGY+3s8HCUEIJ2bz3H0XIu4finoo9PIaLlGM72nMatt7+i7n8mYuXsgLC2wq6qFxknL3O25zQyIq5S860RD10fYW2FfVUv0k5e5WSPmaSFXyX4recfulxTdHEp7GvxBoe7z+LSW98SsmLcAytnGisNg5a/wfG1O0i5m4AQgl5zn2Pne+seSPyWqNkwEN+afoTvKHm5+MA3nsaYZ+DQr38+ND0qi4zTUUQ8NplTvWdSffyTCDsbPHq0IDcxjcyz5d/TrKKsHL6Iea3HYm1rTd0iPvxhodu6idSXhpG9dhUOzxZf5vewcezdHZsGdcn4rnC/QEN8AvHPv0zsoBdw6tsLjceD+6BQFGGl4anlb3CiSJsd/s0u/tN5MnsXb6TjuIEPTb4p+xesp1qb+ryw7T2qtW1ARkwykrH8A7gVwcrBlnoTBnDxgx+L3buyfDO2bk503b2QoNE9STt/C8nwYPUoqc0Ofed5Ti/YWOrHrweJxsoKt0A/fn1mATve+A9h77+IrevDWTRzdPIa6o7oTp/t87F2tseoz3socsri1q7TfNt+It/3nM3dg+fp+smYhy9Uyc8by37D2tWR9nsWU+PF3mSck8uWd48W6BPTSP+Le9AWRVhpeHL5G5wsUq8jvtnFfx9VvVZsFlZWuDWrTcTz7xM+ZBFBk5/CsbZ/oa42VtTtHsqlreXfnsUS/598mco/h/+1gwochBCRyt8HgS+AesD3Qgh/wBZ5KSPAl8BvwFJgNLDWJJ7fJUmShBDngDhJks4BCCEuALWAakBD4LAQAiXeoybP529CFQE8VYbOG5EH1HoB3YD8ReBty5Bhih7YYiKzh/J3OxP53wIfKH93AAaZXH+/DB0BtgPzgThMBv8UqmE5jYuhzOhrD/yo2AWQP8+2PHp1BX6UJCkRQJIk051pNykDphfzZ8sBPZV/p5XfzsiDbM1KiWcecFySJIubcgkhXgFeARjo0ZrWznUAaDG8OyFD5HHOmLM3cDX5Wuni50GGyZR9U/osfpGUm7Gc/HKH2fVaHRrR/o3+rHtmAQalQ2EqQ3c6CoeqnqQq4e39PdDFJJvFoSsyu8Q+oDCMPiENO58q6OJTsfOpUjDN2mAyBTpxTySaxS9i4+FCbnIGOmWz1uykdK7uiMA/JAjv+tUfqN0VIeyF3nQa2g2AW2eu42Ei293Pg9TYkr/a5+lyidx1kpAerbh46Cwgv5S36NWG+f3KGheGNi/0oJUyW+/emRu4mXxJdfXzID3Wst0DF71E4s1YjhTZYBWgab92/D5vbbHrdUd2J+g5WVZy5A0cTex0DPAgu4is7NgUHE3y3TRM7cGdCjZAvvP7cdp+JO+FEfTsY1z4TN7kOvNWHJl3EnAL9ifV5MW40Yju1B8m65Fw5gZOJno4+RfXoyRsne1xr1eN/j/OAcDB243eX05m++gl5TqsoN6I7tRR0iOpaHpUQI/yoItNxrZq4awVW38P9EXKlS42GdsAL/QxyWClwcrVsWA5Z55e3hoy6+wNcm7HYh8UQNaZ6xiyc0jaJncMk34/gq9SjvPJiU3G3sQuuwDPgvpXIDcmGbuqnuhikhFWGqxdHEtczgmQm5yBITuHeOVggvjfjxEwrHDGac1RPan+fFcAUiOvY1+1UH7RWWlQfPaafUDxMEUx6vMwKmmSfvYm2bficAryhyu3C8K0Gt6DUMWn3C/iU1z9PEgvwaf0W/wiyTdjOabULVtne3zqVWfkxrkAOHu7MfSLKWx48eMSDyvoMbwPXYf0BODG2Wt4BhTmvYefJ8lx5vbVaVGP2k2DWXZoNRprDW6ebszb+B7zh8gyOz/dlebdWrJgaPE9KP8/oItJxs60nPl7oI9JshCmsHxbuzgWW66svXYfY1YOTvWr49qqPp49W+LRrTkaO1usnB2o99k4rryxvJj8ji/0pN1QuczdOXOdKia6uPl5kFbK5vN5ulzO7QqncY+WXDlU9p5SJWFMSkTj5VPwW+PljSEpscTw+gN7cHp9Elmf/GWRBRjiE7HyLZRt5eOFIaH4Rya7Vi1wGfkcCWMnFSz5NMWYmETujZvYhTRBu7f0A2ZaDu9Bc6V+RVuoXyW12U8o9avo5uD5nN98lD7vjQJWWbwfMrw7TZU2M/bsDVz8zfsKmRXw21lxqWweI88WtHG0o26fVujSs83C1B7Vg1pKO5ESeQMHkzbawd+DnBhzeTkxKTj4Fw/jVNMXxxredNu7uOB6150L2NdnHrqENCImFtrb6+SnZN2OfyRttmezQDqueAMAOw8XqnZrhmQwkrIroiCeJiO601BJ8/gzN3A20cPZv2JpnhmTTFzkdYx5BjLuJpB6I5YqgX7EK4fQNBnRnSZDC9tlpwBP8kuyU4AH2iKytEVsNg2THhXD3qHyK4BLbT+qdgspt56NS7HZyd+j4NCB8qBLLdza+dKGfbSbPaSYDO1D7Iufn1h4EM1jJ5eTfTse/4Ht8OkVKh8iZG+DnYsD/ZeO5f6pqL9Urx9X6vXJEur1hc1H6f3eKEKH3zCL/2HYnBOTRG5KBoZsHYZsHSnHLuPSqAbZyrJ+724hxJy/RZYSvrJ82b+VRzQ+/4/lf21QTStJUojpBSHEcmCJJEmbhRBdgLcBJEm6K4SIE0J0RZ7FZLojoU7532jyd/5va+SZWrskSSq+e7z58wbKzoMtwIdAuCRJ6SYDTaIMGabkSlJBVSiPTCjcEaRcSJKkF0JEAFOQB/v6m9y2mMYloAFSi+bTX9WrCKZ5JUz+XyRJkplnFEKMKyWek8gz2jyKDLbJCkrSauTZdiyq+XyBvqe+2c2pb3YDENQ1hNARPbi4+SgBzYPQZWRb3Bek89SnsXNxYNv0z82u+zaqSe9Fo/l++Adkm+xbYSqjZ8cm1Bjdi5hfj+AWGkxuRnbBdOqCBIlPJS9Ti1toMGkRUQQM7sztL+RGJH5HBAHPdubm8s0EPNuZuO3ypp+23m7oE9IAeco5GkFucgZWjnYgBIasHGwc7Ajs3JjDn27ixp9nH5jdFWXft9vZ961sT5OwFnQd0YcTmw9Tu3kdtBnZpCWYy7ZztMfeyZ60hFQ0Vhqadm3B1ROFG7U36NiUmBv3SSnjFDGA49/u4vi3uwCoFxZC2xE9Obv5KNWbB6PL0JJRRDZA9ymDsXNx5NcZa4rd8woKwMHNiTunrhW7d/Wr3Vz9Sk7jgG4h1BvVg9ubjuLZIgh9ejY5RdI4Jz6V3Awtni2CSDp1ndpPd+TKlzsB0Mal4NOuAfFHL+HbsRHpN+Vlrln3E/Hr1IiEE1ew93LFNcifzDvmM+kufL2bC1/LetToGkKjUT24/ttRfFoEoc/ILveeJPoMLd80HVvwu9+Pczg6f325T/+88vVurih6VO0WQv2RPbj121G8WgSRm579l/ZOK4nMyCgcAv2xq+6DPjYZrwEdufraUrMwKTtO4vNMFzIjruL5RDvSDsnLCaw9XclLyQSjEbsavtgH+qO7HSc/szMc1/aNSD98HreOTcm+etcszozT13Gs7Yd9DW90Mcn4DmzPhbHLzMIk7gjH/5nHSA+/hk+/tqQcKnsZdeLOU7h3aEjKoQt4dGpM1tXCjeRvr93J7bVyOfHu3pyain+pEhpMXin+pUpoMKkRUVQ18S8lYevpgj4lE4wSDjV9cKrtR7aSJvmc/GYXJ7+R61adriG0HtGT85uPUk2pW5kW8rfrVLlubTbxKboMLR80L9xadeTGOexcsL7U0z93ffMHu775A4DmXUPpOaIvRzYfJLh5XbIzskiNN++k7/5uO7u/k232qubD9C/nFAyoNXusOf1efZJ3n5mDPuev7bn1sMmIjMKhtj/2NXzQxSTjPbADl18zX9qYtDMc32ceIyPiKt5PtCVVWS5jX8OHnPuJYDBiV80Lh+AAcu4mcGvhem4tlGehurVvSLWx/S0OqAEc+nYnh76Vy1zDsOZ0GtGLU5uPULN5MDkZ2aQX8aO2jnbYOzmQrvjwhl1bcKOiBxMUIe/qZayqVkPj64cxKRG7zl3J/HC+WRhNQFWM0XJdsWnVDmN08RMe/wr6S5exrl4VK38/DAmJOPToSvK8BWZhbOoG4z5zMokTZ2BMSS24buXjhSEtHXR6hIszts0ak7HhpzJlhn+zi3ClfgV3DaHViJ5c2HyUqs2DySmhfnVR6tfvRdpsj1q+JN+S62+driEkl7JtQuQ3u4lU+gq1u4bQfEQPLm8+in8pfYWScHB3RpuaBZJEm9f7c/774rNAb6zdxY21sp1+3UOoPbon9zYdxb1FMLkZWsvtZqYW9xbBpJyKosYznbj+xU7SL99lW+PC9qrXyU/Z12uufPqnqyN5Wh1SroFaz4WReOwyeZnaR9Jm/9a2cIFM209e4f7u09zbHgEmG5ac+3o355S2smbXEJqO7MG1347i27xibTbAjZ0R1O3fjks/HMDe3Zkqtf1Iv13YRzj39W7uflnYLtcd1YNbm+R2WW+hXdYqNnu1CCLx1HUCTWy283RFl5QOQtBkwgCufVv+vRnPf72b8yY2Nx7Zg6i/aLOjT5WC8LV6hpKiHAxgKqNN54fTF7d2dcSglK1qz3cl+dglDJlari7YyNUF8snxCV0a0/aVx9k8UT4oJcKkXrcc0VPpi5fcbj6m1OstReq1ey1fUkzqdcqtWCK+2WUWf9fnezxwm+O3h9Nw0WiElQZha41bi2BumazU8X+yAydNln5Wli9T+d/kf21QzRJuQP5bQ9H1NZ8jLwP9toJL/I4B/xFCBEuSFCWEcAKqSpJ0tZRnMgDXohclScoWQswAij5bmowMwAWT/ddK4AjyLLhvkQcN85edHlaumy6BLQ8fA39KkpRsMvgHpaexGcrA4U0hxGBJkn4UckRNJUk6U0699gK/CiGWSJKUVNLAlwk7gPlCiHWSJGUKIaoCuWXEs115bqsQoqckSSVP/SiB63sjCQprxqsHPiZXq2fr1MJT/0ZvW8CXfefg4udBh3EDSYy6z+it8hZyEd/s4szG/YTNHoqtoz1P/nc8IJ+K+dNLS8xkJOw+jVe3EDof/xSDVse5CYVftNrvWcyRbjMBuDjjS5osG4uVvS0JeyJJ3BMJwI3lvxGyZiLVhoWhvZfIGeWUHb9+bak+ojuSwYgxR8+ZMfKLvK23G83XyktBQ22suPjbEW78efaB2u3ftDZPrZ6IvZsjdbo3p9OkQXzeY2a50vzcvlM0CWvBwj8/Q6/VsXZa4VHvb277kHf7TsPO0Y43Pp+Jja0NQiO4fPQ8f67bWRCudb8OnNh8uFzyTLmyL5K6YSFM/vMTcrU6fplWOIb7xraFfNZ3Nq5+HoSNe5L4qPu8vlV+aTr29U7Cv98PyLPUzv5e0mTUQqL3RFK1WzP6H/kYg1bP0UmFadxn1wL+6CHP/jo56yvaLX0FK3tbovedIXqvvC/f8WlfEPruC2isNBh0uZyYJp++eH7pJtotHcPjexaBgNMLvkeXnFniJgJ39kZSo2szhhz6mLwcPfsnF+oxaMcCfu4l69FmzhCCB7bH2sGW504u4/KG/UQUOVH273B/TyRVuzbjycMfk6fVc8REjyd2LmBLT1mPFnOGEPikrMeg8GVErd/PmfLoYTByY/bnNNwwD2GlIW7jXrRX71J92hAyz0SRsjOcuA17qLN8PM2PfEZeaiZXX5WnsLi2bUiNaUOQcvOQJIkbM1aTp3z5vr3gO4KXj8f63dHkJqURNek/ZmIlg5Ers76k+cbZYKUhZsN+sq7co/b0waSfuUHijgii1++j4Wdv0O7Yp+SmZnJ+TOFgSPuTy7F2cUTYWuPdpxWRzy4g6+p9ouavo+Fnb1Bn/ghyk9K5OMHyqYUJu0/j0y2Ex45/ilGr46yJf+m4ZzGHFP9yYcaXNF02Fo3iXxIU/+LbpxUNF47E1tOVluumk37+NieHLMKjbQPqTB+MlGdAMkqcn/45ualZYG9568preyOpExbC+ANLyNXq+W1qYd16ddtCVip1q/O4gSRE3WeMUrdOfLOTUxZOaqsIp/dGEBIWytIDK9FpdayaWjiouWjbJ8zqO6nU50e++wo2tjbM/k7eyjPq9BW+mLOy1GfKw7S3FnPy9FlSU9PpNvB5XnvxBQb16/XXIjMYiZr9BY03zEFYaYjdsI/sK/eoOf1ZMiKvk7wznNj1e6n/2ThaHV1Obmoml8co5bt1fRqNG4iUa0AyGoma+XmxGWwV4eK+0zQMC2Hen5+i1+pYP60wraZtW8yHfWdi52jPy59Pw9rWGqHRcO3oBQ6vk1+qmvZqxaC3R+Ls4cqYL6dz79JtVg5fVLZgo4GsFUtxnf8RaDTodm3DcOcWDs+PJu/aZXKPH8H+iaewCQkFQx5SZiaZSwrjrfLlRoSjE8LaGpt2HcmYOxXD3dulCDTBYCT1o+V4LXsfobEi6/c/yLt5C9dXRqK/dJWcg0dwGzcG4WiPx0L5dEJDbDxJ0+ZiXasmnuMLB40z1/1A3vWKLQmL2htJcFgIrx9YQp5Wz2aT+vXytoWs6TsbFz8POilt9stK/Tr5zU4iN+6n5Yie1O7YGEOugZz0LDZPLl/5vrE3ksCwZrx0UO4rbDfpKwz/YwHf9JH9dufZQ2gwoD02DraMOb6Mcxv3c+STX6jergGdZjyLJEncO36FPfO+KlVe7O5IfLuF0PPYJxi0OrPZZV13L2Rv99kARM78ktBPX8XK3pa4vWeIU/xZSbjUqUrosldBkki/co9Tk4t/MHtYbXZFub03kppdm/HCIbmt3DOlUI9nty/g+96yHu1nD6HuQDnNR55YxsUN+znxyS/c2X+WGp2bMGzP+0hGI0cWbCDHZCaXKff3RBLQrRkDjsiyTG3uu2sB2xSbT8z6ivYWbK41sB31RnYH4M4f4VzfWDj7cuDxT7BxdkBja021Xi3ZO3Qx6Tcsn4J5W+mnPKfYvNfE5me2L+AHxeZ2s4dQR+mnDD+xjEsb9nPyk19oOqontXq0wGgwoEvNYu/k4jOXHlZf3LluVZosew0kiYwr9zg/qfyzpqL2RhIUFsJrSru5xaRev7RtIZ8r9bqjUq9fUup1uEm9DuzYGGOuAa2Feh21N5K2nZo+cJuzrkWTsDeSDvs+kOv2ur1kXpY/YFg52uHZuQmX535Zos2V4cv+TfxT9zp7VAjpf2gunxAiU5Ik5yLXBiDviZaCPJDSSpKkLso9GyAJaC1J0mXl2lfAFkmSflIOGNiinCZa9F5X5OWJ+UsX5yoztW4BLSVJSlQ29v9IkqQuQoi6wE/Is93GIS/1zJQk6aMi+u5H3octvBQZ44A3gGhJksJM7VY26H9CkqSRQoiayMtavYAE5P3B7gghAoH1yEshfwMmFk03E33M0sDk+kjFzjdKSuMiYd7Ot1eRvwJ5DzQbYKMkSe+WVy8hxAhgGvKsvNOKrQV5o4QxTZMJQP55z5nA85IkXS8rHiHEaOAFoK8kSVosYDpT7VHTPKdy9pgAOG1feeP110VOpcn2xbZS5DbUV972mJmVuDOnQyU2X8FGi1X+kaA1Vk790lF5HaoTJQyqPQqukFVpsr+JWFJ2oIfA0cYzKkUuwM+VmNdvNvr7J9L+VbSJlWf32lj/sgM9BBykyvMptfUPZ4+18qDVVF7DmVJ5xYwqD3UH4pJJr0Sba1fSfm8AEZXoS0NzKiezT1aizfNur/tXjzpdDHr8kfW6G17f+o9Ly/+pQbWKogx6fSJJUvHjRVRUyoE6qPboUQfVHi3qoNqjRx1Ue7Sog2qPFnVQ7dGjDqo9WtRBtUeLOqj26FEH1f59nK/9xCPrdTe+seUfl5bq8s8SEELMBMZSseWPKioqKioqKioqKioqKioqKir/A6iDaiUgSdJiYHFl6/H/BSFEE+S910zRSZLUpjL0UVFRUVFRUVFRUVFRUVFRebhIlTiz+J+AOqimUi4kSToHhFS2HioqKioqKioqKioqKioqKir/H1AH1VRUVFRUVFRUVFRUVFRUVFRUiqFuw1866kEFKioPkf2+gyutgumpvM06K29b1srFnsrZ+FhbiXldmVRWegNYVaLsXCpnk+tKPJMCQyUeklB5OQ2OonI2e253/v1KkQuwvfGcSpPtKFVmva68Mm5F5XRVpP/Rel2Z/qwy283KKuOV2XZVZjmrTLsr6z3AppJ8GUCPuO//1esjz9bq98gSt+mt3/9xaanOVFNRUVFRUVFRUVFRUVFRUVFRKYZR3VOtVCpzEFtFRUVFRUVFRUVFRUVFRUVFReUfiTpTTUVFRUVFRUVFRUVFRUVFRUWlGOrpn6WjzlRTUVFRUVFRUVFRUVFRUVFRUVGpIOpMNZX/1wghvgK2SJL009+M523gLaCOJElRyrWJwCdAK0mSwkt5dj8wtbQw5cEjLITg90YhrDTErNvDneWbzOXYWtPgs3G4NK1NbkoGF1/5hJy7Cbh3bkrtuc8hbK2R9Hlcf/dbUg+dl5+xsabOohep0r4hGCVuLNpA4tbjBXHWWzAC727NMWh1nB+/goxzt4rp5dI0kMbLxmJlb0vCntNcmfM1ANZVnGi2egL21b3JuZvAmZc/JS8tC8fgABp/+iquTQK5tuh7bq/YAoBdgCdNPnsNWy83JEni7nd7ubXmDwAamuhxdvwK0i3o4do0kGbLxqJR9Lio6OHXrw11pj6Nc92qHOk9l7QzNwAIGNSB2q/1K7SjYQ0OdZ9FxoXbZvE+Stm5F24qed2MOiZ5fXv5b8XyuuFnbxTk9YVXlip53YSguc+hsbXGqOR1yqELaBxsabxmMg61fJEMRpJ2RXD9vfXF7DC12adbCAatnjOl2vwqVva2xO+JLLC5/pvD8O3ZAmOugexbcZyZsJK89Gy8Ojeh/twhBeXw0rvrSTp04ZHItnF3JvSLibiFBHFv459cmP1VsTg9wppR972RCCsN0ev2WkzzRp+9XpDm51/5lJy7CVi7O9P0i8m4hAQRs3E/V2evLXzGxop6i0bj3r4hklHi+qKNJGw9YUH2g6/bPk92oMaEp0CS0MemcOn1ZeQmZ+ARFkKQIuv+ur3csmBn489ex1WRdVaxE6DW+IFUHRaGZDByZc5XJO0/A0DHk8vJy8oBgxEpz8DxXrNlHfq1JWjq0zjVrcqJ3nPIVMr/w0rvFr+8ia2vO8YcPQCnn11A4KSn8HzAPgxK9o115g3Du3tz0GhIOnC2IK7Q9TPx7NQIySgRs+ko5yesKKaHa9NAmih+JHHPaS4pz9ooejhU90Z7N4FIRQ9rFwea/vcN7Kt6Iaw03Fqxhfsb/8S+mhfN105BaARWNlZEf/EHMd/swj0shKD5ct7HrtvD3c+Kl7N6ywvL2aUxn6C7m4BL82DqfDhGCQS3P/qRpD9MyrFGQ4sdi9HFJnPhhcXF7KoIcxcu4cDhE3i4V2HTdyv/Vlz5NHpvBL6KT4mcsII0C2XArWkgIZ/KPiVuTyQX5spp3+DNYfj1kH1K1q04IifKPkXYWNH0w5eo0qw2klHiwryvSTpyySzOh1HGQzbMwtbXHWGlIfX4Za7M/AKMlvd+brBgBF7dmmPU6jhXii+1VOZ8+7UhWGm7jvaeS7pSd23cnQn5YhJuIUHc3/gnl0x0s4RnWDPqKWlQEX9jo6SBa0gQ0Rv3c8VEjmmc99bt5dbyzcXibPLZ67g2DSQ3JZMzJj4scPyAAh92ec5XJO0/WxBn/fdGFIuz+uhe1HylD46Bfuxr8DK5yRkAZv2Yq4u+59aKLZWa3n+n3fTr14a6U5/GuW4Ah3vPK+inCBsrmnz4Em4htcEocWHu1yQ/gjJee9az+A/ujHUVZ/6sPcKivZZ40OnvFdaMBu+NgIKy+/DKmUenxtR98znQCAxZOZwfvwLtrTjc29an7vwRuDauiT4hHX1SWoVtK6n9APBo35D684cjrK3ITc7gxJPvAlDz5T5Ue74rAtCnZGLv5/5A21C/QR0IfKM/CIEhM4eL0z8n8+Id+RlXRxotGYNT/WogwdlJK0kNv/ZQ+uL52Ff1pPPBj7n24U9oL9/5Sz4LSu4jAaARtNm5CF1sMpHPfwCAe8dG1H3rBTS21vl13pr/3bPa/udRZ6qp/KsQQpQ2UHwOGGLyezBQfFTgYaDRUGfxi5wdtoATnSbh82QHHOtWMwviP6wreamZHG87jnurtlB73vMA5Canc+6FxYR3mcLl8Z/R4LNxBc/UnPgUuYlpnGg/gROdJpF29GLBPa9uITgF+nOo7UQuTl1Dww9esqhaww9e5OKU1RxqOxGnQH+8uoYAEDhuAEkHz3O43SSSDp4ncNwAAPJSM7k85ytuKYNp+Uh5Bq689S1HOk/lSN951BzVE+e6VfHuFoJjoD9/tp3I+alraFyCHo0/eJFzU1bzZ9uJOAb6463okXH5LqdGLyH56GWz8NE/H+ZQt5kc6jaTM2/8h+w7CcUG1CpFtkZQb/GLnBm2kOMFeV3V7PmAYV3JS83iWNvx3F21laB5zwGQm5zB2Rfe50SXqVwa/x8amuT1nRW/c7zjJE52n45bq3p4KDoWxbtbCE6BfuxvO4lzU9fQ+IMXLYZr8sFozk1Zw/62k3AK9MO7azMAEv88x4HHpnMwbAZZ12MIHi/nuz45g5MvfMTBLjOIHL+CkM9ee2Syjbpcriz+kUtvr7MYn5zmo4kctohjnSbj+2QHnCykeW5qFkfbTuDuqm0EzxtWEPf1xd8T9fa3xaKtNfEp9InpHG0/iWOdppB69FKxMA+jbgsrDcHvjeLMU28THjaVzIu3qTq6d4Gs08MWcaTTZPws2FlVKVuH207g9qpt1FHsdKpbFb+B7TnSeQqnhi6k/vujQVM4lT/iqXc51m1GwYAaQNblu5wZ/TEpRe1+SOkNcOG15ZzoNoMT3Wbg2qw2DoF+HG074YH6sJJ8o1vLulRpXY8jYdM58thU3EKCcG/fEL8B7fDo0JB9Ia9x4ql38enRHI9OjS3qcX7Kag4qfqSoHgcVPWoretQY3YvMK/c50nUGJ556l3pvv4CwsUIXl8Kxx+dxpNtMTveZTfVxA7H19yB40YucH7aA8M6T8LZQzvyUcnay3Tjur9pC4NznlXy8w6leMzjVfRrnhy6gzoevgFVh96/qy33JvnbfYtpWlIF9e7ByyXsPJC4An24hONf2Y2+7SZyZuoYm75fgU94fzZkpa9jbbhLOtf3wMfEp+7tM58+uM8i6EUMdxafUfL4rAH+GzeDYswtp+NbzIEyWtjykMn7u5aWc6Dqd449NxdbTFd/+7Sza46W0XQeVtqu0sm+pzGVevkvk6CWkFGm7jLpcri3+gStvf2cxPjM0gvqLR/8lf2NQ0uBa0TQoEqe/hTirDQsjNzWTQ20ncnvVVuoW8WGHO0/l1NBFNHj/RdmHaQQNFo/m1LDFHO40xSzO1BNXCB+8AO2dBDMZeamZXJzzFTeVfkxlpvffbTczL98lwkI/pYZSxg92mcHxZxbS8O1HU8YTd57iZO+KneD7wNNfI2i4eDThwxZzqEiZyOdBlrMG77/IudeWc6zbTGJ/OUztSU8BoL2fxL31+9DFpXJx9tq/ZFtJ7Ye1qyMNF4/m1PAPOfzYNCJfXgqAc/1qVHu+K0d7z+HaextwrleNiCGLHmgbqr2dwMmB73K0y3RuLPmFRh+/UhBX/fdGkLgvkgMdp3Cw63Qyr95/aH3xfBq8M5yEPZEg/rrPKquPVOPlvmSZtpNC0HjZa5wb8ylHH5tKzr0EgPKPIv8DkaRH9++fiDqopvLAEELME0JcEUIcEkJsEEJMFUIECSG2CyEihBAHhRD1lbBfCSGWCSGOCCFuCCGeVq4LIcRnSjy7AR+T+EOFEH8qce0QQvgr1/cLIZYKIcKBCaWouAkYoDwTBKQBiSbxrxBChAshLggh3inBxp5CiKNCiFNCiB+FEM7lSRvXFsFob8aSczseKTeP+E2H8erd0iyMV+9WxP7wJwAJvx/DvaP80pZ5/hb6uBRAfsnV2NsibOWxQ7+hYdxe9qscgSQVfIUF8O7dkugfDwCQFhGFtasjtj5VzGTa+lTB2tmBtIgoAKJ/PIB3H1kvn94tif5efj76+wP4KNf1iemkR95AyjWYxaWPTy34AmbIyiHz2n3s/Tzw7d2S+4oeqYoedkX0sFP0SFX0uP/jAXwVeVnXosm6HlNq+vo/2YGYTUeKXa8M2a4tgskuyGsD8ZuO4N27ldkzXr1bEvPDfqB8eW3U6kk9LI//SrkGMs7dxD7A06I+vr1Duf/jwQKbbcpl88ECmxP/PIdkkA+BT4m4hn2ABwDp52+hU3TLvHwPjb0tGlvzMeyHJduQrSPlxBWMOr1Fm+X6FVeQ5nGbjuBVJM29e7ckRqlf8SZpbszWkXbiCkZdbrF4A4Z24dayTfKPIvXLXPYDrttCAAKNox0A1i4O6OJSCmRpFTtjLZQt794tiTax00OR5d27FbGbjiDp88i5k0D2zTjcWgRbTM98sq7dJ9tC+X9Y6V0U796tiH0IPqxk3yhhZWeDxtYajZ0NwtoKfUIqfgPakX0rjtykDNIiopDyDAQ83dFMDzsLeuSXa98ieuRfR5KwdrYHwNrJntzUTKQ8I1KuAUkvf+zW2FmD0ODcOFAuZ3fkcpaw6TCevczLmWevVsTll7MtJmmu1YNSrzT2tmY9Vlt/Dzy6tyB23Z4y86M8tAxpgpurywOJC8CvVyh3f1B8yqmSfYqNswOpp+S0v/vDQfyUOphQ1Kf4yz7FuW61gpm2+sR0ctOzqRJSuyDOh1XGDZlaAIS1lTxDtYS3B98iZbQ0X2qpzJXUdhmydaSWs/65tQgm+2bcX/I3RkWOoYgcS3H6FPGXcpyy7XG/H8ejYyNArs/5Pkx7J4Hsm7G4tQhW4oy1GGfG+VsFs1BMKdqPqcz0/rvtZmYJsi2VcbdHUMbTI66hj08t0V7LafBg079KKWXC1LYHVc6QJKxdHAF5sCu/r5RzNwHXhjXIvhn7l20rqf3wf6oDcdtOkHM/CZDzGMCpTlXSTkVh1Orx6tmC5IPn8X289QNtQ9PCrxbMlkuNuIad4letXRxwb9eA++v2ycmSayAvPfuh9sV9+7REeyeezCv3cKjq+Zd9Vml9JDt/D7x6NOf+ur0F8dh4OGPMzSP7hqxX0p/nAAZZVFLlfwJ1UE3lgSCEaIXsTJoBfYD81ms1ME6SpFBgKvBfk8f8gY7AE0D+mpMngXpAQ2A40F6J3wZYDjytxPUlsMAkLltJklpKkvRxKWqmA3eFEI2RZ6x9X+T+HEmSWgJNgceEEE2L2OgFzAW6S5LUAggHJpcirwA7Pw900UkFv3XRydj5mQ+K2Pl7oLsvj/FJBiN5GdnYeJi/nHg/0ZbMczeQ9HlYu8oNeOCMIYTuep+GayZj4+1WENbe36OgsQXIiUkueKEwCxOTXBgmujCMrbdbQcdIH5+KrUncZeFQ3RvXxrVIPRX1t/UoD/4D2hH96+Fi1ytDdvG8TsLOzzw+Oa/lMJLBiMFiXrchQ8lrU6xdHfHqGUrywXMW9bH390BbQZu10UkWba4+rAsJe84Uu+73RGvSz93EWES3RyHbEvZ+HuQUS3N3szBF09xS/TIlv34FzXiGVrsW03jNJIt14GHUbSnPwLUZa2i1/2PanV2NY91qxKzbW0LZMrfTtMybyrLzcyfnfmLhszHm5bLF93Nos3MRVV/oVmKaFMh4COmdT8NPx9J6z/vUmvQUdv7uD8WHleQX0sKvkXz4Io+dXcljZ1eStP8sWdeisXK0w9bLFYfq3ggrDVhpcKzlW8zeonrYmeihU/TQmehx+4sdONWtSpezK+iw/0Muz/26YMDLPsCTDvvep03ESu7+ZxMaOxvzvI9JxtbfQjmLVvJYSXNrJc1dmgcT+ucSQvd9zLXpawoG2YLmj+Lm/O+QJGOp+VJZ2PublzVtCWVAa5r2MSX4lKFdiN8r+5T0C7fx7RWKsNLgUMObKk0DcTD5UPEwy3jIxtl0urAaQ6aW+N+PWQxjZ8GX2vkXb0dKKnMPgr/jb8obZ050crH2sXicWsWHWai3fh7F8spSnGXaWonp/SDbTVPSL5qXcbdHWMYryoNOfzs/D7SPsJxdmLya5utm0Pn0f/B/uhM3lxUuObTz98CQrfvLtpXUfjgF+WPt5kTrX96k3c6FBAzuBMiz9tzb1MfG3Rn7ql441auKfVXPQlse8HtA1WFhJO6NBMChhg/6pHQafTqWDrsX0WTJK1g52j20vriVox213+jPtY/kHYKsXR0fSh+p3vwR/B975x1eRdE18N/cm957owZCb6F3JHQQBQtio4qA0qU3EZRmQUCUooCggIoFeaVX6Z3Qe4f03m5ubtnvj12Sm+SmgEA+33d/z8ND7u7snDlTzsyenXJtxppcS/UN8akIrRa3OrKj2v+FxgBlCk3wvxyzJJ7Zv38j6p5qKk+K5sCfkiRlAplCiP8ADshOsfUiZ8q5vcUzGyR5JH9RCPHwDaUVsE6SJBMQIYR4+FmgClAT2KHEpQUsP1vkdZAVxE/IDrWOQFugn8W914QQA5HbRSCyY++sxf0myrWDShrsgMPFlPuPcapSmgpT3+LMa/LSGmGjxaGUDynHr3Bj2ipKD+pKxWm9uTz0q6eTgGLOx9U62VNv+SguTl2FUfkq/zRxrxeCWacn7fL9py7rWcl2rlKakKlvEf7azFzXhVZDjSUjuPfdFjLvxDxRmXkJGdkdyWjmwW8Hcl13qVKaqlPf5Nhrs5657GfJw/aVfPwq16b9QJlBzxMy7W0uDv36icuy1raD+nbgRNtxZN6JptKsdyg3ojsZ1yKeuGyA4y98iD4qEVsfN+r/MoX0axEkHbGy1PUpc+H9r9BHJaJ1dqDWig+w8ym+I79YFGHDHMv741wpiH2h8tLm+usn49G4KpLRxK3Ff1Fn2QgwmzFnGrJnP/2TdPiE1SH1/B2Ov/wxTuX9abB+MglHLmNK05EZEc/BsPF4BLhR/ftxRK7e8fjygNTT1zn53Ac4VipFlYVDSdh9Gs9WtTDEJZN29ibuzar/o/j/v1NpRG6bcm/dXlwrlaLltpno7seRcOLqPyvTRyD89Vlo7G2p8c0wvFrUJGGf9Q8kKir/hPtr9+JSqRTNt8t1PPH4VSTz/0/n+b+dcoO6cPqtuSSfuk7597tSZUYvLn6w7OkIU/oPodXiXqcCx1/9BI2DHU02zSDp5HXSr0Vwc9FGGvw8CceyviQevvzkbFuePtSzeXVKvRnG8RenyWmy0eJaK5jLk74n/tR1qn3SJ3u56tOg0tge3Fq6OZfT8knj074eWXEppJ69hWeefvLc4AVUntEbjb3tw333TFYjUfmfQHWqqTxNNECSJEmhBdy3tIJFuaUFcEGSJOsbkEB6MdP0F/AZcEKSpJSHzj4hRDDyTLqGkiQlKgckOFhJww5Jkt4oNKGyY24gwAeu9XjBsQL6qATsLb4Q2gd5oY+Kz/WcPjIB+1I+6CMTEFoNNq5O2cvN7AO9qLlyLJeGLiLzTjQg779lysgkVjmYIPY/hynz/os02PUZAEnhN7K/TkH+r0CQ/2uRQ1BOmKzYZOz8POSvU34e2VPLC9XdRkudFR+guxdLpdGvUGn0K/84HUUR1L0ZEX/kLL8s168DZZS9RJ61bMBKWXujj8odn1zW3tllrc1T1rVWjuHi0K/RKWX9kCpfDCLjVhT3l23Odb1cv/bZOieH38SxlDeJj6CzY5B3rjCle7bCr31djrya26nnEOhF/ZUfcGboN2QoTr1nJbswMqMSci2HlfM8MVeYvHlu2b6s8bB9xSgHE8T85whBb4blC/c02rZLzfKyXsrvmI2HKDusO4n7z1upW7n1zIxMwMGKnvqoRBxK+eQ8G5hTLx/GYYhLIWbzMdzrVizUqfY08vthOkr360DQ222x9XDBmK7DoZQ3ycr9J2XDHuYReeINerUFySevY8rQU6ZfBxzL+FJ72XBid55G/yCeI52nABB2bglpV3I70vVW0qG3SIe9nwf6mCTsLdJR6vXnuKVsdJ1xOxrd3RhcKgWRfPpGdjxZ0YlkXL6Lna977rIP9CIr0ko9C/IhKzIBlDw35slz3bUHmNMzca5aBreGVfHu0ACvtnXR2NuhdXGkyqJhXHlaH2aKSfl+7Sn71kMbfjNXXXMsoA44WuZ9YAE2pUeOTZFMZi5My9kPqvl/ppN2M+c73dOq4w8x6w3Ebj2BT6cG2U61sv06UDrblt7AsZQ3Sdk65dQnS/kF1bkngfW+rHj2prhxOgR55esf88fpqNgwK+1WedahiDitUbZfB8r0aYdkNhO78/Qzze8n3W9aQzKZufRhTh1v9tf0XEvonnYdL4qnWd/1UQm5Z+U9xXpm6+2Ka41yJCvLz6P+PEzjLZ/QZNecbN2cKwTmiu9RdCuo/8iMjMeQmIopQy9vkXHkMq41yuLzXK3sfI3ZdAxbb7fsbRye5HuAS/Wy1Jg3iFNvzMGQmCbHFRGPPiKB5FPXKdevA35t62Ln60bkn4efyljco14IAV0bU3XqW9i6O4EQucr5SYyRfDs2wLdjfXzahqJxsMPGxZGaXw/l/JBFJJ+4xoluHwHg9VxtGMXVQhP8L0f6l84ge1aoyz9VnhQHgReEEA7KPmNdgQzglhCiB2Tvl1aniHj2AT2FEFplz7SHb7FXAF8hRFMlLlshRI1HTaQkSRnAeHIvHQVwQ3bMJSuz5jpbefwI0FwIEaKkwVkIUdmKjGXKUtQGLzjK04JTT1/HsUIgDmX9ELY2+HVvTty23IeJxm07QcBrzwHg+0ITEpVTAG3cnKi1ZiI3P1lDyvEruZ6J334Sj+ZyNni2rEXyscucaDuWE23HErPlBEE9WgHgXj8EY2pGvn0usmKSMKbpcK8v7xsQ1KMVsVvldMVuO0lQT/n5oJ6tiNla9OGnNb4cRPq1B5x658vsjfyjt5yglJIODyUd+jzp0Cvp8FDSUapHK6KLIQ8hCHyxCREWe5rdWbm9xGQDpJ6+gVOFQBzK+iJstfh1b2alrE8S+Fpr4GFZy/ue2Lg5UXvNBG58spbkPGVdYUJPbFyduDbl+3xJubNyBwfaTuRA24mKzi0fUeeWRG89KacnrA4VhrzAid6fy3sxKdi4OdFwzTiufLKOxOM544ZnIbso5DwPyM5zf6t5foJApX35WeR5YcRtP4Vnc/nLpFfLmqRfzb+Z+9No2/rIBJwql8bW2w0Az+dqk3HtgYUsWc+A7s2IzSMrdtsJgiz0TFD0jN12goDuzRB2NjiU9cWpQgDJp66jcbJH6yx/P9A42ePdujZpl+8Vmi9PI7+FVoOtlyv3V27neMdJpJy+TuKBCwQ8BRsWu+2kVduoexCPZ7Nq8sluP+wi7eoDLo39jpgtJyitOHm8WtXCxsWRO99uzZUOvZV0PLQjMXnS8fB65oN4vJUDD+x83XGuGETGnRjsA73QONgCYOPujFujqsTvOp2rnvl2b0789tx5Hr/9BP4P61nXJiQdlOuZQ1m/7IMJ7Ev74BgSROa9WG7PWsvReoM51nAIlwZ/SdLB8yXuUAO4vXIH+9pNZF+7iURtPUGZ1xSbUi8EQwE2xZCmw0PZ/6bMay2J2pZjU0KGvMDxPp9jsrApWkc7tMqehT6taiEZTaRZtO+nUce1TvbZ+xkJrQaf9nXJuJ4z+/Tuyu0cajuBQ20n5Ou/C9K7oDr3JEjJkwePYm8eJc4Ypaxy4jxJ0Guy7v4vNM6OM2bbyWwb5mhhwx7G6VhInNa4u3I791bt5PaSzc88v59kv1kQmjx13PwM6vij8DTre3Ix6sSTqmfGJPkkZyfFceb9XG2Sjl/lSNsJHFF0cyof8Ni6FdR/xGw9gWfjqgitBo2jHe71Qki/9oC7K7dzoucsDrWdQNKxK3i3qkXk7wefaB/qUMqb0BUfcG7I19l7ioHshMuMiMepYiB3Vm4n4rcD3Fu966mNxY90+4i9DYext+Ewbi/bwvX5f6Cxt32iY6TrM9exv+77HGg4jHODFpBw8DznhywCwNZHHqMJOxvKD3sR4Mkcea3yr0QUtEmqisqjIoT4CHgTiAZigK3ATmAx8nJKW+AnSZJmKDPB/pIk6Vfl2TRJklyEPHXsK6A9cBcwACskSfpVCBEKLATckWdZzpck6VshxF5gjCRJBVpfJW1pkiR9nud69rNKmpoB95APMdgoSdL3ecK0AeaSs4x1iiRJuc/ptmCvf4/sBubVti4hH8vHPEeu28Pd+b9TflxPUs/cIH7bCTT2tlRdNAzXWsEYktK4OOhLMu/EUG7Uy5Qd/hK6m1HZ8Z7p+TGGuBTsS/tQbdEwbNydMcSncHnEN9l7N2Whpersfvi0CcWk03NhxJLsY96b7JrDkbYTAHCrU4Ga2cd4h3NZORrd1tOF2t+OxKGUN5n34zjz7nyMSenY+brTZPssbFwdkcwSpvRMDrYcg2v1sjT6z3RSL95BUvYduDLrJ2J3hVNDSYdZp+fsiCXZx2G32DWHA0o63OtUoHb2UdrhXFTS4d+5IdVn9cXO2w1jSjop5+9w/PXZcp42q06VKW9wuMvUgorgmcp2QJ5i7922LpU+lo9dj1i3hzvz/yB43GuknrlB3LaTaOxtqb5oKC61gjEmpXF+0Hwy78RQftTLlBvenQyLsg7v+QkaWxuahy8h/er97H3M7q/YSqSyaaoObT6dfdvUkY8uH7HUQufZHGg7MVvnOgsHZ+t8YdL3ALQ+8iUaO1uyEuWv0Uknr3N+3HJCRr1ExeEvkm6RtmM9Z+ebwfg0ZAOEHV+IjasjGjsbDMnpHOs5G+PVHOePd9tQKn/cB7QaItft5fb8P6gwrgcpZ27mynPXWuUxJKVxftCC7CW0zY5/hY2rE8LOBmNyOuE9Z5J+9QEOpX2ovmgoNu5OGOJTuDhicfb+MlpyllM8jbYd1Ls9pd7tgmQ0kXk/lsvDv8aYmIZX27pUVGRFrNvLrfl/UFHRM1bRs6aFnucGLUCn6Bk88iWC3miNZDRzZeoq4neH41jOjzorxwDyi37UHwe5NV8+/MS3c0OqzuqHnbcbhpR00s7fIfz1WU8lv3X346i/4SOErRah0ZC4/xxXP1xNlZn98GpTB5Mu64nZMMC6bdQIqs19B88m1UCSiNtzhqvTfsAMtDz8JY6lfZEkietf/MqtBfKeOc12zeGQRTpqLXwPrVKvL1mkI1RJh05JhyEpHXt/T2otfA97fw8QgpsL/yTytwN4t6pF1elvI0ny4WMRK7YS9eNOPNvWpeIMueyj1u3h3oLfKTeuJ6nhN0jYfgKh1DOXmnI9uzzoSzLvxuD3aivKDOsuH4BgNnN33q/Ebz2eq926N6tO6fde5EIveXZF0/NzeRzGTpvD8dNnSUpKwdvLg/ff6cUrL3R8pDi21sx9cmDN2f3wC5NtSvjIHJvSauds9rXLsSmhCwajdbAjZnc45xWb0uZwbpuSePI658Yvx7GMD03WTUQyS2RGJXDmg2Xo7sfhZLG33JOu44bENOr8MB5hbyPX8YMXuDZ1VfbSLEOeCfvVZvfDV6mj5yzqfnHqnJ9F32VISSf1/B1OKH3Xc8e/QqvYUmNyOsd7ziLzqvUtDHyUPHgce9MiTx6cUuyqZZwP1u3l1vwNVuIcgpsS59lBCy1sWHdKvREmnzY+dXX2Xk4+bUOpkh3nHm7N3wBA2QGdKD/kBWWWTTJxu8K5+MEyq+OY2F3heLes+UzyO+Vq7qX8/6Tf9O/cgBrZ45QMUs7f5tjrc3As40OjnyaCUsfPjpLruANPr46nX31AyNS38H+5OfYBnuijEolYs5tbyp5Xeev406zvt7/dQrU8deJp1TO/zg2pOL4HmCUMSelcGLUE3Z0Y3EIrELpyNHa+7giNBrPByNEXP3ok3QrqPwDKv9+V0q+3RpIk7q/ZzZ1lWwBo9OdH2Hm6IBlN6O7F4lK1zBN9D6g+byD+zzdCd1/ZK9Zo4mhH2W671ihH9XkDEXY2ZNyJ4eyIJRiT05/aWPwhlca8ijE9k8yr9x7bZlkbI1ni2aw65d7vSvjbn8oyP3wLn/b1ERrB/VU7qPJxn//qqVxHg15+Zk6jxhG//+vyUnWqqTwxhBAukiSlCSGckGecDZQk6VRJp6sksXSqPWuy8jhaniXGooP8V2I5WH2W5HWq/a9QUvkNuZ1qzxpDCU0yL8mp7aYidwh4epTkLkROomS2aHlcp9qTIK9T7VniVIIHNhTmcHjaaCmZoYr0P9quS9KelWS/WVJ1vCT7rpKsZyWpd0m9B9iWkC0DaB/987/OEfQoqE61wlH3VFN5kiwTQlRH3ots1f+6Q01FRUVFRUVFRUVFRUVF5d+MOg2rcFSnmsoTQ5KkN0s6DUKIyUCPPJfXS5JU/F3PVVRUVFRUVFRUVFRUVFRUVIpAdaqp/FehOM9UB5qKioqKioqKioqKioqKyj/ErJ7+WSjq6Z8qKioqKioqKioqKioqKioqKiqPiDpTTUVFRUVFRUVFRUVFRUVFRUUlH5I6U61QVKeaispTJL0Em1jTZhFFB3palOBxR05jBpSY7NQZ35WIXBuPkuvoMiNLTva5a/4lJvuinX2JyfYsmQMhuWVbctvUVs0qMdG0bXK/xGRPPx1YInKTS/AEzk7nS24Hh5frDS8x2W3wKDHZ/VqWzHhB615ydvSvDV4lJrtZQHSJydal2ZWYbGd3fYnITU1wKBG5APHpjiUmu3r92BKTfeWUT4nIrVw7rkTkqqioTjUVFRUVFRUVFRUVFRUVFRUVlXyU4HyJfwXqnmoqKioqKioqKioqKioqKioqKiqPiDpTTUVFRUVFRUVFRUVFRUVFRUUlHxLqnmqFoc5UU1FRUVFRUVFRUVFRUVFRUVFReUTUmWqPgRAiTZIklyLCjASWSZKU8ZTTEgoESZK0WfntDywHygC2wG1Jkro8IVmHJElq9oTi+gh4F3i4i+ZW4DaQIUnSaiHEXmCMJEknnoS8x0jfSCzKTwixGXhTkqSkfxJv9Zl98GsbikmXxZnhi0k5dztfGLfawdRZOBitgx0xu8K5OHkVAAEvNKbymFdxqRzEwU5TST5zU06rrZZanw3APbQCmCUuTFlFwqFLBabBtm4jnN4ZBhoN+p2byPx9ba779h1fxL7zS2A2IWXqSP/mc8z376CtVBXn98Y8zCF0P3+P4ej+R9Lftm4jnN5VZO/YROZveWR3siL73h1s6jTAqfdAsLEFo4GM7xdjPHf6kWRbcvD8Deau24bZLPFSy1De6dI81/3I+GSmrNhIakYmZrPEiFfa0LJ2yGPJsm3QCJf3hyE0GnRbNqH7ObfOjq+8hkPn58FkwpycROrnczHHyJsYOw8YhF2jJgBkrFmN/u89jyTbJrQRTv2GgkaLftcm9Btyy7Zr/yIOnbojmc2QqSN9qVzWDxE+frh/uQrdL9+j/8/PjyTbvnFD3EbIsjP+2kT6j+ty3Xfu2QPHrl1kvZOSSZ79KaZoWe+Av3divHkLAFN0NIkTpliNt/z3f3P7q4254hV2NtRaNAS32sEYEtM4M3ABmfdkMxM8vBul3gxDMpm5PPl74veeBcA7rA5VP+mD0Gq4v2Z3dpy1vhmKW50KSEYTyaevc3HMd0jGnFMC/OpUoMeGaWwdsogbm49nX281vRfl2oRi1OnZ+cEyYs/fzpc/Tcb1oOorLbB3d2Zp1dyHa4R0bUzjUS8jSRJxl+6yfdg3BeZzg497UUqRdXjUMhKs2BSvWuVpOn8QNg52PNgdzompPwDgUb0sjef0w8bZgfT7sRwcshhDmg7v0Ao0/uwdOT+Bs1/8wb2thZvijh/1JiSsDgZdFhvHLCUqj842Dna8ung4nmX9kcxmru48xe65cp2q91ZbGvZuj9lkJisjk00TlxN37UGh8kI/7k1g2zoYdVkcH7mUJCt6e9QuT6P5g9E62BK56wzhU1dn3wvp34GK/dojmcxE7gzn3CfrcCrtQ6d9n5F6IxKA+FPXOTV+RYFpKElbCvDytD5UD6uLQadnzZjF3L+QPw8Gr5qAm58nGq2Gm8cvs37qCiSzRGiXxnQa+Sr+IaWY120K987dLFRWjU/64K/0XeEjFpNsJb/dawcTukDuu6J3hXNhitx3VfvwTQLa18NsMJF+O5rwkUswpmQgbLXU/mwAHnUqIJklLkxdRXwhfVdRTJk1j30Hj+Hl6cGGH5c8djwFMXD6QOqHNUCv07Ng9HxunL9RcFqWTyWgbABD2w8BYNzX4yhVoTQAzm7OpKekM6Jz8Q9FaD29F8FhoRh0eraPXkaMFZvSbGwPqis25etqOTbFNcibjvMGYe/mhNBqODDnZ27vOVMsuTa1G+LYayhoNGTt3Yz+P7ntuF3bF7Bv3w3MZqRMHRnL52F+cAfbZm1x6NozO5ymTAXSpgzCdKfgPLNEW70+Dj0Gg9BgOLSVrO3rracvtDmOA6eQPmc45rvX0Fati333fqC1AZMR/e/LMV0tnq71Pu5NUJs6mHRZHBm1lEQrddyzVnmaKDYlYvcZTik2pdmSYbhVlA8VsXVzwpCSwdb2k9DYamn46Tt41a6AZDZz6sMfiDlccB13aNYQrzHvg1ZD2h9bSPn+p1z3Xd96BZeX5H7TlJhE/PTPMUXGAOC3aDb2taqRGX6e2BFTrEVfKM4t6+M3eRBCqyFp/TYSluXOc8cGNfGfPBD7KsFEjJpD6raD2feqXPoP+qtyfhkiYnnw3oxiy3Vo2hCP0UNAoyH9z82krsqts8ubr+LSrQuSyYQ5KYmEGZ9hiorBtnJFPMePROPihGQyk7JyDbodex9N51b1CZg6EKHVkPjzduKX5tbZqWEN/KcMxKFqMPdHzCV168Fc9zUujlTcuoTUHYeJml60zfEMC6XCx/0QWg1Ra3Zxf9GGXPeFnQ1VvhqGS+0KGBLTuDxoHvp7OYcN2Jfyof6+L7nz+XoeLJbHKQ2Pf4MpTYdkMiOZzIR3HF9kOmzrN8J5oNx3ZW7fROb6PH1X5xdx6Kr0XTod6V99juneHYSrG66TZmBTqQr6nVtJX7KgSFl58QgLJXhGf9BqiFm7iweL/siXB5UWDse5dgWMialcHTQP/X05D5yqlaPip4PQujohmc2c7TweSW8ollzbBo1wHjwModWQuWUTul9y6+zw8ms4dMoZi6fNyxmLO71jMRZfu5qsRxyLq/xvoDrVnh4jgR+BYjvVhBBaSZIe9Vy3UKABsFn5PQPYIUnSAiXO2o8gXwBCkiSrexE+KYeaBV9KkvT5E44TIYSNJEnGfxjNSCzK70k4Jn3bhuIcHMDeJqPwqB9CzU/f4VDnqfnC1fq0P+dGf0vSyes0XDse3zZ1iN19hrTL9zjZfx61Psv9Al727TYA7G89HjsfNxqtHc+BjgUMqDQanAaOJPWj0ZjjY3H7dClZxw7mcqTo9+1Ev03urG0bNsOp3xDSPh6H6c4tUsYMArMJ4emF+5crSDp+CMzFrLIaDU6DRpI6TZH9uSL7noXsv3ei36rIbtQMp/5DSJs+DiklmdSZE5ES4tGWDcb1o89I6v9q8eTmwWQ2M2vNFpZ+8Bb+nm68+clyWodWpmKQb3aYbzcdoGOD6rwWVp8bEbEMXfATW2oPe3RhGg2uw0aSNH405rhYPBctJevwQUx3c3Q2Xr9G4pCBoNfj0LUbzu8OJnXmdOwaNcEmpDKJgweAnS0eny8g6/hRpIximhSNBqd3RpD28RjMCbG4zl6C4UTuss46sJOsHUp+N2iGU58hpM0cl33fqc8QDKePPpbebh+MIGHUWEwxsfh8twT9gUMYb+fINly9RvqAwaDX49T9RVzfH0TSNHkgLumziOv3bpHxBn79HbHbTpJ+NccBU/rNMAxJaRxoMpKA7k2pPPVNzg5cgHPlUgR0b8bBVmNwCPCk/vopHGg6EoBqc/pz8rWZZEbE02TbrOw4I387wLn3FwFQa8kwSr3VhvurdgAgNIJmE3tyd9+5XEksF1YHj+AAfmg5Gv+6FWk9qy/rX/wonyq3dpzi7Pc76LUvtwl0L+9PgyEv8OvL09EnZ+Do7VZgNge1qYNrcAB/Nh+NT72KNJrdl61d88tqNKcfR8d+R9ypG4T9OJagsNpE7DlL088HcHLGWmKOXKbi662o/t7znPnsV5Ku3GdLp6lIJjOOfh48v3Mm93ecAqy39ZCwOngFB/D1c6MpVTeELp/0Y0X3afnCHV62mTuHL6Kx1dJr7SQqtq7Djb1nOP/nIU6t2QVA5Xb1aD/lLdb1+bRAvQPa1MGlQgBbmo3Gq14I9eb0Y/fz+eXVn9OfE2O+I+HUdVqsGUdAmzpE7T6Db7PqBHWsz462EzFnGbG3yOO0O9HsaD+pQNnZlKQtBaq3DsU3OJBPWo+kXN0QeswcwJfd89v9lUMWoE/TAdB/8ShCn2/C6f8cJvLKPVYMnsdrs6y0szz4tQ3FpUIAu5uOwqNeCLXmvsOBLlb6rrn9OTP6W5JOXafx2vH4talDzO4zxP19jsszf0Iymak25Q0qDe/GpU/WUU7pu/4Ok/uuxmvGs7/TozsDHtK9S3vefOVFJn38xIcV1A9rQFD5IAa1GkiVulV4b+b7jOk22mrYpp2akpmuy3Xt0yE59bn/lHfISE0vtuzyYXXwKB/AylajCahbkTYz+/JTt4/yhbu58xRnVu2g79+59W88vBtX/zrK2R934VUpiO7fj2VF81FFCxYaHPuOIH32WLkP+XgxhlOHMD+w6EMO7SJr138AsKnXDMe33iP90wkYDu3CcEhu05oywTiP+rjYDjWEBoeeQ8hYOAkpKQ6n8Qswnj2KOepu7nD2jtiGdcN063L2JSktBd3ij5CSE9AElsNx2CekT+pVpMhAxZb+1Xw03vVCaDC7Hzu65rcpDef059jY74g/dZ3nfhxHYFgdIvec4dDgr7LD1P3wLbJS5X664ltyHd/SdgL23m60XjOObVbGfQBoNHiNH0bM++MxRscS+OPX6P4+hOFWjt5ZV64T9fb7SJl6XF59Ac8RA4mb8AkAKat/QTjY4/JK1yL1tSbbf9r73Os3GUNUHOV/m0/ariNk3biXHcQYGUPkhHl4vfNKvselzCxud3u8MZLnuOHEDB2HKToW/1XfoNt3GOMti7HCletE934PSa/H+ZUX8Bg+kPhJnyBl6kn4aA7Gew/Q+HgT8MNiMg8fR0orZtvSaAj86D3u9JmCISqOCn98SequI2Rdz9HZEBFLxLgv8X73ZatR+I7qRcbx88WWV3H2AM6/NgN9ZAKhW+eQsP0EGVdzTpcOeLMtxqR0TjQdhm+35gRPeZvLg77Mvl9heh8Sdofni/rsKx9hTEgtdjqc3xtJyhR5XOr+5VIMRw5ishiLZ+3diX6L0nc1bobTu0NI/XAcUlYWGT8sR1suGJtywcWTl0d2hVnvcqHnDLIi46m9ZS4J24+js8gD/zfaYkxO43SzoXh3a065Kb24OngeaDVUWjSCa8MWkHHxDjaeLkiG4r9/uAwZSfJEWWePr5aSdST3WNx04xpJwyzG4gMGkzprOrbKWDzpvQFga4v7ZwswPMpY/L8Ic8kdAP+vQF3++Q8QQrQWQuwVQvwqhLgshFgjZIYDQcAeIcQeJWwHIcRhIcQpIcR6IYSLcv22EGKuEOIU0EP5PV0Jd04IUVUJ5yyEWCGEOCaEOC2E6CaEsEN2ovUUQoQLIXoCgUC2dZIk6axFescKIY4LIc4KIaYr18oLIa4IIVYD54GpQojPLJ7pK4RYpPydZnF9vJK+M0KIOcq1ikKIrUKIk0KI/Q/T/gj5+ZEQYozFpV6KXueFEI0KygeLdG4UQuwGdlmJ+wMlnvPKLLSHuj8st0tKOToVUH63hRA+yt+9lTw8I4T4obj6+Xeqz4P18myEpJPXsXVzwt7PI1cYez8PbFwcSTp5HYAH6/fj37kBAGnXIkhXZlBY4lK5NPEHLgCQFZeCISVDnrVmBZtK1TBHPsAcHQlGI1kHdmPXqEXuQLqcjkLYWxwFnqXPfukTtnYgPZp1talUDXOUhez9xZCtiDDduoaUEC//ffcW2NnLs9Yeg/O3Iijj50VpX09sbbR0alSDveFX84VLy5SPfk/T6fH1cH0sWTZVqmGKeIA5StY5c+9u7Jrl1tlw5jToZVnGSxfR+srOPW258hjOnZHzPDMT480b2DVoXGzZ2pCqcn7HyLINB3dj1yD3jDzL/MbeIVeZ2jZsgTkmEtO924+mNGBbrSqm+xGYImTZup27sW+RW3bW6fBsvbMu5Oj9KPFGbTiEX6cGucL4dmpAxC/7AIj+z1G8WtQAwK9TA6I2HELKMqK7G0vGrSjc64XgXi+EjFtR6O7EIBlMueKM2xWeHW/y6Rs4BHll/67drwM3thxHF5+SS36FDvW59NsBWf7pG9i7OeOUp50/vJcRk5Tveo03wzi7aif6ZLls8sZvSZmO9bn1qywr7tQN7Nydccwjy9HPA1tXR+JOyS+0t349QBlFP9cKAcQckV9II/edp8zzDQEw6bKQTPK3FY29bZFNvXL7+pz9TbZtD05fx8HNCZc86TBmZnHn8EUAzAYTkedv4xYg52dWWo4DwtbJvnBhQFCn+txRbGnCqevYuTnhkEeeg58HNq6OJJySbemd9fsJ6lQfgIp92nJ50UbMWfK3F30heVwQJWlLAWp2aMDx3+V6fuf0dRxdnXDz9cgX7qFDTWOjRWtrk21To29EEHMzf39ijYCO9bn3i9J3nSq477J1cSRJye97v+wnQKlnsX+fy65PiSev4RAol7u1vsujgL6rODQIrYW72+PZ6qJo0qExu3/bDcCV01dwdnPG088zXzgHJwe6v9udn78qeGZvi64t+PvPfcWWXdHCpkQpNsXZik2JOn2DdCs2RZLAzlWuf/auTqRHJxZLrrZiVczRDzDHRoLJSNaR3djWz/NtNVcddyC7gllg17QNhsO7iyUTQFO+MubYCKT4KDAZMZ78G5s6TfKFs3+hN1k71iMZsrKvme/fQEpOkP+OvIOwLd5YoXTH+tz+Va7j8aeuY+du3abYujoSr9Tx27/up7RiUywp82Jj7mw4BIBb5VJEH5Dtnj4+hazkdLzqWHdG2NWsgvF+BMYHsk1J37YXx9a5+039iTNIythEf+4SWj+f7HuZx05jzuPMLS4OtSuTdScCw70oMBhJ2bQPl3ZNc4UxPIhBf+U2mJ/cGYB2NapiuPcAk6Jzxo49OD6Xu47pT4YjPRwrnLuE1k8eKxjv3sd4T/6gZo6Lx5SQhNbTo9iyHevk1jn5r324tstdz3J0zl+vHWqGYOPjQdqB4q2acK0bQuatKDLvxiAZjMRuOIhXx4a5wnh3bEj0L3sBiP3rMB4tauXc69SQzLsxZFy5xz/BpnLucal+325sm+TuuyTLdu2QMxZHn4nx4jmwaHOPgkvdEHS3o9DfjUYyGIn780C+PPDs1IgYJQ/i/zqMe0s5DzyeCyXj0m0yLsqOMGNiWrHrYt6xuH7vbuyaFjwWN1y6iMZHrmc2ZS3G4vpMTLduYPsIY3GV/x1Up9o/py7yrKbqQAWguSRJC4EIIEySpDDFGTMFaCdJUj3gBPCBRRzxkiTVkyTp4ZznOCXcYuChk2kysFuSpEZAGPAZ8vLOD4GfJUkKlSTpZ+BrYLkQYo8QYrIQIghkpx5QCWiEPLutvhCilRJ3JeAbSZJqAN8AL1mkrSeQay62EKIz0A1oLElSHeDhJ9hlwDBJkuor6S54zZLMKMVpFi6E6GjlvpMkSaHA+8DDNTj58kEI4azcqwe8KknSc3nSWx/oBzQGmgDvCiHqKrerKLpXA1KA9/OWX564aiCXZRtF9xFF6JiNQ6AXugfx2b8zIxOyXy4sw2RGJmT/1kXE5wuTl5SLd/DvWB+h1eBY1hf32sE4BnlbDSu8fDDFxWT/NsfHovH2yRfOvnN33BevxbHPYDK+y5nera1UDbcF3+M+fyXpS+Y90swK4V1M2V26475kLY59B5Pxbf6p5bbNnsN08yoYizflOy8xiakEeObMTPHzdCU6MfcXvvdebMWmI+doP3YBQxb8xIQ3rFXPotH4+GCKtdA5LhatT36dH+LQuQtZx+SZYcab17Fr2Ajs7RFu7tiF1kXjV7TjKVu2ly/m+JxlA+aEWIR3/uftO3bH7as1OL09mIwVC5WEOOLQ/Q1061cVW54lWl8fTDEWesfGovUtWG+nrl3QH82ZESfs7PD+bgneS7/GvmXOS0XeeDMjErAPsNKGlHYmmcwYU3XYerliH5BzHZT2F+CFQ4AXmRHxhcYpbLQEvdqSuN3yMiL7AE8qdmrAudX5/Pc4B3iSZhFfWmQCLgH5X74LwrNCAB4VAnjl9w/p8edHlG1d8GRjxwBP0i1kpUck4JhHlmOAJxkWNsUyTPLV+9kvheW6NsbZwmnoXbciXffMoevu2RwbvzLbKWIN1wAvUizSkRKVgKt/wTrbuzlRuV09bh3M+cLfoHd7huybR9uJb7BtWuH1zjHAiwwLeRmRCTgG5tE70BNdhIUtjUzAUSlX1wqB+DSuSptN02n9+xQ86+Q4cpzL+tJu+0xa/z4Fn8ZVCkxDSdpSAA9/L5Is8iA5KgH3AOt9xeDVE5l5cin69EzCNx95JDmgtCkLWboC+i6dRT3LjLTed5V5ozUxSjtKuZC77/IopO8qabwDvImLjMv+HR8Vj3dA/rS+PeZt/li2Ab1ObzWeGo1qkBSXROTtiGLLdgnwJDXSwqZEPZpNOfLl71R7qTkDji6k+6qx7Jm2uuiHAI2XD+Z4izqeEIfGM38fYte+G67zfsTxjYHoVi3Kd9+2SRhZj+JU8/DBnGjRdyXGIdxz57WmTEWEpw+m88fzPp6NTd0WmO5dL9ZYwTHAK5ctzYhIwClPHjvlsaUZETk25SG+jauSGZtM2i152VjShTuU6lAPodXgXMYXr9rBOBVQx218fTBG5eS3KSYWrV/B7cGleycyDxas/6Ng6++NMSqnfhuj4rD1L35bFPZ2lPttAeV+mZfPGVcYWl8fTNE5ZW2KLnys4NytM5mHjuW7ble9CsLWBuP94rcrG39vDJGPqbMQ+E98h+jZy4stzz7QC31EjrysyHjs89hIO8swJjPG1AxsvFzRODlQemh37nxuZRm0JFHrp6mEbptLwNvtikyHxtsHc1yecam1vuv57nh8txanfoNJX/royzytYR/gRdYDyzxIwC6PHbUP8CLLIg9MKXIeOFYMRJKg2rqp1N7+GUHvdyu2XI23D+Y8Y3FNYWPxTl3IOm4xFm+QMxa3rVO3WB+B/xsxI57Zv38j6vLPf84xSZLuAwghwoHywIE8YZogO90OyisssQMOW9zP+0nzd+X/k8DDOccdgBctZnI5AGXzJkaSpG1CiApAJ6AzcFoIUVN5vgPw8JOKC7Iz7S5wR5KkI8rzsUKIm0KIJsA1oCpwMI+YdsDKh/uNSZKUoMy8awasV3QEKGrKQa7ln0KIvD3xOiX+fUIINyGERxH5sEOSpATy0wL4Q5KkdEXO70BLYCNwT5Kkh/r9CAwHCls70gZYL0lSnJK2fPKEEAOBgQBDXRvQyfHx9uIqLvfX7sWlUimab5+J7n4cicevyntk/QP0Wzag37IBu5btcOzRm/SFswEwXbtEyoi+aEqXw2X4RAynjj72F6sCZW/egH7zBuxatcPxtd6kL5idfU9bpjxOvQeR+tGYQmL452w5doEXm9WhT8cmnLlxn8nL/+S36YPQaJ6eobdv2x6bylVIGi37aQ0nT5BVpSqeC77GnJSM4eIFKMSx8bjot21Av20Dti3a4vBKLzK+noNjj75k/rUeMh/vq/ej4NihHbZVqxA/dGT2tZhXX8ccF4c2KBCvBfNIuHELU0TxB8tPmmpz+5N45BJJR+VZXVU+7sO+WT891gyjohBaLR7BAfzx2kxcAr14+dcprG0/kayUJ7/U4PAH39Lg497UGtmd+9tPZc/cAog/fYO/wibgFhJEswWDeLDnDJj/eVsXWg0vfzWUYyu3kWSxV8yJ1Ts4sXoHNbs1o8Ww7mwcvfQfyyowDTYa7Dyc2f38NDxDK9B02TA2Nx5FZkwSmxqMICsxDY/a5Wm+4gO2tS56f5rCKElb+pAlvWdjY29L7/lDqdysJlcOnCv6oadApRHdkYxmHiizru6t24trpVK03Cb3XQknrhbqvP3/TnD1YALKBfLdjO/wK+1nNUyrbs+x7xFmqT0JqrzYlAvr93Hq2y0E1guh0/z3WN1uwhOzX1k7/iRrx5/YNmuDQ/e3yVg6N/uetmJVyMrEfP/2E5EFgBDYvzKQzNVfFBhEE1gW++79yfhq8pOTWwzKdW/K3Q05w/ubP/2NW6VSdNz6Cen344g7ce0fj88AnLu0xb56FaIGfFB04GfAjbC+GKPjsS0TQNlVs9FfuSXPAHuCOHVuh121ysQMyq2zxtsLrxkTSfho7lPpk63h+fbzpP19AmNUfNGBnwDlxr7Gg2V/Yc7IzHfvzItTyYpKwNbHjZo/f0jG9QekHHn8vSkfot+0Af2mDdg91w7Hnr1J/3J20Q89RYRWi1ujqpztPB6zTk+NXz4i/exNkp9wf2bfpj02laqQPFYZi5+Sx+IeX36NOTkZw6ULT6QNq/z3oTrV/jmWnyNNWM9TgezweaOAOPJuAPAwTsv4BPCKJElXckUsRL45qIqjZy2wVgjxF9BKeX62JElL8zxf3or8n4DXgMvIzqji9FIaIEmZWfakyCtXovB8KP4mJYXL+EdIkrQMedYe5yeskMoo+8Ykh9/EsZQ3Dxde5J2VBvlnrzkGeecLk0+eycylD3NWoTb7a7q8TNTKRxgpIQ6tT85gX+Ptizk+Ln9AhawDu3AalH/vFfP9O0iZOrRlgzHduGLlSSuy4x9R9v5dOA3OkS28fXGZ+Anp82dhjnp8B4ufpytRiTnLvWISU/H3zL1k6I8D4SweKTfXOhVLozcYSUzLwNvNmUfBHBeH1tdCZx9fTHH5dbatWx+nN3uRNHo4GHK+qmes/ZGMtT8C4DpxKqYHxZ/2b06IRWMxM03j5YtkMXMtL4aDu3F+dxQZX8uzaGybPIfj24MRzi4gmcGQhX7rHwU+b4kpNg6tn4Xevr6YYvPrbdegHi6935YdahZ6m5U8MkVEknU6HNvKIZgiIvLF6xDkhT7KShsq5Y0+MgGh1WDj6oghIRV9lHw9+9lALzKVZx0sZg7kjbPC6Few83YjfMy87GvuoRXo9PVQObyXKxU7N6T55DfIStURc+YmLhbxuQR6kRZVvOVWIM9siw6/gdloIuVeLEk3o/AIDiBGOZikVp921H5DnkAbH34T5yDv7NNenIO80OWRpYtKxMnCpliGSbkeye435Bdg1woBlGobmi89KdcjMKZn4lGlNFzK2cy+Qe/21H1dTkfE2Zu4WejsFuBFagFLzLrOeYeEW1EcW7HV6v3zGw/T+ZN+QG6nWsW+7anwliwv4cxNnIK8efg64xTohS4yj96RiThazLxzDPRCp5SrLjKBB5vlgxcSw28imSXsvF3Jik8lK0ve5SDp7G3S7kTjWjEA+ftSbkrClrbo1YGmb8j9yd0zN/CwyHP3AC+SowruK4x6A+d2nKBm+wbFcqqV79eessp+UEnhN3O1EccC+i5Hi3rmEJi77yrdsxV+7etypMfM7GuSycyFaTl9V/P/TCetmEtSnwVdej9PR2WW8rWz1/AJzOlUvQO8ic/zQl21XlVCaofw3cHlaG20uHu7M+vn2UzqOREAjVZD005NGfX8yCJl1+ndjppKO48+exPXQAubEvBoNqXm68/xey95QUHkqevY2Nvi6OVa6NJyUGameVvUca/cM8jyYji8B6d+I3M1Xdumbcg6VPxZagDmpDhsLWbEaTx9kJIt8treEU1QOZxGyToJN08cB09Dt2Q65rvXEB4+OA6cSuaqz5HiCq5Plfq2p+JbuW3pwxbsFORFRp48zshjS52CcmwKyB8MynRpyFaLfQElk5nTH/2Y/bvdxmmk3rDubDLGxmETkJPfWj9fTDH5nTYOjerh/s6bRA0Ynavf/CcYouOxCcip3zYBPhiii+8wMiphDfeiyDh2FofqFYvlVDPFxqH1zylrrb/1sYJ9o3q49XtTdqhZ6CycnfCdP4vkb1aQdf7RHEnG6HhsAx9PZ6e6VXFqWAPPt55H4+SAsLXFnJFJzGffF/iMPjIB+6AceXaB8jjFkiwlTFZkAmg12Lg6YUxIxbVuJXy6NiF4ai9s3JyRzGbM+iwiV2wlS6mDhrgU4rccw7VupUKdaub4ODQ+ecalhfVd+3bhPGQU6V8WGKTY6KMSsCtlmQdeZOWxo/qoBOws8kDrJueBPjKelCMXs/eOS9x9CudaFYrlVDPHx6HJMxY3FzAWd3yjF8ljco/Fdet+RLdObscuE6Ziuv/PluD+W5H+pTPInhXq8s+nRyrw8E39CNBcCBEC2fuCVX7E+LYBw5TDBLBYvmgpByFEGyGEk/K3K1AReTbaNqC/xV5upYQQ1j+lwh/IyzvfIM/ST4UdQD8LOV6SJKUAt4QQPZRrQghR5xF1zEtPJa4WQLIkSckUnA+FsR/oruyX5oy8vPXhUWtlLWbIvUnOLMNc+WrBbuS977wV+YWuzbyzcgcH2k7kQNuJRG85QakeLQHwqB+CMTUDfZ79T/QxSRjTdHjUl2e3lerRkuitJwtVTuNoh1bZh8inVS3MRhNpFhu3W2K8dhlNYGk0fgFgY4NdizYYjuc5zSiwVPbftvWbYo6Ut+jT+AWARiv/7euPtlRZzDHF/xKZT3bLNhiOFSK7QY5s4eyC69Q5ZKxeivFyMTeFLYAa5YO4G53A/dhEDEYTW49d4Lk6uZtjoJc7Ry/dBuBmRBxZBiNerk6PLMt45TLaUqXRBMg6O7RuQ9bh3DrbVKyE68jRpHw4ESkpKeeGRoNwlZepaoMrYBNcgawTxT8M13T9Sq78tm3ehqwTh3KF0QRY5He9Jpgi5XqT9uFwUoa8TsqQ19Fv+pXM39cU26EGYLh8GW2ZUmgDZdmO7dqgP5hbtk2lENzHfkDChMmYLfQWri5gK++BI9zdsKtVM/uAg7zxBnRvRsy23O0jdttJgl6TV7b7v9CYBGXPpphtJwno3gxhZ4NjWV+cKgSQfOo6Kadv4FQhAMeyvghbba44S70Vhk9YHc4OXpjrC/j+hsNZ1WwUq5qN4sbmY+wcvYzVzT/gp06TubntJNVekffq8K9bkazUDKt7pxXEze0nKdWkGgAOni54VAgg5U7OsoVzq3ayuf1kNrefzP2tJwl+VZblU68iWSkZ6PLI0sUkYUjV4VOvIgDBr7bgnqJf9gb9QlBrRDeu/SAvZ3Uu44vQysMD51LeuIUEkX4/98v0idU7+LbLJL7tMokr209Q+xXZtpWqG0Jmqo40Kzq3HtMDe1cntk3PvRWlV3n/7L8rtQkl4XZ+u3Lj+x3saD+JHe0n8WDLCcopttSrXgiGVB2ZeeRlxiRhTNXhVU+2peV6tCRCsaUPtp7Er7mcxy4VAtDY2pAVn4qdtysos1Gdy/riGhxAmkXeW1IStvTAD9v5rMsEPusygXPbT9DwZbmel6sbQmZqBimxufPAzsk+e581jVZD9Tb1iLlRvA8St1fuYF+7iexrN5GorSco85rSd9ULwVBA32VI0+Gh5HeZ11oSpdQz37A6hAx5geN9Pseky5mNp83Td0mF9F0lwebVmxjReTgjOg/nyLbDtHlFdjJWqVuFjNQMEmNyO122/LiFvg37MKD5O4x/ZRwRtyKyHWoAoS1CeXDjfj5nnDXOrN7Jms6TWdN5MjcsbEqAYlOs7Z1WECkP4inbXN5b0iskCK29bZEONQDTzctoAkqh8Q0ArQ12TdpgOHk4VxiNf04dtwltginKovyEwK5xawyHH+2kPPOdq2j8ghDe/qC1wab+cxjPWixbzswgfdzrpE/tS/rUvphuXc52qOHojOP709H/uRLTzYuFyrn2/Q62tp/E1vaTeLD1BOVfleu4d70QDCnWbYohVYe3UsfLv9qS+xb9T0DLmqRcj8i1DFrraIfWUa7jAa1qIhnNpBRwsnHWhSvYlCmFTZBsU5w7tkb3d+5+07ZKCF6TRxIz8kPMiUlW43kcMs9dxa58ELal/cHWBrfnW5G2q3hLxTVuLghb+fu/1tMNx3rV0V+/W8RTMlkXL2NbthRaRWen9mHo9uXRuXIIXhNHETd6am6dbWzw+Ww66Zu3o9v96LM/dWevYle+VLbO7l1bkbareAczPfjgc6617Mf15/oTPWcFyX/sKtShBpAafh2HCoHYl/VD2Nrg2705CdtzL9+N334C/9daA+DbtSlJyhYJZ7tP5XjD9zne8H0efLuJewv/IHLFVjRO9midHQDQONnj+VwdMi4XnvfGq8q41F/Oc/tWbTAczdN3BVn0XQ2bYo64nzeaxyIt/DqOwYHYl5HzwKdbCxK25R7XJm47jp+SB95dm5J8QM6DpL3hOFUrh8bRDrQa3JrUQHe1eM6t7LH4Q51btyHrSG6dtRUr4TJ8NCnTJiIlJ+XcsDIWN5ws/lhc5ekhhOik7At/XQgxwcp9eyHEz8r9o8pEoof3JirXrxSwBdUjo85Ue3osA7YKISKUfdX6AuuEEA+XRE4B8u+OXjAfA/OBs0IIDXAL6ArsASYoS09nIy+FXCSEMCI7Tb+TJOk4gBCiGnBY8UelAW9j5Tg3SZIShRCXgOqSJOXbvECSpK1CiFDghBAiC/nk0UnAW8BiIcQU5P3efgKKd5a5dTKFEKeVuPoXkQ8FIknSKSHE98BDXb6TJOm00riuAEOEECuAi8j72EGe8rOI64IQYibwtxDChLyctm9xlInZeRrftqG0Pjofk07P2RE5n3Nb7JrNgbby4Pv8+JXUWTgYjYMdsbvCiVU2S/fv3IAas/pi5+1GwzXjSDl/m2Ovz8Hex41GP00Es0RmVAJnhhaylZ3ZRMa383Gd9jloNOh3bcZ07zaOb/THeP0yhuOHcOjyMja164PJiJSWlr1cyaZabRxefhNMRjBLpC/9Eik1uTiq58heNh/Xj/LIflORfewQDs+/jE2d+mA0IqWnkT5flm3f5SW0gaVw7NkHx559AEj9aEzujq+Y2Gg1THyzE+/NX4fZbKZ781BCSvny9Ya91CgfROvQyox+rR0zVm3ixx1HEUIwo/8LWCxrfiSd0xbNx3325wiNhsxtmzHduY1Tn/4Yr14m6/AhnAcORjg64jZ1OgCmmBhSPpwEWhs8vpRPFJMy0kmZO/PR9l0ym8hYvgCXyZ+BRkPWni2Y79/GoWc/TDeuYDhxCPvOL2Fbqz6SyYSUlkr6oic0vd9kJmXeQrzmfQoaDbpNWzDeuo3LO/0wXL6C/uAh3IbIent+/JH8SHQ0iROmYFOuHO5jP5CdWEKQ9uO6nFND88R7a/V+0q/cp+K4HqScuUnstpM8WLuHmouG0OLIfAxJaZwdJO8Tl37lPlEbD9N8/xdIRhOXJ6wEs4SExOWJK6n30ySEVsODdXtIvyIPIKt9OoDM+3E02vQxADGbjnFz3u/51LXk9u5wyrWpQ+8DX2DQZbFr9LLse69vnclPneTlSM0mvU6V7s2wdbSj37GFXFi3l2Nf/s7dvWcp26oWb+2ai9ls5uDMdWQmpVmV9WBXOEFt69Dt0BcYdVkcHpUjq8uOmWxuL8s6NvF7ms0fiNbBjog9Z4hQ9rQq370pVfrKe7Dc3XKCGz/JLyZ+jSpTY+gLmI0mMEscm/Q9+oQ02RJb4frucELCQhmybx5GXRYbx+TYtnc3z+LbLpNwDfCi5bDuxF1/wLub5NlKx1dvJ/ynvTTo04EKLWpiMpjITEln4wdLCs3jqF3hBLYNpfPheZh0WRwflSOv/Y5Z2ad3npq4kobzB6F1sCNq9xmiFL1vrdtLwy8H0mHPHMwGI8dGyPJ8m1SlxthXkQwmJMnMyfErMCQVMAG6JG0pcHHPaaqHhTL17wVk6fSsHZuTZ2M3z+GzLhOwd3Lg3e/GYmNng9BouHb4AgfXyKfX1u7YkFc+6ouLlxuDVozj/qU7LOltvf3H7DyNX9tQ2hyR+67wkTn53WrnbPa1k/uucxNWErpgMFoHO2J2hxOj9F21ZvVFY2dLk5/lckk8eZ1z45dj5+NGk3UTkZS+6/SworZhLZyx0+Zw/PRZkpJSaNv9bd5/pxevvPBExsqc2H2CBmENWLb/W/Q6PQvGzM++t2DLQkZ0Hl5kHK1ebMXfGx/95f/W7nDKh9Wh3365nW8fk9PO39oykzWd5XbectLrVOkm25QBRxdy/qe9HPnyd/Z9sob2cwdQb0AnJAm2fVDMpdVmM7rvv8J5/FzQaMn6ewvmB7dxeKUvxltXMZ46hH2H7tjUlOu4OT2VjCU5Sz9tqtbGnBAjH3TwKJjNZP68GKehn4BGi+HwdsyRd7Hr2gvTnauYzhXs+LB77gU0vkHYdX4Tu85vAqD7ajJSWuHtK0KxKV0PyTblqIVN6bRjFlsVm3Ji4koaKzYlcs8ZInfnDHHLdmvKnQ25nY4O3m60XjceySyhi0rk8LDFFIjJTMLcr/D7eg5oNKRt3Irh5h3cB/ch6+JVdPsO4zlyIBonR3w/lU8QNUbFEDvqQwD8l3+JbfkyCEdHSm1ZR/yML8g8XMyXf5OZ6BmLKbP8E9BqSP51O1nX7+Iz/G0yz18jbfdRHGpVotTXU9G6ueAS1hif4W9z6/n3sK9YBv8Zw+QZ7UJD/LL1uU4NLUpu4qdf4btwLkKrIW3jFow37+A2qC9Zl66Que8wHiMGIhwd8Z4j62mKiiFu9FSc2rfGvm5tNO5uOHeV23nC9E8xXC3mKbMmM1HTF1P2+48RGg1Jv+5Af+0uviPfRnfuGmm7ZJ3LLJ6C1t0FlzaN8B3xFjc7v1+8+K3IuzHpO2qum4LQaohet5uMK/cpN64nqeE3SNh+gqi1u6iyaDgNDn+FMSkt18mf1rDzcafaSvnEdmGjJfb3/STuCS88HWYT6Yvn4/ax0nft2Izp7m0c3+6P8dplDEcP4dD1ZWxDc/qutHk5fYPHip8QTs4IGxtsm7YgdcqYXCeHFpUHNyd9R/V1U+U8+Gk3uqv3KDP2ddLOXCdx+wmi1+2i0lfDqXtoEcakNK4OlvPAlJxOxNL/UHvLpyBJJO46ReKuU8WTazaR9vV83GfJOmduV8bivZWx+JFDOL+rjMWn5IzFUz+Sx+LuX+SMxVMfdSz+X8T/p0WvQggt8j7y7ZEPaDwuhNgoSZLl15R3gERJkkKEEK8Dc5EPd6wOvA7UQD6YcKcQorIkSf+oYEXxVvapqPz3oTjV/pIkqebTkrHJ/40Sa2BNm5XcHlQlaXmdxgwoMdmpM74rEbk2HiU3JTszsuRkn7vmX3Sgp8QVu5L7JuVZQuO5W7YlN16o+nS2GysWbZs8ma/0j8P004ElIrddZsm1607nZxYd6Cnxcr2inWNPizZ4lJjsfi1LZrygdS/6tN+nxV8bCj8E6mnSLCC6xGTr0uxKTLazu/UDPJ42qQkOJSIXID7dsehAT4nq9Qterv20uXKq4IMAniaVaxe8lPVp47Pt7//q9ZE7/Hs+s0Fg++ifC81LZZXZR5IkdVR+TwSQJGm2RZhtSpjDQggbIArwBSZYhrUM90/SrC7/VFFRUVFRUVFRUVFRUVFRUVHJh4R4Zv+KQSnAckrsfeWa1TCSJBmBZMC7mM8+MqpTTeWpIoSYLIQIz/Pv2R7HVACSJN1+mrPUVFRUVFRUVFRUVFRUVFRUiocQYqAQ4oTFv4ElnaaiUPdUU3mqSJI0Eyi5tRwqKioqKioqKioqKioqKiqPxbPc2UeSpGXI+5sXxAOgjMXv0so1a2HuK8s/3YH4Yj77yKgz1VRUVFRUVFRUVFRUVFRUVFRU/r9zHKgkhAgWQtghHzywMU+YjUAf5e9Xgd2SfJjARuB15XTQYKASOYcZPjbqTDUVFRUVFRUVFRUVFRUVFRUVlXz8fzr9U5IkoxBiKLAN0AIrJEm6IISYAZyQJGkjsBz4QQhxHUhAdryhhPsFuAgYgSH/9ORPUE//VFF5qux6hiel5CXQJa2kRPOtybXEZK9NDC8x2X0865aI3JI8bsjPrC0x2aF6Q4nJLsn2laIrmRPzypZPLBG5AOdvlNxJr3scS25S/5ga/3hFwmMRfiKgROQCzLdPLzHZv59aWGKyE3r0KzHZP9woU3Sgp8Bf5qgSkQvQyqbkbMp5KbXEZJcRTiUm+7a5ZPrNChqXEpELkEDJjVNsS3B0aKBkXn9KUufvbv/6X33652b/159ZoXaJ/ulfl5fqTDUVFRUVFRUVFRUVFRUVFRUVlXwU81TO/1nUPdVUVFRUVFRUVFRUVFRUVFRUVFQeEdWppqKioqKioqKioqKioqKioqKi8oioyz9VVJ4RXmF1qPxJX4RWQ8Sa3dz56s9c94WdDTUWDcG1dgUMiamcH7iAzHux2Hi6UHv5B7iGViTyp71cnbQSAK2zA/U3Ts9+3j7Qi6jfDnBt6qpC0+Hcqj4BUwcitBoSf95O/NL1ue47NayB/5SBOFQN5v6IuaRuPZjrvsbFkYpbl5C64zBR05c8cj68NK0P1cLqYtDpWTdmMfcv3M4XZuCqCbj5eaLVarh5/DK/Tl2BZJao06UxnUa+il9IKeZ3m8K9czcfSfbMuZNp26EVuoxMhr8/kXNnLua67+zizMYtP2b/DiwVwG8/b2TqxNn07t+T/gPewmQykZ6ewZgRH3L1yo1iy35xWh+qhoVi0GXxy5jFPMijt62DHW9/MxLvcn6YTRKXdp1ky9yfAPAo5UOPTwfh4uVGRnIaP438muSohGLLrWIhN8KK3LcUuZJJ4uKuk2x9KDfIm9e+eA8HN2c0Gg1b5q7jyt7wYuscNr0XwWGhGHV6to5eRsz52/nCNB/bgxqvtMDe3Zmvqg3Ivu4a5E2neYNwcHNCaDXsn/Mzt/acKVDWk25fAPV+/xA7f0/MmVkAnO45E0NcSqE6P8v25d66LuU/7o/QaIhZt5OIRX/k0zlk4Qica1XAmJjKtcFfoL8fK6ejWjmC5w5G6+oIZolzXcYh6Q1U/3UGthY6X3p9Bsb45ELTYd+4Ie4jh4JWS8Z/NpH2w7rcefJ6D5xe6AImE+akZJJmfYopKjonnU5O+K39nsx9B0ieZ31PK++wOlT9pA9Cq+H+mt3c/ir3IU/CzoZai4bgVjsYQ2IaZ5TyBQge3o1Sb4Yhmcxcnvw98XvPYh/kTa1F72Pn4w6SxP0fd3P32y0A+L/QmIpjXsW5cimOdpoCV28XqPsL03pTJSyULF0Wv45ZYrV9vfnNCLzK+SOZzFzadYptSvtyD/KmxxeDcXRzRmg0bJv7U7Hbl239RjgPHAYaDZnbN5G5fm2u+/adX8Sh60tgNiHpdKR/9Tmme3cQrm64TpqBTaUq6HduJX3JgiJlPY22FbpuInb+ngithqSjl7kyYTmYi96uZeD0gdQPa4Bep2fB6PncOF+wDZ6yfCoBZQMY2n4IAOO+HkepCqUBcHZzJj0lnRGdhxcpsyimzJrHvoPH8PL0YMOPj94nFoVdw0a4Dh0GWg26TZvIWJe7rJ16vIZjl+eRTCbMyUmkfDoXc3Q0tqF1cR0yJDucTdmyJM+Ygf7ggUeS38bCjm8pwI63GNuD6q+0wMHdmYUWdtytlDcdPx+Ik5crmUnpbBqxmLRi9l3DZgyhSZtGZOr0zBn1KdfOX88XZv76L/Dy8yIrUw/AmDcnkBSfxItvd6V7326YTSZ06Zl8Pn4ed67dLbbOXab1plJYHQy6LP4Ys5RIK+265zfD8VTa9ZVdp9gx92cAQl9tRceJb5ASLe9BeXTVdk79vLfYst/56F3qKXV80Zj53Dxf8Dhn4neT8S8bwMgOwwDoOfIN2r3RgRTFZq/57AdO7TlZbNkvT+tDdWV8tqaA8dlgZXymUcZn65XxWagyPvMPKcW8xxifvZunbd8spG1PXj4V/7IBDG+fU7+f79uVLr2fx2w2c2L3CVbNWlng85aU5Jj0rWn9qRNWjyxdFt+O+Yo7F27lCzN61RQ8/DzRarVcOX6R1VO/QzKbKVOtHH1nDsLeyYG4+7EsGTmfzDRdsWW/Ma0/tcLqkqXLYsWYRdy1Invkqsm4+3mi0Wq5dvwSaxTZAG36dCasdyfMJjPndp/k1zk/5nv+aehdtnp5+swchK29LWajidVTv+Xmmfy24UnrPGjRKPwrBAHg5OZMRko6M7qMLbbO/w2Y1dWfhaI61f6LEEKkSZJU6G6cQoiRwDJJkjKeclpCgSBJkjYrv/2RT+EoA9gCtyVJ6vKEZB2SJKnZE4rrI2AcUF6SpBjlWpH5WiQaQZU5/Tn92kz0EfE03DabuG0nSL+aswl10JttMCSlc7jJCPy7NyNk6pucH7gAs97AjTk/41K1DM5VczYTNqVncqzt+OzfDbfPJnZTEScCazQEfvQed/pMwRAVR4U/viR11xGyrt/LDmKIiCVi3Jd4v/uy1Sh8R/Ui4/j5x8qGaq1D8Q0OZFbrkZSrG8KrMwcwv/uUfOFWDVmAXhkc9F08itDnm3D6P4eJvHKPFYPn8dqsdx9Zdtv2rQiuWI4mdTtSv0EdPp03jc5te+YKk56WTtuWL2X/3v73b2z6zw4Afl//F6tXyIPmjp3DmD5rAm+8Urx0VG0dik9wAJ+2HkXZuiG8NPMdFnWfmi/cvm//4sbhi2httQxcM4UqretwZe8Zuk56i1O/7+fkb/uo2LQGnca9zs8ffFOk3CqK3M8s5H5dgNybitx3LeS2GfoSZzcd4ciPO/ELKUW/78czt0XxXkKDw+rgWT6AFa1GE1i3Iu1m9mVtt4/yhbu58xThq3bQ/+/Pc11vMrwbV/86ypkfd+FVKYiXvx/Ld81HWRf2FNrXQy68/xWpZ4o5UH6W7UujIXjWu1x6fTpZkfHU3PwpiduOo7t2PzuI3xvtMCalEd58CN7dmlN2Sm+uDf4CtBoqfjWCG8MXknHxNjaeLkiGnIOPrg+ZT/rZYjqMNRrcx4wgfsRYTDGx+C5fQub+Qxhv38nR+eo14voPRtLrcXrpRdzeH0TihzOy77sO7I8+/GyhMqrN6c/J12aSGRFPk22ziN12Mlf5ln4zDENSGgeajCSge1MqT32TswMX4Fy5FAHdm3Gw1RgcAjypv34KB5qORDKauDLtB1LP3Ubr7ECTHbOJ//ss6VcfkHb5HuH951H9s8Lbd5XWoXgHB/B56w8oUzeE7jP78033D/OF2//tpuz29c6ayVRuXYerSvs6t+koR5X21ff7cXzaYkSx8tz5vZGkTBmNOS4W9y+XYjhyENO9nDzP2rsT/RbZ8WjbuBlO7w4h9cNxSFlZZPywHG25YGzKBRdD1tNpW+fenY9JsfG1ln+A/4tNid5wqNCk1A9rQFD5IAa1GkiVulV4b+b7jOk22mrYpp2akpme+wXz0yGfZv/df8o7ZKQ+mQMRundpz5uvvMikjz8vOvCjotHgOmIkSWNHY4qNxWvJUvSHDmK6Y9G+rl0jY/BA0OtxfLEbroMGkzxjOobw0yS8Kzu4hKsrPj+uRX/i+COJf2jHlyt2vP3MvqyxYsdv7DzF6VU7eCePHX9uyptc/O0AF37dT5lm1Wk54TW2jCza8di4TSNKB5firRZ9qF6vGqNmj+D9F4ZZDTtz2GyunL2a69rODbvZ+ONfADRr35Qh095j3NsTi6VzpdZ18A4OYEHr0ZSuG8ILM/uxrPu0fOEOfruZW0q77rtmEpVa1+HaXvnDz/m/jrBpWuEfOK1RL6w+gcFBDHluEJXrVmHgJ+8xobv1F/fGnZqiy8jMd/2v5X/y57INjyy7ujI++0QZn/WYOYAvrYzPVlqMz/o/ofFZ/bAGBJYPYnCrgVRW2vbYAtp2k05N0eVp27Wa1qJxhyaM6DQMY5YRd2/3YsktyTFp7db1CAgOZFzroVSsW4k+Mwcyo3v+Ovr1kC+ynWVDF4+l0fNNOfqfg/Sf8z4/zVrFlaMXadmjDV0GduP3eT8VS3at1nXxCw5kUuthVKhbibdnDmSWFdlLhszLlv3e4jE0eL4px/9zkCpNaxDaviHTO4/GmGXE1dvtmendc0Iv/lzwC2f3nqZ263q8NrEXc17P3z6ftM5Lh36ZHea1yb3JSH2qr9Eq/0LU5Z//e4wEHunoHyHE4xzvFwpYOs1mADskSaojSVJ1YMIjyBdCiALr6pNyqFkQB1jvzR8Tt3oh6G5Fk3knBslgInrDIXw6NcwVxrdTAyJ/+RuAmP8cwbNFTQDMGXqSj13BXMhJh44VArHzcSPpyKVC0+FYpzJZdyIw3IsCg5Hkv/bh2q5JrjCGBzHor9y2OmvAoWYINj4epB04XRy181GzQwOO/74PgDunr+Po6oSbr0e+cA8HLxobLTa2Njw8pDjmRgSxNyMfS3an59uyfp08w+LkiTO4ubvh5+9bYPgKFcvj4+PFkUMnAEizeAFzcnLiUU5Ort6hPqd+3w/AXUVv1zx6GzKzuHFYnjlnMph4cOEW7gHeAPhVKs31Q7Kj5cbhC9RoX79Ycmt0qM/JYsi9WYBckLB3cQTAwc2J1Ojin/5YsUN9Lv4mz4iIPH0DezdnnP088oWLPH2D9JikfNclCexcZdn2rk6kFyL7abev4vIs25dL3RAyb0eivxuNZDAS/+cBPDs2yhXGs2NDYtfvASD+r8O4tagFgMdzoWRcukPGxdsAGBPTwPx4h6XbVq+K8X4EpohIMBrR7dyNQ8vmucJknQpH0sszSbIuXETrl9PubKtURuvlif5YwS/7ttWrknErCp1SvlEbDuHXqUGuML6dGhDxi2xbov9zFK8WNQDw69SAqA2HkLKM6O7GknErCvd6IWTFJJF6TtbflJ5J+rUH2Ad4AZB+LYKMG0XbmWod6nNaaV/3Tl/HoRjtK+LCbdwVOVKe9pVSzPZlU7kapogHmKPkPNfv241tkxa5wki6nAG/cHAk+yA2fSbGi+fAkFUsWU+rbT10qAkbLcLOplj2tEmHxuz+bTcAV05fwdnNGU8/z3zhHJwc6P5ud37+6ucC42rRtQV//7mvSJnFoUFoLdzdns6J17ZV5bI2Rcplnbl7N/bNc5e1Ifw0KO3LcPEiGt/8/ZrDc63RHzuaHa64hHSoz4V/YMe9K5Xi7sELANw7dJGQYvZdzTs0Y9uv8geti6cu4eLmgpefV7HTnZGWU/8dnBweqb+u2qE+4Uq7vq+0axcr7fpWnnbtFlD89BVEo/aN2fubbLOvFlHHXxzQjV+/+uUfy3zI44zPtLY22bYl+kYEMY85PmvUoTF7lLZdlN7d3u3O+jxtu1OvLvz2zXqMWUYAkouYXf2QkhyT1uvQkIO/y3bzxulrOLk6425F9kMHjzZbtiw8IDiQK0flOnjhwBkadG6S79mCCO3QkMO/7wXg5ulrOLk6FUv2Q8Vbv9WRLYv/yM7v1PjCZ/Bb8k/1lgAHpd90cnMiqZj95j/V2ZIGzzfj2MZHm/H734AZ8cz+/RtRnWr/hQghWgsh9gohfhVCXBZCrFEcU8OBIGCPEGKPEraDEOKwEOKUEGK9EMJFuX5bCDFXCHEK6KH8nq6EOyeEqKqEcxZCrBBCHBNCnBZCdBNC2CE70XoKIcKFED2BQCB7CoUkSWct0jtWCHFcCHFWCDFduVZeCHFFCLEaOA9MFUJ8ZvFMXyHEIuXvNIvr45X0nRFCzFGuVRRCbBVCnBRC7H+Y9kJYoaQ93whJCPGBEOK88m9kccvEIcCLzIj47N/6iHjsA3IPGOwDvdA/kMNIJjPG1AxsvYo3UA/o3ozoPw8XGc7G3xtDZFz2b2NUHLb+3oU8YYEQ+E98h+jZy4sX3gru/l4kWeRDUlRC9gtmXgatnsjHJ5eSmZ7Jmc1HHlvmQwID/XnwIGfwExkRRWCQf4Hhu7/ShT//2JLrWr8Bb3I0fDtTZ4xh8riZxZb9KHqD/IJdrW09rh+UHWmRl+5Qs5PsMKnZsSEOrk44eRQ9edLN34tkC7nJUQmFDvzzyt3x5W/U7d6CSYcX0W/lOP6c9n2RMh/iEuBJamSO7NSoBFwC8g+SC+Lwl79T7aXmDDy6kJdXjWXXtNUFp/sptq/qC96j0a65lB9lfWaZJc+yfdkFeJNloXNWZDx2gV4FhzGZMaVkYOPlikOFIJAkqq6dSq1tnxP4fvdcz1X8cii1dnxBqZE9ikyH1tcHU3RM9m9TbCxaX58Cwzt37ULmkaPyDyFwG/YeyV8tLlKGZflmRiRkO8Ae4hDoRWau8tVh6+WKfUDOdYDMyAQc8j5bxhfXmuVJPlW8JSQPcff3JCkiZymb3L4KruM57Ut2Muz68jfqdm/OhMNf0XflODYWc2aLxtsHc1xOnpvjYtF6589z++e74/HdWpz6DSZ9adHLPK2m+Sm2rdCfJtHywjJMaTpi/lO0jfcO8CbOon3FR8XjHZC/fb095m3+WLYBvc66A6lGoxokxSUReTuiSJkljcbHB3OMRVnHxqL1Kbh9OXbpQtbRo/muO4S1IXPXrkeW/0/teOzFu1TqLDthK3VqgL2rIw7F6Lt8A3yIjYjNiScyFt8A63qPnzeW77YtodeIt3Jd797nRdYcWM3gye+y8MOvi53mvP1mSjHadZW29bh5MGeGcfXODXl/y2x6fjMCt8DiO9u8AryJs9A7PioeLyt9yBuj32Ljt9breOfezzNv60KGfDYcZzfnYsv2yDNOSS5knDJ49URmnlyKPj2T8CcwPsvbtuMKaNtvjXmbP6207aDgUlRvVIPP/vyCmb/MJqR2pWLJLckxqae/F/EROTonRMXjaUVngDGrp/LVyRVkpus4rsh+cO0e9TrI48KGXZrhFViwXciLh783CRZ6J0Yl4FGA7JGrpzDv5HIy03WcUGT7VwikUqNqTNowm7E/T6d87YrFlv1P9V4zfQWvT+zNvENLeX1Sb9Z/uqZYcv+pzg+p1KgaKXHJxNyOKpZclf8dVKfafy91kWelVQcqAM0lSVoIRABhkiSFCSF8gClAO0mS6gEngA8s4oiXJKmeJEkP5xPHKeEWA2OUa5OB3ZIkNQLCgM+Ql3d+CPwsSVKoJEk/A18Dy4UQe4QQk4UQQSA79YBKQCPk2W31hRCtlLgrAd9IklQD+AbIWZcHPYFc85yFEJ2BbkBjSZLqAA/XeiwDhkmSVF9Jd1Hr5tKQHWu51uEIIeoD/YDGQBPgXSFE3SLieib4d29G9B8Hiw74D/B8+3nS/j6BMSq+6MBPgKW9ZzOt0XvY2NlQqVnNZyLTku6vdOGPXzflurbyu7U0Du3AJ9O+YNTY956KXI1Ww5sLh3Hw+20k3JNfpjbNXEOFxtUYsWk2FZpUIykyHvNjziwqSu4hC7mhLzbj5K/7mNV0KCv7fUrPL99HiGfzBanqi025sH4fyxoP5/c+n9Fl/nvwjGQ/5ML7X3G09VhOvjgNjyZVCejRquiHHpNn2b6EjRbXRtW4PnQ+F7pPwqtT4+xZbNeGzuds21Fc6D4Z18bV8Hm19ROT69ixHbZVq5C2Rp5l4PRyN/SHj2KOjSviyaeH1sme0OWjuDJ1VfbsqaeBRqvh9YVDOfT9VhKV9lVHaV9zmg7j+36f8tqX7z3R9qXftIGkAW+SsXIpjj17P7F4nxThr8/iQO3BaOxs8WrxZGx8cPVgAsoFcmRbwR+ZWnV7jn1PaJba/ycc2rXHpkoV0n/OvQRM4+WFTYUKZB0vYnuIp8DemWsp3bgqvTZ/Qukm1UiNTMjek+lJ8MmwWfRv9y7DXh5F7Ua16PBK++x7G1Zt5K0WvVk66zt6DX+rkFgeH41WQ4+FQzn6/TYSlT0cr+w8xbwWI/mm80RuHDjHy18MfqIyy1cPJqBcAEe35XfsbP1xC++3GsToziNIjEmg79R3nqjshyzpPZupyvis8jManxXWtrU2WlzcXRnbbTTfz1zJuG/GW4nhn1GSY9LPe3/MiEYDsLGzpboie/m4b2j7dkem/+dTHF0cMBmMT0X2/N6fMLrRu9jY2VJNka3VanF2d2FW94n8OusHBn39QRGxPB7W9G7zdkfWfvw9HzQbxNqPv+edue8/cbnWdH5I4xdb/E/OUgN5luCz+vdvRN1T7b+XY5Ik3QcQQoQD5YG8VqAJstPtoDKQtwMse6u8ayd+V/4/CTycttEBeFEI8dDJ5gCUzZsYSZK2CSEqAJ2AzsBpIURN5fkOwMP1Ti7IzrS7wB1Jko4oz8cKIW4KIZoA14CqQF4vUjtg5cP94iRJSlBm3jUD1lu8rNjnTZ8VFgLhQgjLDUJaAH9IkpQOIIT4HWhpkXaU6wOBgQAjXevT1bEimVEJOATlfBGxD/JGH5V7yrI+MgH7Ut7oIxMQWg02rk4YElKLTKhL9XIIGw2pZ/NvuJkXY3Q8thZfs2wCfDBEF+8l3qluVZwa1sDzrefRODkgbG0xZ2QS89n3hT7XvFcHmr7RBoC7Z27gYZEPHgFehW64b9QbOL/jBDXbN+DqgXPFSqcl/Qa8ydt95Nk24afPUapUYPa9wKAAIiOirT5XvWYVbGxsOBt+wer9P37bxNx5he/h0LRXexoret87c7PYer8y+13ibkVxYEXOLLmUmER+GCzv52DnZE/NTo3ITLG+n0PTXu1ppMi9f+Ym7hZy3QO8SClA7stW5DbsGcbyPrMBuHvqGjb2tjh5uZJewFT/0N7tqPVGGABRZ2/iGpgj2zXAi7Q8db4war7+HL/3kv3ikaeuo7W3xdHLFZ0V2U+rfT2Mw5SeSfTvB3GrW5Go9QW/jD/L9pUVFY+dhc52gd5kRSZYDZMVGQ9aDVo3J4wJqWRFxpF65CJGRf+k3adwrlWBlAPnMCj1w5yeSfwf+3GpG0Lcr3sLTLcpNg6tv1/2b62vLyYrTjK7BvVw6fM28UNGgkFeDmhXswZ2dWrh9HI3hKMjwtYGs05H6uJv88mwLF+HIC/0eepxZmQCDrnK1xFDQir6KPl69rOBXmQqzwobLXVWfEDkbweI2Vy8vaaa9GpPQ6WO3z9zE48gLx7ubiW3L+t1/KXZA4i/FcXBFVuzrzXo2ZqVfeYAcvuytbcrtH09xBwfh8YnJ881Pr6Y4gt2TGbt24XzkFGkf1lgkAJ5mn0XgFlvIHbrCXw6NSBhX34b36X383R8oyMA185ew8eifXkHeBOfxwldtV5VQmqH8N3B5WhttLh7uzPr59lM6invnaPRamjaqSmjnh9ZrPSVNOa4ODR+FmXt64spzkr7qlcf57d7kTByeHb7eoh9WBiZB/aDyZTvOWuE9m5H7Sdkx9Ojk9g4SJ4laetkT+XODdEX0Hd17/MiXd+Udw25fOYqvkE5y1h9A32Jjcqvd5xS/rp0Hbs27KZa3Sps/21HrjC7/9zDqFmF71XYqFd76is6P8jTb7oV0q5fnP0O8beiOGzRrnVJ2YsnOPnTHjpMeKNQ2Z16d6H96x0AuH72Gj5BvoC8lYd3gDcJefqQKvWqUrF2CEsOfIvWRoubtzszfprJh69PJjkuKTvcjnXbmbwi/x6qlrQoZHzmXozx2TllfHblMcZnXXo/T3ulbV/P07Z9rLTtKkrbXmbRtj/5eTZTek4kPjKOI1vlPRmvnbmKWZJw83IjJSG/LS3JMWnbXp147o12ANw6cx3vIB+uKfe8ArxJLOSjmkFv4PSOY9Rr34gLB84SeeMBn/X+GAD/4EDqhBW+tDqsVydavtEWgNtnbuBlobdngBdJhcg26g2E7zhOaPuGXDxwlsSoeE5tO5qth2SWcPFyI81Kfj9pvVu80po101cAcGzTIfrPKfgD95PUGeT+o17Hxnz8wrgCn1P530V1qv33Yjk32oT1shbI+5wV1OPn3cX3YZyW8QngFUmSruSKWIjGeSOTJCkBWAusFUL8BbRSnp8tSdLSPM+XtyL/J+A14DKyc6s4zmwNkCRJUmgxwlqmNUkIsRYYUmTg/M8uQ54dxy7/nhJA6ukbOFUIwKGsL/rIBPy7N+PCe7lPuYvbdoLA154j5cQ1/F5oQuIB6w6dvPi/3IyoPwrf4PkhurNXsStfCtvS/hii43Hv2ooHoz4r+kHgwQc5/kX3V9rhWDOkSIcawMEftnPwh+0AVA+rS4s+HTm98RDl6oagS80gJTYpV3g7J3scnB1JiU1Co9VQvU09bh67XKw05mXld2tZ+Z18Ulq7Ds/Rf+Bb/PHbJuo3qENqSiox0bFWn3v51efzzVILrlCOWzfl1+f2HVtz8+Yda49mc/iHHRz+QR7cVw2rS7M+HQjfeIiyit6pefQG6Dj6NRxcHfl1/LJc1508XdElpSFJEmHvd+PEL3sfSe4ZRW5mAXI7KHJ/yyM3KSKOkOY1OfnrPvwqBmFrb1foC3/46p2Er94JQHCbUOr2ac/ljYcJrFsRfWqG1T13CiL1QTxlm9fgwq/78QoJwsbe1qpDDZ5O+xJaDTbuzhgSUhE2Wnza17P60m/Js2xfaeHXcQgOxL6MH1lRCXh3a8H1Ibm9Jonbj+PbI4y0k1fx7tqUFOUlIGlvOEHvv4TG0Q5zlhG3ptWJXPYXKDobFZ092jUgeX/BJ64CGC5dxqZ0KbSBAZhi43Bs14bEjz7JFcamcgge4z8gftR4zIlJ2deTpucsoXbs0hG7qlXyOdQeyvCoEIBjWV8yIxMI6N6Ms+99lStM7LaTBL3WiuQT1/B/oTEJSvnGbDtJ7cXDuL1kEw4BnjhVCMhe5lnjy0GkX3vAnaWbC9XRkiM/7OCI0r6qhIXStE8Hzmw8TJm6IWSm6qy2r/aje+Dg6sTv43PrlhQRR8XmNTn16z58K8p1vCiHGoDx6mW0pUqj8Q/AHB+Hfas2pH32ca4wmqBSmCPkwwRsGzbFHHHfWlRF8jTaltbJHq2LI1kxSQitBp/2dUk6Yt3Gb169ic2rZVvcoE0Duvbpyr6N+6hStwoZqRkkxuR2dmz5cQtbfpQ/DPiV9uPDldOyHWoAoS1CeXDjfr4X9v+vGC4rZR0QgDkuDoc2bUj+JHdZ24RUwvWD0SSNH4uUlJQvDoc2bUn7Nn+7KghLO17hH9pxR08XdEnpIEk0HvIi53/+u8CwG1ZtZMMq+XCNJm0a81K/buz+cw/V61UjPTWdhJjczg6tVoOLmwvJiSlobbQ0bdeEk/tPAVAquBQPbsn1v0nbxjy4VXj9P/bDDo4p7bpyWCiN+3Tg3MbDlFbadZqVdt12dA/sXZ34c/x3ua67+Hpkh6/avj6xNwpfZrx19Wa2rpZtUP02Dejc53kObNxH5QLq+LYft7BNqeO+pf2YvGIqH74+GQBPP8/s8I07NuHulcLHKQd+2M4Bi/FZyz4dOaWMzzKf8vjMsm3Xb9OA5/t0Zb+id7oVvbf+uIWtFm17ysppTFHa9tHtR6jVtDbnDp8jKDgIW1sbqw41KNkx6a4ftrLrB9kBWyesHu36dObIxgNUrFsJXWoGyXlk2zs54ODsQLIiu06b+lw9JjtcXb3dSI1PQQhBt6GvsnvN9kJl7/lhK3sU2bXC6tGmT2eObTxIhWLKrt2mXrbs09uPU7VJTa4cvoB/cCA2tjYFOtSetN5JMYlUbVKDy0cuUL1ZLaJvF7yn3ZPUGaBai9pE3nxAYjFPMP5v48muj/nvQ3Wq/e+RCrgib8Z/BPhaCBEiSdJ1IYQzUEqSpKuFxpCbbcAwIcQwSZIkIURdSZJOW8gBQAjRBjgiSVKGEMIVqIg8Gy0V+FgIsUaSpDQhRCmgoB3D/0BebloXsDa3ewfwoRJXhhDCS5mtdksI0UOSpPVCnq5WW5Kkwt8UZeYBx8lpJ/uB75W92gTyctRexYhHPnJ94grq/jQJtBoi1+0l/cp9KozrQcqZm8RtO0nE2j1UXzSUpkcWYEhK4/ygnD1wmh3/ChtXJ4SdDb6dGxLec2b26Wv+LzYl/M05xUkGmMxETV9M2e8/Rmg0JP26A/21u/iOfBvduWuk7TqKQ61KlFk8Ba27Cy5tGuE74i1udn4y06sv7jlNtbBQJv+9gCydnp/G5pwCNmbzHD7vMgE7Jwfe+W4sNnY2CI2G64cvcGiNPNit1bEhL3/UFxcvN95dMY4Hl+6wtPfsYsneuf1v2nZoxdHw7egyMhkxZFL2vV37/8h16ueLL3XmzVcH5nr+nYFv0bJ1U4wGI8lJKQwfXOyzNri85zRVw0IZ//d8snR61o/N8SGP3Dyb+V0m4h7gRdthLxF9/QEjNs0C4NCq7Rz7eQ8Vm1Sj87jXkSS4dewSf3xYvKPiL+85TZWwUMZZkTti82wWWMiNuf6A4RZyj/+8h78++ZFX5rxLi3e6gCTxy5jC976y5NbucCqE1eGd/V9g0GWxbUyOw67Xlpn80Fl+CWg16XWqdmuGraMdA48u5NxPezn85e/s/WQNHeYOoN6ATiDB1g+WFiTqqbQv3f04Qn+ahLDVIjQaEvef48GPRexJ9Czbl8nM7cnfUXXthwithpifdqG7eo/SY18n/cwNErcfJ2bdLkIWjiD04NcYk9K49t48+dHkdCKXbqTm5k9BgqTdJ0nadRKNo70cn40WodWQvP8sMWt2FpmO5HkL8f7yU9BqyPhrC8Zbt3Ed0I+sy1fQHziE+5DBCEdHvD75SH4kOpqE8flPWCtMxuWJK6n30ySEVsODdXtIv3Kfikr5xm47yYO1e6i5aAgtjszHkJTG2UGy4yf9yn2iNh6m+f4vkIwmLk9YCWYJj0ZVCHqtFakX79Bkl2w/r8/6ibhd4fh1bkjVWX2x83aj7ppxeF26y8re+W3slT3hVAkLZczfX2LQ6fnVon0N2zyLr7pMwi3AizZK+xq6SXYiHl61nRM/72XzJ2t4ac4AWrzTGUmS+HVM0aciAmA2kb54Pm4ffw4aDfodmzHdvY3j2/0xXruM4eghHLq+jG1ofTAZkdLSSJuXYyc9VvyEcHJG2Nhg27QFqVPG5Do51JKn0bYMiWnUWT0OYS/b+MSDF3iwaodV+Zac2H2CBmENWLb/W/Q6PQvGzM++t2DLQkZ0Lvpk4lYvtuLvjU926efYaXM4fvosSUkptO3+Nu+/04tXXuj4ZCI3m0hdOB/PT+WyztyyGdPt2zj364/xymX0hw7hMlhuX+4fTZcfiY4haYrcv2n8A9D6+mE4E/5Y4m/uDic4rA4DFDu+1cKO994yk9UWdryaYscHKXb80Je/U6ZpNVqO74kkSdw/eoVdU78vltwju4/SuE0j1hxYjT5Tz9wPcj5OfLdtCQM6DsbWzo5P18zBxtYGjUbDyQOn+Gut7Jx6qW836reoh8loJDU5jdmjPi1IVD6u7gmnUlgoI/+eh0GXxR8W7fq9zbNYrLTr54Z1J/b6AwYr7froqu2c+nkvTfp1pGq7ephNJnRJ6fxR3HYNnNx9gnph9flm31L0Oj2LxuQ4sL/YPJ/RXUYW+nyviX0Jrh6MJEHs/WiWTCr6lPCHXNxzmuphoUxVxmdrLcZnYzfP4bMuE7B3cuBdi/HZtcMXOKiMz2p3bMgryvhs0Ipx3L90hyXFHJ+dVNr2EqVtf2XRtr/cspBRRbTtnT/vYNhnI1i442uMWQbmf1C8abklOSY9s+cUtcPq8dnfX6PX6flubM6+fzM2f86HXcZg72TPyO8mYmtni9AILh0+z+412wBo8mJL2vXqBMCJbUfZv353seQCnNtzilph9Zj19yKydHpWjs2pJx9u/owZXcZi72TP0O8mZMu+fPg8fyuOuwO/7Kbfp+8zfds8jAYjK0YvKrbsf6r3igmLeXtafzQ2Wgz6LFZOLF77+qc6AzR6oTnHNj7drXZU/r2IRzkRR+X/N0KINEmSXIQQrYExkiR1Va4vAk5IkvS9EGIYMBSIUPZVawPMJWdJ5BRJkjYKIW4DDSRJilPiyP4thGgAfC5JUmshhCMwH3mJpQa4JUlSV2WT/23I+6vNRl4S2g8wKuFWSpL0hRL3CGCAIj8NeBt5NtxfkiTlWsyuzHCrLklShbx6K39PAHoDWcBmSZImCSGCkfeBC1TS85MkSTMKyMOPgDRJkj5Xfs8DRkmSJJTfHwD9leDfSZI0v+ASyZmpVhIEuqQVHegp8a3p6ZyEVhzWJoaXmOw+niWzxV5JnpPjZ36cw4GfDKFP4MTOx6Uk21eKrjgr2J88ZcsXf9nXk+b8jYIPFXna7HEsue1nx9R4UCJyw08ElIhcgPn2eSepPzt+P7Ww6EBPiYQe/UpM9g83ypSI3L/MJbfZdyubkrMp56XiLY9+GpQRTiUm+7a5ZPrNCpqiD8d4WiQUOE/g6WNbgqNDQwntjFWSOn93+9d/57GVxeTXwLeeWaG+GrnmX5eX6ky1/yIeOpYkSdoL7LW4PtTi76+Aryx+7wYaWomrfEG/JUk6AbRW/tYBg6w8n2AlXqvroCRJWgBYO5os306gDx2Fea65WPw9B5iT5/4t5L3cikSSpI/y/P4Ai8MbJEmahzyDTUVFRUVFRUVFRUVFRUVF5X8Y1ammoqKioqKioqKioqKioqKiopIPdW1j4ahONZX/SYQQk4EeeS6vlyRpprXwKioqKioqKioqKioqKioqKpaoTjWV/0kU55nqQFNRUVFRUVFRUVFRUVFRKQD19M/CKbndd1VUVFRUVFRUVFRUVFRUVFRUVP6lqDPVVFRUVFRUVFRUVFRUVFRUVFTyYf7Xncf5bFGdaioqT5G/HEvOAk0OKZmjywEqXfQsMdmve4aWmOxYskpE7suZdiUiFyCqBHuRm7a2JSZbm+ZUYrIz0ZaI3Bu3S5WIXACNtuS2yA3Vl5hodHElU9YGSq7vaoNHiclXuonOAAEAAElEQVRO6NGvxGR7rV9ZYrInBLUsEblL/cJKRC6Afcl01wA0MZVc/3HRvuQ67c56lxKRG+5Qcjq/rDeWmOxd9vYlJrtDVmaJyN1kX3LjYZX/bdTlnyoqKioqKioqKioqKioqKioqKo+IOlNNRUVFRUVFRUVFRUVFRUVFRSUf5hKcwf5vQJ2ppqKioqKioqKioqKioqKioqKi8oioM9VUVEqIl6b1oVpYXQw6PevGLOb+hdv5wgxcNQE3P0+0Wg03j1/m16krkMwSdbo0ptPIV/ELKcX8blO4d+5mseXaNmiE8+BhCK2GzC2b0P2yNtd9h5dfw6HT82AyYU5OIm3eXMwx0QA4vTMIu0ZNAMhYu5qsv/c8st4tpveiXJtQjDo9uz5YRtz5/Ho3HteDKq+0wN7dmW+rDsi+XqVHS5pNfoP0qEQAzn2/g0s/7S227Jen9aG6kudrCsjzwUqea5Q8X6/k+YsT36Jmu3qYsozE3Y1m7dgl6FIyii37zWn9qR1WjyxdFsvHfMWdC7fyhflg1RTc/TzRarVcPX6RH6Z+h2Q2U6Z6efrMHIStvS0mo4kfpn7LrTPXiyW3xid98G8bikmXRfiIxSSfy6+ze+1gQhcMRutgR/SucC5MWQVAlXE9COjUAMlsJisuhdMjlqCPTiy2zk1n9KKMUtZ/j1pGvJWybjCuB5Velcv6+yo5ZV3t7TZU79seyWTGkJ7J/vHLSboW8f9StldYKCGf9ENoNUSu2cXdrzbkui/sbKi2aBiutStgSEzl4sAvybwXi2vdEKp8PkgJBLc/W0/clmMAVJn/Ht7t62OIS+b4c6NzxVdtZh982tbFrNNzbvhiUqyUqVvtYGotfA+Ngx1xu05zabJcprYeztRZNgLHMr7o7sUS/u4CjMnp2Lg7U2v+IJzK+2PSGzg/cglpl+/jEORNrUXvY+/jjhG4/uMerizfBkD9j3tRSsnjw6OWkWglHV61ytN0/iC0DnY82B3Oyak/AOBZoyyN5vRH42CLZDRxfOL3xIffpNp7z1P+5WYAaLQa3CqV4rda72FMyr1HZL2PexPUpg4mXRZHRi21KtuzVnmazB+M1sGWiN1nODV1NQDNlgzDrWKgnB9uThhSMtjafhLlXmpGtfe7Zj/vUa0MWztOIeX8nVzx1v24N4FtZdnHRhYgu3Z5GimyI3ed4bQiu+mSYbgqsu3cnchKzmB7+0k4lfah877PSL0RCUD8qeucHL8iX7wPsW/SEI8PhiI0GtI3biZ19bpc913eeBXnbl2QjCbMSckkfvIZpqhotAH+eM+dARqBsLEh7Zc/SP/jPwXKecg/qXP+LzQmZMyruFQuxeFOU0g5I/dXtp4uhC4fhXtoRR789DeXJhW9p1jr6b0IDgvFoNOzffQyYqy062Zje1Bd6T++rpbTrl2DvOk4bxD2bk4IrYYDc37m9p4zRcoEsGvYCNehw0CrQbdpExnrcvebTj1ew7HL80hKv5ny6VzM0dHYhtbFdciQ7HA2ZcuSPGMG+oMHiiW3KKbMmse+g8fw8vRgw49Lnkicefly3gw6d2pDhk7HO++M4nT4+XxhevbsxoTxw5AkiciIaHr3HUZ8fE5fMWrkID779EP8A2vmul4YTSxs+L4CbHj9cT0IUWz4agsbXvPdzlR+ozWSyURmfCr7Ry8j7UF8ofIa5LFnCYXYMxvFnp1Q7JlH9bI0ntMPG2cH0u/HcnDIYgxpOvletTI0ntsfW1dHJLPEli4fQkbufbaqz+yDb9u6mHR6zhbSvuoo7St212kuKu0r4IXGVFLa16FOU0g+kzMedK1elpqfDcDGxREkiYMdJwPF25+yjdLWjDo9W6y0NRsHO15cPBz3cn5IZjM3dp5m/5yfC43zafRd5d/vStArLQAQNlpcKpVid/V3MSSl89zxrzCm66hrljCbTKx64cN88tp91IuKik3ZNGYZ0Vb07L54OJ5l/TCbzVzfeZq/58p6lmlUhbbTeuFXtQx/DlvElc3HC9XfMyyUCh/LY4WoNbu4v2hDrvvCzoYqXw3DpXYFDIlpXB40D/29WFzqhlDps4djBcHdz38hXhkrBA3oQsDb7UAIon7cScS3mwpNw0M6f9SbSmF1MOiy2DBmKZF59LZ1sKPH4uF4lfXHbDZzdecpdip6h77aivaT3iBVGYsfW72dUwWMxT3CQgme0R+0GmLW7uLBoj/y6Vxp4XCca1fAmJjK1UHz0N+Pxb60L6H7FpB5Qx57pZ66ys3xywDwfrEZpUe8itBqSNxxgjszfyyWzs9P602VsFAMuix+G7OEiDzvALYOdrzxzQi8yvljNpm5vOsU2+f+lH2/5vONaTvyFSQJoi7d4ZcRXxdL7n8LJbez7b8Ddaba/yhCCEkI8aPFbxshRKwQ4q9iPJum/F9eCPGmxfUGQoiFRTxbXgiRf0RWjDBCiBlCiHZFpe+fouTNFxa/xwghPnqSMqq1DsU3OJBZrUfyy6RveXXmAKvhVg1ZwOedxzO3w1icvdwIfV52aEVeuceKwfO4eezyownWaHAZMpKUKeNIfLcP9mFt0ZYtlyuI6cY1koYNJOm9/mQd+BvnAYMBsG3UBJuQyiS9N4Ck4e/h+MrrCKdH22y3bFgd3IMDWNNyNHvHL+e5WX2thru94xS/vjDN6r3r/znCL50m80unyY/kUKuu5PknrUfy06Rv6VFAnq8csoBPO49nToexuFjk+ZUD55jTYSxzO48n5lYU7d7vXmzZtVvXwz84kAmth/L9pMX0mjnQarhvhnzBtM6jmdJhJK5e7jR8vikAr03oxZ8LfmFalzFsmPczr03sVSy5fm1DcakQwO6mozgz5ltqzX3Harhac/tzZvS37G46CpcKAfi1qQPAjW/+4u8249nXbiLRO05R+YOXi61zmTZyWf/SYjQHxi+nxey+VsPd3XmKDV3zl/X1DYf5rd1Efu84mTOLN9Fk2tv/P2VrNFSa8w5n35zJsZaj8HupOU6VS+cKEvhmG4xJaRxtMoz7S/+iwlQ5vvTLdznZYTwn2o7l7Oszqfz5QIRW7pajftrL2ddn5hPn1bYuTsGB7G8ykvNjvqX6p9brcfVP3+H86GXsbzISp+BAfNqEAhA8rBvx+8+zv+ko4vefp8KwbgBUHNGdlPN3OBg2nnNDv6HaJ3KeSUYTV6b9wIFWY9jW9SMq922HW6UggtrUwS04gI3NR3N03HIaFZDHDef048jY79jYfDRuwQEEhdUGoO6UNzg373e2tJ/M2c9+o+6UNwC4tHgTW9pPZkv7yYTP/oWYw5fISkrPnZ9t6uAaHMBfzUdzbNxyGsy2vrl8wzn9OTb2O/5qPhrX4AACw+R6fWjwV2xtP4mt7Sdxf9Nx7ikvQnf+OJR9/fCwxaTdjSXpQm6HWmCbOrhWCGBzs9GcGLuc+nOsy64/pz8nxnzH5majca0QQIDSpg4P/ort7SexXZF93+IlLP1OdPa9whxqaDR4jh1B3MgJRL3eD8cObbAJzm3HDVevE9PnPWLefhfd7n24D5VtjikunpgBQ4npNZCY/u/j2vsNND7eBcsCfNqG/qM6l3b5HuH955F4OHd/ZdYbuDbnF658VLwXovJhdfAoH8DKVqPZOWE5bWb2tRru5s5TrHsxf7tuPLwbV/86ypouU9g8dBFtPrH+fD40GlxHjCRpwjji+/bBoW1btOXy5Pe1a8QPHkjCgP7o//4b10Fyv2kIP03CuwNIeHcAiR+MQsrUoz9R+Iv3o9C9S3uWzPvkicWXl86d2lApJJiq1Vvw3nvj+XrR7HxhtFotX34xg3bte1CvfnvOnb/EkPdz2kXp0kG0b9eKO3fuF1tuacW+rFdseLNCbPhGKzY8/sJt/uwylT/aT+LWpmM0nPxGofKCFJvyZxH2rNGcfhwd+x1/KjbloT1r+vkATs/6mU1tJ3Jvywmqv/c8AEKroflX73F0wkr+CpvAjldnIhlyO9R8lfb1t9K+ahbQvmp++g7nRi/jb6V9+SrtK/XyPU71n0dCnvYltBrqfD2E82O/Y/9zYzny0gzMhuJtmh8cVgfP8gEsbzWa7ROW076AtnZ82SZWthnH6s6TKdWgMsGtaxca59Pou25/8xeH2k7gUNsJXJ25joTDFzFY9BnHXv6YlV0mW3WoVQirg2dwAEufG83WicvpWIBNOLZsE9+2HcfKLpMp3aAyFRQ9UyLi2TR6KRf/PFSg3tloNFScPYALb87kZKtR+L7UIt9YIeDNthiT0jnRdBgRS/8ieIo8Vsi4fJfTHcdzut1Yzr/xCSGfDQKtBqeqZQh4ux3hnSdwqs1ovNrXx6F8QJFJqRRWB6/gABY+N5r/TFzO859Y78cOLdvMorZjWdplEmUaVCakdZ3sexf+OsKSLpNY0mVSgQ41NBoqzHqXi2/NJPy5kfh0b4FjHp3932iLMTmN082GErHsL8pNyRnf6u9Ec6b9GM60H5PtULPxdKH8h7258NpHhLceia2fB+4tahWpc+XWofgEBzCv9QdsmPQdL87sbzXc/m83Mb/tGL5+fiLl6lemsqKzd/kAnnu/G0tfmc7CDuPYNOOHImWq/G+hOtX+d0kHagohHJXf7YEHjxhHeSDbqSZJ0glJkoY/meTlR5KkDyVJ2vm04rdAD7wshPB5WgJqdmjA8d/3AXDn9HUcXZ1w8/XInxDlS6fGRouNrQ2S8pkg5kYEsTcjH1muTZVqmCIeYI6KBKMR/d7d2DVtkSuM4cxp0MvH3RkuXUTj4ys/W7Y8hnNnwGwCfSamWzewbdD4keQHd6jPld/kL/TRp29g5+aMk59HvnDRp2+QEZP0yPoVxuPkudbWJvvTzJX9ZzGbzMrz1/AI8Cq27LodGnLo978BuHn6Gk6uzrhbkZ2pyNYq5Z1d4ICji9xUHd2cSCrmbLGAjvW598t+AJJOXcfWzQn7PPlt7+eBrYsjSafkmW/3ftlPQKcGABiV9ABonRx4lO9U5TrU59qvclnHnJLL2tFKWcecuoHOSlkbLGTbOtnnyov/T7Ld6oWguxVF5p0YJIORmA0H8VHy7yE+nRoS9Ytc/rH/OYJni5oAmHVZSEqd0jjY5ZKTfORSvtlZD+OKWC/X4+STBZepjYsjySflMo1Yvw//znKa/Ds1IOJn+fmIn3OuO1cuRcKBCwCkX4/AsYwvdr7u6GOSsmcTGNMzSb4egVOgF6U71uemksfxp25g5+6MQ550OPh5YOvqSPypGwDc/PUApZW8kSQJW1e5Ttu6OaGzUqfLd2/K7Q2H810v3bE+t3/dr8i+jp27UyGy5Ty4/et+Sneqny+uMi825s6G/C9E5bo35e6f+WWX6lSf2+tzZNu6FUP2+gJkv9CYu1ZkF4Vd9aoY7z/AFCHbcd2O3Ti2apYrjP5kOJJix7POX0TrJ9txjEYwGAAQtnagKXqPFP9ODf5RnUu/FkH6jfz9lSlDT9KxK5j1hmLpXbFDfS4p/UfU6RvYuznjbKVdR52+QbqVdi1JYKfUOXtXJ9KLaUdtq8r9pilSzu/M3buxb56n3wy36DcvXkTj65svHofnWqM/djQ73JOgQWgt3N1cn1h8eXnhhY78sOZXAI4eO4W7hzsBAX65wgghEELg7Cx/ZHN1dSUiIjr7/heff8SESTORHtGGX1fsS2whNjy2ABseeegSpswsJcx1nAML76/LdKzPLUVenGLP8spzVNp1nGLPbv16gDKKPXOtEEDMEdmpFbnvPGWebwhA4HO1SLp0j6SLdwHISkxDMufOB/9ODXigtK+kk9exKaR9JSnt60Ex2pdP69qkXrxLqiLbkJgG5uKVQUiH+lxQ2lpkAW3NmJnFvcOXADAbTESfv41LIfkc0qH+U+m7LAl8qTmRfxTfplZqX5/zip4Rheh5N4+ersr4L/l+HLGX7+UrU2u41g0h81YUmXflsULshoN4dWyYK4x3x4ZE/7IXgNi/DuOhOIvMuiywMlZwqlSa1FPXsu8nH76Iz/NFj8urtK/Pmd/kfuz+6es4uDnhkkdvQ2YWtw9fBMBkMBF5/jZujzDuBXCpG4LudhT6u9FIBiNxfx7Ip7Nnp0bEKDrH/3UY95aFO8gcyvqjuxmJMT4FgOT95/BWPn4XRrUO9Tn9u6zzvdPXcXB1wjXPONyQmcUtC50jLuTo3OD1MI6u3k5miuywTVfk/y9hFs/u378R1an2v81m4Hnl7zeA7PUjQoiPhBBjLH6fF0KUz/P8HKClECJcCDFKCNH64Uw35fkfhBCHhRDXhBDv5hUuhNAKIT4TQhwXQpwVQgwqLLFCiO+FEK8qf98WQkwXQpwSQpwTQlRVrjsLIVYIIY4JIU4LIbop12so18IVWZUKEWUElgGjrKShvBBitxLHLiFE2cLSXBDu/l4kReQsRUiKSsC9gM5q0OqJfHxyKZnpmZzZfORxxGWj8fbBHBuT/dscF4vGp2DfoUOnLmQdPwqA8eZ17Bo0Ant7hJs7tnXqorXy4lAYzgGepFnonR6ZgHOA5yPFUaFzI3pun0XHJcMLHcDlxSNPnicXkueDV09k5sml6NMzCbeS5417tObS3vBHkp0QEZf9OzEqHs8A67NDRq+eyoKTK8hM13Fckb12+gpe+z/2zjs8iqrtw/fsbja7qaQ3Sgih996R3ixgQeldQJHem6KCgCIqFooFRSn6KlY6BJQOAULvnfReN1vn+2OWZDd1o2A+de7r4mIzc2Z+85w+Z855zpyhvHt4DS/MHcr3b29wSFcT5E2ujc262BQ0BeJME+SNLjYl7+/c2GS7MLVmP0/Xkx8R8mxbrrz9P4d04eGkdZ1hXXnh4Lu0mNefw6+u/3+p7Rzojd5GSx+TgnOBtHUO8kYfLaW/aLZgyszByVt6EXZvEk7z31fQfP+7XJ3xad4gW7F6Qd7obJYx5cam4FwgTZ2DvMm1TdOY/DAPBsoA9AlpqP08Aci8eJeAx1sA4Nm4GpqKvoXyimtFX7zrVSHp1A1cAr3IsbE7JyYFlwJx7BLoRY7Nc9iGOfnqNzReMIC+kR/QZMEAot6yXzak1KoJ6tggbxaZLdpAb7L/hLa2QHn3a1mL3MR0sm7FU5DKT7XiThEDetpAbzu7dbEpaIPstbVBXuTE2GjHFqHdqha5SfbarpX96L5rMZ22zMe3Zc1C2g9Q+vtijs+vx80JSSXWxa5P9Sb3yHGb6/3w/+ZTAn/dTObXm7Eklbws7q/muYeFW6AXmbH5z5EVl4JbGcr10fe2UPvptow+tpK+X81g32uO1SkKX18sCTbtZmIiyhLaTW3v3hiOHSt0XNOpM7l79zr8vP8fCAkO5P69/KXv0fdjCQm2nwljMpkYP2EOUaf2cu/OKerUrs4X66Tu5JNPdic6OpazZy+WSdcl0Mu+jP+JOvwBNQY8xv1SlvlqC+hlx6SgLaCnLVCn2IZJv3o/b+C8yhMtcQ2W8r5HWCCiKNJ540x671xEnZcfpyCaIG9yC5SvotrpguWrYJiCuFYLAhGab55D291LCBv/ZInhbSlY1jJLKWvOHi5U69qYu4culHjPR9F2PUChVePbqSHxv+WXPRGRZt/OZfhvb9JwQKdCz+Qe6EVmjL2d7gEl2xnetTG3S7Cz2GuDvNHb9AMNscmF7FfbhrH2FVQP+gqNq9Pk9/douu9drs9cC2YL2Zfv4tGyNiovNxRaNd5dGuMcXPLMYwCPQG8ybOzOiEvBowS7NR4u1OzahFuH8hcR1e7VnJd2LOH5VZPwKCYvOgd6Y4i2tTkFdcH+UaA3BhubzRn5NjtX9qfBrneou+UN3FvWBkB3Ow5ttRCcK/qBUoF3zxaog0ufA+ER4EW6TbucEZeCRwl5WuPhQq0uTbhhTWvfsCB8qgYx5vvXGPvj61R/rPhZmTL/TeRBtf82m4H+giBogAZA4V5gycwGDoii2EgUxfeKON8A6Ay0Bl4VBCG4wPlRQLoois2B5sCLgiBULYN+kiiKTYBVwIMBwHlAhCiKLYBOwDuCILgC44APRFFsBDQDSluH8DEwSBAEzwLHPwS+EkWxAbABKHG568NgzdAlvNbiJVRqFdXb1HvUcnk4d+6GqnpNdN9L/gSMpyIxnDhKhfc+xn3OqxgvXUC0lDwA8LC5vfs0X7eZzLfd53LvwHk6v1fiOOyfZvXQJSywxnmNAnHebXxfLGYzkT89HJ84BXl36JtMbjEaldqJ2lbtToN7sOnNL5nWZiyb3vySEctefiTaRXF56XfsafoK0T8cInRkj79NF+DiV3v4tt00jr+1mcYT+/4rtTNPXefEY1M52WM2lSc9jcLZ6ZFpFYn1i/fNlT+j8nChzd6lVB7Vk8xzt+0G+JQuzrT/bBInX/3Gbgbjn6X6sC6cfG0DPzWbxMmFG2i5wv67S8VujUmMvFpo6efDpErf1twtYuDMp3E1zDoD6VccX65WVir3bc3dH/O1cxPS+LXZJHZ1n0fUwm9o/fF4yQ/SX8SlZ1ecatcg85v8QUtzQiIJg18k7tkhuPbugcL7zw1W/NOo+VRrLvzvDz5rOZGfhr1Dz/dfAuHhfhLXdO2GqmZNsr/dbHdc4e2NKiwMw4njxVz5z0WlUjFuzFCatehBpSpNOHvuErNnTUCr1TBn1gQWvr683J6t2jNt8W0QxtnVjvmZ+rMcmfopNYZ1pdeON1G5abAYpGWWgkqJf4saHHrlE3b2fYNKPZsR2K7uI32WBwhKJV4taxL18kcceeo1Ano3x6f9w+9DCkoFT3w4nlPrdpJ+N/Gh379YCsx89O/elLQTV+yWfh578jWOdJvDd8PeoenQrlRqUfzHitIQlAqe+nA8ket2kn7vb7TTSubpa5x6bAqne86m0sSnEZyd0F2L5v5HP1Fv8wLqbZxP9oXbpX6YKysKpYJnP3yFY+t2kmq1+8qeU7zfdjKres7hxoFzPL1i3EPVBDAkpHKy2VjOdp/B7YVfUuPjySjdtJjTs7k5ey011kyl/k+L0N9LeOjvIgqlghdWvsKRL3eQei8h75hv1UA+67+I7yZ8RN8lL6LxKJsLnH86lr/x3z8ReaOC/zCiKJ61zj4bgDRr7WHzsyiKOkAnCMI+oAUQZXO+O9DgwewzwBOoDlx18P5brP+fBB44e+oOPGUzy04DVAaOAPMEQagIbBFF8VpJNxZFMUMQhPXARMD2DbK1jdbXwNsFrxUEYQwwBqCLdzPqu1cDoO2Q7rQe0BmAu2duUMHma1KFQG/S41IK3ioPk97I+d2R1OvWjKsHz5X06CViSU5C4Ze/dEPh64clKalQOKfGTdEOGEL69Il5S4UAdJu+QbdJ8n/jNnsB5vv3StWsN6wrdaxfCBPO3MTNxm7XIO+8TQccQW+zHO7Spn20ntu/xPDtSohzTwfi/Jw1zq9Y47zFc49Rt0sTPh5Yug+bzkN68tgAyQXgrTPX8bb5kuYV6ENqXPGzQ0x6I6d3H6dJtxZcPHiWts92ZOPrko+lE1sPM2LpS8VeGzqiG5UHSTanRd1EY2OztsBXYJC+FmttvjJqgnwKhQGI3nKQFhtmcfWd74vVrjOsK7UGSmmdaE3rB/NwyprWttz4+Sjt3hrB7yWEKS9tfVyK3Zdh52Bv9AXSVh+bgnOIL/rYFASlApW7C8aUTLswOdeiMWfn4lqrEpk2jqYBgkf0IHiwlJcyoq6jDfEhzXpOE+SNvkB66QvMdNAE54cxJKbj7F8BfUIazv4VMCRJSxjMWTrOT853dP7YiQ/JuSN1JgWVksZfTCX7XhL1pj5NvalPkxJ1Excbu12CvckpEMc5cam42DyHbZiwfu3zNi24++sxWi23969TpU9ru5li1Yd3o9ogKX2To27iGuxDUhH3LUlbZ1PeBaWCSr2bs6PnfApSuU9ruyWh4cO7EWbVTjljb7c2yBtdrL22LjYVl2Ab7aDC2hV7N2dXj3xti8GEwSDVb6lnb5N1Jx73aoGQWngTGnNCEsqA/Hpc6e+LObHwS55z8ya4Dx9E4ktT7OrxPM2kZIw3b+HcqD66iD/s42BEdyoOluqR9KgbfynP/RUaDu1KPWv7EX/2Ju5B+XHvFuhNVhnKdb3+j7FliNRkx566jsrZCa23O7pSlvFYkpJQ+Nu0m35+mItoN9VNmuI6eAgpkycWim/nTp3IPXgAzGaHn7e8eGncMEaNGgRAZGQUFSvlfw8NqRhEdEycXfhGDaVBops3Jf+D33//KzNnjOeXaqGEhlbmVORuACpWDOLEsZ20bvs48fGF82vtYV2paa3Dk85IZfwBLn+iDg9uV5dGE55i63OL8wa5bKkxvCvhBeqUB0/lGuyNroCerkCdYhsm43osEQOWAdJS0JAujQBphl380SvoU6SyHRNxBu/6oTiHBVBp8IN2+gaakHxbC85Kg8Kz1zTBhcMUJDc2mZQjl/LamsQ9UXjUD4VifPE2GtqVBtayFlegrLmXUNa6Lx1F6u04Tlk3sCnpno+i7XpAUN/WhZZ+6q3PnJOcwdWdJwlqVA2/WpVo2F96ptizN3EPtrczs5hl4b2WjiL1VhyRXxS20xH0sSk42/QD1UE+hew3WMMYYlPA2lcwFegr6PL6CpXJOnOD+E0RxG+KAKDKnIEYYovuWzYf2o2mVrujz97Ew8Zuj0BvMoqx+8mlo0i5FcfRL3bkP4NNX/zU5n10m1O0z0J9XArqEFubvTEU7B/FpaC2sVnpkW+zydomZp+9Se6dODTVgsk+c4PU3ZGk7o4EIGBwt2IHElsO6UZza/67f+YmnjbtskegNxnF5Om+S0aTdCuOwzY2Z8SlcC/qBhaTmdT7iSTfisUnNJDos45vFCfz70aeqSbzC7Acm6WfVkzY5w/Nn7h3QScDBf8WgAnWmW6NRFGsKorirjLc/4FjEjP5A8QC8KzNPSuLonhJFMWNwFNIA2TbBEHo7MD930eaTedahmdCFMW1oig2E0Wx2YMBNYBDX+9iee/ZLO89m/O7Imn+TAcAqjQOR5eZQ0Zimt191C7OeT6/FEoFdTo3IeGG47sfFoXpymWUIRVRBASCSoVzx84Yjh6yC6OsVh23idPIeG0OYrrNMykUCO4eUpiqYaiqhmE8GVmq5vmv9uRtLHBr50lqWndpCmhcDUNmTpl8p9n6Xwvt3pTU6yXHx8Gvd/FO79m803s25wrEeW4Z47zWYw3pMvZJPh39Dkarr5aSiPh6B6/1ns5rvadzatdx2jzzGABhjaujy8whvYC2s4smz8+aQqmgYeemxN6Q3BymJaRSs5X04lK7TX3ibxfvT+/2ut380XUOf3SdQ9yOSCo93x6ACk3CMWbm5C2feIA+IQ1jlo4KTcIBqPR8e+J2ngTAtWr+Mp+Ans3IKiW+L361hy095rGlxzxu7zhJ9eektPZvIqV1Ub5visOjakDe78pdGpF+K66E0OWnnXn6OtqwIDSV/RGcVPj3bUvSTvtykbQzksDnpfT3e7IVqQelJRSayv55GxM4V/TFJTyY3CK+gMes20lklxlEdplB0vYTBPeT8rFn0+LT1JSlw7OplKbB/ToQv0N6poSdJwl+Qbo++IX84yoPFwQnJQAVB3cm5eglzNYZafXeG0vWtWgOvPhB3iYC93acJMwaxz5NqmHIyCG3wHPkJqRhzNTh00SqB8Oea8d9a97Sxafi31pazhHQri4ZNnHs5K7Fv1Ut7u04lXfs2pe78zYRiN4RSehz7a3a4RgzdCVoS3EQ+lz7PG2AwPb1yLgeY7f0GQBBoPKTLblj40/t+pe78zYQiN4eSWg/G+1MB7T7tSd6R752QIfC2s4+7ghW/2aulf1wqxpI9p0EisJw6TKqSiEog6R6XNutM7o/7GfcOdUIx2v2VJJnzMeSmv98Sn9fcFZLprq7oW5YD+Odwh9H7q7blef8O2F75F/Kc3+FM+v3sKHXPDb0mseNnSepbW0/Aq3tR1G+04ojIzqZym2letQ7PBils1OpA2oAxsvWdjNQim9N587oD9u3m6rw6rhPnUbavDmIaYWfSdO5yz9m6eeq1V/RrHl3mjXvzi+/7GTIIOm7Z8sWTchIzyAuzj5fRsfEUbt2dXx9pRfWrl07cPnydc6fv0xwxYaE12hFeI1W3L8fS/OWPYocUAO49NUefuoxj596zOPOjpOEW+sXvybVMJaxDvepW4W2S0eye+QKcotJ46tf7mFbt3ls6zaP+ztOUtWq52utzwrq6azl2tdan1V9rh33rHWKs4/UN0IQqD+pD9e+ltI6dv9ZvGpXQqlVIygV+LeuRfrVaO6s28XBLrM52GU28dsjCbGWrwpNwzGVUL4qWMtXiAPlK3HfWdxrV0Zh1fZuU5usq8W7To5av4f1veaxvtc8ru88SV1rWQtqXA19MWWt7fTncHbXElHMZiMF7/ko2i4AlbsWr9Z1SLA5pnRxRukqvbo4aZ0J7VCPxCv3ObV+D+t6z2Nd73lc23WSelY7g0uws73Vzj2vO7apSlFkRl1HExaEs7Wv4Ne3LSm77N0bJO+KJOD5jgD4PdGaNOtyS+fK/mDTV9CGh5BrnUHl5CvlPecQX3x7tyTB6jesICfW787bWODyrkgaPiu1YxUbh6PP1JFVhN2dp/fD2d2FHa/bO+W39b9Ws1tTkorpG2ZFXUdbNQjnSpLNvn3akVKgf5S68wT+Vpt9nmhNurV/pPLxAIXV5soBaKoGob8jfSp1spY3pacrgcN6EL+xaHfbx77ezUe95/JR77lc2hVJ42ckmytZbc4s0A8H6DpNsnlbgY0ILu6KpGorqc/i4uWOT9UgUu4W3Ub/WxH/xn//ROSZajJfAGmiKJ4TBKGjzfHbwBMAgiA0AYpalpkJlOQht48gCEuQBqU6Ii0XVduc3wm8JAhChCiKRkEQalD2zRIKshOYIAjCBFEURUEQGouieFoQhDDgpiiKK61+0BoAESXdSBTFFEEQvkMaWHuwFdthoD/SLLVBQNGtVylc3Hea2p0aMe/3DzDo9GyekT9DZPq2pSzvPRu1i4ZRn81ApVYhKBRcP3KBwxukL771ezTnmYXDcfP24MUvZhJ96Q5rhhbelasQFjNZH7+P51vLQaEgd9c2zHdu4zJ0JKarlzEcPYzri+MQtFo85r8OgDkhgcyFc0GpwvPdD6W4yckmc9liadOCMnAnIorKnRsy6OC7mHQGIqatzTv3/I7FfNdzHgCt5/anet82qLRqhh5fyaVN+znx3hYajOhOaLcmWMxm9GnZRExd47D2xX2nqdOpEQuscb7RJs5nbFvKO71n4+yi4UWbOL925AKHrHH+3OsjUKmdePkb6RnvnL7Gd/M+d0j77L5TNOjUhGW/f4xBp+fzGfnbcL++bTmv9Z6Os4szkz6bg0rthKAQuHzkPPs2SF9Ev5y9ioGvjUShUmLUG/hyzuripOxI2HMa/y6N6Hz0fcw6PVGT8+Orw54l/NF1DgDnZq+j0QfjUGrUJEREkbA3CoDa8/rjGh4MFpGc+4mcm+mYvQD3IqKo1LkhLxx8F1Ougd+n5qf1MzsXs6WHFI8t5vWnmjWtB5xYyZVN+zm1Ygt1h3cnpF1dLCYz+vRsfp/ieFr/ndqi2cK1OZ/TYPM8BKWC2E37yLlyn9CZL5B55gbJOyOJ2xhBrY8m0PLohxjTsrg4Vlot79miFpUn9EU0mREtFq7N/ixvVkHt1ZOo0KYuTt7utD69mlvvfEfcxghS9pzCs0sTOhz7ALNOz7lJ+Xmhzd6lHO4yG4CLs76g/sqXUGrUJO6NIsmapjc//JlGn06m4sBO6O4ncebF9wFwqxFC/ZUvgyiSeeU+5602V2hRk5DnO5B58Q69dku7kZ5Z8h0xe6MI6dKQpw6/i1ln4MiU/DjutXsx27tJcXxizpe0fn8MSo2amH1niImQfBsdm/E5Td8YgkKpwKw3cnxGft6q1KsZsX+cw6wr2qF7zN4ogro04onDKzDrDByzSZ+eu99iR7e5AETOWUfL98ei1KiJ3XeG2Ih8v0qVC8yEe4B/q1rkxKSQXcwyplir9uNHVmDSGThuo91991vssmqftNWOKKxdcNmpX6ta1JvxHBajGUQLJ2d9IS199SjiIcwW0pZ/iO/KZQgKJdm/bsd06zYeY4ZjuHSV3AOH8ZwwFsFFg/db0s6I5rgEkmfMRxVaBZ+J+Ut1sjZ8h+nGrSJtfUDintP4dmn0p/Ocf6/m1HlrOGofD5pumEnm+TtE9pfaq8dOfIjSXYtCrSKgVzNOvPAW3Cns4w7gVkQUoZ0aMuKA1H7smp6f5wZtX8yGXlKeaz+3PzX7tMFJq2b0sZWc37yfo+9t4Y9FG+i2bDRNRvdEFGGno+2HxUzmyvfxetvabm7fhvn2bVxHjMR05TL6w4dxGye1m54LpXbTEp9A2nwpLygCAlH6+WM8E+WYXhmY8dpSTpw+S1paBl36DublUUN49smHt0x/2/a99OzZmSuXDpGj0zF69NS8c5EndtGseXdiY+N5c9F77IvYgtFo5O7daEaOKuSStkzci4iiYueG9LPW4Qds6vC+Oxfzk7UOb25Th/e31uGnV2yh+fwBOLlq6Lxa2jsrKzqZPSNXFKsXvTeK4C4N6XNYylu29Vnv3YvZZq3Pjs/5kjZF1GehfVtTc7g0m/ju9khubJZmfhrSc7i0Zju9tr0Bokh0xBmi90Zh64Eq0dpOP3bsAyw6PWdtyle7vUs5aC1fF2Z9QYOVL6Gwlq9Ea/kKsClfzTbMJOP8HU70X4IpPZtbq7fSdodUbyfsOU3intPgXPqr382IKKp2asjoA+9i1BnYYVPWhm5fzPpe83AL9Kb1xL4kX4tm6DZp9v7pr3ZzrpidIG9GRNG0Q/2H3nYBBPRuQfLvZzHn5LcZaj9PGq+bBkBTJyUXfz7Mrd/P2j3TjYgowjo1ZOwfkp3bbOwcsW0x63rPwz3Qm7YT+pJ0PZoRWyU7T67fzdnN+wlsEMYzayej8ZR8rbWb8iyfd5tddKSaLdyY+xn1Ns1HUCqI3xRBzpX7VJn5AplRN0jZFUncxr3U/GgizY58iCkti8s2fYWKE56Wdo61iNyY/WnebK7an83AydsNi9HMjTmfYc7IKVrfhmsRUVTv1IiJf6zAqDPw8/T8unDctrdY3XsuHoHedJjQl8Tr0YzdKuWh4+t3cWrzfloO70HNbk2wmMzo0rP5aXoxfVKzhZtzP6POpgWSzZsj0F29R6UZ/ck6c53UXZHEb9pL9Q8n0vjwR5jSsrg6TrLZo1UdKs/oj2g0IYoiN2etzdu8KfTNUbjWlXZgvrfif+Q6sHHblX1R1OjUiKm/v4dRp2fLjHybX9n2Fh9Zbe404WkSrkcz3mrz0a92Efntfq79fpbw9g2YtPttLGYLO5ZstJuxJyMjlGU3Hpl/D4IgZImi6FbgWEdguiiKT1h3Bf0ZCEHytdYa6CWK4u0H1wqC4IQ0iOUDfAmctrl+IRCGtJzTF3hbFMVPrctNfxNFsZ4gCApgEfAk0gyzRKAv4AVcA2x71lOQNlX4TRTF7wVBuA00E0UxSRCEZsByURQ7Wp/7faAN0ky7W9bnmQ0MAYxAHDBQFMUi587bxo0gCAHALevzLxQEoQqwzmpTIjBCFMW7xcXzlND+5VbA5tUs++6gD4vvLlYqN+0rSse2jH8UZODYLnYPm2dy1aUHekTEqZTlpl2eVDc+vB38ykou5RPnycry+w6nKMdvl4py7Ca1rVw+9fj52/6lB3pEXHLgpf9RMbBa6S4NHhXe/1tXbtra4PblorvGv7Dz+L8L53J03ONtLr9+ysVyLF/19OVjd5Sm/Gxuq88tN+29zs7lpt3dUD52by1Hmxff3vgP3bfSMT6vOPhv6w2Nuv/NPy4u5Zlq/1EKDqhZj+0H9lt/65D8kxV7rSiKRqSNCGzZb/P7rCiKQwtcexuoZ/1tAeZa/9mSDhTlrTtv60FRFENtfkcizYR78NyFvNeLorgUabfSUrGNG1EU4wEXm7/vUNhmGRkZGRkZGRkZGRkZGRmZ/xjyoJqMjIyMjIyMjIyMjIyMjIyMTCH+qbty/l3Ig2oyjwRRFBeW9zOUhCAIPkBRXoO7iKJY/LaMMjIyMjIyMjIyMjIyMjIyMsiDajL/UawDZ43K+zlkZGRkZGRkZGRkZGRkZP6/Is9UKxlFeT+AjIyMjIyMjIyMjIyMjIyMjIzMPw15ppqMzCNkQcPy24HTVI47PXdxLb8VtMOeLbQHx9+GqCuf3T8jN5Tf95Fqzhnlpi2U47aM102e5abtIpbP98KaivKrVESxHDeCKkfpdXFB5aLbivLbnXBE+5hy0/7sQPntXD27nHbgBNDFHCgX3XONp5SLLoChnHZRBkgUym+Hwqc9EstN+3yST7novlAhvlx0AQ4lBpSb9piQ6HLT3nUnpFx0X6lYfjbL/LeRB9VkZGRkZGRkZGRkZGRkZGRkZApRnt82/wnIyz9lZGRkZGRkZGRkZGRkZGRkZGTKiDxTTUZGRkZGRkZGRkZGRkZGRkamEPJGBSUjz1STkZGRkZGRkZGRkZGRkZGRkZEpI/JMtf8QgiCIwAZRFAdb/1YBscAxURSfKOXaLFEU3QRBCAXaiKK40Xq8GTBUFMWJJVwbCvwmimK9soYRBOEN4A9RFPc4YGKZEQRBAA4Ai0VR3G491g8YJYpiz0ehCeDUuAUuL04AhQL97q3k/rDR7rxzz6dw7vU0WMyIuTqyP1mO5d4dVA2b4TJ0DKicwGQk58tVmM6dLpO2unkL3MZL2rnbtpKz2V5b+9zzaHs/DmYzlrQ0Mt5ZhiVBcvLqOmYczi1bgaDAcDKSrI9XlknbpV1TAuaNA4WC9O93kPLp/+y1m9XDf85YnGtWJWbaUrJ2Hsw7pwryI3DRZFSBviDC/bELMEUnOKytrN4I9eMjQKHAFLkX4x8/FR2ubks0A6ej+2QWluiboFSh7jMGZUg1RNGCYes6LLculsluZa0mOPcdDQolxqO7MEb8UHS4Bq3RDp9DzoqpWO5fR/Dyx2X2x1gSJMerljtX0H+/qkQt706NCF80AkGpIHbDXu5+aG+noFZR+6MJuDcIw5iaycUx75F7LxGvDg0Imz8IQa1CNJi48cbXpB08L13jpKL6klFUaFMHLCI3l2wiaeuxEp/DtUNTAheMQVAqSP12F8lr7NPapXldAuaPQVOrKvcnLSNzxyG78wo3LdV2rCZz9xHiXl9dolYh7fZNCZg/FkGpIO27nSSvLZDPmtcjcN4YnGtWJXrK0iK1w7avIXP3EeLfKDm+H1B30TACujTCrDMQNWkV6eduFwrj2aAqjT4Yh1KjJn5vFBfmfwVA7VcHEtitCRajmezb8URNXo0pIwfBSUmDd0ZToWEYokXkwoKvSD58Ke9+3p0aUmPRcASlgpgNEdz58Gc7PUGtou5H4/PS+vyYD8i9l4jKy40Gn0/FvVE1Yjfv5+rcdfnXOCmpuWQkXm3qIFpEbizZTOLW44Vs8ejYmMqvjwalgqRNu4n7eEsh7arvT8alQTVMqZncfGk5hvsJCColVd4Zj0v9aghKBcnf7yfuY6k8+I96Ar8B3UAQSNy4m4TPfy0yrj06NqbyG6MQFAoSN+0pUjvsg0m41Je0b7y0HMP9RLyf7kDQS33zwmlrV+FCz2noLtzGu087giY8B6KIMT6FmxPex5Sa+bdoC04qKi96EY829RAtFqKXbSB129Eibbelx8KhhHdqiFFn4Jfpa4g7f9vuvEqj5rlVE/GqHIBosXB1zykiln0LQJNBXWg+tBsWswVDTi5b53xO0rXSHTz7dGpITWuei94Qwe0i8ly9j8bjYc1zZ615zsma5zwaVSNm836u2OQ5R1E1aI52yCugUGDYvw39r5vszqu7PIlztz5gsSDm6sj5fAWW6Ds4temC5okX8sIpKoWRNX8s5js3yqTf+fUhVO3UCJNOz/Zpa0koEN8A7Wb0o86z7dB4urKy9ui84x4hPvRYPgYXb3dy07LZOmkVWXEpDmu/t+INevXsTI5Ox6hRUzgddb5QmBde6MPsWRMQRZHYmHiGDp9AcnJq3vkpk8fyztuvEhBUz+74n2X+Wyv449BxvL0q8NM3Zauji8KjY2MqLnwRlAqSN+0m/hP7dlJQqwh9fwra+tUwp2Zy6+V3pDrFSUXlpS/j0qAaokXk/mufkXX0PIJGTdjqWThXCUQ0W0jfc4KYpeuL1Pbs2JjQN0ciKBQkbNpDzEc/FtIOXzkJ1/phmFIzuTbuXfT3JYf/LrWrUHXZOJTuWrCInOs9E0EhUH3NDDShAYhmC6m7I7n31jfF2v4o2g8A99qVafDOKJzcXRAtFg70nF/sM2jbNsN39jgEpZKMH7aT9vl3duc1TevhO2sc6hphxM94i+zd+f0z76mjcO3QEhQCOUdOkbyk9Haz/qKh+FttPj1pdbE2N/lgLAqNmoS9UZybL6VfrZn9COzZFCwW9EkZnJ60mtz4NHza1Kbll9PIuSv1DWO2neDqih8L3TfP5jbN8J71MoJCQeaP20n/4lt7m5vUx3vmS6irh5EwazE5e/I39PCaPBqX9i0ASFu7geydv5dqM0CzN4cQ0lmqR45MWUtKEXZ71w+l9ftjUWnUREdEEbngawAq1KlMy6UjULlqyL6fyKHxqzBm6XCt6MuTv79Nxk1pc7Skk9c5Prv4Ota5ZXM8J78CSiU5v24l62v7utS1fz9cnuxtfQ9IJ+2ttzHH5W/2ILi44L/xS3L/OEj6irK9BxSkxRtDqGiNj4NT1pJSRL3aeFY/wp9rh9rTlQ01Rhe+iQM4t2yOx6RXQKEk57etZH9TwOYX+qF9It/m9CVvY46XbA78fQ+mm7cAMMfHkzq7+HL0b0aeqVYy8ky1/xbZQD1BELTWv7sBZd0mJRQY+OAPURQjSxpQ+6uIovjqoxpQs95fBMYBKwRB0AiC4Aa8BYx/VJooFLiMnUzm6zNJf2UY6vZdUFSqYhdE//seMiaNIGPKaHJ/3ITLSOlxxIx0MhfPIWPSCLI/WILblHll1nafOJm0OTNJGTkM585dUFax1zZdv0bKS2NIeXEk+j9+x23MOABUderiVLceKS+OJGX0cJxq1cKpYaMyaQe8Op77Ly7g1hNjcX+8I+pqle2CGGMTiJvzLhm/7St0edCy6aR8/j23Hx/LnecnYU5Od1xbUKB+chS5Xy1G98EUlA3aIvhVLBxOrcGpdW/Md6/mHVI16wKA7sNp5K57E3WvYSCUwVunoMD5mbHo1r5OzrLxqJp0QAgoYoc5Zy3q9k9hvnPF7rAlKQ7du5PRvTu51AE1FAqqLx3F2YGLOd5+Cv5Pt8Wlhr2dQQM7Y0rL4lirCdxf8xthCwYDYEzJ4NyQpUR2nMbliR9R+6MJeddUmfwMxqR0jreZxPH2U0g/UsqgokJB0MKXuDvyNa73eAnPJzugDre32RiTSMzM90j/dX+Rt/CbMoScE4VfHEtFoSBw4cvcG/0qN3qNw+OJxwppm2ISiJm1onjtyUPLpO3fpRFuYYFEtJ7CmemfUn/ZqCLD1V82kjPTPiWi9RTcwgLx79wQgKTfz7G/40x+7zyL7JuxVJ/YB4AqgzsD8HunWRx94S3qvDY4P+8pBGouHUnUwCUcbT+VgKfb4lrDfret4IGdMaZlc6TVJO6t2Ub4AqnqtuiN3Fj6LdcXfl3oGUMnP4MhKYMjbaZwtP000o5cKhQGhYLKi8ZydcgbXOg0Ae8+7dFUt89nvv27YUrP4ny7l4j/9Bcqzh0KgNcTbVGonbjYdRKXek3Db3AP1BX90dSsjN+Ablx6YgYXuk+mQtdmOIcGFqldZfEYrg1+k/OdJuLTt11h7QFdMaVnc67dy8R/+iuV5knaKT/+wYXuU7nQfSo3J76P/m4Cugu3Qamg8hujudJvARe6TSHn0h38R/T+e7SBoInPYUpO51z78ZzvOJHMIxcKaxcgvFNDvKsG8vFj09g653N6LxpRZLgja7exqssM1vaeS6VmNajWUcpz538+zJoes/m091yOrP6NbvMHlaqJQqDW0pGcHriEw+2nElhEngsZ2BlTWjaHWk3izpptVLfmObM1z10rIs85hKBAO3wS2W/PJnPmCNStO6MIsW+7DIf3kjl7NJlzx5D727doB70EgPHwXjLnjiFz7hiyVy3BkhhX5gG1qp0a4hUayOcdprFr9ud0Wzy8yHA39pxiw1OvFTr+2PyBXPzhIF/1mMvhD36k/eznHdbu1bMz1cOrUqtOO156aRYff7SkUBilUsl7775B1279aNK0G+fOX2L8y/l5omLFYLp17cCdO/cd1i2Nvr27sXrFoodzM4WCSovGcn3o61zq/ApefdqjqW5fb/v074YpLYuL7ceR8NkvhMwdJh0f2B2AS90mcX3ga1RcMCKvnoxf8xMXO43ncq8puDWvhUfHJkVqV33rRS4PWsSZjpPw6dMebYFy7T+gK6a0LKLajif201+pPF8q1ygVVPtwErdmr+Fsp8lcfG4BotEMQOzqnznTYSLnuk/HvXktKnRqXKTpj6r9EJQKmnw8nnMzP2f/YzM4/MybWIzF7OqrUOA3fzyxL83n7lMv4ta7E05h9v0zU2wiCfPfJWubff/MuVEdNI3rcu+ZcdzrOxZN3RpomjcoWsfGZtewQPa2nsqZ6Z/RcNnIIsM1XDaSqGmfsbf1VFxtbL7+yW/s7zyb/V3nEr/7NDWmPpN3TfKxy+zvOpf9XeeWOKCGQoHP3AnEvzyX+0+PxrVnETbHJZC44B2ytkfYHde2b4FzrXCinx9HzOCJeA7th+DqUqLNAMGdG+JeNZCf207j2MzPabFkeJHhWiwdwbEZn/Fz22m4Vw0kuJMUn62Xj+b0W9+ytcsc7m2PpM5Lj+ddk3Unnm3d5rGt27wSB9RQKPCcPonkabNJGDgcbdcuqELt61Lj1WskjRxH4tDR6Pb9jsfLY+3Ou48ZiT7qbKn2lkZI54Z4VA1kS7tpHJn1Oa2LiY/7u0/x2+OF61WHUSjwmDqJlOmzSRxcgs2jx5E0fDS5+3/H3cZmUW8gacSLJI148T87oCZTOvKg2n+PbcCDWngAkDdULwjCQkEQptv8fd46g8yWpUB7QRCiBEGYIghCR0EQfrO5/mtBEI4IgnBNEIQXC4oLgqAUBOEdQRBOCIJwVhCEsQXDFAj/pSAIz1l/3xYE4XVBEE4JgnBOEIRa1uOugiB8IQjCcUEQTguC0Md6vK71WJRVq3pRGqIongd+BWYBrwLrgbi/cs+SUFWvjSUuGkt8LJhMGA5EoG7Rzj6QLic/Dpy1IEq/zbeuIaYkS7/v3gK1szRrzVHtWrUxRUdjiZW09fsicG5jr22MOg16vfT70kUUfn75z6JWg0oFTk6gVGJJdfxrt6ZBDYx3YzDejwOjicxtv+PWpZVdGFN0Avqrt0EU7Y6rq1WWvqgdlmbliTm5iLl6h7UVFcOxpMQhpiaA2YT57CFUtZsVCqfu2h/jgZ/BZMy/1r8ilpvWAZbsDMjNRhFSzXHtytWxJMUipsSD2YTp9AFU9VoW1u41CEPED2A0OHzvgng0CUd3K47cOwmIRhMJPx3Ct6e9nb49mxP3nfRFNfHXo3i1kyaHZp2/jSFeSs/sy/dQaNQIamkyc+CATtxZae2ciiLGlMIzeGzRNqyB4U4MxntSWqf/9gfuXe3T2hidgP7KbbCIha7X1AtH5VuBrINlm4UJoG1gr52x9Q/cu7QuWlss/N1NUzccpU8Fsg+eclgzsEdT7n0nfcFOO3UdJw8XnP0r2IVx9q+Ak5uWtFPXAbj33QECrWmT+Ps5RLP0LKknr6EJ8gbArUZFkg9KAyyGpAyMGTlUaBQGPEjreGtam4n/6TC+PZvbafr1bEasNa0TbNLakqMn/fgVLHojBQke0JHbK3+S/igmrV0bVUd/OxbD3XhEo4mUnw9Sobt9nq7QvQXJ/5NevlK3Hsa9XYO8eypcNKBUIGicEY1GzFk5aMMrkhV1DUuuAcwWMo9ewKtX64LSuDaWtPU22l49WtiF8eregiSrdoqttg3efduT8os000IQBBCQngtQurtgjC88i+hRaAP49e9C7Ic/5MVPUTPkClKjW1PO/iDluejT19F4uOBWIM+Zcg3csQ6AW4xmYs/fxiNQyluGLF1eOCcX51L1ADybhJNzKx6dNc/F/XQYvyLyXIxNnvO2yXNpx69gLiLPOYKyWi0s8dFYEmPBbMJwNAKnpm3sA9m1mxryGk4b1K07YzwSUeh4aYR3b8qFH6Q0iz19A2cPV1wLxPeDc9kJaYWO+1QP4e4hqSzfO3yR8G5NHdZ+8skefL3hewCOHT+FZwVPAgP97cIIgoAgCLhaX+zd3d2JicmfWfLu8oXMnrsYUSwcJ3+WZo3q4+nh/lDuJdUpcXl1SuovB/Dsbl+2KnRvScr3Utqlbj2Ee1upbGmrVyLzkPSCb0pOx5SRjUvDcMRcA1lHzgEgGk3knLuJU5BPIW23xuHk2pTr5KLKdY/mJFrLdfJvR/BoV196pscakXPpDjkXb0v6qVlgsWDRGcg4fD5PO/vcTdRFaMOjaz/8OjYg4+JdMi7eBcCYmlVkewvgXL8mxrsxmO7HgclE1vb9uHa2r39NMfEYrt5CtBRoN0URhVqN4KRCUDuBkwpzKTMhg2xsTi3BZpWbllQbm4OsNpts6i+lg/VXQZzr1cR4LwZTtGRz9o79uHS0r1NMMfEYr90qFG/qsCrknjoHZguiLhfDtZu4tC3cpyxIpR5NufW9VI8knbqB2tMVbQG7tf4VcHLXknRKGvi/9f1BKlntdg8LJOHoZQBi/zhPpcft619HcKpTC9P9GMwx0nuAbk8EmvZt7cIYTkUhWt8DDBcuovTPfw9wqlkDpbcX+uMnyqxdkMo9mnLDGh+JxcTHg3O6IupVR3GqXQtzAZud2xWw+XRU3ruP4cJFlDbvPjIS4t/475+IPKj232Mz0F8QBA3QACh5DVdhZgMHRFFsJIrie0WcbwB0BloDrwqCEFzg/CggXRTF5kBz4EVBEKqWQT9JFMUmwCrgwQDgPCBCFMUWQCfgHUEQXJFmoH0gimIjoBlQ0ifa15Fm4PUC3n5I9ywSwccXc1L+skVLciIKH99C4Zx798Vz9Ua0w8eR8+kHhc47tXkM882rdgNApaH09cWSaKOdmIjCt7D2AzS9emM4LmUR08ULGKNO4/u/Lfh+twVD5AnMd+84rK0K8MUYm5j3tykuCVVA0Z3MgqhDQ7BkZhG8cj5VtnyE34xRoHC8+hI8vBHTk/P+FjNSEDzttRXBVRE8fTBfsR9MscTdQVmrGSgUCF7+KILDCl1boranD2JaUr52WlJh7ZAwFBV8MV+KLHS9wjsA7dT30Y5/C0XVOiVqOQd6o4/Jt1Mfk4JzoL2Wc5A3+mjpeUSzBVNmDk7e9i9Gfk+0IuvcTUSDCZWH9JJWdVZ/mu5eRp1Pp+Lk51nic6gCfDDG5ttsikvCycG0RhAImDOK+CWfOxa+oHagDyYbbWMZ8hmCgP+c0SQs+6xMmpogb3Jt4l0Xm5L3YmMbRhebP1CTG5tcKAxApQEdSYg4A0DGhTsE9GiKoFSgrexHhQZV0QZLtmgC7TX1Mck4B3rZ3UtKaylMcWlty4O0rjbreZrvXkq9T6egLiKt1UHeGGzi2BCXjLqALepAmzBmC+aMHFRe7qRuPYwlJ5eGp9bR4PinxK35GXNaFrord3FvURtlBXcUGjWenZvgFFy4blIHemOIsdGOTcapQB53CvTJD2OjbYv3k+1I+Ul6qRNNZu7MWUO9ve/T8NTnaKtXJHHT3r9FW2mN85CZA6mzYznV1sxA5Vty+QJwD/Qmwyb9M+JScA/wKja8s4cLNbo24dah/BmYzYZ2Y/wfK+gyZwA7X/uqVM3C9UvhPKcJ8ia3DHnOURTevliSbdqulCQUXoVfetTd+uC+4hu0A8ag++qjQuedWnXC8CcG1dwCvciMzbc9My4Ft8Di47sgiRfvUr2X9AJcvWcznN21aCq4OXRtSHAg9+/F5P0dfT+WkGD7WZwmk4nxE+YQdWov9+6cok7t6nyxTvpm+uST3YmOjuXs2bK5Lfg7sSs3gLHIsuVtX7Yys1F6uZNz8Rae3VqAUoG6kj8u9auhDrKvO5Qernh2bZ43+GaLOtAHg02+NsQWVZ/ZhHlQrr3d0YQFgyhSa+MC6u9cTtDLfQvdX+nhgle3ZqQfPFek7Y+q/XANCwJRpOWm2XTY9RbVxj9ZpD6Ayt8HU5xN/yw+CZV/8X1DW/RnLqE7cYYq+zZRZd8mdIdOYrx5r8RrNEFe6GLy7dHFpqANsi9P2iAvcmPtw2hswtSe/TzdT35IxWfbcvntfBcP3k2r03HvElptnIl7TfuZtLYo/X0x29hsTkhCFeCYzYarN9G2aY6gcUZRwQNN80YoCwx0F4U20Itsm7TOjklBW6Ae0QZ6kWNjt22Y9Kv3qdhTGpCv8kRLXIPz84BbZT9671pEtx/m4deiZrHPoPTzxRyfX5eaExNR+hVvt+sTvck9an1VFAQ8JrxE+oeOucUoDZeC8RGbgksZ6lVHUfr5Yk6wf/cpyWaXJ3qjP5b/eiyo1fh8thqfNR/jXGAAUkbmAfKg2n8MURTPIi3hHIA0a+1h87MoijpRFJOAfUCLAue7A0MFQYhCGtDzAcoy2+uBA5uTSHY8uOds6z33AxqgMnAEmCsIwiygiiiKOopBFMVs4Fvga1EU9Q/jnn8V/bafSB83EN1Xa9A+P9TunLJSKC5Dx5L9ybuPSh7nrt1wqlGTnO82S5rBISgrVyH5hX4kv/Ac6sZNcKpf8hT/h4ZKibZpPRLf/ow7/SbiVCkQz6e7Prz7CwLqXsMwbC/sb8V0MgIxIxnNy8tQPz4c890rUPBL7V/Udu4zCv3PXxQ6JWakkP3mKHQrJqP/+XM0g6eBs7aImzw8XGpWJGzBIK5MXys9nkqJJsSXjBNXONltFhmRV6n22tBS7vLn8Rr8OFm/R2KKSy498MPWHlR+2gDVJ/VFNFmIts6IubdpP7kxKbTfuZh6bwwlJfJq3oyER8GDtE4/cZUT3WaTHnmV8NcGP1QN10bVES0WzjYdybnWYwkc0wd15QByr98n7pMfqbFxIdW/eY2cC7fgEdnq2rg6Fp0e3RVpBoegUuI/tCcXekzjTJNR5Fy6Q9CEZ0q5y0PSVipRB/uSFXmZiz2nk3XyCpVeHf5QNQWlgmc+fIXj63aSdi//JTJy/W4+7jCViKWbaTeh70PVLC8Mu38mc+pgdJvXoulrn3eV1WqBIRfL/dt/+3PtX7yRii1rMWTbIiq2qk1mbErhGT9/AZVKxbgxQ2nWogeVqjTh7LlLzJ41Aa1Ww5xZE1j4+vKHpvX/jeRv92CIS6bW1nepuHA02Scv28etUkHoR9NIWPcbhrvxxd/oTyColLi3qM31V97nQt+5ePdsmTeL7YF29U+mEvf5NvQPWbsgBdsPQaXAu2VNTo//mEN9FhLYqxm+7eo+dF1VpWCcwipxp8sg7nQeiLZFQzRNinWh/NC4tPQ7djWdwP0fDlF1pLQEOP3sbXY1m8j+LnO4+fkuWqyb9ki0dUdOknPwOEFffYD/0rnoz1wEs/mRaNlyZOqn1BjWlV473kTlpsFikJbz6hLS2NJ8Mtu6z+fkwg20++RlnNz+el9R26MrTrVqkrVB8jXn8kwf9EeOYUlMKuXKfy7a7labN+b710t4rj/Jo8eR9voiPCa+gjK44HyR/wYW4e/7909E3qjgv8kvwHKgI9Kg1gNM2A+0av7EvQvO2iz4twBMEEVxp93BwstMi+PBmj8z+flXAJ4VRfFKgbCXBEE4hrTcdZsgCGNFUSzpE7WFfD+Mf/qegiCMAcYArGhQnWGhQXY3EJOTUPrmf9FS+PhhSS6+gTIc2IvLuCn59/fxw23OIrLffwtLXEyx1xWFOSkJhZ+Ntp8flqTC2k5NmuI6cAipUyeCUZoJ59yuPcZLFxFzpXFE/fFjONWpi/GcY34VTPFJOAXlzyxQBfpiinds8MIUl4T+8k1p6SiQtecImoa14IddDl1fcGZawZlrqLUoAiqhGb1QOu9WAefBs9B/swxL9E0M2/JncWjGLMKSFOuQLoCYnoxQIf+LmFDB117bWYsisAra8Yul8+5eaEbNI/fzxVjuX4ccaSmY5f4NxOQ4FH4h0vEi0Mel4Bycb6dzsDf6AgNE+tgUnEN80cemICgVqNxd8pb4OQd5U2/dDC698hG5d6QXAGNKJuacXBKtGxMk/nqEoIGdS7TZFJ+Mk81MAVWgL0YH09qlcS1cmtfFa9DjKFw0CE5OWHJySXjnS4euN8Ulo7LRdipDPtM2ro1Ls7p4DbRqq52w5OhIXF5YO3RENyoPkuIhLeomGpt41wZ5231hB8iNTUFrM7NAE+RjF6biCx3w79aYo/0W5x0TzRYuvJbvg6rtr6+TZXVEnBuXYqfpHOyDPs5+yY2U1j5FpnVRPEjrBOvGBAm/HiV4YKdC4QyxKXYzQdSBPhgK2GuIk8IYY5NBqUDp4YIpNRPvvh1I338a0WTGlJxO1olLuDYIx3A3nqTNe0jaLLnQDJk1GENs4XQzxKWgtpnBpg7ywVggjxvjklEHF9Z+gHefdqT8nO9w2qWuNFlaf0eqX1J+PUTQ+MKDao9C25QqxfmDjQlSfzuEX/8uhbRBmlnWuL+UHjFnb+Jhk/4egd5kxhe95OqJpaNIuRXH8S92FHn+/C9H6LVoBLCmyPMPKFy/FM5zubEpaMqQ5xzFkpKEwsem7fL2xZKaWGx445F9uIyYbGeSU+vOGA47Pkut0dCuNBggxXfc2Zu42yzfcw/0Jiuu6Pguiuz4NH4ZK804d3Jxpkav5ugzcooN/9K4YYwaJfm5i4yMomKl/Je4kIpBRMfE2T9rQ2mw5OZNafb499//yswZ4/mlWiihoZU5FbkbgIoVgzhxbCet2z5OfHzx8fd386DcPMCpyLIllT9jnLVsubtitpat6NfzZzbX+HEZ+pv5faPKy8ajvxVLYjEbnxjiklHb5Gt1UFH1mRTGYFuuUzIxxCaRefQiJmseT4s4hWv9MDKss9LC3nkJ3a1Y4j77ze5+f0f7kRuTQvLRyxisz5awNwrPBlXhcn798wBTQjKqQJv+WYAvpgTHBk7curZBf+Yyoi4XgJyDkWga1ib3lL1fUo/+T9Kxr7QnWmrUTbQ2s6y0Qd7oYu3Lky421W42nhQvhcvc/S2HaLVhJlfe+cFuWWjC3igUS0eg9nYHCud1c0ISShublf6+mOIdHyxK/2wj6Z9JG335LZmD8U7RLqprDO9K+CCpHkmOuolrsE/e07gGe6MrUI/o4lJxsbHbNkzG9VgiBiwDpKWgIV0aAWAxmDAYsgBIOXebrNsJuIcFQkbhvqI5MQllQH5dqvTzw1zEIJm6WRPchg0mefzkvPcAdb26qBvWx+WZPghaLYKTCotOR+aqT0uKKjtqDetKDWt8JFnjI8/WIG9yylCvOoo5MQmlv/27T7E2Dx1M8iuT82wG8t6TzDGxGE5H4VQjHHNM2d6/ZP79yDPV/pt8AbwuimLBuei3gSYAgiA0AYpalpkJlLSWo4/V4b8P0qBdwUX3O4GXBEFwsurUsC6r/CvsBCZYd/JEEITG1v/DgJuiKK4EfkZamvrI7ymK4lpRFJuJotis4IAagOnaZRRBFVH4B4JKhbp9Z4zHC+w+GJQ/Zd2pWWsssdIqU8HVDfcFS8lZvwbT5bI7cTddvowqpCKKQEnbuVNn9IfttVXh1fGYMo30BXMQ09LyjpsT4lE3aAgKJSiVqBs0xFSG5Z+5567iVCUYp5AAcFLh3vsxsiJK3+HuwbUKd1eUXtKyKJdWDTHcuOuwtiX6OgqfIAQvf1CqUDZoi+myzVJLfQ45b41Ct3w8uuXjsdy7ljeghpManCSfHYpqDaQdWRMdX/VruXcNhV8wgncAKFWoGrfHfN5m1XVuDtmvDiZn0YvkLHoRy50r+QNqrh4gSNW04B2A4BeMJSWuGCXIPH0dbVgQmsr+CE4q/Pu2JWmn/ZLSpJ2RBD7/GAB+T7Yi1brDp8rDhfob5nBz0QYyTtiPJSfvOkmFttJLm1f7+mRfLdl+3dmrqENDcKoopbXnEx3I2uvYSvPoqcu51n4E1x8bSfzSL0j/ca/DA2oAunNXUYcG52l7PN6BzL2O5bOYae9w/bHh3Og0goRln5P+494iB9QAbq/bzR9d5/BH1znE7Yik0vPtAajQJBxjZg76Av4/9AlpGLN0VGgSDkCl59sTt/MkAH6dGhI+/klODFuOWZfvU0+pVef5i/HtUB/RZCbrqtRxzzx9A5ewQDSV/RCclAT0bVNkWgdZ09r/yVakHizdAX7SrlN4tZWWGXu3r0f21cIvCtlnrqGpGoS6kpTPvPu0I223/Q6habuP49NP6jh7Pd6GzENSc2OIScSjjTSTQ6F1xrVJTXJvSPlJ5SOVb3WwLxV6tSLlpz8Ka0ddw7mAduou+2YmbdcJfK3a3jbaAAgC3k+0JeXnfJ9mhrhkNNUrovL2AMCzQ0NyrxfO449CW4qrE7i3kWZ2uLdrgO5a0eUrcv1uPu09l097z+XKrkgaPCvluZDG4eRm6sgqwudMx+n9cHZ3Yefr9hsEeIcG5P2u3rkRKbeLr1cekFEgzwX2bUNigTyXuDOSYJs8l+JAnnME883LKAJDUPgFSjsyt+qM8eQRuzCKgPx2U9WoFeY4m7wrCKhbdsR4pPAmOMURtX4P63vNY32veVzfeZK6z0r+R4MaV0OfmVOk77Ti0Hq55TnPbzn+Kc5/W/JOgatWf0Wz5t1p1rw7v/yykyGDnpOubdGEjPQM4uLsd76Ojomjdu3q+PpKL+Ndu3bg8uXrnD9/meCKDQmv0YrwGq24fz+W5i17/L8aUAOpTnEOzS9bXk+1J72IOsX7OWkgyuvxtnlLOQWNGoVWqifd2zdENJvJvSYtPwyaMQiluwv3Fxa/pD8r6jqaqkE4W7V9iijXqbtO4Gct1z5PtM4bNEvbH4VL7SootGpQKvBoXQedtX2sOHMASncX7rxaeBb639F+JO4/i0etSii1agSlAp/Wtcksoj4H0J+/glPlEFQhAaBS4darI9n7HGs3jbGJaJo1AKUCVEo0zepjuFm4f5ax+de8DQRsbfZqEo4xU1ekzaYsHV42NsdabXatmr/8ObBnU7KuSwMczjbuCio0rgaCkDeoWMjmCw9slvrDrj07kvP7kSLDFkKhQOEpvQo5Va+KukZVdEcKu+8AuPrlnrwNBO7vOEnV56R6xLdJNQwZOYV8hekS0jBm6vBtIvnurfpcO+5Z7Xb2kdooBIH6k/pw7WvJTYGztzuCQqpf3Cr74V41gKy79nXEA4yXLqOqGIIySLJb27UzuQcP24VR1QinwqyppMychyU1//nSXl9MwjP9SXh2ABkfrUK3fVeZBtQALn+1h1+6z+OX7vO4u/Mk1azx4VdMfDwMjJcvo6xkb7P+UAGbq4fjOWMqKbPnYbF59xHc3SQ/0oDg6YG6fj1Mtx1/9/k3Yfkb//0TkWeq/QcRRfE+UNQeyD8gLc28gLQ082oRYc4CZkEQzgBfAgU9iZ9FWvbpC7wpimJMgVlonyEt2zxlHbBKBPpaz9UUBMH2bWIKjvEm8D5wVhAEBXALeAJ4HhgiCIIRiEPa1dNRHsU9JSxmcta+j/vC5aBQoN+7DfO922gHjsR0/TLG44fRPP4MqoZNwWRCzM4i+31pty/n3k+jDApB+8IwtC9IO19lLpyOmJ7msHbmh+9TYdlyBIUC3fZtmO/cxnX4SIxXLmM4chi3MeMQtFo8Xn1duiQhgfQFc9H/8Tvqxk3w/mwdIGI4cRzDkcMl69litpDw5ioqfr4IFErSf9iF4fpdfCYMIff8VbL3HUNTrwbBHy1A6eGGW6eWmF4ZzO0nx4HFQuLbn1HpyyUgQO6F66T9r+hZF0XbbcHw6+dohs8DQYHp1D7EhPs4dXkBS/QNzJeL7gwBCK6eaIbPB9GCmJGC/vsPHde1auu3rEE7ZiEoFBiP78ESfw91z4GY713HfOF4sZcqq9VF3XMQmE0giuj/9wnkZBUbXjRbuDbncxpsnoegVBC7aR85V+4TOvMFMs/cIHlnJHEbI6j10QRaHv0QY1oWF8dKrhFDRvVEWzWQ0Gn9CJ3WD4AzL7yJMSmDG29+Q+2PJqB6czjG5AwuT/qkZJvNFuJeX0XlL99EUChI+343+mt38Zs8GN25a2TtPYamfnUqrZqP0tMNt84t8Js0iJu9Xi5b3JagXemLRQhKBWnfS/nMd9Jgcs9dIytC0q74SX4+85s4mJu9X/rTkgl7TuPfpRGdj76PWacnanL+9JgOe5bwR9c5AJybvY5GH4xDqVGTEBFFwt4oAOq/NRyF2olW384FIPXkdc7N+hy1rwetNs1BtIjkxqVwekJ+vItmC1fmfEHjzXNBqSB2036yr9wnbGY/Ms7cJGnnSWI27qPOR6/Q+ugHGNOyOD823zdjmxMfonJ3QVCr8OvVnKgXFpN9NZrrb26gzkevUP3NYRiTM7g4qQjfKWYLdxd8So0Nr4FCSfK3e8i9eo/g6QPIPnOd9N0nSNq8h6ofTKbewVWY0zK58bK0VD3hy+2ErphA3b0rQRBI+m4vuktSB7Xa2lmovNwRTSbuzluLOSO7aO35n1Jz42ugUJD07d487Zwz10nbfYLEzXsIWzmZ+gc/wZSWxc2X85fJu7eqgyE2yW4pljE+lZj3vqPWlsWIRhOG6ERuTiminD8CbYD7i78mbOUklAtHYkrJ4FZR2gW4HhFFeKdGjP9jBSadgV+m5+e5F7e9xae95+Ie6E37CX1Juh7Ni1ulGSwn1u8iavN+mg3rTli7epiNZnIzsvll6upSNR/kuSab5yIoFcRY81w1a55LtOa5eh+9Qltrnjtnk+fa2eQ5/17NOWXNcw5hsaD78kNcZy0DhRLD79uxRN9G8+xwTLeuYjp1GOfufVHVawpmE5bsTHJWL8u7XFWrAZaUBGmjgz/BzYgoqnZqyOgD72LUGdhhXR4PMHT7Ytb3knbi7jC3P7X7tMFJq2bssZWc27yfw+9toVLr2rSf9QKiKHL/2BX2LvjSYe1t2/fSs2dnrlw6RI5Ox+jRU/PORZ7YRbPm3YmNjefNRe+xL2ILRqORu3ejGTnK0S7Un2PGa0s5cfosaWkZdOk7mJdHDeHZJ3v8uZuZLdxbsJbwbxYiKBUkW8tW0LSB5Jy9Tvru4yRv3k3o+1Ooc2A15rRMbo2XlrQ6+VYg/JuFUjsfl8KdSVKb5hToQ9DE58m9do9a21cAkPjlNpI37y6kfXveZ9Ta+CqCUkHC5r3ort6j4oz+ZJ+5QequEyRs2kv4ykk0OvQxprQsrr0k3c+cnk3sml+ot+1tECEt4iRpe0+iDvKh4uR+6K7dp/4u6Tnj1m0ncWPhzewfVfthTM/mxppttN8hbVCRsDeKhD2nKdKNrtlC0lsfE7TmLQSlgowfd2G8cQev8UPRX7hKzv6jONerQeD7r6LwcMe1Yyu8xw/lXt8xZO86gLZFQyr9uAZEkZyDkeT8XvJHtPg9UQR0aUTXo+9h1uk5bWNzxz1vsb+rZMvZ2V/Q2GpzfMSZPJvrzOuPW3gQokVEdz+JMzOlmYrBT7YkdFhXRJMZc66ByHEl1KVmC8lLPiJw1RJQKMj8aSfGG3eo8PIwDBeukvP7EdR1axDw3kIUHm64PNYK88tDiX7mRQSVkqB1Uj6zZOeQOHeZQ+4KovdGEdylIX0Ov4tJZ+DIlPx6pPfuxWzrJtUjx+d8SZv3x6DUqInZd4YYq5+80L6tqTlccn1yd3skNzZLH578W9Wi4YxnsZjMYBE5NnsdhrRsqFC03ekrVuLz3tugVJDz23ZMt27jPnoEhstX0B88jOd46T3Ae9FC6ZL4eFJmPfxdL+/vjSKkc0OeOfQuZp2Bg1Pz4+OpXYv5pbsUH03n9Sfs6TaotGr6Ra7k2sb9RK3YUtxtC2O2kLFiJd4r3gaFAt1WyWa3USMwXr6C/tBhPKw2e725ULokPp7U2fNRVamC54yp0gZqgkDWN5v+s4NqMiUjPMydgGT+2wiCsBDIEkXx3+u8o4yk9Hms3AqYqfixl0dOanTpW4s/Kio+65jz50eBqHN8R9KHSeSGP7f71cPA3634JUyPGkFRfu3X9czSnck/KlyK2LX078DTqXzyN4Ao/kOdbPxFdqjKpy5tlWsqF12A5l3LbxbVZwfKz1fO7DjHZ9E9bHQxhZcE/h2ca/xoB/5KwmBWlpt2oqX82uw6voV3Nv67OJ/k+CZPD5MGAeVXpxxKDCg90COic6iDHy0eAbvuFL9JxKOkR9Xyszno4L5/dUfl3cqD/7ZO97S73/zj4lJe/ikjIyMjIyMjIyMjIyMjIyMjI1NG5OWfMg8NURQXlvczlITVz9veIk51EUWxfLb7k5GRkZGRkZGRkZGRkZH5f4q8trFk5EE1mf8M1oGzRuX9HDIyMjIyMjIyMjIyMjIyMv985OWfMjIyMjIyMjIyMjIyMjIyMjIyZUSeqSYjIyMjIyMjIyMjIyMjIyMjUwjLP27rgL8XeVBNRuYRsuhMULlpt8stv4mobWuX3+47xuu55ab9w6Hy2e3oud5x5aILkBxZfvlsR5p/uWlnlN/mbWjF8tm17qKifHYdBWhlLL8I79PiXrlpa0+6louuSPn1npWe5ZfWv1nKry5d49+p3LTLaxfO+qffKxddgBo1ny437ajevuWmfXqXd7lpd+weXy665Wlz52rl1x/OTNGUm3av6vfLRTclunx2zAYovzc+mf8PyINqMjIyMjIyMjIyMjIyMjIyMjKFKL/Pqv8MZJ9qMjIyMjIyMjIyMjIyMjIyMjIyZUSeqSYjIyMjIyMjIyMjIyMjIyMjUwixvB/g/znyTDUZGRkZGRkZGRkZGRkZGRkZGZkyIs9U+xcjCEJF4GOgDtIA6m/ADFEUDSVccxtoJopikiAIh0VRbPMntVsBHwDO1n/fiqK48M/cy0G9ZsBQURQnCoLQETCIonj4T9znS6AbECaKol4QBF8gUhTF0If4uEXy9GvDqN2pMQadnk3TVxF94XahMGO+mo2HvxcKpYKbJy7zw4IvEC2OfTtosGgogV0aYdYZODlpNWnnCt+/QoOqNP1gLEqNmri9UZydvx6A2tOfJXRQJ/TJGQBcWPId8Xuj8O9Qj7rzBqBQK7EYzJx/YwOJhy4W+wzq5i1wf2UCKBXotm4lZ9NGu/Mu/Z5H2/txRLMZS3oaGW8vwxIfj1OjxriPH58XTlW5MulvvIH+0EGHbAdQNWyOdvgroFBiiNiK/udN9s/W9Umce/QFiwUxV0fO2nexRN9B4ReA+4qvsMRIzspN1y6i+6zszpVbvTGESp0bYdLp+WPKWpLP3y4UpunMfoQ/1w5nT1fW1xydd7zei72oMaAjotlMbnImB6atJSs6uXSb6zVHM/BlUCgw/rEd/bbN9jZ3fAJ1lz5gMSPm5qL7agWWmLugVKEdNhll1ZpgsaDb+AnmK2fKZK+2bTN8Zr2EoFSQsWUH6Z9/a3de07Q+PjPHoa4RRsLMt8jefSDvnPeU0bh0aAEKBbojp0he+kmZtAHavT6EKtb43jt1LUlFxHfLmf2o+awU35/Wyo/vmv3a02beALLjUgE49+VuLm3e77B214VDqNapEUadnq3T1xJfQFulUdN31US8KvtjsVi4vuc0vy+T4qdSi5p0eW0I/rUq8fOEj7iy7YTDuo+9PoTQTpLNu6atJbEIm1vP6Edtq82raufb3OHVQVRsXUd6Pq0aFx8PVtcf67D2C6+NoF6nJhh0er6c/jH3LtwqFGbiV/Pw8K+AUqnk2olLbFrwOaJF8tLRaVhPOg7ticVs4VzEKbYs/cZh7ZZvDKGiNa0PFlO2msySypba05VvauTbXXeMVLYsJjO5KZkcnLqWbAfKFoBT4xa4jJoACgX6PVvJ3WJfnzn3eArnXk9by5eO7E+WY7l/B2X1Wri+NN0aSkD37ZcYjx0oLFAKnV8fQlVrem+ftpaEIuxuN6MfdZ5th8bTlZU26e0R4kOP5WNw8XYnNy2brZNW4VuzIp0XDkFQKkj8Zi+3P/zF7l6CWkX9j8bj0aAqxtQszoz5gNx7iQBUndiHkIGdEM0WLs/7kuT9ZwHw6dSQWouGISgV3N8QkXfPSiN7UGVML1yqBrKv9osYUzIBcAkPxmX6aygqhaP/9SuMe37I01fWaYqm3zgQFBgP78Cw639FxouqUVu0Y+aTvXQilrvXUNZqjHPfEaBUgdmEfsvnmK+WrT4DmPDGeFp1bkGuTs/SKW9z7fz1QmHe/9+7ePt7Y8jVAzB94GzSktN4avAT9B3eB4vZjC47l+WzVnDn2l2Htf+u9sOjY2MqLnwRlAqSN+0m/pMf7M4LahWh709BW78a5tRMbr38Dob7CQhOKiovfRmXBtUQLSL3X/uMrKPnETRqwlbPwrlKIKLZQvqeE8QsXe+w3cUx/60V/HHoON5eFfjpm9V/+X4FeW3JLDp2bUeuLpfpryzgwtnLhcI4Oal4fdkcWrVtjkW0sHzxh+z4dS/BIYEs/3gRHp7uKJUKlr3xAfv3ONZXUdVvjmbIeKnN3r8N/W8F2uzOT6Du2ievn6L74j0sMXdwatMF597P54VTVAoja8E4LHdvlKjn3akR4YtGICgVxG7Yy90Pf7I7L6hV1P5oAu4NwjCmZnJxzHvk3kvEq0MDwuYPQlCrEA0mbrzxNWkHzwPg16cNVSY/g6BQkLz7JDcXbfjX2yw4qai+ZBQV2tQBi8jNJZtI2nqsxOdwbtkcz8mvgFJJzq9byfravk/q2r8fLk/2BrMZS1o6aW+9jTlO2ugh6MAeTDekNtYcH0/KrPklahXEpV1TAuaNA4WC9O93kPKpfV2qbVYP/zljca5ZlZhpS8namZ9/VUF+BC6ajCrQF0S4P3YBpugEh7XVLVrg/opkt27rVnI2FnwP6If2cet7QFoaGW+/jSVeslvh74/HjBko/f1BFEmdPRtLnGOby7i2b0rA/LEISgVp3+0keW0Bm5vXI3DeGJxrViV6ylIydxyyO69w0xK2fQ2Zu48Q/8Yqh+39N2GR56qViDyo9i9FEAQB2AKsEkWxjyAISmAtsBiY4cg9/uyAmpWvgOdFUTxj1a75F+5VIoIgqERRjAQirYc6AllAmQfVrJiBkcDfVmvW7tgI36pBvNVxMlUah/Pc4tF80LdwI/nV+A/QZ+kAGL5qCg0fb0XUr0dKvX9Al0a4hQWyq/VUvJqE02jZSPb3frVQuEbLRnJq2meknrpOm40zCejckPgI6eXj+trtXFu11S68PiWTI0PfITc+DY9aFWm7aTbbG79S9EMoFLhPmkzajGmYExPxXr0G/eFDmO/cyQtivHaNnHFjQK9H+1Qf3MeOI/2N1zFGnSblReklQXB3x/ebjegjHR9sQFCgHTmJ7MUzsCQn4r5kNcbIw1ii87UNh/Zi2PMrAKqmbdAOfZnsJbMAsMTHkDnrRcf1ClCxc0M8qgbyv3bT8GtSjTZLhvPrkwsLhbu75xQXv9xNvwPL7Y4nX7jNz70XYM41UGtIF5rPG8C+lz8q1WbNkAlkL5+FmJKI26sfY4w6LA2aPbD5aASG/b9JNjdqjab/S+SsmIP6sd4AZC14EcG9Aq5T3yLrjfEgOtigKhT4znuF2DGzMcUlEbL5Q3L2HcF4M1/bFJtA4oLleA57zu5S54Z10DSuy/1nxwEQvH4FmmYNyI0865g2ULlTQzyrBrKh/TQCGlfjsbeG88NTCwuFu737FOe+3M2gP5YXOnf916McWFD2l7+wTg3xqhrImsemEdy4Gj0WDWd938Lax9du5e6RSyiclAzYOJewjg24uf8sGTHJbJ22hpZjepdJN7RTQyqEBvJVh2kENq5G58XD+bZPYd1be05x5qvdDPvd3uY/3sh/8Wk4vBt+dUMd1q7XsTH+VYNY0HECVRtXZ9DiF1nad26hcGvHryDXWn+NXTWNpo+3IvLXw9RoXZeG3ZrzZq/pmAwm3H08HNZ+ULZ+sJat1kuG81sRZeve7lNcWrebZw8WKFvnb/NLL6ls1RzahebzB7D/pVLKFoBCgcuYyWQunIYlORGPt9dgOH4Iy/38OkX/xx70O6VBJKfmbXAZMZ6sN2divnOLjOljwWJG8PLG870vSDtxGCxmh+2u2qkhXqGBfN5hGkGNq9Ft8XA2FJHeN/ac4vRXuxlVIL0fmz+Qiz8c5ML3B6jUpg7tZz9PSNPq/G/QUjJjU3jxlzdI3HmS7Kv5O9dVHNgJY1oWB1tNJrBva2osGMjZMR/gWiOEwL5tONRhOppAL5r+bz4HW08GoPbSkZx8fjG5Mcm02vlW3j3Tjl8hcfcpmm+xb4dMaVnk/m81qoat7Q0RFGheGE/OyrmIaUm4zPoA09ljWOIKDEw5a3Hq1AfzrfxBEDErA92qhYjpKSiCqqCdsIjsuUMcjmuAlp1bULFqCIPaDaNOk9pMWTKJl5+cUGTYxROWcOXsVbtje36K4JdvpLq2TbfWjH/tJWYOnuOQ9t/WfigUVFo0lmsDX8MYm0zN35aTvvs4udfyd7/16d8NU1oWF9uPw+up9oTMHcatl9/BZ2B3AC51m4TKx5Pw9a9y+Qlp4Dh+zU9kHTknDTxsfgOPjk3I2H/KIduLo2/vbgx89inmvlm47v6rdOzajtCwynRq/iSNmtVn0fL5PN19cKFw46e+SHJSCp1bPoUgCFTw8gTglWkvsvXnnWxY9z/Ca4axbvNHtG/sQH0uKNAMm0j2splSm/3GJxhPHcESY9NPORyBIcLaZjdujWbQOHLemYPx8F6Mh/cCoKhYFZfJb5Q6uIRCQfWlozjz/JvoY1JounMJSTsjybmav2tj0MDOmNKyONZqAv592xC2YDAXx7yHMSWDc0OWYohPxbVWJRpsns+RRmNReblR7dUhnOw+C2NyBrVWjqdC+3qkHTj/r7UZoMrkZzAmpXO8zSQQBJy83Ep9Ds/pk0ieNANzQiJ+n68m98BhTLdt+sNXr5E0chyiXo/L00/h8fJYUl99AwBRbyBx+J/skyoUBLw6nvsj52KMT6LK/z4gK+IYhhv5dakxNoG4Oe/iNfLZQpcHLZtO8urN5Bw+jeCiAQc/7D/Qdp80ibTp063vAavRHyriPWDsWOt7wFO4jx1L+huS3Z5z55L99dcYTp5E0GrzPso5ohu48GXuDp+HMS6Jqj+8T2bEUQzX8+s2U0wCMbNW4D2qsM0AfpOHknOimHwsI4O8/PPfTGcgVxTFdQCiKJqBKcBIQRBeFgRhiyAIOwRBuCYIwttF3UAQhCzr/x0FQdgvCML3giBcFgRhg3XQDkEQmgqC8LsgCCcFQdgpCMKDHYX9gdgH2qIoXrSGdxUE4QtBEI4LgnBaEIQ+1uNKQRCWC4JwXhCEs4IgTLAev22dLYYgCM0EQdhv/b1QEISvBUE4BHxtfcbfBEEIBcYBUwRBiBIEob0gCLcEQXCyXudh+3cxvG+93m7QWZB4x/qM5wRBeMHh1CiFet2bEbnlDwDunL6O1t0Fd78KhcI9GFBTqJQonVQOL3AP7tGUu99JMyFST13HycMFjb/9/TX+FXBy05J6Svr6fve7AwT3bFbifdPP3yE3Pg2AjMv3UWrUKNRFj9U71aqNOSYac2wsmEzkRkTg3LadXRhj1GnQS1/4jRcvovDzK3QfzWMd0R8/lhfOEZThtbDEx2BJiAWzCcPhCJyat7UPpMvJ+yk4axwfQHKAKt2bcv176Utf4qkbqD1c0RaI/wfndAlphY7HHr6EOddgDXMd16DSt4dXhtXEkhCDmCjZbDy+H6fGBWzOLdpmRXAVTJeiABAz0xBzslCG1nDAUgnn+jUx3o3BdD8OTCayt/+Oayf7MXpTTDyGq7eKiGcRwVmN4KRCUDshqFSYk1Md1gao2r0pV36Q4jv+tBTfLkXEd/zpG+QUEd9/herdmnLeqh1z+gbOHq64FtA25Rq4e+QSABajmfjzt3EPlNI0/X4SiZfvOTwD9QFh3ZtyyaobZ9UtyuY4B2yu8VRrrv5S+mD9Axp2b87RLb8DcOv0NbTurngUUX/l2tRfKpv667FB3dmx6idMBhMAmdYZsY5QuUeBsuVZtrIVZ1u2Tl7HxYGyBaCqXhtLbDSWeKk+MxyMQN3Cvj6zr1O0+ccN+rwBNMFJ/afqmvDuTblgTe/YYvLZg3PZRdjtUz2Eu4cuAHDv8EWq92hO6u140u8mYjGaifvpMP4F6n+/ns2I+U5qp+J/PYZ3u7oA+PdsRtxPhxENJnR3E8m5FYdnk3A8m4STcysO3Z0ExAL3zDx/O2+Wmy2GpAwsd66C2WR3XBFaA0tiDGJyHJhNmE7+jqphq0LXOz85FMPu/yEa8yfkW+7fQExPkX7H3kFwcgZVSV2AwrTt3oad3+8G4OKpS7h5uOHt71heAcjJys8LGhcNYhnS/O9qP1wbVUd/Ow7D3XhEo4nUXw7g2b2FXZgK3VuS8n0EAKlbD+HetgEA2uqVyDwkffgwJadjysjGpWE4Yq6BrCPnABCNJnLO3cQpyMdh24ujWaP6eHq4/+X7FEW3Xp3Y8q30gS0q8hwenu74BfgWCtdvUF8+ef8LAERRJDUlzfob3NylQRV3dzfi4wrn86JQVquFJT46v80+ug+npgW+bRdqswvfx6l1Z4xH95Wq59EkHN2tOHLvJCAaTST8dAjfAmXet2dz4r6T6vbEX4/i1a4eAFnnb2OIl9rl7Mv3UGjUCGoV2ioB6G7FYrTW4al/nMPv8cLl9N9kM0DggE7cWfmjdANRzJt5WxxOdWphuh+DOUZqP3R7ItC0t++fGU5FIVr7uYYLF1H6F+4P/xk0DWpgvBuD8X4cGE1kbvsdty72aWSKTkB/9XahtkldrbI0s+7waQDEnFzEXMf74k61amGOLvgeYG+3MSqqyPcAZZUqoFRiOHlS0tbpHH4P0DaogeFODMZ7ks0ZW//AvYv9hxtjdAL6K7dBLDxQp6kbjtKnAtkH/9rHgH86lr/x3z8ReVDt30td4KTtAVEUM4C7SDMUGwEvAPWBFwRBqFTK/RoDk5GWkoYBba0DUx8Cz4mi2BT4AmkmHMB7wBVBEH4UBGGsIAga6/F5QIQoii2ATsA7giC4AmOAUKCRKIoNgJLni0vUAbqKojjAxsbbwGrgPVEUG4mieADYDzxuDdIf2CKKorGE+94FDgIFP2U/gxRvDYGu1mcP4iHgEeBNWkz+coy0uBQ8A4vu+I5ZP4c3Tq5Bn53LmW1HHbq/JsgLXUxK3t+62BQ0QV6Fw8QWHyZsZHe6RCylyXtjcPJ0LaQR/EQL0s7dxmIwFToHoPD1xZKQP0XckpiI0rdwR/UB2t69MRwrPH1e06kzuXv3FntdkdrevliSbbSTE1F4FdZWd++L+wffoB00Ft2XH+Zf7xeI29K1uL32Pspa9cukDeAS6EW2TfrmxKbgGuhVwhXFU2PAY9zfV/rSJcHLFzHFxuaURASvwi8z6s5P4bZsPZrnXyR348cAmO/dxKlxa1AoEHwDUYbWQPD2d/gZVf6+mGxeJEzxiSgDHHuR0p+5hO54FJUjNlMlYjM5hyIx3rpX+oU2uAZ6kWUT39l/Ir7DerXghV1v0WP1RNwcHGgBcA/0ItNGOzMuBfeA4rWdPVwI79qY29YBjj+LW6AXWbH5ullxKbj9iTzmHuKDZ2V/7pXheSoEeJNiV38l41VM/TVx/TyWn/yM3OxcTlrrr4CwYKq3qM3sn95i2revU6VBNYe1C5at7NgUXP5C2Yp2oGwBCN6+mJMK1Ck+hesU51598Vy1Ee2wceR89kHecWX12nh88CWe768je/WKMs1SAym9M2Pt81lZ0jvx4l2q92oOQPWezVC7OpNjM5iZG5OCc4E01AR5k2tdNiiaLZgydTh5u+McmH8cIDc2BU2gN5pAb3Jt0qaoezqKooIvltT8OsWSmoTgaV+nKCpVQ/DyxXy++FnMqsbtMN+7DqaSugCF8Qv0JTEmXz8xNhG/wKLbr1krZvDZztUMmTTI7njfYU+x4eB6xs17kZWvfuyw9t/VfjgF+mCIScr72xibjFOgT4Ew3vlhzBbMmdkovdzJuXgLz24tQKlAXckfl/rVUAfZx4/SwxXPrs3zBt/+vxIQ5E9sdHze37Ex8QQG2bd/7tYBvalzxvNrxGY+/uIdfP2kvP3+26vo2+9xDp/bxbpvP2bh7KUO6Upttk0eT0lEKKqf0rUPbsu/RtN/DLlfF55x6NSyI8ajEaXqOQd6o7fJV/qYFJwLpLdzkDf6aCm9pTKfg5O3/WCm3xOtyDp3UxpUvxWHS7VgNJX8EJQKfHs1xzmk+Lb/32CzysMFgKqz+tN09zLqfDoVJz/PEp9D6eeLOT6//TAnJqL0K74/7PpEb3KP5veHBbUa389X47v2YzQd2hZ7XVGoAnwxxtr0z+KSUDnYP1OHhmDJzCJ45XyqbPkIvxmjQOH4UILCzw9Lok16JyaiLOLj+QO0jz+O4fhx6bkrVULMysLzjTfw/vRT3MaNc1hbFeiDKdambiuDzQgC/nNGk7DsM8fCy/xnkQfV/rvsFUUxXRTFXOAiUKWU8MdFUbwviqIFiEIaAKsJ1AN2C4IQBcwHKgKIovgG0AzYBQwEdljv0x2YbQ2/H9AAlZEGqdaIomiyXp8/ulM8v4iiqHMg3GfACOvvEcA6B65ZgrRM1raMtAM2WWfexQO/A80LXigIwhhBECIFQYg8m1nKVPQ/wdqhS1jY4iVUahXV29R76Pcviptf7mZny8ns7TKH3Pg06i+0f1lwrxlCvfkDOD3j4TQ6mq7dUNWsSfa39r41FN7eqMLCMJw4/lB0CmLY9ROZkwaj27gWzTPSmKolNYWM8f3Jmj0G3fpPcJ0wH7Quj0S/NKo90xbfBmGcXb219MAOYoj4haxZQ8n932c4Pymlq/HAdiwpSbi99gnagS9jun6hzC/9fxZVpWDUYZW523Ugd7oMQNuyEZomf08+f8Dt3af5us1kvu0+l3sHztP5Pcd9i5UFQangqQ/HE7luJ+lFzNopD2o81ZprW4+Xeaaco6wcupiZLcagUquoZa2/FEoFrp5uLO07lx/e+poxH099JNolEfZMW3wahnFu1cMrWwD67T+R/tJAdOvXoO03NO+4+dolMiYNJ33mOLTPDgIn9UPVLY39izdSsWUthmxbRMVWtdGlZj7U2bl/O4KA87Nj0P/wabFBFEGVce47ktyNHxYb5q+yaMJbjOz6IhOemUKDFvXp/my3vHM/ffULg9oNZc1bnzFk4qAS7vJoeBTtxwOSv92DIS6ZWlvfpeLC0WSfvGy/NEupIPSjaSSs+w3D3fjib/QPQaVSEhwSyKnjUTzZuT+nTpxl7hvTAHjqmV78sOkX2tTvzogXxrNi1WKsizseCoY9P5M1fQi5336Kcx/7ZanKarXAkIvl/u2HplcSLjUrErZgEFemrwXAlJ7N1VmfUmftFBr98qY0G9X81+ed/H+2WVAp0YT4knHiCie7zSIj8irVXhtayl0cR9ujK061apK1Id8vbfwz/UkaNY7UhYvwmPQKypDgh6ZXIiol2qb1SHz7M+70m4hTpUA8n+76SKQ03azvAZut7wFKJU7165O1ahUp48ahDApC07PnI9G2xWvQ42T9HokpzjFfq/9mxL/x3z8R2afav5eLgJ2zIkEQPJAGsEyA7ZxZM6XnhaLCC8AFURRbF3WBKIo3gFWCIHwKJAqC4GO95llRFK8UeLbidE3kD2xpCpzLLuWZHzzHIUEQQq0bGChFUSx1UbwoitesA3/Plxa2iGvXIvmvY2po/2LrhrZDutNqQGcA7p25QYXg/K8mFQK9SY8rflzRpDdyfnck9bo14+rBc0WGCRvRjdBBnQBIjbqJNjh/hoA2yJvcWPsldbmxqWiDig6jT8qfwXB7QwStv55hF67VF1OJnLCK7DvFOyu1JCWh8M//2qvw88OclFQonLpJU1wHDyFl8kQw2s8mcO7UidyDB8BctgEeS0oSCh8bbR8/LKmFtR9gPByBy+jJ0h8mI2KW9BzmW1exxMegDKqI+ebVYq8HqD2sKzUHSvGfdOYmrjbp6xLknecE31GC29Wl0YSn2Prc4mJnA9oipibZzS5TePshphbfKTAe24d2yCR0ABYLuZvzXQq6zvsAS/z9Yq8tiCkhCVVg/tdHVYAf5njHOiSuXdqSe/Yyoi4XgJyDJ3BuWJvcUyUX23rDulJngBTfCWdu4mYT365ljG99Wlbe70ub9tF6bv8SwzcZ2pWG/SXt2LM3cbfRdg/0JjO+aO1eS0eReiuOyC92OvxstjQY2pV6Vpvjz97EzWZZlVugN1llzGMANZ5sxf4FX5UaruOQHrQbIHWmb5+5jnewDw8+IVQI9CG1lPrrzO4TNOzWnEsHz5IWl8Kpncfy7iVaLLh5e5CVUvQy0FrDulLDWrclRdmXLdcgb3LKaHdQ+7o0nPgU2591rGwBiClJKH0L1CnJxdcphoN7cRk7pdBxy/07iLk6lJWrYr5xpYgr82k0tCsNrOkdd/Ym7kH2+aws6Z0dn8YvY6WZc04uztR6qjUuvvmzKzTB3ugLpGFubAqaEB/0sSkISgUqdy3GlEz0cdLxvGuDvMm1XquxSZui7ukolrQknLzy6xSFly9iuk2d4qxFEVwFlymSNwvBwwvtuNfQrX4dy91rCBV80Y5ZQO5XyxGTYh3S7DvsKZ4YKPnCunzmKn7B+fp+QX4kxhVO7yTri5cuW8fenyKo3bgmu37YbRcm4ud9THlrUona5dF+GOOSUQfnz5ZxCvLBWOBF0hiXgjrYVzquVKB0d8WcKi11i37987xwNX5chv5mTN7flZeNR38rlsTPfy3Tc/9dDBn1Av2HPAPA2dMXCAoJyDsXFBxAXKx93yY1JY2cbB07fpNmzW/7eRfPD34agOcHP83wfi8BcDryLM7Oznj7eJGcVHLel9psmzzu7YdYUj/l6D60w61tthWnVp0wHil9GSSAPi4FZ5t85Rzsjb5AeutjU3AO8bUp8y55Sxudg7ypt24Gl175iNw7+QOlybtOkrxLWigTNKQrYgmDav8Gm40pmZhzckm0bkyQ+OsRggZ2LvE5zIlJKAPy2w+lnx/mxCL6w82a4DZsMMnjJ9v1hy3WvrM5JhbDqSicaoRjjo4pdH1RmOKTcAqy6Z8F+mJysH9miktCf/mmtHQUyNpzBE3DWvDDLoeutyQm2rl1Ufj5YU4s/EFR3bQproMHkzJpUp7dlsRETNevS0tHAf3BgzjVqUOuQ8+djMpm5qxTGWzWNq6NS7O6eA18HIWLBkHthCVHR+LyLx26XubvRxAEb+BbpAlAt5F8vKcWCNMIyXe6B9K4xmJRFL+1nvsSeAxItwYfLopiVGm68ky1fy97ARdBEIaC5LMMeBf4Esgp4bqycAXwEwShtVXDSRCEutbfjwv5I2XVkTJsGrATmGDjk62xNcxuYOwDP2bWAgFSYWhq/V2098jCZAIFnW2sBzbi2Cy1BywGptv8fQBpqaxSEAQ/oAPwp6dMHfp6F+/2ns27vWdzblckzZ7pAECVxuHkZuaQmZhmF17t4pznZ02hVFC7cxMSbhTfiN5ct5uIrnOJ6DqX2B2RVH6+PQBeTcIxZurILeB7JTchDWOWDq8m4QBUfr49MTuljpGt/7XgXs3JuCwNsDh5uND6mxlcWLyZlBMlDzIZL19GGVIRRWAgqFRoOndGf9h+dx1VeHXcp04jbd4cxLS0QvfQdO5S5qWfAOYbl1EEhqDwCwSlCnWbzhgj7fexUASG5D9H41aYYyUH3YK7JwhSVanwD0IRFCL5USqFS1/t4ace8/ipxzzu7DhJ+HOSvyW/JtUwZuYU6fumOHzqVqHt0pHsHrmCXAf9TZlvXUHpH4LgK9ns1KIjxtMFbA6wsblBS8wPBs7UzqCWxrBVdZpIu0/ZbHBQGvrzV3CqEoIqREpr116Pkb3fMR9dptgENM3qg1Jh/SraAOPN0pd/nv9qD9/1nMd3Pedxa+dJaj4rxXdA42oYMnPK5DvN1hdZaPempF4vubN6av0e1vWex7re87i26yT1rNrBjauhz8wp0qdV++nP4eyuZc/rju9yWZCz6/ewsdc8Nvaax42dJ6lt1Q206pbVX5xXtSA0nq7EnrxWatj9X+9kUe8ZLOo9g6hdJ2j1zGMAVG1cHV1mDhkF6i9nF02enzWFUkH9zk2JuyGVsahdx6nZSpq15l81CKWTqtgBNYDLX+3hl+7z+KX7PO7utC9bhoyylS3vulVos3Qke0c4XrYATNcuowiqiMJfyuPqdp0xniiwW1hQfvlyatoaS6xUvhT+gaBQSr/9AlCGVMaSUPoOZlHr97C+1zzW95rH9Z0nqWtN76AS8llxaL3cwNpEtxz/FGc3ROBVNRDPSn4onJQE9m1Dwk47DxIk7jxJ8PNSOxXwZEtSDkpLhBN2niSwbxvJp1JlP1zCAkk/dZ2M0zdwCQtEW9kPoZh7OorlzlUU/sEIPgGgVKFq+himszbuD3JzyJ7Zn+wFw8leMBzzrct5A2poXdG+/Dr6n9dhvln87tQF+emrXxjdYxyje4zj4I5D9HhOmnVWp0ltsjOzSUmwHyRRKhV4ekmbbChVSlp3bcWty7cBCKmanxdadWlJ9K2SP1KUR/uRfeYazqFBqCv5Izip8HqqPem77bs4abuP4/2cNGDg9XjbvKWcgkaNQusMgHv7htJOo9YNDoJmDELp7sL9hf9/l099/fm3PN7xBR7v+AK7tu3jmReeBKBRs/pkZmSRGF94wGPvzt9p1U5arNDmsZZcvyJ9Voi5H0ubx1oCUK1GVZw16lIH1ADMNy+jDAxBsPZTnFp1wniqhDa7USvMcfkbiSAIOLXoiMEB32IAmaevow0LQlNZSm//vm1J2hlpFyZpZySBz0t1u9+TrUi17nap8nCh/oY53Fy0gYwT9h8DnHylMqDydCVkeA9iNxTfZ/u32Jy86yQV2ko+Jr3a1yf7asnl23jpMqqKISiDpPZD27UzuQft7VbVCKfCrKmkzJyHJTUt32R3N3CSfEIqPD1QN6iH6dYdHCX33FWcqgTjFBIATircez9GVoRjrmRyz11F4e6K0roph0urhnYbHJSG8coVlBULvgcUsDs8HPepU0mbO9fuPcB4+TKCmxuCp6StbtIE0x3H7Nadu4o6NBinipLNHo93IHOvYzbHTHuH648N50anESQs+5z0H/f+ZwfU/kE+1WYjrcirjjQeMruIMDnAUFEU6wI9gfcFQahgc36G1Y1UI0cG1ECeqfavRRRFURCEp4FPBEFYgDSAug2YCwwo8WLHNQyCIDwHrBQEwRMpP70PXEDyR/aeIAg5SLPNBomiaBYE4U1rmLOCICiAW8ATSEs0a1iPG4FPgY+A14HPrdftd/DRfgW+t26CMMHqV20DsAjYVOKV9vZdEAThFNDEeuhHoDVwBml26kxRFB3by7kULu07Te1OjZj7+wcYdXo2zcjfIn7atqW823s2ahcNoz6bgUqtQlAouH7kAoc37C7hrvnE7YkioEsjuh99D7NOz8nJa/LOdd7zFhFdpZ36omZ/QdMPxqHUqImPOEP83igA6i0YgGe9KiBCzr1ETs+QvkiHjeyOW9UAak19mlpTpa+0h/ovBaIphMVM5sr38Xp7OSgU5G7fhvn2bVxHjMR05TL6w4dxGzcOQavFc+Hr0iXxCaTNl55NERCI0s8f45moskStVduC7ouVuM59GxQKDPu3Y7l/G02/EZhuXsF08jDOPZ5GVb8pmE1YsjPJ+UTyg6Kq3RDN8yPAbEIULeR8+h5idslOaAtyLyKKip0b0u/gu5hyDRyYujbvXN+di/mpxzwAms/rT7W+bVBp1fQ/sZIrm/ZzesUWms8fgJOrhs6rJwKQFZ3MnpErSrd5w4e4TlsqbVV/YAeWmDs49x2G+fZVTFFHUHfpYx00MyFmZ6H7zDrLw72CdJ1oQUxNJudTx3zC5GG2kPTWRwSufgtBqSDzx50Yb9zBa/xQ9BeukrP/KM51axDwwWso3N1xeawVXi8P4f7TY8jefQBty0ZU3LIWRJGcQ5Hk/O5Y5+cBdyKiqNy5IYMOvotJZyBiWn58P79jMd/1lOK79dz+VLfG99DjK7m0aT8n3ttCgxHdCe3WBIvZjD4tm4ipa4qTKsSNiCjCOjVk7B/vYtQZ2DY9X3vEtsWs6z0P90Bv2k7oS9L1aEZsXQTAyfW7Obt5P4ENwnhm7WQ0npKvtXZTnuXzbkX1B+y5HRFFaKeGDDsg2bzbRnfg9sVs7CXZ3HZuf2r2aYOTVs3IYyu5sHk/x97bAlg3KPi1bHENcH7fKep3asyi3z/EoDPw1Yx8f1Hzt73Dot4zULs4M/6zWajUTggKgatHLvDHBunr9qHv9jHs7Zd4dee7mI0mvpzmuL+p+3ulsvXsoXcx6+zL1lO7FvNLd8nuZvP6E/a0lNbPR67k6sb9RK3YQvMFUtnquEYqW9nRyewdUUrZArCYyfn0fdxfk+oz/d5tmO/dRjtgJKbrlzGeOIym9zOoGkh1ipiVRfbKJQCoajdA88xAyRm/RSR7zXuImemlCNpzMyKKqp0aMvqAlM922KT30O2LWW9N7w5z+1Pbmt5jj63k3Ob9HH5vC5Va16b9rBcQRZH7x66wd8GXxJy6xrNfz0ShVBC3cR/ZV+5TbWY/Ms7cJHHnSaI37qPeR+Npd/R9jGlZnB27UoqzK/eJ++UIbQ+8i2gyc3n2OrCIiIhcnrOOJpvnIigVRG+S7glQeXRPQsc/idq/Aq33LSNpbxQXp65F7eeJ6+KPEDQuIFpQd+pL9ptjITeH3G9X4fLKIlAoMR7ZhSX2LuonhmC+cxXzucL+Nx+gfuxJFH7BqHsNRN1rIAC6D+chZjke50cjjtGycws2HFyPPlfPsqnv5J37bOdqRvcYh5NazdsblqJyUqFQKDh58BS/bdwGwNPD+9C0XRPMJhOZ6VksmVLk/lBF8re1H2YL9xasJfybhQhKBcnf7iX36j2Cpg0k5+x10ncfJ3nzbkLfn0KdA6sxp2Vya7y0+6aTbwXCv1kIFguGuBTuTHpPOh7oQ9DE58m9do9a2yXNxC+3kbzZsb5Lccx4bSknTp8lLS2DLn0H8/KoITz7ZI+/dM8H7Nt9gE7d2rE/8jd0ulxmTsjfoXbrfmnwDWDZ6++zYtViXl08g+TkVGa+IoVb/Oq7LHnvVUaNG4woiswYX3in9SKxWNCt/xDXGcukNvuP7Vii7+D8zHDMt65gOn0Edbe+qOratNlrl+VdrqzZAEtKguT03wFEs4Vrcz6nweZ5CEoFsZv2kXPlPqEzXyDzzA2Sd0YStzGCWh9NoOXRDzGmZXFxrJSuIaN6oq0aSOi0foRO6wfAmRfexJiUQfiiEbjVCQXgzor/obtZwvP8S2y+8eY31P5oAqo3h2NMzuDypE9KfhCzhfQVK/F5721QKsj5bTumW7dxHz0Cw+Ur6A8exnO81B/2XrRQuiQ+npRZ81FVqUKFWVOlXTcVAllfb7LbNbRUzBYS3lxFxc+lujT9h10Yrt/FZ8IQcs9fJXvfMTT1ahD80QKUHm64dWqJ6ZXB3H5yHFgsJL79GZW+XAIC5F64Ttr/dpSumadtJvODD/B65x3re8B263vACExXrkjvAS+9JL0HvP7gPSCetHnzwGIha9UqvFasAEHAdPUqut9+c9jmuNdXUemLRQhKBWnfSzb7ThpM7rlrZEUcQ1O/OhU/ybfZb+JgbvZ+yXHbZP4/0QfoaP39FdL4wSzbAKIoXrX5HSMIQgLghzQB6E8hlGUHIhmZfyrWwb8+oigW3HzgkVLS8s9HTbvc8puI2rZ2EYNqfxPO/uVn9w+HQkoP9Ah4rttDGdv9UyRHll9870hzfPOEh01GOc7z1pZTrXJR4fguXw+bVkbnctPu06JsG2U8TL44WdoeQo+GBnrHlsE+Clo/W7YBxofJk7+UbQODh8kQAstNu7FQtg9FD4v6p98rF12AGjWfLjftqN7FO6V/1Jze9ec2C3kYNO7+55Z//1XK0+Ya1YpfzvqoyUwp6DXn76NCoCMurx8+KdHl4/MYoPa1bQ/PeeL/Q14NHfS39T7fuL3hT8elIAhpoihWsP4WgNQHfxcTvgXS4FtdURQt1uWfrZFcX+0FZouiWGoHWJ6pJvOvRxCED4FeQO/yfhYZGRkZGRkZGRkZGRkZGZnCCIIwBhhjc2it1Wf5g/N7oMgvUfNs/7Cu3Ct2MFAQhCDga2CYdTNGgDlAHKBG8pE+C3ijtGeWB9Vk/vWIojih4DFBED4GCu5D/YEoimXxuSYjIyMjIyMjIyMjIyMjI/MQsN30r5jzxW47KwhCvCAIQaIoxloHzYrcRc+6geNWYJ4oinm+T0RRfLCeXC8Iwjrs/asXizyoJvOfRBTF8eX9DDIyMjIyMjIyMjIyMjIy/5+x8I9xGfYLMAxYav3/54IBBEFQI/lKXy+K4vcFzj0YkBOAvsB5R0Tl3T9lZGRkZGRkZGRkZGRkZGRkZP7JLAW6CYJwDehq/RtBEJoJgvBgG+rngQ7AcEEQoqz/GlnPbRAE4RxwDvBF2uiwVOSZajIyMjIyMjIyMjIyMjIyMjIyhfinzFMTRTEZ6FLE8UhgtPX3N8A3xVzf+c/oyrt/ysg8QlKefqzcCljE0YrlJY2qHOuVZlXKbydM9zrlM/l3TUT57RoXrreUHugRUc+rfHYSA9DnOpWbtkplLhddrWv57YyYk6kuN+0/DF7lpu1vLJ/y5SKWX7lOVSrLTftS+WUzahjKb+O4cHLKRXeA/ka56AJcvfJjuWlvqze/3LSbVS2/PtKpWwHlotukany56ALcuV1+7UcFl9xy007KLp9dOAMqZJWLLkDNy9v/1bt/zgsd+Le93C2+vfEfF5fyTDUZGRkZGRkZGRkZGRkZGRkZmUKU36e2fwayTzUZGRkZGRkZGRkZGRkZGRkZGZkyIs9Uk5GRkZGRkZGRkZGRkZGRkZEpxD9o989yQR5Uk5EpB5wat8Bl1ARQKNDv2Urulo125517PIVzr6fBYkbM1ZH9yXIs9++grF4L15emW0MJ6L79EuOxAw5pNnxzKEFdGmLSGYicvIa0c7cLhanQIJTm749DqXEidu8ZzixYn3eu2sjuVBvRDdFsIW5PFOcWbULt5UarTyfh3SiM29/+QdS8r4rUrr9oKAFdGmHWGTg1aTXpRWh7NqhKkw/GotSoid8bxbn56+3Oh4/rTb2Fg9lWZyyGlEzcwoNp8v5YPOuHcmnpd1xftbVE+51bNafC1FcQFAqyf9lG5vpNdufdBjyHa5/eiCYzlrR0Uhe9gzkuHmVgAD7L3gCFgKBSkfXdj2T/+GuJWgVR1WuOZuDLoFBg/GM7+m2b7c6rOz6Buksfa3rnovtqBZaYu6BUoR02GWXVmmCxoNv4CeYrZ8qkXZAuC4cQ1qkRRp2e7dPXEn/+tv2zatT0WTWRCpX9ES0Wru85zR/LvnX4/g0WDSXQmtYnJ60uJp9Vpak1reP2RnHWmta1pz9L6KBO6JMzALiw5Dvi90bh36EedecNQKFWYjGYOf/GBhIPXSz2GVzaNcV/7kugUJD+/Q5SP/vO7ry2WT385ozDuUZVYqctIWvXwXz7g/wIeHMyqkA/EEWix76KKcZxfyxuHZoQ/NqLoFCQ+u1uElfb7dSNS4u6BC94EU2tUO5OfJuM7YcB0NSuSsiil1G4uSBazCR+9B3pWw8WJVEkru2bEjB/LIJSQdp3O0le+z97m5vXI3DeGJxrViV6ylIydxyyO69w0xK2fQ2Zu48Q/8Yqh3ULom3TDO+ZUl7P+nE76evs847H4Gdxe7oXmM2YU9NJWrgcc2zCn9Zz7dCUwAVjEJQKUr/dRfIae7tdmtclYP4YNLWqcn/Ssjy7nYL9qLhqPoJCASolqet/JXXT9jLrt319CJU7N8Kk07Nv6lqSCpQngBYz+1Hj2XY4e7ryea3Rhc5X7dWcHmsn8cPjC0g8e6tEvb9Svh4QPq43DRYO5jdrXerk6UrT98bgGhqAWW/k1JQ1mC7dtbum9uJh+HZpjEWn59zEVWQUoevRoCr1V76EQqMmae9pLlnbg4AnWxI+/TncaoRwpOd8Ms7cBMDJy41Gn0/Bs1E1ojf/zqW564q0ucmbQwnu3BCzzsDRKWtILULbq34oraxtV0zEGU5Z2642qyfgUS1I0vNwwZiRw45uc1E4KWn+9ii8G4QhWiycevVrEo5cKjHue782lOqdGmLUGfhx+hpiL9g/h5NGzQufTMSrSgCi2cKVvafYba07Gz3XgR5zBpARnwrAsa92cerb/SXqNXtzCCHWvHVkylpSirDbu34ord8fi0qjJjoiisgFXwNQoU5lWi4dgcpVQ/b9RA6NX4UxSyedq12JlstG4uSuRbSIbO/9Kuil+3l2bEzomyMRFAoSNu0h5iN7v2OCWkX4ykm41g/DlJrJtXHvor+fCIBL7SpUXTYOpbsWLCLnes9EUAhUXzMDTagUJ6m7I7n3VpG+oQvx2pJZdOzajlxdLtNfWcCFs5cLhXFyUvH6sjm0atsci2hh+eIP2fHrXoJDAln+8SI8PN1RKhUse+MD9u9xvD4tiflvreCPQ8fx9qrAT9+sfij3rL9oKP7Wcn26lD6SQqMmwaaPVGtmPwJ7NgWLBX1SBqcnrSY3Pg0Anza1qf/GEAQnFYaUTA49/Waxz+Dcqjmek19BUEp9pKyvC/SR+j+Hy1O9pbo7LZ20xVIf6QGCiwsBm9ah++MQ6e+uLNXmuouG5fULoyatKtbmRh+My+sXXpgv1Sk1Z/YjsGczRIsFg9VmfXwqIc+0JfyVp0AAU1Yu52Z9TsbFu4XuW142V+jUiKpvjASlgoSNe4kuonxVXzkR1wZS+bo6dgX6+4k4V/Sj0R8fkHsjBoDMU1e5Oev/2Dvr8KiOrwG/s7vZbNwVDQSXGG6F4LRIC7SllGItUqBAcatToLRQp6UCFahTozjB3YJbcIgbsc3q/f64m2Q3DpV87W/f5+Ehe+/MPXPG79wzZ1bK+fjTy6j9vTDn6wE49/grGCxzqLK433GzAIWrE3U3fUT21gMkvlxxG/DqEk7dV0cilAoS12zn1vu/lNC7wXuTcGteB0NGNufHLkd3KwW3iFDqLR1rCQQ33vyBtI2HEY4OhP3yCgq1CqFSkrr+IDeWfl9SsLVOHaIImDeucF6Y/kmxOVKLpvjPGYtjgxDipy0mZ7PtvDDwtSmoAn1BgttjF2C8c//zFjv/TeyLav9BhBDVgQ+AxshbfNcDMyRJ0pcT5zrQQpKkVCHEfkmS2t2n7DbAO4Cj5d93kiS9dD/PqqS8FsBTkiQ9J4ToDOglSdp/j894BugmSdJjlt/uwAmguyRJV//iJINCgfOYKWS/NA1zWgrub3yM/vA+zLdvFAbR7d6GbvNvADi0bIfzyAnkvDoT041rZE0fC2YTwssbj+Wfk3lkP5jLd1weGB2GW51ANrWbhndkKJGLRxLz4IslwkUuHsWx6Z+SfjyODmtmEhgdRmLMSfzaNSa4ZxTbus7BrDfi6OMOgCnfwNk3fsCjYQ3cG5R+MEJA13Bc6wSyre3zeEWGErZkFLv7vFAiXPiSUcRO+5SM43G0XTsT/+gwkmPkBSSnYG/8HmhOnmXyDqDPzOHU/C8I6tWiggwHFAq8ZkwmZdIMTMkp+K9egXbPfozXivLccCmO5OHjkXQ6XB7ph8fEMaTPfxVTahrJT08EgwHhpCFg7edo9+zHnJpWsVwAoUAzbBK5b85CSk/B9YUPMMTulxfNCnQ5GIN+53oAVOFt0Tw+nrxlc1A/0AeAnAXPINw8cXn+dXJemQD3eRBEnS5heIUE8skD0wiKqEv310bw9YCXSoQ7svIPbh44j8JByWNr5xLSuTnXdp6q8PkFZb3FUtbhS0axs4yyPm4p63ZrZxIQHUaSpazjVm7kcrEFUl16NgeeWkp+UibuDavT/pvZbIyYWHoiFAr8F0zgzui5GJJSqfX9u+TuOIj+SlF+G+JTSJzzFt6jBpaIHrh4Bukff0Pe/hMIZw2Y7yGvFQqCXxnHtWELMCamUffXZWRtO4Qu7laR7Dsp3J7xNr7PPGwT1Zyv49a0ZeivJ6Dy9yb09+Vk7z6BOTu3UnIDX3qWmyPmYUhMJeSnt8mOOYjeSq4xPpn4WcvwHl1SZwC/KU+Rd+RM5XUtIx3ecyaRNG4WxqRUgte8T96uAxiuWtX1C3EkDJ2AlK/DbfBDeE95hpRZC+9bXtBL47kxfD6GxFTq/Lyc7O22ehviU4ifuRyfZx6xiWpIyeD64GlIeiPCWUPdjR+Svf0QxuTKH35Rs0sYHiGBfNNxGv4Rden4+gh+7vdSiXDXtx7nzOqtDNn9Zol7Di4amo3uSdLxuArl/RXtyynYm4BifWmDyf3JPHuDg6OW4xoaTPiiERwfVHSCvG/XcJxDgtjTZgoeUaE0fuNpDvYu6Wi98RujOTNtJXePxRG1dja+0eGkxsSSc+EWsaOW0WTpMzbhzToDlxd/j1vDGrg2rFGqzkHRYbiFBLK+/TR8IkNpsWgkWx8qOXa1XDyKwzM+Je14HA98PZOgLmEk7DjJ/nHvFYaJeGEo+mzZIX/dofLhXhu7zsbRx53Oa2ayufcCyjrfrF7nMHxCAnmn8zSqR4TSd+FIVg4omY59n2zg2oFzKB2UjFgzl3qdw7i8U877M+sP8seLpX94Kk6wRe9f20/DN7IurRaNYNNDL5UI12rxSA7N+JTU41fo8vUMgrs0J37HKdq++TTHXllL8sEL1H28E43HP8jJpT8ilAravzeefc99ROa5m6i9XJEMRvlhCgUhrz/D+cdfRp+QRtMNb5Cx+Qjay7cL5fkP6YYxM4fY9hPw6d+emvOf4vK4t0CpoO57k7ny3LvknbuOyssVyWBCOKpI+OhXsvafQTioaPT9S3h2iSBzx4ly9e/crQO169SkS8u+hLdoxmtvzufhHk+WCDfh+WdIS00nunU/hBB4enkAMHHaM/zx62bWrPqB0AZ1WPXt+3SM6FOpvK+IAX2688TAfsx9tWR7vh/8u4bjUieQ7RXMkcKs5khtrOZIcR+u58Ib8gJBndE9qf/8I5ya9Tkqd2fCFo/kwJAlaO+kofZ1LzsRCgWe0yaTOtkyR/p8Bfl79mO8XjRH0l+KI3ekZY70cD/cJ4whY0HRIp37mJHoYiueJxTo7FonkJi2U/GMDKXZktHs7bOgRLhmS0ZxctonZB6Po/XaWYU6X/lwPRctOodYdD496zPybiaz/+FXMNzNxT86jOZvPlPqc6tCZxQK6rz+DGcfewV9QhrNNy4hfcsRtJeK2lfAkK4Y7+Zwot1EfPq3p9b8YVwatwwA3Y0kTnafXuqjL018h9yTlTz040+MmwX4TR1W+fmCQkHootGcfvRVdAnpRGxaRNqWo+RZ6R34RDTGzByOtJ2EX/92hMx/kgtjl5N74SbHe84Ckxm1vyeRMW+StuUoks7AqYEvY87LR6iUhP32KunbT5B9/HKZaQh4YQK3R1nmhT+8Q07MIdt5YUIyiXPewquUeWHQkumkffTt/c0L/0P8b2pdeew+1f5jCCEEsA74RZKkekB9wBWo9FvL/S6oWfgCGCNJUjjQFCj/08GfQAihkiTpqCRJz1kudQbuJ+2fAjWEEN0sv18BPv9bFtQAVb1GmBPuYE5KAKMR/d4Y1K062AbSFp3EJRydiq7rdYULaMJBXenFleBeUdz4QbZoSz8eh4O7Mxp/T5swGn9PVG5OpFte7m78sIfgXlEA1BnelYvv/4ZZL0++CyyJTFodaYcvYcov+1TAwJ5R3Pxelp1hke1YTLajvycqVycyLLJvfr/HZrGs6SvDOPvqWpseXZ+aRWbsVSRjxSchqhs3xHj7DqZ4Oc+1W2Nw6mRbVXTHYpF08ud6/ZlzKP395BtGIxhk/YSDGhT3diCNsk4DzMnxSCkJYDJiOLwTh4j2toHyrctbU1iuiuBaGM/HAiBlZyLl5aCsXf+e5FsT2j2Ksz/JX98STlxB4+6CS7GyMObruWmx2DAbTCSduY5boHelnh9cSlmXVs8cipV1cAULo3fP3Cj88p514TZKjRqFuvRvQprmDTDcTMBwOxEMRrI27MIluq2tjvFJ6C9dQyo2MVLXrYlQKsnbL7/wSXn5SPm6SukO4BxWD/2NBAy3kpAMRu7+vhv37q1twhjuJJN/4XqJSZn+Wjz66wly+pLTMabdReVTzkuQFU7N66O/EY/hlkXnP3bj1tVWZ8OdZHQXr0MppzpqmoSi9PEkd+/xSutaGo5NG2C8FY/xTiIYjeRu3olzZ9t2ln/0ZGGe6k6dRxngd9/ynMJs9b67fjdu3drYhCnUu/gk2GBEsvRnCrUD4h7bNUDtHlFcsrSn5BNXcHR3wblYfS+4l5ecWeozWk4fROyH6zHpKj5Z9a9oX81fGcaZV9faDB3u9auRsvcsADlx8TjX8EPt51F4P6BXC+J/2A3A3WPl9+F3j8ly43/YTUBvWW7u5XhyrySU0MeUpyPz8EXM5ehevWcU13+UdU47Hofaowyd3ZxIs+h8/cc9VLeMXdbU6NeaG7/sL9Q5aa9s7apLy0J/NxfvsJAy09GwRxSx6+R03D4Rh8bNGVc/23QY8vVcOyA/02QwEX/2Ou6V7DtLpLVnFNd+lOtW6vErqD1ccCqmt5NF79Tj8sv0tR/3UsNS1m51Akk+KFt2Jew+Q40HWwIQ9EAzMs/fItNivaPPyCnsB10jQsm/noDuptx/pf26F6+erWxkevVsScoPOwBIW38A9w7NAPB8IJy88zfIO3cdAGNGDpjNmLV6svbLL9+SwUju6auog3wq1L977y6s+062CI89ehp3Dzf8AnxLhBs8dAAfvv25/HxJIiM90/I3uLq5ynnh5kpSYkqJuPdLi/BmeLi7/WXPC+oZxa17nCPdspojGS0WiABKZ8fCv6s/0o74P46gvSN/ANSnlm29VHyOlLctBk2xOZL+uNUc6azVHAlwaFAPhbcXukNHK6VzoJXOmeXo7ODqRKaVzoGl6qyhYHKYcfQyhrvyh6iMY3Fogspuf/+0zq4RoWivJxa2r9Rf9+Lds6VNGK9erUj+ficgty+Pjs0q9ex74U+Nm4CmaSgqX09y9pa/MF6AW0Qo2muJ5N9MRjIYSfllHz49bed8Pj1bkvT9LgBS1h/Eq0NTAMxaPZjkOYtCY/vOY86TTzYVDkqESlnu+5CmeX0MN+ML54XZG3bh2tVWZ+OdZHSXrpd4jrpuTfgT80I7/zvYF9X+e0QD+ZIkrQKQJMkETAVGCSGeFUKsE0JsEkJcFkK8UdoDhBA5lv87CyF2CiF+FEJcEEKssSzaIYSIEkLsEkIcE0JsFkIEWaL7AwkFsiVJOmcJ7yKE+FwIcVgIcUII0d9yXSmEeFMIcUYIcUoIMcly/boQwtfydwshxE7L3y8JIb4SQuwDvrKkcb0QojYwDpgqhIgVQnQUQlwTQjhY4rlb/7ZGkiTJEvdti+VbV2CpEOJJS3pjhRAfW9KqFEKstqT3tBBi6r0WkPD2xZRaZDZsTktB4VNysujYewAeK9biNHwceZ++U3hdWa8R7u+sxuPtVeR+tKxCKzUAp0Bv8uKLLKu0Cek4Bdke8+0U5IU2Pt02jOWFwK1OEL6tGxL9x8s8sG4+XmF1Kq1v8efmlyU7ofQwgT2jyE/IKNeEvyKU/r6Ykory3JScitKv7Jd5l359yD9w2Cq+H/5ff0Lg79+S/dW3lbdSA4SXL1K6VXmnpyC8Sr5UqKP74brkSzSPPkP+2g/kdN66ikNEW1AoEL6BKGvXR3j7V1p2cdwCvciyqgfZiem4BZR93LujuzOh3SK4se9spZ6vKaUOaYqVtaZYWRcPU2dUD7rGLCZy+RgcPFxKyAh+qBWZp68XLvAWR+Xvg9HqBcqYlIpDQMUvcQAOtathys4h6N0F1PzpfXynPw2Kyg+TqkAfDAmphb8NiWk4BFZOtjVOYfXk7To3Eist12gjNxVVJXVGCPznPE3ykk/vOZ3FUfr7lsh7pX/Jvq0A14d7o917uMz7FaEKsM1vY2LlyxpAFeRLnT/ep97e1aR+/OM9WakBuAR6kWPVnnIS0nEJLLs9Fce3aW1cg725GRNbqfB/tn0F9YxCm5DB3WJ96d2zNwnuI7/ceUXUxbm6r83LqGOQd+GLOcj9s2Oxl1XHIG/yrfvw+JJh7genQG9yrfI4Lz4d52J57BzoRZ6V7Lz4orGrAL/WDclPuUvONXnrVubZG1TrEYlQKnCp4Yd38xCcg8uuO+4B3ty1SkdWYjru5ZS1xt2ZBl0jubqvyJqjce+WPLtxEY99OBn3CvLGKdDLRu/c+HScislzKqa3dZi7l24XLizWeqg1LsGyPPc6gUiSRPTamfTZ/BqNn32wML460Ae9lUx9QhrqYum0CWMyY8rKQ+XthqZOMEgSDdcuoNnmNwl6dkAJnZTuznh1b8HdvafL1R0gIMifhDtF2+wS4pMIDLId+9wsC1vPz5nA7zHf8sHnS/H1k9P79hsrGDD4Qfaf3sKq7z7gpdmLK5RZVZTWrkubI+WXM242mv0oPY69R/WB7Qut1lzrBKH2dKH9uvk8sHkhNQZ3LDMNCj9fTMmVnyM59+2DrmCOJAQez43n7nuV3wqrCfImv9ictPgCmCbIu9i8MM0mTMPZj9Lt2PtUG9i+0GrNmhpPdCa5nL71n9bZMdAb/Z2i8UqfkI662PzAMdAbfbwljFX7AnCs6U/zLUtpsu4V3Fo3sokXunwCYVvfpPrUQRWm40+Nm0IQMGc0SYs+q1x45LFBZ1XWuoT0EgvrcpgivY3ZRXq7RYQStWsZUTve4vLMTwoX2VAoiNy2lLZnPiNz9ymyT5Rt7a0K8MWQYDU3uYc5krp2NczZOQS/O59a697Hb8boe5oX/pcw/4P//o38b9aK/zZNgGPWFyRJygJuIm/3DQceA5oBjwkhSt9zUUQEMAV5K2kdoL1lYeo9YJAkSVHA5xRZwi0HLgohfhZCjBVCaCzX5wExkiS1ArogL1q5AGOA2kC4JEnNgTWV0LEx8nbNIVY6Xgc+ApZLkhQuSdIeYCdQMGN8HFgnSVKpn8QlSToFbAa2A5OAusj51N5idWcChiLnXzVJkppKktQMKN0JzF+AbuMv3B3/BNovP8Zp8FOF102Xz5M1eQR3Z47DaeBQcFD/XUkoRKgUqD1diHnwRU69spY2Kyf97TIBlE5q6k/uz/lSJkx/F869uuHQqD7ZXxf5gjIlp5D85DMkDhyGS5+eKLwr/+JcWfQxv5Ez6ynyf/gUx75DATDs2Yg5PRXXFz/E6YlnMcadrdQi6l+BUCro+94Ejq3azN1bf91X/vK4unorm1tPYXvXOeQnZdLspaE2990aVKPp/CGcmPHnF4BKQyiVOEU1JfWNT7j56HM41AjE/eHuf4usslD5eVFj2fPcnvHOfW/zvRe8hj5Izq6jGBMrv1D8V+DSpyuOjetz94t/rm0Xx5iQytUHJxIX/Qyej3RF6eP5zwkXgnYvDOXAq2srDvsXoHRS02Byf86V0pdefO831B4uRG97nbqjenD3zHUk0791Wls6tQa05eYvBwp/X/12F3kJ6fTc9BqRrwwj9ehlJPNfo7NCqWDwuxM5tHozGZa+8+K24yzrMIUPe8/hyt7TPPLWuL9EVlkceP4T6g/vRu9Nr6Jy1RR+hBAqJf6t6rNv4odsHvAKNXq1ILBDkz8tT6iUuLVqRNzEtzk7YC7evVoXWrEBoFRQ78PnSfxsA7qblfdRWR4qlZLgaoEcPxxL3+jHOX7kFHNfmQZAv0d689M3v9GuWQ9GPjaBZSsWYvkm/J/k/OLv2RI1ids/7SNkVA9ALhOP5iEcfHIpB4Yspv7Uh3GpE/inZTn17Ia6YX2y18hzJJeB/cnffwhzSmoFMf9aLiz+nm1RE7nz0z5qj+ppc8+nfWNqDunC+de+KSP2vVHVOuuTMzjWYiyneszg+kurqf/BFJSu8i6WyxPe4WT085weMB/31o3wG/zA35YOryf/+flC9ok4jj3wPMd7zabGcw8jHC22EWYzx7vN4GDEWNwiQnEuw4XAn0YlzwtT3viUG4PleaHHw90qjmfnfw67T7X/PbZLknQXQAhxDqgF3Con/GFJkm5bwsciL4BlIm/t3GqZpCgpsk57RQixBugBPAEMQd6W2QPoJ4QocAigAWoC3YCPJEkyWuJXxlTgN0mStBUH41NgJvALMBJ4ptzQsh+63pIk7RRCTASigCMWHZ2AZOB3oI4Q4j3gD2BL8YcIIcYgLxayLLwew2sH2dyX0lNR+hZ9cVX4+GFOK3tg1u/djvPYkgZx5ts3kPK1KGuGYLpyscT9uiO6EzK0CwDpJ6/iHOxDwTDoFOSNNiHDJrw2IQOn4KKvgE5B3mgT0y330rmzQTZxz4i9imSWUPu4oU/LLjXNISO7U9siOyP2qs1zNWXJDioZxqVWAC41/YiOWVx4vfOWhezqvQBdyt1SZZeGKTkVZUBRniv9fTGllFwocmwZiduIoaSMn1q45dMac2oahqvXcAxvhjZmd6VkSxmpNtZlCm8/pIyyJySGQztwGjYZLYDZTP63RU7jXea9gznpdplxSyPiqW40f1wui8RTV3EP9uGO5Z5boDfZSRmlxuu5eDQZ1xI59vnmcp9fp5yydgryJr9YWecXK2vrMDqr7SnX18TQ9qsZNuHafP48RyetIPdG2Q5ijclp8iEDFlQBvhiSKjcBNCalortwRd4iAORsP4BTWEOyfio/DwrjJ6bhEFRkmeUQ6IPhHiafClcnan/+IolvfoU2tmSbLk+uykauL8ZK6uwU0QjnFk3weuJBFM4ahNoBc56WlDdXV1p+Aabk1BJ5b0ou2bdpWkfg8fQTJI6eVmo7qyzGJNv8VgVWvqxtnpOcTv6lGzi3bFLCIXNxmgzvRqMhcn1POXkVVyvrJtcgb3ITS29PxVG7avBqUJ1+388DwMnPg16fP8+mUctsDiv4q9qXS60AnGv60dXSlzoFeRO9ZSE7LH3psSkfF8bpeeQdvDs2pdm74wG4G3sFp2o+ZFrua4K80SXYDtW6YpYmmuCSYSpLvRHdqWvROS32Ki7BPhTUIudgb/KK5XFeYgbOVrKdg4vGLpA/ENTo05JNvYr8wEkmMydeKnKY3+23F8m+YmsZ2mpYd6IsZX3n5FU8rMraPdCbrDLKut+i0aRdS+TA55sKr2kzcwr/PvbtDnrMHlIiXv0R3QgtpnfBKOUS7I22mDxtMb2tw2TFJRAzZAkgbwWt1jUcgLyEdJIOXkSXLqcnPuYk3s1qo997BH1iGmorHdVBPuiLlWFBGH1CGigVKN2dMaZno09IJfvgOYzp8pwgM+Y4Ls3qkGWxSquzdDzaawkkfrq+1DwDGDb6MR4fJvtwOnXiLEHVAgrvBQUHkFjsQJOM9EzycrVsWr8dgA2/buHRJ2VflY8++TAjBsv198TRUzg6OuLt40Va6v3Vyb+akJHdqVVOuy5tjqQpY9y05va6fbRZM5OLS38iPz6N5IxsTHk6THk60g6ex6NJLTgTWyKeOSUVpX/l50ipzxbNkdRNG6MOa4bLwP4IJyeEgwopT0vWik9s4roM7E+nXv0ByIy9isaqrjkVs3SFgh0L1vNCnxJhAO6s20urNbO4tFQ+FMitUU3C3hrDoScWY8jIKRH+n9TZGl1iOupqReOVOsgbfbH5gS4xHXWwr9zurNoXgFEv65J76ir5NxLR1A0m9+QV9Ja+zpybT8q6vbiG1yPlh11lpuPPjJvOEQ1xbtkEr6GW+YKDA+a8fJKXri5b74R0HK3K2jHIW+4/SoQp0lvlVqR3AdrLdzDn5uPSsAY5J4u885iy8sjcdxbvLuHkXSj9ddaYlIpDkNXc5B7mSMbEVHQXrhbNC7cdQBPWEH4q8fr3n8d++mf52C3V/nucQ14MKsTieL8mYKTwjCdAtr6qaGG1tPACOGuxCAuXJKmZJEk9CgJJknRFkqQVyNsow4QQPpY4A63i1JQkqbyjtowU1U9NsXuV8NwNkiTtA2pbDjBQSpJUkVdNa6tTAXxhld4GkiS9JElSBhCGbAU3DnnhrrjclZIktZAkqUXxBTUA4+ULKIKqo/APBJUKdYdoDEeKnawTVK3wb4eotpgT5IUUhX8gKJTy334BKKvVxJxc+haxK6u3sq37XLZ1n0v8xqPUspj+e0eGYsjWkl/Mx09+cibGbC3ekaEA1BrckfhNstFj/KZj+LWXzc1d6wSicFCVuaAGcG3VVnZ0m8uObnNJ2HSUmo/Ksr0iQzFma9EVk61LzsSYo8XLIrvmox1J3HyMrAu32Nh0PFtaTmZLy8nkJ6Szs8e8e1pQA9Cfv4CqRjWUQXKeO3WPRrv7gE0Yh/qheM1+nrQZ8zFnFKVP6e8LjrI1oHBzRR3WFMON8tahbTFdu4jSvxrCNxCUKhxadcZwwvYsDUVAUXmrmrfGVLBwpnYEtVz9VY0jwWSyOeCgMpz4chtf9JnHF33mcXnLMZoMlP33BUXURZedR24pvp46TB+Eo5sT21+u+JS2q6u2EtNtLjGllHVZ9cxQrKzjN8v1zNpXUnDvlmRdkPPBwd2Ztl/P4OzCb0k/cqnc9OSfvohDrWBU1QLAQYV7nwfI3XGwQj3kuJdQurmitDi7dm4dhu5K5fM779RlHGsH41A9AOGgwqNvJ7K2VW57o3BQUeujeWSsiyk8EbSyaE9fQm2Ri4MK9wc7kb29cjrHT1tK3AMjuNJlJMlLPuPuz9vva0ENQHf2Iqqa1VAFy+3MpWdn8nbZtjN1g7r4zJ9C8pQXbNrZ/aA9dQl17WqFens81Imc7YcqFVcV6IOwtGuFuyvOLZqgv1rxgvXZL7bxY695/NhrHtc2H6O+pT35R9RFn51Xpu+04uiztXwRNp417aaypt1Ukk9cKbGgBn9d+8q6cIsNTcezueVkNrecjDYhnRhLX+rg7oxwkMeV2kO7kHrwAjc++oP9XWezv+tskjceJXhwJwA8okIxZOeV2Yd7RMlygwd3ImlT5XwNFefy6q1s6j6XTd3ncmfTUWoPknX2iQzFkFWGztlafCw61x7Ukdubiwz2Azs2JSsu3mYrmdJJjdJJ9j8V2KkpktFM1uU7Ns89/NVWVvSZy4o+c7mw5Sjhj8jpqB4RSn62lpwU23QAdJ02GEc3Zza+8pXNdWv/aw27R5FiOcXPmkurt7Gh+zw2dJ/H7U3HCBkk1y3fyLros/LQFtNba9HbN7IuACGDOnDLonfBYUIIQbPJ/bn8lbzwlLDzFF6NaqB0UiOUCvzbNuTuJVnvnNg4NCFBONbwRzio8OnfgYwtR2xkZmw5gt9geTHI56G2hYtmmTtjcW5UC4WTGpQK3Ns2LnTAXn3mEJRuztx44fMSOlvz1Wff8WDnx3iw82Ns2bCDRx7rC0B4i2ZkZ+WQklRygX775l206SBvXW73QGviLsr+5eJvJ9DuAdmfZd36IThq1P9vFtRAniPt7DaXnd3mkrjpKDWKteuK5kg1Hu1IgqWsXUKKrM8Ce0WREyfXrYTNx/Bp1QChVKB0UuMVGUp2sTpeQPE5knO3aPL3lJwjec4sOUfKeOl1kh4eQtIjT5D13kfkbdxa6uJS7k+/srvbHHZ3m2Ojs2dk2X2KIUeLp5XOiaXoHNCrRaHOTtV8aPn5VE5M/IDcq+W7T/gndLYmJzYOJ6v25du/A+mbbfvIjM1H8H+0MyC3r7t75dcWlY974ZZDx5oBaEKC0N1IkhegLNskhUqJd/co8i6WP2f5M+Pmneff5HLHkcQ9MIqkxZ9z9+ft5S6oAWTHxuFUJwhNTVlvvwHtSdtiq3falqMEPCpb2Pk91IZMy7Z5TU1/UFr0ru6LU2gw+bdScPBxR+nuDMi+1rw6NScvrvS6DfLczqFWMA6WeaFbnwfIian8vFDh5lI0L2wTZnPAgR07Bdgt1f57bAcWCyGekiTpSyGEEngLWA3klRuz8lwE/IQQbSVJOmDZDlpfkqSzQogHgQ0WP2X1kBfiMpG3Vk4SQkySJEkSQkRIknQC2AqMFULskCTJKITwtlirXUdeHNwIlH5cXUmygeKevb8E1gJlnyNeOtuBX4UQyyVJShZCeANuyAt6ekmSfhJCXAQqdza8NWYTeZ+8jduLb4JCgW77Bky3ruM0ZBTGuAsYjuxH0+cRVM2jwGREyskh991FAKgaNUfzyBNgMoJZIvfj5UjZFS8wJW6PJbBrOL0OLMOk1XN0apFVQretr7Ot+1wATsxZRYu3x6LUqEmMOUmi5cS4a9/spMXyMXTfsRizwciRyUV+JHoffhsHVycUahXBvVqwZ8hitBeLXk6TtsUS0DWc7geXY9TqOGFlEdFl2+vs6CbLPjn7cyILjk6POUnS9thydXL086Dz5tdQuTmBWaLuM73Y3mlm6YFNZjLffA/fd5cgFEpyf9+I8dp13MeMQH/+Evl79uMxaSzCWYP36/KJbqbEZNJmzEdVuxY+zxVt1clZ8z3GK9dKl1MaZjPaNe/hMm0xKBQY9mzCHH8DxwHDMV2/hDH2AOqu/S2LZkak3By0n8ruDoWbpxxPMiNlpJH3yZ/zC3M1JpY6XcJ4ZvdbGLV6Nk5fWXhv+IaFfNFnHq6B3rSbNIC0uDsM/0M+AfDEl1s59e3OCp+faCnrHgeXY9LqbKxfore9ToylrGNnf05UKWXddMEQPJrWAgnybqVwYobst6POqB64hgTQ8PmHafi8bImw7/HFYCrlJclkJuW1D6n+6UJQKMhatwV93A18Jg0j/8xlcnccxLFpfYLfW4DS3Q3XLq3xmTSMG33HgtlMytJPqL5qMQjIPxvH3R82Vj6DTWbiX/yIkC9fBoWCjB+2obt8E/+pQ9Gevkz2tsM4Na9HrY/movRwxa1rSwKmDOVyzwl4PNgBl1ZNUHq54TWoKwC3p79N/vlK1DWTmcSXV1Dj89cQSgWZP25BH3cT38lPkn/6Mjkxh9A0q0f1DxegdHfFtUtr/J57kqt9xldet0rqn774fQJWLAKFgpxfN2O4cgPP8cPRnbuEdtcBvKaOQeHshP9S+UQ2Y0IyyVNKnnRXWXmJL6+g5upXEQoFmT9uRXf5Jn5TnkR7+jI522W9a6yYj9LDFdfoVvhNHsrV3s/iWLcGAXOflrfYCkHap+vQXbpRsUwrbsbEUjM6jCF75fa0c1pRexq0aSE/9pKt0NrMfZzQAe1QOal58vC7XPhmJ0eXr7tndf9s+yoLt3rViHp3HEgSWRdvc/z5T7B2Ppqy7QS+XcPpdOgdTFodp636/3bbF7O/62wAzs36nGbvjkepUZOyPZZUi1z/3i1p/PoI1D7uRK2ZSfaZGxx9XB7THjjyHko3efwI6N2CI4+9ToaVxVj89liCuobz0H557DpkNXb12vo6myxj19E5q2htGbsSdpwkwTJ2AdTs35Ybv9i+LGt83On8zSwks4Q2MYMDk1ZQHpd2xFKvSzhTdi3DoNXz84yidIzf8Dor+szFPdCbByYNICXuDuP+kD1iHPpiC8e/20mbkT1p2C0Ss8mENjOXn6eX74vpzvZYgruG0X+/XLcOTC2qW322LmRDd7luHZ6zmnZvj0GpURO/4yTxFr1rD2hLgxHyFqWbG49y5VvZslp/N4/zH2+k94ZXQJK4E3OSO9tjCQUwmbk+71Marn0BoVSQ/O12tJduUX3G4+SevELGliMkf7Od0HcnE77vA4yZOVweL59MaLqbS8LHv9F0wxsgQWbMMTK3H0Md5EP1KYPRXr5Nsy3yaZmJqzaSsnZbufrv2LqHLt07sPPoerTafGZOKuoj/tgpL74BLHn5bZatWMgLC2eQlpbBzIlyuIUvvMWi5S8wetyTSJLEjAn32ceUwowXF3PkxCkyM7PoOuBJnh09jIF9e1YcsQwK5kjdLO3aeo7Uedvr7LS061OzPyfCql0nW9pX43mP4xoaJNfl26mcnCmPmzmX40necYouOxYjmSVurNlB9oXbUNp5HCYzmW+9h+/bS0ChJHe9PEdye2YEhvOXyN+7H/eJljnSQsscKSmZ9JklTwGuDMnbTuDfNZzog29j0uqItdK507ZF7O42B4DTs1cRbtE5OSa2UOdG8x7HJTQYzBJ5t1M4bdG53vOP4ODlSrPFowDZInVPz3mlJ+If1hmTmatzP6XxNwsQSgVJ38agvXSLGjMeJ+dkHBlbjpL0zXbqvfccEfvfx5iZw6VxywFwb9OYmjMeRzIYkSSJq7NWYszMQeHkKD9PpZLH/j2nSPq6/Lb1Z8bN+9U7bu5nNP1mHkKpIPGbHeRdvE2tmY+RHXuF9C1HSVwbQ8P3J9HywHsYMnO4MNaid6uGNJk0AMlgQjKbiZv9Kcb0bFwa1aTBuxNBqUAoBCm/HSB9azkHLZnMJL+6guqfvQYKJXd/kudI8rzwErk7DqFpWp/g94vmSMaJT3K97zh5XvjGp9RYvahwXpj5w6ayZf2HsduplY+Q/gGfLXb+WSx+0j4EGiJbe20ApiNvxWwhSdJES7j1wJuW7Y7XLfdShRA5kiS5Wiy8pkuS9JAl/PvAUUmSVgshwoF3AQ/kxdm3JUn6RAjxLRCJvIBnBOZJkrRZCOEEvI18OqcCuCZJ0kNCCBXwBtALMACfSJL0vhCiI/AZkIVsFdZCkqTOQoiXgBxJkt60pKkwjUKI+sCPyNZmkyRJ2iOECASuAUGSJGVWkG+1gfWSJDW1/H4MmGNJrwGYAGiR/agVWNHNkSSpzLfu9IcfqLIGFnOwelWJRlWF/UqLWpVz7v534Na4aox/P475835S7pdQXdX5XmrqVXWWB7r8Emee/GOoVP+MX73iOLnc/1bNP0te9t/vO7Isduv/eh+KlcXfUDXty7mUU2L/KTKUyiqTfb7qqhn19VXn8yv0L/vmem8M0V2pErkAly7+XGWyNzS9z4WZv4AWIVU3Rzp+LaDiQH8DkSF/jR+/++HG9aobPzyd86tMdmquc5XIDfAse8vv302DCxv/u44bgam1H//HXu6WX//2X5eXdku1/yCSJN0C+pZya7XlX0G4h6z+rm31t6vl/53IC1oF1yda/R0LdCpF9uNlpEkLjC3luhF43vLP+voeoH4p4V8q9rswjZIkXQKaF4vSAfixogU1S/zryL7iCn5/B3xXStDIip5lx44dO3bs2LFjx44dO3bs2PlvY19Us/OfxXKYQG+gT1WnxY4dO3bs2LFjx44dO3bs2Pm38d86E/yvx76oZuc/iyRJk4pfE0J8ALQvdvkdSZJW/TOpsmPHjh07duzYsWPHjh07duz8F7Avqtn5n0KSpAlVnQY7duzYsWPHjh07duzYsWPn34BkP6qgXKrGq7YdO3bs2LFjx44dO3bs2LFjx44dO/9i7JZqduzYsWPHjh07duzYsWPHjh07dkpg96lWPvZFNTt2/kbmn6ia48MBHqgyydDMM6PKZGemVM0x3gCfx3hUidzx9W9ViVyAG+er7rj4LTm+VSbbsQqt4PNMVSP3ssFQNYKBVgaHKpPdt2Z8lcneeSO4SuQ6mqqugrcLTKoy2T+kVd340cZUdbJThGOVyI3tU3V9+Iam86tMdp8zr1WZ7Nr1+laZ7LO9qqZf2RcTWCVyATr0Saky2ds3+leZ7G4PVo3eWzZUnc4Nqkyynf8P2BfV7NixY8eOHTt27NixY8eOHTt27JTAbPepVi52n2p27NixY8eOHTt27NixY8eOHTt27Nwjdks1O3bs2LFjx44dO3bs2LFjx44dOyWw26mVj31RzY6dKmTwiyNp0iUCg1bHl9M/5NbZayXCTPhiLh7+niiUSq4cucC3Cz5FMhd1bV2ffoiB859iRsRocjOyy5QV8epTBHUNw6TVc3jKx2Scvl4ijFfz2rR6exxKjQMJ209yYsGXALT9aBJudYMAUHs4o7+bx5bucwvjOVfzodeuNzj75k9c/GhDmWlw7hBFwLxxoFBw98dNpH/yg819pxZN8Z8zFscGIcRPW0zO5r2F91RBfgS+NgVVoC9IcHvsAox3ksuUVRzXTpEEvTAGFAoyvt9C6kc/2qatZROCFjyDpmEItya/QdbGfQA4BPtR86N5oFAgVErSvlxPxtqNlZZbQM+XnqJelzAMWj2/Tv+YxDPXbe6rNGoGr3gOr5oBmM1mLm87zvYl39mEadi7JY9+NIVPHppPwumSdaU4Di1a4frsJIRCgXbjH2i/W2tz32ngo2h6PwgmE+a7mWS/uQRzsuzPyOXpsahbtQEgb82X6HbtqFCee+cIar78NCgVpH6zlcQP1tncF2oVIW9Pwbl5XYwZ2Vwd/yb628kIlZJaSyfg3KwuQqkg7cedJH7wE8LRgYY/LUSoHRBKJRkb9hP/1rcVpgOg48vDqBUdjlGrY/vzK0kplt8AbWYOpsHADjh6uLCy4dM290Ifak2rqY8gSRJp52+yZdKHlZIL0PaVYdSwyN41dSVppchuMXMw9QbJslc3KJLd6MloGo/ojmQyY8jNZ8+sz8i8XDmfXg+8PIzaXWS5W6aVrnPbGYNpZNF5RaMiuZ1eGEr1to0BUDmpcfZx56NmYyut86AXR9CkSwR6rY6vpq/gdil92bNfzMHd3wulUsGVIxf4bsFnSGaJB59/lObdWyBJEtmpd/l6+gruJt+fX8aWrwyjWnQ4Jq2OfVNXkl5KHoTPGkzdQR1Qe7jwTf2nSz6kkji2aYnHlIkIpYLc3zaQ89U3NvddHx+Ec78+YDJhyrxL5sKlmBKL/IUJZ2cCvlmFdvc+7r71bqVkRr0q62fU6jgwdWWp/bh3s9q0fXssSo2aOzGxHFvwFQBeTWrSavEoFBoHJKOJI3NWkxZ7tSheWB16/v4ie8e/T/ZvB22e2XjhcPy7hmPS6jn53AqySpHr3jyEsHfHodSoSd4ey7l5XwAQ2Lc19acPwrV+MPt6LeDuSVmmcFDSbOnTeITXAbPE2flfkL7/fJm6a9q1xHv6s6BUkPPzRrJW2/YFbkMH4vqwJb8zMkl7+U1MCfIY4f/+IhybNSI/9gwpk+/Pl9bol54hsksLdFod709/m6tnrpYZds6n8wioGciUHpMAeGzKELoN6UFW2l0A1iz9iuM7jpUrr/HC4fh1jcCk1XGq3Dwfj0KjJmX7CZs8rzd9EK71q7G/1/zCPAdwa1yTpkufRuXqBJLEvp7zMOmNhfebvDacAEtZx05ewd1S5Ho0DyH8Hbmsk7bHcna+LLfRC08Q2D0Ss8FE7vUkYqd8hDErT5bbqCbNl47Gwc0ZyWxmT6+yy0HVrCWaYRNAocCwcwO69bZlrY5+CHW3/mA2I+Vr0X6+HHP8DRzadcWxz6OF4RQ16pCzYBzmm1fKzWuAZq89VVjHT0z+qEy9I98Zi8JSx0/Pl+dIDWcOJrBXFJjN6FKzODH5I/KTMgHwadeIZq8MQzio0Kdns+/hVytMS2nMf30Zu/cdxtvLk1++/ui+nlERryyeQ3T3Tmi1WqY+O48zp2zbo4urMz9v+Krwd1BwAOu+X8+LcxfTul0UL78+m0ZN6vPs6Bn88duWSslUhbXE6amJoFCi3/EHut9s+1F1t744dh9QWNZ5n76F+c4NFL4BuL31BeZ42aesMe4c2s+WV0rmn+nPGr7wBAE95Dqedz2Jk5PlOu4RUZdmb8rjiRCCS0t/JGnj0bL1btoSzRPPynV890Z0G4rV8c4Poe7aH8wmpPx8tF8swxx/E5QqnIZPQRnSAMxmtGs/xHTxZKX0bv7aUwRa9D42+SMyS9Hbs3kIUe/I40fi9lhOWep4o+kDqT20C7q0LADOLvqepO2xeEXUJWLpaCyKc+HNn4gvR29l0xZohjyLEAr0ezai32g7z3V44CHU0f3k8tZpyf9iOeYEWW/NU1NQ1q4Pkpn8bz7EdPFUhTqHWd59jFo9R6d8XIbOtWlp9e5z0vLu03jaI4QM7YIuTX63OrPoOxJjTiJUSqLeehqvZiEIlYIbP+zl4nu/VZgWO/9t7Itq/yKEECbgNOAAGIEvgeWSJN3zgRxCiBbAU5IkPXcfcXcCQUA+kAOMkiTpYiXjegJPSJJU+TdU2/gDgEuSJJ2z/H4F2C1J0rb7eV4pzx8BfA6ES5J0ynLtDPCQJEnX/woZBTTpHIF/SCAvdX6O2hH1eHzh0ywdMK9EuM8mLCc/RwvAMyumEflgW479vh8AryAfGnVqTtrt8h2CBkWH4VYnkA3tpuETGUrU4pFse/DFEuGiFo/i6PRPSTseR6c1MwmMDiMx5iQHxr1XGCb8xaHoLZPkwmsvPUliTAWDukJBwAsTuD1qLoakVGr98A45MYfQX7lZGMSQkEzinLfwGjWwpA5LppP20bfk7T+BcNaA+R6+mSgUBL88nmtPzceYmEadX5aTve0QurgiB/+G+BRuz3wb36cfsYlqTMng6qDpSHojCmcNoZs+IHvbIYzJ6ZUWH9olDJ+QQN5/YBrVIkJ58LWRfDagZP4fWLmB6wfOoXBQ8tTauYR2DiNup5yvahcNrUf24vbxuErr7DZpCpmzpmFOTcHr/Y/RH9iH6eaNIt3iLpMxYQzodGge6o/LM+PIXvgy6lZtUIXWJ2Pc06B2wPPNd9AfOYSUl1euvJqvjeXSEy9iSEij0R9LydxymPzLtwuD+D7eHePdHM50GI9Xvw5Un/sUV599E6+H2qNQO3Cu22QUGjVNdrxP+q970N9O5uKjL2DOy0eolDT4eRF3dxwn9/ilclWv1SUMz5BAvu44jYCIujzw+gh+7PdSiXDXth7n1OqtPLn7TZvrHrUDiJrQl58eeRnd3TycfNwrl+dAjegwPEIC+b7DNPwj69Jh0Qh+7VtS9s1txzm7eiuP7bGVHffLAc5/HQNAze6RtHnxSTY9+UaFcmt3CcOzdiBfdJpGYERdoheO4Lv+pei87Tgnv9jK8F22cne/sqbw77AR3fFrUrtiZS007hyOX0ggL3eebOnLRvPmgJIvzJ9PeLuwL3t6xfOFfdn2lb/zx7LvAXhgRC96Tx7It/M+rbT8AqpFh+EeEsgvHabhG1mX1otGsLGUvL+99TgXV21lwN43Sz6ksigUeE6bTOrkGZiSU/D/fAX5e/ZjvF7UvvSX4sgdOR5Jp8Pl4X64TxhDxoKiF2r3MSPRxVb8UlBAsEW/39pPwyeyLq0WjWDzQyX1a7l4JAdnfEra8St0+XoGwV2aE7/jFBHzh3B62Trid5wiODqMiPlD2DZoIQBCIYiY9xgJu06XeJ5f13BcQgLZ2WYqnlGhNH1jNPt7LygRrtkbozg97RMyj8XRcu0s/KLDSIk5Sc6FWxwbtYxmS20XMGs+GQ3Ans6zUPu602rtLPb2LGOhRaHAe9Ykkp+dhTEphaCvP0C7az+Ga0Xjh/5iHIlPPouUr8N1UF+8Jo8hdbbsED7ry+8RGkdcBz5UqbwuTmSXKIJCgpnwwFjqRzRgzGvjmT1gRqlhW/dqizYvv8T19Z/9yq8rf6mUPL+u4TiHBLGrzRRLnj/N/t4l86bpG6M5PW0lmcfiaLF2Nn7R4aTExJJ94RbHRy2j6dJnbMILpYKwDyZwcsIHZJ+7iYOXK2ZD0YKaf9dwXOsEEtN2Kp6RoTRbMpq9fUop6yWjODntEzKPx9F67Sz8o8NIjjlJ6q7TXFj4LZLJTKP5Q6j3XH/Ov/YNQqkg8oMJnJj4AVmlyLVNpALN8OfIXTITKT0F11c+xHD8AOZ4q7a1PwZ9zHoAVBFt0QwdR97SORj2b8ewfzsAiuohOE95pVILav5dw3GpE8j2ts/jFRlK2JJR7O7zQolwYUtGETvtUzKOx9Fm7cxCveM+XM+FN+SPhHVG96T+849watbnqNydCVs8kgNDlqC9k4bat/JjSXEG9OnOEwP7MffVP9FvlUN0946E1K1Fh6jeRLZozqK3XqBv9yE2YXJz8ujRqWh+tnHH92xYvxWAO7cSmDphHuMmjqi8UKHAaeRkcl+fgTktBbeFH2E4th/zHauy3rcd/bbfAVBFtcNp2LPkLp4FgDkpnuw5z5T66LL4s/1Z6q7TXLTU8YbzhxD6XH8uvPYN2Rdusa/HPCSTGUd/TzruWEzyluNl6q0ZNoncN2fJdfyFDzDE7pcXzQr0PhiDfqeljoe3RfP4ePKWzUH9QB8AchY8g3DzxOX518l5ZQJI5c+JAyxte4uljocvGcXOUup4+JJRHLfU8XZrZxIQHUaSZX4ft3Ijl1f8YRM+68ItdvScj2Qyo/H3JDpmEQnl6O00dBK5b81CykjFZcH7GGMPyItmFgyHYjDssugd1hbNY+PIe3suDp1kvXNfHINw88R5ykJyX5tYrt6BlnefTe2m4R0ZSuTikcSU8u4TuXgUx6Z/SvrxODpYvfsAXF65kUvFjAWq922NUu3A1ujZKJ3U9Nj1Brd+3l9mOv4r2H2qlY/dp9q/C60kSeGSJDUBugO9gZK9QyWQJOno/SyoWTFUkqQw4AtgafGbQghlGfE8gWf/hNwBQOOCH5IkvfBXLahZcRsoubr1F9O8RwsOrdsNwPUTl3F2c8Hdz7NEuIKXUIVKicpBZTOADFwwnJ8XraEio9xqvaK4/sMeANKOx+Hg7ozG31aWxt8TBzcn0iyLNtd/2EP1XlElnlWjb2tu/lI0eFTrFUXuzWTuXrxdIqzN85vXx3AzHsPtRDAYyd6wC9eubWzCGO8ko7t0vcQgqa5bE5RK8vafAEDKy0fK15UrzxqnsProbiRguJWEZDByd/1u3LrbyjbcSUZ34TqYbdeoJYMRyfIVX6gdQCEqLbeABt2jOPmTnP93TsTh6O6Ma7H8N+bruX7gHABmg4mEM9dxC/QuvN952iD2f/Q7Rp2+UjJVDRphir+DOTEBjEbyd8agbtfBJozh5AnQyfloPH8OpZ8fAMpatTGcPglmE+TnY7x6BXWL1uXKcwmvh+56Avqbch6n/7oXzx62cTx7tCLtB9niLeOP/bh1aC7fkCQUzhpQKhAaRySDAVOOvIBntrycCpUSoVJWOHEECOkRxYWfZCvHpBNXcHR3wblYfhfcy0vOLHG9yRNdOP3FNnR35TRoLV9mK0OtHlFc/lGWnXz8Cmp3F5xKkZ18/AraUmQbLO0dwMHZsVL6AtTpEcV5i86J5eicWIbO1tTv15ZLvx2olFyA5j1actiqL3OqRF+mdFAhWXTLt9LZ0VlTeP1eqdEziiuWvE89fgW1R+l5n1pG3t8L6sYNMd6+gylebl9522LQdGpnE0Z/PBbJ0r70Z8+h9PcrvOfQoB4Kby90h8r+ol+c6j2juGrRL82iX9n9uLyQcPXHvVTv1QIASZJwcHOS5bs7o00qsgasP6oHtzYcIT+1ZF0P6BXFHcv4kXlMHj8ci8l19PdE5epE5jF5/Ljzwx4Cestycy7Hk3slocRzXetXJ23vWQD0qVkYsvJkq7VSUDdtgPF2PMY7cn7nbt6JU+f2NmF0R08Wjgu60+dR+hedLJl/+ATmXC33S6vurdn5k9x3XTpxERd3F7z8S558rHHW0O/p/vz43vf3LQsgoFcL7vwgt6nMY3GoKpXnuwvzPLeMPPft3JzsczfJPie/xBoycmw+UAX2jOLW95ayPl52WTu4OpFpmSvc+n4PgZY6lrLrNJJJHkMzjl1GEySPYX6dm5N17iZZZci1Rlm3IeakO0gpCWAyYji4A4co27ZFftEHHuGoKXUK5NA2GsPBii2sAYKs9M4oR2+VqxMZVnoHWfQ2WvVhSueik1SrP9KO+D+OoL2TBsj1/H5pEd4MD3e3+45fET37RPPjt7K1zfGjp/DwcMM/oOzTWevUrYWvnzeH9ssWl7dvxXP+7CXM9/DBUxnaEHNiPOZkuaz1B2JwaGHbrtEWL+s/92L/Z/uz1OJ1PFiu42atvvC6QuNQ7rRcWacB5uT4ojp+eCcOEcX0LlHH5QcqgmthPB8LgJSdiZSXI1tvVUBwzyhuFqvjpY4fVnX85vd7CLbU8bIw3Y/eqYmFeqsiym7bOGooeKAyuBamC7GARW9tLooK9A7uFcUNS1mnl6Ozys2JdIvON37YQ3Ap7z42SBJKZ0eEUoFSo8asN9rM3ez8b2JfVPuXIklSMjAGmChklEKIpUKII0KIU0KIsQBCiG+FEA8WxBNCrBZCDBJCdBZCrLdccxVCrBJCnLbEHWi53kMIcUAIcVwI8YMQwrWUpOwGQi3hc4QQbwkhTgJthRDPCyHOWP5NsYRfDNQVQsQKIZZa4s2wSvfLVml9ynLtpBDiKyFEO6AfsNQSv26BPpbwXYUQJyx6fC6EfEa8EOK6EOJlix6nhRANK8je9UATIUSJ05GFEEMszzgjhFhSwXPKxTPAm4z41MLfGYlpeFotolgz8cu5vHHsE/JztRzfIG/Lad69BXeT0rlz/kapcaxxCvQmLz6t8Lc2IR2nINsXAqcgL/Lii6yv8hLScSqWHr82DclPvUvONXkLk8rZkYYT+nL2LdttfqWhCvDFkFBkUWdMTEUV4FNhPAB17WqYs3MIfnc+tda9j9+M0aCofPflEOhjKzshFYdKygZwCPIldMN7NNi3itSPf7onKzUAt0BvsqzyPzsxHbeAki9kBTi6O1O/WyTX9p0BILBpbTyCfbgcE1tpmQpfX0wpRdtjzakpKH3LniBrevdBf/gQAMarcahbtgJHR4S7B+rwCBRWCwKloQ7yRp9QVJ/1iWmog2zrjzrQKozJjCkrD5WXGxl/7Mecl0/Y8VU0P/wJiR//iikzx6KIgsablxN28guy9pwk98TlCnV3DfQixyq/cxLScQ0sO7+L41knEM86gQxc9wKDfn2Jmp2bVzquSzHZuQnpuNyDbIDGw7vx2N63aDXvcfa/8GWl4rgGepGTYKVz4r3pXIBbNR88avpza9/ZSsfxDPAiw0rnzHL6sglfzmXxsZXocrWc2FC0xbDv9Md4df8HtOjfodBq7V5xDvSy6efyEtJxvo88qAwKP19MyUXty5ScWrgoXWra+vZBd+Cw/EMIPJ4bz9337m0LVwn94kvq5xzoRV5Ceqlhjr3wNRELhjDg6DtELhhC7OvythunQC9q9G7BpS+2lypXE+RduCgAkJ+QXrhYYh0m30quNj6tRJjiZJ27QUDPKIRSgVNNPzyah+AUXHq/rPLzxZhond8pKP3L7sNdB/Qif9+RcuXfC96BPqTGF40haYlpeJcyhgyZNpTfPvkFnbbkR5/eTz3Isk3vMmHpc7i4u5QrTxPkTf495nl+fMkwxXGpGwQStPx2Du23LqLOhL4ln1lsrlCaXK213ITSy7rGkM4kW6w9XOoEgSTR+pvZdNryOnWLybVGePkipRfltTk9BeFVcuxSd+uP65tfoXl8DPlfvV/ivkPrzhgOxpQpx1YnL7RW85+y5kg2dTwhHY1VmEazH6XHsfeoPrB9odWaa50g1J4utF83nwc2L6TG4I6VSk9VEBjkT/ydxMLfCfFJBAYFlBm+3yN9+G3dpj8lU+HliznNap6SloKitLLuPgC3t7/G6YmxaL8o2jmh8AvEddFKXF94G2WDZpWS+Vf2ZzWe6EzK9qJdGp6Rdem0aymddr7B6RmfFi42FUeu41Z6p6cgvEr2J+rofrgu+RLNo8+Qv/YDAEy3ruIQ0VZ2SeIbiLJ2fYS3fyX0LlnHNcXquCbIy6ZtFw9TZ1QPusYsJnL5GBw8ivowr4i6dNv1Bt12LCF25mdl6+3pi9mqbUsZqSg8S5a3Q5d+uC76As3gp8lf+6FF7yuowq30rlUPhXf589LKvvuUaPtW85e6o3rQbfsiopY9g4OHMwC31x/GlKfjoZMf0OfoO1z66A8MmbnlpuW/gPkf/PdvxL6o9i9GkqSrgBLwB0YDdyVJagm0BJ4RQoQA3wGPAggh1EBX4I9ij1pgidtMkqTmQIwQwheYD3STJCkSOAo8X0oy+iJvSQVwAQ5ZLNi0wEigNdDGkp4IYDZwxWJxN0MI0QOoB7QCwoEoIUQnIUQTi/xoy/MmS5K0H/gNmGGJX2jTL4TQAKuBxyRJaoa8tXm8VTpTLXqsAKZXkLVm4A1grvVFIUQwsASItqS1pWU76t/O+0+9zuxWY1GpHWjQrikOGjU9JzzM78u+qzjyX0jNAW25+XORBUuT6QO5tHIjxrzKW43dFyolTlFNSXnjU24Mfg6HGoF4PNzt75VphSEhlbg+k7jUZQyej3RF6ev5t8kSSgUD35vI4VWbybyVAkLQY/5Qtry2puLI94lj1+6o6jcg7wfZp4fh2FH0hw/i9c4HuM99AcO5s1DGJOmvwCW8HpLZzKmoUZxuO5bAMf1R17RM5s1mzvWcyqmWT+MSXg9Ng5p/WzoKUCiVeIQE8vOjC9k88QO6LBmN2t35b5dbwLkvtvFdh2kcfv1bIp4b8I/JBdlK7fIfh238Nv6VfPDU68xtNa6wLyvg9ze/Y0G7CRz9dS+dhvf6W2RXFU49u6FuWJ/sNXJ/7TKwP/n7D2FOSa0g5l9LveFdOfbiGn5pMZljL62h9TJ521TUy09yYuG3f9oC5F65vXYn2oR02m9ZSONXnyLjyCUk85/vZ1z6dMWxcQPufvnnrMXuldqNQwisFcihzQdL3Nv09Uae7TSWab0nk5GczogFo//RtBUglEq8Wjcg9tn3OdDvRQL6tMSnY9OKI94j9SYPQDKauWOxnhUqBd6tG3Biwgfs6/8Sgb1b4NuhyZ+Sod/2KznTh5H/3Sc49n/S5p6ybkPQ52O+ff1PybgXzi/+ni1Rk7j90z5CRvUAZAtrj+YhHHxyKQeGLKb+1IdxqRP4j6Xp76T/I7355aeyfej+lei3/kL2lCfRrl2J5uFhAJgz08ma9Dg5c8ag/epDXCbNB6d/bpwOnWJbxwEyj19h9wMz2NdzHqGT+6NwdPhTMvQxv5Ez6ynyf/gUx75DATDs2Yg5PRXXFz/E6YlnMcadlXcV/M1cXb2Vza2nsL3rHPKTMmn20tDCexknrrDtgZns6DWf+s/9eb0NO34jZ85w8n/8FPVDT8jX9m7CnJ6Cy4IP0Tw+HmPcuRI7S/5qrnyxjY1tprKt21zykzNp/qKss3dEXSSzmfXhE9nYair1x/bBpWb5C3x2/vvYfar9d+gBNC+w2gI8kBerNgLvWKy2eiH7H9MKYbOFrRvweMEPSZIyhBAPIW+z3GcJqwas9wOtEUJogevAJMs1E/CT5e8OwM+SJOUCCCHWAR2RF8WKp7sHcMLy29WS7jDgB0mSUi1pqsg0qAFwTZKkAmdLXwATgLctvwtMqY4Btk6zSmctMM+yMFlAS2CnJEkpFp3WAJ2AX6wjCiHGIFsR8oB3FI3dirazdBrWk/ZDugJw4+QVvIJ9AdkdnVegD5mJZatp1Bk4tfUIzbu3JCslE9/q/szbKO+89Qz0Yc76JbwxYA5ZKbIj5NAR3akztAsA6Sev4mxlAeAU5I02wdYRuDYhA+fgoq8zzkHeaK3SI5QKqvdpyRYrnzc+kXWp8VArwhYMwcHdGcksYdIZYF3JxT5jUioOQUWDjirQF2NSWolwpeqemIruwlV56yiQs+0AmrCG8FPlHOEaEtNsZQf5YqikbJt0JKeju3QDl5ZNCg8yKIsWT3Un8nE5/+NPXcXdKv/dAr3JTsooNd5Di0eTdi2RQ5/LX4AdXTX4N6jB8G/lfHf18+Dxz6bx7ei3yj2swJyaitKv6OulwtcPU2rJl3iHiCicnxhG5rTnwGAovJ639mvy1n4tp3fOAkx3bpWIa40+IR11UNEXR3WgD/oE2/qsT5TDGBLSQKlA6e6MMSMb7wGduLvzBJLRhDHtLjlHzuPSPBT9zSKn7qasXLL3n8ajcwT5F29SnGbDu9F4iJzfySev4mqV365B3uQkVt7xfU5COkmxVzAbTWTfSiHzaiKeIYEkWzn7tqbx8G40fEKWnWKRXZBylyBvcu9BtjVXfj1Ih9dHsquM+82f6kZTi85Jp67iGmSlc+C96VxA/b5t2LngiwrDdRrWg3Y2fVmRbM9K9WVHada9BRf22vrwOvLLHsavmsOG5T+UEduWBsO7Uc/Sz6XF2vZzzkHe5N1n3leEOSUVpX9R+1L6+2JKKenb0rFlJG4jhpL67NTC9qVu2hh1WDNcBvZHODkhHFRIeVqyVnxSIn79Ed2oW9CPF9cvuKR+eYkZOFtZVFiHqTO4Y+GhBTd/P0Qbi1Ntn7AQOqyYKKfX241qXcNI6tQUz4i6ANyNvYpTNR8KJBW34oCS1h5OwT4lwhRHMpk5/0KR0/N2618m90oCpb2aGFNSUQVa57cfpuSSfbimVSQeo58g8elpNv3Z/dDrqT50f1xeHIk7dRnfYD9AdtzuE+hDerExpEFkQ+o2D+WjvZ+gVClx9/HglW8X8sLj87ibmlkYbus3W5j3eUkfTrVG9qCGxc9cZuwVNNWKyroyea4JLhmmOPkJaaQfOI8hXXa8nbItllqjetDwpSctcq+iKTZXKE2uk7XcINuyrv5YJ/y7R3Bw8MKiOPHppB28gN4iN3l7LB7NQ+Byye2ZUkYqwsoCReHth5RR9gK04eAOnEZMxnrzlUObLhgOlL/1M2Rkd2pZ2lZG7FWcrOY/Zc2RbOp4kDf5CSX7l9vr9tFmzUwuLv2J/Pg0kjOyMeXpMOXpSDt4Ho8mtcpN1z/J8KeHMPQp+bUh9vgZgqsVLfgFBQeQmJBUarzGTRugUik5ffLcn5JvzkhF4WM1T/Hxw1xeWR+IwXn0FPmH0YCUI7dx07VLmJPiUQZVx3S1pM/VWiO7F7atv6I/K6zjgxZSGjmX4zHm6nBrWAMoedCQXMet9Pb2Q8ooe05qOLQDp2GWOm42k//tisJ7LvPewZxUuvuVOiO7U7ucOl68/uYnZNi0beswOquty9fXxND2q5I+JbMvx2PMzce9YfXS9c5MtbEuE16+mDPLLm/j4Z04PTmZfJbKh4B89xEFn/Cd57yNObGk3nVHdCek2LtPQc6W1a5LtH3L/MVa52tf76D9V7JNRo2H25G44xSS0YQuLYvUI5fwCivddcF/CcnuU61c7JZq/2KEEHWQF7KSAQFMslhwhUuSFCJJ0hZJkvKBnUBP4DFky7VKPR7YavW8xpIkWX9aHWq5PkCSpIK37XxJku71c4kAFlnJCZUk6bN7fEZlKOiHTVRiMVmSJCPwFjDrXgVJkrRSkqQWkiS1sF5QA9j91WYW9ZnJoj4zObXlMK0f6QRA7Yh6aLPzyErJtAnv6OxY6JtIoVTQNDqSpCt3iL94i1ktnmFBh4ks6DCRzMQ0Fj00q3BBDSBu9Va2dJ/Llu5zubPxKLUt2w58IkMxZGvJL+ZTKD85E0O2Fp/IUDlNgztyZ1PR6WQBnZqSFRdvYxoeM+BV1reawvpWU7j0ySbOv/srcau2lpov+acv4VArGIdqAeCgwq3PA+TElPyiX1ZchZsLSi8PAJzbhNkccFAR2lOXcKwdjEP1AISDCo+HOpG97VCl4qoCfRCOagAU7i44t2iM7mr5/uMAjn65lZV95rKyz1wubjlK2EA5/6tFhKLL1pJTik+nLtMHo3FzZvPLRS+aumwtb0aM490OU3i3wxRun4ircEENwHjxAspq1VEEBoJKhaZzNPoDtguBqrr1cJsyjawX5iBlWqVHoUC4yQ6VlSF1UIXUQX+0fN9PuScvowkJQl3DH+Ggwrt/BzK3HrYJk7n1MD6D5cmO14PtyN4nL6jo41Nwbydv3VA4OeIS2YD8K7dRebujtGyTEho17h3DyY+7U6r8019s47te8/iu1zyubj5Gw4Gy/7iAiLros/Mq9CNmzdUtx6jWphEAGi9XPOsEknWj7JNmz32xjXU957Gu5zyubzpGvUGybP9IWfa9+O9yDynablOzazh3ryWWGfbUl9tY23sea3vP48rmYzSy6BwYURfdPeoM4FU3CI2HCwnHKt5iu/urLSzuM4vFfWZxassRWlXQl6mL9WVNoiNIuiJPuv1qF73INe/ekqQrpZdxaVz8Yhvre8xjfY953Nx8jLqWvPeNrIsh697y/l7Qn7+AqkY1lEFy+3LuFk3+Hls/dA71Q/Gc+TxpM+ZjzihKR8ZLr5P08BCSHnmCrPc+Im/j1lIX1AAurd7Gxu7z2Nh9Hrc2HaOORT+fyLros/LK6cflBbE6gzpwe7Pcj2uTMvBvK9frgA5NyLLUrV/bPM+vrafya+up3Fx/mMNzVnNm+qfs7TqHvV3nkLTxKNUs44dnVCjG7Dx0xeTqkjMx5mjxjJLHj2qDO5JkNX6UhsJJXeh/yrdTM8xGEzmXSi97/dmLqGpUQxUs57dLz85od9k6hnZoEIr3vCkkT3nBJr/vl01fbmBanylM6zOFw1sO0Xmg3HfVj2hAXnYeGcVOqN389UaebjWScR2eYe6g2SRci+eFx2X3rNb+11r3bMPNiyXdNtxYtYW9XWezt+tsS57Lbaryed6JpE3l99MpO07h1qgmCic1QqnAu10jbq3Zwe5uc9jdbQ6Jm45S41FLWUeGYihDriFHi6dlrlDj0Y4kWuqYX5cwQif05cjwNzFpi/x/puw8hXvDGigtcn3aNiK7jLI2Xb2AMrAawi8QlCp5gey4bVkrAqoV/q0Kb4Mp0epZQuDQqjP6CvypXVu1lZ3d5rKz21wbvb0sc6Sy8tvLSu8Ei94uIUV9WGCvKHLi5L4tYfMxfFo1kH0vOanxigwl+3Ll+7e/my8+/YYenQbSo9NANm/YzqDH+wEQ2aI5WVk5JCeVvuDRf2Cfv8RKzXTlAorAaigsZa1uG43hWLGyDrQq64iishZuHiDk11iFfxCKwGqYk0r6EQS4sWrrX9af+XUJo86Evhx96k3MVnXcqaYfQimnx6m6L66hweTdKv0QMdO1iyj9qyF8LXW8VWcMJ8qp481bYypYOFM7glojX28cKZ/eHl/6fPjqqq3EdJtLTLe5JGw6Ss1idbzU8cOqjtd8tCPxljpu7YssuHdLsi7I6XEuprdbaDB5t0qvN6ZrF1EE2OptjLUdNxX+tnqbk++U0FvZOBLMJpsDDgq4snor27rPZVv3ucRvPEotS1l7l6OzMVuLt0XnWoM7Er+ppM7V+rQo1Fl7JxX/9rJ7b6WTIz5R9ciOq9wp7Xb+u9gt1f6lCCH8gI+A9yVJkoQQm4HxQogYSZIMQoj6wB2Lpdh3wNNAC2BEKY/bimzVNcXybC/gIPCBECJUkqQ4IYQLUM3KEqwi9gCrhRCLkRfOHgaGAdmAtafVzcCrQog1kiTlCCGqAQYgBvhZCLFMkqQ0IYS3xVqtePwCLgK1C9JrkVWWgUdlWQ3MtJJ3GHjXsjU2AxgCvFd61Io5s+METbpE8vKud9Fr9Xw1o+hA1Dkb3mBRn5monTWM/3QmKrUDQiG4dOAse9aUvmhVHgnbYwnqGs6DB5Zh1Oo5PPXjwns9tr7Olu7yTtdjc1bR+m35KO2EmJMkWJ3oWbN/W27+Unnn5SUwmUl+dQXVP3sNFEru/rQFfdxNfCYNI//MJXJ3HELTtD7B7y9A6e6Ka5fWGCc+yfW+48BsJuWNT6mxehEIyD8bR+YP9+DLw2Qm/qWPqP3FKwiFgowftqK7fBP/KUPRnr5M9vbDODWvR80V81B6uOLWtRX+k58grtcEHENrEDR3NJIEQkDqJ+vQlfJCVB6XY2IJ7RLOxN3LMGj1/Da9KP/HbHidlX3m4hboTcdJA0iJu8OYP+Svn0e+3MKJb3fek6xCzCZy3n8bj0VvIhQK8jdvwHTjOs7DR2G8dAH9gf24jBmHcHLCfYHsytCUnEzWC3NBqcJzuVy1pbxcspYsrHh7gcnMzQWfUH/Ni6BQkvbdNvIv3SJ4+hByT8Zxd+sRUr/dRsg7U2i6dwWmzGyuPPsWAMmrN1J72SSabH8XhCD1++1oz9/AqVEtQpZPlg8wEIL09fu4u71ix+43YmKpFR3GsL1vYdTq2T5tZeG9xzYt5Lte8otuu7mPU39AOxyc1Iw4/C7nvtnJ4eXruLnzFDU7NeOJ7UuQzGb2L/yG/AIfbxVwKyaWGtFhPLb3LYz5enY9XyT7kc0LWddTlt1q3uPUHdAOlZOaIUfe5eI3Ozm+bB1NRvSgWocmmI0mdHdz2WXVVsvjekwstbuEMXyPrPPW6UVyn9i4kLW9Zbnt5z5Og/6yzqMOvcvZb3dyaLlsyFu/X1su/V65hW5rzu44QZMuEby46x0MWj1fzyj6ij57wxIW95mFo7OGsZ/ORKVWIRQKLh84y15LX9Z/1hP41wlGMptJv5PKt/NKX2CqiDvbY6kWHcbD++Q82G+V9w9tWcj6HnIeRM57nJCH5bwfePRd4tbu5OSyiv1C2mAyk/nWe/i+vQQUSnLXb8R47Tpuz4zAcP4S+Xv34z5xLMJZg/dC+TwhU1Iy6TPLON2yEsRvj6Va1zD67X8Lk1bPgalF+vXeupCN3WX9jsxZTdu3x6DUqInfcZJ4Sz9+aMZnRL0yDIVSgUln4PCMyn2/St52Ar+u4XQ+9DYmrY5Tk4vqZIfti9jbdQ4AZ2atIuzdcSg0alK2x5KyPRaAgN4taPL6CNQ+7rRcM5OsM9c5/PhiHH3dafXtHDBL5Cemc3JiOYeCm8ykL3kP/w8Wg0JBzm+bMFy9gce44ejPXUK7+wBeU8agcHbC7w3ZCsyYmEzKVPl0u4DPluNQuwbCyYlqG78h7ZW3yD9Q+UMijsUcJbJLFB/u/hidVsf7098tvPfWhreZ1mdKufGHzRlBSOMQJAlSbifx0dzyD0BP2XYC/67hPHDoHcxaHacmF/nf67B9MXu7zgbg7KzPaf7u+FLyvCWNLXneYs1Mss7c4MjjizDezeXaR3/QfpM8xiRvO0HKthPy4Gb57d81nOiDclnHTikq607bFrG7m1zWp2evIvydcSg1apJjYkm2yG32+ggUagfafCfPKTKOxXF61mcY7uZy5eMNdNy0EEmSSN4eS/K2EzTsXoryZjPaL9/DZcYSUCgw7N6I+c4NHB8ZgenaRYwnDqDuPgBVk0gwGZFyc9CuLHJxq2zQHHN6suwEvpIkbYsloGs43Q4ux6TVccJK787bXmdnN1mfU7M/J8Kid1LMyUK9G897HNfQICSzhPZ2Kidnym0r53I8yTtO0WXHYiSzxI01O8i+UPFHudKY8eJijpw4RWZmFl0HPMmzo4cxsG/P+3pWaWzfspvo7p3Yd3wjWm0+z08o6qu27P7J5tTPvgN6MuzR8TbxwyKa8tlX7+Dh6U73Xp2ZNnsC0e36ly/UbEa7+l1c5rwBCgX6nRsx376OZtBIjNcuYjy2H8ceD6NqFgVGI+bcbPJWLAZA1SgMzeCRYDQiSWbyPluOlJtdoZ5/tj9rskiu462+l+tE5rE4zsz8DO9WDag7qT9moxHMEmdmf15oEVqq3mvew2Wa3J8Z9mzCHH8DxwHDMV2/hDH2AOqu/S2LZpY6/ql8Crhw85TjSWakjDTyPllcoc4AiZY63sNSx49Z1fHoba8TY6njsbM/J8qqjidZ9G66YAgeTWuBBHm3UjhhGT98WjWgwaR+8mm+ZonY2asKLVJL0zt/zfs4T12EUCjQ790s693fovfJAzh07Y+qUQSYTEh52Wg/K9Lb+flFYJaQMlPRflqxW+vE7bEEdg2n14FlmLR6jlrNp7ptfZ1tlnefE3NW0cLy7pMYc7Lw5M9mC4bg2aQWkiSRdyuF4zM/ByBu1VZavj2W7juXIITg+re7uHu+/N0cdv77iPs9ZcvOP48QwoTsv8wBMAJfAcskSTILIRTAa8g+zgSQAgyQJOmuEMIBSAJ+lSRppOVZnYHpkiQ9ZDmA4AMgCtmS62VJktYJIaKRfYgVHGU0X5Kk34QQOy1xbWakQogcSZJcrX4/D4yy/PxUkqS3LdfXAs2BjRa/apORF/0AcoAnJUm6IoQYDsywpOmEJEkjhBDtgU+QLc8GIfuDWy9J0o9CiK7Am8iLxUeA8ZIk6YQQ14EWkiSlCiFaAG9KktS5jDweYQk70fL7OeAdIESSpOtCiCHIvtYE8IckSeVasj1b+9Eqa2AP6P6cT4M/Q7jHvTny/ysx6Ms6ePbvZ53Jo0rkjq9/f5P0v4Ib5/8eR/CV4WCpZ6f8MzhW4dCZV0U25pcVf2473Z+hlaHq+rOuNavuC/TOG8FVItfT9Pf76CmLptVKt+74J5ia9s/5ZCrO0/lVJ9tk6xLkH6NT97ItgP9udm4t2wn/302fM69Vmeza9co+JOLv5myvih3q/x3si6k6P3Yd+lRdf7Z9Y9XkN0C3B6tG7y0bqk7nQQlrqqYj/YcYVXvQPzbz/fz6j/+6vLRbqv2LkCSpzNUCSZLMyIs9c0u5ZwC8i13bibwtFEmScoDhpcSLQfYjVvx65zLS4Frs9zJgWSnhnij2+x3khavi4b5A9o1mfW0fsq+3AkZY3dsORJTynNpWfx8FSk2/5f5qZAu1gt/vAu9a/f4G+Kas+Hbs2LFjx44dO3bs2LFjx46d/w3si2p27NixY8eOHTt27NixY8eOHTt2SmA/qKB87Itqdv4nEUKMBCYXu7xPkqQJVZEeO3bs2LFjx44dO3bs2LFjx86/C/uimp3/SSRJWgWsqup02LFjx44dO3bs2LFjx44dO/9fMVd1Av6fU0Xuju3YsWPHjh07duzYsWPHjh07duzY+fdit1SzY+dv5PXWVXfqz55dVXfaUWaWU5XJbjxIX2Wyp7lVjezfVlWvErkAtaT8KpPd3SOtymQnZFTdyaP+rnlVIre3uupOhMyT1FUm++i1qutLM6ro0NNAU9V9k9bmVF1Z1xBVdwLnOceqm5I/7F41c5UTW7wrDvQ30aJOYpXJrsoTOK9f/r3KZG9tUuIstX+EFo0SqkQuwM9bqm5+1r9j1Z0M/9OmqtH74U53qkTu/wJmye5TrTzslmp27NixY8eOHTt27NixY8eOHTt27Nwjdks1O3bs2LFjx44dO3bs2LFjx44dOyWw26mVj91SzY4dO3bs2LFjx44dO3bs2LFjx46de8RuqWbHjh07duzYsWPHjh07duzYsWOnBGa7rVq52BfV/gUIIUzAacABMAJfAsslSbpnT8JCiBbAU5IkPXcfcXcCQUA+kAOMkiTpYiXjegJPSJL04b3KtcQfAFySJOmc5fcrwG5Jkrbdz/OKPbsJ8DMQJkmS1nLtD+BrSZK++bPPLw1VWEucRkwEhRJ9zB/ofrUVo+7WF8eeA8BsRsrXkrfyLcx3bqDwC8Bt2ReY428BYLx8Du2nyysls8lrwwnoGo5Jqyd28grunr5eIoxH8xDC3xmHUqMmaXssZ+d/AUCDmYMJ7NUCyWxGn5rFickfoUvKoNoj7Qmd2A8EGHPyOT3rM7LO3bR9ZucIar06CqFQkPzNNhLe/9nmvlCrqPvuZFya1cGYkc3lcW+hv52Cz8OdCHq2f2E450a1ONNzOnlni9Jdf/UcHGsGcDp6SoX6KxtFonlkDCgUGA5sQb/tx1LDqcLa4TR6LrlLp2C+FVeUTi8/XOZ+iG7jWgwxP5cat0zZ9cJRPzgSFAqMR7dj2P1L6eGatEbzxHS0H87CfOcqKJSoHx6HMriOHPfErjLjWhP56lMER4dh0uo5OPVjMkopa69mtWnz9jiUGgfiY05yfMGXAHg2qUXLxaNQahwwG00cnbOK9NirVOsZRfMZg5AkCbPRxPEXvyL18CWbZ3p2CSfklVGgVJC8djt3Sinreu8+h0tzuawvjV2G7nYKjtX9CN/9DvlX4gHIPn6Jq7NWynEcVIS8/jQebZsgSRI3F68l/Y+D5erv3CGKgHnjQKHg7o+bSP/kB5v7Ti2a4j9nLI4NQoiftpiczXsL79U/ux7dJTm/jAkp3Hn25Qrz27tLOKGvjUQoFSSs2c7N934poXej9yfh1rwOhoxszo1ZTv6tFLw6NafO/KEItQpJb+TKK1+RufcMAH7921FryiMIhYK0rce4+tqactPg0imKwAVjEEoFGd9tIe1jW52dWzYhYP4YNA1DuD15Cdmb9gHgEOxH9RXzEQoFqJRkfPk7Gd9srFBnm2d3iMJ/7vjC/M749Hub+04tmuI3ZxyO9UNImLaInC1F+a0K8iPg1SmoAv1Akrgz9gWM8UmVlu32QCTVXnwaoVSS9u0Wklf8ZJsvrZpQ7cWncWpYm+uTlnJ3w/7Ce3W+eAmXiPrkHD3PtVGvVlpms9eewt/Sl56Y/FGZfWnkO2NRaNQkb4/l9Hy5fTWcOZjAXlFgNqOz9KX5SZmF8TzD69Bx/cscHfceCesPl5uOji8Po1Z0OEatju3PryTlTMl0tJk5mAYDO+Do4cLKhk/b3At9qDWtpj6CJEmknb/JlkmlD8/eXcKo/9oIhFJB/JoYbrz3q819oVbR5P0JhfX7zJh3yL+VgsrLleafPY9beF0Svt3JpbmrCuPUmfMYQYM7ofJ0ZVed4eXqWYBLxyj8541FKBVk/rCZ9JUl23XAvDFyu566mOzN+wrvNTj/e2G7NsSncGf8K5WSac0jLw6ncZcIDFoda6av4LbVWFTAuC9m4+7vhUKp4OqRC/yw4HMks0R4n9b0mjKIgNBqLOs/n1unr96z/AKiXx5GSBe53DdOW0lysXJXadT0W/EcHrX8kcxmrmw7wZ7F392XLKf2LfCdPQ6hVJL100YyP7Nt25qopvjOGoe6fh2SZrxO7taitu39/GhcOrUGhSDvwHHSFq0oV9b/h34UwLFNSzymTEQoFeT+toGcr2znZ66PD8K5Xx8wmTBl3iVz4VJMiUV9lnB2JuCbVWh37+PuW+9WKK84ryyeQ3T3Tmi1WqY+O48zp87b3HdxdebnDV8V/g4KDmDd9+t5ce5iWreL4uXXZ9OoSX2eHT2DP37bcs/yS2P+68vYve8w3l6e/PL1R3/JMxsvHI5f1whMWh2nnltBVin9qHvzEMLeHY9CoyZl+wnOzZPnpIF9W1Nv+iBc61djf6/53D1Z1J7cGtek6dKnUbk6gSSxr+e8MtOgbtUKt4kTQalE+8cf5K1da3PfefBgnB58EMlkwpyZSdYbb2BOSsIhPFyOZ0FVsyZ3X3kF3d69xUWUS6tXhlHd0ofvnbqS9FL68IhZgwkd1AG1hwtr6hf14QGtG9Dq5WF4NarBrmff58YfRyotVxXeCueR8juIbvsf6H6x1VvdvR+aXgOQzGbI15L78ZuYb98ovC98/fFY/gXa71ej+/3e+5bWxfROK0XvSCu9v7bSu8mY3tQf0hmz0UR+ejZ7n19J7p2KD62qivcuO/9b2BfV/h1oJUkKBxBC+ANrAXfgxXt9kCRJR4GjfyItQyVJOiqEGAMsBfpZ3xRCKCVJKu2IOE/gWeC+FtWAAcB64ByAJEkv3OdzSiBJ0lkhxDpgHjDfsoDn8HctqCEUOI2aTO7CGZjTUnBb9BGGo/sx3ykasPT7tqPfJp/QpIpqh9NTz5K7aBYA5qR4smc9c08i/buG41onkJi2U/GMDKXZktHs7bOgRLhmS0ZxctonZB6Po/XaWfhHh5Ecc5IrH67n4hvyC0zI6J7Uf/4RTs/6jLybyex/+BUMd3Pxjw6j+ZvP2D5XoaD2689w4fGX0Sek0WTDG2RuPoL2ctGJRH5DumHMzOFk+wl4929PzflPETfuLdJ+3k3az7sBcGpYk/qfz7ZZUPPq3RpTrrZyGSAUaAaPJ++D+UiZaThPX47xzCHMibdswzk64fBAP0zXL5R4hOPDT2M8d6xy8orJVvcdTf6qV5Gy0tGMX4Tx/FGklGKnMqk1OLTtg+lm0UKVsmlbhMoB7XvTwEGN0+TlGE/tQ8os+6S2oOgw3EICWd9+Gj6RobRYNJKtD5XsKlouHsXhGZ+SdjyOB76eSVCXMBJ2nCR8/hDOLFtHwo6TBEWHET5/CDGDFpK05wwbN8v6ezaqQfuPn+OPTjOKHqhQUOf1Zzj72CvoE9JovnEJ6VuOoL1UpGfAkK4Y7+Zwot1EfPq3p9b8YVwatwwA3Y0kTnafXiKd1ScPxJB6lxMdJoEQqLwqOHVToSDghQncHjUXQ1IqtX54h5yYQ+ivFC32GhKSSZzzFl6jBpaILuXrufHwxBLXy5NXb/FoTj76Krr4dKI2LyJ181HyrPQOeiIaY2YOh9pMwn9AO+oseJJzY5ZjSM/i9LDF6JMycGlYg+bfzudA+FhUXq7UfWEYx3rMwpCWRcN3J+DZsSmZe86UmYagl8ZzY/h8DImp1Pl5OdnbD6KPK6rfhvgU4mcux+eZR2yiGlIyuD54GpLeiHDWUHfjh2RvP4QxOb3S+vsvmMCd0Zb8/v5dcncctM3v+BQS57yFdyn5Hbh4Bukff0Pe/hMIZw2Y7+FLqEJB9VfHcmXoCxgS06j/21vc3XYY3WVbvW9Oewf/MQNKRE9euQ6FxhGfob0qLdK/azgudQLZ3vZ5vCJDCVsyit19Sg5HYUtGETvtUzKOx9Fm7czCvjTuw/VcsPSldSx96alZn1v0ETSeP4SUXacrTEetLmF4hgTydcdpBETU5YHXR/Bjv5dKhLu29TinVm/lyd1v2lz3qB1A1IS+/PTIy+ju5uHk4166IIWgweJRnHh0Ibr4NFpa6nfupaIT1oKfiMaQmcuBNpMJGNCO0AVPcGbMO5h1Bq4s/g7XhjVwaVjD5rGpW45z+7PNtD34ToW6yulQEPDis9waOQ9DYiq1f3qbnO0H0V8pKmtjQjIJs5fhPbr0dn29/6TKySqFxp3D8QsJ4rXOU6gVEcrghU+zfMD8EuFWTXgHXY48Lo1aMZXwB9tw4vcDJFy8xefjlvHo6/c2dhcnpEsYXrUD+azTNIIi6tJ94QjW9H+pRLgjK//g1oHzKByUPPrNXEI6N+fazlP3JkyhwG/+BOKfmYMxMZXq371H7o6DGK4WtW1jQgrJ89/Cc8Qgm6iO4Y3RRDTh1iPjAKj25VtoWjYn/0gZafj/0I9a0uE5bTKpk2dgSk7B//MV5O/Zj/G61fzsUhy5I8cj6XS4PNwP9wljyFhQtCjvPmYkuth7zGsL0d07ElK3Fh2iehPZojmL3nqBvt2H2ITJzcmjR6eiOr5xx/dsWL8VgDu3Epg6YR7jJo64L/llMaBPd54Y2I+5r75ZceBK4Nc1HOeQIHa1mYJnVChN33ia/b1Ltqemb4zm9LSVZB6Lo8Xa2fhFh5MSE0v2hVscH7WMpktt25NQKgj7YAInJ3xA9rmbOHi5YjYYS0+EQoHb5MlkTp+OKSUF6w0k8wABAABJREFU748+QrdvH6YbRWVtuHyZvLFjQafDqV8/3MaO5e4rr2CIjSX9aXmhR7i54btmDbojlV/UAqgWHYZ7SCDrOkzDL7IubReN4I++L5UId3vrcS6s2soje23zPvdOGnunfkyTcX3uSS4KBc6jJ5Pz6nTM6QXvIPtsFs30e7eh3/obAA4t2uE8fAI5C2cW3ncePgHDiUP3JtdCdYveP1npvb4UvW9tPc75VVsZWEzvtDPX+a33Akz5eho81ZWW84ewc/z75Qutgveu/yKS3VKtXOw+1f5lSJKUDIwBJgoZpRBiqRDiiBDilBBiLIAQ4lshxIMF8YQQq4UQg4QQnYUQ6y3XXIUQq4QQpy1xB1qu9xBCHBBCHBdC/CCEKO0tdjcQagmfI4R4SwhxEmgrhHheCHHG8m+KJfxioK4QIlYIsdQSb4ZVugvNQYQQT1munRRCfCWEaIe8eLfUEr9ugT6W8F2FECcsenwuhHC0XL8uhHjZosdpIUTDcrL2FWCwECLcktYJQogoIcQuIcQxIcRmIUSQ5bnPCSHOWdL47T0UHwDK0IaYk+IxJyeAyYh+fwwOLdvbBtLmFf4pHDXwJ48xDuwZxa3v9wCQeTwOB3dnHP09bcI4+nvi4OpE5nHZOuvW93sI7NUCAGNO0eKV0llDgbvKjKOXMdzNlf8+FocmyNvmma4RoeRfT0B3MwnJYCT917149WxlE8arZ0tSf9gBQPr6A7h3aFYi/T4DOpL2a9EXQIWzhqCx/Yh/u3Rrs+IoatXHnJKAlJYEJiPG47tRNWtTIpzjg0+i3/YjksFgc13VrA1SWiLmxJsl4lQou3oo5vREpIxkMBkxndqHqlGLEuHU3R7HsOdXMFrLlkDtCAoFqNRgMiLpyl9IrN4zius/ymWddjwOtYczmmJlrfH3xMHNiTRLWV//cQ/Ve0VZREo4uDnJaXJ3RmuxojHm6QrjK50dkYrVSdeIULTXEwvLOvXXvXj3bGkTxqtXK5K/3ymnbf0BPDqWLOvi+D8ezZ131xWmzZieXW54TfP6GG7GY7idCAYj2Rt24drVtqyNd5Jlq5W/4Hhw98hQtNcSyb+RjGQwkvzLPnx72Zavb6+WJH6/C4CU3w/i1aEpADlnrqNPygAg98ItFBo1Qq3CqVYA2msJGNKyAMjYfRq/B0vW1wKcwuqjvxGP4Zas8931u3HrZhvecCcZ3cXrJRetDEYkvfzSoVA7IBTinvTXNG+A4WZCYX5nbdiFS3RbmzDG+CT0l64hFZOtrlsToVSSt/8EAFJePlK+jsriHF4P3fUE9LfkOpfx+x48ure2CaO/nUz+heulLtbl7DuFubIL8xaCrPrSjHL6UpWrExlWfWlQqX2po028OqN7kvDHYXSpdytMR0iPKC78JPeJSSeu4OjugnOxdBTcy0vOLHG9yRNdOP3FNnR35bFGa6lrxZHrd5KlfptI+mU/vr1s27VfrxYkWOp3slX9NufpuHv4ImadocRzs45dRl9KuspC09y2jmf9sRvXbrb1rKiO37MRf4U07dGCI+vkjzw3TsTh5OaMu59niXAFC2oKlRKlg6rQs3PSlXiSryb86XSE9ojirKXcEyzl7lKs3I35em4dkK2bzAYTSWeu41psbK4Mjs0aYLgZj/F2IhiN5GzcWU7bLpbnkoRCrUY4qBBqB3BQYUrLKFPW/4d+FEDduCHG23cwxSeA0Ujethg0ndrZhNEfj0XSyf2U/uw5lP5+hfccGtRD4e2F7tD9fbvu2SeaH7+VFzOOHz2Fh4cb/gG+ZYavU7cWvn7eHNovf/C6fSue82cvYb6XjxOVoEV4Mzzc3f6y5wX0asGdH+T2lHksDlU5/WjmMbkfvfPDbgJ6y3Ui93I8uVdKtiffzs3JPneTbMuOCUNGTpkfahwaNsR05w6mBLms82NicGxvOxc3xMaCpawN586h8PMr8RzNAw+gO3SoMFxlqdkziis/ym055fgV1B4uOJXSh6ccv4K2lL4y53YqGedv3duHKCzvIIl35HcQoxHDvhjULcp+B6HYO4hDyw6YkxMw3bp+T3ILqNkzirg/oXfi/vOY8vVymGNxOFeib6uK9y47/3vYF9X+hUiSdBVQAv7AaOCuJEktgZbAM0KIEOA74FEAIYQa6Ar8UexRCyxxm0mS1ByIEUL4AvOBbpIkRSJbtT1fSjL6Im9JBXABDkmSFAZogZFAa6CNJT0RwGzgiiRJ4ZIkzRBC9ADqAa2AcCBKCNHJshVzPhBted5kSZL2A78BMyzxrxQkQgihAVYDj0mS1AzZ+nK8VTpTLXqsAEqawRTlaZ7l/m7gW+A68B4wSJKkKOBzYKEl+GwgwpJn48p6ZlkovH0xpyUX/janpaDwKjlpUvcYgNs7X+M0dCza1e8VxfcLxHXxSlxffBtlw4oXJQA0Qd7kxxeZR2sT0kssgGmCvNEmFFmn5Cek2YRpOPtRuh17n2oD2xdarVlT44nOJMfE2uoQ6IPeSq4+IQ2HYnJtwpjMmLLyUHnbTt58+rUn7ZeiRbXqM4eQ8NFvmLSVm8QoPH0wW1l3mTNTER4+tmGq10V4+mI6V2wyrNag7jYI3cb7M1wU7t5Id4vyQMpKLyk7OATh4YPp4nGb66YzB0Gvw3n2JzjPXIFh7++gzSlXnlOgN7lWeZ4Xn45zoJdNGOdAL/KsyjovPh2nQLlcjr/wFeELhtDv6LuEL3iCk68XmfZX79WCB3cv5YEvZ3Do+ZU2z3QM9EZ/J7Xwtz4hHXWgT8kw8ZYwxcrasaY/zbcspcm6V3Br3QgApbszADVnDaH5lqXUXzkNB1+PcvVXBfhiSCgqa2NiKqoAn3Ji2CIc1dT68R1qfrsc165tKwzvGOiNziq/dfHpOBbXO8gbnSVvJJMZY3YeDsXquN9Dbcg5fRVJb0R7LRHnusFoavghlAp8e7fEsVrZOqgCfDAkFOW9MTEVh3vQWRXkS50/3qfe3tWkfvxj5a3UAJW/D8ZEq/xOqrxsh9rVMGXnEPTuAmr+9D6+05+WF5AriUOgrd6GhFQcAiuv9/2gCfJCG1+UP9qEdJyCbNuXU5AX+Qm2YTRWYRrNfpQex96j+sD2hVZrmkAvgvq05Nrqynk0cA30Iseq3uUkpONarJ2Xh2edQDzrBDJw3QsM+vUlanZuXmo4TaDt2KGLT8OxmBy5fsthyqrffxaHAB+Mifdfx4Wjmlo/vUOt75eVWIyrDJ4B3mRa5cPdxHQ8Akt/mRv35RwWHvsYXW4+sRvK36p+r7gGepGdUJSO7MTyy93R3Zm63SK4ue/sPcsqrW2r/Mte4LFGd/I82iMnqbXjG2rt+AbtvmMYrt4qM/z/h34UQOHniym5aH5mSk5FWcpCSgHOffugO2DZpi0EHs+N5+579789MjDIn/g7iYW/E+KTCAwKKDN8v0f68Nu6Tfctr6rQBHmTb7VlL7+MOal1P5ofXzJMcVzqBoEELb+dQ/uti6gzoW+ZYRV+fphTrOaFKSnllrXTgw+iP1xyS74mOpr8mJhy01UazoFeNnO13ISSc7W/A4W3H+Y0K73TUxA+JfV27DkA9/fW4PzkOPI+t2xj1jihGTAE7Q9f3Lf8v1Lv+kMe4M6OkxWGq4r3rv8i5n/w378R+6Lav58ewFNCiFjgEOCDvFi1Eehisdrqjex/rPgn+W7ABwU/JEnKQF4IawzsszxzOFDLKs4ay/X2FC1SmYACRzYdgJ8lScqVJCkHWAd0LCPdPYATwHGgoSXd0cAPkiSlWtJU0dtdA+CaJEkFe+a+ADpZ3beYuHAMqF3egyRJ+h3IRN6i2gBoCmy16DsfqG4Jego5H55E9nH3t6Df8gvZk59Eu3YlmkeGAWDOSCdrwuPkzB6D9ssPcZk0H5yc/64k2HBh8fdsi5rInZ/2UXtUT5t7Pu0bU3NIF86/9tfvmHWJqIdZq0N7Uf7y6NykNpragWRsuj/T81IRAseHn0b3y2clbjn2fgL9zl9An//XySsmW917OPqNX5a4pageCmYzeYvHkPfmBBza90V4+f896bAQOrwbx1/8mt9aPMfxl76m9bIik/fbm47yR6cZ7Bm1nOYzB/9lMvXJGRxrMZZTPWZw/aXV1P9gCkpXJ4RKiWM1X7KPXOBUjxlkH7tErRcr53/pfrkaPZwbgyaTMH0J/nPH4lAj6G+VB+DcoDp1Fgzl4nR5odJ4N5dLsz6h8cqphP/2Kvm3UsD0900zjAmpXH1wInHRz+D5SFeUPp5/myxrhFKJU1RTUt/4hJuPPodDjUDcH+7+j8iuSs4v/p4tUZO4/dM+Qkb1AKDpq09x7tVv/rGv4wqlEo+QQH5+dCGbJ35AlyWjUbv/M2NJVXClywhuDJxM/LQ3CJg7BocagX+brI+eWsSCVuNRqVXUb9f0b5NTEUKp4KH3JnB81Wbu3izbZcDfgapGMA51anCj61BuRD+BU6swNJF/b1780/2oU89uqBvWJ3uN/OHJZWB/8vcfwpySWkHMv47+j/Tml582/GPy/r8jlEq8Wjcg9tn3OdDvRQL6tMSn45+vd5ru3VE1aEDut7abUxTe3qjq1Cl1se3fjm7zL2RNGkremo/RDJTfQZwGjyB//Q+Qf28W3n8HdR5pj09YHU6vKG4vcv/8f3vvsvPvwu5T7V+IEKIO8kJWMiCASZIkbS4l3E6gJ/AYsvVVpR4PbJUkaUgZ94da/LJZk1+GH7WK5CySJOljm4tC3L/Tk9IpMGUyUbn6XrBILoCzkiSV9kn7QeSFu77APCFEM0mSChfXLP7mxgAsj6rPiLrBtgLSU1H4FC2MKHz8MGeUPQkz7I/B+ekp8g+jASlH3kpjunYJc1I8yqDqmK5eKhGv9sju1BwaDUBm7FU0wUVfaJ2KfQEE+Uuhk9VXQE2QT4kwAHfW7aXVmllcWipvvXRrVJOwt8Zw6InFsqm9FfrENNRWctVBPhiKPbMgjD4hDZQKlO7ONlv8fPp3sLFSc41qgEvzuoQf+gihVKLydafRj69wflDZbvbMmWk4eBZ9iVN4+tpYj+HohCKoJs6TFgEg3L1wGrMA7cpXUdRugCq8PY79RiKcXOSXXoMBw571ZcqzprhlWnHLNdROKAJqoHn6Jfm+qyeOT85C9/USVGEdMF2OBbMJcrMw3byAolpdTBnJNjLqjehO3aFdAEiLvYpLsA8FNco52Ju8RNttN3mJGTYm887B3mgT5XIJGdyx8NCCW78fovWbJf1IpBy6gGtNf9TerpAmLzbqEtNRVyv68qcO8kafaOs8VpeYjjrYF31CeomyNurlupN76ir5NxLR1A0m9+QVTHn5pG2QF1DTft9PwJCupWe0BWNSKg5BRWWtCvTFmFSxE9vC+MlyWMPtRPIOn8KxcV0Mt8retqVLTMfRqo47BnujK653QjqO1XzRJaQjlApUbs4YLHo7BnnTdNUMzk98n/wbRc6u07YcI22LvKUnaFg3pHJeBo1JaTgEFeW9KtAXwz3oXPic5HTyL93AuWWTwoMMKo6TJh8yUCA7oPKyjUmp6C5ckbeOAjnbD+AU1pCsn0oMZ6ViSLTV2yHIF0PivetdESEju1PL0r4yYq/iFFzUdpyCvNEm2LYvbUKGjUWF3N+W3Pp2e90+2qyZycWlP+EZFkKLj+XhT+3tRkDXcCSjmVvbi6xXmw3vRuMhcjqST17F1areuQZ5k5NY9va64uQkpJMUewWz0UT2rRQyrybiGRJIspXDb4D8xHSbscMx2AddMTly/fYptX7/VRiS0lAF3n8dL+gDDLfkdq1pXFfeSloOHYb1oO0QeQy9efIKnlb54BHozd3Esr/5GXUGTm89StPuLbi4t2IfeeUR/lQ3mlvKPfHUVdyCitLhFlh2ufdYPJqM64kc/6xy7ak4pbVtY3LlFoxcu7VDd/ICklYeH/L2HkUT1oj846X7M/v/0I8CmFNSUfoXzc+U/r6YUkouSDq2jMRtxFBSn50KFncR6qaNUYc1w2Vgf4STE8JBhZSnJWvFJ+XKHP70EIY+Jfukiz1+huBqRQu+QcEBJCaUfnBL46YNUKmUnD55rtzn/39BoXGnw/bFAGTGXkFjZTVY3CoNSlqvaYJLhilOfkIa6QfOF9aLlG2xuDerDTtKhjWnpNhs51T4+ZVa1uqoKFyefJL0yZMLy7oAxy5dyN+zB0yVewVqOLwb9S1jSaplrlaAS1DJudrfgTk9BYWVZZrC2w8prexFd8O+GFyemUreB6Cs1wiHNg/g9OQ4hIsrSGYw6NFtKv/wrr9a76COTQh7rh8bBy7ErK/YtuGfeu+y87+N3VLtX4YQwg/4CHhfkp0abQbGCyEcLPfrCyFcLMG/Q96K2REozT58KzDB6tlewEGgvRCiwF+aixCi/j0kcQ8wQAjhbEnHw5Zr2YC1nf5mYFSBvzYhRDXLIQwxyL7NfCzXC0bU4vELuAjULkgvMAzYdQ/pLYuLgJ8Qoq0lHQ5CiCZCCAVQQ5KkHcAswAOw8TknSdJKSZJaSJLUoviCGoDpygUUgdVQ+AWCUoW6XTSGo/ttwigCqxX+rYpogylBdgot3DxAyM1W4R+EIqga5qTSX/ivr9rK7m5z2N1tDombjlLjUdlg0DMyFEN2Hrpivgp0yZkYcrR4RspZWePRjiRaHNO7hBRN8gJ6tSAnTj6l0amaDy0/n8qJiR+Qe7XkC0pObByakCAca/gjHFR49+9AxhZbZ66ZW47gO1gebL0fakuW9QuIEPj0bWfjTy35y82ciHya2NbjODtgLvlXE8pdUAMw37yEwi8Y4R0AShWqyE4YT1tZuuXnkTt3KLkvjyb35dGYrl9Eu/JVzLfi0L4zq/C6ftdv6LZ+X+kFNQDznTgUPkGyhZlShbJ5e4wXrNaldXnkvT4a7ZsT0L45AfOty+i+XoL5zlWkzFQUdSxfWR0cUdaojznlTgkZl1dvZVP3uWzqPpc7m45Se5Bc1j6RoRiytOQXK+v85EwM2Vp8LGVde1BHblvKWpuUgX9beftlQIcmZF+Ty9W1dtEWFK9mtVGoVejTixZRc2LjcLIqa9/+HUjfbLv+nrH5CP6PdpbT9lBb7lpOaFP5uBdu+3OsGYAmJAid5cUoY8tR3Ns1AcCjQ3PyLpW9hQgg//QlHGoF41AtABxUuPV5gJyYym3BUri7IhwcAFB6uuMU0Rh9XPl+9LJPxOFUJwhNTVlv/wHtSS2md+rmowQ++gAAfn3bkFGgt7szzdbM4epra8g6YnuQsoOv7Dhe5eFCtRE9SVizvcw0aE9dQl27Gg7VZZ09HupEzvbKWXKqAn0QjupC/Z1bNEF/9XYFsYrIP30Rh1rBqCz57d7nAXJ3VC6/809fQunmitJL3tLr3DoM3ZXy89uavJOXcQwJRl0jAOGgwqtvR7K2/oUWrBaurdrKzm5z2dltrk1f6hUZiiFbW2pfaszR4mXVlyaU0pcG9ooq7Eu3tZrC1paT2dpyMvHrD3Fy9ioSN9nWo9NfbOO7XvP4rtc8rm4+RsOBHQAIiKiLPjuvVN9pZXF1yzGqtZHbucbLFc86gWTdSC4RLvvEFZzrBKKp6YdwUBIwoF2p9TvIUr/9+7YhY++9bzWsiPzTl1DXDi6s4+4PdiJn+720a/mbmtLLHafIxugqaNcAe7/awtI+s1naZzantxyl5SOyEXytiFDys/PISsm0Ca92diz0s6ZQKmgcHUmy5UTjP0Psl9v4svc8vuw9j7jNx2hiKfegiLrosvPILaXc208fhKObEzEvfX3fcnVnLuJQs5rctlUqXHt3rnTbNiSkoGnRHJTyqcKaFs3QXy07z/8/9KMA+vMXUNWohjIoEFQqnLtFk7/ngO0z64fiOfN50mbMx5yRWXg946XXSXp4CEmPPEHWex+Rt3FrhQtqAF98+g09Og2kR6eBbN6wnUGPy+d/RbZoTlZWDslJpb/89x/Y519lpWbOz2Jv19ns7TqbpI1HqTZYbk+eUaEYy5iTGnO0eEbJ/Wi1wZ1I2lT8m74tKTtO4daoJgonNUKpwLtdI3IulZwzARguXkRZvTqKQLmsNdHR6PbbzsVVoaG4Pf88mXPnImVmlnjG/7F33uFRFV0D/83uZrPpvVITQm+B0IsCITQLWFBEQUCKinTpYEEREAuKFbArIiqvFaQkIL0Tegsd0nvbbL3fH3dJdtNRMN/7en/Pw0P2zsw9c6bduXPPnNFFR1MUW3mbsufMF1v4pc9cfukzl6sbD9HgYbkvB7RtgDG3sFwfYrcbS8JZVCG1UQXKejt17YWxkncQp7Yl7yD5L0wkd/wQcscPwfD7DxSt+6bKBTUoq3fE39Dbt3k9uiweRezItyiqwBdoaf6p967/daxI/9i//0YUS7X/DlxsWxCdkLcbfgW8ZQtbhbyt8bAQQgBpyCdlAmyyxf1ZkiRjOfd9FXhfCHEC2ZLrZUmS1gkhRgDf3nT4j7z1sVpL8pIkHRZCfA7ctIVeJUnSEQAhxC6brA02v2pNgT1ytskHnrCdxLkQ+FMIYUHeHjoC2dJupRBiIvCwnbwiIcRI4HshhAY4gLzo+LeQJMloOwjhXSGEF3JfWYZcDl/brgngXUmSsm/p5lYr+k/fxW3O66BSYdy2Aev1y+gGj8R88SzmQ7tx7vsAmpZRYDFjLcij8AP5656maWt0j4yUHdZLVgpXvo1UULVFQOqWIwRGR9Jr7zIsegPxk0sMBO/asojtvWcDcHzWZ0S+8zRqnZbUuHhSY+MBaDp3CG4RoWCVKLyexvEZ8jbJhlMfxMnHnZaLR8nlZrGyw/74couVy3NX0Xj1Cwi1irQ1sejPXaPW9CEUHL1A9qYDpH4bS4N3J9F61/uYs/NJeOat4uQenZphTMzAcLX8L7XVxmql6IePcH12AahUmPZuxpp8Fe2Ax7FcPY/lxB003bdaMf76CboRc0GoMB/eipR6HafoR7HeuIDlTMWTRNO+jTg/+CwuE98CITAf2oqUUvnLYGJsPCHRkdy7+y0seiP7ppTUdb/Nr/FHzBwADs7+jI7LxqHWaUnaepSkONkvxf7pq4haMByhVmExmNg/fRUAde5pT9jD3bGaLVj0RnY9s9xRsMXKxTmraPbtfIRaRcqaOPTnrlFn+hDyjyaQtekgKd/G0nD5RNrsfg9zdj7nnpaPJffs1Iy604cgmcxIksTFmSswZ8sLdlcWfk3E8oloFozClJFDwpT3qRSLldRXPqT2J6+CSk3Oj5swJlzFb8Iwik6co2DrPnQtGhH63nzUnu649+yI+bknuHzf02gb1CH45QlIVgmhEmSuXOtwimV5SBYr52d/Qqs1cxFqFUnfbqXw7HXqz3iUvKMXyNh4kOTVcTR5bwId9y7HlJ3PqXGy3rWe6odLWDD1pw2m/jR5O+3RR1/BlJ5LxKsjcW9WXy6Dt75HX5mTc4uV5Jc/pO7nryBUKrJ/2Izh/FUCJj+B/vh58mP3oWvZkDofzkPt5Y57rw4ETHqci/2fxblBHYLmjJYtMIUgY9U6DOeuVCyrHNlpr35A7VULQaUid90mjAlXbOV9noKte3Fu0YjQ5fNRe3rg3rMjfhOGceW+cWC1krZ0JbU/WwwCik4mkPP9hluSff2Fjwn/8iWEWkXm2i0Unb9G8NShFB5LIHfLflxaRRC2Yg5qL3c8e7cneMpQzsbIp7tGfL8IXYPaqNx0NNv7KddmLCdv+5FKRaZsiScoOpLee9/GojdwxG4s7bHlNbb1lvvXsVmf0sY2lqbEHS0eS5vNHYJ7RAiSVUJ/PZ2jM8puOa8OV+LiqderNcN2volZbyR2WomPw0f/WMh3/eRxuMucITQa1AUnFy0j9r/LqW+3sf/tdVzddoy6d7VkaOwSJKuV3Qu/pSi7rL9GyWLl7OxPabNmDqhVJH27jYKz1wmfMZjcoxdJ33iIxNVbafbec3Te+w6m7HxOjCs50bPLgeVoPFwRWg0B/dsT/+hCCs7dIGL+4wQ92BW1i5auRz4g8Zs4Lr1RycEzFispCz6kzievglpFzg9yv/af+ARFJ86THye38Vrvl/Rr/4lPcOmeZ+Q2vmCCbFUhVGSs+N7h1NDqcGrrEZr1jGT+n+9g1BtYPb1kmjF9/WKWDpiFs6uOMaumo9FqECoV5/ecZNc38qmMrfq256GXRuDu68m4T2dw/fQVPhq+6JbyAHAxLp6wnq0ZveNNTHojfzxfUu/DNyzky/5zcQ/2pfPEQWScv8Hw9a8CcOSLzRxfs+3WhFmspL/2PiEfv4ZQq8j9zyZMF67gM344hpPnKNwm9+3gZS+g8vTArUcnfMcP59qgsRRs2oFLh9bU+c/HIEkU7jxI4Z8VL3j/vxhHbTpnv7kc/2VLQKWm4LcNmC9dxmPMCEynz1G0czeez41DuOrwXSifqm1JSSVzRtmTK/8KsZu20yvmLnYd3oBeX8TU8SX33bT9R4dTP+8b1JdhjzzjkL51mxZ88tU7eHl7EtOvB9NmjadXl4F/O1/TX1zMgSPHyM7OJXrQEzz71DAeuq9v1QkrIM02J7173ztY9QaOTSrpT91iF7MzehYAJ2d+Sqt3n0Gl05IWG0+abRwN6t+eZq+NQOvnSbtvZpB74goHhizCnFPApY9+p+sfsgvk1C1HSNtyhLpNy8mExULeO+/gs3QpqFQUbdiA5fJl3EaOxHz2LIbdu3F/5hmEiwteL8tnqVlTUsieK4+tquBg1AEBmI5W7dOrPK7HxlOrV2se3PUmFr2RnXZ+au/ftJBf+shyouYOIfyBLmhctAw++C7nV28j/q11+LUOp9cnk9F6uVI7pg2R0x7i516zqhZstVD4yTu4z5X1Nm61vYM8OhLLhbOYDu7Guf8DOLWMQrJYkPLzKHjv1seqyvSu3as1D9n03lGB3u3s9H7k4Lucs+ndfv5jOLnp6PHxREA+BTV25FvlyirR+Z9/71L49yFKn+CmoKBw+8h+tGeNdbAdf945nzFVEai6tVOQbifNHi5v/fifQWU7NfOf5pfPtDUiF6CedId8zVUDP6/CqiPdIZKyyjsU+Z8h0L1m9NZob3WX/+2jsLDm2vgVQ83V9TWnmtlQ0NRY9sTOf4paXjX3wvKh0bPGZNex1tx37gc8/1mfaze5llZz5d0w/PZvFa8uHc78zQ+Ff4PL53+tMdmbm8+pEblRTSvf6n0n2XC+dtWR7hADu1Tf6vx289PumtH7gW7lWyb+E3h/t/XWjk//L+Phevf/Y++0P1z55b+uLJXtnwoKCgoKCgoKCgoKCgoKCgoKCreIsv1T4V+FbavopFKXd0mSNL68+AoKCgoKCgoKCgoKCgoK/1bu3Bn0/xsoi2oK/yokSfoM+Kym86GgoKCgoKCgoKCgoKCgoPDfjbKopqCgoKCgoKCgoKCgoKCgoKBQBsUPf+UoPtUUFBQUFBQUFBQUFBQUFBQUFBRuEcVSTUHhDjJzn3+Nye4lam7N3E1Xcydwpm2tOdnf5HrViNxnWtbcCU9XT3nXmOxt+X41JhunmhN9yuhcI3IvW2ru9M9WJnWNye4ZllhjsvOuhNaIXBM1d/CWm1fNnR59OSW/xmT3r8FTZk+k18xY2qNPzZ2CuX1zUI3JPtmv5iw+auoEToCYk6/ViNywRvfXiFyAI1E1V9end9bcO8iAJtdqRO7ZHTU3L+xYY5L/GawolmqVoViqKSgoKCgoKCgoKCgoKCgoKCgo3CKKpZqCgoKCgoKCgoKCgoKCgoKCQhmU0z8rR7FUU1BQUFBQUFBQUFBQUFBQUFBQuEUUSzUFBQUFBQUFBQUFBQUFBQUFhTJIik+1SlEW1f5FCCFqA+8DzZCtFH8DpkuSVKFndyHEZaCdJEnpQojdkiR1+YuyPwfuBnIAHfCtJEkv/4X79ACelyTp3r+Sj2rcXwLekiRpmu3384C7JEkv3W5Zj744khY922LUG/j8+fe5dvJSmTgTv5iLZ6A3arWa8wdO8+38T5CsVu6dPJhuQ3qTn5kLwE+vr+bEtiOVymvzynBColtj0RvZP/ljso5fLhPHp1V9Oix7GrXOiaTYoxyZ/yUAnT+agEeDEAC0Xq4YcwrZFFPi7Na1lh/9/nydk2/8yNmP1leYB/e72hLywlhQqchau4n0j35wCHdt35yQ+WPQNQnj2qTXyd2wCwCn0ADqfjQXVCqERk3Gl7+RtXpDpfqWxqVrO/xmPoNQq8hd9wc5n3znEK6LaonfjKfRNgondcZrFGzeURzmO2U0rnd1AJUK/Z7DZCz+4JZkA/R9aTgRPVtj0hv55fmPST5x2SFco9Py8IcT8akbhGS1cm7LYeKWyHls+3g07YfHYLVYMRYW8fvsT0g/f6NKmU7tOuD29ASEWkXRht/Rr13tqPODj6Drdw9YLFhzssl/awnWVNlxtOtT49B26ARA4eovMf65tUp5nj3aUPulMaBWkfHtZlI++NEhXGg11F82BZeWDbBk5XHp2aUYr6eCRk2915/DtWU4Qq0m48etpLwvpw0YdS/+Q/sAgvRvN5H2ya9V5gOgy4Jh1O0ViVlvYNuUFaSXKm+A9jMG0+jhbjh7ufFp49FlwsMGtKfPikn8OGA+6cfK9s87IbvpE71oPiIGyWLFVFDE9pmfkH2+eo7yu708jHo2ubFTy5fbccZgGj8ky13ZpERu48Hd6TL3MQqSswA4/vlmTq/ZVm2d73/xSZr0jMSkN7L2+Q+5cdJRtpNOyxMfTMavXiBWi8Tp2ENsWLIGAO9a/gx+fRzuvp4U5uSzZvL75CRnViqv3SvDqGXTdc+UFWSWM575tqxP52Xj0Oi03IiL5+D8r2R5zerScfFING46Cq6nsWv8h5jy9cXpXGv5cd+2JRx7cx2nKxnPnDu1x2vycwi1ioJf1pP/1bcO4e5DHsb1/gFgsWDJziF74VIsySWO2YWrK0HffoZ++y5y3ny3Un3vlM5aH3fuWjERv8hwLq7dzoG5X1aZj6YLn8Q/ug1WvYHjEz8kt5x8eLYKo+W7z6DSaUmPPcLpuV8AEHRfRyKefxj3RrXY028euUcvVinvJrrO7fGeNh5UKgp+Xk/eF2scwt2HPoz7wAFIFgvW7GwyFyzFkpyKU6MG+MycjMrdFcliJfezb9Bv3lZtuTcZ8/JYonq2w6A38M60ZVw8caHCuHM/mU9Q3WAmxowvvnbPiHsZMPwerFYrB+MO8sVrn5VJ93fK1snbjdYrJuFSJwD9tTTix7yDOaeA+s/eS+hD3QAQGjXuDWsR12wMpuwC7j6wHHOBHqvFimSx8mffebR8dTiB0ZFY9EaOTPqInHLy4NUqjLbvjEOl05IaG8/xeXK7aTJjMMH9osBqxZCey5FJH1GUko1fl6Z0/HwahVdTAUhcf4Bzb/2nwvLTtGyPbphc16Zt6zH85ljX2l73ou09EKxWpCI9+k/fxpp4Bacu0TgPeKQ4nqpOOPnzn8Z6teK6uknzV58kyKZ3/KQPK9Q78p2nUeu0pMTGc3KeXPaNZwwmuF87JKsVo01vQ0oWtR7sSsRz94MAc34Rx2d+Qu6pqxXr3bo9LsOfA5Ua49bfMfziOKZoe9+Hc8ygYr0LV72J9cYVVP5BeLz5BdZE2Tm8OeEU+k/erlJngGYLnyQgug0WvYFjlbS51rY2lxZ7hFO2Nhd8X0ca2vrz7n7zyLHrzx7N6tJi6Wg07i4gSezqO7da+SnNvNfeYvuu/fj6ePPT1x/9pXtUxoJFs+kV0x29vogp4+dy4thph3A3d1fW/V4yLoaEBrHu+994ac4SOnaO4qXXZtK0eSPGj57O779srrZcp3YdcH92AkKlQr/hd/TfOc7PXB56BF3/kvlZ3hsl8zO30Xbzs2++xFCN+Zl3z0jCFowCtYrU1bHceM+x/wmthobvTsStVTjmrDzOjXsLw/U0nGsHELn9HYouyPOQvMPnuDhzBQBNV89DG+iD0KjJ3XeKi7NXgbXyTYLa9h3weG4CqFXof/+dwm8d9XYd/AguA+6Rx/GcbHJfX4I1JQWnyDZ4jC8ZTzV165KzYAGGXTsrlOXVow31XhmFUKlI/XYLSeXo3ODdSbi1lHU+//SbGK+nAeDStB5hS55G7eECVokTA2YgGUz43t+VWhMfArWK7C2HuLbwqypKXuHfgrKo9i9BCCGAdcCHkiQNFEKogRXAQmB6de7xVxfU7JguSdIPQggdcEoI8aUkSdV/U/1nMAAPCiEWSZKUfqeEtOjRhsCwEOb3mEBYm4Y8vnAMiweVPZFpxfi3KLK97I37cBpR93Ti4K+7AYj95Dc2r6zeAkNIr9Z4hAezvss0/NpGELV4JFvuebFMvKjFozj4/CoyDidw1zczCO7VmuS4o+x5enlxnMgXH8eYW+iQLvKlJ0iOO1p5JlQqQl9+hkvD52FOziD8p7fJ27IPQ0LJCUGmxDSuz1iG/+gHHZKa07K4+PDzSEYzKlcdEX+8T96WfZhTK3/xtpftP/c5ksbOwpycTq01yyncugfTxZLJrTkplbT5b+D15MMOSZ1bN0PXpjnXH3oagNAv30LXrhVFB49VTzYQ0bM1vmHBvH/3NGq1iWDAqyP5dFDZ8t+zYj1X9pxC5aRm2Oo5NOjRmgvbjnLi590c/iYWgEa92xIz73G+ffL1KnV2Hz+ZnNnTsKan4b38Y4x7d2G5eqU4iuXCebInjAWDAd29A3Eb/TR5r72MU4dOaCIakf3MaHBywmvpO5gO7EMqLKxUXp1Xx3F+6IuYkjJo/Nsb5GzeT9H5kvr1GxKDOTufU92fxuf+7tSa8ySXnl2Kz71dEc5OnI6ZhNBpaRb3Hlk/70DlpsN/aB/O3Ps8kslMxFcvkRt7AMPl5EpVr9OrNV5hwazpNo3Atg3otmgEP933Upl4V7Yc5uTnmxmy440yYU5uOlqO6kvK4YTKy/k2y074aQ+nv44DoF5MW7q8+ATrn6iiroG6PWW533SfRlCbBtz92gh+vL+s3MubD3P88808vr2szgm/7mXH/KoXVUrTpEck/mHBvN5jCnXbRPDAwqd4b9D8MvG2r/yNC3tOoXZSM/abeTTu0Zqz245y75zHObxuB4d+3E6Dzs3pN2MI302teOE6tFdrPMKC+bnrNPzbNqDDohH8cW9ZXTssHsm+6atIP3yBnl9PJ7RnKxK3HqPzG6M5tGA1qXvP0GDIXTR75h6OLi1Z4I968XESqzGeeU+bRPqk6VhS0wj89EOKduzGfLmkfxnPJVAw8hkkgwG3B+7Hc/xYsua/UhzuOXYkhvjqjSN3SmdLkYmjS3/Au3FtvJvUrjIf/tGRuIaFsKPTZLyiImj2+mj29p9XJl6z15/ixLQV5BxKIGr1LPx7RZIeF0/+mWvEj3qL5kvHVEvvYlQqfGZMJPW5GVhS0gj64gP02/dgvlRS3qazCaQMt5X3Q/fhPXEsGXNeRSoykPnSYszXbqDy9yP4qw8p2nMAKb+g2uKjerYjpH4oT981lkZtGvPMwmeZPnBauXE79euMvkDvcK1l55Z07NOJSf0mYDaa8fIre1L03y3bsAkDydhxgkvLfyFswv2ETxjIuVdXc/mD37j8wW8ABPRpS/1xAzBll+i+/8FXyM+SfwdGR+IWHkxs56n4tI2g9ZJRbB/wQpk8tF4yivhpq8g6nECn1TMI7NWa1LijJHzwG2de/x6A8Kf60mjqgxyb+SkAGfvOsG9Y2XGnDEKF7smJFCyZgZSZhvuCDzAd3oM10a5v7Y7DGCfrpGnTGd3jT1O4dDam3bGYdsvPSlXtMFwnL6jWglpgdCTu4cHEdZ6Cd9sIWi55ip0Dyo5hLZeM4ui0lWQfTqDj6pnFel/44DfO2vQOs+l9fOYnFF5NZfcDCzDlFBDYqzWt3hhT7n1v6u0ychIFr03HmpGGx8KPMB3ajfWGnd67YjFuked9mqguuAx7loLFMwGwpiSSN/vW+lWArc392Wky3lERtHh9NLvLaXMtXn+K49NWkH0ogXarZxHQK5K0uHjyzlzj8Ki3aFGqPwu1itbvj+fo+PfJO3UVJx93rCbzLeXtJoMGxDD0ofuZ80o12s4t0qt3d8Ia1KVbuwG0bdeKRW/O576YoQ5xCvIL6Xt3ybxwfdx3bPh1CwA3ricxdfw8xj034tYEq1R4TJhM9kx5fubz3scY9zjOz8wJ58kabzc/G/M0eQtfRmubn2U9PRq0Tni/8Q7GaszPwl8bw8lHF2BMyqDVhiVkbjqA/lzJyfFBj0VjzsnnSJfn8BvYlXrzhnHu6bcAMFxJ4WjM82Vue27sm1hs7yiNV03H777OZPy8q3K9J00me/o0LGlp+H70MYbdu7BcsRvHz5+n8GlZb5f7B+Ix7mlyFryMKf4ImWPkD4HCwwP/r1djOHigUln1XxvDmSEvY0zKoPn618neeAD9+RKdAx7rjTk7n6Ndx+M7sCt15w0n4ek3Qa0iYvkkLkx8l8JTl9H4uCOZLGh83Kk7fzgn+k7HnJlL+LIJeHZrSe7O4xXn438I5fTPylF8qv176AUUSZL0GYAkSRZgCjBKCPGsEGKdEOIPIcR5IUS5b3BCiHzb/z2EENuEED8IIc4IIb6xLdohhIgSQvwphDgkhNgohAgp51Y62/8FtjQvCCEOCCFOCCFW2N0rQgixRQhxVAhxWAjRoFR+2gshjgghGtjy08523d9mYYcQYoQQ4mdb+HkhRNmVDEfMyIuNU8rRv74QIk4IcUwIESuEqFvFvSqkdZ/27F33JwCXjpzHxcMNzwDvMvFuLqipNGo0Thr+6nhWq18Ul7+XLa8yDifg5OmKLtBRni7QGycPFzJsiwiXv99B7X5RZe5V576OXP1pt8O9C66mknP2epm49ri0boThShKmaylIJjM5v23HI6aTQxzTjVQMZy6X+dIlmcxIRnlCJrROoBLV0vsmzi0bY7qaiPl6MpjNFGz4E7eejmvE5sQUjOcugVS6kCWEsxbhpEFonRAaDZaMrFuS3ygmimM/yuV/40gCOk9X3EuVv7nIyJU9pwCwmiwknbiMZ7AvAEY7KxonV+dqydQ0bool8QbW5CQwmzFsi0PbuZtDHNPRI2AwyH+fPoXKP0BOW7c+puNHwWoBQxGWSxdwalf5YeFukQ0xXE7GeFWu36xfduDVp4NDHO8+Hcn8QV4wyvp9Fx5dW8kBkoTaxRnUKlQ6ZySTGUt+IbqI2hQcOYdUZASLlfx9J/Du17lK3ev3ieLcD/LXy9TDF3D2dMO1VHnfDCtMzS73Hu2nP0z8B79hMZiqlHc7ZdtbTGlcnZHKtMfyCesTxdkfZbkpRy6grUBuypGKdf6rNOsTxeF1cvu+eiQBFw9XPEqNZ6YiIxds7dtisnDj5CW8gv0ACGxYm4TdJwC4sOckzWPKjjv21OkbxSVbGacfvoDWyw2XUrq62Maz9MPyC/WlH3ZSp187ADzCg0ndewaApO0nqHNP++J0tftFUXAtjZxzlVuCaps1wXz9BpZEuX8VbolDd5fjmGI8HI9k61/Gk6dQBwYUhzk1bojK1wfDvoOVyrnTOlv0BtL2n6t2Ow/q147E77cDkHNIfpY4l8qHc6A3GncXcg7Jz5LE77cT1F/OR8H5RAouJFVLlj3a5k0wXbuB5YatvDdvxeVux/I2HLIr7+Oni8vbfPU65mtyfVrTM7BkZqP2ccxzVXTo05GtP8pj17kjZ3HzdMMn0KdMPJ2rjoFjBvH9ckdL6H7DBvDjB99jtj3HcjJyyqT9u2Ub1K8did/J6RO/K7luT8gDXUn6z+4y14vD+0Zxba3cl7MOV56HLNtc4draHYTY2pnZbvxSV/NZVRp1gyZYU24gpSWBxYxp71acokp90y0qWUAQzrpy50ZOnXth2lu1BQ9AsJ3e2ZXo7eTuQrad3sHl6q3jZoayDp7HlCMvWGYdSkAX4lux3hFNsCYnYk2V9TbuicOpXVfHSPrSev+9l9ygfu24YWtz2YcS0FRS39m2NnejGv3Zv0cr8k5dJc9mlWfKygfrX8tru8iWeHl6/KW0VdFnQE9+WPMLAIcPHsPT04PAIP8K44c1qId/gB/79hwC4Pq1RE6fOoe1Cuus0pSenxVti0PbpeL5mfn0KdQB8nimrmc3PysqwnzxAtoq5mfubSLQX07GYJufpf+8E9++7R3i+PTrQOrabQBk/LYHr+4tq9Tj5oKa0KgRTpoq26NTE1lvS5JN77g4nLuW0jvebl566hSqgIAy99Hd3QPD/n3F8SrSuehyUrHOmT/vxKev45zUp2970r+Xx4jM3/bg2U3W2evuSApPX6Hw1GUAzFn5YLXiXDeYootJmG27hHJ3HMN3QNVzUoV/B8qi2r+H5sAh+wuSJOUCV5EtFiOBR4GWwKNCiDpV3K8NMBl5K2k40FUI4QQsBx6WJCkK+BTZEu4mS4UQ8cB1YI0kSam26+9JktRekqQWgAtwc2vnN8D7kiS1BroAxU9uIUQX4CNgoCRJVX2G7AA8BLQCBt9cfKuE94HHhRClPyUvB76QJKmVLW9V79epAO8gXzITM4p/Zydn4BNc/mRr4pdzeePQKooKiji0fm/x9R5P9mP+hjcY/vozuHq6VSrPJdiXQjt5+qRMXEIcXwhcQnwoTCyx/CpMysSlVJ4COjWhKD2H/EuyCbrG1Zkm4+/j5JvrqtAYnIL9MCWlFf82J6XjFORXZbri9CH+RKxfTuNdn5H+8Y/Vt1IDNIH+mJPtZKekoa6mbMPR0+j3x1M3bg314tZQuOsgpkvXqk5oh0ewL7l25Z+bnIlHUNkXsps4e7rSqHdbLu06UXyt3fAYxm9/i+jZj7HxxS+qlKny88eallr825qehsq/4smirt8AjAf2AWC+mIC2XQdwdkZ4euHUuk3xhK4inIL9MCaWGHeakjJwCvYrFce3JI7FiiWvALWPB1m/78aiN9Dy0Oe02LeKlI9/wpKdT9HZq7h3aIba2wOh0+LZMwqn0Ip1uIlbsA8FduVdkJSJa3DF5V0a/xb1cQv15WpcfLXT3C7ZAM2f7M2QnW/Sae4Qdr1QPcsxt2Af8kvJdbtFueH9O/Doptfo+9FE3Ct5+SuNV5Av2Q7jWSZeFYxnADpPV5pGtyXB1r6TTl+hRT95stuib3t0Hq64ertXmN6ldBknZuJSSleXYB8KkzLLjZNz7nrxB4N693bELVTOq8bVmebP3suxaoxnqgB/LKkl/cuSml5pH3G9bwCGPfvlH0LgNfEZcpZXfyvTndL5VnEO8UV/oyQfRUmZOJdqK84hvhTZ5aMosWycW0Ud4I8lpWQMt6SkoQ6oeCxwG9ifot37y1zXNmuMcNJgvl69LdU38Qv2Iz2pZHxLT87AL7jsM+Tx55/g5xU/YdA7vuyFhtWiWYfmLP35TRauXUREq4Zl0v7dstUGeGGwLZgbUrPRBjhOYVQuWvx7tiblt33F1yQk2n03h7s3LqTeE73Qhfigt5sHVDRXsM+DPikTnV2cprMeoc+h5dR+qGux1RqAb1RDesQuotPqGXg0rlVG/5sIH3+kzJK6tmamIXzK1rW290Dc3/gK3ZCxFH31Xplwp449MO2Nq1COPboQX4pKzZFKL4DpQnzR25d9UoZDnCazHqH3ofeo9VDXYqs1e+oM7UFqJc8UlY8/1gy7Z3ZGGqry9I4ZhMeyr3EZOg79FyW7CFQBwbgvWoH7C8tQN656QeSmTkWl2lx5epduc5UtDgK4NQgBCdqvmU3XzYsIH39ftfLzTxMcEkTijRLL96TEFIJDgiqMP/DB/vzynz/+tlyVvz+WUvMzdWXzs/4DMO63m5+1L5mfaSPboAqsfH7mHOyL8UbJ+GVMykRbavxyLj0/yy1E4ysvZjrXDaTVpqU0X7cAj45NHdI1/XY+7Y9/iiVfT8Zve6kMlb8/VrvnpjWtcr1dBgzAuG9fmeu6nr0oio2tVJY22A+jXZ82JmXgVKrdOsSx09klPBQkicar59Ni4xuEPDsIgKLLSbg0qIW2dgCoVfj064C2VvXfYxT+t1EW1RRuEitJUo4kSUXAKaBeFfH3S5J0XZIkKxAP1AcaAy2AzbbFs3mA/X6S6ZIkRQLBQLRtYQygpxBinxDiOLJFXXMhhAdQS5Kk/wBIklQkSdLNT3RNka3J7pMkqWLnFCVsliQpQ5IkPfIW2G6VRbYtNn4JTCwV1Bm4ufn/q4ruI4QYK4Q4KIQ4eDqv+v5iKuLd4QuZ0WEsGq2GJl1aAPDn15uYd9cEXh0wnZzUbB6eN/xvy6kOdQd15up/9hT/bv78Q5xbsQFzYcVfi24XpqR0EgZM4FzPsXg/GI3a3/uOywTQ1AlFG16Xq72HciX6MVw6RqJr2+KOyRNqFQ8uf479n20k+1rJi8XBLzfz/l1TiVu8hm4TBt1Wmc69YtA0bIz+B9lvjenwQYwH9uL99vt4zH4B0+mTSLf4JfZWcItsCBYrx9uN5GSXsQSNHYS2bhBFCddJ+WAdDb95iYivX0J/6hJY7vCh3kLQ+cXH2bNgddVx7xAnv9jCmm7T2PfaGtpOHPSPyLy8+QhfdZnMd33mcG3HCXq9Pe6OyFGpVQx9dwK7Pt9I5jV5cv37wm8I79iUSb8vIrxTU7KTMm75y/+tsGfqSho92Zv+f7yCxl2H1WY91Or5Bzm98o/bPp659O2Ntkkj8r6RrZfcHhpI0e59WNPumIeBMlSk8/8irv17o23aiNyv1jpcV/n54rtgNpkLlv5tC5/yCGsWRnC9EPZu3FMmTK1R4+7lwfSB0/h84WfM+GDmbZdfhlI6BvaJIvvAWYetn/vue5E9MbPZ8/gSwkbGoK1kMbu6nF68lk1RE7j+4y7CRvUBIOfYZTa1m8i26Nlc/GQTHT4rf+vsrWDc8jP5zw+j6LuVOA98wiFM3aAJGIuwXr/8t+VUlzOL17Il6jlu/LiL+qP6OoT5dW1G3cd6cvrVbytIXX2Mm38ib/IT6FevQPfAMACs2ZnkThhC/uyx6L/6ALcJ88DF9W/L+qsItRqfjo2Jf/Y99tz/IkED2uPX/c7Nm/4p7n+wPz//WLGfzTuBc3QMmkaNKfzeNj87dBDj/r34vPM+nnNewHTq5B2dFxlTszjUbhzH+kzn8kuf0+j9yajdXYrDTz/2CgciR6NydsKr2+2rY13vGDSNG1PwnaM/RZWvL5rwcIwHyn40uW1o1Lh3aMqF55ZxatAcfPp1xLNbSyw5BVya/TENP5pGs/8sxHAtDelOz0n/HyFJ0j/27+8ghPAVQmy27VDbLIQo9wuzEMIihIi3/fvF7nqYbV0iQQjxnRBCWx25ik+1fw+nAAdnUUIIT6Au8pZH+7cIC1W3jfLiC+CkJEmV2sJKkpQvhNgGdBNCHAY+QD4M4ZoQ4iVKtodWRJItThvg5udmMyWLxKXTl93PVzXLgMNAWU/CVSBJ0grkRT/G1R9cLKvHsL50e6w3AJePJuAb6sdNEzvvYD+yKnHMbTaYOLr5AK1j2nN65zHy0ku2juxcs4Xxn8wqkyZiRAzhj/cEIPPoRVxDS76muIT4ok9y3MKoT8rC1c56wTXEF71dnoRaRe0B7dnUt8Tfhl/bBtS5twOt5z+Gk6crklWStxGtcTyAAMCUnIFTSMnXNE2IP6aUjDLxqsKcmonh3BXc2jcvPsig6jTpaILtZAcFYKmmbLforhQdO4OkLwKgcOcBnFs3pejwiUrTtRseQ5shcvknHruIp135ewb7kpdS/hbSexc/RealZPZ/Wv7X0BO/7KH/qyOBjyuVb81IRxUQWPxb5R+ANb3sS7xTmyhcHhtGzvMTwVSyBUz/7dfov/0aAPdZ87Fcr9w6z5ScgdbOiswpxA9TckapOJloQ/3l62oVag83LFl5+A66m9xth8FswZyRQ/7B07i2isB4NYWM77aQ8Z3svyR05hMYk8qvt+ZP9qbJULm8045exM2uvN1CfClMrt6WXa27Dp/Gtbn/e9mpskuAF/0+ncofo96q8LCC2yW7NAk/76XbayMrDG/xZG+aPSbLTT16EfdScgtuQa4hO7/479PfbqXznCGVxu88LIaOj/UC4NrRi3jbyfYO9q3woIGHFo0h/VIyOz8tOWgkNzWLr56WnWprXZ1p0a8DRaX8NjYa0ZsI23iWES+X8c0lZ7dQX/SldNUnZ+Fq91XaPk5uQhJxjy0B5G2RtaIjAfBvE0HdezrQdt4QtPbjWVxZy1BrWjrqwJL+pQ70x5KWViaec/u2eIx4nPRnpxT3L22LZmhbt8TtoYEIFxeEkwapUE/uhysd0ro9NJAB/QfdUZ2rQ92Rfaj9hFzXOfEXcKnlR7YtTBfiiyHJsa4NpaxddKFl49wqlrR01EElY7g6KABLOYuSzh3a4jlyKKnjpjqMZ8LNlYBlr5HzwacYT5wuk648Bgy/h5jH5MWRhGPn8Q8pGd/8g/3IKDW+NW7bhIhWEazY9QlqjRovPy9e/W4R8x6dTUZSOnv/kLddnj96Dqsk4enrSbd7uxfLMBy59LfK1piWg3OgN4bUbJwDvTGm5zqkDRnUuczWT0NyFnVH9qHWE71wDvCi8Ho6LnbzgIrmCvZ5cAnxpSip7Fhzfd0uOn0zg7NLf3TYHpkaG49q8Ui0vh5ASpl0UlY6wrekrlW+AUhZFS9Am/ZuxWXEJOy92Dl16olpT+VbP+uPjKHu43K7zo6/iK7UHKmoVNkXJWXiYl/2IX5l4gDcWLeTDt/M5JzNT6NH07q0fnMs+4YulrdBVoA1Kx2Vn90z2y8Aa2V674nD9anJ8g+zCSlfbu+WS+ewpiSiDqmN5eK5MunqjexDnSdu6n0BnZ2lTWmrtJt6l25z5entmCaDzD2nMWXmAZC2JR7PlvUrTfNP8eRTQxg6XH4dOnrkBKG1govDQkKDSE4q2yYBmjZvjEat5vjRU387D9b0dNSl5meWCuZnrkOHkT3NcX5WuPprClfL8zOP2fOx3Kh8fmZIzkRbq2T80ob4Yiw1fhls8zNjUqY8P/N0xWyrP7NRbrcFxy5SdCUZXYNQCo6WbBKSDCYyN+7Ht28HcrZX7CfUmp6Oyu65qQooX29t2yjcnhhG5mRHvQGce/akaOcOsFgq1dmYnIHWrk9rQ/wwlWq3N+MYkzIcdDYmpZO391Sx/tlxh3FrGU7uzuNkbz5I9mbZbUPA4zFI1srzoVAjzEI2FloshJhl+13elyy9zdinNEuAtyVJWiOE+Ah4CviwKqGKpdq/h1jAVQgxHMB2UMGbwOdAJd4tb4mzQIAQorNNhpMQonnpSEIIDdARuEDJAli6EMId28KfJEl5wHUhxCBbGmchxM3PbtnAPcAi22mgAJeBm454HD3NQ4xt1doFGARUuRIjSVImsBa5I91kN3DzTfNxYEfpdJWx7auNvDpgOq8OmE78pgN0evBuAMLaNESfV0huWrZDfGdXXbGfNZVaRcteUSRfkP3C2Ptfi+zbgcRzZR+oCZ9vZlPMHDbFzOHGhoPUH9wdAL+2EZjy9BSV8qtUlJqNKU+PX9sIAOoP7s6NP0p2DAfd1YLchESH7Q9xg17htw6T+a3DZM6t/IPT7/5Mwmfln36kP3YO5/qhONUOQjhp8Lr3LvK2lDXrLg9NsB/CWf5QoPJ0w7VdMwwXK/fhZo/hxFmc6tVCUysYNBrc+t9Nwbay1gTlYU5KRdeuJahVoFHjEtUK08Wqt38e/HIzKwfMYeWAOZzddJBWD8nlX6tNBEV5evLL8WvV4/nBOHu4svFlx9OEfOuXbEdo2CuSzCoc9QOYz55BXas2qiBZZ+cevTDudWz66gYNcZ84jdwXZyPl2OVHpUJ4eMpxwsLRhIVjOlS576eCo+dxrh+Ctk4gwkmDz/3dydns+CUxe/N+fB+WJ/M+93Qlb5c8+TLeSCv2r6ZyccatTWMMCXL9amwOvZ1C/fHu15msn7aXK//kF1v4se9cfuw7l8t/HKLRw7IhaWDbBhjzCqvtR8yYp+fLVs+wuvMUVneeQuqRC5UuqN1O2QCeYSV1XS86ktxLFdf1iS+2sLbfXNb2m8uljYdobDvhL6jNrcu1979Wv08UWQmVb4/b89Vmlg2YzbIBszm56SBtH5Tbd902EejzCskrNZ4B9J32CDoPF35d4Lil1dXHA5srTXo+O5CDNr8u9pz7fAvrY+ayPmYu1/84RJitjP3bNsCYW4i+lK5623jm31Z2xRn2cDeubZTHM2c/uW0jBC0nDeT8V/I2kk0PvMJPHafwU8cpnFm1kRPLf+FcBeOZ8fQZNHVqoQ6R+5dr714U7XAcU5waReA9YyoZ0+dhzSrJX9ZLr5HywGOkPDiU3OUfUbhhc5kFNYCCH3++4zpXh6ufbWJ39Cx2R88idcNBQgffBYBXVASmvMLiLYc3MaRmY87X4xUlP0tCB99Fyh/V8x1XEcZTZ3CqWwt1qK28Y3qi3+64QOTUKALf2VNInzbfobzRaPBf+jIF6zehjyt//CiP9V/+zpT+E5nSfyJ7N+6h50Py2NWoTWMK8grJSnVcSPrj6w2MbP8kY7s+xeyHZpB4KZF5j84GYN+mvbTsLI9xoWGhODlpyM3MdZDxd8s2deMhQh+V04c+6ljmGg8XfDo3I9XumtrVGbWbjqufbWLH/S9TeCWVlC1HqPOI3Jd9bHOFivLgY5sr1HmkO0m2duYWVrJAEdwvinzbOOJstxXVu00DEAKj7YW1NJaLZ1AH10IEBINaIy+QHXasa1VQyfZRTWQnLMl2PhCFwKlDD4xV+FO7/Nlmtveezfbes0n+42Cx3t5tKy57U74ebzu9k8vRO6hfu2K9XWr50f7TKRx57n0KLlb+3LZcOIMquBYqm97azr0wHSqld7Cd3m1K9BYeXiDkVzpVYAiq4FpYU8r3XXjls03sjJ7FzuhZpGw4SC1bm/OOisBcSZvztrW5WtXoz2lbj+HRtC4qFy1CrcK3S1Pyq/BT+U/xxSdr6Hv3w/S9+2H++D2Oh4fcD0Dbdq3Iy80nNaX8hcxBD/Xn53W3dup8RRTPz4Ll8UzXoxfGPY7zM02DhnhMnkbuC7ORsrNLAsqZnxkPVl4f+fEJuISF4Gybn/kP7EbmRsc0WRsPEPhIDwD87u1Mzk75w7HGzxNUcttyrhuELiwEw5UUVK46nG7OG9QqfKKj0CdUXsemM6X07tULw+5Sekc0xGPqNLLnltLbhq5XdJVbP2/qrLPT2XdgN7I2OR5skL3pAP6D5Y91vvd2Lj5wIGdbPK5N66Fy0YJahWfnZsWHOtyck6q93Aga0Y+01VuqzMv/CtZ/8N/fZCBw82voF8jv/tXC5te9F3DTOqTa6RVLtX8JkiRJQogHgA+EEPORF1TXA3OAx26TDKMQ4mHgXZs/Mg2yxddJW5SlQoh5gBZ5kW+dLV8rgRNAMmA/4g0DPhZCLABMwGA7WSlCiHuBDUKIUcAbwFohxFjg91JZ2w/8iLwV9WtJkqo7u38TeM7u9wTgMyHEdCANqNiEpApObD1My55tePXP5Rj1Rr6Y/n5x2Lz1S3l1wHS0rs6MXzUTjdYJoRKc23OS7d9sAuCh2cOo06w+kiSRcT2Nr+dUbrWUFBtPSHQk9+x5C7PeyP4pJfH7bH6NTTHyyaOHZn9Gx2XjUOu0JMUdJcnuBLy6Aztz9afqLUSVi8VK4ksfUf+LBQiViqzvN2M4f5XAyY+jP36evNj9uLRqSN0P56L2cscjugOBk4aS0G88zhF1CJnzFJIEQkD6ynUYzl6pWqad7PTX3iP4o9cQahV5/9mI6cIVfMYPx3DyHIXb9uLcvBFB77yIysMD17s74fPsMK4/MJaCzTtw6RhJ7XUrQJIo3HWQwj8r9xtRmoS4eCJ6RjJ+u1z+vzxfUv5j1r/GygFz8Aj2pfuEQaQn3GDM77IrwgNfbiJ+zTbaPdmH8G4tsJgsFOUW8MvUavhislrIf38ZXq+9ASoVRZvWY7lyGdfhozCfO4Nx727cxjyNcHHBc97LcjGlppL30hxQa/B6U/bVIhUWkLdkoewUt4oyvjZ/BRFfv4RQq8j4Lpaic9cImTaUwmMJ5GzeT8aazdRfNoVmOz7Ckp3HpfHyaV5pX6yn3psTabplOQhBxtpY9Gfk+g1fMRO1tyeS2cy1eR9jya36xL6rcfHU7dWaITvfxFxkZNvUFcVhD21cyI99ZSu0jnOHEDGoCxoXLY8feJcz327j0FtV+9O6k7JbjOhDrW7NsZotGHIK2Dql8r59kys2uY/vfBOz3kjctBK5j/yxkLX9ZLmd5wyhoU3u8P3vcvrbbRx4ex2tRvahfkxbrBYLhuwC4qZWTy7Ama1HaNIzkpl/LsOoN/D99JK0k9cvYtmA2XgF+xI94QFSEm4w6ffXANj9xSb2f7eVBp2a0n/GECQJLu0/zX9eqNxA+EZsPKHRrRm4W9Z1z5QSXQdsXsj6GFnX/bM/p8uysah1WhK3Hi0+0bP+oM40HiFbDV/dcJALa6q/0FKMxUr2m8vxX7YEVGoKftuA+dJlPMaMwHT6HEU7d+P53DiEqw7fhfL5OJaUVDJnlD1ZrzrcSZ0H7XsbJ3cXVFoNtfu2I+6xxXCmfM8KaVuO4B8dyV373sGiN3B8UslY1CV2MbujZavpUzM/peW7z6DWaUmLjSc9Nh6AwP7tafbaCLR+nkR9M4O8E1c4OGRR1QVgsZL1+nIC3l2CUKvI/2UD5otX8Bw3AuPpsxRt34P3pLEIFxf8FsunVVqSU0mfNh/XmB44t2mFyssTt3tlq7DMl1/HdK7qUyFvcijuIO16tuOjHSsx6A0sf35ZcdjbG95lSv/S3iIc2fLdZiYsncS7m9/HbDSxbOrbZeL83bK9uPxnIldOpvbQnuivp3N0TEkegwZ0IOPPY1jstjZrA7xoc3MbpkbNjXW7OPfOz7RaNILee9/GojdwZHJJX+6x5TW29ZbnCsdmfUqbd55GrdOSEneUVFsems0dgntECJJVkvMw4xMAQu/rSP0neyOZLViKjBy0O1G8DFYr+i+X4zZ9CahUmLZvwHrjCs4PjsBy6SzmI3vQxgxC07wtWMxIBfnoVywpTq5u3AprZqp80EE1Sd1yhMDoSHrtXYZFbyDeTu+7tixie295cfT4rM+ItOmdGhdfrHfTuUNwiwgFq0Th9TSO2/RuOPVBnHzcabl4FACSxcoO2zOgXL0/fxe32a+DSoVx2was1y+je3gk5ktnMR/ajXOfB9C0jAKzGWtBHoUfLgZA07Q1usEjwWxGkqwUfvI2UkH5i5b2pNn0vnvfO1j1Bo7ZtblusYvZaWtzJ2d+Sqt3n0Fla3NpNr2D7Ppzu29mkHviCgeGLMKcU8Clj36n6x8Li8s3bcsR7Kbx1Wb6i4s5cOQY2dm5RA96gmefGsZD9/WtOmE1iNu8nV4x3dl5aANFej1Tnys5mXXjnz84nPp576C+DH/0WYf0rdu0YNVXy/Dy8iSmXw+mzhpPdJdBVQu2Wsh/bxlei95AqFQUbbTNz560zc/27MZtrG1+Nr9kfpb7gjw/8367ZH6WW8352cU5q2j27XyEWkXKmjj0565RZ/oQ8o8mkLXpICnfxtJw+UTa7H4Pc3Y+52zW456dmlF3+hD5wDBJ4uLMFZiz83Hy96LpF7PlA7xUgpxdJ0j+cmOVeue9uwyf123z0g3rsVy+jNvIUZjPnsGwezfuT8t6e70k621NSSV7njzuqIKCUQcEYjoaX3UZW6xcnruKxqtfQKhVpK2JRX/uGrWmD6Hg6AWyNx0g9dtYGrw7ida73secnU/CM/Jpp5acApI+/oXm618HCbLjDpEdKy+g13tlFG7N6gNw/e21FF289YN3FO44QZIk3ayYZKAiR4k6IcRB5N1uiyVJ+gnwA7IlSbrpI+M6ULETUDvE3923qqDw/xkhxAjkraXPVRX3TmC//fOfppehWlvA7wjNXcqebPZP4epmrDHZ3+RW7iz2TvFMk+pb7d1urp7yrjHZB6Q7cyLY/3cst3b47W3jsrrmtjm0MqprTHbPerfm1P52svVKaI3I9bfUnM+15nXLbqP9p3guxaXqSHeIZwx/35/ZX8UgambjSo+Y8rfa/RNs3xxYdaQ7RPeeVVub3yl2x1XsiP9OE3PytRqRG9bo/hqRC3AkquYc2Z8/UfXBTneKBk3+OZ+h9lw+W3Pl3TFxXQ3Nzv4Z+tTp94+9026+vnEcMNbu0gqbeyUAhBBbkH20l2Yu8qGC3nZxsyRJKuNXTQhRS5KkG0KIcCAOiAZygL2SJEXY4tQBNtgOU6wUxVJNQUFBQUFBQUFBQUFBQUFBQaFGsfdPXkF474rChBApQogQSZKShBAhQGp58SRJumH7/6LN13sb5J1t3kIIjc1arTZQrb3rik81hf9pJEn6vLSVmhDCz+60D/t/yrnICgoKCgoKCgoKCgoKCgo2rEj/2L+/yS/Ak7a/nwR+Lh1BCOEjhHC2/e0PdAVOSfIWzq2U+GcvN315KJZqCv86JEnKACJrOh8KCgoKCgoKCgoKCgoKCgq3hcXIftafAq4AjwAIIdoBT0uSNBpoiuy33YpsZLZYkqSbR/vOBNYIIV4FjgCfVEeosqimoKCgoKCgoKCgoKCgoKCgoFCG/xY//Dbjmehyrh8ERtv+3g20rCD9RaDDrcpVtn8qKCgoKCgoKCgoKCgoKCgoKCjcIoqlmoLCHWRJ14wak70jtuZOeDJbam693q+dtcZkTwkuqhG5P39Rp0bkAtS31ozOAN3dsmpMdnqBa43J9nQ21Ijcbn/fz8VfxqKpuTHl4KXyDpj6Z8h1qhm5gTV30Ct5mboakx2uqrkTOON1NTclf9S7Zk7hPLLJt0bkArQNr7mTR3fF1dyY0q5pUo3JrqlTOC+d+6VG5AJsbT6nxmQ3Dy/XP/s/wolTNdPGG9WtmVNH/w3cBl9n/9MolmoKCgoKCgoKCgoKCgoKCgoKCgq3iGKppqCgoKCgoKCgoKCgoKCgoKBQBkmxVKsUxVJNQUFBQUFBQUFBQUFBQUFBQUHhFlEs1RQUagBNq/a4DHsOVCqM29Zj+PVbh3Bt9H04xwwEqxWpSE/hJ29hvXEFAFWdcFyfmoJwcQPJSt78Z8BkqlJm81efJCg6EoveSPykD8k5frlMHK9WYUS+8zRqnZaU2HhOzvsCgMYzBhPcrx2S1YoxPZcjkz7CkJJFrQe7EvHc/SDAnF/E8ZmfkHvqaoV58Li7LbVeHI1Qq8lYs4nUD390CHfr0JxaL47GpUl9Lk9YSs763cVh4V+8hFubRuQfPM2lUa9UqW9pNC3aoxv6LKhUmLZvwLB+jUO4tse9aKMHgtWCVFSE/ou3sCZeBbUGlycnow5rDFYr+tUfYDl79JZkqxtF4nzvKFn2gVhMf/6n/HjNO+HyxHQK35uB9cYFUKlxfugZVKHhCJUa0+FtFaa1J+qVYdTqFYlZb2DPlBVklVPXvi3r03nZONQ6LTfi4jk0/ysAfJrXpcPiUah0TkhmCwdmf05G/EW0Xq50emss7vUCsRhM7J26kpyz1x3u6d0zkvBXRoJaRco3sdx47yeHcKHV0Gj5BNxahWPOyufsuLcwXEvDuU4AbbYvQ38hEYD8Q+e5MHMFAHVnPUbg4LvReLuxt8GwKnUHcLsriuD5YxFqFVnfbSLj4+8dwl3bNydo3lh0TcK4PmkJeX/scghXubvQ4I+PyNu8h+SXP6pSnk/PSBq8MhKhVpH8TSzXytG78fIJeLQKx5SVx+lxb2O4loZHmwgaLh1niwRX3viejA37Ec5OtP5pASqtBqFRk/7bXq4sXVtpHmqyb7nf3ZZaL4wBtYrM7zaT9uEPZWSHvjAGXZP6XJ3wOjkbSmSHffESrm0aU3DgNJefWlAteR53t6H2S2MQahUZazaT8oGjrkKrod7bU3Bt2QBzVh6Xxy/FeD0V4aShzqJncW3VAKwS119aRf7eEwB439eN4OcGg1pFbuwBEhd9WaH8lq8OJ9A2lh6Z9FGFY2nbd8ah0mlJjY3n+Dz5fk1mDCa4XxRYrRhsY2lRSjZ+XZrS8fNpFF6VfeAkrj/Aubcq7+vdXh5GPVs/j526gvQTZfPRccZgGj/UDWcvN1Y2GV18vfHg7nSZ+xgFybJfwuOfbyY/OZNuLw1DpVaR8nUsl5c7+iESWg0t3xuPZ6swTFn5HB37DkXX0gAImziQWkN7IlmsnJn7ORnbjgHg17M1TV59EqFWcf2buOJ7+nZvQaMXHgeVwFJQxImJH6K/nIJPpyaELXyi3L75T/fr0jzw4pM07dkGk97At89/yPWTZct77Bez8Az0Qa1WcfHAGX6Y/ymSVaL1gI70m/wwgRG1WDZwHteOX7wl2b1fGkaDnpGY9AZ+f34FKaXqWqPTMujDifjUDcRqtZKw5Qh/LvkOgDodGhP94jACm9Th5wnvcXb9gWrJdOnSDt+ZzyJUKvL+s4GcT79zCNe1bYnvjGfQNgwndeZCCrfsKA7zmTwa1+7y4WnZK76hYOOfVcrz7RlJxKvyOJr0TSxXl//kEC60Gpq+VzKOnhr7NkXX0vC5qxXh8x5HaDVIRjMXFnxF9k65XwsnDQ0XPYV3l2Zglbi46FvSf99XaT6cO7XHa/JzCLWKgl/Wk/+V4/zMfcjDuN4/ACwWLNk5ZC9ciiW5xD+bcHUl6NvP0G/fRc6b71apN0CzhU8WjylHJ35IbjljimerMFq/K8/PUmPjOTVXnp81eWEoQX3aYjVZKLycwtFJH2HOLcSrTQNaviH3eSEE55b+QMqGgxXmQduhAx7PPQdqNfrff6dw9WqHcNfBg3G55x4kiwVrdja5r7+ONSUFp8hIOZ0NTd265CxYgGHnzmrpDrBg0Wx6xXRHry9iyvi5nDh22iHczd2Vdb+XjMkhoUGs+/43XpqzhI6do3jptZk0bd6I8aOn8/svm6sttyrmvfYW23ftx9fHm5++vvUx4yaNFz5JQHQbLHoDJyZ+SF459evRKowW7z6DWqclLfYIZ231q/F2o/WKSejqBFB0LY2jY97BnFNQ4X19ujaj8YLhAOi0Zpzq1SXzhVco2l4yHv7VNq4ODsJ38QIQAqHRkP/Dfyj8z69V6u/bszWNXh2BUKtI/CaOK8t/dggXWg3N3xtf3LdP2J4tGh93Wn0yFY/IBiSt2ca5OZ8Vp4n8djbaIB+EWkX2vjOcnfUJWCu2pNJ1bo/3tPGgUlHw83ryvnB8B3Af+jDuAwcUt+/MBUuxJKfi1KgBPjMno3J3RbJYyf3sG/Sbt1Wp8/8i1v+S0z9rCsVS7V+AEKK2EOJnIcR5IcQFIcQ7QghtFWkuCyH8bX/vrixuFff5XAhxSQgRL4Q4I4R48S/ep4cQ4re/mo9K7iuEEDuFEP3trg0WQvxxu2WVCFXhMmISBa/PIm/GSLSde6GqVc8hinF3LHmzRpM3ZyxFv32Hy+PPyAEqFW7Pzqbw07fJmzmK/Fengrlqj9KB0ZG4hwcT13kKR59fScslT5Ubr+WSURydtpK4zlNwDw8msFdrAC588Bt/9prJ9t6zSdl8mEZTHwSg8Goqux9YwJ89Z3L+7XW0emNMxZlQqaj9yjguPvkyZ3qPx+f+u3Bu6Ohg35SYxtVp75D1c9kJeOqKdVyZ8naVupaLUKEbNoGCt+eQP/cpnDr2RBVa1yGKcW8c+fPHkP/i0xg2fIduiFzm2rsHAJA/fwwFb8zEZcg4EOKWZDvfPwb9ZwspfHsymtbdEIG1y8bT6tB2vQfL1XPFlzQtO4PaCf07Uyl8bzpOHfsgvAMqFRfaqzWeYcH80nUa+2Z8QodFI8qN137xSPZOX8UvXafhGRZMaM9WALSZ9xjH31rHhpi5HFv6I23mPQZA84kDyTp5hfW957Bn0ke0W1BqgUulInzRaE4OXciRu6YQ8EA3XBo56hk0NBpzdgGHO08g8ePfqD/vieKwoispHO09naO9pxcvqAFkbjrI0f6zKtW5dD5CXnqGq6NeJKHvM3jddxfaiLLtLHHG2+T8uq3cWwRMGUbhgRPVlhex6ClODF3IwbumEPBAV1xL6R08tBfm7HwOdJ7AjY9/I8ymd8GZqxzuO5PDvadz4rGFNFw6FtQqJIOJYw+9zOHo6RyOno5Pz0g82jasNA811rdUKmoteJpLI17iXMx4vO+/C+dS5W1MTOPa88vILkd22sfruDrlrVuSV+fVcVx48mVORz+Hz/3d0ZXS1e/RGCw5+Zy662lSV/1C6Own5euP9QHgTJ9JJDz+IrXmjwQhUHt7UGvOCBIem8+Z3hPQBPjg3rVVueIDoyNxCw8mtvNUjj6/itZLRpUbr/WSUcRPW0Vs56m42Y2lCR/8xrZes9jWew4pm48Uj6UAGfvOsK33HLb1nlPlglrdnq3xCgvmm+7T2DbzE+5+bUS58S5vPswP95X/2E34dS9r+81lbb+5nFn7J3e9+iS/D3+db3vNIOSBrrg1quUQv/bQnpiy89nZaTJXPv6dRvOHAuDWqBbBg7qw667nOfzYIpoueQpUAlSCpotHcXjoYnZ1n+Zwz6ZLnuL4s8vZGz2L5HW7CJ8il4P+Rkb5ffOf7telaNojkoCwEF7rMZm1c1by8MLR5cb7Yvw7vNF/Jkv6TMfN15PIezoBkHT2Gp8+/RYX95+5ZdnhPVvjExbMx3dP44/Zn9D31RHlxtu/4ndWRs/gswFzqd2uEeE95Dacm5jB79M+5tTPtzCVU6nwmzOBlGfncP2B0bj164lTuOMz05ycStr8peRviHO47tK9A85NIrjxyNMkPjERr+GDEW5VHOyiUtFw8VMcG7qQ/d2nEFjOOBpiG0f3dZrA9Y9/I3y+PI6aMnM5PmwxB3tM48zE92j63oTiNPUmP4gpPYf9XSaxv/sUcvacqjIf3tMmkTF1FimPjcQ1phea+qXmZ+cSSBv5DKnDxlAUtx3P8WMdwj3HjsQQf6xyOXYEREfiFhbMtk5TOP78Slq8XsH87PVRHJ+2km2dpuAWFkyAbUxJ//M42++ewY6eMym4kETExIEA5J25xq4+c9kZPZv9QxbT8o3RCHUFr30qFR6TJpE9cyYZTz6Jrlcv1PUc9TadP0/GuHFkPvUUhj//xGOc/EHIFB9P5ujRZI4eTdaUKUhFRRgOVG/hFqBX7+6ENahLt3YDmDnlJRa9Ob9MnIL8Qvre/XDxv+vXEtnw6xYAblxPYur4efz0w/pqy6wugwbE8NFbr/6te/hHR+IWFsLOTpM59fxKmr1e/tjR7PWnODVtBTs7TcYtLAT/XpEAhE0YSMaOE+zqPIWMHScImzCw0vtm7TrF3uhZ7I2eRfqEaUiGIgz77BZT/0Ybt6RnkDbmOdKeHEva6GfxGPYYKn+/ygtAJWi8eBTxQxext/tUgsp5toQO7YUpu4A9nSZx7eP1RNieLVaDiQuLvyPhpa/K3Pb4mGXs7zWDfXc/j9bPk6D7O1eSBxU+MyaSNmk2yY+MwrVPLzRhpdr32QRShj9DytAxFMZux3uirLNUZCDzpcUkP/oUaRNn4TP1WYS7W+U6K/wrURbV/scRQghgHfCTJEkNgUaAO7CwuveQJKnL38zGdEmSIoFI4EkhRNjfvN9tQ5IkCXgaeEsIoRNCuAOvAePvlEx1gyZYU25gTUsCixnj3jicokoVsb6w+E/hrAPbPnZNy/ZYrl7EelX+yi3l54JU9WmXwX2juLZW/oqcfTgBJ09XnAO9HeI4B3rj5O5C9uEEAK6t3UFwv3YAmPP1Jfl3LclP1sHzmGxfzLIOJaALqfgkL9fIhhguJ2G8loJkMpP16w68Yjo6xDFeT6XozOVyvzbl7zqGtUBf5np1UIc3xpqaiGQrc9P+bTi16eoYqahUmdu+yKhC62E+HQ+AlJeNVJiPun6jastW1YnAmpGMlJUCFjPmozvRNG1fJp62z2MY//wPmI0O14VWByoVOGnBYkYyVF4GtftGcfEH+QtxxuELaL3c0JWqa12gN04eLmQcvgDAxR92UttW15Ik4eThAoCTpyv6FNmSxathLZJ3yi8kuQlJuNXxR+fvWXxPjzYRFF1KxnA1FclkJu2nXfj2ddTTt297UtduAyD9tz14dWtZqS4A+YfPY0rNrjLeTVxaN8J4JRHTtWQwmcn5bTsevTs5xDHdSMVw9nK57UzXIgKNvzf5O49US55Hmwj0l5IpstPbr287hzh+fduTslZeUEr7bS8+3VoAYNUbwSL3X5VOW9zmAKyF8qmqwkmN0KgdwkpTk33LNbIhxislsrN/3Y5nH0fZJptsqRwd8nffmmxZ12SMV+107dPBIY5Xn45k/CC/6Gev34WHbYFM17AOebvll11zRg6W3AJcW0XgXDcIw+VEzJm5AOTtPIp3//In6CF2Y2lWJWOpxt2FLLuxNKTcsdS52nqXJqxPFGd/lPt5ypELaD3dcC2Vj5thhdXoP4GRDci5nELu1TSsJgvJP+0msJ9jOw7o147Etdvl+/66D99uzeW0/dqR/NNuJKMZ/dU0Ci8l49U2Aq+2ERReSkZ/JRWp9D0lCY2HvNCi8XTFYBtniq6llds3/+l+XZoWfdpxYJ2s+5UjCbh4uOIZ4F0mnsFWvyqNGo2Tprjbpl5IJO3iXzt1sWFMFCdsdZ145ALOnm64laprc5GRq3tk6x6ryULKict4BMvP45zr6aSduYZUiRVHaZxbNMZ0LRHzjWQwmyn4YxuuPRznKebEFEznL5Upb214PYoOHweLFUlfhPH8RVy7Oral0ni2tY2jV+RxNPWnXfiXan/+/dqTfHMc/bVkHM0/cRmjrf0UnLmGSqdFaOWNOMGP9eTKu7YFaknClJlXaT60zZpgvn4DS2ISmM0UbolDd5ej3sbD8UgG+QRm48lTqANLPnQ5NW6IytfHcRGjCoL6RXHje9v87FDlY0r2IXlMufH9DoL6y+WT/udxJNtzJOvQeXShcr1b9cbi6yqdE5W5Q3Jq0gTLjRtYkmS9i+LicO7qOEcyxceDTW/TqVOoAsp+4NPdfTeGffuK41WHPgN68sMa2YL18MFjeHp6EBjkX2H8sAb18A/wY9+eQwBcv5bI6VPnsFpv/8nv7SJb4uXp8bfuEdCvHYnfy2NHzqEENJ6uaEvVr9ZWvzm2+k38fjsBtvoN7NeOxO/k9InfbSfQdr0693XpeRdFe/YXt1f4m23cbC7eGSOctNX6wCz37RRb37aQ8tNu/Ps5zg0D+rUjyda3U+36trXQQM7+s1gNZXfjWGxjrdCoZSvVSuZI2uZNMF27geWGTefNW3G521FnwyE7nY+fLtbZfPU65ms35PykZ2DJzEbt412l3v+LSP/gv/9GlEW1/316AUWSJH0GIEmSBZgCjBJCPCuEWCeE+MNmxfZ6eTcQQuTb/u8hhNgmhPjBZnX2jW3RDiFElBDiTyHEISHERiFESDm30tn+L7CleUEIcUAIcUIIscLuXhFCiC1CiKNCiMNCiAal8tNeCHFECNHAlp92tuv+QojLtr9H2Kzzttl0q9BCTpKkE8CvwEzgBeBLIFkI8akQYr9N1kDbfZvbrsULIY4JISoxHykfla8/1oySY66tmemofMpOTrQxA/F462tcHhuL/ov3AFCHyF9u3WYuwf3Vj3G+99FqydSF+FKUmFH8W5+UWWYBTBfiiz4ps/h3UVKGQ5wmsx6h96H3qPVQV86+7rjtBqDO0B6kxsVXmAenYD9MSSVHXZuS0nEKruIL121C+PgjZdqXeRrCp6xsba/7cV/yJbpHxlC0+n0ALNcu4tSmM6hUCP9g1PUbIXwDqy/b0xcpp0RvKTcT4eUoWxUahsrLH8vZww7Xzcf3IBmLcJu9CreZH2Pc/gvo8yuV5xrsQ6FdXRcmZuIa7FM2jl1d28c59MLXtJn/GIMOvkPb+Y8R/5q85Sfr1FXqDJAnc36R4bjV9sfVrn1oQ3wxJpboaUzKwLlUG9OG+GK4GcdixZxXiMZXnrDq6gbSevNSWvznZTw7Nq1Ux8rQBDm2M3NyOk5B1WxnQhA0+ylSFn1SbXnOIb4Y7MrbkJSJNsSvnDjl6+3RJoKoP98iauubnJ+xsniRDZWKtluW0vnEJ2RvP0bekYQK81CTfcspyA9Tor3sjOqX919AG+xXpp2VlucU7FuSJ4sVS14Bah8P9Kcv4RXTAdQqtHUCcWnRAKdQfwxXknAOr4W2diCoVXj36Yg2tPyXOl2ID/rEkr6jT8rEJcSxf7mE+FCU5BhHZxen6axH6HNoObUf6soZu7HUN6ohPWIX0Wn1DDwaO37JL41bsA/5du2uICkTt1L9vCrC+3fg0U2v0fejifg1rUu+nV5FiZk4B5d9RhTdkGVKFivmPD1Ovh44B5dcByhKykQX7Isu2PG5Y3/Pk1NX0Oabmdx15H1CHu7OpXcdtwOV5p/u16XxCvIl206X7ORMvILL/4g07svZvHLoY4oKiji6fu9flnkTj2Af8uxk5yVn4hFUcV07e7oS0bsNl3ed/Msy1YH+WJLTin9bUtPRVLLQYY/x3EVcurRH6JxReXuiax+JOrjyZ6ZzcKlxNDET5+ByxtEbchuQbOOok6/jgkfAvZ3IP34RyWhG4ykv2obNHELU5iU0WzkVpwCvSvOhCvDHkloyV7CkpqMuZ/HoJq73DcCwZ7/8Qwi8Jj5DzvJb2yaoC/FFX7r/lDM/cxhTEjPK/YhZZ2gP0mJL3FN4t23AXX8u5a5tr3N8+qriRbbSqAICsKaV1Lc1La1SvV3uuQfj/v1ldenVi6K4uHJSVExwSBCJN5KLfyclphAcElRh/IEP9ueX/9y5zSS3G/txE6pXv0WJJXG0AV4YbR9GjKnZaG1tuDr3de3dC/1mx/r4W20cUAcGEPjVSoJ+XkP+12uwpmdUmBYo8xwwJGbgXOpZJfdt+2dL2b5dHpFr5tD95Aos+XpSf614rFUH+GNJsRvPUtJQB1Q8nrkN7E/R7rLtW9usMcJJg/l6YpV5U/j3oSyq/e/THDhkf0GSpFzgKrJPvUjgUaAl8KgQok7pG5SiDTAZaAaEA12FEE7AcuBhSZKigE9xtIRbKoSIB64DayRJujmavydJUntJkloALsC9tuvfAO9LktQa6AIUf94VQnQBPgIGSpJ0oYq8dgAeAloBg28uvlXAy8BQoD/wOjAXiJMkqQPQ06aDG7JV2zs2y7t2Np3uCMbNP5M39Qn0a1agG2TbJqdSo27UgsL3F5K/YCJO7bqhad7mTmXBgTOL17Il6jlu/LiL+qP6OoT5dW1G3cd6cvrVbytI/d+BMe4X8mcOp+j7VTjf9zgAph0bsGam4/7iB7gMfRZzwkmwVr3lttoIgfM9IzD8/nmZIFWdCJCsFCwaQ+Hrz6Dtfh/Cp+LJ5u2g4ZPRHHrxG35qN4lDL31Dx7fkLb0n3/sVrZcb/TcvpPGoPmSduIJ0m74MG1OyOBj1NEdjpnPpxS9o9MEk1O4ut+Xet4LPE/eQ/+dBzMmVTxJvJ3lHEjh091QO95tFnYkPIJyd5ACrlcO9p7O3zTg82kTg2qSqoVmhKjK+24IpKYPGv71JrRdHU3DojLzollPAtbkfUf/96TT6YRHG66kVvnzeDk4vXsumqAlc/3EXYaPkLak5xy6zqd1EtkXP5uInm+jw2bQ7Jh/g8uYjfNVlMt/1mcO1HSdoOSLmjsorTb1xAzjy+BK2txlP4pptNC69nfw28k/364+HL+LFDs+g0Wpo2KXFPyLzJkKt4v7l4zn42UZyrqVVneAOoN9ziMKd+wn54h0CF8/BcPQUWG7jM7MCXBvXJnz+45x9XnYfIDRqdLX8yT1wlkMxM8k9eI4GLw6/bfJc+vZG26QRed/IH57cHhpI0e59WNPSq0h5Z4iYPAjJbOXGjyW+zLIPX2D73dPZ1XcuEZMGorr5fPkb6GJi0DRuTMEaR59UKl9fNOHh5S623U7uf7A/P/94+7d6/tdQTb9W2kBvNA3CKNpb/a24pSndxgEsqWmkDhtDyuBhuA7oi8rn1j7m3E7ih7zGzlZPo9I64dvt9oy1rv17o23aiNyvHP3Yqvx88V0wm8wFS6tdBwr/LpSDChRiJUnKARBCnALqAdcqib9fkqTrtvjxQH0gG2gBbLYZm6mxWwhD3v75g21rZawQooskSbuBnkKIGYAr4AucFEJsA2pJkvQfAEmSimyyAJoCK4A+kiRV5zPBZkmSMmzp1wHdgHJt8iVJKhBCfAfkS5JkEEL0Ae4XQjxvi6ID6gJ7gLlCiNrAOkmSzpe+lxBiLDAW4O0OjRkREeoQbs1MR+VX8tVW5euPNaviya9pz1ZcR06Gj2ULK8uZY/K2T8AUvw91/UaYT5bd0lJ/ZAx1H+8FQHb8RXShJV99XUp9FQP5K5eL3VcuXYhfmTgAN9btpMM3Mzm3VHZG7tG0Lq3fHMu+oYsxZVVsRWVKzsAppOTLkFOIP6Z/6CVHykp3sC5T+QYgZVUs27RvKy7DJqEHsFopWvNhcZjb3HewplR/LVW2TCvRW7Zcs5OtdUEVVBeXsbKTduHujW74LIq+XIymdXcs5+LlwxMKcrFcOYO6dgPMWSkOMhqN6E2Dx3sCkBl/EVe7unYN9aXQ5oz8JoXJWQ5WZvZxwgd3Lz604Oqv++hkc3Rsztezd0qJr7OB+94m70oaN7/7G5MyHax7tCF+GEq1H2NSJs6h/hiTMkGtQuPhitm2HcdslNtOwbGLFF1JwaVBKPlHq1o3L4s5xbGdaYL9MaVUr525tmmCa/vm+Dx+DypXHcLJCWthEalLP68wjSEpE2e78nYO8cWYlFFOnPL1von+/A2sBUW4NalD/tESJ+aW3EKyd53Et2ckhWfKH5prsm+ZUjJwCrWX7Vft8v4rGJMzyrSz0vJMyZk4hdrKQK1C7eGGJUsu7xsLSqyVGq5bguGS/CjJ3XKA3C3yy4ff0D4OC8ZhI2OoZ+tfWfEXcQkt6TsuIb7okxz7lz4py8FiQB5vHeMAXF+3i07fzODs0h8dtoWmxsajWjwSra8H5BUUX2/xZG+aPSbnI/XoRdzt2p1biG/xoQPVwZBdMlaf/nYrXeYPpSClJL0u1BdDctlnhK6W3K+FWoXGwwVTZh6GZPl6cdoQX4psae2fOzfv6eTngUfzeuTYtscm/7yHtt/OrjS//3S/Bug6rA+dH5OfoVePXsDbThfvYF9ykss+H4vzazBxYvNBWsS049zO49XKpz1th/em9RC5rpOOXcTDTrZHsC95KeXXdf/FT5F1KZmDn268ZZn2WFLTUQeXWK+oA/0xp1R/sShn1WpyVsmO7gMWzcZ05Ual8Q3JpcbRUF8MyeWMo7X87dqfa/F2TucQX1p8Np3Tz71H0RX5+WjKzMNSWESa7WCCtF/3EDK0V6X5sKalow4smSuoA/2xpJWdnzm3b4vHiMdJf3ZK8XY4bYtmaFu3xO2hgQgXF4STBqlQT+6HK8ukrzcyhjpPyHnJib+ISy0/btZoaaslKGuF5BLqOD+r/ehdBMa0Ye/D5Xt2yT+fiLnAgEeTOmAse5iUNS3NYTunKiCgXL21UVG4PfEEmZMmlTkgy7lnT4p27KjWAuqTTw1h6PCHATh65AShtYKLw0JCg0hOSik3XdPmjdGo1Rw/WoVvvBpGpfNEpZMtrQwpl8qOj1XUry60JI4xLQdtoLdspRbojTE9tyRNJfcNHtiZoj93lqmPv9PGHe6TnoHp4iW0kS0p2rq9wrIoSs50eA44h/phKPWskvu2X7l9uyqsBhNpfxzEv187MreXP9Za0tJRB9mNZ0EBWMpZ/Hbu0BbPkUNJHTfVQWfh5krAstfI+eBTjCdOl0n3b8H6X7sx859BsVT73+cUEGV/QQjhibxAZAbsHR9YqHqhtbz4AjgpSVKk7V9LSZL6lE4oSVI+sA3oJoTQAR8gW7e1BFZSsj20IpKAImRruZuYKWnHpdOX7v1VjQZW2z+QdXrITqe6kiSdliRpNXA/oAfWCyHKzNAkSVohSVI7SZLalV5QA7BcPIMquBaqgGBQa9B26oXp0B6HOKqgkq0/mshOWJLlCan52AFUdcJB6wwqFZqmrbHcuFyuMpc/28z23rPZ3ns2yX8cpM4j3QHwbhuBKa8QQyk/O4bUbEz5erzbRgBQ55HuJG+UjRzdwkomPEH92pGfIL+IutTyo/2nUzjy3PsUXEymMgqPnsc5LBRtnSCEkwaf+7qTu7nyU7huF5ZLZ1EH1kL4y2Xu1KEHpiOOTpsdyrxVRyw3F860zqCVm5amWVuwWORTQauJ9XoCKv8QhE8gqDVoWnfDctpubddQSMGrIyl8/RkKX38G67VzFH25GOuNC0jZ6ajDbV/fnJxR12mENa3sy8m5z7ewIWYuG2Lmcu2PQ4Q/3A0Av7YNMOYWUlSqrotSszHl6fFrK++sDn+4G9dtda1PySKws7z9Mqhbc3IvyfXq5OmKykkNQIOhPUjde8ZhISAvPgGX8BCc6wYinDQEDOpK5ibHL6SZmw4S+EgPAPzv7UzOLtlpuMbPU/YbBzjXDUQXFlz8YnSr6I+dQ1u/Fk61g8BJg9e9d5EfW712dmPqG5zvPpKEu0eRsvhTcv4TW+WL9029dXZ6Z2xyXLvP2HSQoEfuBuTtSdk2vXV15e2GAM61/XGJCKXoWhpOfp6obVuXVDotPne1ojCh4pfSmuxbhUfPo60filNtWbb3fXeRu/nOWSrIuoagrRNYrGtOKXk5m/fj97A8NHsP6FrsR03otKhcZD9mHt1bg8VC0Xl5oVLjJy8Pq73c8B/Wn4xvS06Qu/TZ5uIDBOzHUp+2EZjy9OWOpeZ8PT52Y2lSOWNpcL+o4rHU2W5bmnebBiAExlIvFSe+2FJ8sMCljYdo/JDcz4PaNMCYV1gt32k3sfe/Vr9PFJlnr+NVPxiPOgGonNQED+pC6kYHI3fSNh4i9JG7ZJn3dSRzp7y9MHXjIYIHdUFoNbjUDcA1PJicwwnkHrmAa3gwLnUDEHb3NGcXoPFwwTVc9hLhd3crCs5XvujyT/drgF1fbeKNAbN4Y8AsTmw6SPsHZd3rtYlAn1dIblq2Q3ytq3OxnzWVWkWzXm1JvfDXtgkd/nILnw2Yy2cD5nJ+0yFa2Oo6tE0DDHmFFJRT192ffxhnDxe2vPz1X5Jpj+HkWZzq1kJTKxg0Gtz69aDwzz1VJwRQqVB5yQsKTg3D0DYKQ7+nch9jeUccx9HAQV1J3+iYJn3jQYJvjqP3dSLLdsKnxtOVlt/M5uKr35B74KxDmoxNh/DuKvv+8+nekoJzlX8QM54+g6ZOLdQhst6uvXtRtMNRb6dGEXjPmErG9HlYs7KLr2e99BopDzxGyoNDyV3+EYUbNpe7oAZw5bPN7Iyezc7o2aRsOEitwbb5WVQE5grmZ+Z8Pd5R8phSa3B3Uv6Q+2dAz9aEj7+Pg8PfkP102nCpG1B8MIFLbX/cI0IprMB60XT2LOratVEFy3rrevXCsNtxjqSJiMBj6lSy58xBys4ucw9ddDRFsbHl3r80X3yypvjQgT9+j+PhIfcD0LZdK/Jy80mtYAF30EP9+XndhmrJqEmsRbmYs29gzr5B6oaDhA6Wxw4vW/0aS9Wv0Va/Xrb6DR18F2l/yO0/beMhQh+V04c+ehep9tcruW/wA10oLLX1E/5eG1cF+IOzfM6d8HDHuVULzFcrs8OAPNtzQGd7DgQN6lJu3w6x9e3A+zqRtbPyretqV+di/3FCrcI/pg2FCRWPtcZTZ3CqWwt1qE3nmJ7otzu2b6dGEfjOnkL6tPkOOqPR4L/0ZQrWb0IfV/HioYKCYqn2v08ssFgIMVySpC+FEGrgTeBzoLDSlNXnLBAghOgsSdIe23bQRpIkOYyKQggN0BF5q+jNBbB0mwXbw8APkiTlCSGuCyEGSZL0kxDCGdnyDWSLuKeQLeIKJEnaBlxGXjTcb7uHPTFCCF/kBbBBQPnHtJXPRmCCEGKCJEmSEKKNJElHhBDhwEVJkt4VQtRF3lp6aw4krFb0ny/HbeYSUKkx/rkB643L6B4agfnSOcyHd+PcZxCaFlFgMWMtyKPwoyUASIX5GDZ8j8crH8pOd4/uwxxf9YtF6pYjBEZH0mvvMix6A/GTPy4Ou2vLIrb3lq0Ejs/6jMh3bEe2x8WTGhsPQNO5Q3CLCAWrROH1NI7PkK09Gk59ECcfd1oulotWsljZ0Xdu+ZmwWLn+wseEf/kSQq0ic+0Wis5fI3jqUAqPJZC7ZT8urSIIWzEHtZc7nr3bEzxlKGdj5KPaI75fhK5BbVRuOprt/ZRrM5aTt72aTqetVvTfLMdt2mJQqTDt+ANr4hWcBz2J5fI5zPF70EYPtC2amZEK8tGvkl0MCg9vOZ1kRcrKoHDl4urJtJNt+GUVLqPmg1BhOhiHNfUa2t5DsNxIcFxgK4Vp7x/oHh6Py+RlCMB0aCvW5CuVikuMjadWdGvu3/0mFr2RPXbWZf03L2RDjFw/B2Z/TudlY1HrtCRuPUpinOyHZd/0T4haMAyVWoXFYGL/dLmuvRqG0nmZfNpX9tnr7JtW6mXBYuXinFU0/3YeqFWkfhuH/ux16s54lPz4C2RuOkjK6lgavTeRtnuWY87O5+w4+cRJr05NqTtjCFaTGawSF2aswGyzpKk3/wkCHuiOysWZdoc/JmV1LNfecDTLL52P5Jc/pO7nryBUKrJ/2Izh/FUCJj+B/vh58mP3oWvZkDofzkPt5Y57rw4ETHqci/2frbRcK5OXMOcTWnw7F6FWkfztVgrPXqfejEfJs+mdvDqOJu9NoP2e5Ziy8zlj09uzQxOaTxiEZLIgWa0kzFqFOTMPt6Z1afzuc6BWIVSCtF/2kLn5cKV5qLG+ZbGS+MJHhH/5MqhVZK3dguH8VYKmPI7++Hmb7IbU+3gOGi93PKPbEzTlcc71kc+CabB2Mc422U32fMb1me+SX5lsi5Xr81fQ4CtZ14zvYik6Z9P1eAK5m/eT8d1m6i2bQrPtH2HOzuPyc28A4OTvTYOvXgKrFVNKJpcnl5x4Wvul0eiayWfoJC/7rtiCrTQpW+IJio6k9963segNHLEbS3tseY1tvecAcGzWp7SxjaUpcUeLx9Jmc4fgHhGCZJXQX0/nqG0sDb2vI/Wf7I1ktmApMnLw6eWVFvuVuHjq9mrN4zvfxKw3EjetpJ8/8sdC1vaT+3nnOUNoOKgLGhctw/e/y+lvt3Hg7XW0GtmH+jFtsVosGLILiJv6MZ51A7nv6xlyO169lYKz12kwYzC5Ry+StvEQN1ZvpcV74+m2dxmm7HyOjXsXgIKz10n+ZQ9dd7yJZLZwZtZnYJWQkDgz+zParpmDUKu48a18T4BT01bS+tMpYJUwZRdwcorsh8ozMpyGn08t2zf/6X5dilNbj9C0ZyRz/3wHo97AmuklfrOeX7+YNwbMQuuq46lV09FoNQiVioQ9J9n9jbw427Jvex58aQTuvp6M+XQGN05f4ePhi6ol+0JcPOE9WzNu+5uY9EbWP19S1yPXL+SzAXPxCPal64RBpCfcYOTv8mmFh77czLE12whuFc6DKyaj85J9rXWb8hCfxFRxorLFSsai9wj+cBGoVOT9tBHThSt4P/skxpPnKPxzD9rmjQh6+yVUnu643t0Jy7PDufHgGIRGTchnct+yFhSSNmdJia/ICpAsVs7P/oRWa+RxNMk2jtaf8Sh5Ry+QsbFkHO24Vx5HT9nG0VpP9cMlLJj60wZTf9pgAI4++gqm9FwuvPI1Td+bgOaVEZgycjkz6YMq9c5+czn+y+T5WcFvGzBfuozHmBGYTp+jaOduPJ8bh3DV4btQdtVrSUklc8a8yu9bCalbjhAQHUmPffL87NikkjGlW+widkbL87MTMz+j9btPo9JpSYuNJ802pjRfNAKV1okOa+WxJ/tQAidmfIJvh8Y0mDAQq1l+rp6Y9als/VOeBwmLhbx33sFn6VJQqSjasAHL5cu4jRyJ+exZDLt34/7MMwgXF7xefhkAa0oK2XPlcUYVHIw6IADT0aPl3Lxy4jZvp1dMd3Ye2kCRXs/U50pO/9z45w/0vbtkan/voL4Mf9SxT7du04JVXy3Dy8uTmH49mDprPNFdBt1yPspj+ouLOXDkGNnZuUQPeoJnnxrGQ/f1rTqhHelbjuAfHUm3fe9g0Rs4Oalk7OgUu5i90XJfPD3zU1q8+wwqnZb02HjSbfV7afnPtFo5mVpDe1J0PZ2jY5ZVeV9dnQB0oX4UHCmnPv5GG3eqXw+viU/LJgoC8lavxXzhUqX6SxYrZ2d/Sps1c0CtIunbbRScvU647dmSvvEQiau30uy95+i89x1M2fmcGPdOcfouB5aj8XBFaDUE9G9P/KMLMWXl0/rLGQhneazN2nWSG19srjgTFitZry8n4N0lCLWK/F82YL54Bc9xIzCePkvR9j14TxqLcHHBb/ELcpLkVNKnzcc1pgfObVqh8vLE7V657jNffh3TuVvfSfHfjmKpVjmistMyFP43sPlJ+wBogmzVtR54HngMaCdJ0nO2eL8Bb0iStM3m8L+dJEnpQoh8SZLchRA9gOclSbrXFv894KAkSZ8LISKBdwEv5MXaZZIkrRRCfA7cDeQAWuRFvom2hapXbXlIBs4BVyRJesnm/P9jwB8wAYORLeuelyTpXtti1gbkRbIcYC2y1dzvwBOSJNUXQoxAXkjzAmoDX0uS9HIV5fQS8vbPN4QQLsAyZJ9uKuCSTfYsYJgtX8nAUEmSKtwDkv14rxrrYDti76zvrcqo41xQdaQ7RFiv27VWfOuogyt3gnyn+PmLf97/2E3qW4tqTLaP2187sfJ2kF7gWmOyPZ2rf7La7UQlam6+YLHWnGH9VaNbjcm+4VQzekcYzTUiF6C2e/W2/dwJVlr+3kl/f4cgqea+cz/q/dcsg/8uV5K9a0QuQMPwf853ZmniL9bc/Kxd0792Cu3tIOpYzfibu3TulxqRC7C1+Zwak908PLXqSHeIMxcrPvzgTtKobs20MYA6B2KrPg71v5jOtXr+Y5PAPTe2/teVpWKp9i9AkqRrwH3lBH1u+3cz3r12f9e3+9vd9v825O2bN68/Z/d3PHBXObJHVJKveUCZz3s2P2Wlt1VevClbkqSryAcw3KSV3d/297suSdKgiuSXI/clu7/1wLhy4iwGbtFUSUFBQUFBQUFBQUFBQUHhvw/FEKtyFJ9qCgoKCgoKCgoKCgoKCgoKCgoKt4hiqabwP4kkSZ9jZ4UHIITwQ95+Wprom6eEKigoKCgoKCgoKCgoKCgoyCg+1SpHWVRT+NdgWziLrOl8KCgoKCgoKCgoKCgoKCgo/PejLKopKCgoKCgoKCgoKCgoKCgoKJRBUizVKkXxqaagoKCgoKCgoKCgoKCgoKCgoHCLKJZqCgp3kKW7gmtMdlNVza2Zexmca0x27Ab3GpN9wrlmToAe7JZZI3IB0vLcakz2viKfGpOtVteYaCzmmulf1zQ195WylbHmZNfWFNaYbGejrkbkWmtEqkxGgUuNyc7UmWpM9oMGc43J3pUWVCNyezW4USNyAS5f8q0x2d0GpNWY7P9sql1jso9E1cw4vrX5nBqRC9Dz5Gs1JrtuxL01JjthakiNyF32Sc29d82tMcn/DMrpn5WjWKopKCgoKCgoKCgoKCgoKCgoKCjcIoqlmoKCgoKCgoKCgoKCgoKCgoJCGZTTPytHsVRTUFBQUFBQUFBQUFBQUFBQUFC4RRRLNQWFGuKeF4fTuGckJr2RH5//iMSTlx3CnXRaHvtgEr71grBarJyJPcymJWsAGDD/CcI7N7PFc8bN35NXW42pVF67V4ZRq1ckZr2BPVNWkHn8cpk4vi3r03nZODQ6LTfi4jk4/ysAvJvVpePikWjcdBRcT2PX+A8x5evlsKZ16LhkFE4eLkhWiQ0DXgC9ofiePj0jafDKSIRaRfI3sVx77ycHmUKrofHyCXi0CseUlcfpcW9juJaGR5sIGi4dZ4sEV974nowN+xHOTrT+aQEqrQahUZP+216uLF1brTJv9epwgqMjseiNHJr0EdnllIF3qzCi3hmHWqclOTaeY/O+BKDp8w9R//GeGDJyATi5aC0psfHVkgvQ96XhNOzZGpPeyM/Pf0zyCUfZGp2WwR9OxKduEFarlfNbDhO75DuHOE36t+eRjyaz8t55JB2/VKVMt+5RBM0bh1CryF67kYwV3zuEu7RvQfDcsTg3DuPGlMXk/bHLIVzl7kL4ho/J27yHlAUfVinvdtc1QK2x9xD8eDRIEgWnr3J28gdIhqr9HnVcMIzatva+c8oKMkqVN0DbmYOJeLgbWi83vm40uvh687H9afRYD6xmC0WZeeycuoKCGxmVymu/QO5fFr2BXVNWkFmOPN+W9en6tty2bsTFc+AFuX/5NKtLp8Uj0bjqyL+exs7n5P6lclLTaclT+LUKQ5KsHHjha1L2nP5/o7M9NdG+b9Ly1eEE2fr14UkfkVNOv/ZqFUZbW79OiY3nuK1f3yTi6QG0eOkJ1jcbhzEzr0JZnj3aUPfl0aBWkf7tZpLfX+cQLrQawpZNxrVVA8xZeVx85g2M11MRGjX1lo7HtWUDhFpFxg/bSH7/RwDUnm7UWzoel8Z1QZK4PO09Cg6fBaDpwifxj26DVW/g+MQPyS1HN89WYbR89xlUOi3psUc4PfcLAJy83Wi9YhIudQLQX0sjfsw7mHMK0Hi50XLZOFzrB2ExmDgx+SPyz1wvuaFK0GXTa2i83JAs1tsqG8C3SzOavDIcoVFjysxj/wMLAKg3pj+1n+iFSkDy11tIXPk7Pj0jCbcbU65XMKa4twrHlJXPmXFvYbhW4q/KuZY/Udvf5sob33Pjw18AaH/gAyz5eiSLFcliJb7vzArr257HXxxF655tMeqNrHx+OVdOlm2j076Yh3egD2q1mrMHTvHl/FVIVit1mtZjxMJxOLvqSL+exkeTl1Fke4aWx1/V291hLBVcfWNt8VgaOnoAwU/0BiGKy7c87sRcwa22P/f9+Tq5F5MASD+UwP5Zn1Wov3PH9nhNfg7Uagp//Z38r751CHcbMhjX+waAxYI1O4fs117HkpwCQMiOLZgvyHVjSUkhc+a8CuXcxLtnJGELRoFaRerqWG689x+HcKHV0PDdibi1Cseclce5cW9huJ6Gc+0AIre/Q9GFRADyDp/j4swVADT/8WW0gT5Yi4wAnBqyAJNt/lARmhbt0Q19FlQqTNs3YFi/xiFc2+NetNEDwWpBKipC/8VbWBOvglqDy5OTUYc1BqsV/eoPsJw9WqXepelQ6hlS3nOsjd0z5Bu7Z0hQx8Z0eHkYPk3r8Oez73Hl9wPVkunUrgPuz05AqFToN/yO/rvVDuEuDz2Crv89cl3nZJP3xhKsqXJdu40eh7ZDJwAKv/kSw59bK5TTeOGTBES3waI3cGLih+SV0649WoXR4t1nUOu0pMUe4axtPNPYxjNdnQCKrqVx1G48K+++Pl2b0XjBcFvaEFA7YclLRTJWzz/nvNfeYvuu/fj6ePPT1x9VK82t8sqSOUTH3IVer2fys3M4ftRxbuHm7spPG74u/h0aGsSPa3/lhdmLGTf+SYYOexizxUxGehZTn5vH9WuJ1ZKrbtAKbd9hoFJhPrIN065fHcI1re9C2/sxrHlZAJgPbMJ8ZBuqoHpo7xmJ0LqAZMW442csp/beks59XhpOA9s85bcK5ikPfTgR77pBSLZ5ylbbPKXt49FEDY9BslgxFhaxfvYnpJ+vOZ+QNYHiU61yFEu1fzlCiLlCiJNCiGNCiHghREchxGQhhOs/nI9QIcQPfzHtXFve44UQFru/XxRC7CkVVyOESBFChFZwr8+FEDeEEM623/5CiMt/JV+V0ahHJP5hwbzVYyo/zVnF/QtHlRtvx8rfWRb9PO/fM5t6UY1o1KM1AOtf+Zr3BszhvQFz2PPFRk79UfnkJbRXazzCgvm56zT2zfiEDotGlBuvw+KR7Ju+ip+7TsMjLJjQnq0A6PzGaI689h2/R8/m2oaDNHvmHgCEWkXX5c+wb9Zn/NZzFpsfXohksnO2rFIRsegpTgxdyMG7phDwQFdcGzk6yQ0e2gtzdj4HOk/gxse/ETbvCQAKzlzlcN+ZHO49nROPLaTh0rGgViEZTBx76GUOR0/ncPR0fHpG4tG2YZVlHhQdiXt4MJs6T+Xw86uIXFJ+mUcuGcXhaavY1Hkq7uHBBPVqXRyWsGIDcb3nENd7zi0tqEX0bI1fWDDv3T2N32Z/wj2vjiw33p4V6/kgejorBsyhTrtGRPQoka1109FxZD+uH06onlCViuCXnuXa6Be40P9pPO+9G21EHYco5sRUEme+Rc6v28q9RcDk4RQeOFFtebe7rrXBvtQaPYAjfWdxqMc0hFpF4KCuVWaldq/WeIYF82O3aeye+QmdK2jv1zYf5td7XixzPePEZX7pP5+fY+Zw+ff9tJ/3WKXyatnk/dRtGntmfkLHCuR1WjSSPTNW8VO3aXja96+lozn82nf82lvuX81t/avh0J4A/Np7NluGLKHdC0NBlH8Yxj+tsz010r5t3OzXWzpPJf75VbSupF/HT1vFFlu/DrTr1y6hvgTc3YrC61U4D1epqPvqOM4NW8DJnhPwHdgdXUPHNu4/JAZzTj4nuj1DyspfqD1HfrHyubcrKq0Tp3pP4nT/aQQ80Rdt7UAA6rz8FLnbDnOyx3Oc6jOFogR5gcurVxSuYSHs6DSZE8+vpNnroymPZq8/xYlpK9jRaTKuYSH494oEIGzCQDJ2nGBH5ylk7DhB+ISBADSYNIjcE1fY1XMmx5/7gKavjnC4X/0x/THl6lG7Ot922RpPV5otHsXh4UvZdfd04scsA8C9SW1qP9GLPf3mcrjXNHxjotCFh9Bg0WhODl3IobumEPBAt3LGlGjM2QUc7DyBRLsx5SbhLz9JZlx8mXwfe+gljvSeXu0FtVY92hIcFsKMHs/x2ZwPeXLh2HLjvT/+Teb3n8acPpPx8PWiwz2dARi1+FnWLvmaef2mcmjjPgaMHVixMJXqL+tdeOYqR/rO5Ejv6Zx47FUilo4DtQrXJnUIfqI38f1nlZRv/bIOve/UXAEg/0oK62Pmsj5mbqULaqhUeD0/iYxps0gdOgKX3tFo6tdziGI6d570UU+TNnw0+q1/4vnsuOIwyWAkbcQY0kaMqdaCGioV4a+N4dTjC4m/ezL+g7rhUqq8gx6LxpyTz5Euz5G44jfqzRtWHGa4ksLRmOc5GvN88YLaTc49905xWFULaggVumETKHh7Dvlzn8KpY09UoXUdohj3xpE/fwz5Lz6NYcN36IY8A4D27gEA5M8fQ8EbM3EZMq7CZ0VF3HyOrbM9xyp6hlzffJjfynmGFNzIYOeUj7n40+7qC1Wp8JgwmZw5M8gc/SS6ntGo6zrWtTnhPFnjx5I1bhSG7X/iNuZpALQdOqGJaETW06PJmvgMLoOHIFzLf3Xxj47ELSyEnZ0mc6qK8ezUtBXs7DQZt3LGs1228SzMNp5VdN+sXafYGz2LvdGzMOckgSQhGSteRC/NoAExfPTWq9WOf6v0irmL8PB6dGnbj+mTXmTxm+XUZ34hMd0fLP53/Voi63/dDMDxY6fp13Mw0V0f4LefNzLv5WnVEywE2v4jKFr9OvoPZqBu3hnhX6tMNPPJvRStmEPRijmYj2wDQDIZMPz0IfqPZlL0zRK0fZ8A5+q/qjbo2RrfsGA+vHsa62d/Qr8K5il7V6zn4+jprBowh9rtGtHANk858fNuVvadxaoBc9jz0W/0nvd4tWUr/DtQFtX+xQghOgP3Am0lSWoF9AauAZOBckcqIcQdOfNOkqRESZIe/otpF0qSFClJUiSgt/v7FaC2EML+Cd0bOClJUmWfVCxA+W9mt4mmfaI4sm4HANeOJKDzcMUjwNshjqnIyKU9p+QMmSwknryMZ3DZ06pa3d+Fo79UPomp0zeKSz/sBCD98AW0Xm64BDrKcwn0xsnDhfTDFwC49MNO6vRrB4BHeDCpe88AkLT9BHXuaQ9AyN0tyT59jexTVwEwZuUjWUu+ZHi0iUB/KZmiq6lIJjNpP+3Cr287B7l+fduTsvZPANJ+24tPtxYAWPVGsMhn0Kl0WrD7QmItLAJAOKkRGrVDWEWE9o3i6lq5zLMOJ+Dk6YquVBnoAr1xcnchy/Zif3XtDkL7tSt9q1umcUwUR3+UZd84koCzpyvupWSbi4xcttW31WQh6cRlPOzqu8e0h9n90a+YDcZqyXRp1QjjlURM15LBZCb39+14RHd2iGO6kYrh7GWQyp71p2segdrPm4Kdh6sl707VtVCr5GtqFSoXZ4zJVZ90WrdvFAm29p5WQXu/GaZPzS5zPXn3aSw264K0Qwm4hlR+SlydvlFcuMX+deGHndS1tS3P8GBSbP0rcccJ6g6Q+5dXo1ok7zoJQFFGLsbcQvxah/2/0NmemmjfNwkup187l5LtHOiNplS/DrHr1y0WDOPkK6upyl2IW2RDDJeTMF5NQTKZyfx5J959OjrE8e7TgYzvZWuJrN9349FNXmxAklC56kCtQuickUwmLPmFqD1c8ejYnPRvt8jRTGYsuQXF90r8fjsAOYcq1y3nkKxb4vfbCeov6xbUrx2J38npE78rue7WqBaZO+V2VZCQiEudALQBXvL9QnwJiGmLpUBPUVLmbZcd8mBXUtbvp8hmBWlMlxca3BrWIudwQvFYkLPnFLVGD6Co1Jji27e9Qx7kMWUbAGm/7cG7W8uSsH7tKbqaSuHZa2Ur8xZp26c9u9bJY9eFI+dx9XDDq9QzGyi2PlNr1GicNMVf9oPDQji7T27/J3cepV3/ThXK8mgT8Zf1rmgsdW1Ym7zD5x3K1/8ex7YLd26ucCs4NWuC+XoilsQkMJvRb4lD193xY4rxcDySQbaIN548hTow4Jbl3MS9TQT6y8kYbP06/eedZcrbp18HUm3lnfHbHry6tyznTn8PdXhjrKmJSGlJYDFj2r8NpzalPiIVlVg6CWddcf2qQuthPh0PgJSXjVSYj7p+o1uSX9fuOfZXniH519PJOn0NrNW3ZtE0bool8QbWZLmui7bFoe3SzSGO6egRsNW1+fQp1AFyXavr1cd0/ChYLVBUhPniBbTtyrZpgIB+7RzGUo2nK9pSumnLGc8CbONWYKnxLNB2vTr3FVo3m4Va9culXWRLvDw9qh3/Vuk3oBffr/kZgMMHj+Hp5UFgkH+F8cMb1MPP35e9uw8BsHvHfvT6ouL0IaHVOz1YVasB1qwUpOw0sFqwnNyLpnFUtdJKmclImbKFopSfjVSQi3Crfhk1ionimG2ekngkAV0F85QrdvOUZLt5itHOstjJtWZOYFf4/42yqPbvJgRIlyTJACBJUjrwMBAKbBVCbAUQQuQLId4UQhwFOgshnhBC7LdZg318c6FNCPGhEOKgzfLt5ZtChBCXhRCLbPEPCiHaCiE2CiEuCCGetsWpL4Q4Yft7hBBinRDiDyHEeSHE63b3ekoIcc4mf6UQ4r2KlJMkyQqsBYbYXR4CfFt+imKWAVOEEA7bo4XMUiHECSHEcSHEo1Xcp0I8g3zISSxZHMhNzsQz2KfC+DpPV5pEt+WC7QX7Jt61/PGtE8DF3ScrSCnjEuxDQWLJVq6CxExcSslzCfahMCmz3Dg5565Tu5/84Kt3b0fcQuWHjGd4MJIk0Wv1DAZsfJVmz97jcE/nEF8MdnINSZloQ/zKiZMu/7BYMecVovGVH5QebSKI+vMtora+yfkZK4tfFlCpaLtlKZ1PfEL29mPkHanaukUX4oPersz1SZnoQnzKxkmqOE74qD5Exy2m7dtjcfJyq1LmTTyCfcm1K4e85Ew8giqub2dPVxr1bsulXbKVWHCL+niF+nG+HIuLitAE+2FOSi/+bUpORxPkV0kKO4QgcPZoUpesqra8O1HXxuRMrn34Kx0PfUinYyux5BaS9eexKvPiWrq9J2XiWkn/qoxGj93Nja2Vb6NxDfah0E5eYTnyXEv1L/s42eeuU6dv2f6Vdeoqtfu0RahVuNcJwK9lfdxCy6/Df1pne2qifd/EpVS/LkrKxKVUv3Yp1a/t4wT3jaIoKYtc24eBytCG+GK061PG5Ay0pRYftcF2cSxWLLmFaHw8yPp9N9bCIlof/oxW+1eS/PHPWLLz0dYJwpyZQ/23JtLsj7eot3Q8Khd5wu4U7IvebgtuUVImzqXkOYf4Fi9+ARQllsTRBnhhsL38GlKzixfO8k5dJeieDgB4tWmArrY/Oluapq88ydkF36D1/T/2zjs+qqJrwM/sbjabTnqhQ+gtCV3pRRALKKKiCIIKKFWKSLMgCqKigooiIhaK+tpQKYEAClIDhN4ChJLe65bs7v3+uEuym2wKCubzfe/jj5/Ze+fOmT5z5545x6vk2NqtlO3ROBSNjwedfniJrtFvEDasOwAFZ6/h27k5Lr6eqNy0+PWNRFc/uHS8AEzJmeXSoK1gTFG566gzcQhX3nY88g6AJNFmw3witr4pH4esBr7BfmTapSUrJRPfEOd9ccaX81l+eDWGQj2HNsnHkxIvXCPqLrnMOw66A7/Qil9gHcbJm8w3gFdkE6J+f5f2O98h/oWVYLFSePYq3p1boLErX1cnY8ntWisAeNYLZFD0Qvp/P5fATs0qzL86MABLalrJb0t6OurAisvL495BGPYfKPkttFoCPvuYgJUfoutRtWaza4gfpkT78s5CW6ZuXUP8MCWV6de28natF0Tb6Ldo9cMCvDq3cHgu/N0JtNv2NnWer/qbsfANQMoqzbc1Kx3hW76OtH3ux/PNL9E9/AyGdR/KSbp2CZfIrqBSIQJCUDdoivALqlKmPbdyDqkuqoAALOl2ec5IRx1QcV3r7h6E6aBc1+ZL8Wg7dgJXV4S3D9qISFQVbK7qQv1KNvJBHs90ZfqUzsl4prMbz0y28cxkN55VJ16VqydWY2GFeaoJQkKDSEpMKfmdnJRKaGjFG2ODhw5i449bnN4bPuJBdm7fXS25wssPKbe0vKS8LIRX+TambtERt3GLcH1oCsK7/Ac+VVgjhFrj0F+qouw6Ja8a65Qm/aJI+LP0tEb7kf157o+l9J09nK0vf1Ft2f8tWJH+sX//RpRNtf9tooG6tk2qj4QQPSVJWgYkAb0lSeptC+cBHJAkqR2QCTwC3GnTBrMAN3Rg50qS1AFoC/QUQrS1k3XVFn43sAZ5864L8CrOibDJaQM8IoSoazuyOd/23J1A82rkcT22TTXbkc5BwPdVPHMV2AM8Ueb6g7Z0tUPWeHtLCBFajTT8LVRqFY8sm8i+NVvIvuY4gbS5rysnNx100A67Heyb9ilNR/Xj7i2vofHUYTXJRzyFRk1Qp6b8OfEjtg5ZQN2BHQjp1uqWyc0/Gs/hntM4MvBF6k5+AOHqIt+wWjnSbyb7I8fhFRmOe/O6lUd0C7i0ZhtbO08lpu9sDKk5tHnl9qh+C7WKocsncvDzreRcSwchuGve40QvXHtb5DnD9/F7KPg9FnNK9W1q/V2c1bXGx4OAgR052GkCB9qNReXuStDQ7v9Ymho9eCf+7RpxYoVz20O3ir3TPqXZqH7cs/k1XDx0WG1HqOM3/E5Rchb3bH6Njq+OIC32ApKlvFbhreR25/n/Q/u+gdpNS9MpgzmzxMnGyy3GI6IJktXK8fZjONF1HCFjB6OtF4zQqHBv3Zj0rzZzeuA0rEUGQiYMvT2JsGm1XFr2Mxpvd+6IWUy9pwaSfyIByWIlsH8Upoxc8o5X357dzcoWajU+7RpxeMSbxD66iMbTHsS9USiFF5K49MFGOnwzh9br5lF4KuFvzWv1Zz5M4spfS7Sa7Tl2/3yO3vUCpx5/ndDRA/Hu0sJJDH+dt0e+xpROT6PRutDyDlkb97MXPqLviAG8+ssS3Dx1WOzNJNxi8o9e4EjP5zlqN5bqLyRy/YOfaL1hfmn53oaxpKK1gj4thx86TmXTXfM4/Mpaun30HC6ebn9bntuAfrg0b0bB2lL7jKkPPkrGU+PJfmUh3lMmoq7t1NrHLcGUls3hDuM4ftdMEl5ZQ9MPp6K25evChPc51mcaJ4bMw7tzCwKH9bw1MndspGDWSAzfrcL1PnkdUrx7M9asDDxf/gi3x57DHH9K1uD6L8K1b380TZtR9J1sZ674cCymg/vxff9DvOe8RPHpU6UfXm831bQtpQ2qhdBokYqrZ0vt/ytDHhzET/8pvyYY+vB9tItszUfLVt8yWebzR9Avm4r+k9lYLp3AdfB4h/vCsxauQ57FuHElN6P9dzMItYoHlk/k0I11io3DX27jox7T2LF4A90mDbktshX+vSiOCv6HkSSpQAjRHugO9Aa+EUK86CSohdKNqL5Ae+CQkO01uAE3dnoeFkKMRW5XoUBL4IZayUbb/08AnpIk5QP5QgijEKKWE5kxkiTlAgghTgP1gQDgd0mSsmzXvwMq1W+XJClWCOEphGgGtEDeHKz6/BgsAn4G7GeRbsB6SZIsQKoQ4nego13esKVrLDAW4G6/jkR6hQPQ+Yn+dBwu71NeP3YJH7svuN4hfuSlZDtNyJBFT5NxOYW9q8t/JWp7X1d+me/cNknTJ/sR/rgsLzPuEh5h/tyYGjzC/NCXkadPyXY48mUfJi8+mR3D3wTk4x21+0YAsrZN6v5zGLMKAEjacQy/Ng0o+EM+MmhMznL4Gu4a6ocp2XGjRg4TgCk5C9QqNF7umMsYCtdfSMRaaMCjeV0Kjl0quW7JKyLnz1P49Y6g6Gz5Iz6NRvenga0MsuMu4WZX5m6hfhiSHcvAkJyNW6jzMMaMUnsoCWt30PWrmeXk2dNhZH+iHpVlJx2/hLddOXiF+JGf6ry+7138FJmXUzhgq29XTx1BzeoyaoNsG8Yz0IdHP5vOhqfeqdSYuzklE42dNoRLSADm1OptkrlFtsC9Qyt8H7sHlbsOoXXBWqQn/e01FT5zO+paVy8Iw9W0Els0GZsO4N2xGWnfl/8q2nxUP5ra6jrD1t5v4BHqR1EF/asiQru3ot3k+9k89PWSF0N7mo3qRxO7/uVuJ8/dibyiMv3LPkzexWS2P1bav+rY+pdksRL7Sulm08CfXyox9F0TebanJtt3w0r6tS7UD32Zfq0v069vhPGoH4xHvUD67Fhccr1X9Ov8fvd8jOm55eSakrPQ2vUpbYi/3Jbtw6TIYYqTM0GtQu3tjjk7H78hPcjddRTJbMGcmUvBoTN4tA0n/8ApTMmZFB69AIBkkQh+6l5q9e9I4bELuNX2J8cu3cYy8oxlNCN0YaVhTOm5uAbVwpiWg2tQrZKjlpYCPSenlhq/7nloOUVX0mj20mP43dmKOo/3QbJYECoVbT+cwPEJH94y2YbkTIqz87EUGbEUGcnefxavVvUoupRM4rqdJK7biYcwU3/2Y1gKDXi0KLXeoA31L5cGUwVjildkEwLu7ULD+U+g8fZAslqxGk0kr95ScoS8OCOPzM0H8YpsQt7+8g5A+j4xkJ7DZU22y8fi8Q8L4ILtnl+IP9mVfHQoNhZzdNtBovp34tSe4yRfTOStka8BENwwlHa9Kz7ydGOc/Cv5tkd/IVEuw+b1KDh2kdT1O0hdvwOA+rMfKxmfQ0cPpNWI/sDtWytYTWZMJnmdkHUigYKENLwahUBeeS1zS3oG6uBSLSt1YCCW9Ixy4bQdovAcNYLMCVOhuNR5jTVDDmtJSsZ0JA6XpuFYEiu2+GFMyUJb2768/TCVqVtjShZau/JWe5eWt9mWr8LjlzBcSUHXOIzCYxdL2pm10ED6D3vwjGhC+ne/V5gOKTvDQbtM5ReIlF1JGzuwE7cnpqAHsFoxbCh1JuQx932sqdcrfPYGt3oOuVmsGRmoA+3yHBCIJaN8XbtEtsf9sSfImT7Zoa6L1n1N0TrZmL7X7PlYEkvXgbr7h+A26F4AUvZdRVe7NG9ltdKgvJaZLqw0jCk9F21QLVlLzWE8y6o03pDBXZFM/z+01J58ejiPjxoGwLEjJwirXWpTMTQsmOTkVKfPtWzdDLVGzfFjpx2ud+/ZlSnTx/LAPaMwmap2HgUg5WchfErLS3j7IeWXaWP6gpI/zUd3ou1nZ99V64br8BmYdn6HNbHqEyrtR/YnsoJ1incl65R7Fj9F1uUUDjl57wI4tXGfzSbbJ1Wm4b8J6V+qQfZPoWiq/Y8jSZJFkqRdkiS9DEwEnH0iN9g2kgAE8MUNu2WSJDWTJOkVIURDYAbQ12af7TdAZxfHDXeQVru/b/x2trlrH8ZSQZjqckNbrTpHPwGQJOkCEAc8fLPCJElaKUlSB0mSOtzYUAM48NW2EucCZ6JjiXxQ1ripGxmOMV9PfnpOubj6TR+Gq5c7mxZ8Ve5eQOMw3Hw8uHrkQrl7AOfXbC8xCnx9y2EaPiTbqQiIaowpr6icTQx9Wg7F+XoCohoD0PChblzbKttPcPX3lgMJQZspg7nwVQwAybuO49uiLmo3rWxEvmtzcs+XesPJj4vHrVEounpBCBcNgUPuJDM61kFuZnQswQ/LX3AD7+1Cjk3VWlcvCNTyEOVaJwC38DAM19Jx8fdG7S2b/FPptPj2aEtRvHMPPJc+31biWCB5Syz1HpbL3DcqnOJ8PYYyZWBIy6G4QI9vlFxv9R7uTpKtDOztr4Xd3ZG8s5UvWGO/3MbKQXNYOWgO56JjaWfTsKptq+8CJzZJes8Yhs7Lna2vlta3MV/P25HjWdZtKsu6TeX60fgqN9QA9CfOo20QhkudYHDR4H1PD/JjqucpKWn6W8T3fJKLvUeT9uZn5P4YU+mGGtyeujZez8CrfRNUbloAfLu3oeiC83I/+8V2Nt41l413zeXq1sOE29p7YAXtvTL8WtXnjsVjiBm9FEMFxqXPfbGdX++ay682eY3t+ldxNfpXY7v+pbPrX22nDOa8rX+pdVo0tqOAod1bI5mt5F4ofTn8p/NsT02278ufb2NnvznsdNKvzfn6kmOHJTLScjCX6dcpWw+Td/Yam1s/S3THKUR3nIIhOYtdd811uqEGUHjsArqGoWjrym3cb3A3crYddAiTs+0g/sPkRbzvPXeQ/+cJAExJ6XjfIdthUrm54hHVDMPF65jTczAlZeDaSNamsRYUkb52K6cHPE/OlgOEDesBgE/7cIrziyrMm097OW9hw3qQukXud2lbDxP2iPx82COl1zXe7ggX2TxqnRF9yNp/BkuBnthHFhFdZwTRdUcQ/84PFOcXcXzCh7dUdtqWWHw7N5dtJbpp8YkKp9DmQU0bIPcD19oBBAzqzNXlP6JrFIqr3ZiSFe3olEceU3oBEHhv15Ix5fiQ+Rzq+ByHOj5H4qe/cW3ZjySv3oLK3RW1h7w0Ubm74tuzHUVnnR/9jflqCy8NmsFLg2ZwJPogdz4oj12NI5ugzy8it8yc7equK7GzplKraNenPckX5bx52fq4EILBEx9ix9popzJBHkv/ar5dy42ltTHYNNxdypRvms2ua/LnW277WsHVzwuhkg3ne9YLxKthMAVXnR/dKj5zFk2d2qhDQ0Cjwa1fHwx7HO3GapqGU2vWNLJemIs1uzR9wssTXGSNdpWPN9q2rTFfvlJhWQMUxMXj1jAUV1u/DhjcjaytjnNX9tZDBNnK2//eruTukctb4+8NKlt51wtG1zAU45VUeaPTdjxUaNT49W9P0bnKj5hbLp9DHVQbERACag0unXpRfNQx36rgUqPumradsdzYONO6glZu15qWUbKnzKSqj7SXnUMa/4055K9gPncWde06qELkutb16oNpn6MXck3jJnhNnU7eS7ORcuzSo1IhvOT2pm7YCE3DRphiS+vNsPEn2YnB+KdJ2xzrMJaa84tKjnPewORkPEu3jVvpZcazNPvrlcQb8sAdWI0F/H9gzar1JU4HNv8Ww7BHZWcLUR3akp+XT1pq+c1MgCFDB/HT95scrrVu24Il773MqOETycyojp6CjDXxEiq/EEStQFCpUbfqgvn8YYcwwrNWyd/qpu2xZtjWPCo1ukemYj6+B8sZx3m3Ig5/uY1Vg+awatAczkfH0ta2TgmrZJ3Sc4b83hX9quN7l2+D0uOxTfpEkJ2QUvZRhf9xFE21/2Fs2ltW2wYSyEcbrwANAC/A2QgbA/wshHhXkqQ0IYSfLaw3UAjkCiGCgbuBXbc4yYeA94QQvkA+8gbgiWo8tx5Zm8wHeOom5L2Oo6babmCcEOILwA/oAVSurlQB53bG0bR3BNN+f5divZEfZpZ+7Zi46Q0+GDQH7xA/ek96gLT4RCb89joA+7+IJvabXYCspXb8l33Ooi9HYkwcYX3bMXjvO5j1JvY9X+qhatC219nUfy4AB2ev4Y73xqLWaUnaeYykHbJdpQZDutLsSfmL/dXNsVzcIBtmNeUWceaTzdy9aQFIEok7jpEYE0eJvyqLlfg5n9F6/VyEWkXK+p0UnbtO/RceIT/uIlnRsaSs20HzDybRcd9yinMKODvuXQC8OzWn1aQhSMUWJKuV+BdXYc7Kx6NFPZotmygb/FYJ0jfuI2tb1cb0U7bHEdw3grv2v4tFb+Tw1NIy77P9DXb0mwNA3Iuraf/+eNQ6Lak7jpV4+Ww9fzg+reuDBEXX0jk687NqlT3AhR1xhPeOYOIfSynWm9g4o1T22E1vsHLQHLxC/Og+aQjp8YmMtdX3oS+jObphV7XlOGCxkvLqCuquXohQq8j5TzSm+KsETBmB4cQFCnYcQNemCXU+mo/a2xPP3p0JnDyCS4Oe/cvybnVd52flk/HrfqKilyBZLBScSCD5q+1VJuV6TBx1+rRj6J/vYNGb2D2ttL3fH/06G++S23uHuY/S6IE70LhpeTh2GefX7SJu6Q90nD8cFw8dvT6ZDMhezWJGL61QXmJMHLX7tOOBP+X+tddO3r3Rr/OrTd6BOWu4492xaHRaEnceI9GufzW/0b82xRJvM4isC/Cm37pZSFYr+pRs9kxeQUX803m2p0bat41UW7/uv/9dzHojR+36de/tb7DT1q+PvbiaKCf9+qawWLk6/1Oarn0ZVGoyv9mO4fw1wmYMp/BYPLnbDpGxYTsN359K6z0rsOTkc/G5dwBIW7OZBksn0SpmGQhBxrcx6M/IL/tX539Ko+XTEFoNxiupJExfBkDujsNoe3Wix4H3seiNnJhSql12R8xi9vaVFctPz1pNm2XPotZpSY+JI8OWt0vLfybi06nUeaw3+usZHLvhabNpbdosew4kifxz1zn5fPmv7bmHL2DRm2657MILSaTviOPOnUuQJInra3dQYPtAEfHZNLS+nmA2c3H2KizZBVycs4rW6+ch1CpS1+9wMqbE0OyDyXTYtxyz3ZhSEdoAH1p8/gIgb3ak/7Cb7J1xVVb9sZ1HaNs7ird+/xCj3siqmR+W3Fuw6W1eGjQDV3dXpq6ajYvWBaESnNl3kh1rtwLQ5f7u9HtiIACxWw+w+7sdFQuzWP9yvn06NafOpAdkL9xWiYsvflqiUdVi1Uxc/DyxFlvk8s0rfyTtdq0Vgro0p93MoVjNFrBKHHjxc0w5hVDLef5zly7D/90loFZR9OtmzJcT8Hp6NKaz5zDu2YvPhPEINzf8Fr4iP5KaStaseWjq16fWrGmysXyVoOCr9ZgTKt9Uw2Ll0pxVtFw/Xy7vDTvQn79G3ZmPUnAsnuzoWFLXx9Bk+WQi936AOaeA8+Ntc1eXltSb+ShSsRlJkrg0ayXmnAJUbq5yfBqNPP/uPk7q11XMXVYr+rXL8Zi+GFQqindvwZp0Bdcho7AknMcctw9t38G2TTMzUmEB+lWyyWHhVUt+TrIiZWdS9OniymU54bptHnvQNofsqWAOaW83hwyLXcYF2xzi364RfT6bitbHnTr9I4mYPpSf+zg7/GKfZwsFH7yHz6K3ESoVhq2bsFxJwH3UGMznz2LatxePsXJde8+XrcVY0tLIe2kOqDXUenc5AFJRIXlvvl7hkdeM7UcJ6BtBN9t4dspuPOsSs5j9tvHszKzVtF72LCqdlgy78ezy8p9p++lUaj/WG4PdeFZZvLq6gejC/JGKc6pdBzeY+fJiDh09Tk5OHn2HjOC5p55g6H0DbjqeioiJ/oO+/Xuw7+gW9EUGnp8wt+Tett0/0L/7gyW/739gICOGOR7BnL9gBh4e7qz8Qu4HideTeHL4xKoFS1ZMm9ege3wWCBXmuN+R0hNx6TUUa9JlLOePoOk0AE3TKCSrBQyFGH+Wy1Tdqguqes3RuHmhaSdvZJp+/gRrahX920b8jjga947gOds65Ve7dcrTm95glW2d0m3SEDLiE3natk6J/TKauA276DDqLhp2a4212II+r5CN0z6uSNR/LdZqHnv+X0VISgH9z2I7+rkceVljBuKRjy0OR9ZaS5IkqbcQokCSJE+75x4BZiNrOhYDEyRJ2i+EWAPcgexBNBfYKEnSGiFEAtBBkqQMIcSTtr8n2uJKADoAnsCvkiS1dhLmV+BtSZJ22Y5WzgSygLPAdUmSSmaDsmm1ux4HnJUk6dGy98qEW2NLx39sv39A9o7aQMjnXZcgbxhKwEJJkr6pMDJgboPHaqyDtTDVnCJqPaux6kC3iQxcakz2Sdebc2F/qximvb1HNCojPb/6DhtuNRfVNeeB6ba4Qa4mNWUp55qm5tYLbY01J7uOpubs4WQU66oO9F+Gh7h99saqYpWu5trZ04aamT8Arqhqpp31aeBcy/yfIOFy9T0c32paDXSuDftP8GN0SNWBbhP3tPz7nnj/CkeP33bzxxXS+9QbNSa7Xvi9NSY7flpkjch9r/rfu285c6+srblB/B+gdXCXf2yCPJm6/19Xloqm2v8wkiQdRt4EK8ty278b4Rw2qWwbSeU2kyRJerICOQ3s/l6D7Kig7L0MoHUFYexnhXWSJK20eeb8EfipjKxyG2q26xHOrleVB0mSHrT7W0Le0PtL2mkKCgoKCgoKCgoKCgoKCv8mFJtqlaPYVFP4t/GKTevsJHCZMptqCgoKCgoKCgoKCgoKCgoKCv8Eiqaawr8KSZJm3Ip4hBAfAneWufy+JEnOXWkqKCgoKCgoKCgoKCgoKPyPodhUqxxlU03hfxJJkibUdBoUFBQUFBQUFBQUFBQUFBT+vSibagoKCgoKCgoKCgoKCgoKCgoK5VBsqlWOsqmmoHAbmVQvqcZkx52rOQ9P9UJzakx2h3HNa0z2XRev1ojcU+tqzkOgl9ZUY7IjRc15mU0xuNeYbF91zZR5i+IaEQtAcQ2agHV1qSl/q3BYXTN+Zjsaai7PLdun15hsl1OBNSY7xrXmvBmPrV0zXjjzs2pu7qrlbqgx2TGbg2pM9uDu12tM9pk9ATUit1WjtBqRCzXrgfNq/K81Jntx+/k1InfaaGuNyFVQUDbVFBQUFBQUFBQUFBQUFBQUFBTKodhUqxzF+6eCgoKCgoKCgoKCgoKCgoKCgsJNomiqKSgoKCgoKCgoKCgoKCgoKCiUQ7GpVjmKppqCgoKCgoKCgoKCgoKCgoKCgsJNomiq/Y8ihJgLPAZYACswDugKrJQkqegfTEcYsEySpIf+wrNzgWG2n22AE7a/fwQGSpLU1S6sBkgEIiVJSioTzzNAP0mSHrH99gaOAv0lSbp0s+mqDtpOnfCePBFUavS//Ubh2nUO990fHob7vfcgWSxYc3LIXbwEa2oqAKqgIHxmzUQdFASSRPYLL2JJSXEqp8XrowjoG4lVb+TE5BXknUgoF8a7bUPaLHsWlU5LRsxRzsz9AgCXWh60WzkFt7qB6K+lE/fM+5hzC9F4udH2o4noagcg1CoSVvxK4obf8WpVn1ZLnkLt6YarqpicVesoiv69wjJwu6MDfi88ByoVBT9uJvfzbxzTNWIong/cDRYLluxcMl55G0vyrTE2+2dCBm/9fharVWJI6zqM6diwXJjo8yl8vP8iAmga6MWiu9v+ZXnqZpG4Dn4GVCqKD2yjeOf3zsO16YrbqBcpem861uvxAKhC6+M69DnQuYNkRf/+DDBXbDHep1ck9V8bg1CpSFu/neQPfnS4L7QaGi+bgkebRpiz87kw/h1M12XD4G4t6tPwzfGovdzAKnFy0AtIxmL87r+T2pOHglpFzvbDXHv9q5vKv1fPSOq88gxCrSJzwzZSP3LMv0enltR5+WncWjQgYeLb5Gzae1Pxl5cXRe2Xn0ao1WRuiCZtRVl5raj98tO4NW9AwqS3yLWT1+iLV/CIbEpB7Bkuj3mtQhm3o2+VPBfRiC6/vcaxcctI/fUAALra/rReOg5dmD9qrJwdsRC38Do1Vtc+vSJpYCc7yYns8DKyjTbZ7mVkn7DJrjvrMQKG9ULj48GhJo9XWPa+vSNo9NpohFpFytoYrn/wUznZzZZPwrNtI4qzCzg7binGa+l4RobT5K1xtkCCq29/S+bmgwCEPT2IkBH9QAhSvt5O0qe/VSj/Bp49ogh7We7X2d9sI/3j/zjcd+/UirD5z6Br3oCrk5eQt1luZ7oWDam98DlUnu5IVgvpH3xL7m97qpRXlrteGUnj3u0o1pv4dcYnpJxMcLiv0WkZumIyteoFI1mtXNh+hJ1vyuNs1ON9aT+yP5LFiqnIwKbZn5FxwdFYfbPXRxHYNxKL3sjJySvId9LGvdo2pPWyZ1HrtKTHHOWcrY1rbG1cVzcQw7V0jtnaeMjQO2k48X4QAkuBgdMvrKLgtOzgRePtTqul46gVEYIEFL73Juazp0pkubTvhMfYSaBSYYj+DcN3jvOm6933o7v3AbBakPR6Cpe/jeXaFYSXN15zFqBp0gzj9i0Ufvz+TZc1wPCXx9CmdyQmvYnVMz7g6qnL5cJM/WIuPkG+qNRqLhw6w9r5q5CssuHsPqPupvfIgVgtVk7sOMx/Fn9dbdl3vzKSJra6/mnGJySXqWsXnZZhKybjVy8Yq9XK+e1H2G6r64iHetB/znDyU7IBOPhlNEc27KqWXNfOHfGZOhHUaop++Y2Cr9Y73Pd4dBju9w0CiwVrTi45byzBkpJacl+4uxO0bg2GP/aQu3RZtfPr3q09wXPHg0pF7n+2kPXpdw733Tq0Jmj2OFybNSRp+mIKtpb2H01oICELp6IJCQAJro+bjzmx+msHjx7tCZk/FqFWkf1NNJmfOMp279iK4Hlj0TVvyPUpb5K/5U+H+ypPNxpv+Zj8bftIefXjaslsu3AkIX0jsOhNHJ7yMTlO+lqttg1p//441DotKTFxHJ/3JQAtZgylweO9MWbmAXBq0bekxsThG9mYyLeekh8WgrNvf0/S5tgK06CJ6IT7aHldaoz5DeNPjv1L2/9+dAOHyO3ZoKfwk7exXr9Scl8EBOHz7hfov12D8ZdvykbvmJfeETRcMAbUKtLWxZDoZP5osmwyHm3l+eP8uKUYr6fjWieQiD/ex3BRXsbnHznPpVkr5XJYNw9tkC9CoybvwGkuzV4F1sqN1rt2kdu3UKso3LipXPv2fPQh3O+X27clJ5ec19/CkpKKOiQYv8ULQAiERkPBf36k6MdfKpXljNfenEPf/j3Q6/VMfW4OJ46dcbjv4enOT5tLx4mwsGC+//YXXpq9mHETRvHYEw9htpjJzMhm2sR5XL/2952jzXtjKX/8eRA/31r89HX12u/NMuCVkYTbxrONFcxdD62YjK9t7jq//Qg77OaujiP7Y7XNXb85mbucoQ5vh3bgSFCpMB/ZSfGejY4yI3qg7f841vwsAMwHozEf2QmA64gXUdcJx3L1HMZ1b92CElD4b0TZVPsfRAjRFbgXiJIkySiECAC0wDfA10C5TTUhhFqSpFvuDsy2wXXTG2q2Z18HXgcQQhRIkhRh+1sFPC2EqC9J0o0Zvx9wquyGmo1VwGghRD9JkrYDC4DVt2tDDZUK7+enkD1tBpb0dPxXfoxhz59YrpQuTswXLpDxzDgwGnEbfD9ez44j95UFANSaO4eCr77CFHsY4eZWsmAvS0DfCNwbhrK7y1R82ofTcsnT7L97XrlwLZc8xcnpK8k9HE/7dS8S0CeCjB1xNJw0mMzdJ7m8fCMNJ91Po0mDOb9wHfXGDKDgXCJHnngLF38vuv/5Lknf78GiN3F84kcUXU6hVVsIXfchhn2xWPMLyydOpcJv9iRSx8/CnJpB2NoPKPp9H8WXSr1nms7Gk/z4BCSDEa9h9+I39RnSZ73+NwsfLFaJxTvPsOLB9gR76nh8/X56Ngqksb9nSZgr2YWsPnSZNQ93wlvnQlbR3/AyKVS4PjAO/cqXkXIzcZvyNubTB5FSrzmGc3VD2/0+LFfOlV5TqXAdPg3j+nexJieAuxdYKumGKhUN3niGs4++iik5k1ablpCz9RD6C6XevgKH98OcU8CxOyfgN/hO6s0bSfz4d0CtInz5FC5OXkbR6QQ0vp5IxRY0vp7Umz+SkwNmYs7Ko9F7k/Du1oa8PScqTkeZNNVdOI74x1+mODmTZr+8Te62gxgulOa/OCmDK9PfJ3jcA9WLswp5dV4bx8XHX6I4JZOmG98hd/tBjA7y0rk6/X2Cxg4p93jayh9Q6Vzxf3xghSK8ere/LX1LTr+g2fzHyNx13CGutssncPG9H8n84wT+XioQUs3VtUpFwzee4YxNdutNS8guIzvIJjvuzgn422RfsMlu7EQ2QPa2WFI+30zEnx9UWPaoVDRe9DQnH16AMTmLiC2LyYqOpeh8qeyQx/pizikktuskAgffScN5Izg77l2Kzl7l6IBZYLHiElSLqB3vkBkdi3uT2oSM6Efc3S9iNZlpvX4eWdsOY0hw/rHiRjrCFozn8hPzMadk0vjnpeRtP4Ax3q6dJaZzfeZ7BDzj2K6tBiPXpi/FlJCMJsiP8F/eJf+Po87Hygpo3Lsdfg1DWNFzOmGR4QxcOJo1Q14uF27/yk1c2XcalYuax9fNoXGvdlzcdYyTP+/lyNoYAJr0i6LfvMfZMGpJyXMBfSPwaBjKHrs2fqCCNn7a1sajnLTxhOUbaTDpfhpOGsyFhevQX0nn0JAFmHMLCegTQat3xpbE23zhKDJ2xqH5eB1oNAhXO8+QKhUez04lb950rBnp+Lz7CcX7/8RyrXTeNO3ajnGz/KLk0vkO3J+ZQP5LLyCZTBR99Rnq+g3R1C//AaU6tOkVSVDDUOb0mkSjyCaMeH0sbwyZXS7cxxOWYijQA/Dsihl0uKcrh375k2ZdWxHRvyOv3j0ds8mMl793tWU3sdX1sp7TqRMZzj0LR7PKSV3vXbmJhH2nUbuoGbluDuG92hG/6xgAp37dz6aXvri5TKtU+MyYQuaUmVjS0gn87GMMu/diTigt8+LzF8gYMx7JaMT9gfvxfm4c2S8tKLnvNXYMxrjjzmKvVG7wSxO4PmYOxakZ1P/ufQp2HMBk5127ODmNlNnv4DtmaLnHQ9+cQebHGyjaexThrgPrTRxZUqkIfeVZroyaR3FKBo1+fJf8mP2Y4h3nj6QX3sX/mQedRhH4/BMUHTpZbZHBfSPwbBRCdNdp+EaFE/HmGHYNeqlcuIg3x3Bk+iqyj8Rzx7oXCO7TjtQdcv3Gr9zMhRWOHwLyzl5j54B5SBYruqBa9NmxiOToIxXm2/2pKRS8NgNrVjpeiz6mOPZPh00z057tmLbZ+leHO3AfNYGC118oue8+agLFRw9UnWGVikZvPMOpRxZgSs6k7eY3yYo+hN5uDA8e3hdzbgFH75iI/+A7qT/vCc6PXwqA8Uoqx/rPKBft+bHvYLH1vWarZuJ/X1cyf/6zXDj7dNSaPoUMW/sOWr2iXPs2nY+ncPSzSEYjHg/cj/eEsWTPfw1LRibpz0yE4mKEm46gtasx7N6LNSOz6vzb6NO/B40a1eeOqIFEdWjL4nde5p5+jzqEKSwoon/30na2ddd3bPplGwAnjp9hYO9h6PUGRo55hHmvTmf8mOnVll8RQwb157Gh9zPntbf/dlzOCLeNZx/2nE7tyHAGLRzNaifj2T67ueuJCuaupv2i6D/vcdbbzV1OEQLtoNEYvnoDKS8T3TOvYz53GCndcTPOfGofpk1ryj1e/OcvmF1c0XTo+5fz/d+A4qigcpTjn/+bhAIZkiQZASRJykDe2AoDdgohdoK8USWEeEcIcQzoKoQYIYQ4KISIE0J8IoRQ28KtEELECiFOCSFevSFECJEghFhkCx8rhIgSQmwVQlwUQoy3hWkghDhp+/tJIcQPQogtQogLQogldnE9JYQ4b5P/qRCiwrcuSZKswLeA/ez0KLC+gvASMB54TwjRAegLvOUsv7Z/a4QQJ4UQJ4QQz99k2ePSojmWxEQsyclgNmOI2YGu250OYUxH48Aob+QUnz6NOjAQAHX9+qBWY4o9LKddry8JV5bggR1I+u4PAHIPx+Pi7Y5rUC2HMK5BtdB4upF7WNaKSvruD4Lv7lD6/Dfy80nflF5HktB4yi87Gg8dxTkFSGYrRZeSKbosv4Ra0jOxZuWg8nWUVyK3dTPM15IwJ6aA2Uzh1l2497rDIYwh9hiSQc6b8fgZ1MGBzgv0JjmZkktdH3fq+LjjolYxoGkIuy46fsX+8WQiD7eri7fOBQA/d9e/LE9VrwnWzBSkrFSwmDHH7UbTqlO5cNoBj2Ha+T2YTSXX1E0jsSYnyBtqAEX5IFX85dUzMhxDQjLGq6lIxWayft6D7wBHWb4DOpLxnfz1LevXfXh3awOAT88Iis5coei0LMucXQBWK671QjBcSsacJX8Fz9t9HL9BXaku7hFNMCakYLKlKfuX3fjc5Zgm0/U0DGevVLhBfDPI8pIxXbOT17+zE3kJTl+2Cv48jrVQX6kMn/6db0/fAuo/PZDUXw9iysgruebRtDZCoyLzD3lzy1pkwL15/Rqr67LtLLMC2ek22Zl2smtVIBug4Mh5itOyKy54wCsyHMPlFAxX05CKzaT/9Cd+Azo6hPEf0JHUb3cBkP7rPmrZZFv1JrDIslQ6LdgWiO5N6pB/5ELJ/dx9pwm4x7HNlMW9XRNMV5IptrWz3F/+wLtMOytOdN7OTJeTMCUky/lPy8KcmYvmJjZZAJr2b8/x73cDkHQ0Hp23O55l2qDZYOLKvtNy3ostpJxMwCvET05DQWkbd3EyvgWWmT803u5oy8SvddLGA21tOahMGw+yXc+NPV+ilZlz+AKuoXJ6NF5u+HZtQeLanbbEm5EKC0pkaZq2wJKUiDVFnjeNf+zApUs3h/RI+tLvgULnRon5F6MB8+kTUGzirxJxV0f2/bALgEtHL+Du5Y5PYK1y4W5sqKk1ajQumpI21uvxAWxe8SNmkxmA/My8cs9WRLP+7Tlmq+vrFdR1scFEgq2uLcUWkk8m4G2r67+KS8vmmK8nYUmSy1y/fQe67mXWKkfikGxrENOp06iDSudpl2ZNUfv5Yjx46Kbk6to2pfhqEsXXU6DYTP6m3/Hs28UhjDkxDeP5hJLyvYG2cT1Zq27vUQCkIkPJOqI6uLVriulKEsXXZNm5v/6BVz9H2cWJaRjPJTidP3Stw9EE1KJgz9Fqywwb0J6r38r1m31Enk90ZepXF1QLF083so/Ife3qt7sJG9ihbFQOWPQmpJLxzoXKzCGpw5tjTUnEmibXdfGfO9B2cKxr7PoXrjqHsnfp2A1rWjKWawmVZxZ5/tAnpJTMHxk/7yk3hvsO7ESabQzP/HUfPt3bVBnvjQ01oVEj7PpeRWhbNsd8PbGkfRdt34Guh+M6tML2bTZDsXxiQLhoQYgq01eWgYP68N2GnwE4Enscbx8vgoIDKgzfqHF9/AP82L9XXv/v3X0Qvd5Q8nxoWPBNp8EZHSLa4OPtdUvicob93JVYzbnLfjyrau5yhqp2ONasFKTsNFnr8OQ+NM0q7z/2WC+fQjJVvi5UUFA21f43iQbq2japPhJC9JQkaRmQBPSWJKm3LZwHcECSpHZAJvAIcKdNI8wC3DifM1eSpA5AW6CnEML+nNxVW/jdwBrkzbsuwKs4J8Impw3wiBCiru2I6Hzbc3cCzauRx/XYNtWEEK7AIMD5mTtAkqTjwFYgBpgENK4gvxFAbUmSWkuS1Ab4vBppcUAVEIglLb3ktyU9HVVgxRtGbvfcg/GAfERJU7cu1oICai1cgP+qT/F6Vj4e4QzXUD/0iaVfzQzJWSUvMPZhDMlZpWGSSsNoA30wpuUAYEzLQRvoA8CVz7bi0bQ2vY6v4M5db3F23hflF7atm4GLC+YKVNHVQQGYU0rLwJyagTqo4sWE5wN3o99zsML7N0NaoYFgr1INiGAvHemFjovuK9mFXM0u4slvDjJywwH+TMj4y/KEjz9STunzUk4mwsffIYyqdiNUtQKwnDnseD0wDJDQPfMKblOX4tKrck0ubYg/pqTSOjclZ+JSps4dwlisWPKK0Ph54dYoDCSJZuvm03rr24Q+NwQAQ0Iybo1ro60TCGoVvgM7oa3tmP6q01Saf1NyJi7B1X/+ZnEJ8ac4uVRecXIGLiG3Vp5LiP9t6VuuIb4E392Rq2u2OcTl0TiU4rwiIlZP447ti6g7fyTasIAaq2tn7UxbTdk6m+zm6+bTxk52dXEN9cNYpj2VLXutfRiLFXO+LBvAK7IJUb+/S/ud7xD/wkqwWCk8exXvzi3Q+HqictPi1zcS17DK24ymbDtLyfxL7cytXROEiwbTlUq04pzgFeJHnl0d5KVk4RXsW2F4V293mvSLIuHPUg2a9iP789wfS+k7ezhbX3bUYtKF+mEo08Z1ZcpZ56SN6+zauMnWxk12bdye2o/1JmNHHABu9YIwZebR6v1n8Vm2Co/JM+UXdxsq/wCsGaUfP6wZ6aj9y88ZrvcModaqdbiPHk/hJ3/tmKczagX7k2VX3tkpWdSqoL6nfjmPpYc/w1CoJ3bTfgCCG4XSpFML5vy0iJnfvEqDto2rLdvbSV17V1LXOm93mvWL4rJdXbe4uyPPblnEwyum4B1avc02dWAAltTSMrekp6MOrHie9rh3EIb9Nk0lIfCe9Cy5y1dUS5Y9muAAipPt1gcpGWiqOWdoG9TGml9A2LJ51P/hAwJnPlXhGsm5bMd+bU7JqP58JQTBs58iddFn1ZYHoAv1RZ9U2o/0yVnoQn3Lh0muOEyjMXfRd8diot4di4uPR8l138jG9Pt9Cf12vkncC5+VbLKVReUXiDWztMytWekI//LrUtcBQ/Bevhb3EeMpWm07zqtzQzdkOPrvqqcJ6RrihynRfgzPQlumL7mG+JWuG+zmDwDXekG0jX6LVj8swKtzC4fnWqyfT8cTq7EU6Mn8dX+l6VAFBmBJs2vfaRklH7Cd4X7fIIz7Steh6qBAgr76lOCfN1Dw9Yab0lIDCAkNIimxdNxPTkolNLTijbHBQwex8cctTu8NH/EgO7fvvin5NcVfmbualhnPOozsz4QK5i5nCG9fpLxSmVJeJsK7vEx1i064Pfsmrg9PRXj/vY8S/41I/+B//0aUTbX/QSRJKgDaA2OBdOAbIcSTToJaKN2I6mt75pAQIs72u5Ht3sNCiCPIdshaAS3t4rhxaP0E8gZdviRJ6YBRCFHLicwYSZJyJUkyAKeB+kAn4HdJkrIkSSoGvnPyXNk8xgKeQohmwN022VlVPPYhkChJ0q5K8nsJaCSEWC6EGAhU/3PzX0DXvz8uzZpRuH6DfEGtRtu2DfkfriBz3HjUYaG43V3xMbVbim3jLKB3O/JPXmFX22fZ22cWLRaNRu3pVhLMNagWgQtnkfny21V+KawOHoP64tqyKblfVFnttwyLJHE1p4hPH+rAorvb8Nr2U+QbKrZj9rcQAtf7x2D8xcn+rEqNumFLDGvfQf/hi2had0Ed/tdtu1WKRo1npxZcnPgep4fMwXdgZ7y7tcGSW8jl2Z/Q5OPptPzxdYzX0itcmCv8RWz9pMVrozi3cF25fiPUanw7N+fcq1+zb8BcdPWC8b6j9V+XV4N1LTRqvDq1IH7ie5waMgc/m+x/ivyjFzjS83mODnyRupMfQLi6oL+QyPUPfqL1hvm0XjePwlMJ/0gb1wT6UnfpNK7PfP+WjJUVIdQqHlg+kUOfbyXnWumL8+Evt/FRj2nsWLyBbpOG3Db5QLn8+d7ZktqP9ebCa/KxZ6FR49WmIde/2Ebu5KeRDAbchj1202KMv/1EztOPUfT5J7g9MvKWJP1meW/kQqZ3egaN1oUWtn6qVqvx8PHkjSGz+c8bXzHuw2m3RbZKrWLo8okc+Hwr2ba6Prf9CO/dOZUVA2dzcfcJHlg6/pbLdRvQD5fmzShYK9s9cn9wMMZ9B7Cm//UPUn8JjRq39q1JX7KKK8Mm41I3BJ8H+v0jon1H3EPB77GYU25uc+XvcmnNNrZ2nkpM39kYUnNo80qpPcrsoxfZ3vMFdg6cR9PJg1G5uvwtWcatP5E36XGK1n6CbugTALgNexLDr9+B4fZr8pjSsjncYRzH75pJwitraPrhVIf155nhr3Eo4mlUri74dPsbc2QZ3Ab0Q9u8KflrS23FWdLSSXviGVKHPYH7oAGofCveGLoVDHlwED/9p7ytz6EP30e7yNZ8tGz1bZVfEwi1igeXT+Rgmbkr9sttfHiL5y7zuSPo35uMfsUsLBdP4PrAc7ckXoX/HRSbav+j2Oyj7QJ2CSFOAKOcBDPY2VETwBeSJDkYERFCNARmAB0lScoWQqwB7AyhcEMFyGr3943fztqffRhLBWGqyw1ttRZUcPSzDFbbP6ggvwBCiHbAAOQjow8DY8rcH4u8YcmS8CY8ERrmKCQj3eGIhDowEGt6OmXRtm+P58gRZE2aUqJmbk1PxxwfLx8dBQy79+DSqiXY5ln3B4bgdu+9AKQcuIJbbX9ybPHpQv0wJjvuKxrLaB/owkrDmNJzcQ2qhTEtB9egWiXH0Wo/2pPLy+W90qKEVPRX0/BsEkbu0YuoPd2IWjuL7A8+x3jC0eCqPZa0DDQhpWWgCQ7AklZ+8a3rHInP04+R8tT0kjL4uwR56EjNN5T8Ts03EOjhqEIe5KmjTYgPLmoVtX3cqe/rwdWcIlqFlNe2qAopNxNRq/Trvqjlj5Rrt+h2dUMVUh+3ZxfK97180Y2ei+Hz15FyM7FcOiUf+wTMZw+jqtMYS7xzGzWmlEy0dho22lB/isvU+Y0wpuRMUKtQe7tjzsrHlJxB/v7TmLNkWTk7juDRphF5e06Qsy2WnG2ygePAx/sjWatvXlGWV5p/bag/xam376WjOCUTl9BSeS6hARTfgpecgJGD8H/0LgCKjl+4LX3LO6IRER9PkdPt70VAvwgkiwVDcib5JxPQX5G/qmdvOYjvwE6oPEqH2n+yrp21M9MtkF0djMlZuJZpT2XL3mQLY0rOArUKjZd7ibwb6C8kYik04NG8HgXHLpK6fgep63cAUH/2Y3K6K8Fctp2F+N9UO1N5utFg9cukvP0V+rhzVT+ArFkW+aisSJ50/BLednXgHeJHfqrzo7P3LH6KrMspHFrtXMvh1MZ9DFw4mvYjL5XEbzwaj85OS7GsVhqU117ThZWGMaXnog2qJWup2bVxAM+W9Wi1dBxHhi+mOFs+4mlIysSYlEXukXjoAKY/f3fYVLNmZqAKCCr5rQoIxJJZ8YaN6Y8YPCY8T+G7FQapkt5PDKT7cNmGTsKxi/jZlbdviB85ldS32VhM3LZDRPTvyOk9x8lOyeTIVlmL6/KxeCSrhKefNwVZzr/LdRzZn/a2ukh0Utd5FdT1fba63m9X1/qc0mO0RzbspP/s4VVlHQBLegbq4NIyVwcGYnGySabtEIXnqBFkTphaMk9rW7dC264N7g8ORri5IVw0WPV68ld8WqVcc2oGLqF264OQAMzVnDPMKRkYz16Sj44CBdv3oWvXHL6Prt7zqY79WhMSUO35yj2yOe4dW+H7+D2o3HUIFxesRQbS3lpTLmyj0f1p8Lhcv9lxl3ALK+1HbqF+GJId69eQnI1bqPMwRru+lbB2B12/mllOXv6FJMyFBryb1wGulLtvzUpHZaeZpvILRMosvy69QfGfO/B45nmKPgR1kxa4dOmJ24jxCA9P2URFsQnjlh+dPmtMyUJb234M98NUpi8ZU7JkbWzbGH5j/gAwm+T2XHj8EoYrKegah1F47GLJs5KxmKytB/Eb0IncPyq252dNz5AdftlQBwVgcbIWd+0YhdeTj5Px3PNO16HWjEyKL11GG9EGw84/KpQH8OTTw3l8lOxf7diRE4TVDim5FxoWTHJyqtPnWrZuhlqj5vix0w7Xu/fsypTpY3ngnlGYTLfpw+8toMNfnLvutY1nByuYu05u3MfdC0cDn1QqX8rLRniXyhTe/kh5ZWTqS8dJ85EdaPvf/Eed/3akSszPKCiaav+TCCGaCSGa2F2KQJ5l84GKDtLHAA8JIYJscfgJIeoD3kAhkCuECEbWCrvVHEI+Vupr8+JZ3jKtc9YDI4A+wM83KdNpfm1OHVSSJH0PzAOiyj4oSdJKSZI6SJLUoeyGGkDx2XOo69RBHRoCGg26vn0w/uno7VDTJBzvGdPInj0Ha06O3bNnEZ6eCB95c0cbFYXFzqhq0Y8/kfnU02Q+9TRpm2MJG9YDAJ/24RTnF5UcObuBMS0Hc4Een/bhAIQN60HqFvmFOm3rYcIekZ8Pe6T0uiExE//u8hdAbaAPHo3DKLqShnBRE7VmOknf/UFRFWroxlPn0NSrjSZMLgOPAb0o+n2fQxhts8b4z5tK2tSXsGbnOI/oL9AqxJurOUUk5hZRbLGy9XwKvRoHOYTp3TiI2Ovyy2G23sSV7EJq+7g5i65KrNcuoAoIRfgFgVqDJqI7llN2R1kNRRS+/ARFb4yl6I2xWK+ew/D561ivx2M+dwRVSH1w0YJKhbpRa6ypVyuUVRAXj65hKK51gxAuGvwGdyM72tGeTU70IQKGyYsbv3u7lmxm5O6Kw71FfVRuWlCr8O7assRwsMZfbm9qHw+CnxxI+rrt1c5/0bELuDYMRWtLk+993cnddmuO8lYsLwxt3eASeXnbqmE8uQoyvtzEuUFTOTdoKrnRB25L3/qj42R+7ziJ3ztOIvWXA5yetZq0zbHkHr2IxscDF395ePbu1oa8fSdrrK7LtjN/J7Kzow8RaJPtbyc7pxLZ1SE/Lh5do1Bc68myA4fcSVYZ2ZnRsQQ/3AuAwHu7kmM7NuJaLwjU8rLHtU4AbuG1MVyTNypdAmSbZq61AwgY1Jm0Hyofw4qOX8C1QRgudeR25nNfD/K2V69dCxcN9T+eS/YPO0o8glaHw19uY9WgOawaNIfz0bG0HdodgLDIcIz5egrKtEGAnjOG4erlTvSrjl5cfRuUHjNq0ieC7IQUh/jLzh/m/KKS45w3MDlp4+m2tpxepo2n2a7ravsTsXoaJyZ8SNGl5NK40nMxJGXi3jgUAJd2UViuJpTcN58/i7p2HVTB8pzh2qMPxQfKeF0Mq13yt0vHrliTqt+unLHzqy0sGDSTBYNmcjT6IF0f7AVAo8gm6POLyE13LA9Xd12JnTWVWkXbPlEkX5QNYR+NPkTzLvK8GdwwFI2LpsINNYBDX27j40Fz+HjQHM5Gx9LOVtd1KqnrPra63lKmru3tFTXr356M+Op5CCw+cxZNndolaxW3fn0w7CmzVmkaTq1Z08h6Ya7DPJ3z6uukPfgoaUOHk/fBCvSbo6u1oQZgOHEel/phuNQOBhcNXoN6UrCj8qN89s+qvDxQ+8rjmHuXdg4ODqpCf/w82ga1cakjy/a5twcFMdWbPxKnvc2F7qOJ7zmG1MWryf0xxumGGsClz7exo98cdvSbQ/KWWOo9LNevb1Q4xfl6DGXq15CWQ3GBHt8oua/Ve7g7SVtlcxH29tfC7u5I3lm53bvXC0TYxju3OgF4hYdRdM35RrQl/hyq0DqoguS6drmzD6ZYx7pWhdj1r6guWJLltl3w0mTyJjxK3oRHMf72Hww/rK1wQw3k+cPNbv4IGNyNrK2OXkmztx4iyDaG+9/bldw98hiu8fcuOc7rWi8YXcNQjFdSUbnrcLlRDmoVvn3bo4+v3COk6cxZNHVL27d7vz4YdjuuQ12ahlPrhWlkzpzn0L5VgQHgqgVAeHni2rY15qtlnE85Yc2q9fTv/iD9uz/I5t9iGPboYACiOrQlPy+ftFTn9TNk6CB++n6Tw7XWbVuw5L2XGTV8IpkZVR3EqVliv9zGp4Pm8OmgOZyzm7tqR4ZjqGA862Ubz7aWGc/8ysxdWZU5FLJhTbqIyj8EUSsQ1GrUrbtiPudobkV41ir5W92sPdaMqj2KKijYo2iq/W/iCSy3Hb80A/HImlXDgS1CiCQ7u2oASJJ0WggxD4i2edcsBiZIkrRfCHEUOAtcAypxtfPXkCQpUQjxBnAQyLLJyq3Gc2eEEIXAYUmSqu9WjYrzC+iBz23XAMq7/6oKi4W8997H9+23QKVCv2kz5oQEPMeMpvjcOYx/7sXr2WcRbm7UelU2PWdJSyVn9lywWsn/aAV+7y0FITCfO0/RL786FZO+/SgBfSPoceB9LHojJ6aUusa+I2Yxe/u+CMDpWatps+xZ1Dot6TFxZMTEAXBp+c9EfDqVOo/1Rn89g2PPvAfAxaU/0GbZs9y5awkIwbnX1lGclU/o0G74dmmOi68nuhGyAemMl97CdO4i5bBYyVr8AcErFoFKRcHPWym+eIVaz47CePo8+t/34fv8WFTubgS9NR8Ac3IaaVPLe8S6WTQqFbN6N+e5H49glSQGt6pNY39PPtoXT8sgb3o1DuKO+v7su5LJg1/+iVoIpnZvSi037V8TaLVi/HElbs+8AkJF8aEYrKnX0A54DMu1eCynK3kR1xdS/MfPuE15B5CwnDlczu6aAxYrCXNX0WzdSwi1ivQNMejPX6P2zEcpPHaRnOhDpK2PofGyKbT780PMOQXEPyt71LLkFpL8yUZabVoCEuTsOExOjCyr/mtj8GjZAIDr736Lwe5luEosVq7PX0njr15BqFVkfhOD4fw1QqY9RtGJePK2HcS9bTgNP52N2scTn34dCZk2nLP9JlVfRll5L31Coy9leVnfbsdwwSbveDx52w/i1jachivnoPbxxLtfR0Kef4xz/ScCEP7dInSN66Dy0NFy/2quvbCc/D8cjU7n7YhF3b3zLe9bFWKVOPfK13T6zzwQAsPxeNK+2oYhIbVm6trWzprbZKfZZNexyc62yQ5fNoUIm+wLZWS3diK73rwn8B/SA5WbK5Gxn5K+fjvX3/mmnOyLc1bRev08hFpF6vodFJ27Tv0XHiE/7iJZ0bGkrIuh2QeT6bBvOeacAs6Ok9WVfDo1p86kB5CKzWCVuPjipyXaDy1WzcTFzxNrsYWLs1dhySvnBLtcOpJe/piGX74KKhXZ323HeOEqQc8/jv7EBfK3H8StbRPqfyy3M6++HQme+jgXBkzA555ueHRqhdrXC9+HZE2o6zPew3DmcuUy7YjfEUfj3hE898dSivUmfp1R+qX+6U1vsGrQHLxC/Og2aQgZ8Yk8/ZvsOTn2y2jiNuyiw6i7aNitNdZiC/q8QjZO+9gh/gzb/NHN1sZP2bXxLjGL2W9r42dmrab1smdR6bRk2LXxy8t/pu2nU6n9WG8Mdm280fShuPh60uJNWcFbMls4MGAuAGfnfE6bjybi4QPWlCQK3ltcmiCrhcIV7+H92tugUmHctgnL1QTcRozBfOEsxQf2orv3QVwi2oPFjFRQQMHSRSWP11q9AeHugdBocOnajfx5Mxw8h1bFiZ1HaNM7ijd+/wCT3sjnMz8quffSprdYMGgmru6uTFz1Ii5aF4RKcHbfSX5fK2tI7fl2B6OXPMerW5diLjazenolHm7LcGFHHE16RzDZVtc/29X1+E1v8PGgOXiH+NFj0hDS4xMZZ6vrg19Gc2TDLjo/OYBm/aOwmi3ocwv5acbHFYlyxGIld+ky/N9dAmoVRb9uxnw5Aa+nR2M6ew7jnr34TBiPcHPDb+Er8iOpqWTNKu8l9qawWEl7bQV1PlsIKjW530djir+K/6QnMJw8T+HOA+haNyXsg/movT3x7N0Z88QRJNw3HqxW0pesou6aRSDAcCqenO+ca7lUJDvl1RXUW/MaQqUi5z/bMF64SuDUEehPXKAg5gC6Nk2ou2Ieah9PPPt0InDK41y6+68fFUvZHkdw3wju2v8uFr2Rw1NL67fP9jfY0W8OAHEvrqb9++NR67Sk7jhGqq2vtZ4/HJ/W9UGComvpHJ0p23Tz79SMZpPux2ob7+Je/BxTGY3dEqwWij57H8+58rrUtHMz1usJ6B4ZjeXiOYpj9+J69wO4tGmPZLEgFeRT+MEi53FVhcXKpTmraLl+vjyGb9iB/vw16s58lIJj8WRHx5K6PoYmyycTufcDzDkFnB8vj+HeXVpSb+ajSMVmJEni0qyVmHMKcAnwocUXsxG2vpf750lSvtxaZTpy3llOwHtvgkpN4Y32/cyTFJ85j2HPXrwnjkO46/B7XfZOaUlNI+uFebg0qI/P5PGy8wcB+eu+xXyx+uM3QEz0H/Tt34N9R7egLzLw/IS5Jfe27f7Bwevn/Q8MZMQwx2Pb8xfMwMPDnZVfyGWTeD2JJ4dPvKk0OGPmy4s5dPQ4OTl59B0ygueeeoKh9w342/HeIH5HHOG9I5jwx1LMehMb7cazZza9wae2uau7be56xjaeHbKbuxp1a42l2ILBydzlFKsV06Y16J6YDUKF+egupPTruPR+CGvSZSznDqPpPBBNs/aydr6+AONPpfHqRr+MKiAMtDrcpn2A6eeVWC7epFfj/wKs/1JbZ/8UQlLcoyr8CxBCeEqSVGDTVPsRWC1JUsWfwv6fkNKjV411sLhzIVUHuk00D/1nbYrYEzSuOn4sbg/Wm/gifis5tU5dI3IBtJrqHwW91QhRc/NXisG9xmT7qv+6F8O/Q02uFoqtNadYX8ut+t4DbzUbrTfnFfRW0dFQc/26fYeb2LS/xcw6dWu8TP8V6kh/3cv032Vs7eppr91q8rN0VQe6TViKa25MOVt486YkbhW9u9dMXQOc2XP7nBRVRv0GlXuVvp10OHNzTmhuJVfjnX90/ydY3H5+jcidNrrmjih6vLL+5t3A/ouo79/2H1sGXsk8/q8rS0VTTeHfwitCiH7I9tqigZ9qNjkKCgoKCgoKCgoKCgoKCv/dKIpYlaNsqin8K5AkacatiEcI8SFwZ5nL70uS5MT1ooKCgoKCgoKCgoKCgoKCgoJzlE01hf8pJEmaUNNpUFBQUFBQUFBQUFBQUFD4N6DYVKscxfungoKCgoKCgoKCgoKCgoKCgoLCTaJoqikoKCgoKCgoKCgoKCgoKCgolEOxqVY5ivdPBYXbyKwGw2usg0WYak4RtY615rzlZaKtMdlxrjXjrOZR15rzbJWS61Fjsi+41Jy3PPeaczBFQQ117TR1za0XWtSMw1MAwrX5NSa7przM1mDzppaquMZkf1JzQwrjam7a5LzKrUbk3t3keo3IBTh3tuY8vUbck1Njsr/fElxjsgc1vVYjck+eDqkRuQBdJtSc/srSz2pMNC8efq1G5NYLv7dG5AIk55z+13msvBlq+7b6xxaBidmn/nVlqWiqKSgoKCgoKCgoKCgoKCgoKCiUw6ooYlWKYlNNQUFBQUFBQUFBQUFBQUFBQUHhJlE21RQUFBQUFBQUFBQUFBQUFBQUFG4S5fingoKCgoKCgoKCgoKCgoKCgkI5JJTjn5WhbKr9SxBCzAUeAyzINoTHAV2BlZIkFf2D6QgDlkmS9NBffP4V4GWgiSRJ8bZrU4F3gY6SJMX+hTj3SpJ0x19Jj5O4dgGekiR1sP3uALwtSVKvWxG/Pfe/PIpmvSMo1pv4dsYKkk4lONx30Wl5/KOp+NcPQrJInI45zJY3NwBQK8yfh995Fp23ByqVis1vrufcrrhK5UW9NpKwPu2w6E3sf/4Tsk8klAvj26YBXd4bj1rnQtKOYxyZ/yUAd3w8Ce/GoXK6vN0pzitiS/85qFzUdFzyFH5tGyFZrRx56SvS9p1xjLN3BI1eG41Qq0hZG8P1D35yuC+0Gpotn4Rn20YUZxdwdtxSjNfSS+671g6g/R/vcuXt70hcsRHh6kK7nxYgtC4IjZqMX/dx9a1vK8x3m4UjCe4bgUVv4siUj8l1km+ftg2Jen8cap2W1Jg4Tsz70uF++PhBtH5lBJtajsOUlU/AHS3ovGY6RVfTAEjadIhzS3+sMA0Ad78ykia921GsN/HTjE9IPumYDhedlmErJuNXLxir1cr57UfY/uY3AEQ81IP+c4aTnyI7JDj4ZTRHNuyqVB6AR/f2BM0dh1CryPluK1krv3O479ahNcFzx+LarCFJzy8mf+ufJfeanfkF43k5jcVJ6SQ+u6BKefb49Y4gfKFc78lrY7i6/CeH+0KrocUHk/Bq24ji7HxOj30Xw7V0vCLDafb2OFsgSHjrOzI2H7wp2QBdFzxB3T4RmPVGfn9+JZllyhugwwvDaPJQN1x9PFjT7OmS6y1G9KHlk/2RLFaKCw3snvUZOReSKpXX/rUnqG2Tt+/5lU77l1+bBnR9T25niTviODz/KwB8W9Wj0+IxqHQuSGYLh2avITPuElofd7osHYtn/SAsxmL2T/uU3HOVG/a+Y8ET1LOlY9fzK8lwku+OLwyjqS3fq+3yfYOGgzpy18opfD9oPhnHL1cq7wYDXhlJuK19b5zxCSll5Gp0Wh5aMRnfesFItva9w9a+ox7vS8eR/bFarJiKDPw2+zMyLiRWKq/dayMJ7dsOs95E7NRPyHFS3rXaNqCjbTxLjjnGMdt41nL6gzR8vDfGTNkBwclF35Cy4xgAPi3qErXkKTRebmCViLl7PtVZR3r1jKL2y08j1GoyN0STtuJ7h/senVpR++WncWvegIRJb5G7aW/VkQItXh9FQN9IrHojJyavIM9JPr3bNqTNsmdR6bRkxBzlzNwvAHCp5UG7lVNwqxuI/lo6cc+8jzm3EAC/O1rS/LWRCI2a4qx8Dj6wAI/GobRbOaUkXrf6QVxY8h0JKzfT8vVRBPaNxKI3crySdLSzpSM95iinbekIua8zTWY8hGfT2uwdOI/cY5ccntPV9qfH7ne48NZ/uLzi1wrLolbvCBouGANqFWnrYkj8wHHMFVoNTZZNxqNtI8zZ+ZwftxTjdXkucW9Rn8ZLxqH2ckeyWjl+9ywk4805RHj85TG06x2FSW/i0xnLuXKqfN+Y/sU8agX5olarOXfoNF/OX4VktVKvZQNGvT4OF1cXrGYLX87/lEvH4m95Xl3rBBLxx/sYLsrjVf6R81yatRIA//vvoM6UhxBqFdnbYrny+tc3lX+ATgueoI5tfNnz/EqynIwvkbOGEf5QN7Q+HqxtWn58qQ7aTp3wmjgR1Gr0v/1G0bp1Dvfdhw3D7Z57kCwWrDk55C1ZgjU1FQBVUBDeM2eiDgoCSSL7xRexpqRUKs+3dwSN7dYp1ypYp9yYr86Mexejbb5q8lbpfHXl7e/I3HywZJ2i0mps65T9XKlknXIDdesO6IY/hxAqTLs3Y9r8jcN9l573ou1zP1itSEY9hi/exZp8FdQadCOnom7QFCQrhvUfYTl3vEp5Zelcpn6dzZtRdvX7tV39thp7N02H98JqtmDIymfPtJUUJmZWKVPbsRNeEyeBWiXX9fqydf0wboNsdZ2bQ96SN7GmpuISEYnXhAkl4TT16pG7YAHGP/dUKs+vdzuaLnwSoVaRtHYHV5b/7HBfaDW0+mBCSV2fHPs+hmvpaHw9afvZNLwiGpO8YRfn53xe8kzE+tlog33ltdaBs5x78TOwVj5xqBu3RTvgCVCpMB/dRfGfvzjc17TrgbbfcKz58rrPfCga89FdqILro71nNELrBpIV0+6fsZzeX6ksZ/zTc3Z1mPfGUv748yB+vrX46euP/3Z8ZXntzTn07d8DvV7P1OfmcOKY4/uKh6c7P20uHRfDwoL5/ttfeGn2YsZNGMVjTzyE2WImMyObaRPncf1a5etChf8tlE21fwFCiK7AvUCUJElGIUQAoAW+Ab4Gym2qCSHUkiRZbnVaJElKAv7ShpodJ4BHgYW238OAU38jTbdkQ82OICHE3ZIkbb7F8ZbQrFcEAQ1DeKvX89SLDOeB15/iwyHzy4X749NfubTvNGoXNc+snUezXu04t+sYfSY+wPHf9rP/6+0Ehddm9JpZvNltcoXyQvu0w6thCL/eOR3/qHA6LBrNtntfLheu4+IxHJy5iswj8fT8+gVCe7cjeecx9o5fXhIm8qXHMeXLTa7x430A2Nz3RVz9vem19gW23m2XD5WKxoue5uTDCzAmZxGxZTFZ0bEUnS/dGAh5rC/mnEJiu04icPCdNJw3grPj3i253+jVUWTtiCv5LRmLOT70VaxFBoRGTduNC8mOOUr+kQvl8hPcNwLPRiFs7zoN36hw2r05hj8GvVQuXMSbY4ibvorsI/F0XfcCQX3akWZ7yXYL8yOwZ1uKrqc7PJN54Cz7n3i7wjK3p0nvdvg1DGFZz+nUiQznnoWjWTWkfPnvXbmJBFt9j1w3h/Be7YjfJafj1K/72fTSF9WSB4BKRfDLz3Ft9FyKUzJo8P17FMTsx3Sx1PuWOTmN5BeX4vfU0HKPSwYTCYMnVV9eGdlNFj/FsYdfw5iURfuti8jY6ljvoY/1wZxTwIEukwgacgeN5o/g9Nh3KTx7lcN3zUKyWNEG1aLDzrfJjI5FslTfH2HdPu3waRjCt92mExTVmG6LnuTn+14pF+7q9iOcWrONR3Y71mP8T/s48/UOAOr1j6LLyyPYMmJJhfLC+rTDu2EIG++cjn9UYzotepKt95aX13HxaPbPXEXmkYv0/nomYb3bkrTzOJHzhnNi6Q8k7TxOWJ92RM4bzvaHXqfV5MFkn7rCH0+9h3d4KB1ff5KYRxZVme8Ndvn+yUm+r9jy/eju8u3XxUNHmzEDSD1S8Qt/WcJt7fvDntOpHRnOoIWjWe2kfe9buYkr+06jclHzxLo5NO7Vjou7jnHy570cWRsDQNN+UfSf9zjrR1Vc3iF92uHVKIQtd0zHLyqcqMWj2XFPeXlRi8dweMYqso7E023tC4T0aVeyeXZh5WbOf7zJIbxQq+j4wXMcmrSC3NNX0fp6Yi02V71SUqmo89o4Lj7+EsUpmTTd+A652w9ivFDa14qT0rk6/X2Cxg6pIrJSvHq3x71hKLu7TMWnfTgtlzzN/rvnlQvXcslTnJy+ktzD8bRf9yIBfSLI2BFHw0mDydx9ksvLN9Jw0v00mjSY8wvXofF2p+XiMcQOX4QhMRNtgDcAhReT2dv3RQCsKkHfYytI2XSIwL4RuDcM5fcuU6nVPpzWS55mr5N0tF7yFCemryTncDwd1r1IYJ8I0nfEkX/2GkfGLKX1W884zWeLV0eSHhNXeWGoVDR64xlOPbIAU3ImbTe/SVb0IfR2Y0rw8L6Ycws4esdE/AffSf15T3B+/FJQq2jywRQuTHqfotNX0Ph6IhXf3PKoba8oQhqG8kKviTSObMKo18eyYMjscuE+nPAOhgI9ABNXzKTTPV058MufPPLiE/z8/rcc33WUtr2ieHj2Eyx+tHyb/dt5BYxXUjnWf4ZDlBpfTxq8NJJjA17AnJlH+PsT8enWhtw9J6pdBrVt49wP3aYTGNWYroue5Dcn48v1bUc4+/k2HtxTvfnRWf69pkwhZ8YMLOnp+H38McY//8Ry5UpJkOILFygaNw6MRtzuvx+vcePIXSB/+PGZM4fCr77CdPgwws0NyVrF3KFSEb7oKU48/BrG5Cwitywis9w6RZ6vDnWdRODgO0rWKYVnr3JkwCywzVdRO2zzVZl1SruNr5FVwTqlBKHC7fFJFL4zCyk7A4/5H2CO2ydvmt3I94EdFP8ubzxr2nVF98h4it6bg0uPQQAUvjwW4VUL96mvU7hwItyEYfE6tvr93q5+f3VSv9e2HeHM59sYWqZ+M08msPHu+VgMJpqN7EvHecPZ9ewHlQtVqfCaMpWcmdNtdf0Jxr1O6nr8WFtdD8Zr3HhyF7xKcdxRsp6RN/WElxcBX6/DGHuoCnmCZovHcPTh1zEmZdLRtjYpPF+6IRT2WB+KcwrZ12UKwUPuIHz+Y5wc+z5WYzEXF3+DZ/O6eDSv6xDtiWfew2Lr920+m0bw/V1J/amSDydCoL37SQxfL0LKy0L39GuYzx1BynDcmDKf2o9pi+O6Tyo2YvxpBVJWKsKzFrpnFqK/eByM1dev+Kfn7OoyZFB/Hht6P3Ne+4tjRyX06d+DRo3qc0fUQKI6tGXxOy9zT79HHcIUFhTRv/uDJb+37vqOTb9sA+DE8TMM7D0Mvd7AyDGPMO/V6YwfM/2Wp/P/M5LiqKBSFJtq/w5CgQxJkowAkiRlIG9shQE7hRA7AYQQBUKId4QQx4CuQogRQoiDQog4IcQnQgi1LdwKIUSsEOKUEOLVG0KEEAlCiEW28LFCiCghxFYhxEUhxHhbmAZCiJO2v58UQvwghNgihLgghFhiF9dTQojzNvmfCiHsZ9afgMG2cI2BXCDD7tnhQogTQoiTQog3bdfGCyHesgvz5I04hRAFdtdnCiEOCSGO38ibEMJDCPGbEOKYLc5Hqijvt4C5ZS8KIXRCiM9taTsqhOhdRTwV0uqu9hz+YTcAV4/G4+bljldgLYcwxQYTl/adBsBSbCHx1GV8QvxtdyVcPd0A0Hm7k5+aXam8OgPak/AfWV7mkXi0Pu7oghzl6YJq4eLlRqbtZTrhP7upM7B9ubjq3t+ZK7bFgnfT2qTukdNozMzDlFuIX7uGJWG9IsMxXE7BcDUNqdhM+k9/4jego0N8/gM6kvrtLgDSf91HrW5tSu8N7IjhahpF5xzdsFuLDAAIFzUqjbpCTZKQAe25+q2c7+wj8bh4u+NaJt+uQbXQeLqRbcv31W93EzqwQ8n91gue4NRr66qlrVIRzfq359j3cjquH41H5+2OZ5l0FBtMJNjVd/LJBLxD/P6yTF3bppiuJFF8LQWKzeT99gee/bo6ykxMw3guAap66bhJvKPC0V9OwXBFrve0n/4kwK5MAQIGdiTl298BSP9lP77dWgNg1ZtKNtBUOu1NvRTcoP5d7bnwH/lrddqRi2i9PXArU9437unTcspdL7YtjgFc3F2rTEOdAe25ZJOXeeQiWh+PSvrXRQAu/WcPdWxlIkkSLl5yf3bxdkdv688+TWqTYutfefHJeNQNQGfbAHFGg7vac94u367eHrhXkO8iJ/kG6DjzIeI++hXLTWjxNO3fnuO29p1YQfs2G0xcsbVva5n2bSpb3lUQNrA9V76T5WXZ+rWz8tZ4uZFl69dXvttNmJPxzJ7gnm3IPXOV3NPyS6wpu6BKbQMA94gmGBOSMV1LRSo2k/3Lbnz6d3YIY7qehuFsQrXiu4FP/84kffcHALmHKx+/cg/L+Uz67g+C75bbVfDADiR9Iz+f9E3p9dAH7yR100EMNi0SU0ZeOdkB3dtQmJCK4XoGwQM7kGhLR87heDSVpCPHlo5Eu3QUXkii8GKy0zwG390B/dU0CqrQwPSMDEefkILxqlzGGT/vKTeX+A7sRJptLsn8dR8+3eW5pFbPCIrOJFB0Wn5RN2cX3PSYF3VXR/78QR6vLh69gLuXBz5l5mygZENNrVGjcdGUvIRIgM42Z7t7u5NTyZz9d/JaEbp6wegvJWPOlOs6d/cJ/O/pUmW+7ak3oD0XbeNLum2cczauplcwrlYXl+bNsSQmYklOBrMZw44duN55p0OY4rg4MBrlv0+fRhUYCIC6fn1QqzEdPgyApNeXhKsIr0jbfGW3TvEf4DhfyesU23z1q+N8RQXzlf06RWjUVc4j6kbNsKYlIWWkgMVM8cFdaCLLfDM22G2cuOq4sTBRh9XHcjZOznN+DpK+EFWDppXKK0u9Ae2J/xv1m7L3DBaDSQ5zOB730KrXLy7NW2BJKlvX3RzCFMcddVrX9uh69sJ48ECVdS2vTVJtaxMLqT/tJWCgY98KHNiBZFtdp9mvTYqM5B48h9XJ3HhjQ01o1AitpsrNB1XtxlizU5Fy0sFqwXJqP5pmlc9PN5CyUpCyZK1MqSAHqTAP4eFVrWdv8E/P2dWlQ0QbfLxvLi/VZeCgPny3QdZKPBJ7HG8fL4KCAyoM36hxffwD/Ni/Vx5L9u4+iF5vKHk+NCz4tqRT4d+Lsqn27yAaqGvbpPpICNFTkqRlQBLQW5KkG5s7HsABSZLaAZnAI8CdkiRFIB8bfdwWbq7teGNboKcQoq2drKu28LuBNcibd12AV3FOhE1OG+ARIURd2xHR+bbn7gSal3kmD7gmhGiNrLFWot9ue/ZNoI8t7o5CiCHA98ADdnE8Amywj1QIcRfQBOhke7a9EKIHMBBIkiSpnSRJrYEtFeTlBvsAk5NNswmAJElSG2A48IUQQldFXE7xDvYjN6lULT43JavSDRSdtzst+kYR/+dJALa9+z2RQ7oxZ98HjP78BX5+eU2l8txC/Ci0k1eUlIV7iK9DGPcQX4qSsxzCuJVJU2Dn5hjScym4LE/oOaeuUPuuKIRahUfdQPzaNsQ9zL8kvGuoH8akkv1STMmZuJZZaGntw1ismPOL0Ph5oXLXUWfiEK687XhkEQCVisjtb9Hl5Gdk/3Gc/KPOv/66hfqiTyrNkyE5C7dQ3/Jhkp2HCRnQHkNyNnmnr1IWv/ZN6B2ziK7rXsCrWW2n8m/gHeJHnl3556Vk4R3sW2F4nbc7zfpFcdlW3wAt7u7Is1sW8fCKKXhXZ7Ea7I85pbTszSkZuAT7V/KEI8JVS/3v36f+t0vLbcZVhWuIH0a7/BqTsnANcZTtGuqHMVFOn2Srdxc/eTHlFRVOx9+X0nHXO5yf+elNaakBeIT4UmAnvzA5C4+QisvbGS1H9eORPe/Qae6j7H3py0rDuof4UvQX+teNMIdf+prI+cMZEvs+UfOHE/eGPCRmn75K3UHyy51/RCM86gRU+qLiEeLr0M8Lk8unozICWjfAI8yPq3aaodXBy0n79qqkfbt6u9O0TPvuMLI/E/5YSt/Zw9n6cuUamW4hfg7lra+oX9v1fX2y43jWeMxd9ItZRPulz+Di4w6AZ+NQkKDb+ln0jV5I0+furSLnMi4h/hQnl/a14uQMXEKq39cqi1dvd3zKkJxVbvx0DfXDYD9+JZWG0Qb6YLS9/BrTctAG+gDg0TgUjY8HnX54ia7RbxA2rHs52aEPdCX5R/njiS7Ur2QD7kY6dGXSoXOSjrJhyqJ2d6XRxPu58PZ/Kg0H8phiSrSfS7LQlh1TQvww2c0lljx5LnFrHIokQYv182kb/RZhzw2uUl5ZfIP9yLSby7JSMvGtoI5nfDmf5YdXYyjUc2iTfCxr7aureXT2SJbu/YRH54zkuyVrb0teAVzrBdE2+i1a/bAAr84tANAnpODWuDaudQJBrcJvYCe0YRW/UDrD/W+OL9VFFRiINb1UM9yano7ayUbKDdzuuQfTQdlEgKZuXaSCAnwWLMDv00/xHD8eVJW/6sjrFLv5KjkLbaiT+crJOgXkTbn2vy+l/c53uPDCpyWbbKhURG1/i64nPyPnj+PkH61c+1fUCsCaVZpvKTsDVa3ydeTS+348F32BbtjTGNZ9JCfp2kU0EV1BpUIEhKCu3wSVX8Vl5oxbWb9Nh/ckceexKsOpAgKwpqWV/Lamp6MOqLhdug0ahOnAgXLXdb37YIiJqVKeLsQPg8PaJBPXMnmU1yZymLJrk8qI2DCH7qdWYinQk/ZL5ccxhZcfUm5pOqS8LIRX+bJWt+iI27hFuD40BeFdfjxVhTVCqDVIWWnl7lXGPz1n/38gJDSIpMTSY+DJSamEhla8MTZ46CA2/uj8dXH4iAfZuX33LU/j/3esSP/Yv7+DEMJPCLHNpvCzTQhRrnELIXrblIhu/DPY9hsQQqwRQly2uxdRHbnKptq/AEmSCoD2wFggHfhGCPGkk6AW5M0ngL62Zw4JIeJsvxvZ7j0shDgCHAVaAS3t4tho+/8J5A26fEmS0gGjEKKWE5kxkiTlSpJkAE4D9ZE3tX6XJClLkqRiwMmuCBuQN9SGAPbGQjoCuyRJSpckyQysBXrY0nBJCNFFCOGPvFH3Z5k477L9OwocsYVpYstLfyHEm0KI7pIk5TpJT1kWAmXPt3RDPm6LJElngStAuU+BQoixNk2/2Lj86h+hqgiVWsVjyyaxd81Wsq7JE2fE/Xdw+D9/8EbXiXw+egmPvPscQoi/Lasq6g/pytWf9pX8vrThd4qSsxiwZSFRC54gI/ZC1Uctqitr5sMkrvy15GuvA1YrR/vN5EDkOLwiw3Evo4p/K1C7aWk6ZTBnlpRvvjnHE9jaYTI7+87m0mfRdP781qmAq9Qqhi6fyIHPt5Jtsy13bvsR3rtzKisGzubi7hM8sHT8LZNXERd7P8mVoVNImr6E4Dljcakbcttl3iD/SDyHek7j8IAXqTflAVSuLv+Y7Buc/mI733SbzsE3NhA5echtldVkVF8Ov7yWnzpM4fAra+m8VD4md+qDX9D6eHD3ttdpNuYusk9euWX9qxxC0PXlx9m3YF3VYf+OGLWKB5dP5ODnW8mxs50Y++U2PuwxjR2LN9Bt0pDbmoaLX2xnc5fn2d5vDoa0HNq+LH9vUqlVBHRqysEJH7Jr8AJq392BoG6tbmta/lFs2hNCrcanXSMOj3iT2EcX0Xjag7g3Ci0JJlzUBN/VnuQqXgz/Lk1mDuPyJ5uwFFWuXfJ3EWo13p2ac2HCe5wcPBf/uzvjY6cRfat5e+RrTOn0NBqtCy3vkLVc+owYwLrX1jDtjnGse20NT7353G2RbUrL5nCHcRy/ayYJr6yh6YdTUXu6Yckt5NKLK2n6yTTa/LQQ47W02zeW/IPo+vdH06wZhRts31jValzatKFgxQqyxo9HHRqKbuDA25qG/KPxHO45jSMDX6Tu5AcQN+Yrq5Uj/Way/xavU4p3bqRg9igM/1mF9t7H5Gt7tmDNSsdj/kfoHn0Wc/zpW66BXl0aPXgn/u0acWLFb7c0Xl0/W11/4/A9HZWfH5pGjTAdunnbq7eSuEffYE/b8ai0LvjZtNv+DubzR9Avm4r+k9lYLp3AdbDjuk941sJ1yLMYN67kbx2lqIL/D3N2TTDkwUH89J/ybXjow/fRLrI1Hy1bXQOpUqgmLyLvTzQBYmy/HZAkaackSRE2RaI+yKa0ou2CzLxxX5KkuOoIVWyq/Uuw2UfbBewSQpwARjkJZrCzoyaALyRJcjD6IYRoCMxAdgqQLYRYA9hrW91Y3Vrt/r7x21l7sQ9jqSCMM35FPmYZK0lSXjU3hDYADwNngR+l8vrVAlgkSdInZR8UQkQBg4CFQogYSZIqtbouSdIOIcRCZG27m0KSpJXASoBZDYaXpLHrE/3pNFy2QXb92CV87DS6fEL8yEvJwhkPLnqGjMsp7FldauKt4yO9+WyUbFvp6pELaFxdcPfzojCz9BhPkyf70/hxWdkuM+4SHmH+JWds3cP8KEpxPH5SlJLtoAXjHuaH3jtJDCwAALshSURBVC5NQq2i7qCObBlYutcoWawcfaXUqGe/jS+TfzGFGwfUjMlZuNp9DdeG+mNMdsynyRbGlJwFahUaL3fMWfl4RTYh4N4uNJz/BBpvDySrFavRRPLq0i9Hlrwicv88iW/vSIrOykdEG47uTwNbvrPjLuEWVponXagf+mTHfOuTs3ELLR/Go34wHvUC6bNjccn1XtGv8/vd8zGml+7LpsbE0W7xaLR+XlBYchKZjiP70/5ROR2Jxy/hbVff3iF+5FVw/Oe+xU+RdTmF/Xb51OeUxntkw076zx7u9Fl7ilMz0YSUlr0mJIDi1KqNBt/AbAtbfC2FooPH0bVsLB8lrQbGlCxc7TUWw/wwpjjKNiZn4Vo7AGNyFsJW78VZ+Q5hii4kYik04NG8LvlljJuXpeWofjR/TC7v9GOX8AzzJ9V2zyPUj8KUio9bVcbFn/fT7Y3R/F7metMn+5X0r6y4Sw4amtXtXzfCNBrWvcRpwdVfDtDlbdlOjLlAz/7nV5Y8M/jAu+RfcbTt16pMvj3s0uERWj4dFaH11OHbrA73fyeffHcL9GHg6mlsGbPUqbOCDiP7E2lr30lO2ndFR9LvtbXvg6udfwE+uXEfdy8cDTgO442f7E/DG+V9TC7vGy3KraJ+bdf33UJLxzOj3XHHy1/v5M6vZPtTRclZpO8/iylL7m8pO+Ko1aYB1oOVby4Vp2TiElra11xCAyhOqX5fsydg5CD8H71LTs/xC7jV9ifHdk8X6ldu/DSW0RrThZWGMaXn4hpUC2NaDq5BtUqOeRqSMynOzsdSZMRSZCR7/1m8WtWj6JJ8RDOwbwTGzHw6bZCXDzlxF9HVLq3fslppcpzl01E2TFlqRYUTcm9nms9/HBcfdySrhNVYTO6a8s4KjClZaGvbzyV+mMqOKSlZaO3mErW3PJcYkzPJ238as218yd5xBI82jaq0J9b3iYH0HN4PgMvH4vEPC+CGTrRfiD/ZldRxsbGYo9sOEtW/E6f2HKfb0F6sfVV+CTv4217GLH62wmf/Tl4BzCa5/RYev4ThSgq6xmEUHrtI9rZYsrfJvqCCR/SvlgZw81H9aGrrdxlxf318uRms6ekOR/xUgYFY0tPLhdO2b4/HiBFkTZkCxcUlz5rj4+XjhIBxzx5cWrbEyae5EuR1iqOGvSnZyXzlZJ1ij/5CIlbbfFVgN19Z8orI+fMUfr0jStYpzpByMhy0y4RvANacjArDmw/uwm3EFAy8BVYrxm8+LlmQu89+D2tK5Ueq4dbXb2j3VrSbfD+bh76O1WSuMrw1IwNVUFDJb1VgIJaM8nnWRrXHY8QTZE2dXFLXN3Dt3RvDnt1gqdpOoiElC53D2sQfY5k8ymsT/0rXJhXmx1hM+pZYAgZ2IOuPiscXKT8L4VOaDuHth5Rfpqz1pes+89GdaPvZrfu0brgOn4Fp53dYE6v38f6fnrP/P/Dk08N5fNQwAI4dOUFY7dKPw6FhwSQnpzp9rmXrZqg1ao4fO+1wvXvPrkyZPpYH7hmFyXRzjm7+G/gX2VQbDPSy/f0F8v7JrErCPwRs/ruOHxVNtX8BQohmQogmdpcikLWk8oGKdJJjgIeEEEG2OPyEEPUBb6AQyBVCBAN334YkH0I+VuorhNAA5ayg2xruLOD1MrcO2p4NsNmAGw4l77M/IneU4ZQ5+mljKzBGCOEJIISoLYQIsh0pLZIk6WvkjbyoauZjIfCC3e/d2I7QCiGaAvWAc9WMi31fbeP9QbN5f9BsTkXH0v5B+chNvchwDPlF5KfnlHvmrukPo/Ny45cFjsfPcpIyCL9T/hIW1DgMF1etw4YawIU129jSfw5b+s8hcUssDR6S5flHhVOcp8dQxiaGIS2H4nw9/lHhADR4qDvXtx4uuR/SvTV58UkORyXVblrUbrI9hZAerZHMVvLsPADlx8WjaxSKa70ghIuGwCF3khXtaEg2MzqW4Id7ARB4b1dybOrlx4fM51DH5zjU8TkSP/2Na8t+JHn1Flz8vVF7y8e1VDottXq0Qx9fKvPy59vY2W8OO/vNIXlLLPUelvPtGxWOOV9fchzqBsa0HMwFenxt+a73cHdSth4m7+w1Nrd+luiOU4juOAVDcha77pqLMT0XV9sxKoBakY1BCExlFl2HvtzGx4Pm8PGgOZyNjqXdUDkddSLDMebrKXBik6TPjGG4ermz5dWvHK7b27po1r89GfFVexwynDiPtkEYLnWCwUWD9z09KIipnuaJytsT4SLvj6t9vXGLaokxvvwR2IrIPxqPW6NQdLZ6DxpyJxlbHR37ZmyNJeThngAE3teF7D1yvevqBSHU8tTkWicA9/AwDNfKv1CV5fQX2/lhwFx+GDCXhC2HafKQbJclKKoxpvyim7Lx492w9EhAvb4R5F4uv5l4fs12Nvefy+b+c7m25TCNbPL8oxpjyiuqpH81BqDRQ91K+pc+NZugrvIxreBurcizyXPxdkflogag8WO9SNt/FrOdLROAU19s5/sBc/nelu+mZfJdke20spjy9XzZ9lnWdX2edV2fJ+3oxQo31ED+Sv3poDl8OmgO56JjaWtr37UjwzFU0L572dr31jLt269BaXk36RNBVkL58r64Zhvb+89he/85JG2Opb7tyKJfVDjF+c7HM3O+Hj9bv64/rDtJW+Tytre/VntQB/LOyi+fqbuO49OiLmo3LUKtIqBLC/LOOxqOdkbRsQu4NgxDWzcY4aLB977u5G0rf0SpOmR8uYlzg6ZybtBUcqMPEDasBwA+7cMpzi+qcPzyaS/nM2xYD1K3yH0tbethwh6Rnw97xO76llh8OzdHqFWo3LT4RIVTaDduhz5wJ5c/3Mievi+yp++LpG6OpbYtHbXah2OuJB21bOmobZeOitg/+BV2dZzEro6TSFi5mYvv/8SV1Vudhi2Ii8etYSiudeUxJWBwN7LKjCnZWw8RZJtL/O/tSq5tTMnZFYd7i/qo3LSgVuHdpRX68xVvbtwg5qstvDRoBi8NmsGR6IPc+aA8XjWObII+v4jcMnO2q7uuxM6aSq2iXZ/2JF+UyzUnLZvmXWStx5Z3tCE1wbmNub+bV42/d8lxR9d6wegahmK8Ir84uvjLn7vUPh6EjBpA6rrtVZbB2S+2s/GuuWy8ay5Xtx6msW18CbSNc3/HdlpFFJ87h7pOHVQhIaDRoOvTB+NeR6PvmvBwvKZNI2fOHKSc0jQUnz2L8PRE+MhztDYqCrOd0Xtn5Mc5zleBQ+4kM9qxvOV1im2+urdLyTpFVy8I7OYrN9t8VXad4tujLUXxlY8llsvnUAXXRgSEgFqDS6demOP2OYRRBZWamtC07Yw1zRan1hW08vdxdcsosFocHBxURNn6Df8b9evXqj53LB5DzOilGMqsRyui+OxZ1LXL1rXjIRRNeBO8pk0nZ+5sh7q+ga5P32od/QTIP3oR90Yh6OoFyhq5Q+5wujYJtdV10H1dyN5TuR81tbsrWtucItQqAvpHUlTFGs2aeAmVXwiiViCo1KhbdcF8/rBDGOFZq1RG0/ZYM2xxqtToHpmK+fgeLGeqr533T8/Z/x9Ys2o9/bs/SP/uD7L5txiGPSof/Y/q0Jb8vHzSUp1vWg8ZOoifvnd0ZNS6bQuWvPcyo4ZPJDOj8g9GCjVOsCRJNybZFKAqA3iPAuvLXHvdZp/9XSFEtQwHKppq/w48geW245dmIB75KOhwYIsQIsnOrhoAkiSdFkLMA6KFECqgGJggSdJ+IcRRZG2va5Q/Qvm3kSQpUQjxBvIGWZZNVrkjl5IkldsYkyQpWQjxIrATWfPsN0mSfrbdyxZCnAFaSpJUbiaRJClaCNEC2GfTfCsARgDhwFtCCCtyOVT8idgxvk1CCPu3+Y+AFTZNQTPw5A3nETfL2Z1HadY7ghd+fw+T3sh3M0u/8EzZtIj3B83GJ8SPvpMeIC0+kcm/vQHA3i+iOfTNTn5d+DVDFz9Dt6cGgSTx7YwVlcpLiokjtG8E9+5dikVv4sDzpfIGbnuDLf3nABA7+3M6vzcOtU5L8s5jJO8otYlRb3BXrvzkuMDT+XvTa/0sJKuEPiWbfZPKpMNi5eKcVbRePw+hVpG6fgdF565T/4VHyI+7SFZ0LCnrYmj2wWQ67FuOOafAwfOnM1yCfGm2bKK88aISZGzcS9a2w07Dpm6PI7hvBP33v4tZb+To1NJ8997+Bjv7yfk+9uJqot4fj1qnJXXHMVKr8EQXdl9nGo7qh2S2YDGYiLXzjuqMCzviaNI7gsl/LKVYb+LnGaXpGL/pDT4eNAfvED96TBpCenwi436T95oPfhnNkQ276PzkAJr1j8JqtqDPLeSnGdVwNW6xkrpgBXU/WwhqFbn/icYUf5WAySMwnLxAwY4D6No0ofaH81F7e+LZuzMBk0dw+Z5ncW1cl+AFk0CyglCRufI7B6+hVSFZrFyY/RltN8xFqFUkr99J0bnrNHjhEfKPXSRzaywp63bQ/INJdN6/nOKcAk7b6t2nU3PqTRqCZLYgWa1ceHFVtb8S3+Dajjjq9mnHI3vewWww8fu0Um2vB7e+zg8DZG2sTnMfpfGQO9C4aRl+aBnn1u/iyNIfaPXkXdTu1gqr2YIxt5Dfn6/8C2xSTBy1+7bj/r3vYNGb2GenXXb3ttfZ3F+Wd2j2Grq+Nxa1TkvSzmMk2frXgZmf0X7BE6jUKizGYg7O/EwuiyZhdH1vHAA5565zYPqnlabj6o446vVpx6O2fO+yy/fQra/zvS3fnec+Srgt348fWsbZ9bs4vPSHapWtM+J3xBHeO4IJfyzFrDex0a59P7PpDT4dNAevED+6TxpCRnwiz9ja96Evo4nbsIsOo+6iUbfWWIotGPIK2Tit8vadEhNHSN8IBu6Tx7NYu/rpt+0NttvGs6OzP6eDbTxL2XGsxPNnm/nDqdWqPpIkUXQtnSMvyBpExblFXPhkM302vwaSRErMMVJi4gjXVlEAFivXX/qERl++glCryPp2O4YL1wiZ9hhFx+PJ234Qt7bhNFw5B7WPJ979OhLy/GOc6z+x0mjzdsSi7t6ZHgfex6I3cmJKabncEbO4xFPn6VmrabPsWdQ6LekxcWTYxq9Ly38m4tOp1HmsN/rrGRx75j1AdhyQviOOO3cuQZIkrq/dQYFtY1Ht7op/jzacmFHa1tK3HyWobwQ9D7yPVW/kuF06usUsZo8tHadmrabtsmdR2dJxw6Nn8N0dafnGk2j9vemw9gXyTl7h0KMVe7GtqIwvzVlFy/Xz5blkww70569Rd+ajFByLJzs6ltT1MTRZPpnIvR9gzing/Hh5TLHkFpL0yS+03bwEJInsmCNkxxy5KfHHdh6hbe8o3vr9Q4x6I6tmflhyb8Gmt3lp0Axc3V2Zumo2LloXhEpwZt9JdqyVNwlXv7iCES+PQaVRU2w08fnsStr438ird5eW1Jv5KFKxGUmSuDRrJWabpnOD157Co1V9AK4t/Q7DpYo39pxxPSaO2n3a8eCf8ji3x258uT/6dTbeJY8v7ec+SqMH5PFlWOwyLqzbRdzNjC8WC/nvv4/vW2+BSoVh82YsCQl4jB6N+dw5jHv34vnsswg3N3xelc39WlNTyZk7F6xWClaswHfpUhAC8/nz6H8tr/noKM9K/JzPaL1enq9SbPOV4zpFnq867pPnqxvrFO9OzWk1aQhSsTxfxb+4CnNWPh4t6tFs2URQqxAqQfrGfWRtq6LNWa0Y1n6A+/OLECoVpj1bsSZdwXXwKCwJ5zEf24dL38FoWkSCxYJUlI/+M9k/mPCqhfu0RWCVkHIy0K96s/rlbeN6TBx1+rRjqK1+d1dQvx3s6vfh2GWct9Vvx/nDcfHQ0esT2RN9YWImMaOXVpFnC/nL3sN3ydu2ut5kq+sxmM+dlet6/Hi5rl+5Uddp5MyTx3hVcAjqwCCKj8VVK4+Sxcq52auJ3DAH1CqS1++i8Nx1Gr0wjLxjl8jYepikdTtp+cFEuu5/n+KcAk6Oe7/k+TsOLUfj5Y7Qagi8uyNxj7xOcXYB7b58AeGqQahUZP95isQvtlWRECumzWvQPT4LhApz3O9I6Ym49BqKNekylvNH0HQagKZpFJLVAoZCjD/LY4a6VRdU9ZqjcfNC007+2GH6+ROsqZVvHtvzT8/Z1WXmy4s5dPQ4OTl59B0ygueeeoKh9w24JXHHRP9B3/492Hd0C/oiA89PKPVHt233Dw5eP+9/YCAjhjket52/YAYeHu6s/ELu+4nXk3hyeOVz+H8b1n9QU00IMRZ5r+MGK20nwW7c3w44s0vj4GhQkiRJCFFhwoUQoch24e2/6M1G3ozTIp88mwVUesINQPyLVPkU/kUIITwlSSqwaar9CKyWJOnHqp77b8P++Oc/TYSp5hRR61hvr42cysikqjfg20ec6+23a+eMR11v/RGc6pKS61Fjsi+43DqvUzeLew2aIyqooa6dpq659UILU42JJlx7c5u6t5IUg3uNyK1Ja1u1VDV3rOaTmhtSGFdz0ybnVW41IvfuJlUfUbxdnDt7c4b8byUR9+TUmOzvt9Sc18JBTav/ce5WcvL0P2cTtixdJtSc/srSz2pMNC8efq1G5NYLr56DodtBcs7pmnkJ+Ifw82ryjy0Cs/Iv/OWyFEKcA3rZFHVCkW21N6sg7BSglSRJYyu43wuYIUlSlQ1LOf6pcLt4xeYg4SRwGfipRlOjoKCgoKCgoKCgoKCgoKBwU0iS9I/9+5tspNT2/Cjg50rCDqfM0U/bRhxCPvY2BHkvo0qU458KtwVJkmbUdBoqQwjxI9CwzOVZkiQ5N+iioKCgoKCgoKCgoKCgoKDw/5XFwLdCiKeQbdA/DCCE6ACMlyTpadvvBkBdKOeLbK0QIhDZDFUcMJ5qoGyqKfxPIknSAzWdBgUFBQUFBQUFBQUFBQWF/89Y+XeYDJMkKRPo6+R6LPC03e8EoLaTcH3+ilzl+KeCgoKCgoKCgoKCgoKCgoKCgsJNomiqKSgoKCgoKCgoKCgoKCgoKCiUQ3FuWTmK908FhdtIau+eNdbBDp4JqynRtA7OqDHZwWOdOnj5R7BeTaoRuSe/qhGxAOhczDUmW1Wxl+zbznV9zXk9DdHqa0SuvtilRuQCVOIR/bbjrq05b5S/4FUjcrsYaq5fR0ak1JjsF8/VnEfI4Br0XD2xTnKNyM1JrRmvowCqGvRmfCLXr8Zk9+tRM+sUgHO7fWtEbljt3BqRC/BlWs15Hp06uub8OIe/d6xG5F6N/7VG5AK4BDT6r/b+6e3R6B8bNPMKL/3rylI5/qmgoKCgoKCgoKCgoKCgoKCgoHCTKMc/FRQUFBQUFBQUFBQUFBQUFBTKYVVON1aKoqmmoKCgoKCgoKCgoKCgoKCgoKBwkyiaagoKNYC2Yye8Jk4CtQr9b79RtH6dw333YQ/jNugeJIsFa24OeUvexJqaiktEJF4TJpSE09SrR+6CBRj/3FOlzFYLRxHcNwKL3kTclBXknkgoF8anbUMi3h+PWqclNSaOU/O+AKDFS48R0j8Ka7GFwoRU4qZ+jDmvCACvFvVo+9ZTuHi5I1mt7B44r8I0uN3RAb9ZzyFUKvJ/3Ezu6m8c7uui2uD3wrNomzQibdbrFG3fXXLPd+rTuHfvBEDOyrUUbv29yjxXxJ8JGbz1xzmsksSQVrUZ06FhuTDR51P4+MAlhICmAV4sGtjmL8tTN43E9f4xIFQUH9pO8a4fnYdr3QW3J16gaNlMrIkX0UT0wKXn4JL7qpD66JfNwJqcUKEsn16RNHhtDEKlIm39dpI+cJQltBrCl03Bo00jzNn5XBj/Dsbr6QC4t6hPwzfHo/ZyA6vEiUEvIBmLab52Pi5BvgiNivwDZ7g851OwVm6rw6tnFLVffhqhVpO5IZq0Fd873Pfo1IraLz+NW/MGJEx6i9xNe0vuNfriFTwim1IQe4bLY16rVI4zPHtGUfulZ0CtIuubbaSv+E852WEvPYOueQOuTlpC7mZZtq5lQ2ovfA61pzuSxULah9+S+2vVfQug5eujCOwbiUVv5PjkFeQ56V/ebRvSbtmzqHRa0mOOcnqu3L9C7utMkxkP4dm0NnsHziP32CUA3OoG0mP3OxRelG3g5By+wMkXPiuNr1ckdV6R85m5fhupHzmWsdBqaPDe87i1aYwlO5/Lz72F6XoawkVDvcXP4d62MZJV4vrLqyjYfxKh09Lo41m41g9BsljJ3X6IpMVfVpn3Wr0jaPTaaFCrSF0bQ+IHP5VLR9Plk/Bo2whzdgHnxi3FeC0d17qBRP7xHnpb/goOX+DirJXVktdwwRhQq0hbF0OikzbeZNlkm7x8zo9bivF6Oq51Aon4430MNnn5R85zqYy85mteRFc/mLjez1eZDnv+Tnv/qwx4ZSThvdtRrDexccYnpJxMcLiv0Wl5aMVkfOsFI1mtnN9+hB1vymNu1ON96TiyP1aLFVORgd9mf0bGhcSSZ/17t6PZwicRahWJa3eQsPxnh7iFVkPrDybg3bYRxdn5HB/7PoZr8jjSYPIQaj/WG8li5dzcNWTusrOtoxJ0jl6EMSWLuBFLAPDt1oqmLz+BSqsh79glWPMqWC3l8uvSoRMe4ych1CoMm39D/63jvKl78GF0A+8B27xZsPRNrGmpALg/NQ5tpy4AFK37EtPvO2+6vIe/PIY2vSMx6U2snvEBV09dLhdm6hdz8QnyRaVWc+HQGdbOX4VktTLug+cJbiTbOXX39qAor5AFg2ZWW/Y9L4+kWe8IivUmvp/xMUmnEhzuu+i0DP9oCn71g7FarJyNOUL0mxtK7re+pzN9pw5FkiDlzBW+nfJhlTJdO3fEe8pEUKkp+vU3Cr9e73Df45FhuN07SC7vnFxyFy3BkiqXd8jv2zFfksvHkppK9osVrwuc4dG9PcHzxiHUKnK+3Urmyu8c7rt1bE3I3LG4NmtI4vOLyd/yp8N9lacbjTZ/Qv62faQuWHFTst27tSd47nhQqcj9zxayPi0ju0NrgmaPw7VZQ5KmL6Zga+kcoQkNJGThVDQhASDB9XHzMSemVSmz3WsjCe3bDrPeROzUT8hxMn/UatuAju+NR61zITnmGMfmy2Nzy+kP0vDx3hgz8wE4uegbUnYcQ2jUtH/naXzbNERoVFz5bg/nlm+sMA2adh1xe1Kub9OO3zD+7Fjf2n734TpgCFitSAY9RSvfwZp4BVVgMF5Lv8CadA0A84XT6Fe9W2l+fXpFUt9unZLsZAxvXGadYrKtU9zKrFNO2tYpfvffSe3JQ0GtImf7Ya69XrWxWV3XjtSaPgFUKgp/3kT+Fxsc7ns+9hCegwfJa/GcHLIWvIUlJQ2Xpo3xnTUVlac7ksVK3udr0W/bVaW8stz1ykga28bwXysYw4eumEwt2xh+YfsRdtqN4e1H9v8/9s46Pqqj+8PPiREsuLdQrFQoUKRKvVSou1D3t0bdXd+6v3X39ld3KBQq0OJWKngp7hqi5/fHzCY3yybQNjM3DfPwyYfs3c1+Z3fv3jv3zPecg9pj+OdJx/CKSO/QlawDToG0NArHfEPB92X3i4xuu5PVpx/Fq5YCUDhiAIVjzDGzxknXkL5ZB4r++I28N+77y68Z4PZ7rmOfPruTm5vLJedfx8Txv5S5v3adWnz4xWslt1u2bMZ773zCTdf+l3MvOJUTTz6awqJClixexmUX3sCfs/95ncAb7nqQb38YQcMG9fnwtaf+8fNVR5TgVKuIEFSr4ojI9cCJQBFQDJwL7Aw8o6prPY6jJfCoqh79N//+FuBmoKOqTrXbLgEeAnqp6qi/8ZzDVHWXvzOepOe5E8hQ1avt7TbAN0B3VV3+T59/PdLSqNv/EpZfeTlFixbR8KmnyRv2A0WzZpU8pGDKFNaedw7k5VHz0MOoe+55rLjtVgrGjWXp2WeZcdetS+PX3iBv1MgNSjbdpxt12jVn8M6XUr97B7a750y+73vjeo/b7p4zGH/5sywfM5Ud37iapnt3ZeHg8SweOpFf73wLLSpm6xtOoOPFh/HLHW8i6Wl0f+ICxl74BCsn/0FmgzoUF5RT4DotjUbXXcT8c6+mcMFiWr7xOGuHDKdg+h8lDymcv5BFN95HvVOPKfOnNXfbgRpbdWDOsechWVm0eO5+1n4/El3z178CRcXKf4f8ypNHdKdZnWz6vf0Te7RtQvtGdUoeM2v5Gl4YNZOXjulFTnYmS9fm/2WdEiSNGoefTe5zt6IrllDzwnspnDwSXfhn2cdlZZO160EU/fF7yabCcd9SOO5bANKatyb7lGsqDKiRlkbbu87ml+NvJX/eEjp/fi/LvhpJ7pRSraYn7Evh8tWM2/UCGh22K61vOIUp5z0A6Wm0f6w/0y5+lLWTZ5LRoA5aYC5sp5x7P0WrTXH8js9eSaNDdmbJRz+kHEJiHJvdfi7T+t1EwfwlbPnxA6z4egR5U2aXPKRg7iL+uPwRmp5z+Hp/vvCZ90nLrkGjfgeUr1GBdqvbzmPGSTdSMH8JHT5+kJUDfyJvaql2/txFzL7iYZqcfUSZPy3OzWP2ZQ+SP3MeGU0b0vHTh1j17ViKV66pULLJPt2o1bYFQ3e6hPo9OtD53rMYduD6F5Gd7z2TiZc/w/LRU+n5xjU02bsbiwaPY9WvsxlzxoN0vu/s9f5m7awFfL/PNSlf5+Z3nMuUE2+mYN4SOn16PysGjmBd5D1udHwfCpevZvJu59Hg0N1odd2pzDj/PhqduB8Av/TpT0ajenR45SZ+PfgKABY8/SGrh09EMjPo+NZt5OzZnZVDxlT4fre7+yx+PvY28uctpeuX/2XpgFHk/l66zzU7cR8Kl69hzM4X0fiwXdnihpP47Vxz0bVu1gLG77vxwQXS0mh319n8fNxt5M9bQpcv7mHpgJFl9U7Yh8IVqxm7y4U0OmxX2txwMr+f9yAAebMWML7PFSmfumHfHSlas27jxxIZ0z/Z3/8OHfbqSsO2zXlij8tptX0H+t5xOi8cfvN6jxv+zOfMGj6ZtMx0Tn7jOtrv2ZVpQ8Yz6aNhjHl9EABb7tudPjf0481TTZBL0oSt/nsGY469k3Vzl7DjV3ez6KtRrPm99IKt1Yl7U7h8DT/s1J9mh+9CxxtPZOI5j1B7y1Y0P3wXhu1+OTWaN6DHuzfww86XQLGZjLc+uy9rpswho64tUC9C50fPZ/TRd7B2+jzaX3UMdfvsT95Xn6/3Hte54BJWXHs5xYsXUf+xp8n/8QeK/ig9bxZNm8Lyi8x5M/vgw6h91nmsuutWMnfYiYwOW7L8P2dBZib17nuEgpE/oWs3/vyx3Z7b07RtC67b8yLabd+Rk+48h7sOv3a9xz11wYOss8fK/zx5BT0P2pmRn/zA0xeWBhmOvf4U1q7aeO0t9+xG47bNeXDPy9h8+w4ceucZPHX4Tes97rtnP2PG8MmkZ6ZzxuvXs+WeXfl9yHgabdGcPc4/jKePupV1K9dQu1HOhkXT0si5rD9LL72SooWLaPzcU+R9P4zCmZF5yu9TWHPWeZCXR63DD6Xu+eey/ObbANC8fBafvv7xbKNIS6P5Lefzx2nXUzB/MW3fe5hVg38kP3IML5y7kLlXP0jDM49K+RRNLjmFtSMn/S3tZjddwJ9nXEfBgsW0efcRVg/+ifxppfOUgnkLmX/tAzQ4Y33tFvdcwZKn3mLtsLFIreyS/b4imu/dlbrtmvPlLpfTsHsHuv/3dAYftP53uft/z2D0Fc+xdMxUer9+Fc337sr8wSZgPeWZL/j9qbLfmc0O2ZH0rEwG7n0N6TWz2G/ovcz+YBiQIgAhadQ8oz9r7ryS4iWLqHv3UxSMGkbxnNLPO/+HQeR//QkAGT12oeYp57Pm7qsBKF4wl1VXb+TnnZbGFnedza92nrLt5/eyPGme0sTOU8bvegEN7Txlqp2ndEgxT8loUIfWN57CpP2vpHDpSto9fBE5vbdj5fcTKxxHg6suZuGFV1G0YBHNXv4fud8Op3BGZB//bSoLTvkPmpdH7aMOof7F57DkujvQdXksveW/FM6eQ1rjRjR/9UnWDR+Jrq54rhClvT2GP7nH5bTcvgMH3HE6L6U4hv8YOYb3K+cY3nHf7ux7Qz/essfwChEhq+/prHv1LnTlErLPvpPC30aji8oG5Ap/Hk7+5y+t9+cFP3xCYWYNMnrus9GvNcrefXanXbs27NL9ALr37MJ/H7iZg/Y9vsxj1qxeS5/djiy5/dWQd/n8k4EATJzwCwfsdQy5ues45YzjuOHWyznvjMv/1liiHN63DycedSjX3X7/P36uwKZJSP+swojIzsDBmOBOF2BfYDZwCVCrnL9JdzEWVZ37dwNqESYC0SPnMcDP/2BM/zigZrkDOFxEtra3HwFudBJQAzK32pqiuXMomjcPCgtZN3gwNXbtXeYxBePGQl6e+X3yZNKarN+RLHuPPckb8VPJ4yqi+f49mP2OcX0tHzOVzJxa1Ghav8xjajStT2admiwfMxWA2e98R/MDegKwaOhEtMg4k5aNnkJ2C9O5qsmeXVg5+Q9WTjYTzoJlq8udRNbo3ImC2XMpnDMfCgtZ8+UQau1Z9iMsnLuAgikz1nuOrHZtWDdmIhQVo7nryJ8ynVq79tzg607FpAUr2Lx+LTarV4vM9DT279icIdMXlXnMB5PmcGyXzcjJNt0OG9b6+13Z0jbvQPGSeejSBVBUSOH478nYZof1Hpe1/4nkD/0QClIH8DK67kbh+IpdU3W278C6mfPI+2MBWlDIko++p8H+ZbUa7N+LRe+aFcclnw4np7dx4NXfoxtrf5nF2skzAShctrrEjZYIqElGOmlZGWxosapWt47kzZxH/mwzjmWffEe9PjuWeUz+nwtZ9+vMlPvL6h8mULzm73W4rNWtI/mzSrWXf/ItOfuV1S6w2sndr/NnzCV/pumCV7hwKYVLVpDRcMMXoM0O6Mmcd03wc/noqWSU8/3KqFOT5aPN92vOu9/S7ECzD6+ZMpc10/5a973a3TqSN3M++fazXvbxd9Tbr+xnXX+/HVn6f4MBWPbZD9TdtQsANTtuzqofJpjXuWQFhSvXUKtrB3RdPquHm4sQLShk7cTpZLZoVOE46m7fgXUz5pP3x0K0oJBFH/5Aw/17lXlMw/17sfCdIQAs/nQ49Xr/fddnne07kDtzfsk+vvij79fTa3DADiV6Sz4dTr3dNqyXViublucewp+P/N8GH5vMP93f/w5b9unBhPfMMX3O2Klk59SiTtI+V7gun1nDJwNQXFDEvEkzyWlujt35q0u/X5m1apT5u5bd2rN2xgJyZy1EC4qY/+EwmhxQ9j1uckBP5r5j3MILP/mRhr072+29mP/hMDS/kHV/LGLtjAXU694BgBotGtK4z/bMeX1wqXZDsxCzdrrZ/5cMnUiN3nus93ozOpnzZvF8c97MGzKYrJ2TzpvjI+fNXyaT1ticNzNab0HBxPHG/Za3jqIZ08jsueN6GhXRbb9eDH9/CADTx06hVt1a1GtSf73HJQJq6RnpZGRmQIoaND0P2oURH2+cAxZg6/16MPZ981nPHjuV7Lq1qJukXbAunxn2sy4qKGLuz6Wfdc/j9+KnVwawzi4OrFmycoOamVtvRdGfcymaa97v3K8HU6P3rmUekz92XMn7nf/zZNJTzFP+DjW7bEn+rLkUzJ4PBYWs/Oxb6u6zc5nHFMxZSN5vM0HXd0xnb9uB9Eb1WfN9BYsB5ZDdZUsK/phLwZ9Ge9XnQ6mzz05lHlM4ZyF5v89c77PNat8a0tNZO2wsALp2Hbpuw/Ozlgf0YNa75vNdaudn2Unf5eym9cmoW5Oldn42693vaHlAj4qfWJX0WjWQ9DTSs7Mozi+kYHXq82p6h60oXjCX4oXzoKiQ/GGDyexV9vMmtzQQLDWyU+7bG0PyPGVpOfOUxXaesjQyT6lXzjylRuvmrJs+j8KlZt9e+d0EGvYtu88kk7XtVhTMnkPRHLOPrx34DTX3KDsnzRs9Dk3s4xN/Ib2p2ccL//iTwtkmCFW8eAlFS5eT3qD+X3ofosfwuRt5DJ8/aSZ1N+IYXhFprTpQvHQ+umwhFBVRNGk4GZ02fj5dPONnNP/vdyA/oO/evPuWcT6PGTWBnHp1adqscbmPb9e+DY0aN+THYaMBGPbdCHJz15X8fYuWzf72WKL07LYd9XLi6bb9b6FY1dvPv5EQVKvatAAWq2oegKouBo4GWgLfiMg3ACKyWkQeEJHxwM4icpKIjBCRcSLydCLQJiJPisgoEflZRG5NiIjITBG52z5+lIh0F5GvRGSaiJxnH7OFiEyyv58mIu+LyJciMkVE7o0815ki8rvVf1ZEHo+8ng+Bw+zj2gMrgMWRvz1BRCaKyCQRucduO09E7os85rTEc4rI6sj2K0VkpIhMSLw2EaktIp+JyHj7nMelepNVNRe4FHhCRPoCdVX19X/ynBWR1rgxxQtL0wGKFy0ivXH5J5SaffuS/9NP623P3mtv1g0atFGa2S0asm7ukpLbufOWlgTGoo/Jnbe05Pa6eUvWewzA5ifsyUK7Olq7XQtQZcc3r2H3AXfR/oJDyh1DetPGFM0vDV4VLVxMRgUn0ij5v0+n5i69kOwapNXPIbtXN9KbN92ov01m4eo8mtUpnYA0q1ODRWvKTnxnLV/LH8vXctq7Izjl7RH8MHNx8tNsNFKvEbq89L3XFUuQemXf17SW7Uir14iiX0eX+zwZXXelcFzFF2JZzRuRH/mc8+ctISvpMyzzmKJiilauJaNhXbLbtQRVtnrjRrb76n5anH94mb/b6o0b6THhRYpW57Lk0+EVjiOzeSMK5pW+ZwXzFpPZvOLgTGWR2awRBXOj2kvIbPbXtWt27YhkZpA/a/4GH5vdoiHr5pS+7+vK+X6ti36/5q7/mJTjaN2EXb++mx0/uIkGO25Vsj2zeSPyk19n0nuc2bxh6WOKiilatYb0BnVZO3kG9frsAOlpZG3elFrbtSerRdnvYnpObert26sk+FYeWS0alhlH/rwl1Eje51o0JC8yjsJVZp8DyG7dlK4D76PzB7eSs+PWbIgazRuSPyeqt5SspNddI/l1ryzVq9G6KV0G3Me2799G3Yhe66uPZ+5TH1O8dsMXwcnEsb/Xbd6QlZHv+sr5S6nbrEG5j6+RU4st9+3OjB9K3Ts9T+nDBd8+yD7XnsBXN79csj2neUPyIs+dN3cJNZqXfe7oPq/2M81sWJcazRuwLvL55M1bQg17Edjp9lOZctvrZQKLBUtWIenp5HRtB0CzQ3Ykrcn6x/a0Ro0pXhQ5by5eRFoF583sA/qSP9KcNwunTyWr5w5QowaSU4/Mrtv/5QBQ/WaNWBp5T5bNX0r9cj7jS165gQdHP8+6NbmM+vzHMvd13GFrVi5ewcKZGz6uJMhp1oAVc0uPHSvnLyWnefmfdXZOLbbapzvTfjBrlo3btaBR2xac8383c+4Ht9Jxjy4b1Exv0pii5HlKk/Lf71oH9yUvMk+RrCwaPfcUjZ5+ghq77Vru36Uio3kjCqPfp/mLydjYY7gITa89i4X3PPeXNEu0mzWmYF7pPKXwL2hnbdGK4lWrafnoDbR5/3GaXHkmpG34Mqtm84asTZqf1WxR9vOt2aIBuZF9IHfeUmo2Lz3Otj9jP/YddDc9HjybzHpmzf3PT0dQtDaPg8c/Qd9Rj/D7U59RsDy1kyqtYWOKl0Q+7yWLSGuw/uedtd/h1H3kNWr2O5fclx4r/fsmzanz32eoc/PDpG9V8SJGqnlK5kbOU2raeUqnN26kc2Sesm7mPGq2b0XWZk0gPY0GB+xAVquKP7f0Jo0pWhCZky6oeB+vfdiBrBs2Yv3Xs00nJDODwj//Wgri3zmGd9y3OzMjx/Aep/Th/BTH8IqQnAboysicdOUSJGd93fStd6Dmf+6hxrGXIDkbnqtsLM1bNGXunNLj37y5C2jRovzA2GFH9eXjD75Med8JJx3JN5EyMYFAnIT0z6rNAOAmEfkd+Bp4W1UfFZHLgL1skA2gNvCTql5u3VZXA7uqaoGI/A/oB7wCXK+qS22QbZCIdFHVxBXTH6raTUQeAl4CdgWygUlAquTybsD2QB7wm4g8hklRvRHoDqwCBgORYiqsBGaLSGdMcO1t4HQoSS+9B+gBLAMGiMjhwHvAcCCRH3QccGd0ICKyH9AR2AEQ4GMR2R1oAsxV1YPs4+qV90ar6ucicibwMtC7Mp6zMsjetw8ZnTqx7JL+ZbanNWxIRrt25I9c/wTvko79D0cLi5nzngnuSEYaDXfsxHcH3EBRbh47vXu9qQc15e/XO0tF7vDRZG3biRYvP0LxsuXkjZ8MRevX3KksioqVP5av5dkje7JwdR5nvjeSd/vtTN0amZUvJkKNg09j3buPlfuQtM07ovl5FC/4o9zH/ONhZKRTd4etmdT3Kopz89j67VtZM2FaSfrEryfejtTIpMPjl1Cv93as+Hb8Bp7x30tGkwa0fvAyZl/x8N9eja8M8hYs45vuF1KwbDU5XdrS46Ur+G73K+AfrBIDLHn7a7I7bs5Wnz1A/pxFrBn9KxqtkZeexhaPX87CFz8l/48F//BVlE/+gmWM6nEehctWU7tLO7Z+8SrG7nFpiTOy0vUWLmN0z3NL9LZ64WrG7XkJNdo0I7tNc2be/BI1Nqsct01VQtLTOPKxCxnx4lcsn116ETnqlYGMemUgnQ/bhd4XHc7Hlz/tbAyN+3Qnf/FKVk2YQYNdtilz38TzHmHL204hrUYmS4ZMSFlP7a9QY+8+ZHTsxIorzXmzYMwo8jttRf2HnqB4xQoKfvm57P5eyTx8yh1k1Mjk7If7s/UunZn8fWlgesdDe/8ll9pfJS09jeMevZDhL33JstkLS7Y1btuc546/g3rNG3LWOzfx2AFXs25l5VQQqbnfvmRu1YklF15Ssm3h0cdTvHgx6S1b0PCRB1k6bQZFc/953aMN0aDfQaweOorC+Us2/ODKJiOdmj06M+uICymYt5CWD11LvSP2ZcV7A5zKTnv5ayY/9AEobHv10XS5uR+jL3uWhtu3R4uL+bTbhWTVq82eH97Iwm8nkTL9cyPJH/Ah+QM+JHPXfcg+8mTW/u+/FC9bysoLjkdXryS97ZbUvuJ2Vl5xehlnW6WRkU6dHbbmZztP2SoyT5lx7dN0fOpytFhZPeo3amxROQ4mgFoH7kvW1luy8NzLymxPa9SQhrddy9Jb7nE6V5D0NI547EJGJh3DR78ykNGvDGRbewz/pJKO4YW/jaFw4jAoKiSjxz7UOOJ81r18R6U891/l8CP7ctG5V6+3/ahjD6Hr9p058qBTYhjVpklydkegLCGoVoVR1dUi0gPYDdgLeFtEUhTXoQgTfALYBxOYGikiADWBxPLTsSJyDuZzbwFsAyRme4kqlROBOqq6ClglInkiUj+F5iBVXQEgIpOBNkBjYKiqLrXb3wW2TPq7tzApoPvbsZ5ut/cChqjqIvu3rwO7q+qHIjJdRHYCpgBbAcnFnPazP2Pt7TqYgNh3wAPW9fapqm5oOeMJoKaq/iYiZ//d57Tv8TkA923ZkZNbtihzf/HixaQ1LV2JT2vShKLF6zuhsrr3oPZJJ7P0kouhoKDMfTX22ot1339XYWBpi9P70Lrf3gAsHzed7Jalq3Y1k1wzYNw1NSOrhdktGpV5zGbH7U7TPtvz4zGlMc11c5ey5MdfyV9qCuQuHDSOel3apgyqFS1cTHrz0gvW9KaNKVyw8Q6wFc+9wYrnTGHqJndfS8GsjSvImkzTOjVYsLrUjbJgdR5NatdY7zHbNa9HZnoarerVpE392vyxfC3bNvvrMVRdsQSpX/reS71G6IrIe1+jJmnNW1PzHFOQX+rWJ/u0a1n30t0Uz5kGQEbX3htM/QTIn7+ErMjnnNWiEflJn3PiMfnzlkB6Guk5tShcuor8eYtZ9eNkCu1nuXzwGGpv165MTRLNK2DZVyNpsH+vCoNqBfOXkBlxPmW2aEyBp4ucggVLyGwZ1W5EwYKN106rU5O2L97M/PtfZe3Y38p9XJvT92PzkxLfr2lkR1bFk11psL57Lbvl+o9Jpji/kOJ8Y8hdOWEGa2cuoHb7FvDLUgrmLyEr+XUmvccF85eS1dK+9+lppNetTdEy8/nOubW04cGWH9xD3vTSC63W91xA3ox5LHr+kwrHB9YpFhlHVotG5CXvc/OWUqNlY7MvpqeRUbdWyX5WaF/fmgnTWTdrATXbt2T1+Gnl6uXNX0pWq6heQ/KTXneefd0JvcQ+vr7efLLbt6RO1w7U6dqe7iOeRNLTyWycw7bv3crPR61f3yYVvvb3nqf0Yfvj9wJg7oTp5ES+6znNG7JqwbKUf3fwf89k6Yz5jHgh9Wr/pI+Hc+AdpwPmgmzl/KXUiDx3jZaNyJtf9rnXzVtKdivzWYv9TAuWriJv/jKyI59PjRaNyJu/lCb796TJ/j1ovE830rKzyKhTk85PXMikCx5nxagpjDrsFgAa7tGFVj3Wd00UL1lcxsGW1rgJxSnOm5nb96DmCSez4oqy583cN18j901T+LrONTdS9Ofs9f42mb1OPoDdTjB1g2aOn0bDyHvSoHlDllfwGRfmFTBu4Ei69elVElRLS0+j+/47cvshV21Qe8eT+9DrBPNZ/zl+OvValh47cpo3ZOX81J/14XefxeIZ8xkW+axXzl/K7HHTKC4sYtmfi1gyYx6NtmjOnAnTy9UvWrSY9OR5yqIU85Se3alzykkmoBZ5vxOfTdHceeSPHUfmlh02OqhWOH8JGdHvU/PGFG7kMbzm9ltTq+e2NDjxINJqZSNZmRSvzWXR/S9tnPaCxWS2KJ2nZPwF7cL5i8n7dbpJHQVWfz2c7K5bQYqgWvvT+tC2n/l8l46fTq2WjUio1GzRkNx5ZT/f3HnLqBnZB2q2aEjufHOczVtcms4747Vv2PVVUzNy8yN2Yf43E9DCIvKWrGTxyN9p0LUdrFj/3F28dDFpjSKfd6MmFC8rf35WMGwwtc66xL7wAnS1+eyLZvxO8YK5pLfYjKLpv6f821TzlIJKmKcsHziK5QNNeeYm/fqgGwjOFy1aTHqzyJy0Wep9vMYO3ck5/UQTUIvs41K7Fk0evosV/3uB/Em/rPd3qejxN4/hB9lj+MhyjuE/fzycAyLH8IrQlcuQnMicNKcRujJJN7ckEYjCMYPJ6nPiBp+3Ik476wT62VrJ48dMpGWr5iX3tWjZjHnzUi/ebdO5E+kZ6UwYP7nM9t322Jn+l5/DEQedSn5+Qcq/DQR8E9I/qziqWqSqQ1T1ZuBCIFVV1nWqmjh7CPCyqnazP51U9RYRaQtcAexj67N9hnGiJUhEGYojvydupwq+Rh9TVM5jUvEpcDLGGbfhwh6Gt4BjMa/9A10/VC7A3ZHX3EFVn1fV3zGuuYnAHSKyfmXfshTbn3/0nKr6jKr2VNWeyQE1gIJffyW91WakNW8OGRlk7703ecPKxgkzOnSk7mWXs/z6a9Hly9d7juy999lg6ufMFwfy7b7X8u2+1zL/y1FsfuxuANTv3oGCVWvJW1j2efMWLqdgdS71bf2bzY/djflfmXTEJnt1pcMFhzDy1Pspyi2t+bVoyARyttqc9JpZSHoajXbemlW/pw525f38G5mtW5HRyrzu2gfsydqhFacRlpCWRlo9k76V2bEtWVu2JXf4X+5tAcC2zXL4Y/la5qzIpaComK+mzGfPdmXdKXu1a8qoP80kY1luPrOWr6FVTs2/pVf851TSGrVAGjSF9Awyuvam6JdIc4l1a1lz22msvec81t5zHsV//F4moIYIGV122aig2upxU8lu24IamzdFMjNodFhvlg0o28hi2YCRNDnGTOoaHbxzSdBs+ZBx1Nq6DWk1syA9jZydtyH39z9Jq5VNZlN7kZueRoN9e5A7teKA5trxU6jRtiVZmzdDMjNocMhurBy4fgqzC9aOn0LWFi3J3Mxo1z9kd1YO3DhHp2Rm0Obp61n2/uCSjqDlMevFAXy/zzV8v881LPhiFK2O2R2A+j06UFjO96twdS71e5jvV6tjdmfBlxXvw1mN6kKaAFCzTVNqt2vO2llm8rlm/BRqbNGCLPtZNzh0N1Ykvc7lA0fQ8GgT+Gtw0K4lqZySnUVaTRNIrrtbV7SoqKTBQYsr+5FetxZ/3rJx6VOrxk2lZrsW1GhtxtHk8F1ZmrTPLR0wiqbH7glA44N3ZoVNX8lolFOSHlWjdVOy2zZn3ayKnXGrx02lZmQfb3xYb5Z+VfZ9XPbVyBK9RgfvzIrvU+k1I7ttC/JmLWDBK18xavuzGbPDf5h02PWsmz5vowNq4G9/H/XKQJ7tex3P9r2O3waMostR5pjeavsOrFuVy+qkfQ5gzyuOoUbdWnx1a9lOeA0jLo6Oe3djaSQdce746dRq15zs1k2QzHSaH74Li5Le40VfjaLlsab2WdNDdmLp9z+XbG9++C5IVgbZrZtQq11zVoyZytQ73+S77c/n+14XMfHcR1j6wyQmXWCqQ2Q2NnULJSuDLS46lHWflu00ClD4mz1vNjPnjxp77k3+j2XPm+ntO1Ln4stZefO16IrIe5GWhtQ1Gult25HRth0Fozd8/vjm1S+5re+V3Nb3SsYOGMHOR+4JQLvtO5K7ai0rFi0v8/gatbJL6qylpafRZe/uzJtWeqzcuncX5k2fw7L5FQfTAX56dSCP972Ox/texy8DRrH9keaz3nz7DuStymVVkjbAvpebz/rz28p+1pMHjKLtTibVuVaDujRq24Klf1TckbLg119J37wV6S3M+11z373J+6HsMTGjYwfqXXkZS6+5nuLIPEXq1oFM4+qWejlkbde5TIODDZE78feSYziZGeQctDurBv244T8E5l5+H1P3OI1pe53OwnueZ8UHgzY6oAawbuLvZLZpSWYro1237x6sHrxx2usm/k5a3dqkNzCLb7V26lqmwUGUaS8N5Os+1/F1n+uY+8Uo2hxjPt+G3TtQsCqXdUnf5XULl1O4KpeGdn7W5pjdmPulmZ9F66+16tuTlb+agv+5cxbTdFfjCk2vWYNGPTqyamrqwGbRtF9Ja96KtCbNIT2DrF32pmBU2c87rXmrkt8ztt+Jonlm35a69UDMcTWtaQvSWrSieEH5NUKT5ykNU8xTlg8YSWM7T2kYmaesKGeeApDRyLzv6fVq0+y0A1j0xtfljgEgf/KvZLZuRXpLs4/X6rMXud+Wfc2ZW3ag4bWXsvjyGyletrz0jowMGt93K2s+H0Du4G8r1Iky+pWBPNf3Op7rex2/R47hLe33OtUxfA97DB+QdAxvkHQMX7aRKeXFc6eR1qg5Ur8JpKeT3nlnCn8rW3pE6tQv+T29Uw+KF/+9RewELz33Jn12O5I+ux3JF58N4pjjTVf77j27sGrlKhaWs8B++FF9+fC9sg04OnfZmnsfvplTT7iQJYs3fCwNVB7q8d+/keBUq8KISCegWFWn2E3dgFnAFkBdIvXIIgwCPhKRh1R1oYg0tI/NAdYAK0SkGXAgMKSShzwSeFhEGmDSP4/CBJ9KUNW1InI1kLyENQJ4VEQaY9I/TwAS+XAfANdj0k3X9wDDV8DtIvK6dfe1Agow+/dSVX1NRJYDZ/2F1+LiOQ3FRax69GEa3Hs/pKWx7ovPKZo5k9qnn0Hhb7+SN2wYdc47D6lZk3q3mNJ3xQsWsvyG6wBIa9ac9CZNKRg/bqMlF349lqb7dGPvHx+mKDePcZeUrmbt/vXdfLuv6WI28ZoX6fbIeaRnZ7Fw8DgWDjIa2911GmlZmez0thnDstFTmXj18xSsWMO0pz9nty/vRFVZOGic0Urlui8qZsndj9P8ybshLY1VH35FwbRZ1D//VPJ//p21Q4eTte2WNHvoFtJy6lBrj50oOv8U5hx5NpKRTosXTfe04jVrWXTdPVD099J3MtLSuHrPTpz/0RiKi5XDtm1J+0Z1+N+PU9mmaQ57tmvKLm0aMfyPJRz56jDS04RLem9J/Zp/s1lBcTF5Hz1HzTNvgrQ0CkYOonjBbLL6HE/Rn9PKBthSkN52G3TFEtPoYEMUFTPz+ufY6o2bkPQ0Fr41iNzfZ7PZlcezZvw0lg0YycI3B9Hh0f50++EJCpevZsp/TFfEohVrmPf0x3T+/F5QWD54NMsHjSazcT06vXQtkpWBpKWxctgkFrzy1QbH8edNT9PulVuQ9DSWvvM166bMpvllJ7J2wlRWfj2Cml060PaZ60ivV4ecfXvR/NIT+a3PhQB0ePdusttvRlrtbLb58QVmX/UYq74dW7FmRHvuTU/R7pVbIT2NZe98Td6UP2h2aT9yJ06x2h1p8/R1ZNSrQ84+vWh2aT9+3+8C6h3Umzo7bEtGg7o0ONo4VGZf8TDrJs+oUHKR/X7t8dMjFOfmMaF/acZ870H/Lene+fPVL9Dl0f+Qlp3FokHjWGS/X80O7MU2d51GVqMcer5+FSsnzWLk8XfTcKet6XjVMWhhEVqsTLrqOVMTJ8u8ztk3PkOH18x7vOTtQaz7fTYtLjfv8YqBI1jy1kC2ePhStvnuKYqWr2LGBaarVWbj+nR47RYoLiZ//lJm9TffrczmjWhx8bGsmzKbrb4w+8Wilz5nyVsDK3y/p1/3HNu+eQOkp7HwzcHk/vYnra86jtXjprF0wCgWvDGILR+/mO7DH6Nw+eqSzp/1dtqa1lcdbzoGFyvTrnqGwuWry9eK6G3z5o1IehoL3hpM7u+z2fzK41k9firLBoxiwZuD6PjYxWw/7HEKl6/m9/OMXs5O29D6yuPRgkJUlelXb4TexvAP9/e/w9TB4+iwVzcu+PZBCnPz+fiK0mP62Z/fxbN9r6Nu84bsdtHhLJ46h7M/Mw7jka8MYNxbQ+h56n60692ZooIi1q1cw8eXle6zWlTMb9e+QPe3rkPS05j75hDW/PYn7a86hpXjp7Poq9HMfeMbOj9+Ibv++AgFy1cz8dxHAFjz258s+Hg4u3z3AFpYzK/XvLDB5gxbnH8Ijfv0QNKEP18eSKPxKb7rxUWsfuJh6t1lz5sDPqdo1kxqnXIGhb//Sv6Pw6h9tjlv5txgzptFCxey6pbrID2Deg+Y6YSuXcOqe+78yymmE78Zw3Z7deeuoY+Tn5vHi1f+r+S+mz6/j9v6XkmNWjW48LlryMzKRNKEX4dPYujrpS6lHQ7ZlREfV9A1uRx++2YcW+7VjcuGPkRBbh7vX1n6WV/4+V083vc6cpo3ZK+LjmDh1DlcYD/rH18ewKi3hzBl6AQ67NaF/gPvpbiomC/vfoPcjfierXzwURo+eC+kpZH72RcUzphJnTNPp+DX38j7YRg5F5j3u8Htt5g/WbCAZdfcQEabNtS78jKTDifC6tfe/EtBNYqKmX/rk2z+wh1IehrL/28A+VP/oHH/k1g3cQqrB/9E9nYd2ex/N5KeU4c6e+1Ik4tPYnrf//zVtzal9sLbn2Sz5++AtHRWvGe0G110Musm/c6ab34iu/OWtHy8VLvwwpOYech5UFzMonufY/OX7gaBdT9PZfm7qZ1FUeYPGkfzfbpxwPAHKcrNZ9SlpZ/vvgPv4us+Zt419toX6fnwuaRnZzF/8PiSzp/b3XgC9bdtg6qydvYixlz1AgBTXxxIr4fPpc+QexARZr41lBW/zDZFTJIpLib3hUepfZ35vPOHfEHxnzPJPuZ0Cqf/RuHoYdTY/wgytusBRYUUr1nF2v/9F4CMrbuSfezpUFSIajFrn30IXbOqwvd45vXP0cnOUxbZeUorO09Zbucp7R/tT1c7T5maNE/ZNmmeAtDm9jOovc0WAPz50Dusm76B5j9FxSy79zGaPHoPkp7G6o+/oHD6LHLOPY38X35j3bfDqd//HKRmTRr916yfF81fyOLLb6RWnz2psX0X0urlUPvg/QFYeuu9FPxevss6mamDx9F+r26c/+2DFOTm82nkGH7W53fxnD2G97bH8LPs93pU5BjetndniguKyE06hldIcTH5n79E9snXgqRROHYIuuhPMvc6muK5Myj6bTQZOx5ARqcexu2Xu5q8D0ufO/v0m0lr3BKysql52ePkf/QMRdMqrr0aZdCAb9mnz+4MH/sluWvXcekF15fcN/C798t0/Tz0iAM46Zjzyvz9jbddQe3atXjmZXNen/PnXE474e+fSxNcefN/GTl2AsuXr2Sfw0/i/DNP5qhD9v/HzxvYdJCQH1t1samfjwH1gUJgKiat8ASMa22uqu4lIqtVtU7k744DrsU4EQuAC1T1RxF5CdgF00F0BfCxqr4kIjOBnqq6WEROs79faJ9rJtATk/74qap2TvGYT4H7VXWITX28ElgK/Ar8qarXi8gtwGpVLdOrWESGAFeo6igROQG4DuMS+0xVr4487lNgG1VtF9lW8rpFpD+lAa7VwElAB+A+jPusAPiPqpa7PC0ie9qxHFxZz7lgrz1i+4KN+KVlXNJ0bvb3C/v/U5qd0yk27eI/3NeMScWkVzf8GFdkZxbGpp0m8Z2//sytHZt28yw3Ncc2RG6Bg5qCG4nE+FnXyoovveQT4ulGttO6+L7X23fb+CL+lc01v8VXU68Zf7/L9D/lws3+WvfhymL5gr/nAK8M0tLjO6ZMXFF5hd//KvvuHs88BeC378ovxO+Slq1WxKIL8MrC5ht+kCMuOd1d7cgN0eHheOru/jH101h0ATIbt5PYxD2QVWMzbwfN/Lw//3XvZXCqVWFUdTQmCJbMY5S6uIgG1OzttzFNAJKf77RydLaI/P4SplFB8n2Lgc7lPObgyNO9oarPiEgGxmH2oX3MLeVo7xn5/U3gzXIed3CKbXUivz8CPJL0kGkYx9lGoapDiLj3KuM5A4FAIBAIBAKBQCAQCFRPQlAtUNncIiL7Yuq1DcAG1QKBQCAQCAQCgUAgEAj8uwjZjRUTgmqBSkVVr4h7DBUhIh8AbZM2X62qwX0WCAQCgUAgEAgEAoFAYKMJQbXAJoWqHhH3GAKBQCAQCAQCgUAgEPg3EHxqFZMW9wACgUAgEAgEAoFAIBAIBAKBfxshqBYIBAKBQCAQCAQCgUAgEAj8RSQUnQsEqi4ico6qPrMpaW+Krzloh/0saFc/3aC9aWlviq85aIf9LGhXP92gHY924N9NcKoFAlWbczZB7U3xNQftTUc3aG86ukF709LeFF9z0N50dIP2pqMbtAOBv0gIqgUCgUAgEAgEAoFAIBAIBAJ/kRBUCwQCgUAgEAgEAoFAIBAIBP4iIagWCFRt4szrj0t7U3zNQXvT0Q3am45u0N60tDfF1xy0Nx3doL3p6AbtQOAvEhoVBAKBQCAQCAQCgUAgEAgEAn+R4FQLBAKBQCAQCAQCgUAgEAgE/iIhqBYIBAKBQDVERNJE5NiYtNNF5P44tONGRBqm2NbWk7ak2FbDh3YgEAgEAoHApkgIqgUCgUAMiMgxIlLX/n6DiLwvIt3jHld1xQaYdol7HFAylhzXOqpaDFzlWqcc7SKgdxzaACLSVESOEJELROQMEdlBRHzNeT6Jfr4isg3wiSft56M3RKQO8Lkn7VgQkZdFpH7kdgMReSHGIQUC1RZf569AIBD4NxGCaoFAFUNEaopIp01V3zcisquI1La/nyQiD4pIGw/SN6rqKhHpDeyLuRh+0oMuUOIkaikirRM/vrTjwAaYnohLX0TeEJEcu69NAiaLyJUepL8WkStEZHMRaZj48aALMFZEPhaRk0XkyMSPS0ER2UtEvgI+Aw4EWgDbADcAE0XkVg8XhHdhAmt1RKQH8C5wkmPNBH+KyP/ABJeAAcBrPoRFpJaI3Cgiz9rbHUXkYA/SXVR1eeKGqi4DtvegW4KIdBWRC+1PV4+6m4nIByKySEQWish7IrKZB932CQekiOwpIhdHA5se9JuJyMH2p6lH3f72OC4i8ryIjBGR/TzqHyoi99ufQzzqxnL+imv/ttqb3D5eBfbvLBHpbH8yPeqGRe7APyYE1QKBKoSdJI0DvrS3u4nIx9VdX0QmisiEpJ/vROQhEWnkWP5JYK29ELocmAa84lgToMj+fxDwjKp+BmR50EVELgIWAAMxwYfPgE89aR8pIlNEZIWIrBSRVSKy0oc2MEhEjhJZP0XOA9uo6krgcOALoC1wsgfd44ALgG+B0fZnlAddgGxgCbA3cIj9cR1k6Qucraq9VPUcVb1BVa9Q1UOBrsBYoI/LAdjv8kOYgNZLwBGqOs6lZkT7JmC1iDxl9R9Q1Rd9aAMvAnnAzvb2HOAOD7ppNoAIlKTfZnjQTej1B14Hmtqf1+wx1gcvAh9jgsctMY5IH5/3e0CRiHTAdMvbHHjDgy5iUtpHAMcAxwI/icjRPrSBM+xxfD+gAeYY/l8fwiJyN9AfmGx/LhaRu3xoE9/5K679GzbNfTzO/XtPYApm8fN/wO8isrsPbWJe5A5UD0L3z0CgCiEiozEXoENUdXu7baKqbled9UXkXkyQKTFhOR6oBcwHequqsxVZERmjqt1F5CZgjqo+n9jmStPqfoq56OwDdAdygRGq6tzlICJTgR1VdYlrrXK0D1HVX2LQXgXUxuxruYAAqqrOU1lE5GegG2Yff1xVh4rIBFXt4lo74AcReQyITqr2wQTpZwKo6sUOtaMOQAFuxFyUfWm133elHRnDKFXtKSJjI+eP8a6PaSJyCnAdxhEowNHAnar6qkvdiP4EYGdVXWNv1waG+/hui8g4Ve22oW0OdBPnzSuBdar6WPRzd6w9Huijqgvt7SbA157OnRNUtYuIPIKZJ33g8XVPALpZ1zUikg6M9bSfpTp/+fhux7J/W51Nbh+Pef8eDZyoqr/Z21sCb6pqDw/aY1V1exu4nqiqb/h63YHqg7eVvEAgsFEUqOqKJCONz8h3XPr7JgWxJkYmNK7TplaJyLWYFbndxNRd8mE7PxY4ALhfVZeLSAvARzogwGxghSetZBbEEVADUNW6cehansYEV8YD34pJMfbyGYhIZ0wKZHZim6o6d2OKSDZwJrBtkvYZHrTvAu5NpAVaJ9PlqnqDQ9lkB+Boh1rJJC88jMUcxw7BHMOdB9WAfBGpafUQkfYY55pTVPUVERmFWRACOFJVJ7vWjSCUOo+xv/tywy6x58g37e0TMO5Q1xSIyAnAqZTue77StdISwQbLEvxl3owWkQEYp9a1NmWs2JM2QH1gqf29nkfdVOcvHw7zuPZv2DT38Tj378xEQA1AVX/3mAI6R0Sexixy3yMm7Tdk8wX+EiGoFghULX4WkROBdBHpCFwMDNsE9NNFZAdVHQEgIr2AdHtfoWPt44ATMbb3+WJqi93nWBNVXSsiCzHF3KdgXucU17qW6cAQEfmMyEWvqj7oQXuUiLwNfJik7cNJI0A/oK2q3i4imwMtEvudYz5R1UcjY/kD8BFcuhnYExNU+xxTZ+x7/KQ4vwr8CuwP3IZ5730FVA9U1esSN1R1mYj0xdRWc4KqvgwlTqV1tllDwlHitAOnqp7u8vk3kpsxzrjNReR1YFfgNFdiIpKjqittuud8IqlZItJQVZeW/9eVyouY9KwP7O3DSWoY4ZAzgMcw6caKOV/72BdOB87DOAJniOlu68UZCHwppm5iItByHP6acZyJcWxNt+fwRvh5vwHuxtSp/AYTtN0duMaHsD13PRrZNEtE9vIgHdf+DZvmPh7n/j1KRJ6jtAZoP/yVqohzkTtQTQjpn4FAFUJEagHXY+oZAHwF3KGq66qzvg2ivQDUwUwWVwJnAT8DB6nqO4712wAdVfVr+x6kq+oqx5o3Az2BTqq6pYi0BN5V1V1d6ka010NVb/WgnaoeinpyLz2JWXXdW1W3tu6lAaray4P2einFIjLadWqDiEzE1hJT1a4i0gx4TVWd1hWz2omUikRKSSbwnaru5EF7AtBLVfPs7ZrAKFXd1oP2jxj37Wp7uw5mP3PefVZEXgb6Jzn0HvDx/bJ6jYCdMMfxH1V1sUOtT1X1YBGZQVlHdSKtu50r7RRj6YEJIoLZx8f60o4L+51qHXWXeNQ+irLv9wcVPb4SdRMLM+1U9Ta7CNfc08IM9mI/cb4aoarzPek2wzRgaamqB4rpaLyzqvoKHsfCpraPx7l/W3fYBZR2Df8O+F/iHO5BvzfmOuBFm25bR1Vn+NAOVA9CUC0QqCJYN8PXqupj9a9KIiL1AFTVW2qiiJwNnAM0VNX21qH3lKru41h3HKZD3RgtrT/kvMaW3c9eUdV+LnWqIpGU4rHqqeaTiGyFSX+8l7IrnznAla6DPCIyQlV3sPVK9gJWAb+o6lYudZO0vwXOx7iJRvgIdojI1ZiUnUQQ93TgY1W914N2nHWA1qsD47o2jGygS5qqjnGlvakipgZoeaiq3u5Y/xDgfiBLVduKSDfgNjUNQaotcSzMyAY6c6vqH660I2P4AnMsvd4uzmRgFmqc1NuNe/+2Y9jk9vE4Fx7jJM5F7kD1IaR/BgJVBFUtEpFiEannM6gURUQGAsckuRzeUtX9HevWAI4CtgAyxNZ0U9XbXOpaLgB2AH6ymlPET/vyfFVVEUnUH6rtQTOxn7URkSxVzfehGUVM8dkngWaq2llEugCHqqqPLoEFNqiYeM+b4L5eSCdMx8v6lK17tQo427E2mJSK+sCzmBpfq4HhHnQBnrHHkBsxHdzqABVdLFUaqnqPdaslguO3q+pXPrSBNSLSPRFMsi6mXE/aaSLSQFWXWW0fnTAfqOA+pbTWmRNEZFDyIkiqbQ50V1HqkJPI7xmYC3GX7/uaFNtqY9K3GgGugw63YM6bQwBUdZyIOA2Wp3AkRlFVbe9S37JjYmHGii4TEddduz/DvO5onT4FmmC6zaan+qNKprGqviOm/iyqWigiRRv6o39A3Ps3bJr7uPf926YzV/SanR7HLUdgF7mt6Fwx9eQCgY0mBNUCgarFakyR/oFEJhXqsGtcEo0TATWru8xTgOkjTNH20XgobJ1EnqrmJwJ5dgXWh4X3HTGFUetbt9wZmMCHD6YDP4jIx5Tdz3zUVHsW49h62mpOEJE3AB9BtUeBD4CmInInpkugy8L1qOpHwEcisrOq+gpmRfXPt78+JSJfAjmqOsGT9nP216GAt1S8iP4XwBe+dYFLgHdFZC7mQrg5piaODx4AhovIu/b2McCdLgXjcleLaYRRC2hsg7eJoEMO0Mq1viY1PrFpvhcA52KOMy61SwKZ9uKvP8aN+RYVBzkri1RNjVwvUPRMup2GqYV0BaYxhw+8L8wku8FEZAvgamBfTEqmD9bY1O7E694Jh412qsD+DZvmPh7HwuMVKbbtBFwFLExxnwtiWeQOVC9CUC0QqFq8j58ubeVRLCKtE+kEYmqN+QgwbaaqB3jQScVQEbkOqCkifTBpap+4FlXV+63eSoyb6SZVHeha1zLN/qQBvlfjaqnqiKSJqutmFACo6us2DXIfzAX44eqvE+lUu59tQeTc67rWVaoaKRJpCuJY23sdHhH5XlV7J7mIoLTOVo4r7QSqOtKm/Xaym35T1QLXulY71k6Y4rfT7LmYAGZLrMPAshJ43JHmelgn6CXAKZhmCb1U1XmHQutCvAzz/X4Z6J5wKHrAe1OjxHsqpkP3yZjFmXGYuqtO93ER2UJVZxLDwkxkDB0xNW93xASWLnZ9XBGR41T1bcx+9jHQXkR+wLjkjnasHef+DZvQPh7n/q2qJV2yRWQPjLM9GzjPLow5Q2yzG+Jd5A5UE0JNtUAgUIKIHAA8g3GWCLAbcI7rtCkReQZ4TFUnutQpRzsNk1KwH+Y1fwU8p+Hg6ARbm+VCTL2K7iJyNHCmqh7oST8daEbZwJaPmjTDMIV3RwMlaTOq+p5j3TibM3itw1NVENPs5DKgjaqebS/IOqnqp570Yym4LOV0mlVV1xffF6nqYy41ytFtDFyOcSG+gDmHeSndICL3AUdiztdPqG2K4UH3c8zC00JKmxolzpu3q8OmRmIanZwBXIrpYPxfVZ3qSi9JeyrwHKbGVgdKF2YGuV6YsYHq6ymtzfmm2s7CrhGRTzHnyvOBPzALBYLjhYK49m+rvcnt43Hu31Z/f0zwLg/TbfUb15pWdxpmfvKWXeQu+aw9LnIHqgkhqBYIVCHKq6egfruYNcZYr8Fx97aI5mTMiXwG5qSacJU4LdofJymcNGDSKUYBl6vqdIfaKWtYqKrT2kdWux1morwLsAzzmZ9kV0lda18E3AwswAS2vO1n4qlQfQpd780ZItojVbVXkravgv2vqurJG9rmSPttTPD0FDV1A2sBwzy97ji7CsfSaVZMh77/YLrGKSZ4/ZTLi1+ruwZYhAkcr9ct2mU6vYgUY86VhXh0ZIpIIp34ZeBeXw5Mq/0n5vU+jAnwlEFVnbn8bQribRgH6IWq+p0rrRTaRcBsTG219YJprsuDiMjhwN0YF2ZikSahvdSRZiz7t9Xe5PbxmPfvkRjn432kqPeqDhvd2GychzH1Xs9X1SmutALVn5D+GQhULaL1FLIx9XAauhYVka1U9Vcp7eI21/7f2qaDuu7e5sWllAp7IVhecOsOh2k8DwN/YiaqAhwPtMekMb2AcXy4IlrDIhvTJMJXCuZ0YF9bsyJNVde7GHVIf0ywwXlqVgo+FZG+qvq5Z904aqQk8FqHJ4kyXVWtS66HJ+32qnqciJwAoKprJSnf2SFxFlzOVdViESkUkRyM02NzD7ovY4JaCbfaicCrmPOnS+6j9NzhNY1eVdM25nESaVpRSbrvWgfqjZgmKK9SNsjisi7n15j3u6v9KTM0HJbOsOepS8U0HRlkgx/F+FmYcVoiYEOo6od2wfdbjKs/sc8rjmplxrV/W+1Nbh+Pef9eg6knfTRmLprckMPZYq+qzgKOEJEDge9tgC/6WVfbTq+ByicE1QKBKkSKi/2HxdSAct0x7zLgHFIXgHV2UovUM/AZWEnmC8zq7xv29vGY4tfzgZco27GxMjk0yS30jHXxXC2m9pYzojUsLD+IiPMaW1Cy6n4fcG0ixTbhpvIgPxt/QZ1k+gPXiUg+kI+/Gl+x1QDCpMb5rsNzLZCokbgysRnznj/jUjtCvnVPJfbv9vhrwBJnweW4Os12VtVtIre/se5np6jqLRvzOBG5VlXvdjyc8hgEVPaxNR9zIVwDE0z0EqRX1dM25nEicqqqvlzZ+iKyN/AIJk3uCfy97o16LSLymKpeVJnaYjqz34A5bvfzlcL+F3Cxf8MmuI/HuH/vuTGPE5E+LlIyRaQTZqH5Ozy+7kD1IwTVAoEqRMQpBqaIfE88fE9V9Rz7v+8ubm8AB2MuwFK1jPeR9rpvUkBnYiRl7iSHumtF5Fjg/+zto4FEupLTvHwxBYATpGEcPPVcakb42WoOEFMEeSllP3eXTAeGiMhnRIIcjleeExqxtGfXGJszqOpoMYWHvdThsZp3A3eLyN2qeq1LrQq4GfgS2FxEXgd2BU7zpB1bwWWNr9PsGBHZSVV/BBCRHTFO46rCMZj0uTio1GOrmLqrD2KC5d1VdW1lPn8l0R/jXqw0ROQtYDPgRI2h9utG4iLFewLwHuazznXw/P+USp87bIr7+L9k/74HqNSgmoj8FzgMuFRVv6zM5w5seoSgWiBQtYg6xQqBmZh22l4QkQnAm8A7qjrNtZ6qHmz/b+taqwLSJdINUUR6Aen2Ppcpkf0wq4L/wwTRfgROsg6XCx3qQtkgZiGmrtmZjjUTFKrqVSJyHPCdiJyCnw6zYGqU/AFk2R98adv0v35AW1W9XUQ2B1qo4y6cIvIA8LyqPuFSpxzt0cDzmMLaPru2oarXimnK0JGynSi/9aA9UETGYGpTCtBfPdSmtNreuwonLQatd5+H8gE9gGEikqhB1Br4LZHa7zh1aWPwtWiQiso+vl0PHKOqP1f0IBdpeX8BF+/316r63AaFHbnkYuQI3Yiuky5cchuJi/P3priP/xv2bxff60Jg+w3V33TlkgtUL0KjgkAgUIIt2nmc/SkG3sYE2Jx0R6zoYgzcFiiNjKEnptB0HbtpFSbANBnTxvwdB5rpwD2qesUGH1zNkLJF6ztj3IqtVbW+B+1jVPXdDW1zpB1LF04ROQs4HbOI9iImwOWrQ2EHq30cxjn0IuY1O5942NfdH7P6Pg4T4BquHppxWP1WQBvKdpl1HtCLA1tUfBKQCByWcRy7fs/teatcbN2c2PCY3l5ltDfF1xy0w35W3bU3xdcct3bg30NwqgUCVQhbv+IoYAvKXozd5kPfXnzcC9wrIh0xhVrvodS5VdmkquFWMhwcFiiFkuDWbqq6nYjUA0gKOFR6QM1qFIlIbxfPvbGIyC6sv5+94kH6rIjeJBHZDWO/98G1QHIALdU2F+xoU4rHAqjqMhHJ2tAf/VPs6vNztm7I6cAEW9/sWXXctl5VpwLXi8iNmDTvF4AiEXkReEQddY6z9Ad6YToY7yUiWwF3OdQrQUTuwQQSf6a0PotiCn271j4Sc8xuiglu+ajddxkmfT0XeAv4QFVXO9Qrg6rOEpGuwG5203eqOt6X/kYQp1MtLu1N8TVvytpxsam+35vi9zpONtXXHfgLhKBaIFC1+AhTSH00/gpblyHJrVYEXOVKK4Yabsn6RWI69D3ky70TYayIfIwJ6KyJjMlZB7MEYrpZtcc4eIoS0oCzoJqI7K2qg4E2KZwlTi/AbWenvkArEXk0clcOnrqeEmMXTqu7lf1ZDIwHLhORc1X1eMfaXTDBvL6Y2jyvA72BwUA3h9LrVHWdiCAiNdR0N+7kUC/K4Zgus3Ecw+8FDvFVNw9AVR/GNNVph2n0MkhEZgF3qeo41/oi0h84m9LOeK+JyDOq+lgFf+YTZ0F72wTjT1XNE5E9gS7AK6q63D5kH1faG8CZG1VE0lW1qIKH/OBKeyOIM/3nkRi1nWEzGnpj3tsfkjIY4tq/wcFnLSLNVXX+Rjw0rn08zv17ZozaIa0vsEFCUC0QqFpspqoHxCUuIj8BmRiH1jGqOt2x3pEV3e8jwITpfPk4JtU1GtxynXqaDSyhrBvPWcv0JHoC2/hIw4uwByaQkqqbquvXPReTfngoJmCdYBVwqUPdKLF04RSRhzAuscGYIEeihts9IvKbY+3RwHJMXbVrIkGmn0TERVHtKH+K6UT5ITBQRJYBvtIAp2OOo3EE1Rb4DKhFUdXpIvIRUBM4GdgSE7h3zZkYJ+gaKHEKDge8BNVEZEvgSaCZqna2geRDVfUOAFV16ZB8D+hpU62fwSzMvYEJYuPYDRoXU0TkPeDFVPW+VNV1TdKKcOZosfvZlayfVr63/f8lV9obgZPXLSI3YRp9JOYHL4rIu5HvVnXbv8eJyCRMbeP3IsHxMsS4j7vcv48BvlTVVSJyA6ar6x2JubiqVni9EAjETaipFghUIUTkGeAxjaH7joikAVeq6j0eNV+s4G5V1TM8jCFVCpzzOkBxIiLvAher6rwYtNuq6owNbXOgmw68qqonutTZwBi2orQL5yAfwQ8ROR1TF3FNivvquXRoikg714H5jRzHHpjutl+qar5DnccwAeJWQFdgEGW7zF7sUDtxwbEH0BwTTIxqOwtaRxxqhwGzMSmgn6mnboG2IUGvRLFpEckGRqrqdp70h2KCHU9H6kVOUtXOHrQTnaqvxLgzH4vWrYwLl2MQkbqY/e10TCfpF4C3VHWlC70k7QpdciLyuKuAh4iMB57CLAyVjEFVR5f7R54QkdNcBPXswk/XyHe7JjBOVX25jsvFxT5u5yn7YvbvvpgGVm8CH7k8nm6sQ87x/j1BVbvY0ih3APdhGu3s6ELvryAi74egXmBDhKBaIFCFEJHJQAdMN8Y8SuvheOleJiKjVLWnD61NHXvhdyawLWW7EzoLJIrIJ5iL/rqY1LsRlL3wPtSVdmQM6xV8FZHRqtrDg/Z3wD4uAyspNBtWdH81XGmvMohpBrE5ZV0dzhyoInJqRferw65pcS5QiGlUMAHjklpJUqqMqj7oStvqXwacinGCgkm/fcmmpTpHREaqai8p24RlnKp286D9E/AwpmPhIao6w0dAb0NppyLS0MexzQbM3wDqA/8H3G5rObrSm45xB6Z0ybnE13myHO0KXXIOdb/BdCBdbm/XB973tehZUeqp633c1lw9EBNg2wuzENfPkdZ8TLOZCh1yLkkcP0XkbmCiqr7ha4FgQy65QGBjCOmfgUDV4sCY9b8WkStYPxXSycRBRE5S1dfsRdF6uL4Yi4zjINYPbrluDvEq8CuwP3Ab0A9w7Vz6GGgGfJe0fTfAqWvNurS2Beolpf3mEHnfHTMDk+77MWX3b5f72WjMhFyA1sAy+3t94A+grUPtTRYRuR04DZOKGW0W4OxiLBE0E5HaGNdQkb2dDtRwpWu1T3f5/BvgNkoDaXUqeqALVPVBERmCufgFOF1Vx3ocwmIbZErUSzwax8fTCKcD5wF32oBaW8y5xTWxpZ3a79NBmNe+Babh0euY89jnmLRjV3TFBDmes+5+by454BMROR8TPI4uhvlYmHkX45J7lohLzgMrgJ9FZCDm+9UHGCG2Nqpj92+sqaeqmm8X2n8BegBbO5RrRalD7i4R8eKQS2KOiDyN+YzvEdO4Lc2T9o2q+q51ye2Lcck9CcTukgv8ewhOtUCgimEP6h1V9UUxxczruE6Ni2in0lFVbedI71xVfVpEbk51v6re6kI3aQxPAbUwK4HPYWpdjVDVMx3rJlblEpb3TEzXup0can4KXJucXiwi22HqbaWqd1ZZ2odhHCSHYoJ7CVZhLkqGudKOjCHO/exZTFfEz+3tA4HDVfVc19qbIjZtaDufrsSI9o/Avmo7YIpIHWCAqu7iQftloH/E2dEAeMClU21jEZFrVfXuuMdR2dj012eAXTBB8xnASao605N+TaC1qjqtkZikGVvaqXWLfQM8n3zeEJFHXQZakrR8u+S8zs+StGNxycXs/o0l9VRENscEt04AamOCW2+p6q8udSP63hxySbq1gAMwLrUpItICcw4f4EE7NpdcoPoQgmqBQBXCXvT3xHSO21JEWgLvqqrrot6bLJGgVuL/OsAXqrqbY90RqrqDiHwLnA/MxwTznE2QE2lK5dw3UT3UIBKRnVV1uGudqkaq99fjex5LoN4Giv8D7G43DQWeUtUCD9rvAf9R1YWutVJor5f65zEdcL0LgapycZAq9bs6YR2Kaaq6yqPmIcD9QJaqthWRbsBt6jiVP660U6vdW1W/T9q2q6o674iYwiX3KqUuubtU1aVLLjZE5BZgIfG45GIhjtRTERmGcY29gwmkxVIvT0Q6YoJ6JwGrfR23Y5yrfArMwbjkugO5mPl4V9fagepDSP8MBKoWRwDbA4luN3PFFOX1gl0pugyz6n2OPbF2UtVPHellA8dhVvc/wdTs2B2Yhln1XexCN4mEtX2tDWIuAVp40H3GukhuxDi36gA3OdasX8F9NV0Ki8hVqnovcKKInJB8vw93gZ2kXcX6qb4+6rPMtbU6XrO3+2G6kjolGqgHXsR0pXwN8BGof9Lq/c/ePtluO8uD9t3AWDGd1LzWDQTWiEj3RD0WEelB6XHGNWki0kBVl1nthlSduZ6zznFxIiJ3AfcmuQMvV1Xn3X2BW4AdgCEAqjrOOudcE1faKZhOyskX+Y+l2OaCKRiX3H1JLrn/E5Hdy/mbSiHFIsUQTHMM54sUmJqFYOZoCRRwuq9Zd9567g8f7jziST39EjP39e54Kcchd6hHh1ycc5VjMS65+1V1uXXJXbmBvwkEylBVJlqBQMCQr6oqIonaLLU967+IqQGVSFOag6ml4SSoBrwCFGBO4JdjCqU+jqmN8xJwsCPdKJ/aFcj7MMFMxaSBOkVVExpDcTwxjTBKRM5W1WejG0XkLMzn7pJEvbhRjnUq4nVMvcCDMReEpwKLPGmfANxMaTH1b+0218QZqO+VtNI7WEwHOx+8DNwDTKS0ppovLgHeFZG5mEBSc8zigQ8eAIaL6fALpibQnZ60N0SlXyha59DXqrpXZT/3X+BAVb0ucUNVl4lIX8BHUK1AVVeIlIlXOt/fVXWyiFyNqROJdZM47RwuIjtj5iZNpGwd1hwg3aV2hFPKc8l5WBiKbZFCVeOq/RltnJWNOZ5V2PynEvmA0vM12MC1Yw5X9/V81yPJIXd2TA652OYqqrpWRBZirj2mAIX2/0BgowlBtUCgavGOmEKd9UXkbOAMTGFYX7RX1eMSTiJ7onHpLthGVTuLSAamk9gedvuXvi6+VfV2++t71gKeraorXOuKKcJ6FCaFJNpNy+WE6hLgAxHpR2kQrSeQhZnQuGSgiDRJroFi3WO+0qUaqerzItJfVYcCQ0VkpA9hmybT34dWEnEG6otEpL2qTrPa7fBX5Hqtqj7qSasMqjpSTGOORO2d3zy5SVDVV0RkFKUNGY5Uz10KK6DSzyWqWiQixSJSz8dxuxzSRaSGquZBSe0lp40pIvwsIifaMXQELgZ81KcsSTsFfKWdZmEc3RmYDtYJVmJqofogTpdcbIsUcbnkVHVJ0qaHRWQ07l39Tuu1VUFic8hFiG2uErNLLlBNCEG1QKBq0QRT8HYl5uB+E6YTjS/y7QVB4qTWnkjqlAs9AFUttK6OKN46TInILkSCWyKCqr7iWPYjTHrBaNy+xyWo6gJgFxHZC0jUvvlMVQd7kH8UM3F7P2l7b2A/zITdNYkLgHliOr7OxdOqt4hsCVzB+kFU16mncQbqrwS+EVNYXIA2mLQxH3wnpujwx5RN/xzjQ9xebE7yoZVCezLgNZBmHWMXq+pDFTzs3Qru+yesBibaNK1oV18vBesxDthBIvKivX06xinpg4swdc3yMOlaXwG3V/gXlcMteE47jSyEvKSqs1xqJVNFXHJxLlLE4pITkWiwMg0T+PBy7RpT6mkXEUnVSVaMtOY40o3FIZdEnHOVWEvvBKoHoVFBIFCFkBSFnMUW0Pek3weTsrINMACzSnOaqg5xpLcQeAszYTjO/o69fayqNnOhmzSGV4H2wDhKJ6jq+oJMPBV1ripIBd3DRORnVd3WwxgOBr4DNse4C3KAW1X14wr/sHK0xwNPYYKoJRdCPtIs7Pd6P8z36itVHehaM6Jdg7KOLS8BZDFFppNRT/XzNknENl+JQTdlh0CfThMx3Xz3sTcHqupXvrTjQER+VNWdJNIEw/VcRUQeVtVLROQTUgc7nLnkxHT63BNTNuCpyF2rgE9U1XmqmIjsg3HRlFmkUNVUx7rK1h6fXLQ91TYHutHXVgjMxNS9ct7pVkQaRW6WpJ6qqjOXnMTUVCbVtUccxDVXkdLGYYmuxrWB4b6uvQLVgxBUCwSqACLyH0wHyHaYIv0J6gI/qOpJHsfSCNgJc1L7UR02CyjvYiiBj4siEfkFk4bq9WAoIs8Aj6nqRJ+6cSEiv6jq1n/1vkrSzsZcDHXA1Nh6XlULXemVM4Zyg4rVFRH5HlMz8DvMccxbV8SAf0TkIYyb5W3KOsacuwOtw7q1j4vtqkRcDlgReR4YBFyDKWNwMZCpquc51OyhqqNtgGs9rJPNKSLSxrdLLkk/rkWKMcAxSS65/3MdiBGRtprU/VFEeqmql7INKcbj9DweY1CtEFib6i7cOuSqBCJyBdAR04ziboxL7g1VfSzWgQX+VYSgWiBQBRCRekADzMH8mshdq9RDy3IRaQMsT9SksemBhwOzgMdVNd/1GCJjScO00U5lgXeh9y4mbWmeJ72JmFX2DMxJfDomdScxeamWK2MiMhS4UlVHJG3vBTygqs46p4nI25jUz++AA4FZquq1vpmI3AIsxBQ+jqYjOv1+i8iRmALiTTH7mLdJspiOgLvZn50wr/s7Vb3Ug3Y9TGOIxH41FFPzyUe9xCOAwZHjaX1gT1X90LV2nMTlDozW91JVX/W9EJHvVbW3iKyirHPK53csFgesmE7h1xNxlWBqMq1zrJsOvKKq/VzqpNCN0yW3t6oOtsfy9VDV5JIKLsYQi0vO1k87VFXn2Nu7A0+o6nYuda1WqtTT/7h054nIdap6l6vnr0A3lmCe1Y79OGrHEZujP1A9CEG1QCCAiPwEHGHrCHQDvsYE+Lpguou5rpvxBsZJVASMxKTlPaKq9znUTEyO6wLdgBGUDXY4mSTbAGa5xLkK7hIR2QHTWeolyjZJOAU4XlV/cqg9MTEJF9MUY4TvVAdbnyUZdVyfBRGZChyiqr9s8MFu9FsAe2ACa3sBf6jqAR5038PUNEu4XU8GuqpqygvTStYep6rdkrY5vWhJcUFShursNLAX3nsDQyKpiJtEev0m7IDd2/NiX2wuORG5VVVvltKafUnSeoYr7aRxeHfJ2UW3/wGHYJpB3A0crKqzPWjHmXqaqsnOCmCUqn7kQC+2oFogUF0IjQoCgQBATVVNNAo4CXhBVR+wrrFxHvS3UdWVYrpSfoFx640GnAXVMM6GOGgKNFbVL6IbbU2ehRh3YLVDVUfYwNoFwGl288/Ajqq60LF8SYcyNU0xHMutj6q29S5qWBBjQG0asBh4A3geuEhViz3Jt1fVoyK3bxWRcZ6001JsczrfUtW6ACJyOzAPeBWz4t4PaOFSO4GINAPuAlqq6oEisg2ws6o+71i6QFVXJH2vfe1niQvgN1V1uC/NCJ+IyPn4d8DG1XgFjFvqBxH5mLJpxg+6ErQBtXTgHN8uOVW92f56W4pUSKfnlQpcch3ENHRy6pJT00n5YkyN33XAvqq6yKVmhDNSpZ560s4GtqK0uctRwAygq4jspaqXVLKeqyYyG00cx9Gq4pILVA9CUC0QCIA5gSTYG7gWQFWLPQUgMsW0bD8ck25aILattkPmAM1U9YfoRhHpjbkodcU9pO6AOBmTXlGdC6kvATokBTt80FVKO2oJUNPe9pmmVQu4DFP36RwR6Qh0UtVPHUuPsumvH1L2ott5yhCm42tv4ARMZ62hIvKt2ro8jskVkd6q+j2AiOwK5HrQBfOePwg8YW9fQKk70zWHJqUnPWlTBJ0V147wEuYYdr29/TumvprroNrPInIikG6/VxcDwxxrRhkN3CginTDBrbdUdZQn7URd0isj2xRTn9Ul72LSTp/DY6duyzT7k4ZxmntBVYtEpI2IZPl0yUV4D+PWivJ/gEun4h7AYIxTLBll/W7elUKKNNtaGKfW8zaY5zS12/J/IrJe6ingPPUUkyWyq6oWWe0nMeUremPqwlYqiZRT3w65JLwfR1W1t/0/dPoM/GNCUC0QCAAMFpF3MMGkBphJVCJ1y8fk8WmMtX488K1NkXRdU+1hbPAwiRX2vlSTyMqgbqoUT1WdJSKNHWlWCeK6KFHVdF9aFfAiZtK4i709B3Nh6jqoloMpQLxfZJuzi6EoqvoI8IiI1MEEkm8BNgN8fB7nAa/Y2moAyygNQLjmIuBGTEAJYCAmsOaDNdbx+xbmcz6BiJvHMY1V9R0RSSzKFIqIj4DLRZhAXh7wJra+lwddoKShzssi0hDjKLlHRFqrakcP2nE5YAtV9ck4hFX11jh0Ld5dciKyFbAtUC/JMZaDcTQ5I0aXXFyZBFHOAz60NRsTqad9PWk3AOpg5qMAtTGdR4tExGXarW+HXAlxHkdjdhsHqgkhqBYIBAAuAY7DpAn1VtVEulxzSl0HzlDVRzGulgSzxDRLcEkzTdF5U1UnisgWDnUbVHBfLYe6VQXvFyVVhPaqepyInACgqmvFgw1UVVO5Ip0iIi+p6mki8gBmZb0Oxjl0E2a13QcrVbWriOQA2PRyLwEIVV1D2YYzPjkReMT+KPCD3eaDNWK6RyuAiOxE6UWhM1R1LXC9iNxjbsbWZbYD5oK0DeA05bqCtDzAixM1lrRTKKl1lapZgA+XdxwuuU7AwUB9yi72rQLO9jQGry65RI06e8yep7YBhpguv81caKYYQ5ypp/cC40RkCMZRvztwl4jUxtQ8doVXh1w5eDuORojTbRyoJoRGBYFAoAzWJdZRVb+2KWvpri9SRKQ/xsmzCpNOsj1wjaoOcKg5pbwVMBGZqqodHOk+hUmDvEHtAdgGV24FmqvqOS50qwoicnOq7TG7D5wjIsOAfYAfVLW7iLTHrIzu4FDzQIwbcxu76WfgHlX93JWm1R1jX+PRmG6fC1zqVTSGpG1Oi7pLjB0CqwJiuuU9BnTGNIloAhytqhMc6/YCXqA0yLECUw/JS8qtiNwLHIEJtrwFfKiqyx1rxlq8XmJqvGK1o9/hbIyrpVBVr3KtHScisrNvJ03EJXcvZVOMczDdvLd1rD8K2CXhbBeRLMw51FltsxTH720wWRzLwN9x3GaKJOYHI7W07rFLzd+AHbS0c3U9TGOnTuK+2U70OPo28IHr42iKMSRccsdjSnU4d8kFqg/BqRYIBEoQkbOBc4CGQHugFaZuyj6Opc9Q1UdEZH+Mk+tkTKFtZ0E1TN2js1X12ehGETkLt/WPLscEDqdKaeH0rsAowGmX1apAInhmUwJR1dXxjsgbNwNfApuLyOvArpQ2bKh07Hf5XOAqzL4Fptvqf0VkM1V9xpU2UEtEtse4EluJSKvonao6xpVwnKlSmGMWxJi6JKaA/JMYJ25nEemCqbN2h2ttVR0jpjtiJ4y74reI69klzwPnq+p3UFIX80WM68IpdkFkFaYhw2LXegkSaXmpnKgi4rxmZYxpp6QIlv4gIiN8aMfskjtPRH5JBBpEpAHwgOMAatwuuYxoqQhVzbeBNZdUhdRTMG7IRZhr9Q4i0kFVv3WsGZdDDkwwzetxNAVxuOQC1YTgVAsEAiXYIM8OwE+JFSkRmaiqTguzisgEVe0iIo8AQ1T1Aw+rYs0wNu98SoNoPYEs4AhVne9K2+q3w1z8A/ysqtNd6lUVRKQzJvjQ0G5aDJyiqj/HNyo/2NS4nTCT1R9dTh5FZDImlXtp0vZGwPequrVD7VXASMo2QEmgLi9AReQwTMOTQ4GPI3etwqR0+Cxg7x0RGYpxlDwdOYZPUtXODjVTpiAmcJ2KmOpckcqp6FDf+TnyryAif6hqa0fPHXfaacJNkiANk4L4qKp28qAdm0uunP3c6TwpouPdJWd1BwKPqerH9vZhwMWq6nqht9zUU1Wd6UH7HkxJlp8p7WSsPlxycTjkItqHYgJ5AENV9RNPurG75AL/foJTLRAIRMmzK4EAiEgGKVZlHTBaRAYAbYFrRaQupRMJJ9iUtF1s7bbEBednqjrYpa5NkUowx/5fP7HdpYunivAMcJmqfgMgInsCz1JawL86swemNokCmZigriskVX0jVV3ioZTbVE/OjfVQ06Hso7guAqGk0+gtmNXuDEq7zDpPjQNqqeqIpM+40LFmwsHSFPM9ThxD98LU0nPVITBxLB0qIk9jmhQo5mJ0iAvNchgjIr1UdaRHzYpw+QWPpRtkEqOtlmD27RnAmR50Y3XJAWki0kBVl0FJcNHXdVwcLjkwzQJeF5HHMZ/3bOAUx5oJ3qXsvKTIbnOWehrhcEx3cJdNCcojDoccInI3Jpj3ut10sT2PX+dam6rhkgv8ywlBtUAgEGWoiFwH1BSRPsD5gI+VojOBbsB0NQXcG2G6BfrgYOAFj06pByq4T4FYghEeqZ0IqAGo6hCbWlCtEZH/YVIL3rSbzhWRfVXVVVfIlSLSVVXHJ42jK8a1Vd05x6bAlsHDRSCYdMRLMRf/PrpfRlls6/Ul6jUejakH5IxECqJdGNlGVefZ2y2AlxxKJx9Lo/UafaZh7Aj0E5FZmOYriSCq8/TTcnD22uNOO7XasaWeluOSq1fOwyubB4DhIpLozHgMcKcn7S5R546qLrMp/k5R1WnATjGVi4gj9TTBdMzCm9egWnkOOcB5UA04COimqsV2LC8DYwHnQTVVfVpEDhUR7y65QPUhBNUCgUCUazABromYekyfY+p/uUYxxWAPBm7DtA93Xf8owS/AM9aV9yKmeLyzjnWq6rqraVVnuojcSGn9qZMwE8jqzt7A1qolzSlexkxcXXE58LGYQubR9OZTMe+5S67emAeJyHuq6upC/NPI79mY1A5faSwrVPULT1rJXIBxg24lInMwLh7Xn3eCzRMBNcsCwEkaIlSpY+n+vgVFZCKpg2eCp+6IKXgI0yXSKSJyAfB6kmvqBFX9n2tt4nXJvSKmcH9i4e1IVZ3sQ5sYXXIichCmVEZ2woGrqrd5kF4kIocmpZ76cjKtxdQ2G0TZ7roXO9Y9nPgccmBq9yUc9r6C1XG75ALVhFBTLRAIxI6Ytt3FwN6qurWdJA9Qhx2eUoyhE8YddwLwA/Bs1FHlSLMzJphYEkBU1VdcasaN/WxvxaRBgmnXfktisl5dEZFPgQtUdZa93QZ4XFVTpVFVlmYzTJAlUbtvMvCE63qBG4uvekBWKw1TS855mrGI/BdIx6TCRS+IvKV2W/dnmjru3Jyk+TjQkVI35nGYVOCLHOmdpKqvichlqe5X1Qdd6JYzlt6YrtkvikgToI6qpuqQWVl6bSq6P3Gc8YmIzFbVzT3ojFPVbknbvB1L4sT3fhbRPQXjGCrjklPVV8v/q0rRfQqohUklfw44GtON0nkg0zp+XwdaEkk9VdWpHrRPTbVdVV92rPsFcIxnR2BC+wTgv8A3lDZJuEZV3/agPYGyLrl0YGyMbuPAv5DgVAsEAiXEWAtoR1XtLiJjoSS1wJfNPnEC3cr+LAbGA5eJyLmqerwjzZuBPTFBtc+BA4HvgWodVLPBM9errVWRusAvtv6OYlZFR4nIxwAuChDbuoE3VfQYx26xDeFzVa8jpuaXD3a0//eMbHOa2l1eYCni7HAeYFLVC20B+93spmdU1WXdwFr2/7oONTaIPZb3xHRKfBGTtvUapsOvE6JBMxtg66iqX9ti6nHN7X19n9NFRCKu33RMgyHnxOmSi2M/SxCjS24XNU2sJqjqrSLyAODFBRxn6qnr4FkFxOWQQ1XfFNN1NLGYfrXnBcD6xOCSC1QfQlAtEAhEiasWUIGdGCcmyU1w3KgggYg8hCm6PAi4S1UTRYfvEZHfHEofDXTFrIadbl1FrznUixUReVhVLxGRT0hx8eUiqFTFqDC4FSM+iud7R0wH0kSalgLz2ci01H9KTGmJsQaWEqjp/uijWD3AFlbzVhHpo6oDPekmcwSwPTDGjmeumGY7zrF1A8/BdFNuD2wGPAU46Y5YRdJOvwTets0pwJSq+NKT9tmq+kTihl0APBvwkXoa235maQisSbjkRKStB5dcrv1/rYi0BJYALRxrluA79VRE3lHVY8v7nnlwTn1M2a7ZzpGyzbsA/rT/txSRlp4c3ncDY0WkjEvOg26gGhGCaoFAIEpctYAexXRCbCoid2ICTjd40p4A3KCqa1Lct0OKbZVFrqoWi0ihiOQACwHnqTMxkkgTuT/WUcSEqg5N5SjxmZ5X3tBi1HbWpVBVYwsyiUg9TNH8kqLHwG2OazXe6uq5NxbrUrsH4wgUSp3OOY4kD6C0iPU9QFxBtXxVVRFJLAr5bLxyAeY89ROAqk4REZeOzIMdPvfGcjUmkPYfe3sgfmq/QowuOWLcz2J0yX0qIvWB+zDBRMV0C3dOeamnjmX72/9j+Z7F5JAbBUyitF5ddF7gpXlXFXDJBaoBIagWCASifCMi9+G5FpCqvi4iozGr6wIcrqq/uNSMrI6NBzolViEjYxrj8iIYk/pXHzNBHA2sBoY71IsVVR1t/x8a91jiwLejpCogIv1V9ZEKtjl1jtnUrI6UrVnoo4vZC5iLhGPt7ZMxF6JHuhIUkatU9V4ReYzUDgcfKdf3Aoe4PnZXQd6xrqn69nt+Bp4u/IE8NV0JARDTcMdl98/Y007tYtRLwGBVdekmT0WcLrlU+5mvYGIsLjlVvd3++p6tS5rteF4WxXvqqdpGL5Haqzl4+F7F7JC7DBOwzAXeAj7wlWpbRVxygWpCaFQQCARKsNbnZFRVnawUSdn29KmEl1Z0/z/UrqgJgbPXXM5YtgByVHWCL824iLFuX6yIyDisoyRRUFtEJqrqdjGPy1mBbxEZo6rdk7Z5KSguImdhVv03A8YBOwHDfXyvJXUh9fW2VbLmIar6SVwFru0YflBV5/WdInp/Ag9ijiGX2t9L8FFHLjKWPsB+9uYAX6moInIvsBw4BbgIOB+YrKrXO9YtWSRQ1fYi0hF4SlWdLxKIyKEY51KWqrYVkW4YJ6jzEgJiGp6cS+liyEDgOVX1Ui4jsp8J8JXH/WyEqu6QOKZbl9xwl8EWG7Rdo6qLRWQnTHOjqar6oSvNJP2fVHVHEfkRsyCyBPhZVTt40D4X09BpHaVBLmfzJBFpoarzpJwGKOqh8YmItAOOBw4DZmHKsYxzrFlMBS45n9cBgX8/wakWCARKiKEWULQ9PZROHhJ1kJwFWmKqe1SCiAxKXICo6szkbdWYuOr2xY1XR0mCONxiYrp4nQi0FduIwVKX0kLArumPSeX4UVX3EpGtgLs8aeeKSG9V/R5KAsm5G/ibf4SqfmL/j6vANRj37dvAh5R1OruqsfYspbXkor97R1UHisgYTMqvr30cTN2fM4GJmGDP5/hxL/lOO41ys9UeYrXHiUhbH8JxuuRE5B5VvZpImnNkm2u8uuRE5EbgNEBF5C1gX8znfZCI7Kmql7jSjhBb6ilwBdBZVRdv8JGVQFwOuaQxTBeRj4CaGHf3lpgFMZfE5pILVD+CUy0QCJQQRy0gMVGGzVX1D1caGzGGXTBFr0smEarqpAuniGRj6nR8g+n+mQgo5gBfqupWLnSrConV37jH4ZsYHSXe3WJ2tbstpvhvtNjvKmCCqha60o6MYaSq9rIOwR1VNU9EflbVbT1od8V08U10EFsGnOrDiSqmycvVmK7C0bRXHw69F1NsVlU9w7V2RYjItap6t4Pn/RS4RlUniUgLzIX3KEx69zOq+nBla1YVIi6esaq6vV0kGOM4TSyh/aOq7hQ9jtkUPR/acbrkUh3Lvbxuq+XNJScik4FumLnSH0BzVV1r97NxqtrZlXY546mBx9RTEfkS02F1rQ+9iK5Xh5zVjDrUZmOCW5+pqtOFqArG4MUlF6h+BKdaIBCI4r0WkKqqiHwGxJIGJyKvYi6CxlHqnFLMRbELzgUuAVpi65NYVgKPO9KsSsRSt68K4NVREqdbzK52zxKRfsBcVV1nx1QTk44506W+5U/rMvgQGCgiyzCTZaeIKVx+sqp2tav9qOpK17oRXgfeBg4CzgNOBRb5EFbV033o/A2OwQR4K5u2qjrJ/n46MFBVT7G1pn4AHnagCVTYhRPw0iVwqIhcB9S0wZbzgU8cayb4WUROxDQN6AhcDAzzpO3dJSci/8G8v+1EJBGYF6AOZj9zTgwuuXWqmg/ki8i0RHBJVQtFJN+RZgnlpZ5izic+uBYYJiI/UXae5Lo2pleHnGUqpmHYR5h5cGvgP1LabdV5Gn9MLrlANSM41QKBQAlx1AKyGi8Dj6vqSJc65Wj/Amyjng+GInKRqj7mU7MqIJ7r9lUlrIsIVXUe5KgibrFRmGLP+fZ2FvCDqvaq+C8rfRx7YFxjXybG4ljvR1XdybVOOdqjVbVH1MGScO150N4SeBJopqqdRaQLcKiq3uFaewPjcuLMjJ4bRWQQ8KyqvpV8nwvKq32UwHUNJDG1xc4k4lzC1BbzkdJeC7g+Sfv2RPDesbZ3l5zNIGhAimO5Oqw7mzQGry45EZmOCfAIpgHKlYm7gHtVtb0LXatdknqKcU0lUk93BMb7SD0VkRHA95hFuOLEdtfp/XE45ETkFipeIHDW2boquOQC1YcQVAsEAiWIyHDgyqRaQPer6s6OdX8FOmCcJGsoLV7vI53jXeDiRE0JX9gAw3mUptoOAZ5W1QKf4wi4xaY33wxcCKTZzUXAY6p6mwf9dqzvFmumto6fY+1UQfrxqtrVoWadDdVE2ZjH/MMxPAm0At7FHM8Ap7XFotqJi/6vgEeBucD/ubwIjWgPxVz8Ph0JOEzynaqVYlzrBQQq6Xk/AQYAczC1Ituq6nL7HRvlI9XYjqM5xj2lwEhVne9DtyogpsPvcl+LYiLyPDAIE9w6CuOSy1TV8zzpdwV2sze/U9XxjvVKXHLAtMRmrEtOVU9ypJsqlbwEl67YqpB66rpEQwW622OyU3w75GJBTKOCqEuuzHHEh0suUH0I6Z+BQCDKecArdmVUMGlip3nQ3d+DRhnsBZFi0uEm25XB6CTCdY2U/wGZ9n8wlvMngbMc68aKiDTDFIxvqaoHisg2wM6q+nzMQ3PFpcCuQC9VnQElga4nReRSVX3Isf47wC6R20WYYI8Pt9giETlUVT8GEJHDKO2y5YqPxNRR+wgYraprrHY7YC9MavuzwP85HEM2plNc1H2pmJRn19xhj9+XA49hajVe6kEXoJaqjkik7VicOyI3AtnwQ/4WZwK3YTpBHqeqy+32nTAXps4R0+X2JmAw5nU+JiK3qeoLjvRiSzsVkZuAd1T1V1vj6gugK1AkIieq6teutCNchHHJ5QFvYl1yHnQRkYsxHVcTx5HXROQZx473NzDvs1eXXMyp5LGmnlq+EJFzMCnV0Xmpa2fi05hjSRmHnA9E5NEUm1dgFig+ciR7G6XHszqONAKbCMGpFggE1iOOWkAi0hvoqKov2jS5OokghCO9PSq6X1WHOtLNsJOz9Rw7rl08VQER+QJzwXm9rTuVAYxV1Vhq6rlGRMYCfZJrlNh9fIDr1eg43GIRnfaYGl8tMRf8s4FTVHWqY92+QD9MMLMBJrDzG/AZ8LxrJ4+I7KqqP2xoW3XDfrcvBN5V1e4icjRwpqoeGPO4rlNVZ51fReQYVX13Q9scaf+GSbFeYm83AoapaidHerGlnYrIz5h6T2oDDidiAppbAi+r6g6utMsZj2+X3ATMAlRioaA2MNyHo9/qeXXJWU3vi3Bxpp5GxpBq7qvqsGGA1Y3FIWe1nwG2wiz6gXGCzgAaAdN9pN0GAv+E4FQLBAIl2NXfo7CdMKW0UKjTNDURuRnoCXTCBFwygdcwF8VOSATNJEWxXRG5B9P51AUjgO6Y1fX2qjrNarajtFFCdaaxqr4jItdCyepvdX7dmckBNTB11UQk04N+HG4xAOy+vZOI1LG3vbSqV9XPMY0g4uIxzHd8Q9sqjXJW+UvwlL5zAfAMsJWIzMFcEPVzLSobqOXmMqBmuZbSC8GKtrlgCaZOYoJVdpsTokGzGNJO8yMBrP2BN1W1CPjFLs44o4q45ISyc4Qi3LkwywrH45IDeAm7CGdv/45pxOLS2T4UOMT+/m3k98Rt56iq0+YXFRCXQw6gC7Cr/U4nyih8h2kSMdGlcEwuuUA1IwTVAoFAlI8wJ5LRRE6oHjgC2B7bDVNV54rpoOaDPkByB6sDU2yrLBKT4CswnTCn29tbYDrIVXfWWDeFAojprOWlTX1MVJQu4iOV5DzgdRF5nIhbzIMuACJyELAtkO0rSB8XIrIzJtW2iYhcFrkrB0h3LH8epnPzO5g6al4utpM4HBPM/AZTP3ANsK+Y5gnjHOo+i63lBqCqE0TkDcBpgwQRORDoC7RKuijLwV/a61TgJzGd6xRTcHtCYv9zVRPId9qpJU9EOgMLMKncV0Tuq+VQF+A4StM8T8Xs302xLjnAR1DtRcxn/YG9fThug0tRzgJ2jLjk7gGGYxYLXOJ9ES7m1NMS7L6+DaacAACq6qorfYIT7P/XRrYppqaeaxpgUjAT88HaQENVLRIR19cj2aR2yXUVkb2CSy6wMYSgWiAQiLKZqh4Qg26+TelIBFpquxaU1G3qwdRYG+ZQOnrB/TSlF9tFmMBiqu6Y1YnLgI+B9iLyA9AEODreITmlq4ikSqMWIpNlV8TlFgMQkacwF7t7Ac9hPucRvvRjIAtzUZCBOY4kWIn7fbwFcAzm4r8Q4+b4v0idLx/0tD8fY/bvkzBFoM8TkXdV9V5HunHVcpsLjAIOxSxEJViFvzp20ygtIA9mYQzK7n8uuBLYPjntFHAZVOuPqYXYBHgoUqOyLzDWoS7E6JIDEt1Wf8Q0NOptN5+uqq5fd8kQiMclF9siXByppxHtm4E9MUG1zzELvd8DToNqMTrkwKTajhORIZh9a3fgLns94DpoHZtLLlB9CDXVAoFACbamwWOq6vUkIiJXAB0xrrG7gTOAN1ymFkhMbepFZB4mVSnlhFQdtg+PExHpBcxW1fn2IuRczGrgZOAmT+kFmyRRt1himw+3mIhMUNUukf/rAF+o6m4b/ON/MSLSxmVtqY3Q3ww4HhPAvlpVX/Wk+y3QNxG4tZ/3Z8ABmKYR2zjSjbWWm03jzgBaq+pvPjTjRkSGAXvagu6JbtZDVHWXiv/y34mI/Ihxay3A1GfsEQnq/aqqW3kYQ5z1ri7DOPSiLrmXVPVhx7rdMW64zhgnbhPgaFWdUOEfVo52bPVfxTQE6Wr1utoA32uq2seDdhwOuYR2C0xKOZiU8rmedH8DdlDVFfZ2PWCEqnaK83sX+HcRnGqBQCDa0SsDON2mJOZhAj/quhCuqt4vIn0wjo4tMUGWgY41V2BWPE8QkXSgGeb11xGROqr6hyPpedU1/W0DPA3sa3/fBVMj5SJM6/pnqN5utdiI2S22zv6/VkRaYmo9tXApKCINK7rfU/D2OTGF6pfbMTUA3lJV512O7UXoCZgFii8o66ByTVPKlg0owNQ5y3WcvpOqlttJDvWSOQC4H+NUbCsi3YDb1GEHaRF5WFUvkdIu1mVwqW2JJe0UYnMQxemSSzBIRI4C3o+45pwTp0tOVceIaSrVCTMf/U1VC1zrWuKs/5qrqsUiUiimcdhCYHPXonE55CKkAYswc/EOItJBVX3UsYvTJReoJoSgWiAQADg47gFgLNY1MRN0b045EbkQuAWzAp1oIa4YO7gTSUfPW9VJjwQ0jgOeUdX3gPdEZFx8w6r27BJxi90qIg9ggi0++ERE6gP3YeolKqb+lUtGWx0BWgPL7O/1gT8AH+ktjaNpl6q6TESauhQUkduAg4BfgLeAa1XVV12vBK9TGmgBU+D7DXthMtmVqKpOx9Ruqw2kqeqqDf1NJXMLxl0xxI5nnIi43s8S7sP7HeuUR1xppxBD8XpV/QlTcyl5u8+mKOdi3KeFIrKO0kXPHJeiNrjzhHXrjHGpVQ47YJtnAd1FxJdzKs76r6PsufNZzDltNaaGnWuOptQhd3rCIedBN1Gn7zjgZ8rOxZ0H1VT1eRH5nFKX3HURl9yV5fxZIFCGEFQLBAJgAkrnAR0wAa3nfV6QxVT0OMElQKdEbRgP7ONJp6qRLiIZdr/aB9NJLEE4F7nDu1sMStwNg2xw6T0R+RTITqRXuCJRE0ZEngU+sBe9iaLyh7vUjlAsIq0TblcRaUMKN1ElcwO2sLL9ucvWGPPiNsaI3G5TphJdm89T1VH2d2ddQEXkLuDeJGfg5ap6gyvNJApUdUVSTTenn7eqJhyI3VT1keh9ItIfd92rE/pxlimIzUEUZ50tVfXVvCkVcbnkXgXaA+Moremm+HFOxVb/VVXPt78+JSJfAjk+Ul6JySFnORwzF/fZJC1KXC65QDUhXMgEAgEw3asKMIU5D8RYv/t71I+j6HGC2XjsPrkJ1w57ExgqIouBXMy+hoh0oHp3/4ybONxiJe4GTPMN7ETZ52R5J1U9OzKeL0TEVaH8ZK4HvheRoZig1m6UDSK7IM4C0yXYINqoDT6wcjlQVa+LjGGZTcvzFVT7WUROxCwcdAQuxm2zmyinAo8kbTstxbZKoQqknUK8DqKX8OySs/vU/Zjg0gTgSlWd40qvHGJxyWEan2zjM5CXIM7UUzER+n5AO1W9TURai8gOquq6dENcDjmA6UAmfucJQLwuuUD1ITQqCAQCiMjERPFVW4x1hKp296gfW9FjEXkeM2n6jMjJ3GVNmE0Ve/HTAhigqmvsti2BOqoaR1pJtca6xXZS1WH2dg08uMUi+vdjJuRe3Q1W+ytM4DaRutIP2N1HXTOr3xjYyd78UVUX+9DdECIyXFV3jnsclYmY7s29Eg4HEakJjFLVbT3p18IEWfbDXHx/Bdyuqusq/MN/pnkCcCKmxtV3kbvqAsWq6sQRLSI9VHW0DTash6o6dcjZMcRZvH6kqvaSSPFyERmnqt0can6HcWZ9i+k0u7OqHulKryohIu8CF6vqvJj0d6E09RTwU7RfTPfJYmBvVd3aum8HqGov19qRMWyBP4ccIvIexmU9iLJz8Ys9aP8GdInRJReoBgSnWiAQAONSA0pSKXzrx1b0GFNn6Q9MkekshzqbPKr6Y4ptv8cxlk2BKuAWi8vdAKZY/82YbnWJFecTPOgmXAYH4N9lsDFkb/gh/zpex6SnvWhvn45xX3tBVddigmrXb+ixlcgwYB7QGHggsn0Vxs3khLjTTu0Y4ixeH4dLrq6qJtzF94mItwWoKuCSawxMFpERlA20OHdExpx6uqOaTsZjocR963x+GqNDDkyq7ccedFIRm0suUH0ITrVAIICtR7ImcRPTMGAtni6CxXQcKhcf9VtEpI7VWu1aKxDwRZxusbgQ0833FVV1VsdrA/qxuwzKQ0TG+HQh+8LWzEu4swaq6lcetbcErmB9R8vevsbgm1T7UdS95UE/LgeRd5eciPyKWRBIrHa+jnEpCpggo0PtWF1yMTsifyGm1FMR+QnTJX2kDa41wZxDnH6/qvK5yyVxuuQC1YcQVAsEAps0ItIZ00mtod20GDhFVX+Ob1SBQOUgIquA2kAhpmmBN7eYiAxKTkNLtc2R9veYC4N811optMckXAaRFLHxqtrV91jKG1vc46hOiMh44ClMDaKSgvkRV5cLzVWkbobg9PsdV9pp0hhSOoh8XQDbEhneXHIi8k0Fd6vL4G1yauumdPyIM/VURPphanx1x7hujwZuUNV3Het6P3eJyDuqeqyITCR1nUbnTXZE5NRU21XVm+M58O8npH8GAoHYsatwVwHbEklP8rTS/wxwmap+Y8eyJ6ZIq/N6boGAazSGjnEikg3UAhrble6EwyIHaOVpGNOBH0TkY0pduL5qJRZYt1wiRawJpcWP48Z7br8rROR7Ve2dIsDkM80YoFBVn/SkBcTaCTKWtNMkYiteb9mBUpdcdxFx6pJT1b1cPfdGkC0i21N63KgZve3KJVdFvtuxpJ7aWqgzMHPifTCv+XBV/cWlriWOc1eiKdrBjnXKJQTPApVBCKoFAoGqwOuYDloHA+dhOpot8qRdOxFQA1DVISJS25N2IOCUmNxi5wKXAC0x7p3EBdlK4HGHulGm2Z80jIvGJ49iark1FZE7sS4Dz2Moj5PjHkBloaq97f9xBZgSfCIi52M+8+jFt/NOzyLSOtV2Vf3DhZ6qzgJmAXE2u5gENMcE97wSZ50t2xDjMqC1qp5j6511UtVPHcrOA6ILEfMjtxVwsvBZRb7bt8QhmqiFap1iv3qW937uSjgB7bEFEcnBU3yiKrjkAtWHkP4ZCARiR0RGq2oPEZmQOIklumx50P4AGINJAQU4Ceihqke41g4EXBFxi30D7ElZt9iXqrqVhzFcpKqPudapiojIVpS6DAa5dhlUkA4IgEfXlndE5FHgTVUdHpP+jBSbVVXbedCeGLmZDbTFpCQ66XwaV9pp0hi+AboBcRSvj7PO1tuYRYpTVLWzDbINU4edR+NCRBpWdL+PgHWcxFEL1TrkdgKW4vHcFdE/F7gVU6Yi8ZqdHkdFpIWqzhORNqnuTwT6AoGNITjVAoFAVSBRk2SeiBwEzKW0xplrzsCcyN+3t7+z2wKBfzOxu8VU9bEYC4p7TylPuhBcCLwZvc/lhWDC0SEit2PcJa9iPvN+QAtXulWE0cCNItIJ47J4S1VH+RC2F6LXqOrbPvSSUdXtksbTHTjfoV7crkCIyUFkic0lB7RX1eNsXTtUda3t1uicGFxyozGBlVSvTwGXgZaqkHrqvXN2zA45MM1eOqvqYl+CcbrkAtWP4FQLBAKxIyIHY4JZm2M6a+UAt6pqXO21A4FqQZxusTgLiovIAExK+RVEUspV9WqHmjMoeyGYmGAlLoh8OJfWKypdVZokuMYGNY8Cjsdc/Hf0pDtKVXv60NoYRGRicrDNgYbXtNOqQswuuWEYB9EPtph8e4xDcwcP2puMS25TJg6HXET7S+BIVV3rU9dqe3fJBaofIagWCARiw6aonQd0ACYCz6tqoSftCgN2PibJgYAPYnSLxZkqFVtKeZzYC+8ngLcwFwcnABeoarVvvCIiO2A65h0G/KKqh3jS/S+ma/TblG2K4aOm2mWRm2mYboGNVHV/x7pe006tZuwOIhHZI9V2VR3qQbsPpr7VNsAAYFfgNFUd4kF7lKr2jKOjsYi0AtpQ9vz1rUO92FNPY6qFGne38O2BF4GfKBuw9rEINwXY2adLLlD9CBbHQCAQJy9jUj+/Aw7ETBb7V/gXlcfOwGxMitZPVKOueIFAgjgLaxNvqpT3lHIROUlVX7O/76qqP0Tuu1BVfaTdngg8Yn8Avrfbqi0ici9wBKYxxVvA7aq63OMQjrP/XxDZ5jRFLUI0HbMQ+Ax4z7Wo77RTqxl78XofwbMKtAeKyBhM3SsB+nsMAuSLSE1Ku0K2JxL4cIWI3IP5fk2m7PnLWVCNeFNPY+2cHXN699PAYMwCu+9u2dMA7w65QPUiONUCgUBsRNNURCQDGKGq3T1ppwN9ME6OLpiLkTdV9Wcf+oGAD2J2i8WZKuU9pVxExiSOX9HfU90OVA62ptQNwJPBZRAvrtNO43QQVRGX3BHAYFVdYW/XB/ZU1Q89aMfikhOR34Auquo8gFcVEJH+lNZCnRO5axXwrOuFmbgcclanxAXpmzhdcoHqQ3CqBQKBOEm4SVDVQk81dxN6RcCXwJciUgMTXBsiIrd6cpQEAj6I0y12SwyaAEQKaK8A9vIkK+X8nuq2mwGIbIYJIu5qN32HcbT86UPfN6qqInKsqt4e1xhiKOIee/mCctJO57rUJEYHUVVwyQE3q+oHiRuqulxEbgY+dC0co0tuOpCJB1dcKnynngLDgHeAo9U0+jkVUydyJvCGK9G4HXKWL0TkHOATyga2fHR6jdMlF6gmhKBaIBCIk64istL+LkBNe9vL6q8Nph2ECahtATyK6R4XCFQXGgOTRcS7W0xVh4pIMyBRx2yEqi50rQsgIi9jLvyW29sNgAdU1WVnXy3n91S3XfEi5uLrGHv7JLutjyf9OBgjIr1UdWRM+i9iAj6JunVzgHcBZ0E14i9f4D3tVFXbunz+iqgKdbYwwctkvFzHRVxyn9nb9UXkcA8uubXAOBEZhP86W3Gknj4N7GsDarsDdwMXYRzfzwBHO9JN7haeYBWeuoVj5uEA10a2+Uqjz1TVyzb8sECgfEL6ZyAQ2CQRkVeAzsDnwFuqOinmIQUClU7MhbWPBe4DhmAu+ncDrlTV//OgvV4qiev0EhFZC0zFvNb29nfs7XaqWtuVdmQM45I78qXaVp0QkV8xzW5mYRoFJBZlunjS917EfVMvXxBD8frkzr5RVP109n0BWI5pRAKmhl9DVT3Ng3aq44rzdD0R+Q/mM1ZM8DYXQFVfdqlrtb2nnkaPGyLyBKZj9S32trPjuIj0Av4ktUPuFk9B49gQkbswrzUOl1ygmhCcaoFAYFPlJMwFWH/g4kjqqbcaKYGAa+J0iwHXA70SeiLSBPgacB5UA9JEpIGqLrPaDXE/59na8fNvDEtE5CSMgwlM0GVJjOPxgdNOlxuB9yLucZUviDvt1I7Bu4MoTpdchIuAGzFdZgEGUrY5hku8uuRsjd27gDMwwXIBWmNcode50k0ijtTTdBHJUNVCYB/gnMh9Ls9fcTnkyiAinTF1+7IT29RDp3LidckFqgkhqBYIBDZJVDXVJDEQqFakcIs9JiJe3GJAWlIAbwmpL85c8AAwXETetbePAe50KaiqszbmcSIyXFV3djSMMzA11R7CXBQMA053pFUlUNVZItIb6KiqL9rgbR2PQ7gFE+DaXERex9Szc/6ex1S+IO60U4DDMTXrNpU6WwmNNcA1rnXKYZSIPEhZl9zoCh7/T7kPk2LcVlVXAYhIDnC/ve8Sh9oJ4kg9fRMYKiKLMa687wBEpAOmPqgr0iOurOOAZ1T1PeA9ERnnULcEWx9wT0xQ7XPgQEz3audBtSoSNA/8ywnpn4FAIBAIVFNEZDzQJ9kt5jI1LaJ9HyY1LeGaOg6YqKpXuda2+tsAe9ubg1V1sg/dDRFnl7PqiL0Y64kJtGwpIi2Bd1V11w38aWWOoRGlRdx/dF3EPa7yBVUh7VREvgCOUdXVvjQj2ildci4deiLysKpeIiKfkKI2oyd3YG2MS25fu2kgcIcN9LnQmwJsqUkXqXb/+1VVO7rQTdKKJfVURHYCWgADEu+viGwJ1FHVMY40JwHdbMOwX4FzEoFiEZmkqp1d6CaNYSLQFRirql2tw/41VfVSDzRGl1ygmhCcaoFAIBAIVF9ic4up6pUiciTQ2256Jtq9zoP+ZMzFb1XD2WqmDZqejXEuRZ00Lhs0xM0RwPbAGABVnSsi3ro0isggVd0HE2BK3uaKWMoXxJV2mkRsxeuJxyX3qv3/fo+aZYjBJafJATW7sUhEnLpB4k49VdUfU2z73bFsXA65KLmqWiwihdaVuBDY3IdwnC65QPUhBNUCgUAgEKi+fCkiX1HWLfaFS0E7EW+mqj+o6vvA+3Z7bxFpr6rTXOpv4nyEuSD6mlInTXUnX1U1cbFtXTXOEZFsoBbQ2HaXTUS2coBWLrXjLF9QBbpmf41JZy/jIPKE9zpbqppIs2wEfOa5cH5cLrnJInJKslPI1ov81ZFmgqqQeuoVVb3TBqkTDrnEZ52Gqa3mg1EiUh94FpNavBoY7kn7aEpdcqcnXHKetAPVhJD+GQgEAoFANSbJLfada7eYiHwKXKuqE5O2bwfcpaqHuNSv6rhM/6zunT5TISJXAB0xaYl3Yxwmb6jqY451+2MusFsCcygNqq0EnvXo3PJGXGmnVrtCB5GqFngYw3uYi2/vLjkReRGTzv4tplnBl7agvUvNHqo6Wjx3kbZ1697HBEwTQcWeQE3gCFWd40LXaseeerqpIyJbADmqOsGT3ghV3UFERgN7AauAX1R1Kx/6gepBCKoFAoFAIFDNiLrFkrb3Bua5dIuJyEhV7VXOfRNVdTtX2hGde1T16g1tiwMR6ewqGCEidwDDVPVzF89fVRGRPsB+9uYAVR3oUfsi1wG8qoKIFGPSTqGsc8l512wReQjjILo0hYNorape4ko7MoZY6mxF9DMxqWnHYRZKBqrqWR50j8SzS87q7g1sa29OVtVBHjR/V9Ut/+p9gX+GmBz2fkA7Vb1NRFoDzVV1hAft/2FSe48HLse45MaparVu8hOoXEJQLRAIBAKBakacbjERmVLear6ITFXVDq60IzpjVLV70rYJqtrFoeYqKqiX5jjgkNAWoDbGRVOAh2BHVcE2C9gd+COSMudLexfWr2MX6vFUInE6iKqCSy4ylkzgAEyH2d1VtbEHTe8uubgQkQ+B98tJPT3WR2OITREReRIoBvZW1a1tSv2A8hboHI5jCzy65ALVh1BTLRAIBAKB6kez5IAagKpOtJNGl4wSkbNV9dnoRhE5i9JUHidYJ8n5QDsRiU6K6wI/pP6rykFV69ox3A7MwxQYT6y+t/ChvSlhA8fXqOokEWmBaVQwCmgvIs+o6sOexvEq0B4YR6QjJKHIdWUTW/F6qkCdLRFJONT2xNSUew441rUugK0zlXDJnQA8ISJeXHIxcAHwvoicQYrU09hGVf3ZUVW7i8hYAFVdJiJZPoRTueREZAcfLrlA9SE41QKBQCAQqGbE6RazRX4/APIpe1GShamHM9+hdj2gAaa2VrRb3SpVXepKN2kM41W164a2OdJer+ukh06UsSAiP6vqtvb364CtVPUU2/nzB5euxKRx/AJskyrgE6g84nQQVYU6WyLyJsYl9oXvNMzIGLy75OIijtTTTRkR+QnYBRhpg2tNME41J/VHk7SrhEsu8O8mONUCgUAgEKh+xOYWU9UFwC4ishemqDmYejyDXeqWyutMEbkg+Q4RaegpsLZGRPoBb2EcSydQWofKCbYTZW1i6EQZI9GUu30wXeNQ1VW29pcvJgHNMe7EgDvidBDF6ZJLaJ0gIm2A3YCvRaQmkJFwzrkkTpdcXNjzlY9zVsCQ6CLcVETuxHTkvMGTdmwuuUD1IQTVAoFAIBCoflwCfGCDO+u5xXwMQFW/Ab7xoRXhDeBgzGtO1BgrGRLQzsMYTgQesT8A39ttLjmX0k6UYyLbVwLVrgulZbaIXITpvNkd+BLABhsyPY6jMTBZREZQtiNkqL1UidiOjzsmOYg+9+Qgmiwip5TjkvvVgz4icjZwDtAQk268GfAUJqDsmlMwLrlz43LJBaovIpIGzACuwuzPAhyuqr94GkKBdZ2qHU8TjHMtENhoQvpnIBAIBALVlCS32M+e3GKBmNjEOlE2BW7DuMT+p6oD7Pa9gB6qer+nceyRaruqDvWhH3CPiLQC3sd0+1zPJWcDfq7HMA7YAfgpkRLnq5uy1WoDdFRVry65wKaBiIz1kepZjnY/jBOzO/Ay1iWnqu/GMZ7Av5MQVAsEAoFAIFAtEJHuFd2vqmMqur+SxrAZ8Biwq930HdBfVf/0oF0buBRorarniEhHoJOqfupaOy5E5Jjki59U2wKBf0qcdbZE5CdV3TERfLAdScf4qB0Ydcmpant7XHmqOtZqDMSDiNwPDMfUTfQWnLAuuZ2ApZS65AZ5dMkFqgkhqBYIBAKBQKBaICKJdNNsjJNkPGaS3AUYpao7exjDQEwa6qt200lAP1Xt40H7bYyT5hRV7SwitYBhqtrNtXZciMgYVe2+oW0OdFdh04WS78LU4MpxqR/YtBCRe4HlmFTMizBdjier6vUetMcRo0suUP2xx9PaQCGwDo/H0ThdcoHqQ6ipFggEAoFAoFqgqnsBiMj7QHdVnWhvdwZu8TSMJqr6YuT2SyJyiSft9qp6nIicAKCqa0VENvRH/0Zs8fS+QCsReTRyVw7mwswpqlrXtUYgEOEa4ExgIqaG4ueYhgE+yFPV/MShxLrkgisjUGnEfDwdJCJH4dklF6hehKBaIBAIBAKB6kanREANQFUnicjWnrSX2ALmb9rbJwBLPGnn23pHiYLL7YkUz69mzAVGAYdStqPtKkwKbCBQbVDVYhH5EPhQVRd5lh8qItcBNUWkD8Yl94nnMQSqMSIyKDmdONU2R5wLXAYUiohXl1yg+hDSPwOBQCAQCFQrRORNYA3wmt3UD6ijqid40G6Dqam2Mya4NQy4WFX/8KDdB7gB2AYYgKnrdpqqDnGtHRcikolZJG6tqr/FPZ5AoDKxTtObgQuBNLu5CHhMVW/zNIY0jEtuP0zA4SvgueDqCfxTRCQbqIXpFL4npR27c4AvVXWrmIYWCPwlQlAtEAgEAoFAtcJO1P8D7G43fQs8qarr4huVH0SkEabwsgA/qurimIfkFBE5BLgfyFLVtiLSDbhNVQ+Nd2SBwD9HRC4DDgTOUdUZdls74ElM0OEhT+NoAhCDSy5QjRGR/sAlQEsg2kV3FfCsqj7uYQxxuuQC1YQQVAsEAoFAIFDtsGmQ3t1L9uLzbGALImU2VPUMh5qxdz2NCxEZDewNDAlF1APVDREZC/RJDo7b48wAlwXWq4JLLlC9EZFewJ/A0ar6mIicChwFzARuUdWlDrWDSy5QaYSaaoFAIBAIBKoVInIocB+QBfh2L30EfAd8jbkA9cEoYBKQuPCONidQTNCpulKgqiuS+jGEFeNAdSEzldtUVRfZ1GeXXIpJIe+V7JITkUt9ueQC1ZqngX1tQG134G5Md9tuwDPA0Q61z6XUJZdcl9O5Qy5QvQhBtUAgEAgEAtWNm4EdgCEAqjpORNp60q6lqld70kpwGebiIxd4C/hAVVd7HkNc/CwiJwLpItIRuBhTxy4QqA7k/837KoOTSXLJqep024hlABCCaoF/SnrEjXYc/H979xpraVmecfx/DVRmOIyVgQ9KOR9MBxzOCTAmBrQmIKl+IPEESkxqbRscRWuJmoKWmsakRjKmpeiAiKADUcKp0lqaWCpDgQGGU4wSKRVFBUwcBAsDc/fDu7azGGYYJ93v++Kz/r9kZ+/1vHv2de9PLO79PM/NRVX1DeAbSe7uOfsW4Eq2vEvuip6z1ZgF2/4WSZKk3ykbquqXm60NtXvp+iSnDJQFQFV9vqpeT/cX/r2Bm5JcOdmh17qzgEPpppx+DVhPt/tAasHhSdZv4eNJoO8jzlvdJQf0vUtOs2GHJHObfN4I/PvUs743//wT8Mxmu+QuBX5Jt0tO+q25U02SJLVm8N1Lk//JLbqjlx9P8gywYfK6qmpxn/nwm10k1wCL6HaZHALc3XfumKrqaeATkw+pKVW1w4jxY+6S02z4GvCdJI/T7bS+GSDJQXTNrT6NuUtOjXFQgSRJakqSnemaLG+eLP0LcH6r0z8n9xy9A3gr8CO6I6A3VNWvRy1sAEkOAT7KiwdDtHyPnNS7JM8DT23pEbCwqtytpv+3JMcBr6YbvPHUZO0QYNc+h+wkuQ84oqqeS/I9ugm7/zH3rKoO6ytb7bGpJkmSmpFkB+DfqurEkfJvqqo3bmttnjM3AvfQDUlYz2ZHXavqc31ljy3JOuBCuoumfzMYoqrWbvUfSZJmWpJPAKfQDfjZBziqqmqyS+7Sqlo+aoH6neLxT0mS1Iyqej7JxiSv3MK9ar1JshDYBdgjyavYNIFzMbBXz/GfZlMjbdfNnrX+19Pnquofxy5CkvS7o6r+NslNbNolN/ffygV0d3VKvzV3qkmSpKZM7hU7Evg2U8eXquqDPWauoLsg/zXAT6YerQe+WFVf6Ct7qoblVfXdba21JMl5wM+Bq+mGFQAwdVeOJElSb2yqSZKkpiR575bWq+rSAbLPqqqVfedsJfvOqjpqW2stSfLQFparqg4YvBhJkjRzPP4pSZKakGRPYM/Nm2dJDqXbzTSEi5N8Etinqt4/mT762qq6vq/AJMcDJwB7Jjl76tFiYMzpgb1KsgA4p6pWj12LJEmaTQvGLkCSJGmerAT22ML67sAFA9VwMfAsXZML4MfA+T1nvoLuLrUdgd2mPtYDp/WcPZqq2gj85dh1SJKk2eXxT0mS1IQkd1TVMVt5dl9VHTZUDUnuqqojJ2vrqurwAbL3raqH+855OUnyd3TT21bzwvvzvFNNkiT1zuOfkiSpFbu9xLPfG6iGZ5MsYjJ1M8mBTF2g37OdklwE7MfUe7yqOmmg/DG8ffL5L6bWCvBONUmS1DubapIkqRUPJjmlqv55ejHJycAPB6rhXOBGYO8klwPLgTMHyr4KuBD4EvD8QJmjqqr9x65BkiTNLo9/SpKkJkyGAtwA3AKsnSwfAxwPnFpV3x+ojiXAcUCAW6vq8YFy11bV0UNkvVwk2Rk4mwEHQ0iSJM2xqSZJkpqRZCfgXcDc/Wn3A1dU1f/2nHvUSz2vqjv7zJ/UcB7dlNOrmTpy2vL9YklW0zVQ31NVh02abLdU1RHjViZJkmaBTTVJkjRTkqypquPn+WduBO6juzQful1qc2qIe82SPLSF5aqqZu8XG3MwhCRJkneqSZKkWbOwh595NnAa8Gvg68DVVfWrHnK2akbvFxtzMIQkSZpxC8YuQJIkaWDzvk2/qj5fVa8HzgL2Bm5KcmWSI+Y7a2uS7Jzkk5MJoCQ5OMmpQ+WP5DxeOBjiJuCvRq1IkiTNDHeqSZIkzZOq+mGSa4BFwBnAIcDdA8VfQne/2AmT1z+mmwja7KX9VfWvSdayaTDEiqEGQ0iSJLlTTZIkzZps+1u28wcmByT5eJL/Aj4FrAP+sKqunO+sl3BgVX0W2ABQVU/Tw+/6cpLkpqp6oqpuqKrrq+rxJDeNXZckSZoN7lSTJEmz5owefuaDwD3ANcB6YB/gz5Kup1VVn+shc3Mzc79YkoXAzsAeSV7FpubhYmCv0QqTJEkzxaaaJElqQpIneYn70qpq8eTzfT3Ef3oqe9fNo3vI25JzeeH9YsuBMwfKHtqfAh8CXkN35HWuqbYe+MJINUmSpBmTqqHe50mSJPUvyd8AjwKX0TVb3g28uqr+eoDs5VX13W2t9Zi/hE33i93a+v1iSc6qqpVj1yFJkmaTTTVJktSUJOuq6vBtrfWUfWdVHbWttR7zlwH7MXUaoaq+OUT2WJKcwIt/56+MVpAkSZoZHv+UJEmteSrJu4Gv0x29fCfwVJ+BSY6nm7q5Z5Kzpx4tBnboM3uqhouBZcD9wMbJcgHNNtWSXAYcSDdh9fnJcgE21SRJUu9sqkmSpNa8C7hg8gHwn5O1Pr2C7i61HYHdptbXA6f1nD3nuKpaOlDWy8UxwNLy6IUkSRqBxz8lSZLmSZJ9q+rhkbJXAX9fVQ+MkT+GJFcBH6yqR8euRZIkzR53qkmSpKYk+QNgJd30S4CbgRVV9cgA8TsluYgX3/F10gDZXwHWJPkp8AzdsIKqqmUDZI9lD+CBJLfR/c4AVNUfj1eSJEmaFe5UkyRJTUnybeAKuumfAKcD766qPxogex1wIbCWTXd8UVVrB8h+EDgbuJdNd6ox1s65ISR5w5bWq+o7Q9ciSZJmj001SZLUlCR3V9UR21rrKXttVR3dd85WstdU1fFjZEuSJM0ij39KkqTWPJHkdOBrk9fvBJ4YKPu6JH8OXM0LjyP+YoDsu5JcAVy3WXZz0z+TPEk35fNFj+iOvC4euCRJkjSD3KkmSZKakmRfujvVjqdrvNxCd5n9/wyQ/dAWlquqDhgg+5KtZL+v72xJkqRZZFNNkiSpAUmWVNVQO/IkSZJmnk01SZLUlCR7An/Ciydw9r5jK8nOdMMC9qmq9yc5GHhtVV0/QPYPgLuBS4BvlW/yJEmSemVTTZIkNSXJLcDNvHgC5zcGyF49yX1PVR02abLdMtCQhABvAt4HHAtcCXy5qr7fd7YkSdIssqkmSZKaMtSkz61k31FVxyS5q6qOnKytq6rDB67jROCrwC7AOuCcqlozZA2SJEmtWzB2AZIkSfPs+iSnjJT9bJJFTCZTJjmQqUmcfUqyJMmKJHcAHwXOAvYAPgJcMUQNkiRJs2THbX+LJEnSy1+SJ+maWQE+nuQZYMPkdVXV4gHKOBe4Edg7yeXAcuDMAXIB1gCXAW+rqkem1u9IcuFANUiSJM0Mj39KkiTNoyRLgOPomnm3VtXjA+XG4QSSJEnDsakmSZKakuSmqnrjttZ6zF/GiyePfnOA3D2BjwGHAgunsk/qO1uSJGkWefxTkiQ1IclCuov590jyKrqdYgCLgb0GquFiYBlwP7BxslxA70014HJgNXAq8AHgvcBjA+RKkiTNJHeqSZKkJiRZAXwIeA3wk6lH64EvVtUXBqjhgapa2nfOVrLXVtXRSe6pqmWTtdur6tgx6pEkSWqdO9UkSVITquoC4IIkZ1XVypHKWJNkaVU9MEL2hsnnR5O8ha6xuPsIdUiSJM0Ed6pJkqSmJNkF+DCwT1W9P8nBwGur6voBst8AXAv8FHiGTZNHlw2QfSpwM7A3sJLu2OunquravrMlSZJmkU01SZLUlCSrgbXAe6rqsCQ7A7dU1REDZD8InA3cy6Y71aiqh3vMXEh3h9pBk9xVVfVcX3mSJEnqePxTkiS15sCqenuSdwJU1dNJsq1/NE8eG2Fn2KV0Rz9vBk4GlgIrBq5BkiRp5thUkyRJrXk2ySK6qZskOZDuKOYQ7kpyBXDddGZV9Tn9c2lVvQ4gySrgth6zJEmSNGFTTZIkteZc4EZg7ySXA8uBMwfKXkTXTHvz1FoBfTbV5gYUUFXPDbcpT5IkabZ5p5okSWpOkiXAcXSDAm6tqseHyq2qJ4bImsp8Hnhq7iVdY+9pNg1JWDxkPZIkSbPCppokSWpCkqNe6nlV3TlADT8A7gYuAb5VvtGSJElqlk01SZLUhCQbgfuAuV1p0+cgq6pOGqCGAG8C3gccC1wJfLmqvt93tiRJkoZlU02SJDUhyYeA04BfAl8Hrq6qX41Yz4nAV4FdgHXAOVW1Zqx6JEmSNL9sqkmSpKYkOQB4B/BW4GHgM1V190DZS4DTgTOAnwGrgGuBI4Crqmr/IeqQJElS/5z+KUmSmlJVP0xyDd2F/WcAh9DdczaENcBlwNuq6pGp9TuSXDhQDZIkSRqAO9UkSVITNtuh9iO6I6A3VNWvB6whDieQJEmaDTbVJElSEyaDCu4BrgHWAy94k1NVnxughj2BjwGHAgunsnsfkiBJkqRhefxTkiS14tNsaqTtutmzof6KeDmwGjgV+ADwXuCxgbIlSZI0IHeqSZKkpiRZXlXf3dZaT9lrq+roJPdU1bLJ2u1VdWzf2ZIkSRrWgrELkCRJmmcrf8u1PmyYfH40yVuSHAnsPlC2JEmSBuTxT0mS1IQkxwMnAHsmOXvq0WJgh4HKOD/JK4GP0DXyFgMfHihbkiRJA7KpJkmSWvEKurvUdgR2m1pfD5zWZ3CShXR3qB0E7AWsqqoT+8yUJEnSuLxTTZIkNSXJvlX18MCZq+mOft4MnAw8XFUrhqxBkiRJw3KnmiRJas1OSS4C9mPqvU5VndRj5tKqeh1AklXAbT1mSZIk6WXAppokSWrNVcCFwJeA5wfKnBtQQFU9l2SgWEmSJI3F45+SJKkpSdZW1dEDZz4PPDX3ElgEPD35uqpq8ZD1SJIkqX821SRJUlOSnAf8HLgaeGZuvap+MVZNkiRJao9NNUmS1JQkD21huarqgMGLkSRJUrNsqkmSJEmSJEnbacHYBUiSJM2nJDsn+eRkAihJDk5y6th1SZIkqS021SRJUmsuAZ4FTpi8/jFw/njlSJIkqUU21SRJUmsOrKrPAhsAqmpuCqckSZI0b2yqSZKk1jybZBFQAEkOZGoKqCRJkjQfdhy7AEmSpHl2LnAjsHeSy4HlwJmjViRJkqTmOP1TkiQ1J8kS4Di6Y5+3VtXjI5ckSZKkxthUkyRJzUmyDNiPqV35VfXN0QqSJElSczz+KUmSmpLkYmAZcD+wcbJcgE01SZIkzRt3qkmSpKYkeaCqlo5dhyRJktrm9E9JktSaNUlsqkmSJKlX7lSTJElNSfIG4Frgp8AzdMMKqqqWjVqYJEmSmmJTTZIkNSXJg8DZwL1sulONqnp4tKIkSZLUHAcVSJKk1jxWVdeOXYQkSZLa5k41SZLUlCT/APw+cB3d8U8Aqsrpn5IkSZo37lSTJEmtWUTXTHvz1FoBNtUkSZI0b9ypJkmSmpJkSVU9MXYdkiRJatuCsQuQJEmaZ7cmuSrJKUkydjGSJElqk001SZLUmkOAi4AzgB8k+UySQ0auSZIkSY3x+KckSWpWkhOBrwK7AOuAc6pqzbhVSZIkqQU21SRJUlOSLAFOp9up9jNgFXAtcARwVVXtP151kiRJaoXTPyVJUmvWAJcBb6uqR6bW70hy4Ug1SZIkqTHuVJMkSU1JkvINjiRJknrmTjVJktSaPZJ8DDgUWDi3WFUnjVeSJEmSWuP0T0mS1JrLge8B+wOfAv4buH3MgiRJktQej39KkqSmJFlbVUcnuaeqlk3Wbq+qY8euTZIkSe3w+KckSWrNhsnnR5O8BfgJsPuI9UiSJKlBNtUkSVJrzk/ySuAjwEpgMfDhcUuSJElSazz+KUmSmpBkIfAB4CDgXmBVVT03blWSJElqlU01SZLUhCSr6Y5+3gycDDxcVSvGrUqSJEmtsqkmSZKakOTeqnrd5Osdgduq6qiRy5IkSVKjFoxdgCRJ0jyZG1CAxz4lSZLUN3eqSZKkJiR5Hnhq7iWwCHh68nVV1eKxapMkSVJ7bKpJkiRJkiRJ28njn5IkSZIkSdJ2sqkmSZIkSZIkbSebapIkSZIkSdJ2sqkmSZIkSZIkbSebapIkSZIkSdJ2sqkmSZIkSZIkbaf/A1ED/01J1H9QAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Let's see the correlation matrix \n", + "plt.figure(figsize=(20,10))\n", + "sns.heatmap(TelecomDf.corr(),annot=True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 563, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 563, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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7csa6vvzcn39lQQOXTWsac43/Xv7ULXnDB26cu/8tL7gwY1PTef0HZpq+XHXpeYs2ezlloLHc3Q8dd+pgd1759C1zX/qYbYZy6mB7OmiPTU1nslkuaL7y+h+5IGNT020ZjxPXKUvk7oYB3d+Bw62kxl2qzpytI69+/1fzqmduzXs/t7y69u0vuSjnbBw4bL1nb+jP3XtGVlzPzsb48Zvvz1s//s285tmPym9+9BtzNe1rn31eXvPnNywY/4cfc3q+cvfevOczd2RDfyOvfPqWvPrPHlrmN56/PftHJ7J/fDq37TiQVz3r3Dw4PJHxg/cfWt9ON5OuWua2rR06XaNw4hoan1r0C87taPSwVN5ulLes0PR0mTJFfnneaxDXXLE909Pl0R/8MIxMTmZ0sswb/vzLC8YbmZo8+oNhnnX99UVrh7W97XmpecPAUueFXtpmZRr12qK5212vtWW8jWoGWmTPyEReevHZue5TD+XSlZdsy56R1n9AYmxyetGm2mOTXtdlZTo9BxZFmUsfszk/d0itW6u1p7bmxLWur3vRemFdX3ty96wNvYs+V85c354f4uDEtevA4k3adw+15wOVXtellR7u54IejkesW3zePWOteZeV2Tc+ueh52v5xr7WyenX6+K1eoKrkLnCy6+Q8aM4FTnbO0wA6S60L0DlqXYDOMu8CdE475sD2fKuNVe/0tb3p7V745+/truW0NUf/QGuzWeZTt+zIh756b/6/b+/OTffun2t8kiTNMot+sHzn0Fgu235GPnbls/LXr/m+fPyqZ2Viqsy/+93P5uV/8C/50es+m4/ffH+azXJunI/ffH9+9LrF7z+SO3cP5+r3fzWb1/cvaABx+ePPzDUfufmwBi6Nrpkvfr762Y/KNR9deP8bP3xTHjgwPnfb+2+4J1c/9/y5/dfbXctvvuDCtn3BGVqhLItFm6GUZXs+NF8medsnblkw3ts+cUt8zY6VKpbI3Vrak7tAtS23xp2tM3/mT/41n7t990xde/uuTE015+rIsclmimJ5de3HrnxWLtt+RpIsqF9/5k/+NR+68d6HVc8mD9W0lz/+zLnGf8nBmvajh9e0N9+3L7/2d1/P2GQzL3rSWYfNn7/xkZvziPX9c+vfNzKZC04fTH+jK2+6/LEL6tsrL9mWj37t3lz66NNy2fYz2vZFu07XKJy4hsanFn2+Do23vknJUnkbecsKjU838+brF87nb77+5oxPN4/yyIenq+hadLyudLVlPE5cffWuXHXptgW1w1WXbktfd5tyybxLi4xOTuXNl29fkLtvvnx7Rqem2jOg3KVFeru75hpKJDO5dN2nbktvG+bdiely0bydaFNzYk5gHZ4Du2qL17q1Qq3LynTVisPeB776ueenq02vjU1MLT7vTpp3WaGBnvqir433N9rzGQav69Iqx/K5oIdjcol6d6pN43HiWtPTveh52mDDB9lZvTr+2TH1AhUld4GTXSfnQXMucLJzngbQWWpdgM5R6wJ0lnkXoHPaMQfqVtYCy/kV6k7+UvVynLNxIG9/yUVzjU16u2t5+0suyjkbB4762LsfHM739ozOXR+ZOLzJQm93bcFts01XarUiWzcNZuumwdyxc2hB08DZpiWPvvJZ2bppcEHjlcXuP9I+3bF/LGOTzYwc0gBiqQYuIxPTeftLLsqBsclF7z/0c749XbW85tlb0yyTWpGMT01nfKo9X86HVrh///iiub3jwHhbxts3svhzaf9Im75MzQlrfvPVWWOTzTww1J7cBRZ3tFp2tdS6y61x79w9nLd+/Jt56cVn57pP3ZYN/Y0kyZ7RiQw26ofVsUera2cdWt9e/vgz88YP3fSw6tnkoZr20Bp2qZr2vn1jc7cvtcytDxzIOz91+1yTnulm8v/83zvyn35ga975k0/K1+7Zm+lm8r4b7s5/uewxedyZ69v6t+x0jcKJ69SBnkWfr6cMNFo+lrylVXYPTyyaSw8OT7RlvB1L1dZylxXaOTSeP/vCXXnVM7emKJKyTP7sC3flUfPqolYy79IqjXpXfv8zty/I3d//zO15648/vi3j7ZC7tMj+0cUbXe8fbf1rraOLvN8zNtnM6ETrm2pzYuv0HLjUeA/sN+eyMntGJg57H7inq5a9o+05T1uy1pW7rNBpa3py1aXbDvsl0dPW9LRlPOdptMrRPhfUauZdWmXvEp+J2Tc6eZwigqPr9PFbvUBVyV3gZNfJedCcSyt1+jOsq+Uzs1Sb8zSAzlLrUmWdrD/VurSCWhegs8y7AJ3TjjlQ879jNPsr1Ic2GLls+xlzJ7TLWabTarUil20/I4++8ll54MBYTluz/JPw3UMTGZ6Yzns+c0fGJpu56tLzFjRZ+OCX7znsg+VveeGFOXtD/4L1zDYzmW/mS+dj2bpp8Ij3n7Nx4Ij79PS1ventrmXX8PiiDSAOvX762t5837kb829371lw/+Z1vfmJi8/Kmev78rpLzssHv3xPXvSks/I/Pv6tw9bx7lc8eZl7Hzrv9LWLN0M5bbA9X/joa3QtOl5vo9aW8ThxbVqzeO5uGmhP7gKHO1otu5pq3eXWuDv2j+Xyx5851/jvFU/bkus+ddthte0Hv3xPrrxk29x9R2uYfWj9ulQDvuXUs0nmatpk8Rr20Oub1/XO3T7Y05UrLz1vron1B798T/aMTGS6+VAc7/jkbXn3K56c+/aN5U3XfyOb1/XmRU86K+efPpjfevET8uQtp7T9b9jpGoUT1/DEZH7xOefnd/7p1rnn1C8+5/yMTLT+i3byllZZ11tfNJfW9Lbn5bolc3et3GVl1vR2p1F/qEYoiqRRLzqfu+ZdVujA2FTu2j2ad3369oW3t6GBWpKcJndpkaVea+1rdLV8rMEl6pOBntaPxYmt03PgUuNtalPTK05c/Y36ou8D//FPP6Ut4y1Z68pdVqhZlhlodC1oXDnQ6EqzLI/+4IfBeRqtcv++xT8XtGP/WFua/3l9jFbp7a5ly8a+XP74M1McfJnsIzfem55un4lh9er08Vu9QFXJXeBk18l50JxLqzSbZT51y4587Z59aZZJV5E87qx1ueSC09vy+cdOj8eJy3kaQGepdamqTn5nazV9P4xqU+sCdJZ5F6Bz2jEH+sTZMWg2y3z93r351v378+pnbc3mdb1zv0J95+7hueWW+qXq+cscD7Vaka2bBvO0radm66bBZZ98j01N56+/dHde9cyted0l56Wv0ZWrn3v+XGOSPSMTGWh05XU/dF5ed8l5edUzt+Z3P3Vb7t4zkmazzB07h/KFb+9Kf6OeLRv7ksw02fv5HzovV156Xvq665maaqa/MdOw5HWXnJfN63qTHPyizmDvUff7ORsH8vaXXJT33/Dd/OJzHortIzfem998wYULmqjMNnCp1YqcuqaRNz9/+1zzlFc+fUve85k78l8++PX84WfvyCuetiXrersW/fDx2MTC22B1aeaaK7YvyP1rrtieFO3J28Geeq66dNuC8a66dFsGe/ScZWWmpqfz5ssX5u6bL9+eqeb0cY4MTnyzdds/3/pAbrl/fzb0N5IcXsuutlp3OTXu6Wt7s663K6965tb850u3ZXxqem773n/DPXPHsPv2jeV9N9ydt7/kolz93PPzmmdvzfZHrMmdu4fzhW/vyh07h9JsPvTlyc3revNrz7sgv/vyJ+atL3pcLnzE2rl6d9bMl3d7c/eDw3P17OsuOS8b+hsL9luzWaZWJP/9xx6Xj9x4b668ZNtRa9rtm9flrT/++GzZ2JciRd7zmTvyzk/dnj/87B155dO35Fcve3T+9iv3zMUyNtnMgbGHGp3ct28s7/3cHfne3tFsHOzp0Jtzna1ROHH1dtfz5bt25d2veHL+90svynte8eR8+a5d6a23o/6Ut7TG+v7u/NrzHj332sdVl56XX3veo7O+v7st463p7cq1Vyw8flx7xYVZ06uZDyvTLKfz2mefl/d+7qFa47XPPi/Nsl3zoHmX1lhzsKnZfL3dtQy2qXGl3KVV1vTU8/ofuWBBLr3+Ry5oy2utvfWuvPHfPWbBWG/8d49JX129wEp1dg4c6Knl2kPGu/aK7Rno8VY4KzM0NrXo+8BDY+1pFqxeoFXu2DmcT3/rgTx5y4Zs2zSYJ2/ZkE9/64HcsbNdr9PLXVqjp15b9Dytu6s9x/Al33ue9t4zK7Ourzuv/YFDXh/7gfOyrrc9r+1Ca3T6+K1eoKrkLnCy6+Q8aM6lNe5+cDgTk1O5eMuGnHfwtbGJyanc/WB7Xhvr9HicyJynAXSWWpdqunP3cP7oc9/O/3rxE/LWFz0ub3vxE/JHn/t2W76z1cmxONGpdQE6y7wL0DmtnwN1YXqYFutgf+Ul2/LnX7wr9+0bywMHHvoV6h37F/+l6vnLzF/vnbuHs2P/WE5f2zvXlG65MT3cx65Es1nmZ59xbnaPTKRZJqMT0zlzXW/+6D9cnP1jU1nTW88v/83Xct++sQWP+97ekXz1u3vza3/39bl99pYXXpi//te7csmjz8h1n7otG/obGWx05dYdB/LrH75pwb593w135w0/8ph8Z/dQXvdX/3bYfk+SnQfGs2P/WE5b05uBnlpecNGZ6WvU8p5XPDn7R6fyyA19GZ6czGuevTX1Wi1bTx1IV63IV7+7JxPTU6mlK2t76/njn35KJqab+bk///KCRjbXfeq2/MnPPGXRLpyb1jRavq+hVYrU8nv/fHte9cytKYqkLJPf++fb81svfkJbxisznTPX9+Y1z96aZpnUiuTM9b0po2hnZepdXfn9zyzM3d//zO15W5tyF5hxtFp3fi27nFp3tdW4Z2/ozyM29Gdox4F8d+9ouorktc/emt//zB25b99Y/uwLd+UPXnlx/uU7D6Ysk9/86Ddy376xbF7Xm7NPGcgbP/T1w37FKklu3zmUFEVe/4EbF9S7v/up23LX7tG55c/e0J/rv/a9vOczd2RDfyM/cfFZufq55+eBA2N5cHg852wcmPtl2Hqtll953mPS213kPa94ch44MJ7eeldOGazn//2FZ+WBA2PprdcyVZb5+Dfuzzkb+/PWH398fvqPv7Sgjn3HJ2/LVZduW1Cj93bXsq6ve6627e2u5ernnp+tmwZyzsaBY9rHy9XpGoUT19T0dJ772EfMncP1dtfymy+4sC0Ng+UtrdIsk3X93dk1PDF327r+7pTlER50DEYmpvKIDY388U8/JbuGxnPqYE+my+mMTLSriQUnqkZXPdd89CsLao1rPnpz/vxnn9qW8WrF4vPub/+EeZeVGR6fyi8+5/z8zj/dOlcv/OJzzs/oZHvmwaVqBq9p8HBsGmwseK1102AjRRv6tZdpZm1f94Kx1vZ1p/RhDFass3Pg5FSZdx0y3rv++fb875de1JbxOHGt6asv+j7wmr52faxCvUBrbFrTyAueeGa+fNeeNMuka1fygieemVPb9BkGr4/RKvvGJnLlJdty3aduW/B+1IGxiaM/+OEoinzwK3fnf734CRmdmEpfo54/+/wd+cXnXtCe8ThxlWWu+cjNC18f+8jNed9//L7jHBgsrdPHb/UCVSV3aaVOfa7/eI3Hiamz86DXxmiNkYmpDE+UufpvFn5urF2fh+n0eJzIOjsPqnVpJbUuVdTJedCcSyvtHZnIi598dt4w73tKv/H87dk32vr30zo5Fic270kAdJZ5F6Bz2jEHav73MDSbZb5+7965ZijJQ43hXvXMrXnv5+7IaWt655Y/fW3vol8SmL/M7HoPbbIy20zkSC9INptlvrNrON+8b39ue+BA3n/DPdkzMpF3/uQTc+7GwTxwYOELm8f6gueG/kZGJvfnPZ+5Yy7Oqy7dlo1rpvPav/hKrrr0vOwZWXgy39tdy96RqbnGf7P77I0fuil/8arvy0+991+yob+RVzxtS4YmpvP2f7rpsH37Wy9+Qk4Z6M6v/O3X5p4ESfKpb92fN13+2AxPTOXz3941t/1XXbot//ytB3LZhZvzmnkNIH7teY/O2t56ThnoSYrkO7uGsnN/V7rrXXnz9TfPLfc/X/T4RRvZ/Ot39uSa5z829+4bm/ngfJGcd9pg274kCq2wd2Qy63q7c8EZazI6PpX+nno+e2t39o5MtmW8suzKR792b/79087N3pHJrO/vzl9+8Tt5zbO3tWU8Tlz7lsjdfW3KXTjZzdaJOw+ML1nrvuvTty+oZY9W6y63xl2sRk0y99jZJnnnn7Ymj9m8NueeOnP/w6lr79k7ku8+OHJYPfvKp2/JWz9+S/aMTGRtb3f+8LN3LNiun7j4rLnGf7P75er3fzWPvvJZSZLbdgzlHZ+87bB693+/5KLc+sBQtp46kHqtyM337c87PnlrNvQ38tpnb83ukYnc9eBIuopk19BEvrtnOLftGJqLb8vGvrzp8u25+b59KYqku1ZkbKonA41GpsvpPDgynRvv2ZtmmbztE9/K1c+94LA6dkN/I4/evDZXXnpemmXykRvvzS9csi1FUeb3fvJJmWqW2dDfnU1renL2KZ37QESnaxROXI16Pb/+4YXN23/9wzPnm60mb2mV4fGpfG/v2GHHozPW9h79wQ9DvejK9/YMp7/RnZHx6ewuJjIyPpkLTl/blvE4ce0ZmcyG/kZe9KSz5l6f++CX72nbPLhneDITUw91xSyKZGKqzJ5h8y4rc+pgT3YPjee3XvyEDI9PZaC3npHxyWzs72nLeHtHF68Z9o/KXVZmYrqZN3zw64edd7ej6WrZLPKGD3ztsLH+ok0NXjlxdfp13Z0HxhetF3Ye8OFjVqbRVTvsfeBHrOtNo1Zry3hLvcbgPRBWqlkm9+07/DWGs0/pb8t4Xh+jVTYO9OZ9N3xjwQfh3nfD3bnuZU9sy3g9XbW87Klnp5YkB5tdv+ypZ6en3p55nhPXjgMTS/w4mvqT1avTx2/1AlUld2mVh/udgKqMx4mrk/PgvpHF3wf22hgrNTLRzPu+dNdMs/+Defunn78jv/K8x54Q43Hi6vQ8qNalVdS6VFUn58G9S8zx5lwejmazzP/zf29f8J36/+f/3p7fbkNznU6OxYmt0/OgWhc42XkvGKBz2jEHav63iCM1x5t9wfBb9+9f9EN8XbXk7S+5aK5ZSZKcs3Egb3/JRYe9yDh/mWSmccmhTVZmm4ls3TS4ZKyHvoB55SXb8vGb7sttO4byur/6twVjPuaMNfnGfftTJrlnz0hGJ6Zz/ulrsv0Ra5fd5GN4Yvqwpibv+ORtec8rnpxfed4F2XLKQN7ywgvz3QdHFjTiu2PX8BIffBzL2GQzL3rSWbnuU7fl1c/auuhy39pxIGv3duWlF58996vfWzb25bXPPi+/OG/7f/E556dZlhmdnM4v/cgF+bmDjf82r+vNK5++JV1dtfzW339rwf46bW1frvzrf1uwTffvGz2skc2WjX3Z/og12TMyueCD89e+YHsGG31H3XdwvGxc052f/L4th/3qximD3W0Zb2RiMt//qNPy5bv2zH056vsfdVpGJhTtrMzGNd15+SG5++Y25i6cLI7WaG+peqwoclgte7Radzk17lJvyj9285q5xn+veNqWuRqwt7uW3/6Ji9LXKHLL/UM5pb+R3cMTeWD/WC7eckrqR/mS1o7944vWs7/zkovya8+7IOefsTY79o/m3T/15Lzp+pty1+6ZuvDsU/oX3S937R7O5HQzp/Q3Fr3/wPhU6rUivzxvLrvykm3p665lZHJ6QV3565c/NvftG5uL7/Fnrs1Ln3p2fv6vvrLgS5u//Q+3plEvcuWl5+e/HmywPbve+/bOxLuhv5F//31n55Eb+jIxXeY//cVDDbHf8sILc+b6nvzMn3z5uH4AotM1CieunQfGF33+7Roab/lYpwyqT2iNiekyf/2luxd8QOKvv3R3HnfmuraMN9lsZrpceDx68/O3Z6rZPPqDYZ61vV159bPOzds+cctcLr3+Ry7IYG9XW8ZbN1DPz3z/OXn7P946N97Vzz0/a/u9tM3KlM0ye0en8qbrv7Egl8qyPPqDH4bT1vQsWutuGmxPs0FOXDuHFq91d7ah1t01vHgDi13DGliwMmes6110DjxjXXsaXa/r7160XlinXmCF+hq1dHXVFrxe95YXXpi+nvY0hTrVa2O0yND41JKf4WgHr+vSKts3r80vXLItb/zQTQvm3e2b2/P62HTZTLO58PWxa6+4MM3S62OszJre+qI/jjbYq/5k9er08Vu9QFX5rBqt8p1dw3nrx7+54L3gt378m7ng9DV51GmLfyegSuNx4urkPLhuoL7o+87eB2alRiYm8+NPOnth3l6+PaOT7fneQqfH48TV6XnQeRqtcufuxWvPR5+xZsnvv1ZpPE5cnZwH1bq00r6xyQXfqZ/93tD+8TY0ae/gWJzY1LoAneW9YIDOaccc6KeLDzHbeORHr/tsXv4H/5Ifve6z+fjN96fZnPkC4GzzkmY586G9+Xq7a7n00acd1jijVity2fYz8rErn5W/fs335WNXPmvR5ho79o8t2RxvKYs1U7nuU7fl1c9+1GEf7r76/V/N33313vz8X/1bfvlvbkyzmXzoq/fm7gdH8g83379gO49keGJq0Ti/ds++NJvJL77/q/nlv/la3v2ZO3L1c8/PO1/+xPzZF+7KxHRz0X1WFMXBfzO33sWWK8tk8/r+uRcOkuTyx5+Zaz5684Lt/J1/ujWjk9O57pO358t37Zlr/PeKp23J6OR0fvOj3zhsf63r687Tzz0lSbJ5XW9+/ofOy7mbBnPVpdvmYtmysS+v/YHzcuuOobkPHs+u400fvjkT0+35kii0wvR08hsfWfhc+Y2P3Jx29XgY7OnO+HQz7/nMHXnnp27Puz9zR8anmxnsUbSzMtPTyTWH5O41bcxdOBksVe/e/eDCunKxeuxZ5516WC17tFp3OTXuUg0Cd+wfX9Akev79v/Q3X83EVJl3fPK2/Je//Xp++W9uzL99d2/+6Vs7jlrTLlXPTjWbmS6T1/7Fl/OaP/9Kfu4vvpwrLz0/v/a8C/K2Fz8hO/aPLbpfvnX/gUw3k4GDX/Q59P6NA43D4r/uU7dly8aBw2r23/zoN7LzwMRcDfvaHzzvsPr1HZ+8Lf/txy7ML//wo+ca/81fb0+9lre9+PH5me8/J+/89O259YHh/PqHF9avb/zQTemqdeWjr3vmcf3lw07XKJy4BnsWf/4NNFr/5mCzqT6hNaab03nF087Jez83c970h5+9I6942jlta8Y3OV0umrtez2Cluru65j6Mkczk0ts+cUsaXe1p/ldLba6Rz+x4b//HW9NVeGmblTkwMb1oLg1NTLdlvImp5qK17sS0ooGV2TjQky0b+/LzP3ReXnfJzGXLxr5sHGh9I8l1/d25eMu6XPfyJ+atL3pcfvflT8zFW9ZlXZ/XdVmZscnpRefAscn2zLldRbFEvXB8Xu+guobGpg97H/iNH7opQ2PtyV2vjdEqIxPT2dDfWFAvbOhvZKRNta7cpZV66rW85tlb87pLzstrnr01PUf5gadjUaSWN11/yOd9rr8phY/PsUKjk1P5xeecP/e+xOyP1Y5OTh3nyGBpnT5+qxeoKp9Vo1Xu2zeSl1589oL3gl968dm5f//ICTEeJ65OzoNdqS36vnPd+8CsUE+9fth3iq756M1pdLWnqUSnx+PE1el50HkarbJ7eHzR2nP3cOt/wPB4jMeJq5PzoFqXVupv1Bf9PlJfd+vrz06OxYlNrQvQWd4LBuicdsyBXi04xFKNR+7cPZzkoeYlH/zyPbnykm0LPsT39pdclMeduX7Rxhm1WpGtmwbztK2nZuumwUWXOX1t76LNCk5b07tkvEs1UxldoqHJbB+U2ZPuyx9/Zt7xyduyeX3/gu08ki2nDMzFOdso78pLz8vjzlqX991w91yjklc9c2u+u2ckg73d+ZlnbMlgT1d++YcvWLDPrn7u+dm5fyxXXbotXcXMbYvt2ysv2Za//co9uWv38ILtmt8wcLHtbJYzTft+9Ucfk7Gp6Zx9Sv+iy3/pzgdz2eM250UXbc4rnrYl7/3cHfn6vfvyZ1+4K6965syHjH/phx+daz5yc07pbyy6jt3DE0fdd3C87DgwvkTjpfa82TE2ufiXqdv1xT5OXEvl7o425S6cDI7WaC/JkrXuU845ZdFa9ki17nJq3KVq2pGJqcOaRM+//xv37T+sKd437tt/1Jp2tp6drWVfd8l5uerS89JT75prxjdbz961eziP2bwujXotn/7WjsP2y69f/tgkyf/8+DfT111b0Dy69+D1yWa5aPzDE9NL1LLNXHnpefnPl27L0NjkosscGJvKvpGJRe87dU1P1vV1zx2Ll9p/331wJEVRHLfGf0nnaxROXGt6uxZ9/g32tL4RlfqEVlnT08hv/cPCN7V/6x9uyZo2NU3fs8RxY++I1zNYmZ1Di8+Du4bak0u7lhzPvMvKLPWaebsaoqh1aZWJ6am89tnnLfgg+2uffV4mp1vfVKJWlPmJi8/OGz5wY/7L3349r//AjfmJi89OraZZMCvT6fOmXUOL17rtqk84ce0aXjyX2vU+sHqBVtm8tjevfPqWBfXCK5++JWesXfqzJsdC7tIqN9+3L7/1D7dktkd6s0x+6x9uyc337WvLeHKXVtnQ38jmdY285xVPzjteelHe84onZ/O6Rjb0NY53aLCkTs+B5lyqynvBtEqj3rXol+W7a+35Ma1Oj8eJq5PzYKffd+bEtXt48Vx6sI1NqDo5HieuTs+DztNolSLForVnkfZ8Hr3T43Hi6uQ8uNQcv9NnHnkYhscX/9zj8HjrPzvWybE4sXV6HlTrAic77wUDdE475sCTut361FQzN9+3L/ftG8vmdX3Zvnntko1HHjgwlq2bBueal9y3byx//sWZxnBdteTSR5+2ZOO/5Tpn40De/pKL5pqxzDZZOWfjwJKPmY1nfsy93bUMNOrZsrEvlz/+zBQHQ/rIjfemnPf9rPmNQEYOnpTPbueRnHvqTJxv/fg389KLz557AXW2Sd/Hb7ovl124ee7293zmjlx5yba874a7858vPT9XXbotwxPTqRXJxsFG6kWRD3z5nvz8Jdty7RXb86brb86ff/GuvObZW/OoTYPp6arlzgeH85KLz8pjNq9ZdHsPvT67nZ+55YG89tnn5Q0fuDFjk8288yefuOjyZ28cyBs+cGP++Kefkp/5ky/N3b9nZCLv+vTtSZLXXXJexiab6e+pL7qOwZ6T+unEKrdxoLFo3p4y0J4PHh9Y4oW+oXHN/1iZUwcXz92NbcpdONGspN6dbbQ3Ntmcq3Vf8+yteeIj12fLxoGcs3HgYdW6y6lxl6ppzz5lIO/8ySdmbGKmGV6znGlMeN++sfR21+a+DDZ/O5pljlrTnnvqQH735U/M7Q8MzTX76+2u5c3P354N/TPzyyuetmVBnXv1c8/Pv3/aOfnLL945dw7wxLM35Hf+4ZY8+4LTMjFV5t49ozlzQ19e8+ytaZZJrUjOWNubu3YNLbp9m9YcPsdt2diX4fHpvOczd2RsspmrLj1v0cd+e+dQnrZ149x9m9f15kVPOitdtWRdX3duuGvPUWvm7npX7n5wOI867cj1fzt1ukbhxFXvymHPvzM39KUdPzKnPqFVdi3xYeB2NZU4dbBn8dwd7GnLeJy4+htdi+ZSX6M9vzMz6LU4WmSgsXgu9Tfa88U3tS6t0luv55qPfmXBB9mv+ejN+fOffWrLxypSy5uvX/grZG++/ub8WRvG4sS21BzYrvMm9QKtsqbDuaReoHXKude6k4d+LOcZW09py2hyl1bZPTyeVz9za3YOjadZJl1F8upnbm3bl+XlLq3S3VXL8ESZN3zwywveZ+yu+x1mVq9Oz4HmXKrKe8G0ypI/btWmWrfT43Hi6uQ82On3nTlxdfrzMD5/Q6t0eh50nkarPLjEj2ntadPnHjs9HieuTs6DS83x7fqcGie2dX3di+bTur7W/9h8J8fixNbpeVCtC5zsvBcM0DntmANP2m88TE0186Eb780bP3TT3Ifw3vLCC/OUczYsupNP+//ZO/fwKMqz/39ndmd3dje7yeZEQmICIQmHQEAIeCigJh7bAB4QrH3xhKW20lCph2oFBKxWpahUW6VaFVoVFBXh92pVUNFXqQbkLCQhkJAQyIFks+fTzO+PZYcsO6uu7gyw3p/r6lXZ7M49M/vsPd/nee7n+5hDO6L3NS9ps3nw/KeNWDptlGT8JwgiDnY5cbTXg34W/jubpIQ/ZzVyWDXrPPiDQaSb9N/6eTkzlYeuGoHysyz4bWVJxPUtmFSGV/7bFHFdohj6/w6HN+I6vwmWZXB5WQ7y0nhMX745aueUR6eOlMz2+r4+c3wR7n1zJ2aOL5IM9QozDPjTlSPwy4lF8AcEHHP6seTakRBFEbmpBrT2uPC7Ptd212WD8Y8bRsPmCsLpDcCaopMMA8PvmVNVghWfh65zQmk2Fq4/sVCtpduFmsqSKMPCwz0uaYek8HvXbGnBvZcPQZfLB0EEhuSYUZgROqc5VSURRjFzqkrAaWjHGOL0hedYPHz1CBzodEpF8wMyTeA5hRbmq7yYmkhetCwj23Yp5xLEtxOv3i1Ij9SV3S4fhuRYcEFpNgDErXH76uLB/cx4d84EHOn1INsc/flYBoGF6UbsO2rHnce1ZVi7raptxqyJg7B80/6ImDzHgmXwnTStQaeJWgy5cN1uzJpYhKCAqB0Cl75fh1kTi/CbC4vh9IXMEg0ciyvPzoPFwGH+pGH48ztfwxcQcW1FPgZlmtA/zQC71488q1UyMWzsdCIoCMgw6VB3xI47Li7F4x/USdd3z+VDpfsAAKtrWzCvehgWr98TZbg9ptCKh68egaM2DwycBg+/uxce/wmjxPD3vGZLS5QGXjxlOFZ81oi7Lhv6HVqTcqitUYjkxeUTceCoDT8p7od2uwfZFh6b648ix/Lt+SBeuBj6REf6hIgTAyc/qa1XKAc6vH7ZMRGH169IPCJ5Meg0uO+KIeh0+qQ8mGHSwaBQn1/DQjaehuQCEScGnUZ2XNfIKdN2DcfH5Beu2x0xRm8grUvESY/bD6tRh6tH50ubPa3Z0oIed+Kf4e12r2ws2omRiBejTiObA5WaI9BxjPzcnZb6aUR8cBpGVnsqNSdBY2NEomi3yy98a7crs/CN2i6RKDJMeuw74pA2RAo/w9NNyiyW52P006jtEvFi9wSwZkszHp06Em5vAEa9Fi991ogBGUNO9akRREzUfn6TXiDOVDQsZNuulsoeiTjJimEMlaWQMZTa8YjkRc08aIwx70y15kS82FWuh1E7HpG8qJ0HqZ9GJIp0E4eKwlTccH5RxNiY1aiMMZTa8YjkRc08GCvHK1VjSSQ3bn8AC6rLpHXyPMdiQXUZ3P7AGR2LSG7UzoM0D0wkkkBAwO42G9psHuSmGlCWa4FWwU3g1I5HJCdq50EaYyAI4seMEjnwR2v+t7vNJhmhAKHC5/vf2oVVvzxX1nhkQIYJwAnjuyE1E0KGAmYeBVajZGwSCIq4f+1ONHW5pc9eXpYT0xxFEEQ0H3Nia3MP7ntzZ0TM0QWhXdgbOxwxjVb6ns/RXg+MOg18QQHdTj/+etxwL7xA65mPGzBlVB52tPZGGKfccXEpXv6iSbrO72pg2BVj5xS3LxD1utWow5AcM26dUITB/czITQ0ZMEyvKMAf39qJ6RUFEZNfc6pKYNJpcM+anRHf0Ts7DyPLPBAN7Q4IInDY5sawXDP+/ovRsLkDaLO5YeQ06HaFitg1LCLOxeENYt32Vum+iCKwqrYZ1eV5x80PI4sfPAEhosh4waQyrNnSjEnleZg1sQiCCLAMYNJpvpPJI0GcKjiWRVAQI9rzg1cOB8cqI6J1HIu5l5Ri6fsnzIzmXlKqmIkFkbywLBAIRrbdxVOGg1IuQXw78erdgZkmDMw0RencA51OfN3Wi/p2O1bXtqDb5ZPVuH01ZG4qjz1t9qgYl5flAJA3EjxZYw/IMOFApxOPvPt1hKZdVduM3186BM9t2o/rxxVGGOfNqSpBSb+Ub9W0Bzqd+OLAMVktOyTHDEEAbp1QBCBkctBm88DjF6BlWXQ6/Jj/9i5YjTrccF5hxKLymsoSrNzchI/2tmPohcX4v/2dEERg3fZW3DaxGM9sapD6CYunDEeWWYdOuwf/uKECXn8QOq0GO1p6Is6rzeaB3eOXtKcoAu/uasMVI3Lxq5VbIq7datShzeaRYoaNBdtsHqyqbcbj00YhIIgw6Vgc7nGjamgO+llObZGv2hqFSF56PX7wej1ufOELqS3dcXEp7J7EF1VqWEZen5BAIeIkRa+VNSgx65UZrtNpNNh2qAvPzhiDHqcfaSYO/958AOX5qYrEI5IXXsvCoNNi+Tt7I/Igr9Aks4HTgNdpsPydE3l30ZQyGBQybCOSF19QgEmniRrX9QnCt3/4eyACyDLrsHzGGHQ7/bCaOPiCAkRFohHJTIaJi+p/zqkqQYYp8YXsORY9bp0wEI/9Z1/Epkw5p7jvSJx5+IMCUg1aLJk6Ek5fACadFiwbel0JWDDIMutC8bwBmHgtPP4ANAz104j40LIM9Jwmos+/cHIZtAr1+WlsjEgUFoMWhRkGVJfnSWPp67a3wmJQZoxByzKybVep3wqRvDi8gaiNmp7cUK/YeBXLMLL9NJY0AxEn3kAQ14wukDbHDS9+8waCp/rUCCImamtP0rrEmYpOo5GdC9axNCdBxIfTF5A1hnL6lFksr3Y8InlRMw/qYsw762hxMxEnqTyHjXuPhAzafQEYdSFTqLEDlNkYWe14RPKidh6kfhqRKHRaBr+cUAT/8aEwhgF+OaEIOk6ZcVa14xHJi5p5kNMyMOojc/yDVw6njeaJ7wWn0WDN1uYo/fn7SxO/IZGasYjkRu08GK4di5oHBuVdIj4CAQFvbW+V1uSG2+6VI/MUMeRTOx6RvKidB2mMgUgk39Xf6kyLRSQvSuTAH635X9jAoy8ev4BWmxuXDs3B/8Yw9wv/gIuyUlCUlQJBEPHu7iMRxiY1lSV4d1cbJpRmY++RXuSlGTAiLzXqRx/+7N4jvdKXGj6Puau3Ie+X56LD6cXsl7+Sjv3U9WcjO0WPI70eZJj0ECAiw6RHgdWIr9vsuPnFL+HxC7jvisFRhno1lSXIS+Mx95JSDMg04UiPCw9OGYHdbTZMGZUHk55FY4cDe4/Yo8xdhuWa0WYLXX+B1Yj3vj6K5i6n7C6BOal8xOu5qTxuOK8Qd/UpeKypLAHDAE9uCBkUhs8zfP1PbqjHszPG4HcXlyAvLWQ64wsKOPusVNQdjd71u2KAFb/+91Z4/AJyU3nMvqj4+HloIs5lzZYWWZOWVbXNeOSaERBEAQ9eORyHjrnAaVjJTCZ8XgvX7cYLN41Fp8OLjBQ9GjudCAgCRBFweqlAgjh9cfkDsgZQK24Zq0g8ty+ArBR9xGLqrBQ93FRIRMSJIDCYtzay7c5buwv/mnnOKT4zgjj9+a56N8fCIygA/z3QFaF1w1r1kXe/RnV5HjQsML96GP7+UQPmrt6GITUTUJSVAgBRmrimqvg76duKwlTMvWQIul0+5Fh4ZFl00LAM7B4/tjQfwzGnT1bTHu5xYUdrLzocPsypKsHATBNMOg3OSjdK1yJnyj0s14wOhxdHe70QRERp2cIMA9x+AX/sY8odNvTrdvlQlGnCncc17dWj86MWpC3bWI87Ly1FqkGHO07qHzyzqQF3XjoED/3v12izeTBv7S7MmliEgnQj6o7Y0evx45yBVlQMSI86r1e+aMZvK0tx/1s7pfsrtxhu5vgiPP1hA9ZsacGMcwvx8hdNmH1RMbLNemRbeBzuceGvG/ej2+XDkqkjkZPGoiDdpGg7/DbU1ihE8pLKc1H9t8c/qMPKW8YlPJYvKMjqE2q3RLzotSzyrIaIflOe1QC9QpN0aSYtLh4aaR67aHIZ0ow/2uFB4nvS6wnI5sF/3lihSDxBBOav3R0Rb/7a3Xj5VuoXEvHR4/Lj7x834urR+WAYICgAf/+4EQsmDVMkntsXwDGHD/Pf3h2Rd420OQYRJ0EBsn1AJbQuyzCS8V841mP/2Uc5l4ibY04/nvloP26dOAgAIABY/tF+zK4sUSSeNxBAIAjc+daJucgHJpH5ChE/AoAFb0dqzwVv71Yk5wKAwyc/NvbizTTGQMSHLxjEry8oxgN9dm9+YFKZYqar/qAo23ZJMxDxYvdEby7q8QtweJR5hnsDAfQ4/bh/bZ/C+SnDYeHJzIeIDyOnxcL1WyNrytbvxoqbldEMBJEI1J6XpXlg4kzFGwjSXDCREHRaFqtqm6M2q3/oqhFJEY9IXtTMgw6V552J5IUBcM2YkwzaJ5UpttG82vGI5EXtPEhzEkSiEAUG3a5A1JxEjkWZRKh2PCJ5UTMP+gOQjUVr4Yjvgy8QROWQnAj9WVNZAp8CNTFqxiKSG7XzoDdI88BEYtjdZpNtuyXZKRh5lvWMj0ckL2rnQZoLJhKFIIjYuO8odrTYIIiAhgFG5KeicnC/hJvyqRmLSG6UyIE/2tW9uakGWbMPs57Df/YcQb7VCA3LgGWA974+GmHut3TaKFxelgOWZXCwyyn9DQh9Katqm3HbBcVYuG43rEYdAKCpy4kBmSYMy7FITssHu5x45N2vMfuiEtli1g372mHgNLAadWizeWA16lB/1BFhBhg2rvvTVSPw+9dOnEdumlEy2wsfb9nGeiyZOhJL368Dz7GYe0kpdh224ZF39yE3lYeB0+BXK7dKx77z0sE4K92IHpcPzcdcWPKffahrd+Dv/zMGc1dvw5yqEtz/s6Fot3ul5JaZosdf/rMPcy8pxdL3Q8YL11bIG6P87frRsBp1GJJjxq0TigCEzPnCRjWddi8YMBGmgc/8zxjZRW7PzhgjvdZm88B9/MdhNeoidjLsdvmQZzXgpZvHYs/hXgzOtaDX7cfDV49Aw1EH7llzwujlz1eXy34vh4658PRHDaguz5MKJP752QE8df3ZiWugBJFgjjn9su2526mMGZ+B0+KJDbul34kgAk9sqMOSqSMViUckLx12r2zb7XR4T9EZEcSZQyy9azXq8M7uIyhIN2J0vhUf7GuX1bphrXqy+d5jU8th5jnsO2KHwxvAsBwLmrtd0jFyU3nkpRq+Vd9mpehwzegC3PLSl9KxF08ZDn8wiEXrv8bM8UUYmmOOMokOa1oA6Hb5IIrAw+98jV+MK0C3y4+71+yIKKiyuX1weIN45N2vMWVUHgycBmX9LbDoNfjTVcPR1OWStOyYQitmHTdE6htvTlUJijJT4AsGceuEIqzZ0gKGgew15qYZ8PvV0Tp85vgi1LfbMePcQqzc3IQ2mweCGJrMmH1RMUw6DQ7bfPjrxrqonbjnVJWif6oO/7xpLOyeAERRlI3NHB9faLN5sKq2GQ9fVY6tzd1oOubG0x81YHpFAXRaBg9dNQLD8ywoSD/1uxKorVGI5MXmlm9LNrc/4bGo3RKJoqXHA4gCSrPNcHoDMPFaCEIQrTYPyvISH8/lFSQDKuC4gdrbu7FCIRMLInmJtTC/16NMHmyP0S9st1O/kIiPfhY9ul0+PP1hg/Qaz7HINusViafVaCjvEgnhSK98Hjzam/g8SDmXSBS5qTrYPH7sO2KXxitsHj9yUnWKxNOyWjywLtJ85YF1u/ESma8QcdLt9Mn3+V2JH18AQubEcvF6FIpHJC86jUZa9Ab0zYPKFFSSZiASRX+ZuSyeY5FjUaafBpGVCp2B44V3a3eRYRsRNx2OGHUMTsqDxOmL2vNbNJ9GnKlQ2yUSRapBi+vGFkRsVj+nqgRpBmWWbqgdj0he1MyDDm8MQ3gvmUoQ8eH2C1h40tjYwnW78dwNyhioqR2PSF7UzoM0J0EkCncgKDsnoZSRpNrxiORFzTxIa+GIRGLSayMM/4GQ4b8S63TVjEUkN2rnQTHGPDDVjhHxcrTXo1q97qmIRyQvaudBmk8jEkXzMSfqjzqwfFNjxPxWcVYKBmSmnLGxiORGiRz4o5zRFQQReg5YMKlMmnQpzDDgNxcW45crayOM9bQssPSDSMORR979GnlpPFy+IFiGkcz5wlw75izJ+G/GuYURxh0PXjkcYwqsONLrgU7D4vpxhWjpdknFrLmpPK4enQ8NC5Rkm7Hkvb24enQ+9rT24JcXDMLmxi7JcKTN5sGyjfW457LBYAAsnFQGo16Lf2zajwOdzpiGIPN+NhT9LDwEiNBpWCnmyaZ6S97bhyVTR+KJD+rR7fJh0ZThyDBx6HJ48buLSzA0x4x2uw/LNzXCatTh2op8pBk5zKkqQUAUseTakWjpdsFq1Mmei9sfxK0TBkaY+9156WD4g6G/9bPwUWYv7TFErNcnRNzDvoaC7+5qw8zxRdBrWYwpTMP+Dgd4rQYZZj3+29iF1bUtuOG8wqjrP2JzyxYZ51kNuOPiwTjQ6cDq2hZ0u3xYMKkMYuRpEcRphUmvlW3PRr1Cjt2+QJRZVE1lCVw+Eu1EfJh5+babov9RShiC+M4IgghfMCird29+8YTZ3p+uGoFlG+pktW6bzYM7Lx0SYShtNerQ0u3Gkxt2RBwjw6TFrROKsGlfOy4fnovDx3WU1ajD1aPzwTAhcz2e0+DVL5vxyDUj4PIF8XVbr6SlPf7QjpXLrjsbj00dCW8gCE8gGFPTPnX92Thic+P5Tw+izebBwKwU/PaVr6IKqp6+/my4fQJKLhmMfhY9/EEBXx/uxcCsFHgDAkr7mdHS7cIrXzTjrHSjbLz+aQbMWXXCgHte9TBwGqCmqhiCGHrfmi0hXSgK8qaAGhYICpDMBN3+IPJSDfhtZTFG5qeixxXAncfv9crNTZg5vggaFjh3YAbcgQDueWMXfAERN5xXCAaQzY1hHz+eY/GLcwqxq7UHbr8gmZss21iPV395Lsrz00656V8YtTUKkbxYDBwKMwyS+TQArNveCgvPJTyWSaeRb7c6NuGxiOQmx6zH9hY3HnrnxM5K910xBCPTlRkwjjWJ3kEL84k46WfRy+ZBpQzUYuVdE+kFIk5YhsFT158NnYbFMacf6SYOvqAAjULauCuGEUAXGQEQcZKbKp93lTBEia11KecS8cEwLH5zYTEWHDdB5TkWCyeXgWWU6Td1OeVz7jHKuUScWAycbB60KLgwXzYeT3MgRHz0umOYtLuVmZs16WP106jtEvGh54AHrxwu7YQbrqvidcr009pj9NPaabEdESe5qbxsHuxn4U/hWRHEN6P2vCzNAxNnKtR2iUTh9YsYkmPCSzePQ7vdg2wzD5fPB29ATIp4RPKiZh40xagPpnlgIl7cfvk6U7dfGQM1teMRyYvaeTDWugwzzUkQcdLpkN9Mq8vhS4p4RPKiZh6ktXBEInF61Vunq2YsIrlROw8ec8nPA3e7SC8Q8ZFllq/XzUxRZtNjteMRyYvaeZDm04hEcbTXG+Xz9OSGeowusCbckE/NWERyo0QO/NGtTBcEEe/uPoL6oy688t8mPDp1JB65ZgQWTRkuLUABQj/UZRvrkZsWaQCSm8pjekUBpi/fjJ//47+48YUvcMN5hchNPVG8l2XWw+MXcPXo/Cjzuvvf2oU3t7Xi5//4Lz6u78DjH9RhdW0LaipLUJhhwIxzC/H8p41YtqEBd72+HdMrCjC6IBU/Le+PW178Ess2NOC5Txox49xQTKtRB5Oew8yXanHPGztx1+vb8fNxhdICrb7wHIt9R+1IN+lwqNuFuqMOfN3Wi99cOAh6LSv7QK9rt2PGuYWwGnWYv3YX3L6Qs7qF57CluQfz1u6STA6Xb2rEb1/Zhttf+Qr725147D97IQhAp8Mrey6iCDz2n31RhoNufxDLNjTg1hW1mF5REHFvO2Ici9ex0j28bWIR6tvtAEImM9eMzscnde3gNAzue3MnHJ4gal79CjWvbMOzmxpxx8WlKMyINnoRAcypKpHi8RyLBZPKcN+bO/G7VaHPzq4sxpyqEjzzcQN63LTbEXH6YtJpotrznKoSmBRatGngtFH5b9nGehg4GqQm4iNFL992U6gDSBDfyIFOJz6p7/xWvfvHN3eiujxP+lxfrXvbv7aivt0eoZHkDKP/+OZOfHnQhuc+acRtFxZj2cZ6rK5twb2XD8EN54W07VMbG/DspkZwGha3nD8Qs1ZuwW3/2opnN53QtUDIXLDD4cVdr2/Hna/twKFjLlntxzDAY//Zi1SDDlkpOhRmGODyRRdUWY06dDl8uPP17Zjz6jbc9MKX6Hb5kWbU4bevfIXZL3+FO1/bDlEEbjl/IDrt8lpzf4cj4poXr9+DDBOP5ZtC1/bcJ4244bxC/Omq4WjpOXHOuak8br+oGDVVxRhbmI5P6tphNepgMXBYvqkR97yxE3/d2ICdrb1o7GPe3Wbz4OkPG7BsQwM+a+zConV7cM/lQ3H/z4bi1S+bYeCic+OiyWWwGjjMrizGrIlFCAoier1ByQQtfO6eQPC0Mf4D1NcoRPLi8gVw2wXFUs557pNG3HZBMVz+xE80m/Ra+XZLBRlEnPiCAh56Z2/EM+ahd/bCF1Rmd4HwxGBfeI5FVooyhm1E8qJlGdk8yGmU0Rgx866O8i4RH4IowOkNoLapGw0dDmxp6obTG4Cg0K4uGSnyeTfDRHmXiA+TXoNFk8ui+oAmPvH9ppQYOddMWpeIE7s3EDUOteDt3bB7lSkGzoyVc0nrEnGi07CyeVCnUaasQm6cb05VCQwcjY0R8WE5biTZFyWNK026WP00artEfNg9QWhYBrMmFknzGxqWgd2jzGL5fjHGx/optKEBkbwwiK4pm1NV8uMrxCTOKNSel6V5YOJMhdoukSgCQhAddj9ufOEL/PaVbbjxhS/QYfcjICijddWORyQvauZBY4yxMSONjRFxknp8U5e+8ByLVEPiN409FfGI5EXtPEh5l0gU4dr92y8qxuzK0P8KMwzKGaKoHI9IXtTMgzS+QCQSo05+na5RgRpaNWMRyY3aeTDDJD8PnG4ivUDEhyjIzwNDoT1W1I5HJC9q50HSu0SicPrkNz1WxOhaxVhEcqNEDvzR9bgOdjkxd/U2/O360ahrd6Dmla8AALMri2V/qB5/MMJxUc7Q78kN9Zg1sQjLNjSA51jkHN/dl2Ege0zhuOASxNC/22werNzchHt/OhR3v749qmP8wk1jcfvLX0W9PnN8ETQsMP/tXRF/W7h+N5ZddzYWTCrDwnW7Ixz2393VBsOIXMm0JdyIhuWaZZ0lgwKkWE9/2IC6djuCAvDEB/W4dUJRTJPD8GeWbazHnKoS1FSWRLn9t/S4vvH+9D3O0x82AABW1x7CkqkjUdduhyCGzP1yLHq4/QJWbm7CA5PL0NjhwPJNjRHXN7uyBDWvfiWdk8cvIDeVx9Wj89HS48JPijNRmGFAU5dbOpegIOLf/23GzPFFYBigtJ8Zf3lvr/SesPHLzPFFaOpyR10LQZxOdDl9MHIazJpYBEEEWCY0aN3lVMax+5hLfmcl2imBiJcet1+27drIcJUgvpGmY04IIr6T3u27bvVkXSeIiNCIsfRt+PW9R3olfWv3BvDUhw1RRs+zJhbJ6sanP2zAtRX5WLx+j/T31bUtmFNVEqFdaypL8Mi7ezG9ogBPfViPP1w+FFqWwa7Dtig9e21FPuaftNC8of2EVgy/FtbzBk4TpaHnVQ/DUxsboq55e0tP1DH++vOz0WX34k9XDUeX3QsTz0nXEz53LYuIawx/9rGpI6XzD+tUDQuU9U+FWa/F3NXbcOuEIlSX5+Hhd/fCatRJOpVlgB6XDzZPUNLNNVXFYBmgr38Uz7HINvM4nVBboxDJi0mnxTMf75Z+FwDwzMcNeGzqyITHsnvk9YndQ/qEiI9jzhj9JqcybcnjD8iOz3gCNEhNxEebzYsVnzdJOVcUgRWfN6E4KwUj8hMfj/QCkSgEgcHhHk/U2HF+mlGReDa3Xzbv0pgGES92dxBPf9QQkXef/qgBj12TeK3bG0Pr9pLWJeLkmENe6x5zKPP8dvvkta6bCjKIODnaK691B2SaFInXYffF1NYEEQ+uGH1+t18ZkwfqpxGJwh8Uce8bO6NqlV64aawi8bQaJmoeaMGkMmgV2tCASF4O2zyyz/CCdCPOPtUnRxAxUPv5TXqBOFOhtkskDjaqZmn+27ux4pZxSRKPSFbUzIM0NkYkCpdPfl5WqUWbascjkhe182BHjBzfSVqXiBMDp8FtFxRHjbMqtbmV2vGI5EXNPGjzyMeyUf0N8T3odvlla3B6XIlvT2rGIpIbtfMg1esSieKIXX4euDBDmVpzteMRyYvaeZDm04hEUZhukvW5KkhPfM2umrGI5EaJHPij2nBWEER02L24dUIRDDo2wklRw0DWzTZFH7ljuYaVNzzJSzWgpqoYr992HjKMOsyrHhbzmKIY+W8AaLN5UHfULnvsdrs3plHLoMwU2b+5/UFYjVr888YKzK4sxszxRVi5uQkTSrMl85Twe5/cUI9UI4eHrhoR4Sx57+VDYOBY3DqhCENyzCjMMCAoRJq+fJPJYfj1dJMOG/cewT9mRJ6Lwxv81vvT15CG51jcfuEguP1BLN/UiKc2NuDZTY3QajT4z87DaLN54AsIstcXTsLhc8pN5THj3EI8/2kjlm1owI3//AK3TQzt/BKONTI/Dd0uH57+sAFPbWxA3VF7hDlg3+vkORbpRtqpizh9sfAc/vnZAckAKCgA//zsAMy8Mu3WpNfK/r6N+h+d5yzxA9FrNbJtl9PSRB1ByCEIIho7HOA0LNZtb0VN5bfr3bMLrDG17potLd/pGGH9FjYLBABPQPhGo+e+r4X11FlWY8Rn2o4vnPnb9aNRU3VCRzZ1ubFsYz2uHXMWgoIIX1DA6toT55qbyqOmqhjFWdFaOWzALXdebn8QhRkGzJpYhEeuGYGZ44tg9/ijzGvDJtknH8Pm9uPfXzSj0+6DwxeMMvlbtrEeJf3MsvFbe1yYVz0MhRmGCJ26+7ANj39QJ30m/B212TySTl22oQG93qBkeMZzLEb0T0VxdgrW72iVXls6bRQGZJxeAxFqaxQieXH6/JheUYDnPw31FZ/7pBHTKwoUKarUxdAnOtInRJwYdBrZ56pep8xwnZ7TYlVtaJOD8PjMqtpm6LXUTyPiw8xrI8bMnv6wAd0uH0y8Mm0pRa+VzbspNMZAxInDF5AdO3YqtAjDwnOyeddCWpeIk6N2L5q63BF5t6nLjaN2b8JjxdK6NBZHxEt6ik7VXUR1Wo1szqW2S8RLLK1rVkh7pqisrYnkRcOwsnmQZZQxNKNxXSJRxNoc45hCxcCt3R688t8mPDp1JB65ZgQenToSr/y3Ca09HkXiEclLZope9hmemaI/1adGEDFR+/lNeoE4U4nVdmlcl4iXo73ytf9HexM/rnsq4hHJi5p5kOdYWV2t435US5yIBKDXxqqHUWaOQO14RPKidh40x6i/MVH9DREnPW6/ZMQHhHTnwnW7FTOVUDsekbyomQf1WvlYpBeI7wPPsbI1OEpoBjVjEcmN2nkwVr0uzUkQ8ZKXZpTtp+WlGpIiHpG8qJ0HaS6YSBSF6UY8eOXwCJ+rB68cjsL0xJugqhmLSG6UyIE/mhFaQRDx7u4jmLt6Gzx+AZv3p+KG8wdi1sQiaFkWQ3LMWDxlOOat3SW52d5xcSk0LIN+Fh5Lp41E8zEX8tKMKMwwoLo8TzLXWLe9FUa9Fh/tbceADBPue3MnrEYdbj6/EI9eU46GDgcEMWSWkmHS4e8fNwIImanMqSqRFhyGzVROdgpNM3Kyr48ptMLtC8r+jWEY/G7Vdvx75jl47pNG6e9yRn1Wow5HbV60dLuxfMYY7G3rRVAMGbY89WHDiV1RqsvwyhdNmDg4GzzHSmYw3oD8OYjHzV9ae9y4ZkwBvIFgxLmcfP08FzJkXPF5U8RxSrPNmF1ZDJYB+qcZceuK2ogB23lrd+HRqSPxxrY2uLwB2eKFXk8gIglfPTpfci4Ov2fh+t14dOpI1B21QxSBhnZ7hMNxrO+HZYAFk8rgCwbjaZIEoSp+IYDbJhZj4frdEb/poKBMu9VzDOZeUoql79dJ8eZeUgqdVpkFJkTy4gkEML2iIMpt3hegnEsQJ9NX71qNOtz8kwH493+bMPuiYmSb9cizGpCbasADfXa9m1c9DCxEzKkqgdMXREm2OUrrbjvUhaevH43tLT3gOY2U361GHa6tyMdZViPa7R7kpvJYt71V0tRAbO3UF55jUVFoxZCckThq80R9ptvlg9MXxLINDQCA3FQet19UDIYByvNTsbetF7nHBzpXbm7CnKoSWAwcFq/fg1snFEUd75s03dAcC2oP9mDZhgbMrizG8582wmrURe16Ma96GJZv2h91Hc3HXKguz8PjH9Th1glFsrq00+GTjW/3hPLaXZcOwZ2vb5f+3tescM2WFsyvHhbz/IMCJE3tDQowcgzuunQITHoNCjNMGJBhAnvyF3CKUVujEMmLXquN6uMt21iPF24am/BYsfSJ10/tloiPFL1Wtt+klKlEr9sv23Z7aSdRIk48gYDsrmBK9dOMOvndm406KoQj4sPjD8pq9JNfSxSxtG6AxpGJOOln0cv2A/tZEm8qEXMsjrQuESc6lsGCSWVRz2+dRplxCRpHJhJFeGzt5Pnrk4vbE4Xa2ppIXgw6Da4bWxDVdg0K9ZtijuuS1iXiJOO4YfDJWlcpw+Bsix42jx/7jtileTCbx49sMxm2EfHhFwJYUF0W3een+S3iNEbteVmaBybOVGKO61LbJeIk5riuQtpT7XhE8qJmHkzRa2XH4pSqmSCSF7Vruah2jEgUaufBWPU3Jo7qb4j4cMeov3ErVH+jdjwieVEzD3pj6QWaBya+BzHrzXWJ1wxqxiKSG7XzIM1JEIliaD8zFk0ejvlvn/CbWTR5OIbmWJIiHpG80FwwcabS3O3Cq1+ENnJ1+wIw6rR46bNGjC6woigr5YyNRSQ3SuTAH02P62CXE4+8+zVmji8CwwAGjkUwGESKTgMTz6Hm1a9gNeowa2IRCqxG9Lh90GlY6fVrK/IxMNMEky5kCviHN3ZGfAkvfdaImotLMfvlrfD4BbTZPHjhsybc/JMBWL6pUXrvg1cOl8yvul0+GDkNZl9UDE9AQHl+Kh6YVBZhyLJgUhle/PRAVNH/guoy/OU/+5Bh0kWJukevKUeKXoPfXFgMbzCIey8fgoff3StrYJebyuOG8wolgxGeY7FwchlsLh/+/UWTdL8A4JlNDaguz8OaLS249/Ih6HL5EBBEDM214NFrynH3mh0RnbBVtc244+JSCKKINpsbxdmmiI5/t8uHnFReMpsx6TTon8aj2xXawTs8MHCo2wUgZGbSZvPIL9D0BaR7KlsYbOSweMpwPPVhPWoqS+AJRA/8Wo06hJdtaFmgMNOIhev2YPZFxcix8Djm9OKOi0vx+AcnBi7mVQ9Dr9uPZz5uwJKpIxPaZgkikZj1HD7cdxDPzhiDbqcfVhOHf28+gNsvLFEkHscyyDLrMWtiEQQRYBkgy6wHd5oZDhGnPxaew8a9R0JC2huAUR8S0ucMtJ7qUyOI046T9a6GYfCnK4ej6Zgb898O6cvCDAMenzYKbn8QB7ucWPVFMy4cko2BmSYYOA1sLi9+c2ExFry9O0K/Llq/G01dbgAh/Tj34hKkp+hx/1snNOicqhLkWw3odvkw+6JiFGYYMa96GBav3yO9567LBkPLMJJeC3/u3jd2otvlw1+uLceT08/G7jYbBDFksv2bC4vR1uMCz7GwGnWYcW5h1OD/uu2H8OCVw3H/W7vg8Abx6pfNmFNVgoJ0I5ZMHYmWbhde+rwJ3S4f0o063HXZYDz2n30R55BnNeBwjxsDM00ozDBIRtfLNtZj5eamUD8h3YgjNg/e3HooauJ38ZTh6HJ64QuIks6U06WdDm+Utg8bYOu0DO69YmiEBs80nTACb7N58PePGqIWz8+pKkG2RY8OuxczxxdhxfFrnTWxCENyLLigNPu0M/0Lo7ZGIZIXm9sfwwg+8aZmFv2J3XAYBhBFYFVtM/5yLfUJifgwcCwK0w1YMnUknN4ATLwWHBt6XQnSDPLaumLAUEXiEclLmkEnmwefmD5KkXg8xyAnVYflM8bgmNOPdBOHoChAz52e+oY4fYm1yU6qQaHCeY7Dmq310uSgQafFis8ace8VwxSJRyQvLCNEbTQ1KCsFGibxheyx9MK5RTQWR8RHQBChYcSQ1vUFYNJp4fL5ERBEReJZjTrZtnv+oHRF4hHJC8swSDdyEfNb6UYOLKOM9rQa5NvuedR2iThhAeSk8hFtNyeVhzIjDEBKjHHd39C4LhEnvDZUo9R3Xmrh5DIFx8c0+P0lgyO09e8vGYw0Ay1wJuKDYzVYs7U5qs9/12VDTvWpEURM1J6XpXlg4kzFpJMf173vpzSuS8SHho0xrqtRZnxM7XhE8qJmHjToWOSlGSLGM/LSDDDolBrRIJIVtWvNqbadSBRq50GjjkGO5aT6G0GAUU/1N0R89DPLG09npSizqYva8YjkRc08aNLJ15rT+mPi+2DSy9ebm/jEawY1YxHJjdp5MNacBNUwEPFyqMeNpz+qj2i7T39UjzGFVgzKTrwxlNrxiORF7TxIc8FEouhyejFtzFmhOkcRYBhg2pizcMzpTbghn5qxiORGiRx4Ssz/GIb5J4BqAO2iKA4//lo6gFUABgA4CGCaKIrdDMMwAJ4E8FMALgA3iaK4Nd6YXU4vrh9XGGHcNveSUgRFSIYkbTYPlm1oAM+xWD5jDOat3YXZFxWjf5oBOi2Llm4XDnYGkWHSwWoMDRBePTofbb1u3Hh+ERrb7bAadbh6dD7MvAZDcy341cot0uCixy/g/rd24d8zz0GHw4usFD3mvrZNMlKZXVmMzfs7pMlSs14Lh9ePzw8cw96jDsyaWISBmSbwWg3+/lEDdrT24p7LB2N1bZM0cWQxcuhxeiOM+BZOLsOT152NlmMu9E8z4E9XjUBzlxOra1twbUW+tEtQ+BwXvL0bz84YI7mqh80PZ19UAjOvxSd1OniDQoSp4Z2XDsbci0uQaeaRmaLDnrZeXDvmLPBaVjIeXL6pEY9eU44npo1CXbsDAUGA3x/EwAwTHN4AjvR68P92tOLZGWPQYfci26yH3RNA3VE71mxpQbfLh+dvqpAdsB2YacKzM0aDYRjcc/kQPHI8Js+xeGBSGe59cyd8ARHXVuRjQIYRVpNOOv+wAaLFwEWYIN556WDM/MlAPPTOXukelPW34IWbxuJQtxsGToN/bNqPHa29AADncQNCgjgdYRkGlwzrL+WksEmRUkZAQYHBEx/Uobo8DwwDCCLwxAd1+Mu1oxSJRyQveg2L68YV4u4++fnBK4dDr6VBY4I4GTm9u2BSGZZv2i9pp6YuN+5YvQ2zJhbho73tuO3CYuw90ovDPW5wLINsiwFHbG6UZqdgQmk2GAY4dMyFOVXFyEjh0X18krOp0yUZ/wEhDfnkhno8Pm0Uuhw+PLupEVajDjecV4jHjmvbAZlGtNt9eOw/ezFzfBEK0w3ocfngC4r4+bgClPRLgcsXwB/fPKFj51UPQ6qeRSpvwiPXlEPDMJJeC8ddtrEeS6eNkowPR+SZcXbBMBzt9eL3r22PeO51Orz452cHcMv5A3H3ZYORbeGhZRmY9Brc/9YuNHW5Jf34948bTpj+WY3Is/IAAI5l8duqUqzd2oK7LxuMjBQ99nc4sPT9OnS7fHh82ijwHBthHthXlxekG+ANCHjhprHodfvR2OkErw0ZI6abOHQ5/Xj+08YILbto8jC09Hik4lyrUYu7LxsMk04Lk16LNKMWd72+E202T0SbOPustNPa+A9QX6MQyUtWinxxT6Yp8bvYpxg0eGDyMGgYVir+qBiQCjNPC0SJ+LB5AmjsdEXt3pxqVKYoTccBPz9nQIS2/tNVI8BzioQjkhkRuG5sQVTbhUJrh+yeABo7XBHmzXddNhhmPTVeIj5MOi0em1qO+vYTC9+Ks1NgUmhXWgbAtIoTk4Msc/zfJHWJONFrtfAFPVEbTXHaxLddTqPBtIqCCL2waHIZdFrSukT88BwLi0GLgCDCYtBCEJXb0VPDsJg+NnIcefGU4dCwNI5MxIfL74eei8x5ek4Dtz/xmwuEkcu7JBeIeGEYwMgxOK8oQ6pF6XV7oZBvJTQMg4uH5kaM6y6aXAYNiV0iTqwmHfKserxw01h02L3IMusRFIOwmpQZH3N4gzjSG6mt515Sivzjc0AE8V3htSx+OXEQ/AFR6vP/cuIg8FTHQJzGqD0vS/PAxBmLKD+uSy2XiBedRgPfSbX2D145HDqNMmOtascjkhgV82B7rxcaVkRFoVWqv7F7fGjv9WJorgIBiaRFr9HIzhHoFZrfUjsekbyonQcdHgGNndH1N2kGMlAj4sOoZ/Ho1HI09Km/GZSdopgxlNrxiORFzTzoCwZx+0XFmL/2xOZHi6aUwR9Urm6CSF7cPgFtNi/+3GfN/B8uH4J+lsTPb6kZi0hu1M6DGpaVnZPQakgvEPHRfMyJpi43nv6wIep1Jcz41I5HJC9q50GaCyYSRYpeA71Og7p2u9TnL8oywaRP/FirmrGI5EaJHHhKzP8AvAjgKQAr+rz2BwAbRFH8M8Mwfzj+73sAXAGg5Pj/zgHw9+P/Hxc6DSsZoQAho5Cl79fhL9eOjDAHCP+tx+WTzO/CN7umsgRvbWvFdWMLMGvCQLiPm430Neb49QVFeP7/DmB6RQF2tthkj93l9GHVF824ZXxRaAdpI4eDXU64vEH8z7kDTpoEKsOLN4/F0V4PMkx62Nx+BEURPy3PxUVDslHSLwWimBPxmTlVJbAadWizeSQzv3/eWAEzr8Udq7dJ73tsajn0Wo3sObq8Qcn4b8a5hRHX+dT1ozH75a0R93LJe/uwZOpI/Ol/v8a0inw8u6kRM8cX4akP90a87+41OzBrYhH6WXj0uv14+uP9qC7Pw/OfNmJOVQlGnZWB+Wt34ZbzB6L2mEtKmvf+dAiyzXoAIuZUlUQtLv66rRduvwAGIkpyUvDSzeNwpNeDbLMeL/zffslg8bXaFtxwXiEe+c9e1FSWYFVtM6ZXFMDtD0aZIC55bx+WzxiDFbeMw6cNnTBwGhzsdEUY6tRUlqDD4UO3y4cUWnBMnMa4/UHMWxtp0jRv7S6suGWsIvGcXn+UAdUdF5fC6VNucRSRnHgDYpTBWNhIlyCISOT07sJ1uzFzfFHEAKDHL8Co02D6uALM7aMN51SV4JF396Lb5cOC6jI8s6kBTV1uFGYYcPuFJRGdkD9fXS6rIYOiiIoB6Sg/KxWL1u3BI+/uQ2GGAYunDEe3049UAyfpXxEiOh0+PPVhQ0wdu3j9Hvz9F2Pw639vgdWow+8uLpGNu/dIL5q63HhjawsGZJTiULddKmYNv2fe2l14fNooPHTVCOxutcHmCeKlzw9i0eQy/HJFpGH3A+t244lpo2Bz+9Hc7cZ7ew7j4qH9Mf/tUD4qzDBgfnUZPP4g6o7a8Vpti2S89+d3v8a86mFYvH6PZB44KCsFJp0Gx5xe7GyxYUBmCna1diPfasQj7+7DPZcPhsbjh4HT4I9v7ow4l79/3IBfTRwUUZy7YFIZ/vHJASnmnKpidLt8EfeF51gUZphO+wEztTUKkcyImHtJKZa+H2n4r0gkAei0+6W2Gx6cyaVJbSJOAkExaiziyQ31eO6GCkXiCUEm6jnzxzd34pVbSVsT8dHp8GHF500RO8yt+LwJxQrtdBQQIBXcAaG2+9h/9uHFm0kvEPEhiiJcvmCEtl44uQyiQs6Vbn8AIpiIDWcWTi6D20+byBDx4Q0IsuNj/7plXMJjObwBzH97d0Ss+W/vppxLxI1Jr4U3AMw6aVLbpFdmatrtD9D4ApEQ9Bot/vDG1ogxSJ5jsVKBnAsAnoBAeZdICDqtBjZ3EHNWfRlhxpdnVaYwzekLUtslEoMooq3HFzXWelaaUZFw4Vqxk2vHXrhRmfE4IolhGLh8QRzodEq1bQMyTVDMdZUgEoDa87I0D0ycqbj9AXDayEUfAzJNNK5LxI3XL1/3qMS47qmIRyQvauZBM8+hqcuFfUeP6+pOIMOkQ26qMn1CInlxqTxHoHY8InlROw96gwLV3xAJweMX0euOXBvW6/bD41em/kbteETyomYeNOm04LUMls8YIxm89ri8MHKnajk/cSbjCwqSGR8Qart/fnevIvpTzVhEcqN2HnT5qJ9GJAYzr0VhhgHV5XnS1O+67a0wK1T3qHY8InlROw/SXDCRKDw+AYd7IjdynVNVggJr4sfH1IxFJDdK5MBTYlktiuImAMdOenkKgJeO//dLAK7s8/oKMcRmAGkMw8S9h0273StrFMIyDHgu8jbwHItUo04yvAu/d9nGelSX5+HJDfUozTFjVW1zlEmI0xfE7y8dAk8giPL8VNljG3UaXD4iF79cWYuaV7dh1sot4FgNPvj6CHwBAS/dMhY1VcWYU1UCmzuAe9bsQGu3B7euqMXtL3+FO1/bDkEA3trWCgOniTrPJzfU4+rR+RHXaXNHLtiyGnVo6XZj92FbzHP0+AVcPTo/6vg7Wnpk76WGZfD7S0tRflYqFk4ug4aF7PsEEVi8fg/Oshpxy/kD8cbWFnj8AvKtRizbWI/rxhbA5Q8twnxqYwOe3dSI1m43dhzqQbczIC0unl1ZjJnji7Di8ybotRo8/kEdjDoNjvT4cOMLX+DP7+zF541d+OmIfMz72VDkpvK4enQ+Xv2yGdXleQgIIhZNGY5Vtc0QRPlzbe/14tOGTizb0ACHNxhlqLNsYz2urchHTWUJej2RhisEcTrR4/LLtvEelzJFaUadNur38vgHdTRITcRNh0P++d3poJxLECcTS++evDkDz7HITzNi8fo9shrS4xewcP1uVJfnAQCqy/Mk07vwew90OmQ15NdtdvxyRS32tztx16VD8I8bxuC3F5Vg3tpd2N/hxC9XnNC/nQ5/lJ6W07FfHeqWDKkP97hl4+qOX+TVo/Mxb+2umNrOFxTgCwgYkZ8KM6/BzJ8MhMsvxDQyfGJDPZ7/tBE3nF8k3YPcVB7TKwpw+8tbcfvLX+HZTY2YcW4hclNDpl9NXW5kpujw91+Mxi/OKUBxthlHbW74hVCBwcCsFHQ4vHhtyyFo2FBfpCgrBekmPXo9ftw6oUg6Vvj+Lzrpu1q4bnfEfVpd24JFk8uke8NzLJZOG4UBGSac7qitUYjk5ZjLD72GxayJob7irIlF0GtYHHMlXjPYPfKDM3YP7cZIxIfTF5DNgS6vMm0plrbuIG1NxEkKr0W3y4enP2zAUxsb8PSHDaGNMXhl+vyhYs3ottvrJr1AxIfDG8SCkwxKFry9Gw6F8q5Oo5GNp9PQzmBEfHTYfao9w22Uc4kE4fLK95uU0ro0vkAkik6HD1ajDrdfVIzZlaH/WY06xeYk7G75fqGd8i4RJ3aPvIGv3aNMW6J+GpEo2u0+Wc3Qblcm7zq8MfKuQhqFSF58QQFHbJ6I2rYjNg98QeHbP0wQpwi1+03UTyPOVHhOK5vjeS3VPRLx0eGUH9ftdCqjddWORyQvauZBbyAIT0CIiOUJCPAGqI9GxAdpXeJMRe08SOO6RKJw+YKwewIRbdfuCcDtU6btqh2PSF7UzIMBQYTTJ2LWyi343arQ+hmnT0RAJNNKIn66nTH0pzPxbVfNWERyo3YepH4akSgYAL+5sBjPfxrSns990ojfXFis2B5wascjkhcaHyPOVBzeIJ7cEO2X5VCgz69mLCK5USIHnhLzvxj0E0Wx7fh/HwHQ7/h/5wE41Od9Lcdfiwtey8oahRzscqKmsiTCKKOmsgRfH7bL3myGCf3/fw8cw/SKgghjDo9fQFaKHne/vh3LNjRgb1uv7LH9QSFq0d8zmxrw26pStPS4wYDBa7UtCAoilry3D9XleTGNCNtsnpjn2fc6RVGMeN/Vo/Px5IZ6rK5tiTrHBdUh4xCeY6Xr7YsgQt7s5Ugv7nxtB27/91fw+oMY3t8i+z7xuBlLXbsdnoAgve46vug932qUTZp5VmPMxcVGvRYev4CzMkxYuH63ZBCzfFMjfrdqGx57bx9uOn8A+ll0mF5RgOc/bcTS9+vwq5VbML2iACl6jey5Nne7pOuVuxcev4C8VANW1TYj1aADQZyuGDitbBs3cMosNu6KUUjURYVERJyYdPJt16ijhfIEcTKx9O6QHEuE1rvj4lL4gvKGd2EN6fEL0GtDn5HTQKtrW7B4yvAonfvG1hZYjTo4vAE4fQGYeS3uX7tLVs/+8c2dksGg3DmEjxsUIBlSy2nXOVUlsPBa5KbyEecqdy/qjjrw639vxbZDNqQbOWg1LIKCKPtek16LG88vxKyJRehynHiuyZljL9t4wrSQ51j4AyIeWLcbLMPg7te346F39uGOVdvgFwCTXgO7249bzh+IJe/txb2XD4HN5cOdr2/HPWt24rlPIs0EYxlq971P3S4felw+LJ02CndeWopVs87F5WU5YNnTf6RXbY1CJC8WnsPD7+7Fsg2hvuKyDQ14+N29sPBcwmN1OmIUzZOBGhEnKbG0rl6ZHEg5l0gULl9AdszT5Vdmos4Q47dioH4hESexxquOKbXQLoZm6KDxMSJOzLx8HjQrYLpqjKUXKOcScXLMFSPnKmDQDpDWJRKH1cThhvMKIwoqbzivEFZT4scXgJCxtlzbVcpYm0he1Na6lHeJRKH2WGvMtkt6l4gTt0++IJgWHBOnM2o/v0kvEGcqDm8gxqIPWqxExIdZH6PPr1emz692PCJ5UTMPCiKw9P3IjeaXvl8HgfxQiDghrUucqaidB2lsjEgU/oAoqxd8AWUar9rxiORFzTzoD4pYuC5y/fjCdbvhD1K7JeLHoJNf+67XJd4eQs1YRHKjdh6kfhqRKDyBaA+YBW/vlvxQzvR4RPJy2oyP0RgDESexNnJ1ehM/J6FmLCK5USIHnpY9LlEURQBxKXiGYWYxDFPLMExtR0dH1N9Nei3mVEUbhaz4vAkrNzdh5vgi1FQV49GpI7FycxMcvkBM47qwCUlfk4/w35u7XdIPvtcbxKraZswcX4TZlcWYOb4Iq2qbJfO7MLmpPKZXFOBXK7dg2YYG3PDPL3DDeYXISeUjDAf7En79aK9H9jzDPh/h69RoIs1gGAawGnW4enQ+WBZ4bOpIzL2kFI9NHYlnNjUAABZOLoOGiTZOWbe9FQ9eOSLqXr5W2yKd20Pv7IUIJuqeh01hCjMMKM42w+kL4I8/G4qHrhqOQZkmFGYYpGOcfL0iAA0D2e9Rp2VRU1UMpyeUcOVMWR7/oA4DM1JkzVoCQTFq0fK86mF4rbYFa7aETGb63ovcVB63X1SMmqpimHgt5l5SCl77/X5O39Z2CSIRcJro3+OcqhJw2u9vCvRNbdcUo5DIRIVERJzotPJtV6dQ2yWI05Xv0m7l9G5NZQme+aghQuu++NlBtNncMbVu+L8HZJoi/taXbpcPeVYeS6aOxCPXjMDM8UVYubkJACQD5nvW7MRn+7u+Uc9qTpJPJ+vY+dXDsH5Ha8TnGSakXR+5ZgQenzYKKz5vwkPv7MW1FSfM98L67WTTwze2tkgT/kYdh0Xr96Cl2xV13+67Ygg8viDy0owYXWBF/zRe+vs3aXOeY/HglcPR0uOSNTxcvH4Puhx+PLGhHi5/EL6ACLs3gPknDdKG+xk8x2LcACtqqooxuzL0v9xUPuo+zasehhc+a8Lc1dtQnp+GEXlpp43x37e1XSU0CvHjpNcjv1uC3eP/Xsf7prabEqtonhbmE3Gi59jQeEKfHDj3klLoue8/XPdNbZdyLpEoLDyHbYe68OyMMXhi+igsnzEG2w51waL//oYo39R2taz8eOD3HIojfsT0M+tRmGHA7Red0NeFGQZkm/Xf63jfpnVjagYaHyPihNMwsprh+z7Dv6ntxhyL05BeIOIjRa+Vzbk/JAeS1iXUgGUYvPrlifn9WycU4dUvm8H+gO2Uv6ntunwB3HFxadQ4plshY20ieclM0clqz3TT99vA8Nu0rhLzd8SPk0QbXX/vtkt6l4gTlz8Iq1EXoXetRh3cvu+3CINqGAg1ULt2jPppxOnKt+Vcd4wc7/meOZ748RJrfuvkWqnvyre13UTHI368JDoPflPbdXgDsrGcXjLVJuJD7VpzGhsjEoUSefAb+2kx2i5HY2NEnLj98m3X7f9+bffb+2mJjUf8eEl0Hvymttvl9Mm2W6U27iKSm5QY3ghmXeLn0xIdi/jxokQepH4aoQaJ7qd9m9al8TEiUSQ6D37vNcE0xkDESZZZvu4xQ4G6x0THIn68KJEDT6ce11GGYXJFUWxjGCYXQPvx11sBnNXnffnHX4tAFMXlAJYDQEVFRZRxYEaKDjmpPGZNLIIgAsNyzFj8/75Gm80DAHj6w5DhXU1VMdpsHqzb3ooF1WVYuD5kxBE2T1lV24yayhKs3NwUYVjCcywWTCrDK/9twu0XFYNhAAPH4pbzB+Lhd/dGHMMviOA5VjImkDOqe3JDPV64aWzEl93XyCBszrK69hAWTCqTHNB5jsXCyWWwuXyYXVksXeeN5xeiprJEimPRa3DDeYXSzifhxtTS7UJTlxudDh8YRsRPSjKRl2bE/Ld3Se+bNXEQXv3iIGaOLwLDAIP7mfHQ/564l+Fr6HH6sOLzJsy+qBg5Fh7N3S6s3NwEnZbBbROLcffr26VjLp4yHKtrm3DbxGK0drtkr1fLMOC0DEw6jfQ9sgyQY+Hx0P/uQVOXG3OqisFzbExTFlsMQwhfUMBrtS2YNbEIBelGpOi0ONLrRrcrtMv4ys1NuOG8QsyrHoblm/ZjekWBdC/DC+3y0gxy7fpb+ba2SxCJwKjTRORAlgFyUnkYf4Bj9ze1Xd3xB9bJOYaK5ol4MfNa2bb7Q8x1KO8SZyLfpd321bt5aQY0H3Nj5eYmtNk82NHaC+CE1l1deyhK64aNscOatdflxe0XFYPXsnj6+tFYtH43mrrcknb7x8eNKMtPg4YBnv+0ER6/gNsvKo7QtYKIb9Sz5flp0uvhha0MRCy7bhQYhsE/jusubyCIwgwDplcURDxb5lUPAxDScyXZZgiigIeuGoH73tyJlZubMGtiEQZlpaDD7sHznx6U9KrVqINRp8GtE4oAAP0seinPWPQa6LQa/G71NinOgklleHRqOe5+fUfMaxnSz4wnpo9CQBCg17JwsUFZ3ek6vjvAkxvqsXTaSLh88u8rTDfgqevPRmOHE8s3NUZ8Tyl6LRzeAGZXFkMUAbvHL10bp2FOG+M/4NvbrhIahfhxEl4kevJv8/tqhm9qu6kGbVQ/fMGkMqSS+R/xPcgy6yNyYJZZjx+Sxb+xn6Zlo8ZUTDoNdLTig4gTs0GDi4fm4lcrt0h5cNHkMpgNSo0xyLddjtouESc6LXD7hcWS+Xa47X7furRv07qWGJrBQpqBiBOe08hqBl7z/fLuN7Vdo04jm3NpJ0YiXniOxW0XFEflwJOLJuLhm9quIVbb1VLbJeLD7QtEzQPXVJbA7fv+Znzf1HatRh0MnDui7Ro4FmkGKiYi4kOvZbBwcpm0G3i4boTnvt8ow7dpXV7Lyo7rft8NE4kfLyl6jWxdQYo+8VoXCLVdOc2gp7ZLxEl2ik627i7L/P02x6AaBkIN1K4do3lg4nTl23JuVowcn/k9czzx40WnlR+v0iswrqtEPOLHS6Lz4De13TQDJxsr1UBzaUR8GPXyOdD4A+a3vlHrKhCP+HGiRB78prbLspBtu6dRyTFxhtDPopdtu/3M329+69u0bqLjET9eEp0Hv6nt5qXxsu22fyr/g6+D+PEhQkBeWuRYa14aDzDfz6T9m9puomMRP16UyIPf1HZNMfppJuqnEXGSatDKtl3L9+ynfZvWTXQ84sdLovMgrQkm1IJhBCyeMhzz1p7ws1o8ZThY9vuVznxT2010LOLHixI58HSqXnwbwI3H//tGAGv7vH4DE+JcADZRFNviPfhZVhPSTRxKs804y2pAeooO3a5Ih3CeYzGm0IrZlcWoLs/DK180Yeb4Isy9pBQv3jwWWhaoLs+TTFR4jsV5RRm489JSzBxfhJxUPa4YkYvnP23EUxsb8NeNDfAGBbw88xwsubYcj00diS8PdOHQMSf+fHU55lQVIzeVh4aVN6rb2dKDBZPKsG57K2oqI10faypLsH5HK6ZXFOCV/4bOc/mMMXjp5nFweQPITTMiRa+Bidei2+WDwxvEqtpmzBxfhNmVxTgr3SQJwXC8JzfUI3jcmHDfUTu6HH5sa+qGNxDE49NGoaaqGDPHF8Hu8aO2yYanP2zAUxsbsO+oXfZehmMvea8Of3m/DkNyzLi2Ih+/v3SIZDQTjj1v7S6ML83BwvW78dLnTbjj4tKI673j4lI8/O7X2NVqR7ZFj9JsM3ht6Pt6YkMdmrrcAIDVtS2hnQoZRC0g4jkW6UZO9vUh/ULnVppthpnXIjeVx+Acs+S22WbzhO5PUMDDV5VHmTUufb8OLh+5aBOnL76giCc+qEPweKoJCsATH9TBF1RGjDB9BsRnVxZj1sQimHQaMDQxSMSJyxuUbbtu2rmAIKLoq3dzLDye/7QxwpyZ51gUZ5ujtO7ffnE25lSVAACuGZOPmeOLsHHvEeg5LZ7/tBFL3qvD7S9vxayJg/CHKwZj7sUlyEvjcXZhOgwci7xUHnOqSlCYYUCB1RCha9dsaUFNZYmsnl1QXYb/3d6KR6eOxFM/PxvPzhiDAZlGOHxBaDUMGtrtqGt3YOXmJvCcBvOqy6I02OL1e3D16HzwHIu9R+y4Z81OaFhg5vgiXDMmH0EBaLO5seS9Oule5KaGJhB+8/JWPLWxAU98UI9Uw4nixJw0Ix5YF6lVF67bjeYuF2ZNLMLw/hY8dNWIiGuZVz0Mh3tcYBgGj/1nH4bmWDAs1yKrOzscXum4e4/YYdJrZd+XZzWg/qgDD72zN0qz29x+PPLuPjy1sQHPf9oIuycofa6f5cyaEFZboxDJi8sXkO03u37A4vxY+IIinvm4QepfzxxfhGc+bqB2S8RNUBDhDwSlsarSbDP8gSCCgjJtSadhkWqMLMhPNXJkoEbEjc0VlMzTgJBGmf/2bthcyvTT9FoWZkNk2zUbOFqYT8SN1w/Ztuv1KxPPHxRkNYM/SIVwRHwEgiLufWMnlm0Izcks29CAe9/YiYACmiEQQ9MGSesScSIIkIz/gBPjK4KCKVBO6/4gZ23iR4lRp40ag1y2sR4GhXaxF0QRD72zNyLHP/TOXijULSSSmGAQ+NtHkdrzbx81IKDQdBqN6xKJosPhQ6pBG1FXkGrQosPh+/YPfw8YhoH1pN2arSYdWCpkIOIkKCBG3d0pPjGC+AbUfn6TXiDOVCjHE4mC0wBpJ41XpRk5cFpltKfa8YjkRc08qGEZ2Vga6qMRceIPiFEbJrMsA79C2lPteETyonYe1Gs0sm1XT5tpEXHiC4iybVexMQaV4xHJi5p5MKaupmZLfA+CAoMVnx9E8fF68+JsM1Z8fhCBYOI1g5qxiORG7TxI/TQiUWgYVtV+mtrxiORF7TxIc8FEoggGWXx5oAP/vGkslv18FF64aSy+PNCBoBJaV8VYRHKjRA48Jba/DMO8AuBCAJkMw7QAWADgzwBWMwwzE0ATgGnH3/6/AH4KoAGAC8DN3ycmyzI4pyADO9ts6HCECjqfmD4KAUHE8o/3o67dgZrKEnzd1ot121tRXZ6HiYOzAQCb6o6irL8ZOWkGONoduGZMPjQMUJhhhCcQRFGWCYIAuH0CPP4grEYd2mweyRTuiWmjcOdrO1CYYcBtE4sl47uwE2hJlgnLNzVGGKUUZhiQbzWipduFB68cgV63H0umjkRLjxvDcs3Y29YrGRECQCqvQa/Hj5pXv5KOXVNZgkNdTtRUlmBVbTOmVxRIixVqqoplDQd9QQF3XFwKQRTh9gcxtjAdnkAAJp0Wg7JS0NjhkAwCw59fs6Ulaifuv1w7ErmpPB69phz7Oxz4cG87tCwLA6dBQ7tdNjZEER6/gDabBy9+dhCPTh2JhnY7ggLw4mcH0Wbz4JF39+KPVwxFhlmPJe/VYXZlsWT8BwBtNg9WfN6Ex6eNRF6aQVrMGXa69gYF1FSWSPch/HpLtwtnWY0ozDCi+Zgb0/+xGbdOKMKaLS2YOb4IDAOIIvD6lhb8+kL5e+cNUHUPcfpyxOZBU5cbT3/YEPl6ryfGJ34YGpaBxcCh03miKN9i4KChbcGIOGnr9cq23bZe7yk6I4I4fQnr3V1HetHp8OIfM8bAHRDQ2OHAK180Y9bEQVjxWSPOKcoCwwATB2ej7kgPzh+Ujv5pBjR2OLBmSwu6XT787RejsXDdbkkHAcDyTfvxi3EFMPM63PJSraSl7rpsMM4vzkC2mUfzMWeETgQALQssqC5DUBSx4pZxOHTMBaNOi16XF2MGZuDu17dLx7rj4lJkpejRcsyFdKNO0piPvLsPd15aKqvBNCyweMpwpBo5PHfDGOi0GtyzZqf03tzj5oRhrdp3N5TwMRat34NZEwdh8fo9uHVCkWwcT0DAUxsbwHMsnrzu7AiN+NTGBrTZPKipKsb0igJ0OnxYvmk/HrxyOO5/a1fE9b342UEAIWOyoAA8/8n+qN0CFlSXoa3HhXyrMaZmDx9j7iWleOH/DoLnWCydNgoDMkwJa1NqoLZGIZIXC89h494jeHTqSLi9ARj1Wrz0WSPGDRia8Fht1G6JBKHXhp6ZLT12aZePTJNOMUOzHo8XPKdBabYZTl9orIfTMuj1KLOYmkhe2u1eWY3SYVemnyZChFEX3XYJIl6Oxmi7RxVqu+12+TGNdoXiEclLh0O+7XY6Et+WWm0e/P3jRlw9Oh8ME5qI/PvHjbj/Z0NxdsKjEclMt9sn22573Mpoz5ZuN57/5ABunTgIbl8ABp0Wz23aj19dMAgjz7IqEpNITtTMuUBsbd1upzEGIj5sHr+s9uz1KON0fTTG/J1S2ppIXtKMHB78f3tQXZ4n6c9nNzViydSRisRz+YMQRQEVhVZ0O/2wmjj0uLxw+WnjOSI+jvaqO8ZAEIlA7XlZmgcmzlQoxxOJQhCAbIsO/SwGtNs9yDbzEBFUbHMMteMRyYuaebAj1ryzk3IuER9tNg+e/nB/xPzW0x/ux/0/S3zd2KmIRyQvaudBXzCAVAMXUbOQauDgDyZ+g2UiuTkSSy8otMZH7XhE8qJmHjza64nRbmlsjIgfm9uP2iYbapu+inhdiblgNWMRyY3aefDwN/TTqO6RiIcup3zdY5dTmbpHteMRyYvaeZDmgolE4fIHcHZBJm558cuI9fVuf+L7aWrGIpIbJXLgKTH/E0Xx5zH+VCXzXhHA7T80ps8XxPrdbRHmGwsnl6Eg3YBfTixCulGH5z5pRJfTh9suKMbCdSHTuMIMA26/sBiL1u/B9eMKsXxTI6xGHa6tyIeGZZHKc+hy+CKOW1NZgpWbmyQDQJs71LGtLs+TjP+AkPiat3YXnpg2CvddMQSdTh8EEUjRadAvlcfc104YoSyeMhwDMo0w8xq4vEFkmXn0t7L49YVF0LIsjvR6sPT4OYSPvWxjPV64aSz+8MYOVJfngWWBR6eORHOXE+X5qVHGLDzHoqLQiiM9bsxftwdWY2i360FZKQgKATz/SSPq2h14dGq5ZGQSvhd5VgOWThuJhnYnhuSYcbTXg31H7dL13H5RMXwBAf6giIpCq2xsq0knvd5m86DuqB1PbYxs7B6/gKMOLzqdXvAcK32277G6XT7sOmxDRooesyYWSQvocyw8Hn+vDjaPH49OHYnDPW6U56eio9eDfqk8Rudb0WJz4/evbYPHL8Bq4NDt8kk/uNxUHrdOGIi9R3plzz/brP+hzZQgFKOfRS/bbvsp1G5FAfjX5oO44fyiCPOVP1xBk9pEfOTEaLs5Fsq5BHEyPl8Q/2/PEfzxzZ2ShvzTVSMwMDMFf766HJ83tOOa0QWSHq0oTMW0igLM7GPkt2TqSBh1Gji8AckMr6/GHZ6filterI3QnI/9Zx+WTB2JZRvrcO2Ys7B4ynC0dLvw4d52XDEiF0s/OGG6/OCVw5GXxsMfFHGwKxBlwvf4B3V4fNoopBlT8Ic3duC6sQV4bOpIuLwBWIxcRD7ITeVxbUU+SrLNaD7mxFMf1uMX5xQix6LD334xGtsO9UAQgXXbW2HkNJh9UTFK+pkhiqJk3GfgWJj1WlhNenAaBv+aOQ49Lr9s3hGPG657/AJ6XD48/2lj1HuCArBsYz1eunkc6todWPHZQSydNgqNHQ4MyTXjcLcb9/10KNy+AKxGHV7+bxMqh+TgqQ/r8djUkfAFgsg283D6/HB4g2hot8uey/hBmTj7rDScZTVCq2FQnp+KbDOPARmmqB06TnfU1ihE8pJq0GDa2MIIQ9FFU4Yj1Zj43Rhj6RNqt0S8eAIC+ll0KOlnRofdiyyzHr1ur2KbC+i1GtjdkQuZBUGETiGzQSJ5iZUHsxXqpwUFBr5AEKkGHQKCCItBC5vbJ+2QQxDfFbXHGLLNMX4rKaQZiPjISpFvSxkKtKV+Zn3EvEg4Fs1/EPGS0WfOLwzPsUg36RSJl23RhzZ6e+VE8TG1XeL7EOv5naXQ81vteETyYtJrZduSSa9MSRCN6xKJwsBp8JsLi7Ggz8aeCyeXwaBL/LguAGhZBgCD2qZuCCKg6QQGZZmOv04Q353sWONjlAeJ0xi1n9+kF4gzlVhtl3I8ES9BUURTlydK65ZkK6N11Y5HJC9q5sF0k3ysdCPlXCI++lnk57f6KTQPrHY8InlROw9qGQ0cJxn3ODx+aNIMisQjkpeYekHBvKtmPCJ5UTMP0vgCkUjSTlpLBYTaU6qBO6NjEcmN2nkwm+oeiQSRmSJf95ipUN2j2vGI5EXtPEhzwUSiMHJaPLNpt7TmHwCe2dSAx65J/MaxasYikhslcuCPZnXv7iM2yaAPCJl2LHh7Nz5vPIbfvrINM1fU4rLhuZh7aalk/AeEDPue/qgBv790CB7/oA5Wow4zzg2ZAM55dRs+quuIOu6yjfW4enQ+gNAX1OHwIjeVR4HVIOu+7A0G4QuKWL6pEU9tbMATG+pxxOaRzPfCJoGf1HfiSK8Xz326H3es3o47X9sODcvi2U37IYiQPXZrjxu/v3QwhuaYAZEBywAFGUY0djgw95LSCAO9msoSzFu7Cz2eAEqzUyKu83ertuHn4wpRmp2Cu1/fgXyrAS/dPBZ3XlYKADjY6YIgAgMzjUg3cXB4AxHX0+P247H39mLp+3VYtqEOCyeXRcReOLkMKXoWd1x84pw0DKT/DsNzLMpyLRiSY8FjU8sxPNeCB68cjjlVxchN5aXreP7Tg3jh0wMYW5iO0n4pKM0244X/O4C6dgduOX8g3B4frEYOt7z4Jeas2o6bXvgSa3ccRrvdLd3HAZlGzKkqkc7hlxMG4rH/7MPq2hbUVJZEnP8dF5fCTyuOidMYo06DRSf97hZNLoNRoaJ5hzeAS4bl4u7Xt+OeN3birte345JhuXB4yfmYiA+DToMFkyLb7oJJyi34IIgzmd1HbJLxHxDSgn98cyd2tNhw84tfIj/DjDVbm6W/zxw/CPPfPqF7rUYdDnW78JuXt2LfEYdk/Bc+1rKN9fD6BVnNqedYzJo4CE992IC7Xt+BZzc14obzB+LVL5sjjnH/W7uw7ZANuw/3op+Flz1WfbsD2w714I6LB4MB0NLtQqvNjTSDFoumDAfPschN5XHDeSGt+ttXvsJfNzZgekUB3tvdBhEM9h2xIy/VgCE5ZiyeMhwf7WvHUx82IMesh90TwPOfhnTqXzc2gNNqsOS9vbjtX1vxP89/AZc/iPt/OjRKJ7+xtUX6t4Xn8PBVw1FTVYzZlcWYU1WMey8fgje2tsDjF7DnsA01lSWoaw/dxxyLDl6/AKcviLte34671+zEb1/9CpcOz8Wq2mY0dbnxj037ERRE/HJlLXa22nH/W7tkdedfrh2FigHpuGhIPxT3M2NAZgrOLcpEUVbKGWf8B6ivUYjkxeYKYv7ayL75/LW7YHMFv+WT8aPTsLL6RKf50QyxEAmCYUT0uIO4+cUvUfPqNtz84pfocQcBRlQknpZh0WH3oq7djkPdbtS329Fh90LLUNsl4kPPMbLPbwOnjBYJigJcPgGzVm7B71Ztw6yVW+DyCQiKNBZHxIdJLz/GYNIroz01DBMxvsxzLOZUlUBzBup24tSi0zJYfLw/DEDaMEqvTXxbMhw/9smxDBzpBSI+BFGUzYGCqIzWNXAa+bZL4wtEnGhYyM5jaxVqSpyGkY2nUyDHE8mNXsNG1X/MvaQUeoXGq2hcl0gUNrcPBp0GsyYWYXZlMWZNLIJBp0GvW5ld7LUMgx5X5MK+HpcfWobyLhEfGlaQzYMaVhm9SxCJQO3nN+kF4kzFcLytRrVdGh8j4iQQhGTEB5xYtxBIfAnDKYlHJC9q5kGGEWTHdRmG5oGJ+Ig5L6tQf1/teETyonYe9AaDWLj+ayzb0ICnNjZg2YYGLFz/Nby0Fo6IkzSjBosmDz9JLwxHmgKbdZ+KeETyomYepHlgIpGoWYdINY9EolA7D3Ia+RpLnYbaLhEfeq38ejG9QnMEascjkhe186BJr5HN80qtyyCSF4fPj1vOH4hwmaOGAW45fyAcPv83f/A0j0UkN0rkQGW2+T4Nabd7Zc1FBPHEfz+wbjeWzxgT8T4zr8H0igI0tNthNepw70+HoqHdjlsnFGHNlpaYpnvMceO6uy4bjLVftWLGuYXodvkk98bcVB5Xj86HhgX6WXgsfb8uYsL9yQ31mDm+SHLXDZ/rgrd349GpI1Hb9BU8fgGL1+/BzPFFACDrDNlh90IUgWUb66Wd/GoqS7Cqthm3ji/CSzePxf/t70JQAFZubkKbzYOl79dh6bUjMfe17RHntHB9KHbNK1+hucuF4iwT2nu9WL6pMeLYeq0GT26ojyogCF/POUVZ+NtHDZIjqigCf/uoAXddOgRZZj2WzxiDPW29EEXgjotL8fgHddLx77i4FO29HvzzswOYXlEQcV0LJpUh3aTDgQ4n7vvpULT1uNDj9mPFZwdw12VDcMP5A3DM4YUnICAjxYA7X4+8vnlrd+GFm8aipqoYgggEBGDF502YOb4Iei2L/mkh88Y2mwcrNzdJ5z92gBXz1+7CJcP6Jaq5EkTCsXsDAEQsmToSTl8AJp0WLp//+OuJx8Bppd8uEPqNPf5BHV66eZwi8Yjk5WivB5qT267Xj3a751SfGkGcdsTSuwxzwgQrrCNzU3l4AkFYjTpcPTofDAMM7mfGkvf2Rnzm5GO5fMEIzZmbyuPainwEgiLae0Pm1W02z3Gjv50RejZ8jHSjDgvW7cbj00fJ6teS7BTcsXqbpPHmVJXgtdqQ8d7aba2YOb4IQ3LMuOskLbdsYz2evO5sNHU5JS0a/nz1qP64YngOOp0+zDvJHGzhuhM61eMXcPfrO/CvmeOwbPrZ6PX6kWbUYfH63WizeaTj/f2jBlSP7B+hgx+YVIasFB26XT50Ov14Y2sLZo4vQq5Fh/QUHtsO9Ujv7xt79kXFWPJeHSaUZktmjOH7f7LunFCcibED0s9Ik79YqK1RiOSlw+GTzVsdzsQvEu1wemX1SYfTm/BYRHLDgJVdgLHiFmX6TZ4YKztivU4QsXD5BMg9v0OvJ55Yi5VojIGIlyOxxhh6vRjWX4l4Xryzsw2PTh0Jty8Ao06Lf2zaj4GZpsQHI5IaX0CE2xfArIlFEESAZQC3LwB/IPGmEt4YsbwKxCKSmx6XX5pjC88Frvi8CYOyUhSJZ/f4IYpC9PiChwoyiPjwBkR4/cGIPOj1B+FTKA+6/YJsvJPHOAji2+hw+qDXsBFtSa9h0anA2BhA47pE4tBrtbj79S1Rc0X/mnmOIvE8wdBGTX3nd+ZUlcBDC5yJOAkEWdQe7MQ/bxqLLocXGSl6vLW1GYUZhaf61AgiJmo/v0kvEGcqTl8Qcm039DpBfHe6nPI1DF0uZfppascjkhc186CG0cjOSWgYWiBKxMdRu/y8bJFC87JqxyOSF7XzoM0ViKgbB4A1W1rQ66J+GhEf3a4AgOi52R6F2pLa8YjkRc086KF5YCKBHLZ5ZPVnQbrxjI5FJDdq50GPX4A3cFK8QBDuAOVdIj5s7gCe+TjSA+WZjxvwpytHJEU8InlROw92Onx4rbZZ0gwGnRYrPmtEbmqpIvGI5CXNoEND0BlRyzX3klKk8bozOhaR3CiRA3805n9GTitrLiL2qdP3+AXY3IGI9+WlGXHX69vxu4tL8OsLitDQbocghlw8b5tYBHcgKHvc0WelYdbEImSm6FBdnot/f9GM+346DHOqSvDql80RxnXLNzWiprJEMt8Ln0vfjZ/C5+rxC3D7AhHnrGGB12pboozy5lSVADhh/Bd+/6raZvz+0iFoaLdjQIYJr9W2SHEBwGrUSe/tSzg2z7HgdVrYfcEok79lG+vxt+tHxzSeAQCGAZq63BFGMABQ127Hsg0NUpIMiiJEiHhs6kg0dTlxdoEVu1t78PC7ezFzfFHUdS1ctxuzJhZJx6ipLMGS9/bi+nGF2H6oB3qtBmelm3DH6m1YOKlM9hw/b+ySPv/glSOQl6YHAPiCAow6jfRdt9k8ePrD0PvGF4/FoillGJBBk3XE6UsgKGL+23uictVzN1QoEq/X7ZcfEHfTQjsiPow6LW5f91VU233hprGn8KwI4vTk2/Suxy/Ac1xHXj06Hx29HtxwXiFe/bIZ1eV5qG+34w+XD8XfP2qQPnvysY72ejC/ehgWrd8Dq1GHG84rjDDa66tpwzq1LzzHwqjXwuMX4PMHMaeqJOLz86qH4c/vfh1hlu32B3HfT4eitcclLbJ1eQOyWo5jGVlT7VkTizCknxnbW3q+UaeG/91m84IBcOiYCys+O4jq8jwUWA1otbmx4vMmXD06PyrOA+t244npo+D2B2HUaVFgNaDT6UW6SY9th3pimobnWQ34wxWD4QuIsBp1+MU5BRiWa5HVnVefnZdUxn+A+hqFSF4sBvkcaOETP+xh4TnMfjlan6wgEyoiTjpiGPd22JUxkmRi7DAe63WCiIU/IP/8/scMZZ7f3S75xUo9tFiJiBMDp8V8FccYrEYOU8fkR8wpTB2TjzQjp0g8Inlx+YN46J290XlXgX6TmrGI5Mao06Lb5YuYC+Q5FkadMouVGIaBxy+gpedEzs0w6cCS1iXixB8Q5fOgQlrXH4wRj/IuESdpBg41r8iMVym0wQCN6xKJotMhPz7W5VCmz+8PilF1Tk9uqKe8S8SN3evHoOxU3PLilxEb2tq9ytTECIKIg11OHO31oJ+Fx4AMU9LNGRLKo/bzm/QCcabip7ZLJAgzr0VhhgHV5XlSXdK67a0w65VZuqF2PCJ5UTMP0pwEkSgyUnS4YkQu7j6+oXR4LVV6ijKLNtWORyQvaudBi0GLX19QhE6nT5pP+/UFRTAbyHSViA9frNoxhdqu2vGI5EXNPOijeWAigeRa9LJ1iDkW/Rkdi0hu1M6Dgijiwf/3dVS8f95IeZeID4c3ELFJLMOE9KhDoc2t1I5HJC9q50GXL4jWHi/2HbFLcxKtPV64fWS6SsSH2x+MWqu/9P06PK9A21UzFpHcKJEDfzQzujotE2UuMqeqBCs+b5Lew3NsqCi6skQylmvqcsLjF6DXsLK7P/NaNuq4C6rL8MQHddjR2gueY/H8jRWYXlGA3YdteK22Bff+dKg00QOcMM2bOb5IWgTDcyzCNXp9jVR4joVBp4045yE5Fui0DHjtiZ3cR5+Vhj++tQvXjMmPeEjnpvKYXlEQNdG04vOQSUtuKo8bzivEvqN2WeMEk06LBdVleG7Tftx2wSDZIlyXX94Qsa/Rotzfwxtph5NkXyO/BZPKYNKxKMg0SQYtcrGFPuY24Xv68hdNeHDKCHzZdAy5aQZ4/AKMenljiL7ncP9bO/H09aNx+8tb4fELuO+KwVHfdU1lCe5ZswOzLyqBIIhUWEmctrh88iZJLoV2pLWauChDqDlVJUgz0eJmIj4cMQy+aPCCIKKR07thDQmEtE5/qwE8x4YGAoMiXttyKMKUOmzAt+qL5ghNHM7jDIBUA4eZ44swJMeMu75B0/Ici6E5J0zswsdo6XaB51hoWBYrPm+K2JnE7vGjqcuN3FQeM84tjIi/YFIZfn1BER56Zy9unVAkq+W8QUHeYC/NAJc/CEGU16En69T6PqbUYa38i3MKsGxDSKvH0qJ72noxbkA6vjh4DIIYKqKde8lgadJLLvaBTicAYNRZqbj5JwOw9P06WI26qO9y6bRRSWk2rbZGIZIXI6eR7fMbuMQXZBxzyptQHSMTKiJOssx62WdDllmZAgkGkB3bopEMIl7cMjsvevwC3H5lnt9pRk7e4NVAYwxEfDhjjDE4FRpjMHCaGHMKVDhPxIfDo17bdcfoo7mpj0bESapBi4WTy7Dg7d1SDlw4uQypBmWmpmNpXYKIF7c/Rh5USOt6fPLa2kN5l4gTm8sv25ZsLmVMqGhcl0gUJp187Y5ShsGx2m7fTVgJ4ruQxnPSBr1AqB09/kEd/qWA6aogiHh39xHMXb0tYt7w8rIcqlMj4kLt5zfpBeJMJVatmlLjyETyYua1uO2CYixcd2J8bMGkMpgV2MDwVMQjkhc18yCNjRGJwh8QZM3+lVrcrHY8InlROw8aOK3sfJqBI71AxIeaNQynIh6RvKiZB9WuUyOSGw3DyLZdjQIbYqoZi0hu1M6Dsdcg0xgDER/pKfLeCOkKeSOoHY9IXtTOgxkx2q7VRGMMRHzE1gyJb7tqxiKSGyVyIPtDTohhmJ8wDGM6/t//wzDMUoZhCn/IMZWCZRmYdCEzgCVTy3H3ZYNRmG7EtRX5mF1ZjDlVxXj46hE40OnAys0hE5KaqmKMyE8Fz7HINPOyEzRZZh7903j87frR+OvPR+HRqSPxyhdN6HD4cPtFxbh1QhGCgohVtc3Qa1l0u3yoO2qXTQqa499GeAFMf4seT0wfhVkTi7BycxO6XT4snFyGFZ81Su+rqSzBPz/dj8VTRuDhd/di2YYGPLWxAV8f6UX3ceMBnjvxNV89Ol8yUel7HddW5AMArq3Ix5Mb6rG6tgU1lSXSZ8PnlJ2qwytfNGFHay90Wjbi2OH3HTrmwsLJZRGfXVBdhvU7WgGETFBO/ntNZQne2NoScT/6GvktXLcbDm8QWSZ9xOdOjt3XuMXjF6DXspheUYBfrqzFsg0N2H3YFnKH37QfC6q//Ry2t/RI9+qFz5pg0mmwfMYY1FQVY+b40PfS1OXGvLW7sPuwLVbzI4hTjsXAyf5mLAottPPGmNT2Bcixm4iPtBhtN41MHggiir5698npI/HM/4yBlgWuGZOPOVXFeOSaETjc7cLM8UUY3M8MX1BAdXlelDZcvH4PJpRmY1VtMx6fNgp/uGIIHp06EgwDFGengNOweP7TRuyLoWkZ5oR2tHt8mDWxCLMrizFrYhGMnAavftmMOVUlsBi06Hb58PSHIf369IcNcPtCJtJymnXhut3oPG64tWZLtFadVz0M2Sk62ZzR2uOG1ajDuu2tUZ9bMOmETuU5FnMvKcVrtS1S3Cc31OOPPx2KMYXWiGPLxQkKwBcHj2HZhgY890kjplcUQK9lsW57K9KNOsyrHhalP1+rbYEgAvuOOKRdA9psHqz4vAmzJhbh0WtG4NVfnpu0C3jU1ihE8nLU4ZUMRWdXhvprKz5vQofDm/BY6Sb5XJNupN2bifhw+PxRz6WayhK4fMoszPcFRfl+WlD8lk8SRCRWo/zz22pUpp/m9gdkfyveAE2wEPFhjqE9zbwybdfuDcjmXdrQgIiXjBh93XRT4vUn9dGIROH0BfG3jxoi+mh/+6gBToUWK8XSun7SukScpMXQumlGhRbmG7Ty+oTyLhEnPKeRbUu8QgZqpBmIRBHe2Kpvn39OVQl0WmXmQ6xGeW2dRmO7RJwcc8XaJCjxY7sHOp2S8V84ztzV26QNxgjiu6L285v0AnGmYonVTyMDNSJOnN6AZMQHnKh9UmqBs9rxiORFzTyYGmMsLlWheWcieVF7cTOZShCJQu086KAaBiJBpMeoYbAqNM6qdjwieVEzD2bGaLeZCtT6EMlPb4y226tA21UzFpHcqJ0HDTr58QyDQjUTRPLCiIxsHmSgTA2D2vGI5EX1PEhtl0gQarZd0gtEwlAgB/7QWbi/AxjJMMxIAL8H8ByAFQAu+IHHTThObwCiCLj9QQgQUNbfgiO9XjAA1mxpQbfLhz9dNQJvb29Fm82D5z9txILqMvx1Qx1qKkvgjrETKadhoRUE8DoNXP4g2rpdmDyqP1INOrR0u/Dh3nawDDD7opDL8qLJw2DUc7I7V5dmmzG7shgsA5j1WjQdc8EkiKgotKI4KwValsFrtYdw4/lFuHCwEwUZJhzuceGcoizs6GNSBwD/2tyMOy4uxctfNKGmskQyT9GwkL2O/DQDZlcWIy/NIBmOhE0QGQYYO8AKQRSw5WAPJg7OxkVDsmHUs3jwyuG4/61dkhtlTWUJVnzeBJ2Wwcu3noMDnU40HXPhlS+aMGVUHoblWpBu0mF3qw2PTR2J1h4X8tKMWPLeXrTZPBH3QxSB3FQeV4/OB8MALAOwLFBTWYJVtc0R1xUuAF7xeVPEMQZkmnD369ula15d2xIyxNlQj1e+aMKSqSMRFEWkm3S4/62dUecQ7HOr2mwevL6lBb++sBjLNjRE3cNWmxsjYY2/cRKECji9Adx7+RB0uXwQREDDAOlGHVwK7WBPzsdEouh2+TG/eiiO9HqlttvPoke3WxlDFII4kwnrXbNeg0yzHp0OH5y+oKR1H75qBFbXHkJtkw2FGQbMry6LMDoO4/ELGJZrxjkDh8Pm9mNAhhEPv/M1fAERf/zpUBzscuKv152NoCjKatoxBWkwVZWAgYjCTBOMOg4MA2hZFh5/AHdfNgR6LQu3P4hFk8sw/+0TO06X9EvBg1cOR/Mxl+x5hc2h+2rVokwT9FoWLAsEIeKhq0bgvjd3RujTlZubsHZbK2ZNHIQ3tx7CszPG4IjNAzOvhcPjx52XDoHbF8BZ6UbMXb0dbTZPhA416TU42OmQ9OeaLS2YXz0Mi9bviYizqrYZ1eV50vku21iPey4bjNsvLMHTH9Xjvp8Ow6yJRRBEQBQhGXybdBqkG3UR19xm82DZhgbMriyGUa9FeX6aMg3nFKO2RiGSl0yTTjIUDcNzLDIUmBy0uf2y7dbmIX1CxIeO1WDj3iN4dOpIuH0BGHVavPRZI8rzBysSzx1jt2i3QgYsRPKidj9Np9Fg26EuPDtjDLqdfqSbOPxr8wGMPCtVkXhE8mJz+aPGlGsqSxR7hts9AViNOqlfAYTmIuwe0rpEfPDakMH+gj7954WTy8Brf9D+XrK4fPJ9NNILRLx02n1o6nJH9NEAoNPhUySeI0bOpcVKRLzwnAb3/2woHvx/X0s59/6fDYVeq0xxj9MbkNUntDCfiBdOw+D+nw1Fu/1EPy3LrAenUaagksZ1iUTBcxrkW3ksnzEGx473+W1uH3hOmbzb65HvF/bS2C4RJzynQUVhKm44vwhubwBGfWhs9+Qi4UTQfMwpO657qNuJQdkpCY9HJC/OGH1+JWvHSC8QZyIahsGC6qFo6zMHkmPRQ5OEmzUSymKPaQylTB5UOx6RvKiZB7tjzN31KGCqTSQ3KbxWto9m0iszvqB2PCJ5UTsPUg0DkSi0DGRrGBQoYTgl8YjkRc086PAGZNutg8bGiO+Bxx+UbbsnjwOcabGI5EbtPMhpGNx3xRB0Ok/MSWSYdIrVTBDJS7vdKzvO2uHwJkU8InlROw/Garvtdmq7RHyo2XZJLxCJQokc+EPN/wKiKIoMw0wB8JQois8zDDPzBx5TETJS9Fjw9m78ZmIRGLC48YUvpQ7DHReX4sXPDuKPb+7EczdUoPWYEwOyzOh0eHHnZUMgiAK0rEbW3MSk16DN5sfXR7vw4d52XDEiF0vfq4PHL6Aww4DbJhZj4foTnZMFk8rw4v81Rg3Q/+Xakcgy6yFCRLaZh04rIsusR4/bD57TgGUD2HfUjr1HHVjy3l7cfmGJZGrHcyz+/osxKMwwoLo8T+pUb2nqxOIpwxEICnjp5nFot3uRbdZj7bZWNHW5I67DqNNCp2GRl2aQrrPN5sHTHzaA51hcUDoO7b1ByX2S51gMzhmFySP6I8fCY/OBY5KBSdhAr8vpQ6ZZh6ZjLkwcnI0UnQYObwC/W7UtYmLipc8a8ZsLiyM6cXMvKQWvZTG7shiLj5uqPPcJi4euGoH8dAMWTxkOt9+Pf940Fh12L3IsPGweH7pdPumaaipLcKQn0jimzebBis+b8NjUkWjv9cBs0OKYwwcDp8HtFxZHmM/Mqx6G5Zv2S5/NTeXx83FnISiIuPPSUhRmmNDa44LDG8S67a3ITNEr2YQJ4geRadajtduN5ZsapTZ+3xVDkGFSpt1aTfImp1bajZGIk/5pPOxef0Tb/dNVw9Hfwp/qUyOI046MFD1e/u9BXDysP2a+VBuldZ/YUIdHrilHh92LzBQ90oxaGHQZ0u8rTEjjarGlqRura0PGgfdePgSegIA7++jP+64YIplNV5fnQcMCowusSDVoMDgnBWY9hy6XDym8Fk9trEPlkBws21gPq1GHayvyMTDDhPx0A+ZeXAIBwLBcMzQsi06HD+cVZchq1r41hG02D9bvaMXsi0oizmvptSOxbPrZ2HHYFqVPM00cfn7OAPxq5ZaTTPv24/YLS7CzpQfdLh/K8yyYPq5A0qE8x+LJ60ahIMOER64ph9XIocflxRPTR2FPWy+CArCqthnTKwqwcnPIjDpsHmjUa1GYYcDSa0eh1+tHcXYKGtodEABMq8jHsP4WePxBaBgWNVXFEMTQ5FibzSNdc91RO4blWlCUlXwLeNTWKETyomUZLJhUJu1kH+5/axUoPs5K0UW12z9cPoR2YyTiJt3E4dYJRQgEAYgAwwC3TihSrN+UZdbJ9tMyU6jtEvGhdj8tM4XDZcPzIjTcn64agUwTjTEQ8ZFu4k6YrvZZhDF2wFBF4vW38rj5JwOw9P26iHHv/mk0pkHER5fLi/6puuPzPB5km3n4An4ccyXeRC3LrEfLseg+GukFIl76p/GyC99yFdIL/VN5/GpiEf787t6IfloOjSMTcaLXMsgy67Fk6kg4fQGYdFpwWgY8p0xxj9Wow6raZmlDPlEMjTMuvXaUIvGI5CXNpIXJpsXyTSeMKx++agTSDD+0JEiezJQY47pGGtcl4iMgBODxi7jr9RN9/sVThiMgKGM+nWbgZDcYGDuANvok4qOfRYfrxhVG1O49eOVw9DMnvu+UauCiagLXbW+FhaexMSI+slL0aJXp8ys1L0vzwMSZisWghZ6L1NYPXTUCFl4ZbU0kL1kpetlnuFJ5UO14RPKiZh7MMHF4SGZsbMnUkQmPRSQ3WSkcrj9nQEQf7aGrRiDbrFD9jcrxiORF7TzYPy1GDUMqzacR8aHTshjSz4gVN4/DUbsH/Sw89BoRLKuMG5/a8YjkRc08aOE5bG/qkmp9+ll4fF5/FMVJuB6EUJ5+Fr1s21ViTkLNWERyo3YetBi0MOq1WP7O3oi5OxrXJeKln0UvW/eYrZCHiNrxiORF7TyYkypfI9yPanaJODHz8m03RZ/4tqtmLCK5USIH/tBWaGcY5l4AMwBMYBiGBXBazljwWuD2C0tgNXL47atfSQudPX4Bj39Qh9kXFWPJe3XYc9gGs0GHG1/4QvrBLpo8HKtrm6IM+xZMKsMf39qJpi53hFlc+NjV5XmS8V841sJ1uzFzfBFWbm7CzPFF0LDAhJJMNHW6cMM/v4hIEoIgoNsVwOMfnOgoz6sehqwUPV7f0hRapOgLIM2owzGnB7MvKsG8tbskQ5WflecjKIiwewP4zctfRbij/+2jBum877psMDgti37Hd34/2U19waQyaBgGv39tW8S1zF29Df9bMwGchsVzn0SbxuxstWFIjgVXn52HI70eGDgNpi/fHHGMZRvr8cJNY2H3BLBk6kg0djqRotcgI0WH/R3OCDMaj1/AfW/uxMzxRfhvYwemVRRgzqsnTBwfmFSGRZOHwaDTggGDlh4X+luNUQvbu10+tPW4EBCAX63cIt2vARkm/GNGBXa32WD3BLHqi5CBS/g7n1M5CN3uABauPzGZXVNZgnXbW3H7hcWKLfogiIQginjouBABQr+nh97Zi1WzzlEknIXX4tFrytHQ4ZCcjwdlpcBioB3tiPgIBAX88c1dEW33j2/uwqu/VKbtEsSZDK8Fbv7JINz84pdRWvfOS0vhC4i4qY8B9qIpw7H6y2iNO6eqBPe+sRPdLh9qKkuwcnMTuly+CF1mNerQ6fRhWI5Z0qB9tWMgKOBP//tVxGs5qXq8eFMFWnq8uP+tnZJZ9oJJZfAFBPiDwLy1J7T1yZr1gUll4DlW0nY8x2J+dRluf3lrpEZ9bTuWThsZpU8LMwywmvSYs+qLKD26ZOpILN+0H9XluXj0mnIYOE1En6E0OwXHnH7MeXVbxDVZDCzGFFrR6w5gQkk57lmzA202D3JTecw4txCraptRXZ6H1h43huZaYHf7YPcGIxY4LJxcBq8/KD2nTxgSNuO6sQVI0Wvxt4/24/xBGUlp/qe2RiGSl15PAM983BBRCPfMxw1YPGV4wmOxLCRDCSDUbv/87l6s/hW1WyI+/EERbr+AA51Oqd80INOEgCAqEo/TsFg0uSxi44NFk8ugoy1wiThRu5/m8gn445s7T4q3E69Qv5CIk1SDBtMqCiIWYSyaXIY0ozLjVYIgSkVwQKjtLn2/jtouETc5Zh717U40dNggiEBDuwODslJQkm1KeCwhGKOPRu2WiBOjjpXNuSa9MtqTYUT5fhqNLxBx4vGJaOxwRmyIN6eqBDlmZYrS9ByL311cKvULtSzwu4tLweuon0bEh8cn4N6T+k33vrlTwfk0GtclEoMosNIcExBqS/PW7sK/bhmnSLw0gwYXD82N2GBg0eQyWBXqFxLJi9Mr4P63Itvu/W/twsu3Jj4PalkGt11QrMrmR0RyI6o9L0vzwMQZivd4nfLJdctUq0bEi4YB5l5Siv0dJ+aC515SCqWmZtWORyQvauZBA6eJaLdaNtRujTrqoxHx4fSq+/xWOx6RvKidBwWRahiIxKDTMth+yBVVhzjyLEtSxCOSFzXzYIqeRa415aQ16mUw89RJI+JHEKFa21UzFpHcqJ0H/X75uTuqeyTixcJrMOO8AWhot0vjrDPOG6CYN4La8YjkRe08aNSxsm1XqRphInkJBNRru2rGIpIbJXLgDzX/mw7gegC3iKJ4hGGYAgCP/cBjKkK3M4inP6rHPZcPjTABAUI/yqwUPXiORU6aUVqIEv7b/Ld3RRn2jSm0Yv7aXWjqckvvW7x+Dx6fNgr7OxzwBASclWaQjcUwQJvNg6c/bAAAjBuQjvvXRieJ526owPy3ayNeX7x+D1bcMg7XjCmAhefQ4Qiiy+HFkV4Plm9qhNWow4xzC6MMXKxGHdpsHnj8Aha8vRvPzhiDLw9249yidHT0ejHn1RPmLPddMQSzLyqGJyBIhgl/uEL+vrXbPUjRazGnqiRiEUTYKEanZfCXa0dBFIEup0/2GJ83dmHZhgbwHIs7Li5FntWIOa9+hd9cWBzz/t1wflHU9/TAut1Yecs47D1ih8MbQFaKHjpNaGeBpe/XSSZ/AzNMyEnl8Yc3dsS8X29sbUGbzYMOhw9Lpo5EXbsd/a0mPLA+8vtYtrEeM8cXYf7bu/HCTWO/X+MkCBU42iv/+2vv9SkSz+ERpLwU/m3NvaQUeWkGReIRycvRXq+qbZcgzmS6nUF0OeTzfT+LAXedrHHXRmrcwnQDWnrcWPF5E9psHgDAso31eHbGGHTYT/wWw8Z2YR30/KeRZs0L1+3GrIlFUa+9dPM4eANByfgvN5XH9IoC/ObfW6M0ZJvNgwXH9dXnjV0ICsDfP27AzJ8MjNCpX7f1yl6v2xeM0KeFGQbcflEJPm3olH2/0xfAxMHZeOGzJvz6giL49NqI9906cVCU9ly4bjcenzYK7b0euPxBaDUM/nTlCOw5bENumhFL3tsbYSTNcyz+9ovRmP92pFnhgrej79eyjfX4501jsa+tF3/7aD+6XT5kK7TA+FSjtkYhkheXL4hUnsPgHLO0W8IndRxcvmDCY7X1yOuTIz0+lOcnPByRxPiCAo7YIvtNc6pKkG9Vpt9k9wTw9EeRJplPf9SAP19drkg8Inlpt8s/vzvsyjy/O2LE61QoHpG8dDuDUiEwEB77340VNytjKhFrTONor1eReETy4vYLaO1xq6IZjsbIue2Uc4k4sbnlc+5LCuXcIzHGF47S+AIRJ73egDSmCITa0ZMb6jE8L1WReHZPAB12b9R8Wm5qco4FEsqh9nwajesSiaIjxrxWh0OZtnRM5X4hkbx0OuTzbqcCbbfH7ZeM/8JxFq7bjeUzxiQ8FpHcqP38Jr1AnKlQrRqRKHyCiMM90XPB/RWqoVU7HpG8qJkHez1+HO2NHhvLNusTHotIbtQfGyO9QCQGtfNgrPobpep9iOTF5lJ3nFXteETyomYe7KF2SyQQNdsu6QUiUaidB4/ErNeltkvEh80TVHWcVe14RPKidh50eKntEolBzbZLeoFIFErkwB9knSqK4hEAawCER5Y7Abz5Q46pFB0OL5q63EjRa8BzkZfNcyxMei1qKktwsNMZ03AubNi3bEMDjtg8kvFf3/c5fQE89WEDntrYgMM2t2wsUYz8t90TkI3Z7fLDatTh9ouKMbsy9D+rUYdPGzqxv92JP7yxAyk6HRat3wNBDH3m6tH5ksFI+DhPbqjH1aPzI47d4/SDZQCOZfHEhkgn/ofe2Qu3X8BTGxvw9IcNaOpyQ69hZa8l28zD7Q/CyGmwZOpIzK4slkxkAGB6RQH+5/n/4uf/+C+2H+qRPUZQOHFej39QB39AgMcvYGCmKeb9c3vl71m73Ys//e/XcHiDuH/tLix4ezf0GhbLrjsbsyuLsXxTI+5YvR03v/glplcU4IbzCmXv17UVofvV7fLBEwhi2YYGODz+mG3D4xdgc/tBEKcrZl4rn/v4H+oBK4/DF5Dd5cPpCygSj0heDDr557ZeR+7vBHEyHQ4vjDF+Myad5ls1bnO3G8s2NEjGf+H3bGnqhkl34jnSV2+GddDJxxXEkElgWMfeOqEI2w91o72PiaCcbl228YRu9fgFHDrmwrINJzTpyTrVExBkr9dq0mHF5yFTw7mXlOJPV43A/LW7IIiQfX/zMTee+6QRt00sQn66EYeOuSLeF0t7On0BuPxBPLmhHr/+11bcuqIWAQFo63Ghujwv6vq2HeqJeb9Ofu1wjxsL13+NbpcPS6eNwoAME5IRtTUKkbzkWw34+TmFuPv17bjnjZ246/Xt+Pk5hYoYopA+IRKF2xeUNZVwK2BaCYQ2ZWjqcuPp4+NW4efrMScNUhPxofbzm/QCkSiO2mNM1tmVMeOL1T8z6mg3RiI+7DGMqOzexI+1Us4lEkVHjJzb4VAm51LbJRKFI8a8vcOjzPyWPyDKzqf5A+K3fJIgIlF7vIryLpEoUmK0pRSF2pLa/UIieTHznGzbNSvQdj1+Qbbdek96jSC+DRrXJYjvBs0FE4lC7blgteMRyYuaeTAoQHZsLEhSl4gTtZ/fpBeIRKF2HozVT1NqLI5IXtQeZ6VxXSJRqJkHqd0SiUTNtkt6gUgUaudB6qcRiYLGdYkzFbXzILVdIlGo2XZJLxCJQokc+INaIcMwvwTwOoBnj7+UB+CtH3JMpcgy68FzLAKCgDlVJdKPMuygmJmiw8rNTfAF5Q1ETjbsy0nlYxiHuKQvaHVtS1SsBZPKsH5Hq/TvRVOGxzQkTNFrcMN5hXj+00Y8tbEBz33SiBvOK4SB02DZxnpUl+dhW8sJAxGeY2MasDBM5LE1LINlGxpw4wtfYHpFAXJT+W98/5FeN2oqI68lbEKi02jwz88OQATw3CeNePrDkGnMyYYucvejprIEb2xtiYjt9AXAcyxae1xRMcPvN+rlBxHSTboII5o2mwfPbGqElmWweP2eKHOZfKtR9n6VZJtRU1WM5TPGIM0QKti0GOQLN8XjJjLpRh0I4nTFEwjI/p58AYU6nP6g7G/L7aOKDCI+UvRa2ee2WU+DxgRxMllmPVq6XbK/mVimE301roaRN8YLCsCf3/0a86qHyerNWGaDM86N1LEmnkOn3Su9/9t0a0gPa2P+HQDWbW+Vziv8mZrKEjR3OdHt8uHpDxvAaRi0drvh8QtYs6Ulpr60GnVw+YPotHuxujbyfaYYE1hZZn1UB23ZxnrkphmhYaOvL5b5IMsg6rV+Fh6zK4vx/I0VuLwsB+zJb0oS1NYoRPLi9gXxzMcNmDm+SDIdfebjBkUGjUmfEIkiVr/p5NcSRWaKTvY5lJFC4xlEfKj9/Ca9QCSKfha9bB7sZ9HH+MQPwxxDM5zczyGIb8MTQzN4FRhrpZxLJIrsGDk326xMzqW2SySKLLN8vylToX6T2y9vNuj2U9sl4iPmeJVOGe1JeZdIFHqOkW27eq0ycyJq9wuJ5MUbIw96FciDaUb5erVUI5fwWERyQ+O6BPHdoLlgIlG4fLFqaJXJg2rHI5IXNfOg0yc/NuaidkvEidrPb9ILRKJQOw9SP41IFDHHWRWaC1Y7HpG8qJkHaT6CSCRqtl3SC0SiUDsPUj+NSBSx6nWVWuOjdjwieVE7D1LbJRKFmm2X9AKRKJTIgT+0Fd4OYByA/wKAKIr1DMNk/8BjKoLN40dNZQn+9mED/ufcAZg1sQiCCLAMkGc1YMl7e9Fm82Dd9lYsqC7DwvW74fGHjAAXVJfhmU0NAE50Vv+6oS7qffOqh+GpjQ1SzDabBys+b8JjU0di31E7RBF45b9N+MPlQ+H0BtDc7cLj79fh5vMLMaeqRDIOCSeJoCDKuj3OvqhYMj4JG4iEjUy8gSB4jo0yZGH7mKgsmFSG5Zv2S8dctrEeM8cX4ekPG2TfP/eSUtjcAazc3ISZ44vAMMCE4kyMHZAOlmXgCwYxvaIAS97bi5rKEsnwr6/hSW4qj6tH54NhgBU3j8Ohbhf0Wg0eO37f+55rh92LmsoSuH1BvLWtFTPHF0GvZVGcnYJH3v0abTYPXvqsEYsml2H+232+p0llSDOGjFkMHCvdhzabBx0xXOLdx40GT75fTV1OLNvQgEeuGYHXapuxcHIZVnzeiMVThmPe2l1SzJrKEqyqbUZNZQlsHn8imipBKEKagcOq2mbpNyyKwKraZjw+baQi8bJT9LK/rSwzmUoQ8cEyAvLS+MjndhoPlqEOIEGcjM3jhygCaQZtxG/GzGvRfMyJBZPKsHBdbI1bkGHEHReX4vEP6iK0zsrNTWizeRAUBCydNgqCKEo5PqxBw/qP51jccXEpBmWbMPvlryJ07OL1ezCnqgTzqodh8fo9UtyTnxVhY+UFk8pwzBm5o8/JOnXWxEFY9UUzXrp5HGxuPwKCiEfe/Rq+gIj7rhgCjz+INKMOrT1u8ByLNptH0rQaFijONuPh/w3py9svKsaTG+rx28pidLt8WLm5CbMvKkaOhUeP0yt7/xqOOmQ15oFOJ4bmWKKub932VvzpqhH445s7I+5X2Jwx/NqDVw7HY+/uRV27A1eNykta4z9AfY1CJC/dLj+mVxRE5KOayhJ0uxPfT9NqRFl9otWI3/5hguiDxaCVfRaaeY0i8VL02ujn2aQypChkBEAkLxZe/vm99Fplnt/pRp1svCenj1IkHpG8BIQgFk4uw4I+Y8oLJ5chIChTmBZEEHlphpM0gwEiqBCOiI8Mk05WM1hNiTd6yIiRc5ddNyrhsYjkxu0PyM63uv0BReJlmOTb7l+p7RJx4vQF8MCkMjzQp9/0wKQyuBRqu+HN507O8RYD9dOI+Eg1srLjValGZXalpXFdIlFwLIP+J7Xd/mk8OI0y8yIsI0TVGi2aXAYNzT0TcZKil8+Df1FgfKzH7Y+aj62pLEGPAvMfRHKTGavf9PNRisQjvUCcqXAaUXZcl6O5YCJOsmLU0GakKLPAWe14RPKiZh406eRrJow6ZWomiOQlI4WVbbcZKcqMjakdj0he1M6D5hjjGUumUj+NiA+rUSM7zmo1KdN21Y5HJC/q5kH5+QiA5iOI+IlVQ7tMgRpaNWMRyY66eTAoBmVrJgSR6nWJ+Mg2y4+zZivkjaB2PCJ5UTsPphrl6x5Tqe6RiJNUg3zdo4VP/FirmrGI5EaJHPhDs6dXFEUfw4SKLhmG0QI4LSscLMcHZ6rL8+ALBnFeUQY6HF6wYLBmyyGcX5yF68YWol8qjyc/2IfHpo5EfbsdQQF45YsmVJfnQcMC5xVlYM/hXpxTlIU1W5uxfMYY1DZ1IygAdo8f3S5fRNxulw97j9gjjPWMeg3uWL1N+iJf+KwJv76gKCJJmHQaNHTIm4l4AoJkjLJ+RyuWXDsSdUftYFmgrH9qlEHdnZcORkG6EU9eNwpWI4cl/9mHHa29EcfUHM9HYQMSQRQxu7IYogi88H8Hcc2YfLTZPHj6wwbwHIurzz5hQpJh0mPj3iP4/aVD4AsE8cJNY7G3rReZZj60AM2ow4xzC6UixJqqYizf1Bj1etj0cMXnTQCAG84rxKyJg7B4/R54/AIKMwyYV12GHpcPOq0GH319BMtnjEGbzQOTTgtOy2BQhhlLp41CyzFnhKFit8sXY0E9h/nVw7DoeIzw/fIHQ+eZk8qjamgO/vZRA64dcxYyzRxW3DIOXxw4hoIMEw73uFBdnodVtc3489XliW20BJFABAH4zYXFUYubRYUytjcQwINXDsf9b53IRQ9eORzegDKLo4jkxR9kcKC9Fz8p7od2uwfZZh6bG44iN9Vwqk+NIE47LHoOD362BzN/MhDnDEyHze2HIAAddg9cXgHl+amS3hTFkMadMioPZbmpEEQRLMtg2Yb6CB0cNv7jORZpRj3mrt4Gq1EnLTBps3mOF+iPQn27A96AgBc/O4hfnFMQpWOtRh3OshoRFAU8Of1sgBElI8Dws2LxlOHQaRk8OnUkntu0H7eML4owxeurU006DdKNOlw4JBs8p0E/ix43vvAFqsvzUNrPBJdPQKfTh6Uf7I465+c/bcSfrhqBv/QxomaYkC7+1+ZmyQRxyXt1KMww4IFJZTDqWPxr5jk40usBRGD5pv24aEh2TOPtDrsn6lk4+6ISDMgw4IlpowAG2NPWixc/OwgAkiHhuIHpeH5TI+raHVg6bRQGZprUakKnBLU1CpG8pBo4qW8JnDC6f+nmcQmPZXcL2HHoGC4uy0OH3YMsM48Pdrci3ZSb8FhEcqPXaPCHy4fgz+/ulXLgHy4fAr1WmaK0LocX6SYtls8Yg2NOP9JNHNz+ALpOMtsliG9DFIFfTRwUMZ42v3qYYoPCgaCI31WV4t4+BsoPXzUCQYEEAxEfLMNiw9dteHbGGPS4/Egzcvj35gO4efwgReIFgwx2HOqSNEO2mcf7u1vRz9JfkXhE8sIyDO7/2VA8+P++lvLg/T8bCo0CRvF2r1825zq8NK5LxIeB02LN1no8OnUk3L4ADDotVnzWiLsvG6pIPL02NG70hzdOtN0/Xz0Ceo4KMoj40Gs1eH1Lc1TbvfOyIYrE07IM7rtiCB5650S/8L4rhkCbxJuBEMrg8QF5Vj1yLAYctXvQz8xDoxGg1P6FNK5LJAp/EFj6fh2qy/PAMEBQCP37MYUWHPuCQN2RHrx487iIsd08K809E/EhQMTMnwyMeoYLCiTCWAZqj11DC/OJ+LB7ArL9JodHmT4/6QXiTMXpE9Fuc2D8oExJW+841IlsCxmoEfERq4bWp1ANrdrxiORFzTxo1Gkw95JSLH3/xGbFcy8phZEjIx8iPvZ3elCUxSPHwofarYWHUQc0dnpQmHHmxyOSl1ORB+XqfRiakiDiRBCBwkwDXrp5nLTGB4yAoEKeZmrHI5IbtfKgIDKy8xEFGcbEByOSHoc3IFvP5fQlvs+vZiwiuVE7D4oii0/r23Hl6AJ0ObzISNHjra3NmFpRqEg8Innpcfui1rvOqx6m2MZsascjkhe18yDHsrLr4TgN1ewS8VHf4caRHueJOQkLj21NndBzGhT3SztjYxHJjRI58Iea/33MMMx9AAwMw1wC4DcA1v3AYypCmjE0KH7U5oGGZfF5YxfyrTwK01Nw1Zh8ZKXoUX/Ugbojdvzi3AFY8t5eTK8owLKN9bAaddCwQFFmCho7HDDrNfAFBfzi3AEICAIK0o24/61dsBp1EYZzISfy4Xj6o3rkpvK4tiIfRZkpcHoDsBp1ktFIm82Dv3/ciPt+OhQHOp0Y0s8MTzCIrnYHCjMMUpErAGze34Eh/cx4dGo5OJZFeb4FNpcfyzc1SjEfvWYE/nrd2fAEgshM0WNnSw+2t9jwxtYWXDMmH3Xtjoh7w3MsfjIoE8VZJmSaeWxt6oYnIGDNlhbJ7CW8viBcDJCfakBjhwNHez3IsfC4blwh7n59e4RxS7fTi8VThsPAaXDn8b8BoUFXj19Am82DlZubpOLEoTlmdNq96Hb5YDXq4PYHUZBuxKpZ58Hu8eGLg92Y99YuAMDVo/ORn2GCzR3AEx/US+f5vzUTcHlZDj6qa8cf39x1ovARwJ2XDsaS9/ZF7IL853e/xu8vGYzFU4aB02jRZnODYxksea8+QiSn8hzcfgE7W+yYWJKBgnQDGtrtEERAywJzLymFhScnYuL0JYXXINuiw/IZY9Dt9MNq4hAUBaTwykwMGjkO/VNFrLh5nFT8ERACMHCcIvGI5MWk12BInhUddi9c3iA6GC+G5Flh1FNxD0GcTJpRg3uvGAKnL4j/HjiGfCuPARkpYBkghdfimNOHQVkm3LNmJ6xGnaRNU40aHOxwoscTwK8mDsKS9/bi+nGFePyDOsmA+Z7Lh8LpDeDWCUVYs6UlSsO5/X4EBAEMA0yryEf5WRbUVBVDy7IYmGlCt8sLLctKmjCsKUVBkBZw1bfbsfT9OgAhrXfhkGwYdSyWXXc2AoKAvUfsePGzg2izeZCbyuOG8wolQ+3lmxqxdNooLJpcBrsnCKNeg3vWbMWtE4pkdWdFoRVvf9WC6RUFkkF4gdWA+64YDF9QhDcQOq+2Hhf6pxkxIMOEwgwTDnY5IUKETsPiNxcV40CnM0pj3nFxKQwci+f/7wCuG1sQ2gmOAfpZ9Ohx+vFxXScEMaTrrxldgG6XDx6/gOc/bcRDV41A6v9n79zDoyjP/v+dmZ3Z2WPOgZCQQEjCIeEgBkWLqASt9uWgiGjrD6riS30rL1SqtloBAWs9YqXaWg+1gtqK2qrQalWgpb5CFZSjIAlgYiCQA8lmz6eZ3x+bHTLZWe3CzlTW+3NdXrKnuWcnz97zfe7neb6PyGPehUOweGo1BuXZFMPtTMVojUJkLp5gWNM83xNM/4BHloXHuPICtPfok3YmiHHlBciykNYlUoNjgFy7oNoMItcugNMp9efZBRxu92Hv0U5IMsC1AxWFdhRn065gRGqIPIeiLLP6/i1JEHUyrrQIHHJtvCqeLMuw6LTTOZG52AQOk4YV4Qdrtiv6/Z6p1bDpNHE+22pSaYa2Hs2QbaU6MpEauVYWBXYzHp45Gt5QJLYZEscgx5r+CRJWnofTIqlybjgahZWndkukRo6VwzXjEscOs6365NyoBORYE/UCLfggUsUmcLhu/CBlHJhjgOvGD9JNLzhEDgPzLAm1MQfVxogUOdoVgMvnR2meM/YEAxxu9SDLakF1cfrj2UUO2VZerU9MDNV1iZRp9wQRipx0gWIYIBSR0eHRZ7MKp8ijqn82rn/uw17zuqqRJVJtl0gNG29CaZ5VdQ+XZBk2If19pxwrh/kXV6o2Al4xvQY5Nsq5RGpYeBMsQkTVbv3hCCw69flpHJg4U8mxmlCYZcf7B2NzOxpaPRhSYEcO1XWJFGFZFhaTdHIOrVNEW7cHLKvPwjej4xGZi5F50GZmUZZnTagv2ERqt0Rq5IgCDhz34vMOn9Juy/Ji8z4zIR6RuRidBx0iB7toUs1Vs4smOGhdBpEisbm6fd39Y/PvMyEekbkYmQdzrCZU9c/pMx5RQ/UF4pRgWRYCF03o8zNM+jWDkbGIzMboPJhj5TChqh+2HuqIzfdp9WBCVT9kW0jrEqnhFAUErFHV+JYvGIZTpzkFRscjMhej86BDZFGWrzXvkTQDkRoFdjOaOkyY00szLLqkCvm29G9IZGQsIrPRIweerkr+KYC5AHYD+AGAvwJ45jSPqQtWswk8y6I01wZPKIJCu4CoxOD7vX6Yt06uAgMZLBg8NHM0Or1B/O76WjR2+LFsnXoH0j9+1ITGDn/s8dQReGHuuej0hmARWNzx7aFwijyaOn14YevnuO6cUvTPtqCh1YOGNg84BvifC8vxm38cUgwAO30h1Le6sWpDQ8zAb+ZIXFRVgJIcq2ry3vJp1fj9B4cwaVh/rNpYj7kTyvHs+4cUk4NAWMIdr+3GvInlWLWhAWV5Ftw8sQIr34ud/7qdR7B0SjWWrd+rmL4MybcjKklocQVxx2u7VeZ4L29rws0XViAcieKnlw/FgGwrjnX5seVwB5a8uQeNHX4sqKtQzAfj57D4jT2xc3jzU9x2aVWCCYPIs4oRyxObYudZ1W8Y/GEJv7u+Fkc6A6rv/cjVYzCyOAtv7DiimDL2Ps81WxvR4gqgscOLDm8QTpHH1bUlkGQoJoZlPQsndjW7UJpnw9EuH6aMKsYj736Gh64ajePuAM4uzVGSNQDkWAV0+8O4YcJgfN7uxXufHkNVoR2hqAwGsWN3+kJYdEkVirJE4xo0QaRIVAKOuUKqXLZ0ajX6OfRpt2aewecnwjjY1qUMapcX2DC0H4kfIjUkCTjhDSe03eIsy3/61Ajia4fVbEKOTYAsh1FoFwCwmPO7k1p38ZQRyLbweOmmc3Go3ava6XlhXSVWb2mEYGKwfFo1ugMRzJtYjiyRh9PC44G392HKqGJwLLBkygj85u8NeGJTTLcumlwJh0VQ9GBZngUDsi0qc+qVs8ZgUY9RHxDTi3e/vge//t5Y/PClj5FjFTDnvDIUZ5tx5diBCbuVbD/cgXPK89HpCwEArq4tUQy348dbtHYHfn3dWNz26k7F9A/Q1p0jBzhxbnk+CpwC/ndSpWLkPee8Mjy+qUH5HkumVKP+uAe5dh6ftnTjx6+cXLD+9Oxa/PGjJtz1nRGYN7EcJpbFoHwbzCYWT29uwE8uG479x7qx/7gbWw+24dpzBuHu108aL14zrgyeYBjPXV+Ldk8IdrMJg/NtGJRv/4+0n/8URmsUInPJsvDK7z2OyLO6LNoUBcDlj2BJ77769BoMKUh7KCLDicrAHa/uSmi3L910rj7xokBzp191j15YV4nSHNpJlEgNCw90eMMqPXnvFTUozdXv/n3UFUzQCwUOqjEQqWHiGJTkmPHc9ePQ5g6iwGFGVIqCN+njuhpNUtMYmEM1DSI1unwSTniDaOkOKkZU/Z1muHzpz4MWM4vW42EsW7dDXYujdkukiD8kwyFyscVKwQhsogkmFgiE+y7KSA8ytPVCPukFIkUEEwNTn804TCwDgddHL0SS1MYKqTZGpEhpnojPIaO1x3i61R2EwyqiNE+fthSKyDjU5lVtjLmwrhIDaM4EkSIDskTc8K1BWPnuAdWkyv5OfdpSJCphyZt7VeNLS97ciz/+tz71OCJz4Tmg1R1KGCcYkJV+/RmOAvmOmNH1CW8YuT0TRsPRtIciMhyLwOKEN4Jl63aqtGdprj4LMGgcmDhT8YdkHOnSGE/LpfE0IjUGZJvQ1MHix30WOI/M1meBs9HxiMzFyDwYiQKeYBQ/+/PJ9Ss/v3IkIqR1iRQReAbHu4MJ7XZof33mYhodj8hcjM6D/pCkOVeNamNEqvAci8+OBxNqYzUD9NmE2Oh4ROZiZB70BiUseXNPn/GIPbrNDyYym5IcE7440afPP70Go3LT3+c3MhaR2RidByU5ZvJaW5ajGk/TZ6YakclYeBad/ih+tHaXanyrLE+f8TSj4xGZi9F5kGWANnc4oZ9WmkNjwURqMAyUeWNATDOsfPeALprByFhEZqNHDjytHpcsyxKAp3v++1pzwhNGc5df+TE+/t2zcNurO1U/zEffO4B5E8tx38s7IPIsbrt0KIplRpmAFH/f0jf3Yu6EcjzRYwyydN2nWH3jObAIHG5avQ1zJ5Tj+S2fY8qoYkwcWoiyfDsOtXkSBnduOL8M9731mTJ5tSzPhvmTKmATOLR2h9DQ6k0w1Vvy5l78dvbZ+MGa7QiEJTAMVAWn+PuknjtxY4cfT25uwNOza3HcHUDTCR/+8GEjFk2uVAwJ69s84DgHXvqwURVr1cZ6/Hb22Vjyxh5cO64ULMPgjldPTv6Km+5JsvY5FGdZMH9SBUaVZKEsz4LGDj+AmGHewrpKZSJ4WZ4FN19YoRxby0zwx6/swHPXj8Odlw3Hj/oYx6zaWI+HZo7Gw+/sR/1xNyISVOaAcVPHHJsZx7uDePidAwnt4/2D7Vi1oQEL6iqUYxdlibh5Yjk6fCEcbPPCLnC4+cIh+PRYt7LA7uaJ5Xhy8yGsfPcAnplTe9rtlCD0wuWP4Ml/NGDuhHIwPeuTnvxHA+6fMUqXeN6gBJcvrD4HXxjeIO2sRKSGOxhJuA8vW7cXz10/7j98ZgTx9eOEJ4wvOvy4+409eHDmaEVbAbHfzor1n2LuhHJ8dtydoLUe21Cv6NvtTV14avMh5FgF3Pmd4Xjknf0J5suLp4yAa/NB/PCiCjhFHrf20mdTRhVjaZ+FU/uPdWvqxU9buvH07Fp81HgCeTYet14yFP86fAI3XVCuGDivWP8pHp01Bm3ugLLLWnG2Rft4R7sxd0I5BmZbsLCuApv2t2LBpErl3MvyLLjl4kosfHkHcqwCfvad4YppzYyxJw0Fi7JEXFNbilte+li12GxhXSW8odismnU7v8CCSVXYe9SFVRsaAMT0408vG4rvnluG/T2a0S5w+PGlw7DlUAf+d1IF7IIJv3h7v3LcFdNr8PJHjfjR5KEozf3m7fxqtEYhMpcufxi3Tq7Co+8dUPUFuwLhr/5winR6o3hiU72q3T6xqR4Pzxyd9lhEZtPhCWnezzo8IV3iuYORBPPcxzbUY2Rxli7xiMyl0yfhjx824sGZo+EPRmA1m/D8B4cwKG+ELvFcfuoXEukhFJbR5gnjcHtss4qDbR4MyrfBYdZnMjBpXSJdBKMSwlH19ItwVEYwmv5aa6eXci6RHoJRCd3+MKzCSUP2bn8YeXZ9zPi6KecSaaI7ENU0Te+vk6EZtV0iXQTDsqbxdJFOBmouP9UYiPQQkWS8+K9GVR588V+NGFuarUu8VncQOVYBM8aWKPFe296MVrc+9Tgic3H5o8oETqBnTt8be7DmxnPSHisckREMS4hEJQTDUXQHGJjY2PMEkQqdPmP7/FQbI85UPDSeRqSJY64onvh7n3kFf6/HoPzRKM098+MRmYuRedAfjmLVhgOqdrtqwwE8cjXNvyFSo9Nr7P3b6HhE5mJ0Hmxzh1BVaMdNE4co832e3nwQbVQbI1LEGzSuNvafiEdkLkbmwTZPUDNWu07zg4nM5lhX8jw4MOfMjUVkNkbnwXA0tolhOBJRxtN4jqHNtIiU6TJ43YLR8YjMxeg8eOJL1lYO0SckkaEkW1t5wpt+zWBkLCKz0SMHnpb5H8Mwu4EEw1cXgG0A7pVlueN0jp9OvMGIYvxXlCVCxpcb1gHAmq2f438nVWq+L/4HiD/+4oQPR7oCCIQlOEROZZDy+HfP0hzc+fX3xmJBXQXOH5KPHV90IhSRsPVgG278Vjn2H3ejstCBHKuAFldAFeuYK5Cww0Tfx3Kvv0pjhx9HXX788r16zBhbktSQMG7mF48XCEvY1+JGY4cf1QOcmNdjOBh/bdXGWGNMdg5HXH48vrEhNrF8SjWe3NyAxg4/On0hWHkOT8+pxd6jLlQXZeGjxpMmL8nMBLcc6sDAHKvma/Wtbtx8YQW8wTBWvad2W1VMHd/ahYV1FZrnGl8jZzaxyutzziuDLxxVXaOlU6vxxo4jaOzwK4s95pxXhgfe/gzeYAQE8XXFG4okGDctmFQJb0ifdhuMRuENRRMWRwWjVC0hUqPTpy2kO30kpAmiL95gBHe/sQc5VgEMtPVUaa4FSKK14vpWkoEcq4DZ48vQ0OrGlFHFyv0j/t4V6z/FU7PPRlSWEQxJuOmCmCZ8bXuzpjm1JGvrRX9YwidfdMHCc2AYFnOf36apTSOSjPve2q98fv4kbU1XXmDHoh4jwvi958NDHXh45mhEZRn9nGb85LVdyvc70OpWjtH7vGeMLUn4zivfjWnKuL6994qRWLXxAKaOLobIs8oxLYIJBzWMv1/Z1oxOXwgL6yoVjR8IS1j8xh7MnVAOfygKlu3VyfiGYLRGITIXh5nHu5+2xIyoQhFYhZgR1ZiBw9MeyxUIa7Zblw5Gg0RmYxdNmvczu6jP7oieYERTA3iD1E8jUiMQCeOqsaWqTUKWTqlGMKLP/Zv6hUS6CEmx2npfrV6SY9ElHmldIp1o1Vr1oMNLg9pEupARlRllI7b4GFvisHJ6oJxLpAt/KKo5rv/U7LN1iUdtl0gX3lDU0MnA3pB2jcEXohoDkRqeYJI8qNP8mywrjznnlSm5Pq6ts6z61OOIzKXNE9TMg22eYNpjyZBVpm1xbd3fSeZ/RGok6/N36NTnJ61LnKkk1bo0nkakSHeSeQVuneYVGB2PyFyMzIOeoHa79dCaDCJFks2H0astGR2PyFyMzoOFTjO+e26Zer7P1GoUOvTZvIvIXI67tWtjre7018b+E/GIzMXIPJhvFzRj5dn5r/4wQfTByDxIOZdIF0bnwaikvWFif502TCQyl2TGUHqNpxkdj8hcjM6DtLaSSBfJ1lbazOmfy2VkLCKz0SMHsqd5Tm8B+AuA63r+W4eY8d8xAL8/zWOnle5ARDH+ixuZiLz66/c2rHvmn4dwTW0pCuxmzff1NtcTeRb5DjMqCm0QeRbF2VaVWYg32eLqUBR5VgG7vujE/W99hoff2Y+ra0ux6JWdWLWhAbe/uhNzzitDUZaoimUVTMo5vba9GQsmVSqP4xNT//Rxs+ozNsGETl8IT2xqwOMbGxCKSAkLF1ZtjJkD9v5caY4FIs8q5iR9vwPDxM5hYV3iObyyrVl537L1e/HjS4dh/qQKzJ1Qjt99cBiQZUgS8N9rtmHVhtg1nz2+DHYzp3nNoxLQ3OlL+tqydXvhMPOa5yn1/L3Wbks81wWTTl4vlmGU10tyrAnXaNm6vZgyqlh5/NiGepTkWHsMX6j4Rnx9cYp8gonRqo31cJr1KpZAc3GUJH3FBwmiD3lJ7sN5NhpkJoi+dAciKtM+rd9O04mYKfSX6VuOAa6ujZnfSTLAsdpmgZ+2uNHaHcSP1u5Q9PPs8WWw8GzC8dftPILFU0YkaLD1u44gIknwBKNY3Gd3qLg2FXkWTotJdQ5aGvjnV47EA2/vUx3jjx81YcqYYtz26k4s/OMOXP/cR7imthRzzitTvl/vc43/W8vAsLemDIQl3P36bkwZVaycS/yahaOJOvuxDbHv0vvfvY/LsYDT8s3UkkZrFCJziUpRxYjqJ6/txu2v7sRVY0sRldI/+dhppnZLpAd/OJJwP1swqRKBsD4TOB2iSVMD2EROl3hE5iKwJixb38dUYv1e8Kw+bSk/Sb8w3079QiI1kpn5+HUyKCGtS6SLUFTWbLvhaPqNHgod2jm3gHIukSKRKDRNqCI6rZOnnEuki0BY0qwL9n0uXVDbJdLFCYMNfO3mJDUGM9UYiNSw8CbNPCjy+kyqZMFoamsW37zNmYjTI89m3DwGf4+W7qut/TrpEyJzKbALSfr8gi7xSOsSZyo2QVvrWknrEimSLA86dMqDRscjMhcj86CF1263Fp36hETmkmXVbrdZFn3aktHxiMzF6DzoD2tvIuPXawCPyFjyk9QYcm361BiMjkdkLkbmwfha576xolTWJU6BPJtxedDIWERmY3Qe9CXZMJE2MCRSpdCpPQ6sl2m60fGIzMXoPEhrK4l0EY5EsXRKtWpt5dIp1QhH0992jYxFZDZ65MDTNf+bLMvynbIs7+7572cALpRl+QEAg07z2GnFKsQM5WaMjZlyrN2mbZrX27Bu1cZ68CYm4X1Lp1Zj/a4jyuPFU0aARexiLphUicYOL3KsAm65uALzJ1XAaTGhLM+iOh+RZ9Hc6UNElhFfnzVlVDGWvrk3YZLp1bUlymcWTKrE05sPKufU4grg5W1NWDlrDBZdUoVHZ42BlefQ6Qupzs9p4XDP1JOJyJ9kVzaOhSpWRJKwYFIl2j3BpCYxnb4QbAKH+T3f95GrR2P1lka0uAKqYze0uvH4xgY8+/4hXDuuFGAYzQYdicpJDfrWbmvWNI7508fNyLEK6J8tYkFd7Dzipom9zWxaXAGs3tKIX39vLOZPqsBDM0fj5W1Nyrl6Q1Gs3tKIuRPKlXPqe40YRv3YH4pgYV0lOPZ0f04EoR/tSXYdb/fqs+uGPxTVjEfFEiJVvMGwpiGKL0Tu7wTRF6vAKQZ0a7c149bJVUn1VF+ttXjKCPzp42bFRKUs14Ycq4BsiwlD+zmwsK4iwZC6LNeaoF1XbawHzzIJHeB5E4fgzx9/gV9/byxuu7QKcyeU4+VtTZh/cSXK8qxJDQY5Flg8ZQQOt3lUWjSugZ+eXYsFdTFzaW8ggsYOv+oYU0YV42d/3p1wjiU5VgTCkspE8LXtJ3Wm3cwpmjKuK/sagMfPr8UVwJqtjSjOsiAQluAJaOvsuIbsqydFnsXw/k70c34zi7JGaxQic2FZVtOIitWhn9bupXZLpIcsUcDG/cfw4MzReGDGSDw0czQ27j8Gh6jPBAkLz2HRJWp9sOiSKlh5WqxEpEZrsp09Pfrkwe6Adr+wm3YFI1LEH9auVwVC+swmSqZ1O0gzECniC0VUY07zJ1UgxyrAF0x/rTUUjajGkkSexT1TqxHWwVSbyGyMNqGi+gKRLnKsPMryLKqcW5Zn0W0TuLYk2rqN2i6RIvlJDHz1Mk03sQxu//ZQlWa4/dtDYWLJQI1IDaP7TUlrGm7Ku0RqGLmxS4dHW1t36KSticzFwnOafX6LTmME1E8jzlSsQpLxNIHG04jUSNrn12k8zeh4ROZiZB6ksTQiXYgcp1mrEk363L+NjkdkLkbnwXa3do2h3UM1BiI1LDyHpX1qDEunVuvWbzI6HpG5GJkHj3cnGY/oJq1LpI5VSJIHdajtGhmLyGyMzoM0nkakCwvPYvm0GlUeXD6tBhZeHw8Ro+MRmYvReZDWVhLpQuRN2PRZC347+2z88poxeGr22dj0WYsuG8caGYvIbPTIgafbCjmGYc6RZflDAGAYZhyAeC8u/bPZToNsC4+lU6vR4vIjEJYUk465E8phNrEYMzALP3ltd4Jh3XFXUHkfxwIVhQ48s/kg7rxsOAIRCYfaPXh8YwM6fSGsmF6DHV904PpvlYNjT+4WHe/gPvmPBjR2+CHyLG6dXIXff/A5On0h3HZpFQCAYbRNTyoLHVhQV4GoBKzZGjPVcwXCWH3DOWju8iPfLuDhv32GXUe6MX9SBdbtPIK5E8rBMIAsA3/++AvMOb8c/lAEv7t+HI52+dHfGTMw6R1P5FkM6xeLVVHowOoPDuHWS4bi8w4/BBODWydX4dH3DijfacX0GnR6g3h01hi0dgfw+KYGBMISFtZVQDAxuOXiCsXYZN3OI6gqdGD+pAqwDNA/S8SBY27N7xuKSsgzC3h01hjsO9at+t4iz6LbH8bDM0fjQKtbeQ0A5pxXhh+s2a6c34JJlXh5WxPmTRwCdyCMoiwRLa4AOn0heENRPPPPQ8ixCpg9vkwxIeSYmJnhE5sacPu3qzSvUW/TF5FnUZRtwaPv1aMsz5qWtkoQelBgN2u2Z70WfDhETjOenXbAJVLEIfJ4eVuT6r728rYmPDxz9H/61Ajia0e2hUd5vl3Rur//4HPMv7gCA3OtOHDco+gpAFi9pRGPzhqDvS3dYJnYfeKqs0vAMoAsy5BlCXPOK8PD75zUfgvrKrF6SyM6fSEsnjICgLZ2zbYKeKFHPzMMwDJAWa4F/1tXhS86vAhFJZhNLH586TC0dQcwMM+K84bk4anNhxLuG+cOzsXBVg9CEQn3XTkSd/UY+Yk8i++dU4bfvX8IV48rxf5j3cixCSjLs6gMAJOZCvpDEcVIu7fWH5xvxaLJlXBYBPzyvb2q724TOPzmH4dU5zesv1M5zlFXTOe3e4NfqiFFnkV8/WPceNFqZlGaazv9RnAGYrRGITKXLl8YOVYBM8aWKP3Q17Y3w+VLvzFUPrVbIk14QmHMPLsUd7y6U7nn3DO1Gl6djK5P+EIwcyzmTSyHJMfu0WaOxQkfDWoTqRHfYa5vHtRrhzlnkn7hQ9QvJFLEKZq061WiPvWq+C64fePl0C64RIrk2HjMOa9MNea0sK4S2bb0DzSbTRxYRsbDM0fDG4rAJpjgC4UhmGgiEZEaeXbtHKjXTuDUTyPShScUwf9cWIF71u3t00/TZ+pDgUO77RZQ2yVSRJKiWDatWtmwR+RZLJtWDRn6GPjyJga5NkFVY8i1CeA5Mv8jUiNZHtTrHp6bpJ+ml0YhMheb2WTYPIaktTjSC0SKuAIhOEWTqs/PMrHn9YDGgYkzlUA4gn5Os0rr9nOadTF4JTKbpH1+ncbTjI5HZC5G5kGj+4RE5tLhC8HEMKp2a2IYdOg0H8boeETmYnQe7GfwfB8icznq8uMP/2rEgzNHwx+KwCKY8Mzmg/jhxUMwemDOGR+PyFyMzINJYzkp5xKp0x0IIUujtusOpl9/GhmLyGyMzoNGz20nMhd3IAy7yKnzIBt7PhPiEZmL0Xkw6ZxdG+VdIjUi0SguHlqk8olaOqUaUSn98x6NjEVkNnrkwNNdrTMXwLMMwxxmGOYwgGcB3MQwjA3AL07z2GnFzLN4bXsTzi7LwV2XD8WvvnsWvntOKRgGeO3jLyAjZvrWm3jR/KqzS2BigTyrgF/8dR8OtHqQZeXx0z/twqoNDWhxBRAIS1j8xh5cM24Q9re4lUVYQMxgZNm6vbh/xijMn1SBuRPK8fsPPlc+5zDzGFXsxLhBOZq7sefaeAzIsuDZ9w8pBng3T6zAgePdWLR2J+at2Y7LRxahKEvEup1HcMvFlXj2/UN4fGMD1u86gqvGxhaSP/XPw9h6qAOyDDS0uhN2m7p1chVW/GUfVm1oQFOHF9eNH4R/HT4BwcSgJNuK/k4znp5di8euHY15E8uxZsvniEjA/mPd+N0HhzF3QjnmT6pAnk3A/1xYoZzDM/88hFsursTAHAuG9XPg/CF5sAoc+mWJmt/3W0PywbAAyzKwm03K9y7Ls+DX141Faa4VA3MsGNrPqbx2dW1JwjVftbEet186DC9/2ARfKIpFl1Thp5cNxc+vrEGHJ4A7LxuGTl8Ia7Y2Yt7Ecjw6azTOK89TdiZ4YWtTws51y6dVY/2uI8rjZdOqcbjNg05fCIUOMe3tliDShWhiNXfdEHVatGnhtXe002u3aCJz4RkG144rVe4pz75/CNeOK4WJpcVDBNEXM8+i2x9StO6P6irBMMBxl1/RTHE6fSFYzRzW7TwS2w3vzb14fGMDVm1owH1v7ceAbEuCtnpsQz3u+s5wzJ1QDncgjGPdfm3tajfjQKsHT2yK6UDRxMETjOLFrYcRlYD8ngWAj7yzHyd8Yew54kI4IuG2S9X3jSVTRkAwMTDzHIqyrXh7zxGsnDUGt11ahd/fMA4WnsXk6v5YtHYHVm1owO2v7sQtF1eiLM+iHKO2TFtfl+XZ8OBVI7GgrkLR+iOKnLDxJlT2d2JZz+Le3t+9otCu9BdEnsW9V9TghCeAx649C7/+3lmoHpCF+64cibXbvsCtk9UacmFdJf70cbOiH+0Ch19fNxZrbjwH3xqShwsqCsF+Q/Oa0RqFyFz6O834nwtjRp4AwDHA/1xYrkuR2iZwWD6tOqGvSLuIEqli4U34zT8alHrKTReU4zf/aIBFpx1j7GYT1u06gopCBwZmW1BZ6MC6XUdgE2iHGiI1LEnu3xad7t88y+C6c8tU/cLrzi0D/w3VT8SpYzebNO/hdrM+edDCc7inz2/lnqnVVB8jUkdmNPvogA55UGbwxN8PYt8xN77o9GP/cTee+PtBQKacS6SGQ9TOuU5Rn5xrTdZPo5xLpIhdMCnGf0As596zbq9u/SYLz2lra2q7RIpwLIdXtjXhwZmj8cBVI/HgzNF4ZVsTWOjTlqQocOefdmPVhgZlbOHOP+1GVPrqzxJEb/JsHJZP77OL/fQa5Nn0abs2gcOyPpph2bRq2Ki2S6QIl2QeA6dDvcohclg+rc/vZFoNHBZqt0RqmDkTHvjbflWf/4G/7YeZ00fr0jgwcaZi4jis2fJ5bDwtx4KKQgfWbPkcJo7yLpEaRudByrtEujAyD1qT1MaorkukilPk8bsPDiu1KUkGfvfBYTjNfEbEIzIXo/NgMr2g13wfInPJsQpwBcL4rKfGcOC4G65AGFkWfTZZMToekbkYmQepj0akE5vA4/UdX8BhMcFs4uCwmPD6ji9g4dOvP42MRWQ2RudBu1l77hiNAxOpYuI4LFq7E/P/8Al+8tpuzP/DJ1i0dqduYwRGxyMyF6PzIM1jINIFx3J4crN6beWTmxvAMulvS0bGIjIbPXLgKc/cYRiGA3CBLMsjGYbJAgBZll293rL2FI55K4CbAMgAdgO4AUARgD8CyAOwHcBsWZZTtok/5grgspoBWPLGHlxTW4rbX92puHEun1YDyDLuvGwYfvH2fuX5BZMq0ekL4rXtzej0hXDr5CoIJgYPXjUSR7r8KhdGIDb5f2dzF4qzLJqvdfpCeOafhxAISyjKEnHLxRXgWKAkx4KbLxyCz1q6sXjKCKxY/6nqHHYfceG9T4+pdihZ/cEhnFteACBWxPSHo7jrO8PBMIAkS3h6di32HevGyOIsPPLOfqy8ejTCkgyOZfDati8wcmA2hvd34pk5tdjxRRf8YUkxJBR5FuMG5WBnswtv7DiCa2pLcVuv63XvFTUYPzgXb+w4grf3tOCHF1Vg+OVORKIyDrV70T/Lgp//9VPVooglb+zB6hvPwYFWN/YfB46e8OI7owdgwaRKrNpYr/q+d7y2E9eOK0VjuwcFDhG3XVqFiCTDIfL44YsfK+995OrRWDtvPLyhKPzhqOY1BwNcXTsQP//rPuVzt06uwksfNuK6c8vwxPfOwidfuGAXOAQjEq7//UfIscZ2qK8osCPbymNhXSW8oSiqi5x49v2DmDKqWNm1+dd/b8C140qxdGo1qPZGfJ055g6Cg6xyf/cFwzjuDuoSj2MZFDrUOz8WOszgOVokSqTGEVcAq7c0Yu6EciX3rt7SiNJcK876T58cQXzNOOYKwGxi4Q1FVVp3xfQa/Pq6s7Bs3ado7PArmuuzlm7876RKrO7RgHECYQltnpCmtvKFIoopdr8sEcunVWPJm3uVWD+/ciSOdfnw4MzR+Lzdq+R9lz+MGycMAc8B0SiDxhM+3HfFSBxu9+CYO4TtjZ2o7GfH/IsrEIhIEE0sIlEJs5/9SKXZI9EIxg3KwXF3EIPybVj8xp4EzfngzNFoaHWjtiwHLn8YC+sqFZOEuBbs9AZxrDuIpzYfUp6/78qRWPGXvZg9fpDmd2/zhPD7G8ahwxOCyHP4zd/rUTe8PxhPUNHvtWUxA0BPMIrVN56D9xvaIfQ4kV11dglYBgiGo+iXZcGlw/vBRALScI1CZC4RSYY3FFX9rhfWVSIqy2mP1eIKYOvBdvzu+nHo8ASRZzfj1Y+akGsTUFOc9nBEBuMLhXFNbWlCXcQXiugSzymacM24MtzRRydkWcj8j0iNpk7t3ZR/cOEQjNRhN+UObwhmjlXVGMwciw4f7SRKpEYgLOGJvzeoagxP/L0BD88crUu8Tl8IHAuV1vWHI+iitkukyAmvdh+905v+ttTl19YnXbSLKJEigbCEtT0mVL3HNu/8zghd4p3wBmHi1Dk3FI3ghI/qC0RqnPAlybk63b9PeLVrYye81HaJ1OjyhXCkK4jPjrnB9AzHHukKwuXX5x5+3B3U/K20Ul2XSBFJBrIsJlUe5E0MpPSXdQEALMPAIqhrDBaBBcvQPAYiNVq+ZB5DuvGHJGz7vE01JvH6x02oKLSlPRaR2bgC2n1+l059fhoHJs5UXH5jtTWRuZzwhbT7/HrVGAyOR2QuRubBoy7tcee8SZWoKUl7OCKDCYQj+N45ZXj0vQOqeaKBiD7zb4yOR2QuRudBo+f7EJlLjtWE/51Uibtf36Naa5pr02ceotHxiMzFyDz4RZJYN180BKMo5xIpwnMM6oYX4Qdrtit5cNm0agim9I9vGRmLyGyMzoMyAGefcWcTB132VyYym9Yk82HadBrfMjoekbkYnQeDYQkHjnXi9zecgzZ3AAUOEe/tPYKqfjSPgUiN7iTzGLp1mMdgZCwis9EjB55ylUuW5SjDMN8F8Ggf079TgmGYYgALAIyQZdnPMMxaANcC+E5PjD8yDPMkgLkAfpPq8W1mHg+/8xnmTihXfoxAj0nIm3swb2I57GaTYvQmy8DL25owfUwxZo8vw5qtjXjpw0Y8dNVotHQHUOgQUJZnQWOHX4kh8iwsPIeibBEiz6rElsizyLEKWFhXiT9+1JSQFJZOrcaLHzYhFJExb2I5BuXZIJpYNHX6EJVkTB9TolqcvWBSJdZsbURRlojZ48tUx1p0SRUKHSJyrAK6/SFcNbYUi17Zqepsv7KtCas2NCi7Zj+xqV4x/lswqRI7v+jCyvfqNa/X3a/HrtdPvj0MvnAUv3h7n2aSW7O1UTGSCYQlHO8OKjEXTKrEZ8fcWLvtC8WgJSpB+cxjG+rxwo3nYO22RhQ4bSjNseCoy48cq4AWVwCBsIQfv7IT8yaWY1h/J4b2c2he8wPH3bDwnOpzj753AL+dfTZ+teEA7rx8BIb2syPLwmNeT0GixRXAqg0NWFBXoRhHAMD8SRXY1ujCtkZ1cy/JscIfCiPbSjvGEF9fsiw8/vcPnyT8RlbfeI4u8YIRCbe/uish3gtz9YlHZC75dgGdvhCe2NSgPCfyLPLtlHMJoi82M48jri6VfgmEJSx+I6bd5k0cAncgDHcgipe3NeHqswfiVxvrcfulw7D/uBsAsPmzVlw0rBC5NkFTWzWd8OPZ9w9hxfQaLH5jD0IRGQvrKjEw1woGgM3MoQMy7nh1J3KsAuacV6YY75XlWXDLRRUqs8ClU6ux+bNWHGj1YGFdJQSOwcPvxHTYfW/tV32PtdsacXVtKb7/3EdfqjkPHHfj8Y0ntVyOVVAW3rAMMDjfBkmW4Q1GVBrxrj/vxlOzxyISheZ3P9jmAccwYBlg+fq9uKa2FP5wVPl+RVkiJg3rj7nPb0MgLGFBXQVWbTiZu+I8d30tLqwqBMvSCAJgvEYhMpdAWFJ+j70fPzOnNu2xsq08Kvs7cePvT+ajhXWVyLbSjnZEalh4U0LNZdXGejx/wzhd4vl7dEFfnfDiTefqEo/IXAocZhxo9WDBHz5RnhN5FgV2sy7xsiw85mvohTWkF4gUcfnDaOzwq2oM8ef1wCKYsPiNj0nrEqdNP6dZs59a6Eh/3s228Jr6hHIukSpt7mDPmNonCc/rgVUw4a4/J+ZcGpMgUsUpmjRzrt2sz+IhM89hybpPE+L9Xqd+IZG59M8SVfX4eL2q0KlPP63QYZw+ITKbTl8UC/+4w7B+kzsYxh2v7k6I99z16a8jE5lNP6dZcx6DHnmwyx/CoHz1mMSCSZVw+cnIh0gNo/v8NA5MnKn0cybR1qR1iRQRDe7zGx2PyFyMzIMWwaQ57mwRuLTHIjIbm8ArRnwAlDVDL87VZz6M0fGIzMXoPJhnFzTj5dG6DCJFvEFJMeIDTq41fUmneYhGxyMyFyPzYD+n9hzLQp3mWBKZjTcUwdKedVhALA8ufXOvLn1+I2MRmY3RebDLF8aPXt6ZUBv73fdpHJhIjSKntkdMP6eYEfGIzMXoPOgNhTGkMBvXP/fhybXiU6rhDdHmGERqGDmPgdZJEOlCjxzInuY5/R/DMI8zDHMBwzBj4/+dxvFMACwMw5gAWAG0AJgE4NWe158HcMWpHLjDE3M+ZhhoOiBLMrDy3QPwh6N4fGMDnn3/EK6pLcUr25qxamM9rju3FNfUlmLOcx9i4R93YN6a7fhRXRV+ctlQzJ9UgYV1FXj46lHgWAaL39iDBZMqIfKxyxs3NhF5BkVZIm6/dFhCUli2bi+mjCpGiyuAV7Y143h3AIte2Yn73/oMv9rYADPP4bnra3HX5UPx0MzReHlbE1pcAcwYW5JwrJXvHsAHBztw+6u7YBFMWLY+sbM95/xy5fGSN/bgoZmjcdflQ/HgzNGISDKKsq3IsQpfer32H3fj7tf3YMqoYs0kN2Psya2GRJ6F02JCUZaovM4yDK4dV4qGVjdWbWjAE5saVMYtWw+fQO3gAjz7/iH85E+78dvNhzB7fBmKskTVeSxauwMsA6ycNUZ1zRdMqsQr25rx2Ab1uQTCErY3duKqsaXwBMO4/dVd+PDzzoTvKclAjlXALRdXYNElVThnUA5qy7KUx7/67lm46/KhyLKYsHbbF4iqP04QXytcvrDmb9nl02dxc7snpBmv3UOTj4nUEHkOy6ZVq/J77DFN7iGIvnR4gpDk5NptxfpP4Q5E8ez7h3DtuFLYBA43nj8YB1pjxn92gcMNEwbjqc2HcMeru7CwrjJBW/3p42bFKGjKqGIAgCwDt72yE7e89AlufuFjyDJw93eG4a7vDFcZcU0ZVawY/8XPa9m6vbhp4hDFpGtokRMPzBiJ4f2dCd9jzvnlCYNIWppTlmP/NrGsYuz8xKYGPL6xAas2NGDPURdufuFjTW0JMFi2fm+Cll88ZQRe2dYMbygCdyCCa8eVIhCJojjLgh9NrsRtl1bhR3WVsAgsnvjeWfjVd8/C+MG5KMuzqL6DyLMoy7OR8V8vjNYoRObiDUU025IvFE17LFmGptFgPP8QxL+Ly6/dbrv9+gx2tCfZFazDTf00IjVMDJOgFRfWVcKkk8bpTKIXukgvECnitPAxU/KLKzB/Uuy/sjwLnBZ9DHw7fdr1MWq7RKrIMrDokipV3l10SRX0kJ9dlHOJNGEzm1BbloVV3z0LD8wYiV999yzUlmXBppOBWrIxiQ4PtV0iNQSOw+3fHqrKubd/eyjMJn3GJLr92nlXr34hkbkEk2yMEYroM4nBxBrbLyQyl9Zu7XpVq06GwcnrcemvIxOZDc+ymvMYBO50p2ImkmwTGZHXR1sTmYvRfX4aBybOVIzW1kTmYnSfn2oMRLowMg8KHKM5/iFwVF8gUqPDm2Q+jFef+TBGxyMyF6PzoNkUX9uoXutoNqW/nkFkNq1J5iG26TQP0eh4ROZiZB5kAM2xNIakLnEKdPm0x7dcvvT3+Y2MRWQ2RudBdyDJOHCA2i6RGiyj3Xb1KlcZHY/IXIzOgyY20cNo2fq9MLHk/UCkhpHrxWhtGpEu9MiBpzsLbEzP/5f3ek5GzLAvJWRZPsIwzMMAmgD4AbwDYDuALlmW43eVZgDFp3KiFoFTCZ++rrVyj1FKcZYFC+oqUFHowDObD2LG2BIwDDCiyKm6+DlWAce6A6pdze6ZWo0X/9WIxg4/1mxtxNwJ5eBYoKLQgUfe2Y87LxuOUCQKs8hpJoV4p2XG2JKEQdMlb+zBvInlKHJa8PwHMWPCVRvrv9ScDwCOJZko6+/lGBlb/BKCDAZ3vLpT+T4L6yohybJyvYqyRMwYWwKOBaoHZEGSZNx0QTkGZls0Y5TlWjB/UgU4BsizCfispRsL6iqRaxPw2TE3BuZa4RA5OMw8ntp8SHWMsjwLRpVkYVtjJ266oByvbW9GiyuAVRvrMXdCOZ7Y1KD6ux3p8kEwMfj198bi4y+6IMvAmq2Niplg7w6hyLOISsCy9Xux+oZzlLh9v+egPCuWTB2B+9/ah8YOP8ryLPjhRRWK6UzcBGfxG3tw88QKdAeoaEx8fTHzLGrLsjDn/HL4gxFYzSY8/8EhmHl9BuqsPTm3b6610m6MRIp0eIOwCCyemn02TnjDyLXx6PKH0OHVZ8EHQZzJWAQOHPPlWrc834rfzj4bO79wYVh/G7444VN0WFz/5VgFtLgCWL2lEfMmlmNIgR0HjntU2iquXbWMqO9+fQ+e+N5Y7GvpVp1HMt0a16WBsITjrgB+8qfdWFhXAZFnkWMVMOe8MpTkWJX39P18b83Zz2nGHz/8ArddWoVB+TYsrKvA2m3NynnHdWD8s321pcsfUWl5homZLLgDYXT6QrAJJthEDnkOM3Y1d6HdG4TDbMJ97+1XXcPVWxrR6Qth6dRqPPmPBjR2+CHyLFbOGoNBebY0/tXPfIzWKETmkmMVNPNftjX9Zj6t7iCqCu24aeIQpd0+vfkgWj2kT4jUSNZv0mv3ZpvZpB3PTP00IjVO+EL48FAHfjv7bHT29NOee/8wKgvtusQTeVaz7ZJeIFKFYWTcefkwRKKANxiBTTShZsAwMIw+Dr4WXjvPi9R2iRRp84TQ3yGo62PeINp02GiF+mhEusiycLi6tlQ17rhsWjWyLPpoT6vAabZdi0Btl0gNTyiMXKuAeRPLIcmxCZa5VgGekD6Te5wWE8ryLJgyqlgZz1638wicFjLzIVLjWHcQOVZBmd8CAK9tb8axbn3qVUddAby1uwUPzhytqo+V5llxli4RiUwl3yFo5sE8m6BLPKvAacYjzUCkSps3CJYBHp45Wqkx+EMRtOswj8EdCGuOSXhosRKRImaD66xUYyDOVNo82mPBbTQWTKSITdAem9VrDq3R8YjMxcg8yJsYlBfYVOMfoagEnlY3Eyki8tr9fb3GZY2OR2QuRufBTl8IuRYOz10/Dm3uIAocZnT7gujy0Vo4IjWSz3s0dn0a1XWJVDEyD7Z6QppjaYPzaS0JkTo2A8e3jIxFZDZG50G7WXv+jV2njWqJzMXo+TA0/4ZIF0bnwfYkdeR2Gk8jUsSSZB6DHrVWI2MRmY0eOfC0srUsyxefzud7wzBMDoDpAAYD6ALwCoDLUvj8PADzAKC0tDThdbvZhIV1lfjjR01YMKlSMSmJG7it2doIkWfR1OnHE5sa8NPLh+KymiLN97W4ApoGffes26uYh7S4AnhiUwMAYP6kCjR2+BGSJHR4wzjSFUhqyhL7LskN/Zat34sHZ47G0S4ffjv7bHgCkS89VrIFhhbBpHoclWQ8+t6BhF3aFk2uxIJJlXh5W5NiOJhjFWA5j1O+f9ycpW+M5i4/Ht/YoBgjvrq9GQdaPZg3sRyrNjQoBigOc8yVOn68sjwLbr6wAvPWbNe89kyPqU3vv5vAcbhp9XY8NHM0nvnnoYRziW8w3/tzgbCEVk8QIs/ite3NCd+zb+wpo4oV47/4NYobxixbvxdrbjzn32ipiXxV2yWIdJBrEzQX2uWexqT5L2u7jp6c29sgdWFdJRxULCFSJM9mxvHuEO549eQ9YenUapTlmk/5mJR3iTORf6fd2s0m5NmEhPzbWzNZBBN+0Etj9Tb7i+u/3nr2lW3NuPeKGjz7fqK+kuXkunVncxfOK8/T1IjJdKnIs2h1xzo2a7c1467LhwEAvKEobn91J266oPwrNedDM0fhv0YNUHRtXzO++LXofa69tSXPMRB5VqXlRZ7FvInlWDG9BpIUxXFXBPes2/tvXcNl6/bi4ZmjYeZZlOfbMTjfBpb9Zk1O/Kq2q4dGIb6ZeIJh3Dq5SvX7v3VyFTzBU1uc/2VttyTHgu+eW6Zqt0unVqMk23La34P4ZmEVOM1+k5U/9QUYX9Z2k8Wz0YIPIkUKHGZcWlOk0pVLp1ajwKFPP82epMZAEzKIVGEZBp2+CJb10vNLp1aj8BTb7r87JpHQdgVqu0RqFDnN2NsSwh198u6g/PS33aR9NCv10YjUCITlhDG1pW/uxepTHEsDqO0SxmDhTbjzzx8n1CD1arsW3oSbL6xI0CeW0+gXEt9MBmSLmHNeWYL2HJAlntLxvkrrFmWJuHxkUcLmkkXOU4tHfHOxm00Jm3Aum1YNh3hq/aavartZFu28myWmfxMZIrPJtQqoP+7BYxvUY4ZDCk5tc4wva7tFWaLmmER/56nX4ohvJnrUqk6pn0bjwMR/mK/SC8XZ2mPBxTQWTKSIuSfP9s27p7qA6KvabrrjEd9c0p0Hv6ztmhgWbe5Q4tidnbQukRpZFj7t/f0va7t6xCO+meiRB7+s7ebbzNjb4sbCtR+p4lVnW0/rexDfPNJdY6D5N4RRpDsPflnb7ecwa46lneo8NeKbjTPN+vPL2m66YxHfXPTIg1/eT0s2Dkx6gUiNpPNhHAbPvznFeMQ3l3Tnwa9qu7S2kkgXtiR9ftsprhf7srab7ljENxc9cuBpj+gyDPNfDMPcwTDMkvh/p3ioyQAOy7LcJstyGMCfAHwLQDbDMPFfSwmAI1oflmX5KVmWa2VZri0oKEh4vcMbgpXncPulw2BigUdnjcEjV4/GvInlWLM1ZgZy6+Qq/OnjZog8i5Jsq2IAB5w0epsxtqTne2sbnXB9rqjIsxBNMbfPHIuAxzbUY+22mNFcfEA9bo63flfsq3E9BiR9jyPLsRgHjrvxy/fqsb2xE/f+ZZ9qcD6eYP70cTMA4OnNB7F0arXq9eXTqrH6g0PK4wWTKtHc5dP8PsU5VphY4P4Zo5Tr0df4cO22Zs1zeGVbs3Kce9btxQVVhYqJYfz5RWt3oMMbwuotjZg7oRzzJ1Xgx5cOU4RF32sv8izOLs1W/d0W1lXCG4ogEJZi33eK+vuumF6DSVUFWFBXgbkTyhUTQZFnUegwY+mUanT6QliztRE/vWx40r97sr95/Pm4WU2qfFXbJYh04A5GNBfauYOnvhP4l7VdXziC/lki5k2M/a7nTSxH/ywR/jDtPE6khi8UTbgnLFu3F75Q9JSPSXmXOBP5d9pthzcEh4XHkAI7Hv/uWVh17RiVZlo8ZQQeeHtfgtlzXN/Gn2N6edNdXVuC5ev3JmjXZdNOalct3RqVgJ3NXSqNuG7nESyfptZpS6dW45nNBxWTrhf/1QQAaHEF0B2IoN0bUnRn3Kz5yzRnfatH09D6ru8Mx0MzR+PlbU1ocQVU5zq0n0PRiL/e1IDl02r6aOca5NsElOdbccQVVIz//p1rGAhL2H/cDYdowpBC+zfO+A/46rarh0YhvpnwHIeXPjzZr5w7oRwvfdgInju1xfJfrnWT6JPwqesT4ptJhyeoqofMnVCO1Vsa0eE99V1Ev6ztnuhTf4nHO3Ea8YhvJv4kedB/Gnnwy9pupy9W1+1dY7DyHLr81HaJ1AhFZM22G4zIp3S8r9S6gTD6O/vUx5wi3KdoTkx8c/EmqY95T7E+9mVt15Okj+YJUR+NSI3j3UHNMbXj3ae+o92XtV1vkrbrpbZLpEibW7vttp3iODDw5W3X5Q9r5niXn/QCkRoMkLB55WMb6lX1/lT4Kq3rC0c141F9jEiVLl9Y8x7e5Tu1PPhVbTcchWbeDUun1i8kvrl4ghHNPOg5xfGtLx2TCElJanGS1qEIIiknktRZO0+jzvplbZfGgYmvK1+pdXWYq0Z8M/EEw5p5Vw+9oEc84ptLuvPgl45JpHn8g/jm4g5GNNvS6YxvfZXWTXc84puJHnnwS8fTKO8SaSLdNYav0rp61DSIbyZGzr/xJxlLO505lsQ3F28S/Xmqc2K+av5NOmMR31z0yINfPp5Ga3yI9JB0Pkwk/XpBj3jEN5d058GvaruBJGuKAtR2iRRp92r3+U91beWXtd10xyK+ueiRA0/LgpJhmCcBWAFcDOAZADMBfHiKh2sCMJ5hGCsAP4A6ANsAbOo57h8BfB/AG6dy8CwLj3v/8imuP28Qsm1m3P/2Ptx4/mAAwFVnl4BlANHEQjAxWD69BiaO0ZzYX5ZrwfxJFRjW34GyPAsaO/zK6yLPYlRJNkSeVTl9cgxw6+QqHHcHEAhLaHEFsGZrbLE1wwBD+znw9OaD+Ollw+ENReAUedw6uUoxLokb9K3Z2giRZ8H2HK+m2Imqfg4IHIvbLq1Clz+CbIsJeXYzOn2xBHOg1QOHyOHp2bU41h2ATeAQkaK4/vxyjB/ihiwDa7Y24qqzS5Tz7v19Drd7wXMsvjhx0hywrwleiyuA1Vsa8evvjcWeo90YnG/DfX/dpzJWiZugxE0Mez/vFHkIppOzzv3BSFJjxVsnV6GtO6D6u1X2s6M01waRZ7HrSDfwYSMenDkagVAEg/NtGF2cHbsWbV4seWOPck2XT69B/ywzHnx7H1ZePRphSUZEkpMa/MWvSd9rJMux/+fZaVda4utLhyek2bY7PPqIkagEvLj1c8w5vxz+UAQWwYTVHxzCgroqXeIRmUuHN0nbJSFNEAlkWXj89h8NWHRJFZo7A3ji7w2YMqoYV9eWYFh/J054AirtCsR+T6W5FhRliYo5MttL95TmWtHY4VdpV1kGgpEopowqht3M4edXjsTP/rxbpVtf3taE6WOKUVFoxy9njYErEIZNMCHbFtOlXf4QOIZBuyeIiUML8d8Th+Dhd/ar9GMoGjONjueA3hp6WH8HbAKHn72+R/WZ3u/v/R0Pt3vx2sdfYN7EIVix/lOVVu+tWzt9IbCMhKdm1+KYyw+x5/511dmlaDrhxeB825dqxfh1i+vd+PUspN1WkmK0RiEyF4eZw7XjSjV29jw1878vg9otkS5ybAI6fSE8salBeU7kWWRb9dkd0WrmNONZdfidEJlNu1s7D7brlAetZhN+98FhTBlVDIaJ1Rx+98Fh3D9jlC7xiMwl6T1cpxqDmefw4r/qE+pjt317mC7xiMzFyLZrdI4nMpd+TrPmmFo/nXaxb0/yO6G2S6RKrk3QbLu5Nn3GgX2hqGbbJVMJIlWOdQeSmK4Gknzi9PAEtOd0eAK06INIDU+S+UFenQxKWlzav5VjLn1+K0Tm4g9r38MDofQb8rUmMSc+1U1qiW8u9iR11geu0qfOSuNpxJkKzVUj0oXIG5t3jY5HZC5G5sETSWLRBoZEqiSrVbl1qlUZHY/IXIzOg0bPmSAyl2Q1Br3mchkdj8hcjMyD3X5tvdBNeoE4BbqT6E892pORsYjMxug82EZzx4g0kazP7zW4xqBXPCJzMToPUt4l0oXDbMLPDerzGxmLyGz0yIGnZf4H4HxZlkcxDLNLluVlDMM8AuCtUzmQLMv/YhjmVQAfA4gA+ATAUwD+AuCPDMPc2/Pcs6dy/Bwbhx9fMhQNbR5wHIP7Z4zCDb//KGHi/nPXj4MvFIFD5DUn9jd3+fH4xgaIPItl06rh8oUgASjJtiIUlQBZxsK6SnhDUcgysHpLI+76znC0dPlQ6Di50KXFFcATm2LHeWjmaLgCYYQlGXe/vgc3XVCOdTuPYP7FFejvFNHU6cOarY3o9IWweMoIdPvDeOnDRjxy9RgUZ3PYcvAEVm08aXCwfNoIrLx6NLyhKMryrDja5cd/r9mGHKuAq2tLUFloR75DwLp3jigGMK9tb8bCukqVUcLiKSPgDoTx7qct+NHkoarr0ffadPpC2NHchVUbGrCwrkIxH+x97VgGWFhXidVbGlXPOy0cbr6wQnG2XFhXoXntKwod+MVf96HALuCmiUPgD0YwuMCGsQNzwLIMVs4ag0Vrd2DXkW7c8epOrJw1BmeX5YLtcbCZVlOEwXlWHO8OotBphollEI4AN19UgfkvfYIcq4AV06uTGvyt33UES6dUY9n6vQnmNkunVqO/TguWCCId9Dd4oZ1TNKFueH/c8epOlfmK03y6tx3im4bRbZcgzmRybBzmnD8Y3f4olrwZ0ytxc5+4ztX6Pbl8Iay4ogZdvhD6O0Uc7fLhgatGoumEH8e7Y4aAce0a/8y8ieXK4+XTR+DRWWOw71g3ohLw8rYmzJs4BBWFNjz09n5cNLQfCh1m5DsEeAIRdAeCEEwsHvjbfkWLFmWJmHNemUqLjihyYl9Lt+qcW1wBPPv+ISz+r+GwCZYEzckx2mbNlYV2LP6vEbCLJvzymjGISjJc/hBEPmaCVJQl4uraEgzt50B/pwhPKIxB+Ta0e4I4v6IAf/hXIy4fWYRA2K95/N6GiXG9G//34HwbBuXZ0vzXzhwozxPpIsvCorzAhodnjoY3GIFNNIHnGGRb2bTHonZLpIscK4cV02uwuNdGBSum1yDXpo8Zn5XnsOiSKqx89+RmE4suqSLzPyJljDbzsQvq2qHIs1g6tRp2M7VdIjWMbrs2wYTrxg9CQ6sbkhzrr1w3fhBsAtXHiNQwsu0a/TshMpccK4cHrxqJhjavkgOHFNiQo5PWTdZ2C6ntEiliEzj8YsZIHG4/2XYH5dtg06nf1Hv+QByRZ1Fgp7ZLpEa+Xbst5enUlqjtEuki326s6WpSzeCktkukRvK2N0EQ6AABAABJREFUlP62m2xMgtotkSpO0aRZZ3WI+tSqaDyNOFOhtkukCyvP4YcXVWDpmyfz7rJp1bDy+o0FGxmPyFyMzINJtS7lXCJFjK5VUW2MSBdG50EaCybShU3gcOvkKhzqGU8zscCtk6t02az7PxGPyFyMzIOkF4h0UpBkLDhfh/ZkZCwiszE6D/ZLEo9qDESqJNMLBQb30/SKR2QuRudBqu0S6cJuNm69mJGxiMxGjxx4ujN3/D3/9zEMMwBAB4CiUz2YLMtLASzt8/QhAOec6jHjeP0SQtEoqgod8AYjaE/ipOgORBCOSsi3sQkLsO+6fBi6AxHMn1QBAPj13xtw3TmlkCTgtl4GVwsmVeK17c1ocQVQlmeBiWUgyQxYhsGDM0fhjld3qQz2Wrp8+FFdFdp6dmPf/Fkrbp5YgWXr9+K8wbm4cUI5KgvtyLLweO79w9hy+ARWTK9BnpUHwzLY8UUHfjv7bHR5w8i1CwiGwxBMJoSiMoIRCQNzzfj99ePQ6gmiodWDz4570NDqURZ8N3b40ekLIc/K49FZYxCWJPAci99sasCBVg+WT69BtpXHfVeOxF1/3q1pFLh0ajVybQIWXVKFfnYey6dVK6YzMUPCGgicDJc/qpi0iDyLR64ejW5/FC0uP266oByvbW/G2m2Jx7/vypF45J39AIDLaopUhmIrZ43BpcP7QTAxmDexHJIMsAxgM7M43O5FqzuAoiwRe4+68eNXdiifu3VyFV76sBE/uWw43l54Abp8IUgyEs598ZQRcIomDO8/DLyJwWPXnAVJlpBtFeDyh7Fieg26fEGAYU63mRKEbjhEbVMJp0UvMSJjxAAHnrt+HNrcQRQ4zAhFowAj6xSPyFQcIofl02qw5M09qnuKfm2XIM5cvH4JoUgUjIlJuhPk0qnVePIfDZgyqhgcC4wuycLhdh/mv/SxauJnUZYZnd4waoqdCfp16dRqZFtMuOvyoSjKtiIYicJu5mAXOHQHo5g+phjZFh7HOn34/vnl8IfDGJRnhS8UO4c2TxBrt32BWy6qwNptTTi3vAAcC1QU2HHX5cNgNZvQ5g6CYRhUFNoTdOGiS6pgETgwrJxwbxuYa8HPrxyJn/15t0rLtbkDKHSKuP65j1Ra0MQwWDS5Eg6LoOqwx3Xi3G8NhsCxuO7csphetglYPGUEVqz/VHnvvVfUYGCuBVkij8H5NgAy7vrOcNgEDjaRw9kDT5pRE4kYr1GITKXVHUGnN4R71p38fd4zdQRa3TwGF6Q3FrVbIl10+aIY3t+K1Tecg+PuAPo5RVj52PN64PKHYeZYVe3EzLFw+cO6xCMylzy7dh7Ms+uTB92BMAocAp6afTY6vWHk2HiEohLcAWq7RGpkJzFdzbbq03Y9wRAiURlPbT6kiucJ0o52RGo4LcbpT7tZO5ZdJK1LpIYkAxEJqhx435UjIek0RMBzjGbbFUxUkyFSw8QxiErq+/e9V9TAxOnTlhwii+XTa7CkV9tdPr0GTkv6NzMgMptAOIKffWc42jxBxbgy325GIKzPTuACF5v70tDqOWnyWmiHmfIukSLOJLXWLJ1qrVlJtLVe8YjMJSrJGnPjqhGV0y947Ul+Jw7qpxEpEpVkWHkmtpFWKAKbYEJUikLSqaNG42nEmUq+XXuuWoFOYyBE5tIdiGDDvhb8tmd8K9fG44Wth1GcbcmIeETmYmQe5FlGcxMZQadaHJG5OMRYHffu1/eo6rp61VmNjkdkLkbnQRmSZj1DhvTVHyaIXpg4BlyfufEcy8Ck0xiB0fGIzMXIPOi0aI8DZ5FeIE4BEwtN/cnr0JyMjEVkNkbnQcFEc8eI9GAVtNuuVdCn7Rodj8hcjM6D8eP3jWehtkucAjlWk2oeg0nHYVkjYxGZix458HTN/9YzDJMN4CEAHwOQATxzmsfUhbAsIdrLpG9hXYXipFiUJWLG2BJwLBCKSvj5X/ah0xfCvVdU45k5tej0hdDPKeJYdwD3vbVfZfI3MNeGW9fuUAxWAmEJqzbWY+6EcqzfdQQ3X1ihvB43S1l17VkIRqJocwfx+MYGdPpCWFhXiSEFdog8iwuqCvHk5gbcdfkwmHkO/71mm/L5B68ahevGl+HTFjde33kUVf0cuHFCOT5pciEcleG0mOALyZj/h+3IsQq4urYEQ/LtcIgmdHlDqoUKC+sq8fDVo/HP+nZYeA6d/giW9DJKuHVyFS6XZTR3+mAVOKzbcQQPzxwNGUBFgRXnDMrFUVcAOVYegXAU8//wCXKsAn72neF46J39mDuhHAwDyDLwxN/r8fDM0bCaQ3hx7rk44Q/hcKsHzZ1+/PgVtXHimq2NWL2lEQ/PHA0wwPD+TpTlWiHyHPYf68aqjfWq671o7Q68PG885r/0ifJ8UZYIC8/hB2tiRjY/uWyoYhoT/9yj7x3A/IsrsGjtDvz5h+ehoc2Lu1/fgxyrgHkTy1Geb0e7J4DHNzbgqrNL8PjGBuW6OUQT9h1zqybOt3uCGJRv/4+0b4L4KnxBCcFIVGXyEIxE4QvqM1DHMAxau0OJi6ktvC7xiMzF5Y9i7bZGPDhzNPyhCCyCCas/OIRB+cP/06dGEF874nq3odUNkWeRYxUwY2wJGCamVzo8QThFE358yVAcbPNg7bZmACcXYQMxjbT0zb14eOZo3P/2fkW/3nX5MDgtAto9Aby2vQmzzxuEqAzc/urOk5qzwI4KkUMwLONgmwfD+jsg8izgk9HhDeP+t/ahscOv6My125rw3XMHqYz6FkyqxLP/dxhLpoxAKCJDloHaQTn45awxcPnDaPME8dz/fY5OXwiPXXMW8uw8nrt+HNyBCOwih6YOP7r9Acy/uAL9nSKaOn0qvZ1jFdDiCihacN7Ecggcqxj/xa/Bo+8dwE++PRTeUBSPb2pQ6ecPD7Xi4ZmjEZVl5NoEPPT2fhxo9WDxlBH45XsHcNGwQpw1MBtleTYMyrOR8d9XYLRGITKb3/zjoNIPjT9+6KpRaY9D7ZZIF3aRw1FXABzDIioBgXAU3pCEAVmiLvEsggnrdh3BnPPL4Q9GYDWb8PwHh3DHt0lbE6nR5Ytq5kG9jCtF3oQ2txcBlkMgHEV3gEE0GkWu1aZLPCJzcfm1267Lr0/bFTgTFr+xXdXXWPzGHrw491xd4hGZS3cgkrD5kWBi0B1Iv5mPPxyFyKvNgkWehT+kz++EyFzcAQl39dR8gFgOvOvPu/GCXjlQBiwCp2q7FoGLjVwTRAp0ByLKJHYg1nbvfn0Pfn/DOF3idfqieGJTvXpcfVM9Hpo5Wpd4ROaSJfKwCKEE48osUZ+xWX8kimOugCreokuqdKtpEJmLLyhBliXVpEpfKKxbrTUYlpBv51UbDEQlCcEw1XaJ1IhEZQTC6hpDIBxFJJp+ARoIaY9JBELUbonUcAfCKHSawTIcZLeMAocZkhzVbZMVGk8jzlTaPdpz1coLhmNQmjedIzIbhpFxafUA/GDNdlU/jdFpA22j4xGZi5F5MCRJONYdTKwvkGklkSKdvgj2H+3E7284J7ZRtEPEu3uPoDRXn7ZkdDwiczE6D1pMJhQ4ezbf9IWRY+URlSWIptNdWkp80/AFo2ju9CesUdVrjMDoeETmYmQe7PBGNMeBH7hqFCrTHo3IdKKyDLOpz+bvJlaXDYmMjEVkNkbnwUhU1pz3qMfYHZHZuAPac7keuVqfuVxGxyMyF6PzYDgia44FhyOUd4nU8IXDKMk2wxcCjrtlFDrNsPKAV4dNj42MRWQ2euTA06pMyLK8ouefrzEMsx6AKMuy63SOqReyzODXf29QxI9F4LDokiq8+K9GXFNbqhjKxU1H3t7TgjZ3CHe/vldVGOxtGLJqY2zifaDPJNBAWEJprgU/vnQY7ugxG4w/v2zdXsybWA4Lz6Gy0I4WVwAA8NiGejwzpxaPXD0Gh9s9aOzwI9tmVn0+xyrgSJdfMbETeRZ3XT4M3YGI6rmFdZWoKrTjspoi1ffqe/6PbajHr783Fqs2NOCWiyvw7Ptq45e4IcqqDQ0oy7Pg5okVuK3H4OWGbw3CyncPqEy9Xvrvc1B/3IsDrW40dvjxxKYG1XX5Z0M7Vm04aaAXlWQ8vkltyBc3Tnz2/UPYd8yNZ98/hJfnjQfLMrisur9i2Nj3ese/ExAz/rvzO8PR0OrGTReUY/NnrSjJsWp+rsBuRiAsodN3ciFHiyugnOeDM0ej0xdCvDYRCEsoL7DjUJsnoWgs8mTrSnx98YWiuPcv+1S/A5Fn8ez3a3WJF47IivEfcHJx8ws3nqNLPCJz6faHsa3RhW2NnyQ8TxCEmrjevXZcKX5+ZQ1au4MqjXjP1Go8uqFeMeBbMKkSLAtNjeQNRZR/L1u3FytnjcEDb+/Djy8dhnPLC3CwzYunNh9CjlXA7PFlWLWxHjlWAXPOK0vQpau3NKLTF1JMnltcATz63gE8OHN0glZetbEeC+sq0eENq3Ys6f3ZOPWtbjz8zgElzvAiJ+5Ztxc3XVAOlgHu7nUfAmJ6e+6EckWjBsISirMtKLCbFY3c+xqU5dnww5c+Vp3fYxvqsXLWGCzqZe69YFIl2rY2YsX6TzFvYjmG9XfiwqpCMv37NzFaoxCZSyAc1ezb+8PpNynxJmm3z8yhdkukRiQKtHaHsLTXLqLLplWj0K7PpLRgJIKrxpYq91+RZ7F0SjVCUSpSE6nhC0mG5kGOBXxhGcvW9Wq7U6vB0aZgRIoEwsa2XZc/pNnf6g6EdIlHZC6RKPCT13YntN3nrk+/EZUsA7e/uishFplWEqlywhvUzIEnvPrkwKgM3PbKzoS2+9JN1HaJ1Oj2RzTbrtuvT7+pyxfSHFfv8tEYCJEaERmaxpUv6pQHQxFZmS8Sj7fy3QNU1yVSJhCRYmNCb57cqHRhXSUCEX2MoWSZwbHukLIpVLzGkGs16xKPyFwikqxsIBxHr/EtGpMg0kWOTcDu5m4s6TUmsXxaNUaWOHWJR+PAxJnKCa/2XLVOL/XTiNSw8Cbc/fr2hH6aXvUqo+MRmYuReTAY1q4vkNYlUoVjZVT1z8b1z32o0rp6zSkwOh6RuRidByUA+1s8CfO8zx9CtTEiNfw9c+r7zrHXq+0aHY/IXIzMg93+iOY4cLdO485EpsNozufSp89vZCwikzE6D8rQnvf4wlxaz06kRpcvbOhcLqPjEZmL0XnQk2Qs+GnqpxEpkmsV8ElT4jyGs0rTP4/ByFhEZqNHDjzt4QWGYc5nGOZ7AK4BMJ1hmDmne0w9cAfDuKa2FM++fwiPb2zAL9+rh5ljce/0kYo5AHDSdOSmiUM0C4MzxpYoxwyEJcX1tjciz6LNHcSB427NxQGSHDMfMfUa3QmEJXT5w4jKEkaVZEHkWYQiUdXnZ4wtSTindu/JSam9z/OmiUOU71WUJWLuhHL4w1Hc9Z3hKOrZ2SRm7BJFWZ4Fw/o7cNMF5Zg/qUL1utRjejdlVDGWrY/Fue7c0oQBhsVv7IEvKGHpm3shydrXJCpBdY5x472+14djgQWTKvGnj5sRCEv4Z3073t57DABQlmvTPHaRU4z9P0vE7PFluOPVnVi1oQHP/PMQvntOGVq6fJqfK3CYUZZnQWu39iKkQCiinEv8MzzLaLYNbzD9phIEkS48Ie3FSt6APu22zaO9uLlNp4V9RObitPCa+dsp8v+hMyKIry9xvfvYhnq0dAUS9Mo96/Ziyqhi5fGqjfUozrZq/sYswkmP8EBYwv5j3Zgyqhj+UAQMA5jYmCHzjLEliubU0qqPbajHXd8ZjhyrgFUbT2rpQFiCPxRBjlXALRdXYP6k2H85VgEDc6yK8V/vc+2tw0WeRWmeTRWn3RPTc69tb8bAJMbPTC8/PpFn0XTCjx++9DHmnFemaOD4a75QVPMY+491a55bICxhVHEWLqvuT8Z/KWC0RiEyF5E3afbtRT79uzF6gknaLfUJiRTxBKOK8R8Qa0dL39wLj05tSeBMSm0nHm/Z+r3gOdq9mUiNZHnQE9RnQoYvJCXUP5et2wtfSB8jACJzMfoebhe1axo2gWoaRGp0eLVrrR061FqT1XXbPVTXJVIjyyJo5sAsiz45sNWtPc7X5qa2S6SGQzRptl27qE+/yZFkDMShUzwic2lPkgc7dMqDSbU11XWJFAlHZc2xpbCkz07gvnBUu8agwyYyRGZjZB50B5KYE+tUiyMyF7c/qkxiB2LtaMmbe+H265MDaRyYOFNxWIztFxKZS1uSflq7Tv00o+MRmYuRedDocWcic4lGWU2tG43qM4/T6HhE5mJ0HuwORDRrce4A5V0iNYyef0Nzdol0YWQetAhcknU6XNpjEZmPkX1+qi8Q6cLoPNieZN5jh4cM1IjUMHo9O62fJ9KF0XnQk2QeA9V2iVTp9GrPY+j0pr/Pb2QsIrPRIweelvkfwzBrADwMYAKAcT3/fS3tWK0aRgC/eHs/uvxhzYvqTzL5qLdhSFmeBRzDYMX0Giysi5nmxXd84FgGXBJjQFmOx4iqnhdNLO54dRc+benGgkmV6N9jaBeHYZBwTpKc+Fzv84+b4T37/iGs2tCA21/dievPH4SfXDYUC+oqYBVY/KiuCre/uhOPb4yZ5c0eX6Z8F1lOjJ3MtC9+LV/b3owFkyqVcxd5VmWgF3+/1aw9OFxR6MCarY1ocQUUY5dFa3fg8w4vTBywdGq16thLp1Yjx85j5awxuLq2JOHvvGz9XoSicsI5LayrREOrGzdPrIA1SUdyYJ4VL29rUs5lwaRKnPBpix9fiMQI8fXFJmj/3qxmfYol9iS/b7tAk+CI1OjyhTXvKV0BKrwRRF96691ARPpKLRsISzjS5cejs8ZgQV3MfK8sz4KlU6vxzOaDyvviJs4cC1gEE+xmDpX97BB5VqURtbRqICyhvtWN2ePLkGMV4BA53HJxBRbUVWBwvg3/c2G5Ys79zD8PYc55ZTDzrOZx4r7Z8TxwtMunej3XGltU3uIKoNUd0LwPxT35euvT+KDt1bUlymsL6yqRY9MunkbVp6ZcV5FnMTjfTsZ/KWK0RiEylw5vkgXO3mDaYyXTujZqt0SKxI1rexMz10l/u/1PxCMyl2SGKHoZlBhpekVkNsnark3U5x7emaSm0emnmgaRGoUOs2bbLXSkf+fxZGMlFuG09xIjvmF0B7RzYLdOdd1kbVektkukSFSOYumUPmPRU6ohyfoYT/t7NqLr+1sJhGncmUiNZBPnzTrlQarrEunCH9aem9V7PlU6SVZjOEE1BiJFjMyDeXZtY+08q5D2WERmczzJos3jbn3GCEgvEGcqvqB2P81P/TQiRZL10/SqVxkdj8hcjMyDziRGg7QxBpEqybRuq05a1+h4ROZidB5MtiiVzP+IVHEYPIfW6HhE5mJkHjSxwKJLqlS6etElVTBRF404BYwcCzZ63JnIXIzOg7TGh0gXyeZ+d+k099voeETmYnQeTDqPwUbzGIjUMHIeg9FzJojMRY8ceLoyuRbAt2RZ/qEsy//b89+C0zymLriSmPyxSQz6kk0+int5lOVZcMtFlfjR2h24/dVd+O3mQ/jfSRVYWFeJ1VsaMSDbApHncOvkqgTB9aePmyHyLHiOUZ5fdEkVonLczTGKl7c1gWOBhXUnBZuWmWAyg8H4+c8Ym2iG9+h7B+APR7FqQwNueekTHOsOIKdnQmAgLGHVxpj5ycI6tWFfPE4y074820nDlTVbGzF3QjkW1FXg2e/XKgZ6vd/f0uVLEKRLp1TjkXf2q8z2jnb5egbDAjjmCuLJfzRg7oRyzJ9UgbkTyvHkPxrQ0hXEpcP74ZxBubjpgthrRVmi8p0CEUk5p/mTKvDwzNGw8hye+6ARy9bvxTGXP8FUcPn0GhRni3jgqtFYdEkVHpw5GiwL2JJ8/9JcGwji64pV4DSLJVaddkqwmzlV/oobKdmpWEKkSLaVx8vbmlR5/+VtTci20M4FBNGXvnpXS6/EjZ3jj8tyrbh17Q6s2hAz31tQV4UCh4ADrR7lPQsmVWL9riMYU5KNZzYfhCwD97+1DwsmVSZo0WRmeas21mPOeWVwiLxiSj3ndx/CG4qqdOhjG+ph4bUHiyoKHao84A6ojbQj0kmz5xe2NiXch5ZOrca4shz85v+NxfyLKxSz6Xjs4iyLcvzVWxoRikSxfJpaHy6ZMgLrdx1JODeWAR65egwG55MeTBWjNQqRueTatAsmuToUjW1J2q2N2i2RIgVJjHwK7Ok38vnSeDoYBxGZjV0wJcmD+kw+NtL0ishsLHwS7WnS5x6ek6SmkWOlmgaRGmaO0dwUycyl33zebjYlqevSQjsiNZLlQL3qusnaroPaLpEiAmfCk5v7jEVvbgDP6bVYSfu3YjeTXiBSw+g8SHVdIl0k3cXeYmyNgepjRKrYzcaNE1gFDium16hirZheQwZqRMr0c2rnwH465UDSC8SZSrZF0OynOUVarESkhtG1VqrtEunCyDxoMSXRCzzpBSI1kmndQqc+WtfoeETmYnQepPk3RLqwJOvz69R2jY5HZC6Gbr7JcyhwmDFvYkxXz5tYjgKHGRZqt8QpYORYMM2/IdKF0XnQIZo051jSBgNEqiSd96jT3G+j4xGZi9F5UDSxWNZn7fWyadUQye2aSJGk8xh0qLUaGYvIbPTIgaebrfcA6A+g5TSPozvx4kxfQ5SmEzEDurhBXnyC3MBcC+7+r+G49y/7lOdvnVwFBjIeu3YM8mwCblq9TWWqt3z9p5g7oRydvhA4hsEDb3+GoiwRv/ruWYhKMiJRGYfavZhVW4IRRQ5YBA4PzBgJq9mEpzcfxH9PHIK7Lh+Kgbk2DMqzosMbxuotMcM6hoFiJvjoeweUc8q3m3H7t4fiob99pjp/u8hh+bRqNHf5NU0PJfnkvx/bUI+5E8rxxKYG5bkxJdmQIKPTF9vdet3OI1g+vQZL3tiDI10+LKyrxGMbTl6zhXWVCEtR5fkWVwDPvn8IC+sqcbDVg2tqS1XXeOWsMRhR5EC7J4iX542HLxSNTVZcvxdTRhWDYQBZBl7e1oQpo4p7CmkiPu/worHDr5xrnHA0inf2HceitTuUGAsmVWLN1kZ0+kIqoxuWARwWE57afFAxfOnyR9DfyeLhmaPhDUVgE0xwWDiUZNsQiQK//nuDch1HFTuxdGo1lq3bq8S694oalOVa09dgCSLNBCMR9HPGiiWSHPsd9HOaEYrqs0uXiWUwIFtUxRuQLcLEpn9BKpHZBMIR3DyxAsvWn8y5S6dUIxihHeYIoi+99e5r25sTNO7y6TV4YlM9gJOLQu5/e59Kz/7sz7vx6++Nxa+vG4uG424MzLXBG4pg+bQa8Bzww4uHIBwFGjv8WLO1EXPOK8PiKSOwYv2neG17c4JGjOuxQFhCWZ5N0WrxeFo6dM/Rbvz8ypH42Z93q373j7yzH40dfuXcH+/1XRbWVcJm5pRiJ9Nzu1lYV4kChxlWwYQH3t6nfH5hXSUAoChLxIyxJeDYmMH1a9ubFRNqjmURCEeVe5lN4FCSI+IHE4dg+fpPT17XadWoLLRj9MAcsHSfSxmjNQqRudgELqGftnRqNWw6DA5KsqwMRMbbbYHDDKl3x5Mg/g38oUjC/XrBpEr4w/rkwHA0iqVTqhO0dTga/eoPE0QvAtEoRBOryoOiiUVQp7ZEbZdIF+5ACGZO3XbNHAt3UJ/dEWVI+OFFFVj65sm2u2xaNWRIX/1hgujFcXcQf/hXIx6cORr+UAQWwYRnNh/E/EmVaY8VjEQ067rURyNShWFk3HJRJZa8uadXDaUGHKtPv4nraat9264OHplEhtPuCWqORbd79NnZszsQThhHXzCpUjd9QmQuIs9q5kG9JlR6gmEU2PvUx+xmeEPUdonUsAkcfnrZMNz/9n4lD/70smG6bbQSjEQ0aww09kykSjAiadbHQtH09/m7fGE8vqleGQOVZeDxTfX4+RUj0x6LyHQkLJtWnVCrAqNPrYrGgYkzlYgk4dpxpQnzo6MS1XWJ1AiEI+jvVPfT+jtFBHQaCzY6HpG5GJkHXUnG7lwBqi8QqRFJMqcgotOcAqPjEZmL0XnQxDGaawFNNKBGpEh3QHuMQK/xLaPjEZmLkXkwIgF3/ml3wlr2F+eem/ZYROYTCGvP59Kjz29kLCKzMToPugMRPPmPBtV42pP/aKDxNOIU0J77Dd3mfhsdj8hUjM6DzV1+vLg1cW77zRcNwaiBObrEJDITOck8Bj3W3BgZi8hs9MiBp2T+xzDMOgAyAAeATxmG+RCAMuNdluVpp3Q2OsKxwGPXjkE4IsMbjMAmmsBzDO776z5kiTx+OWsMglEJB9s8WPnuAXT6QnjwqlFYWFcJgWMxYoAT3YEwcqwCguEI3IEIcqwCZowtUcxFXtveDI5FzBzFxEDkWbS4Ajjc5gHHsSqDvnumVuO+t04amCy6pAoOkUO3yOPWHlOUhXUV6PSFVIsLyvIseHp2LY67Ayh0mCFDRlSSVaZ1Zp5FtkUAA2BQvg1PbT6U0EHq7UkQCEvKd4i/nmcXMLyfEy/MPRfHugMocoqo7u9EbVkOPu/woMsXVnXgHaIJD799AFeNLVE9P2KAAzkWAce6A1hz4zkIR6PgOQ6dvhBc/ghGDchGs8sPXyiKLAuPGycMURn43XnZMPjCUTw8czRkGRicZ9M0cXSYedy0ervKTGbVxnrMm1iO4mwLXtnWhNnjyxIWTrR5QhBMDMYMzML+lm5YBB6eQAT9s0R0+ULY3ngCI4uysHLWGOW8LhpWiNe2Nyk/RKtgwvMfHMLY0hyUF9h1ab8EcbpEJAa7vziBydXFaHMHUOgQ8e7eI8gdVqRLvDZPEDsaT+DbI2PxChwi/rb7CO3yQaQMy7DY9FkLfjv7bHR6w8ix8Xhx62HMOa/8P31qBPG1o6/ezbMLWH3jOBztCuBQuxcvbPkc08cUo6LAjhybgHA0isYOv2KAF9eDoaiEUCSCXLtZ0aVxvdrPacahNq+ic+Nm1/MmlqM014qBuRY8M6cWH35+AlEJWLO1UTHTs5k5TVPqvjq0ONsCWY7i19eNxY4vuiBwLKJSFMum1cAbjKDAYUaWhcMjV4+GJxiB2cQhFInCJphwx7eH4cBxN9Zua0anL4QFkypxzBXA45saVDrxsQ31WDS5EhEJWLWxHjlWAVfXlmDRJVXo8ARRkmuFmWfR7g0pptmrt8RMpRfWVWLexHIMzrfhSKcfT/y9Ac9dfw4Z/50iRmsUInORIaF/loCnemmGqCzpsmCp1R3CPz9rxcxxpWh3B1HgMOOVj5pwaQ21WyI1siy8yrg2vgnCL68Zo0s8jmU0tfUN3yJtTaSGyxfGq9ubcdPEIfAHI8rGJnqYUAGAJEGz7c4eP1iXeETmYhV4rNvVgDnnlytt9/kPDuEnlw3XJV4oLKP+WBd+f8M5Kq07IEvUJR6RuRQ6zDjQ6sGCP3yiPCfyLAocQtpjRSQG/1ffiivGlqLdE0SB3Yw/f9yEqWMGpj0WkdlEJQbv7TuacP8elF+hS7yW7iD+sb+nn9bTdl/5qAnmmiKM1iUikakU2M0oy7Mom9UBsU3yCuz67OxpNnHY8UWH8lvJtfF4YethjCrJ0iUekbkccwWUPNjhCSLPbsarHzXBKZowQod4DFhsOdijGXrqY6QZiFNB5BkUZYuqOU+x+Vb6jLmIJhNe+7heNfFutY79QiJz6fSFsWl/K66fMFi5hz/3/mEUOtPf5/eFIsgSeQzt71DqGf88wMMXIlMJIjUkGdiwL1Zn7fKFkW3Vd4yAxoGJMxWXP4K3drfE9EKvMZAhNDeYSBGGYfDWniO4bvxgQ8ZmjY5HZC5G5kGe5fB/B1uVdhuvjQ0ppHZLpAbDMHjt46aE/v6iS4ZmRDwiczE6DzZ3+jVzfGmuFaNpYT6RAnazCS/96/ME7Tlvoj5jwUbHIzIXI/Ngly+EqkJ7whzLLn8orXGIbwYcy+Ivu2J9/t613RsnDDmjYxGZjdF50BeKaG72SeNpRKpEJWjO/S7NtWREPCJzMToPFjrMcAXC+OyYW5ln6QqEUejQZ54lkbmEwjK2f96O310/TrV2YUBWyRkdi8hs9MiBp+rC9PApR/wPEYnK6PKFVS6c915Rg0dnjcEXnX5EZBkr3/0MjR1+5TN3vLYL8y+uQFCWcMPvP1I+d+vkKlT2s2HOeWUJOz2MH5wLm5nFka4Anpp9No51BzEwx6J8HogZjtyzbi/mTijHEz1GJCvfPYCHZ47GivWfKu9bu61Z2U0ibkgypMAObyiC1R98jgOtHjx3/TjsONqVcB6H2zy4763PUFuWheXTa7DkjT2q11dvaVS+p8iziHuVxL+fLMvYeKAVkaiMQ+1e1B9346jLj8urY5Ov7v9wr9KBL3SY8Yu/7sOuI91o8xxSzGMurCzAcXcQP1izVeV8+uu/Nyimhyum18AfisAXjqLDYwXLAi/POw+haBQWnkOLK4BgWII3GMG+Y91wmDk8/r2zMP+lT5RrUlnogCcYM2NscQWU7xUIS6gZkIUuXxDXn1+O217dmWAOuLCuErk2AYvf2INraktxe8974uaAK989gFsursS0miKsmz8Bn7Z0A5Ahmjjc0ee9J7xBMv8jvrbk23iMHJiLDw62Q5KBhlYPRg7MRb6N1yVeoVPEmDJ1vDFlubpMdCYyG4dowsXDivCDNdtP7o44tRoOkYwkCaIvkagMly+MJb307orpNej0BvHKtma0uALYdaQbIs9i7oRymNiYsfQ1taUqg+T7rhyJQqeIm57fptJOK989gHkTy/HKtmYsmFSJl7c1YcqoYnAscNbAbIQlGd//3UfIsQq44VuDsPLdAyr9ybOMpolzbx360MxRsPAsOjwR2MwyzirNRlt3UPWdlk+vwdqPGjFnfBmsooADzV2wiTx+8MLHqCq0438uqsDPvjMceQ4BkWgUJzxhTdPBYUVOzFuzHTlWIcEk+vZvD0UwElVMtON6b83WRuTZBDhEHr/5ewMOtHqwctYYDMqzGfZ3zjSM1ihE5sKzHDq9ftz1592qfNbfkX79OTDXgguGFmLroQ5IMnCwzYMLhhaiJJsGV4jUue7cMtU9c9ElVdDLTtZh5jFlVDG2N3ZCkgGuHZgyqhhOkXIukRq5Nh6XjyxS1cZiNTZ9+mnZVkGzX5htTb/pFZHZBCIRXDd+EBpa3bE8yADXjR+EQESfXWnz7AIq+2fj+uc+VNXH82zUdonUuevyYYpBPccAeTZBF82QY+VxXkUvrdvqwXkVhcixkF4gUsMTDOOcwQWq+/dtlw6FNxjWJV6RU8TYQbmqtjt2UC6KaEyCSBETJ+OWiyqx5M2TY+vLp9XAxMlf/eFTINfG47/69NP+a1Qxcqk2RqRIjlXA+CF5OOEJwReMgmFCGD8kD9kWfbRnvp3H2YPycWOveTQxrUttl0gNX0jGcVcgQev21+keLkPCNePKVDWNFdNraAdnImWKs0VMO0t9D592VjGKdTD87+8UccOEwap6xg0TBqO/kybNE6lhMZlwbrm6n3b7t4fCwutT16VxYOJMJd8uaI6B5FNdl0iRbKv22Gy2TrVWo+MRmYuRedBpMWnWxrIsND+YSA2bYMLs89TjwLPPGwS7WZ+2ZHQ8InMxOg/2zxIx8+wSVdudeXaJbrU4InPJtnKYPHyAqsawfFoNsq1cRsQjMhcj82C+w6xZ183XadM5IrOxm024ZIQ6D66YXgOHDvrTyFhEZmN0Hsyy8JqbfWZTjYFIkSwLrzn3O0unOqvR8YjMxeg86BA53HJRhXrd97RqOETqpxGpkWXRXrugRx40MhaR2eiRA081Wx8B0E+W5f/r/STDMBMAtJzy2ehIVIJi/AfEDD/ufn0PFtZV4oG3P1MZesQN5AJhCWV5NsUQLv7co+8dwOPfPQt//KgJcyeUKzfAP37UhLNKs/GjNTtUJioL6io0HcqZXiuzAj0Gd/E4RVkiZowtQTgq4/fX16K5K4C7X9+jEm7BSBSd3pBi/Bc/zmMb6vHQzNEoyhIx5/xyPPLOfuU8RRMLm8Ch0xdzR49P4irJseKBq0bCIZrgCYSx8OUdCUYwC+sqsf9YN6oKHZjcpwO/eMoIfCcQxvMfNOKJTQ0QeRaXDC/EorU7VOe29E216eHiN/Zg0eRKSBIUcz6RZ7Fy1hiM6G9HuyeEZetONvilU6tx3uAcvLXgAmxr7MRiDVPD+N9P5FlkW3gs+OMnuOmCck3Tl8H5Nvzo5R2YO6Fc+a7x11ZtrMfcCeVY8sYelOfbwHMM1mw5jEWXDsNPXtud8N6X541Pa5sliHQSCEs42hVQmRgtrKtEaY5Vl3ihiHa8gTrFIzKXYCSq3AeAWFtetm4vVt847j98ZgTx9SMqQ+koAFC01sK6SsweX6bo3EBYAsMAm/a34t4rRuKjz0/gpgvK8dr2mEHgXX/ejafn1OKhmaNxpMuH5z84+TmrwGHG2BKYTSzmX1yZoMXiZsw8y2DexHJIMiDLwOotjRBMDJZOrVZpu+XTa9DlDWL+pAo4zRx8oShuf3WXqrPT5Qspxw2EJSx5Yw+ev2EcvugM4I6XPsbcCeVY+V49qgrt+O65Zbi1R3+eNAvlUJZnUZl8izwLlz+mvWeMLUnQgQ/97TPMm1ieoPfmTSzH0H4OZFl53PVfw1HoEDEozwaW1cumKfMxWqMQmYsvJCnGf0Csbd315914ce65aY8Vjkg45kpst4Nyqd0SqdHlD8HMsco9k2UAM8eiy6+PIUooIsU2q6B+GnHasJr1yBd0yLlA8n7hC3PP0SUekbk4zDz2HHEn5MHBOt3DvcFowpjE0jf3Ys2N1HaJ1DjhC8EfllRt99bJVejypV8zRKLaWndwHukFIjWcooCH3/lElQMffucz3fSCDBnuQCSh7crQx7CNyFwiUUYx/gNibXfJm3t0u38HQknG07Ip7xKpwTBAVGZUcy6WTq1WzUlJJx7SukSaCISj8IaiCXkwENZn53GB5eAPRVT1OH8oAoGlycdEaoQismbfSY/xrYikHauMxiSIFPGEwsi1CqocmGsV4A3pMyZB48DEmYo/HNUcA3n2+7X/4TMjzjQCIWPHZo2OR2QuRubBcFSmueZEWghHJQT6jKUtm1aNcFQfs3+j4xGZi9F5kIWsWYujKdBEqnR6o4aOpxkdj8hcjMyDUarrEmkkEI5CMDGq2q5gYnQZTzMyFpHZGJ0HrYIJ/3NhBe7ptWbxnqnVsAhk/kekhjugPR/m+Rv00Z5GxyMyF6PzYJcvkrCWfQm1XeIUiEjaaxfKci1ndCwis9EjB55qtv4lgDs1nnf1vDb1FI+rGx3ekKb5W65VUP4dN3t7YlMDgJgpCNPzWt/PAUgwx1swqRIufwRTRhWrDETy7QK+e6565+ilU6sRjpzs8Io8C4fFBJFnkWMVMHt8GVZtrEeOVUB5vg1NJ3wqU5alb+7Fo7PGICrJmucnSRJmjy9DQ6sbjR1+5TsBMWPBh2aORn2rG+cOzkWrO4iFf/xElaCuPntgggnKYxvqUT3AiX3Hu7HkDXXRdMX6TzFvYjmuP38QGMgYkG1Fh0f7mvc1PSzKtiYYLC5auwPPXT9Oc2Hv728YBxPLKmYzvc9v3sRyrNrQoBgIBqNR5T0iz6rOR+RZRKKyck7JzjUQltDiCqC+1Y1tjS7s+sKl+V5fiAoYxNcXdzCiaVhaPcCpWzytyR9PzT5bl3hE5tLpCyPHKmDG2BKl7b62vRldvsh/9sQI4mtIMu2VaxWwdN1JA2aRj5lBX1ZThP9evU2lZeMGgUc7/Vi6bi8W1lXi5onleHLzIQgmBg6Rxy/fi2nm1Vs/T7ivzBhbgj993Ay7yGPZ+n0J52g3c3jie2Oxs7kLFYUOPPLOfsWU75aLK7DyvcTOzryJ5Qnmha3uEO5+fbdKr900cYiit+OfX7ZuLx6eORpLp1Tjhy99fFKLT6nGkU5fTO8n0YFSn7XhgbCEigI7RpZkg2UZDMq3p+PP9o3HaI1CZC4nfNo58ESP8X06oXZLpAsLz+MXb3+SUKvQa7DDE9KepF8zhxYrEalxrDug2U873h3QJV67J6QZr8OT/hxPZDbuoHYeHKlTHjzuDmrqk1Z3UJd4ROZi4U146cNGlf586cNG3D9jVNpjuYNRTa1bU5yV9lhEZtPu0c6BHR59ciC1XSJdtCepsbZ79dGe7hDVGIj0EIhISedW6MFxd1Czn0Zal0iVUFTW7Kc9rVM/zR2M4tn/O6zsdC7JwLP/dxj3XjFSl3hE5uINGTcnxkNjEkSaMLEc7uy1kRag75gEjacRZyq9N3GPEwhL8AZpfjCRGp6QsfUqo+MRmYuReZC0LpEuwpKsuVBer9qY0fGIzMXoPOgNSZrxRpJeIFIk2RrdDp3G04yOR2QuRuZBD62rJNJIWJKx8t0DqvGtle8ewANXpX/umJGxiMzG6DzYHQgrhlfxePes20ubuhAp0+bRng/TrtO8R6PjEZmL0Xmww5tkjY+X2i6RGt6QpKkZntFh7piRsYjMRo8ceKrmf/1kWd7d90lZlnczDDPolM9GRxyiSdP8zWo+eQkCYQkce/K1hXWVaO7yaX7OZjYlmOOt2hjb1ayvgUi+zYxFryQakTw6a4wqVrs7iAWTKhGIRBXjv9njy1S7s/c2ZQlFJLS4/Jrnx3MsVm2sx00XlCe83ukLQQYUQ5M7/7Q7IUEtm1qtWRgNhCQEw9oLdiQZePS9A5g3sRzz//AJFtZVaJ6b3MtIReRZ+JIMEiczsGn3hHDguFvzteIsC+ZPqsAFFfkYNygXh9u9EHkWmz9rxdIp1Vi2/qRb8dIp1Wj3BCDyrHIuWucq8iyyLCZIPf8uy7dqtwmBdgInvr5EJEnTsDQi6bPDnD8U1fyN+kO0ox2RGk7RhDnnlSliOn7PdIiUcwmiL3Zzcr0bN8mL5/+oJOPxTQ0JWnbuhHI8+/4h5TNxc+Wra0swosiJH728A4GwBIfIad5XWBaYMbYEzZ3aGtpp4fGDNdsRCEuYP6lCMf4D8KUmfL1NuuO6q++x/ckmHoYiONTuxbyJ5SjNscJmNuH+t/chFJFj58xo68C+O7iJPItBeVawtMVlWjFaoxCZi1PktfOOyKc9FrVbIl10eJMYoug02OEJaN8rPQEy1iZSo5/TrNlPK3SadYmXZdHuFzottBsjkRrJ8qA7qE8ezLMJmvok1yboEo/IXPzhiKb+DITT33ZDkahmrFCEFjcTqWEVOM0caNFpLI3aLpEu7EnmFNjN+mjPqKxdY4j23ZmEIL6CpMaVOpmmG90vJDIXT1JTCX36aaFoEs0QJc1ApIYvyZwYPTaOJb1ApIu2JCbtei0eovE04kwleb+Q5qoRqWF0vYrqY0S6MDIPkl4g0kWy2pheGwoaHY/IXIzOg1QbI9JFsrFgq05jwUbHIzIXI/OgkTVkIvPpDmjPHXPrMP/byFhEZmN0HnQnmx9MbZdIEaPnw9D8GyJdGJ0H+zlEzbbbzyHqEo/IXJKu8dGh7RoZi8hs9MiB7Cl+LvtLXrOc4jF1ReAZLKyrVBm9LayrRHOnT3mPyLOoKnTg4Zmj8PScWqze0ojnP2jEgknqzy2dUo0WVyDpD9tu5pT3A8lvlqFIzPRk7oRyrN7SiHZvCGu2NqI424JAWMKMsSWaBoMzxpZA5Flk23g8v6UR9105UnV+y6ZV41C7F4GwhNe2N2ue/yPv7Mdr25vR3OlPOLccq4CibFH1HeKf7Z9tRraV13xNlk8atADA2m3NyjUvyhKxoK4C988YBYeZw6hiJxbUVeDeK2rgtJhQlmdJjJVl1ozDMYxixNf3taZOP5755yEUOMxgWQaD821YOWsMLhpWiCc3N2DuhHLlmj+5uQH+sIQFkyqx9WAblk6pTrhO/zrUhuXTavDc+4eVa8kx2m0pHKVJlcTXF4eZ18wnDnP6zVAAoMAuaP5G8+z6xCMyF45lNV20OfZUJQxBZC42M5dU74o8i9qyHPz2/52Nl7c1IRCRNPUpx0KlkeParrLQoVqAVZxt1byvlGRbwTAxHdhXg66YXoOoJCl6bGg/h+a9ou9jWY7p01ElWXj8u2fh4ZmjIQqsoh/jGs3WM/Gw7+dtggnBiIRVGxpw9xt7EJFkNHb40eIK4O09LShwmhOu2+3fHoo8q6A+/ytqMKKIdrdMN0ZrFCJzcfnDCXlnwaRKuALhtMeyJ2m3dmq3RIrkWLX7TTlWfUyh8pL208iEikgNBoxmP42BPibJJuoXEmkiaR7UyYzPwrNYOrVPzbnXY4L4d0nWb9JDfzrEJH00HUy1iczGbjZh0SVVqhy46JIq3QzUqO0S6UJMMqfAbNJH6zqEZDmejK6J1DBa6zJAkn4hQaRG0nkFOrVdZxLN4KTaLpEiccP/3ujVdq28dru1CqQXiNQodGjPxSyw67N4iMaBiTMVBtCsaTAkdokUMbpeRfUxIl0YmQdJLxDpIj9JfUGvTdmMjkdkLkbnQatgohoDkRbsZpPmeJpe41tGxyMyFyPzYIFduxaXr1MtjshsspKNb+nQ5zcyFpHZGJ0H7WbtNYWkF4hUMXqdhNHxiMzF6DwYiEQ1226QNiQiUqTAoV1rzddhraORsYjMRo8ceKrZehvDMP8ty/LTvZ9kGOYmANtP+Wx0xMSwyLaYMG9iOSQZYBlgQLaIle8eABD7US6fVoM2dwC/3/I57p8xCoKJwZRRxWAZBr/7fi12HXFhQLYVj7yzH7NqB2ruGnK43QuOZXDnZcPwi7f3IxCWFCOSvu9lWAaPb2xQHl9QkQ8AcPS8n2GQ1JRl6dRqNLZ70ekLYWxpNv664AK0ugNgwODnf/kU/z1xCESeRYsrgDVbGzF3Qjk4Fqgty8HiN/YgFJExe3wZjnb5VedWlBVzmFz8xh4smFSpcuj/+ZUjMaJ/FjY3tCa8tmBSJdZsbVQMWgCgxRXA6i2NeHHuuWg84cNdf96NQFhCWZ4Ft1xciSVv7FE+v3RKNZ7c3IDGjtj5rJw1BjX9s7B8eo3qfcun1+A3f29AmyeUcA6Lp4yANxDG4987C4PybAAAlmVwWXV/iDyLVRsa8MSmBtX19IaiWLfziBJn7oRyMAwgy8CTmxvw8MzR6JdlxpI3Y+fw9p4W3HxRBVZvaVS9d/WWRgzr70hjiyWI9NIdCGvmk24dzFAAQOQ5rJheg8W9fr8rptfAwtPOSkRqdPuTtF2/Pm2XIM5kOJZBcY5FpXetPIfffXAY915Rg9ZuP2xmHsun18Afimrq06pCBzo8QTy5+ZDyHMsA+4+5YWKhfOZwj9F0bwJhCSwLnDMoB8/885CiQRkmdi7+UAQtLgnPvn9I0YRLp1Rj2fq9CIQlrNt5RPU4rjHf3tOC/7mwHIfaPCoX9BXTa/D4pno0dvjx8rYmPHjVSCyfVo0lb578/NKp1QAj458HWpVz5DlG+R4XVBXiZ3/egxyroDrXkSVZ2N/ixoMzR+Pzdi/K822oHuCEyUQmHenGaI1CZC45Vh4b9x/DgzNHwx+KwCqY8PwHhzBu0PC0x3InabduardEitjNHJZOrcaydep7l12nHWmzLNr9tCwL9dOI1Ojyae9i3+XTZxf7ZHqB8i6RKmZTbOOcpb36DMumVcOsk8438yxyrCY8PHM0vKEIbIIJJi7R9JwgvooOr3be7fCmP++S1iXSBccwKHCYVXWqAocZnE4r5antEumCZ1kMyBYT5hQInD73b6qNEenCLiSpMZj16fO7kozfuWj8jkgRgdPupwk69dOoxkCkCwvPJYxLLp9WrcucGNK6RLqwCdrt1qaTXiCtS5ypiCYOoolV9QtFEwvRRONpRGoYfQ8nzUCkCyPzIOkFIl3YktXGdJp/Y3Q8InMxOg96AhHNeJ5ARJd4ROZiFVgUZ6vXLBRnW2AR9KnrGh2PyFyMzINOC4t7r6jB3a+fnK977xU1yLJQuyVSx8g+P9UXiHRhdB509JgF9153SGbBxKng8mvP1+3267NOwuh4ROZidB70BpNo6yCZ/xGpkWPVXuuYa0t/rdXIWERmo0cOPNVs/SMAf2YY5jqcNPurBSAAuPKUz0ZHcqwsbGYeFj6CAVkicm1mMIyE+2eMQrsnCAYMntp8EAdaPVg2rRrdgSBuuahCNdlpYV0ljnb50Njhxwtbm3Dr5Co8+t4B5fVbJ1fh9x98jk5fCGtuPAcv3nQuPm/3ossbTBjcWT6tGqs/OGmqsnLWGJw1MAdtnhAeeHsfbp1cBV8oomnKUluWgy5vEEd8UTw8czSiURkcx0CWAYvAwRUI476/7lPM8VpcATz7/iGsnDUGDAM0dvhxy8UVWLWxHjlWQWWid3VtiXJT720aOLGyAGNKsmEysciziXh526eYf3EF+jtFNHX6sGZrIzp9ISysq8TqLY3K+Xb6QjBxDB7bcEAxVBnaz4HbX92pcrFctn4vnpp9Nlz+MIb3d6K8wA6WZXDFqAEoz7fheHcA/Zwi8u2CYga4Zmsj5l9cgaIsEY0nfHj5wyZcNKwQ/pCEPUddCEaiyLOZMSjPhkF5Ns1ryTLANbWl2N3sQmOHP8EcMCrLKMm2YeWsMXjg7X24rKYInd4gOn0h1XtFnkVJjlWXtksQ6cAh8pq/Ab129XT5w3h8U73KJPPxTfX4xZUjdYlHZC65NkGz7ebQ7ogEkYDdzMBh5nDu4Fy4/GHk2cw47g7gp5cNR4c3iHv/sk/RondeNixByy6fXgOLwOJ3HxxGiyug6N+4geCPLx2K2789FA/97TOEopLmb9MicPi8w6to3yc2NSjH8YaieGzDfuUzjR1+PLm5Ac9+fxy6fCF8dtyNP3wY03cDsi0QOBbNXT7Mu3AIvjjhS3BBX/zGnh79GEFRloj73/oUoYiMx689C4GohBwrj1BUQv0xN64aW4I2zyF0+kKoKLArHfS42XaLK6DSdpIMlUn3U7NrUdZjLk2kF6M1CpG55No4zKotwx09fc24wb8exTd7EoN/GhgkUoXjAI6RVaZQvlAYnE5NKRCS8PJHjYpJpkUwYfUHh1BVOEKfgETGYuY5zTxo1snw35lEL9BOokSqtHmCeHGrOg8+s/kgFkyu1CWeOxDBL97ajymjipX62PpdR/DQzFG6xCMyl2T1sVwd6mNJa3FWqsURqeEORnDnn3YntKVn5tTqEo/qC0S68IWiWLPlc8w5vxz+YARWc2xzgUWXDNUlntWsXWOwClRjIFLDbGKQa+VVNQaeY2A26WO6mmWhfhqRHpL10xbq1E9LphnsZmq7RGq4gyFkWUx98i7gCaZ/EYbDoq0XSOsSqWIXYzvZPzX7bHT6wsix8ohKEuxmfeJRP404U2GSbFyQ7HmCSIY9WR7USXsaHY/IXIzMgzaqjRFpQpIlzdqYBOmrP3wGxCMyF6PzYNJ5jyLlXSI1eA5wWDjUluWcrDHIEvTyQDU6HpG5GJkHXb4ofrVRva7yVxvr8cjM0WmPRWQ+yccJ0t92jYxFZDZG58GoHEV5gU3dTzMxkGQyoSJSI2k/Taf1YkbHIzIXo/OgI6m2po4akRpdPu21juX56V/raGQsIrPRIwee0p1fluXjAM5nGOZiADU9T/9FluWNp3wmOlOc5UC7N4x+ThFd/hDMJha+cBQcGzPMc5p5/PfEcuTZzWju9CIYYRTjPyBmCvLHj5qwYnoNFtRVQJKBv+w6qpjjVRQ68Iu/7kOLKwAAiEgyCm1m5NnDYBkzOn1hPH/DOXAFwnCYTTjm8uH688sxdwIwIMuCkCShqdOHS4f3Q55NwCdfdGJUSRaWT69RzO7ipiz9nALaPaEE593VW2IGfPdeUYNfbazHmq2NmDexHEP7O1DSE0PgOJTlWVRGJ3GTP4YBhhc5le/c2wTl/CF5MPXsrJ1tNeHmCyuwbN1e5FgFXF1bgp9cNgzlBVa0umPGeMBJU8NQVMI1taWKweCCugpNF8tgRMLl1UVKHAAQBA61g3KVx5Ik4/HvnYVdzS5YBQ4jipzY1eyC2cTi6tqB+PlfT5ra3Dq5Ci992IifXDYclw7vh5WzxmDR2h3K6/ddORKDcq34sPEEBmZrmwMWOkSwLIPJQwtRYBfwz4Z2jCnIwrKpI3DEFYAkAxwDDMgSEYzoI34CgQh2t7hwrDuI/k4zRhZlQaRiCZEivlBYZfQp8iwWTKqEL6TPLl3dgYimoWY37QpGpIgky7hnajXu6WWge8/Uasiy/J8+NYL4+iFzsAgseJYD72BgAqMszr+1RwMBQI5VQIcvhNJcKx6aORpHunzwhaLo8ATxwpbP8ZNvD4MEIM8mwMpzaO7y4/4ZozBmQBY21rdhYV0lSnIsWDxlBFas/1S1c+mj7xzAgVYPHrxqJH45awwOtHowON+G+/66D1edXZKgARs7/PikqRPv7D2G755ThgOtHrR5mnDDtwZh5bsnjQlXTK9J4oIeQc0AJ6KSjBu+VQ6WZWAyMej2hHHbKztVWvmG88tQXmgHwzDItvD47eyzAUBTAw7r50BRlohOXwi/uHIkxg/KBcvSRG49MFqjEJlLp0/Ckjf3qPrwS97cgxfmnpv2WP5QVLPdBsI0MEikRpcnikffa8CMsSXKoPafPm7GI1frM6h91BXEtkYXtjV+onq+pTsImk5EpIKVZ7FsWjWW9to0Zdm0alh5fXZjdAe19YInSDuJEqmRJfLonyUgy2KCJMnItphij3VacHzCG9asj53wUtslUoNlJCyfVq3arGr5tGqwTPoXEEmSrBmLanFEqniS7minT3/fQ3qBSBOhaBSXjChSbS5w6+QqhKL69Pn9oUiSGgPVxojUaHWHcd9b+xKMp39+5UhU6RCvO0B5l0gPA3OscAXC+OyYG3EfCVcgjIE6bb6ZTDN4Q9R2idSQJAZP//MQ5pxfHnsM4Ol/HsKPdDAMTqYX/KQXiBQJR4BcG49gGGCZMEQTBzPPIaTT8BaNAxNnKke6/Hh1ezNumjhEMYV/evNB5NnNGFOa858+PeIMImDwPdzoeETmYmQe9FG7JdJEOMrg6X8ejPXRZEAG8PQ/D+Knl+uzaNPoeETmYnQeTBqP+mlEihzvDuOJjQ2Yc345AqEoXAyjbKY1pPDMj0dkLkbmwZbuoOa8sWPdwbTHIjIfi4nD0qnVWNZrbeXSqdWw6LBht5GxiMzG6DzIMiyaO/146G+fKW339m8PRT+9dkAiMhZvUFsveHWa92h0PCJzMToPiiYOiy6pUq0BX3RJFSwm0gxEahzrDmiudTzWHTijYxGZjR458HQdxKYA+J0sy3tP8zi6IwgcRg/Ixa6jLrgDEew92o3dX3ThmnGlCEYl7G52Ye22ZnT6QlgwqRKSHFItSinKEnFNbSnmrdmuEk8vb2vCteNKVcZ/Is8iHJVx4/Mfqkzv4h3dn//lUzR2+BUzvwUvf6I8fvx7ZyHHKiDHKoDnWKz9qFHlbP7EpnqsuvYs3PXn3SpTg8c21GNhXSU8wSiaTviw8uoxEEwMQhEZR10BfNHlx1P/OIgDrR7ce0UN2t1BxegkbvIn8iwevnp0UhO8OEe7AnhnTwt+O/tsdPnCyLbyeOPjZhRllcEmmPDyvPMQjkaRazNjUJ4Nu490KdcAACRZ22RlSIFdZfyXjFBExhs7jiT8PRbWVSLHKqDFFUAgLOHR9w5g/sUVWLR2B/664AJcVt0fwxZcgFZ3AIUOEYPybPi8w4tfvlePqkI7lk6pxrL1J4sS915Rg9IcKyIRCX/bdwz1rR5IMsAyQLZNgM3MwxuMwCbGdurSY/fmQCCCd/YfR0NbLHZDqxstrgAuHdaPDACJlLAJPF7e1qTKJy9va8LDOu2U0M9pTpJLqFhCpEYwIuE3/2hQtd3f/KMBv7hy5H/61AjiawfHMThwzAurwCLXLmLHFx0x3WU6mY+LskTMHl+m0qcL6yqRZxXw2sfNuKymCIv6mOblWXk0nfCh0xfGgeNuiDyH21/dhRyroPw2bQKHQXkW3DihHLk2Hk0dXvhCAfAcg6YTXpU5dN97AwDsOtKNvL0teHpOLWRZVjQeENO6zZ0+zc8eavOiscOnMsVePGUEntp8MEErP/v9Wrj8EfzXr/6JQFhCWZ4Fy6fX4P4Zo3C43aP0BRZPGYGjXT7c9u0qtHYH8csNB2DmOVxW3Z8MAHXAaI1CZC5dPnUfHoj9/rt86e+n2QQTtVsiLZh5FoLp5L2FYQDBxED4N2ojp0KWVXtXESfVF4gU4VgWwXAU8yaWK7WyYDgKjtWn7VqS5N37Z4zSJR6RudhFBpOHD8APetWUl0+rgV3Up+06k+yCS3mXSBUGHJ74u7o+9sTfG7Dy6jFpjyVBRqBPjg+EoyDrPyJVjB4jsCbRCw9cRXqBSA2bwOPR9w6oaouPvncAa248R5d4WaKg2XYf0SHHE5mNN6S9MZsvoI+bj92sXdd9iOpjRIrIkDD/4kos7rUp6orpNZCRfqNrIHnbpdoukSoWgUPd8P4qw+CFdZWw6rD4jcbSiHQxKM+Jf33eDpaJ1cKisgxPUEJ1kT5mZtR2iTOVAVkiZowtUeX4n142DAOyxK/+MEH0QkxSr3rwKn3yoNHxiMxlQJaI6WcVq/Lg7d8eqksepNoYkS66AyFMGqbuoy2YVAl3QB+zf6PjEZmL0XnQQbUxIk3IkHDV2FJVHlw6pRqyTjMLjI5HZC5G5sHibFFzzkRRNtUXiNTpDkTwZJ+1lU/+owE/vyL9ayuNjEVkNkbnQV8oqhheAbH5Pg/97TP87vu1usQjMpccq3Y/beWsMRkRj8hcjM6D7Z4Q1u88igdnjoY/FIFViG0iMzjPpks8InPp79TWDP2c6dcMRsYiMhs9cuDprjLbB+AphmFMAJ4D8AdZll2neUzdEAQO3YEwVn/wORZOrsTAHCt+tHaHUvj7yWXDMCDbgi5fCEMKbMoPtyhLxJ3fGa4UCYHYDW/Vxno8ds0YHHMFVIYmD1w1Covf2I0po4pVpneBsIRl6/Zi7oRyPLGpAYGwhCVv7MHcCeX408fNmHNeGY53BzH/pU9Ug0BrtjYqxoIAFHO73uRYBRQ6zfB3+CDJwOb6NgwptOORdz5TjAWXTqnGHz5sxN2v78GrN5+HQqeomAjGJyG+tu2LpCZ4cYqyRJxTnqcskizLs+BHk6vwfwfbIckAxwAjS7IwtjQXAHDCqzZheG17c4IL9cpZYzAozwZJkvF5hxfHuwPo54wZ9PU2Wfm8w4tFa3dg7oTyhGv72IZ65drGnyuwmxEIS2js8GJQng3lBXaUF9iV4w3Ks+Hx752FQEjC5x1ePDRzNI50+eAORPGrjfU4a2AO3IEwmjv9eGrzIeRYBYwpyYI/JKlMYpZOrUZ/HZL6vuPdONIVi93777TveDfOKstNezwic4nKMq4dV6oyR1pYVwlJ1mlwRQYW1lUmxCOIVHEHtBcruQO0cwFB9KXFFcCm/a2YMqYYP3zxYyX/Pvn/zlZ07XXnlmpqqIV1lbigqlDztUdnjcGSdZ/2MseoVgyXn9jUgFHFTtx8UQW2HDoBSQbWvXcEN19YgQE5Ah7622dYOWs0Ch01eHxTfYIGXFhXiTwbj7v/axhybWZ4ghEcbPUkaN2125qxeMoIrFh/8jxunVwFSZaVe038nFes/1SlCePPByNR7D/WjZsuKIeFZ1FgE7C9sVPRr3d+ZxiOdfnx+MYGdPpCyn2rscOPRWt3YNiCC1Q6kkgPRmsUInOxi9rmOjZz+s11qN0S6SIYieBHdVU43OFV7kc/qqtCKKKP1rWYOM1+Gu3GSKSKOxjBfW/tT8i5T8/RZ2DQH4okbLCyYFIlAjrtdE5kLu6AjCVv7lH1H5a8uQerdTLzobxLpIs2j/YuuO2e9O+CGwjLmjn+GZ1yPJG5CFzMuKevkY9ZJ6NrgWM1+2kCp088InPp8GpvLtDhTf/mAgAQliTNthuV9DG9IjIXh2hCbVkW5pxfDn8wAqvZhOc/OASbqI/2lJLUx2SqjxEp0u2PKnoBiOXcxW/s0c10VabaLpEmOjwh1B/rxu+uH4d2dxAFDjNe+agJFTqMJdKYBJEuTCYW5w7Kx94WFwSOhVXgUF2U+29t1nwqUNslzlSisoz7396v0if3v70fL8zVR58QmYsvGNYc3/KH9Bnf8oWSxKPxNCJFIpKkuUhUj34a1caIdNF3I1cgboCqzwZBRscjMhej86A3iV7w6qRPiMzFxJqwbP3H6vWy6/fi+Rv06TcZHY/IXIzOg1rzxpiv/hhBJJBsIzg92q6RsYjMx8g82B2IaM73ceu0YSKR2Wj10/S8hxsdj8hMjM6DWTYTbrpgELItJkiSjCxL7LHTmv51nERmE5YkTc2gR33MyFhEZqNHDjyt7CnL8jMAnmEYZiiAGwDsYhjm/wA8LcvyptM5tl5kiTwuH1mEnc0uxVANiN28Hnh7P+ZNLMeqDQ1YPm0EFtZV4o8fNeGa2lI0tLo1b3hdvjCe3HxIGbgZPzgXMmQ0dvjBMND8DMOoHztEDrPHl8EfjiaYl6zaWI+HZo7GfX/dhxZXACLPosBuTjA1uOH8MrR2BxNM4q4dV4oH3v5MKWw+OHM0FvzhE7gDETgtJsybWA5JBob1c+Dnf92HGWNL8ORmtTP/rzbWY2xpjmJ2EpWgOs9rx5XimCuQEHtIvh37jrnx2bFu1fm2uAJ4eVsTXph7LiKShEJHzOQPAN7eewyLehkyrpw1BpdV91cMAI93B5Rr+FXXVuRZWM0xAwhvMIq39x5THStOMCzjtj67bv3p42a0/H/2zj0+ivrq/5+Z2ZmdvWdzDwkJhIRbwkVARQtUifrQlpuK2BtWxR/t09JQqdZeRAStrdbiI9XWWq0t9CLeqmItTxVU9KmooCAgSEIgMSHkns3eLzPz+2OTJZudVTfsjM32vF8vXppkd85kc/bs+Z5zvp+vK4Ajp/sAJfr7Os0CVswuw+q/vgenWcBVs0qw9tLxaHcH8NBr9fj5Felv1vUFI3j8nfjG4OPvNGHyKHvabRGZTY8vjC1vNsa9t7e82YixudooaJ/uC6jaG5Nj/uQnE8QgbEb9hHwIYqRTYBdx9bmlMXFrIJofrX/+EO5cUo1fvVKHAruomkNlmwVkm9XzqyOn+4aIYxzGmppK3L3jQxQ5RFx9Xmlc/lY7vxIPvVaPmy+biIVTi9HaG8QDr9Rh4dRiFGeJuHfZNDR0ehGMyPjHwVZ8YUpR3GL5vuXTE973Pb4QphY78NsVM9Hnj6Cxy4s//OskrpxZonrPQ/d1l+WY0O0Nx/LVWWUO/PdFlWjuF9h+dn8LvnxuKQDERLfv3xnNwweu2e4OkPifBuidoxCZiy8USRAYjQpDpb9I3eMlvyXSg8gbcLqvL6GeUqbRuqnDE8Q/DrYmnCoyjj7fiBTxBtUbg96gNsM9WSY60Y5IDx3uoKrvdrjTL6AGAN2+kGrOML6A4i6RGmaBU62PmYT0i/l4ksR4j0YxnshcfGEJiiLj3mXT4A1FYBEM8IXC8GmwRgOoJ0GkD7tJvSdhF7XpSSSrMYyhE3CJFHGaeSyfVRo70HLgIJ9sC6+Jvd4kdd1yqo8RKdLpURdd7dRIdLWb4i6RJgodRlxQkYfr//BOnNh1ocOYdlvUSyPSicHAYtpoJ6aN1t4W+S4xUunxhlXzkx5v+DO6I2KkYmBZ1f7WnUuqtbHH6GuPyFx6fep9gl5f+uMgzd8Q6SIQlpIcKKhNT0Jve0TmonccFAycar7ws8unaGKPyFy6vOrzN91ebeZv9LZHZC56xsFWl/oMQ2k2zTAQqZNrSdQTEHkWOZb09yT0tEVkNnrHQWvSPch0WDeRGu3uoK7rNL3tEZmL3nHQwhsQjACrtu6Lm5mwCqT9QKSGnjO0NK9LpAstYuBZR0+GYTgAE/v/dQI4AGAtwzDfVBTly2d7/XQiy9FTQ/1hCcUOk2rhr/8hMBo4/Oa1Bvzoi5Pwg6cO4Ia55aofeGajAa2uAB58pR4iz2JuRW7sZwP/HfqcwYeXijyLUVnmmA21e6prd2PF7DJs2xsVIuRYYNPy6XEiK5UFNvz3n+NPMRksWDLwPX8oEr1vgcMPn3kfC6cWRwMTAMHAgGGAUOTMDQ58PVjspN0diLvPEqcZN/cPkQ+2PaXYgbVP7IfTLCSIMFw9qxSAgtnlubHrHG/3xH6ngeusfWI/Jnx3LsblR20X2MWPfW0HdP0GNsy39vpQO78Szb0+/M/LdZhYOzdOtOVEpxfffzLe5uZddVg5pxyPvtGAY23umK9cMaMEm3edEQEc2qzTYvObpMiqjcEBXyaIT0ueVUCPLxR36ka08CZoYi/Xakxijwp9RGpYRQPWL6rChu2HY3Fw/aIq2Ej8jyASGJNjwbG2RMHqxi4/rEYDvn/ZRBxvd6vmUE09fhhY9fxKGiJaHwjLKHKYUJZjwsKpxbjjhQ9UcylvKAKOBQws8P3LJsIfjMAm8vjJs4diAnvfubgiQfz65zuOYN3CybHrDuR1gYiEb27dhxvmluOR18+IeKvd88RCe+z7Is/ix1+YjDXb3uu/dxGXzxiN7/zl3bj86vF3mnDTZRPjfk9ff34n8izybeLZ/okIFZLlKLka5ShE5mLkOOw6ejpO1OyP/2rA1BJH2m3l2chvifTgDUYSPgfv31mH310zUxN7NtGAL0wpihMCWFNTCZtITW0iNXKtQpLhHm3iIMMA3/p8RcK6cMj5HgTxieTZ1AfT8qza1KtsIq+aM9hEbQRYiMzFLHCqp8xpIf6Xp3OMJzKXiCSjyxvGbc/H13dGZ2tzOmLSnoRGMZ7IXIycesw1GrRZN+Xb1H03z0a+S6RGn1/Cbc8fTjjI54/XnaeJvVyde89E5mIV1YePrRr1gpP5bq6VfJdIjUBYxrrnDsXF3XXPHcLW69Mfd6mXRoxUyHeJkYrdzKuLwpuorkukhsVowJfPLU2oMVg02vhmN/Gq/TQ79SSIFLGb9IuDSedvaI1GpIjIG2L7bYAzc6xbNKqN6W2PyFz0joMW3qCaL5hpYz6RIrlWfYWh9LZHZC56xsE86gMTaUSGojrHoCD9e8z1tEVkNnrHQSPPqO5BNvI0bE6kRrZFfZ2WbdZmnaa3PSJz0TsOekOS6szEFg1mJojMRs9ZLpobI9KFFjGQPZsbYhjmPgAfAvgigLsURZmpKMrdiqIsAnDO2Vw73ciygh2HT+Nrj76FzTvrccrlj4nIDTBYmM9sNKDHF4oJqDy9rxm18yvjhOcGxOUGf13oMMLEs7hzaTXsRg43XjI+7jkbFlfBIXJYPb8Ca2oq8LMrpqCpyxsnXjL0niQZ2LyrDt+/bCK27W2C3SRgQVUhXqydi8dXnY+/f3cuIrKiKhzoGyRIJ/IsLIIBm5ZPh6wouHpWKR59owFP72tGXbsbN14yATNKHbjuc2Pw6BsNeGBXPR55vQGr51fAajQgEpHR0OGBPyxhTU0FihxRARRfUP2Etx5f9ATMVlcAW/dEFVBXz6/AL5ZNw7a9TcgeUmRt7PaqXqep2xv7ekyOBZuWT8f2Ay0Jf487l1bDKkRf21XzypFvN0LqP4HDHZAQCMtodwc+lU2OBe66fAqe3NuMTm8QIs+CYRAnAji0WZelQVPbbuRVbdlEaq4QqdHjCyfEoxsvGY9evzYn0rr84YT3aO38SrgCdAIukRruQAQPvVYf+wxZOaccD71WD7cGgqsEkQkYDaxqPmkycqhvd+OJvYk57R1LquEQOUweZcdNl01I+NlbDR0J12vo9OCuy6dgTI45aS5lEQw4t8wJT0jGD546gFueOYhv/+VdXHNBGYocIoocIiYW2nDD3Oj7eyC3bOzywx0IY+WcctTWVOCeZdOw5c1GNHR4E/Lyp/c1Y01N4ufN7984jge+OgP3XjUVqy+uwIeDRBGvmFGiKli4cGpxQu7c4YnmgZuWTyf1fo1w+dVzlL4g5QxEathMBqy4YAzq2934qMeP+nY3VlwwBnYN1k59AfJbIj14Q1KSWo42gigGllUVG+TYsyoPEv+BdOtcY0i6LgzQupBIDXdAvV7lDmnju33J7FF9jEgRgWNR6BCxal55rP9R6BBh5NL/GZ60jkx+S6SIJEM19xx6yES6cAfVY66H1mlEirS5z5w8PpB7bnmzEW1DeszpIqLIWHtpfNxde+l4SIpGbxYiY2l3B1VrDO3uoCb2ktV1qRdMpIpF4FTjoEUDoWsAkCDhjiXVCb0wmeIukSKdnpBq3O30hNJui3ppxEiFfJcYqXiS1HW9GtWRicylyxuCmefi6rpmnkO3P/35AgC4g0n6aSHqpxGp4UoSB/s0WPNLipKkNkaiEkRqdHrUa2MdHm1qY3rbIzIXveOgKxBWzRe0iPFEZqP3fjHan0akCz3joIdmGIg00t4XVJ1jaO9Lf/6ppy0is9E9DiqMaoyHQuJ/RGr0+NR9V6t9EnrbIzIYneNgV5KZiS4NZiaIzEZONsuF9M9y6WmLyGy0iIFnuwv+fQC3KoriVfnZv5Us64lOL9Y+sT/2Aj6xt1lVgX7Lm40AgJZeH378hYnIthhRW1MBWQF2HGrFyjnl4FhgfL4N/nAENiOP+788HYKBhZlnceAjF37w9Puxa95z5VQ8cs0svH2yG3bRAKOBxaaXz9jcuLgKk0bZYuIltfMrY2JvAwna1j2NCIRl1Le7sW7hZCgK8NaJLhTYRZw3JgcsG/3QVTvFpNsXiv3/xiXVmFJix2inBQdberF5Vx2cZgHfmleOLl8I9R0eTCywYdNLx+I249zxwgdYe0kljp5249ZnDyW8Xj2+kKrtLDOPshwTGrv8aHUF8OAr9RB5FqvmleOWBZMSBFQsggFlOSYsnFoMpj+P2H6gJe70DJZlsKCqEBMLbej2BrFt1Wz4QhIK7CJKnWY0dvtw5HQfjrW5ce//HkOPLxR7DUWeRb5NTLCpdu9zxuUi3x5Vlv/TnibceMl4+EKROBHAwQTCMsKR9Af1UFhd1DEUoaY2kRoOE499jZ347YqZ6PGGkW3h8ac9J3BOaZYm9rJMPHYdPY17lk2DPxiB2WjAH//VgHPHTNLEHpG5+EKRuJjHMEAoosAXkj7DuyKIf08aOjy4ffvhhHxy3cLJaOvz49wx2QAApf8kJoYBSrLMCEQkeEMSIpKCt090YPOXz8GhUy5IMvDAK3X4zkWV6PDUobHLH5efVubbUGBXP0lvekkWFCjgWAa3PnswYaP32ksqEZGBm586kJD39vhCcAckPPpGA360YCKaury4alYJihxiLLccEJbmWGBuZS4um1yIdncAPMfi3cZuXDShAC3dPvxsx1EEwjLW1FTE7jNZLsexiMud77p8CkqyRLxYOxdjciyxnJtIL0YDp5qjVI2yf9a3RowwQhEZp3oDeHh3Q9yatTjLlHZbAkd+S6QHh0m9JmETtdnc3BcIY3y+FTfMGxdbp/1u93ESoSJSJsvE4y9vR/MxhgEUBfjL2434xbJpmtjzhyU4RB4TCm0x3339GJ+Q0xHEJ+Ew8di2tynOd7ftbcK9GvmuaOBU62NTSyZoYo/IXIw8gyyTAbPKnOjuzz8lWYagwWmMWUnqyDM0qiMTmYsvmdC1RnVdkeOw/6OuBN+dWuLQxB6RueRZk5w8btXm5HGXL4zH/u9kXH7y2P+dxIbFVZrYIzKXQrsRs8ocuObC8rjcs8Cuje9SXZdIFxFZQoHdiFXzyiErAMsABXYjIrI2OYPAGfDOiWb8/tpz0ekJIs9qxN/ebUJ53hhN7BGZi01Un3HT4jBXirnESIV8lxipGA2cah35p0unfNa3RowwnGYeT+5txNdmj42Lg/9vVIUm9nzBiGo/zRekOUsiNZw69tNcvjBeOHAqrpf2u93H6ZBeImUK7EbVNVq+TZvamN72iMxF7zgYCEuq+zJo/oZIFUeS/WKzNNovprc9InPRMw4KNMNApJEih6g6x1BoFz/mWf/+tojMRu842BcIq8Z4EromUsVp1jf31NsekbnoHQdtYrL9cOmfmSAyGwPD4cPWHvzhuvPQ4Q4g3ybipcMtGJtbPKJtEZmNFjFwWM9kGGZG//8eADCBYeI3GCmK8q6iKK5hXDcLwCMAqgEoAK4H8CGAbQDGADgJYLmiKD2pXrux2xt74aYW23HDvHEIhCU8du256AuE0ekOwioa0NMv+PHyB6dx9blluGmIIMm2vU1YNW8cur1B+MMy1j13OPbz2xZOxm93H48TN/nB0+/jzzecjzE5Fpzs8uLef8YL6932/GFsWzUbdy6txq3PHsLWPY24d9k0HGt3Q5KBrXsa0eoKQORZ1EzMR0tvAF/61etwmgVcNasE4/NtmFRkR1m2Gb+8ajq+/+T+2P388qppKMsxozzXgkKHiKoiBwwGFrIcLUp9+6IKnDM6C73+ELp9Iez+sB0TC2y4YW45AODpfc1odQUQCMsoyjLHxFkG7v3+nXX443XnocBuxOhsS5zt2vmVuPXZg/jWvAo8tLs+JhZz1+VTMKM0C6XZ8QIqkYgMnmOw9tIJaOjw4Im9zejxhbB+URUKHfFNMJZlUJ5nRXmeFQAgywpOdnnxTmM3CuwiFkwuxKRCO8YX2HCszR0Tkdm0fHpCE6TAbkwQgVx76XiYjRxaXQH8bsUs3PrcQfzhXydx3YVluGNJNZp7fKpvxEINRCUKs0R1Ww4qlhCp4TRxuGRSEb65dV+c+KjTpI2ohN3EYfmsUvxgUAzduLgKdo3sEZlLvs2Iay4oSxDrzbMKn/WtEcS/HSe6vAhFFAgGBr9YNg0WgUNYVuD2B9HljeC25/bG3kc3XjIeJp6Ny3XX1FRi5dwKfOP3b8flHrc9fwj3LpuGo21uKEo0PxUMDAwsgw9a+3DbwsnY+MIHsevcdfkU8BxwqjeEHKuANTWV8PZv7B7ILyvybfj2X96Nyy0376rDqnnlKHGakW3hcesXJ8JsNKDLF4KsAPsae/C9mvH481sncX55HjgWmFnqxMQCOwwGFuPyrZBlBe3uIO7ecQRXzRyNDYurMMphQmOXBzdeMh73vXwMgLpo9oxSJ5xmHg9+9RwU2EVMHeWAINDnltbkWHjUDMlRNiyuQo6F/6xvjRhhDKxRh65ZH7lmVtptZSfx22wz+S2RGmbBgJv/awJ+8b8fxnzp5v+aAIugTbMjxyLgK+eXxa3T1i+qQo6FcmsiNaxGDt++qALrnz8cFwetRm1yp2KHSdV3i6g+RqSIkWPxrc9XYMP2w3G+JBpYTexlmXlcObM0wXezKGcgUiQYUXD0tCehPpajgRCVXVSvI9s1EicmMpcci6Baf8nWKPfMMquv05wUc4kUsZs4bFxSjdueO3Mg3sYl1Zr1t3Is6mKDWr1XiMwl2pstG9KbrYZDI9/Ns6nH3TwbxV0iRRQWtzx9MCFn2HKdNufN8iyLc8pycf0f3olbpwmcNutCInPJMvGqNQaHKf1xkHppxEiFfJcYqVgEDl8+tzShFmeh+REiRSxG9VqrVaNa6yjqpxFpgucY1TjIa3BwboFNxBemFMX57ZqaShJQI1JG5NVnGEwafX7rbY/IXPSOgwV2UXVfRgHFXSJFLAKHq4bsF9uwuEqzdZPe9ojMRc84mHTWnGpjxDCIyHLCHvg1NZWQlPQLV+ppi8hs9I6DVqNBNcZbjSRCRaSGI4k2gkOjuq7e9ojMRe84aBZY1ZzBLND8DZEaRp5DZWEWrn3s7bicQeTTHwf1tEVkNlrEwOFG619+zM8UAPOHed37AexQFGUZwzACADOAHwPYqSjKzxmG+SGAHwK4JdULW4SocuL4fCu+cl7i0PPkUXZ4Q2E8vGIm2vqCGJNjxopBwicDgiQPr5iJW54+iCtmlODRNxrifr7xhQ+wck553HB+ICwjLMlYOr0Yrx5rTzgJIhCW0e0N4fG3G3HPsmlQFBkOM4+yHAuaurwAooOtP728GmFJQUOHB5uWT0NEVnC83YOfvngEPb4QfnnVdDgtHO5dNg2+sIRCuxGyosDEG3Dp5MKY0J4sK9hx+DTWPhEv1Pd/9R34ynmJYocDwnm+YET13nt8IYg8h1FZRvxp5fnY09AFf1iOiRZueOEwfrtiJtpcAZTnWTF1lAPNLj/eOtGFAruIMTkWyLKCZw+04NZnDyXY3rD9MP58w/kodsgwqGzClGUF/zh0WlX0UOAYfL4yD3Mrc5FjMWJMTrzgIACUZltQWWDFqnnlMLAsKvOtYBjgpQ/aYgKEP7t8ChxmA3IsIiYV2NDi8qPEaca6QZs+7lxajVKnOVW3/ERKHCbcc+VU1Hd4ICsAxwDj8qwocaRfaJDIbDq9ETz4an3sJEYAePDVevz8iqmo1MBejy+sau/uK6dqYI3IZDxBCY+/0xTnS4+/04QpxXTaEUEMxS4acN3nxsTEpgcWC1Wj7Lj1uX1xeet9Lx/DqnnlCSJZD6+YqZrzKVAwtcQBSVIwNnc8cq1GPLDrGM4vz0NEUvDoNbPgC0swcCxkRcatzx2OiT+vqanE0/uiedWPFkwEw0RPTVOzU+ww4cFX6nD7oiqMzbPi/WYXHt7dEPf7fLdmfFzx/44l1RhfYMWkAjsEgcNlkwrAMsAHrX34qMePU71+jMu34tn9J7ByTjnsRg4/XToFP3n2YOwa6xZOxgO7juH6OePwheqihJyR0I5efwS/HpIz/PrVevyccgYiRdyBCJxmAVfMKIn50tP7muEORtJuy0V+S6QJs8Agzypg1bxyyArAMkCeVYDZqM3nUDAi46HX4n33odfqcc+V0zSxR2QuJzp9eOt4J35/7bno9ASRZzXiyXeaYBMNmDwqK+32vCGJfJdICx/1+vHPQ62xk0SdFh5/eOMEskwGTBntTLu9vkBY1Xd/fsWUtNsiMps+f0S3+li3L3kdmSBSoSBLiB18NriXVpiljaBZX4DWaUR6kOWoqNnDK2aiu//kcUmRIWk0x97lDeGuy6sgcAZ4gxFYRANCkQi6+w8sJIhPizsg47bnDw05iPIQ/rTyfE3sufySatz9xTJapxGp0eEJqvaLOjxBTez1BcIxsbYBWxu2H8aj30j/ITJEZtMbCOPpfU24Z9k0+IMRmI0G/PFfDRidPSH9tqgnQYxQyHeJkUpfIIwcM497l02LrdN8gTDcwfBnfWvECKNX51qrJxRR7UnQzC6RKp2eELa82RjzJUUBtrzZiMp8a9pt+cLq/Y/po2k+mEiNbm9INfe8c0l1RtgjMhe946A7GFE9YHlqCcVdIjV6fGHVOPjTpdrMw+htj8hc9IyDriQzDLRGI4ZDnz+i2zpNT1tEZqN3HORYRjW3nlWW/tlgIrNp6wup1nXvWFKNCUUj3x6RuegdBwWORXmeJa6fxnMMHb5JpIw72fy3Bv00PW0RmY0WMXBY4n+Kolw8bItJYBjGAWAegGv7bYQAhBiGWQLgov6H/RHAqxiG+F+hXeg/1cMQE7gDzgw937tsGpq6fdi2twlXzyqFw2RQHTB1+SMQDAwYBqrCAgN/iyKHiCtmlIBjoydH72vqhkPkIfJswonVFqMBi6YW43SvDxaRxy1P741thLnnyqmwGjmc7gvi64++FSeO9+z+FqyYXYatexpxz/8ewXcvrsStz8UL6K1//jBuWTAJC6qiAoAnu7y4e8eRuIC0bW8Tvn/ZxJgg4sDvunlXHVbNK4do4NDpDare+8GWPnxv237Uzq+MvXbPvNuMVlcgdp19jT14cm8zrppVgpZeP1p7/XjxYCsumpiPijwrihxibPPPYNsDQoqvHevAiU4vFk8ZhWaXH219ARTYRZQ6zTh0yhUT/ht47vefPIBV88qxeWd9bDPROSXOBBEXWVZwsssLi2DAZZMLcKzNgxuHiCJu3dOIH/3tIFZfXIGQ5MJH3T6MdprwwCt1cQWMX+2qwzmjnRiX5iLG0fY+nO4LxInerL10PI6292FqCS06iU+PJxjBV88rw30vnxGEuvGS8fBoIIYCAP6whKtnlWLzrrq491QgJGlij8hcIrKE1RdXwMSf2fhWll2BiEwnxhDEYAKBCGQF2PTSsYRm5IbFVQl5rdMsoDLfhrWXjsfYXAtaen3wBCVIsqya8/V4Q+A4Fne88EHc6dAPvVYfJ/L3j/4cb/XFlWh3B/CnPU24f2c0b3rm3WYwTFS8pavNrWqnqcePxi4/ghEZ3iTinzdfNjHud1z33CGsmleOunYvSrNNMAscTnR6E0QD19SMhysQgcizeOKdRjx27bl4s6ELkgw8sKsera4ADp3aj4m1c1GeR40pvfCG1HMUr0Y5CpG5FNqN+O/Pl6PTG4oJp//358tRqMFpjOS3RLro8Un4wdMHEz4Pt1x/nib2+gIR1XVaX4A2KxGpUZwlYsaYbOxp6IKsAMfbPZgxJhuj7KIm9voCYfJdIi2Mcoj40rQiuP0RBMMS3AEGX5pWhCKNfDcYkVRzhmCEahpEakRkWTUOalEfS5rrhijXJVKjxxOGLMvRpnYoAotggC8URo8njJKs9NtL2gMJkO8SqREIy2jpCaDdHYzWFzqBPJsRTpM2wpWFdiM+bAvhpr+dOaDvjiVVKNCgnkFkNm19AdX5lnZ3QBN7fYGwatyldRqRKnk2I8pyTFg4tTjWC9p+oAV5Vm3ioDfJwafeIM0xEKnBQMZVs0rjDh/esLgKDJS026KeBDFSId8lRipW0YATnTJu234mxv9wwURYBP6zvjVihKH3zK7e9ojMxWYyoDjLiAmFtpjQdXGWETYx/XEwFFHvf4Sol0akiKTIqrPmkpz+NdpnYY/IXPSOg/6gpLoP0ke1MSJFwrL6PIxWe3z0tkdkLnrGQW9QfV6X1mjEcMgy85hSbMV5Y53o6T/EsK6tF1mm9K/T9LRFZDZ6x0FvMKK6TvPR3CORIrKivk6TFW3W/HrbIzIXveNgRFLQ2OWL7Wcf0MAp0Gjeh8hc9OxvUS+NSBdaxMCzlk5lGOZChmG+yjDMNQP/hnmpsQA6ADzGMMx7DMM8wjCMBUCBoiit/Y85DaBgOBdvd0dPV5IURXWQU1IUbNvbhIVTi7F5Vx1yLEaIfPzLI/Is6trd+Na8ChTaBFxzQRkefaMBD+yqxyOvN+CaC8owrcSBshwTrr1wDB59owGbd9bja4++hZOdPriDYWxcXBW7rsiz2LR8OmwiB19YgickxQRVgKgoS0uvH/ubXdg46PsD4ngD93rFjBIsnFocE/4b+pi1T+zHyS4vAKDLG8TVs0rj7vvqWaVQFFn1dSnJMmHrnkY8sfcj3Lm0Ou7ea+dX4pl3m1XvZ/BrJnAsVswuw8O7G7Dm8f34n511+Mp5ZXhufwtqH9+Pll71QXSGiT5fkqPien8/1Iovbn4dX/ndW/ji5tfx7IEWvH2iS/W5A32zQFjGrc8ewuFWFyIRGQc+6sGOQ6048FEv9pzowLP7W/B/x7twstOHH//tYMLrd8WMEgTCMgrtIh7e3YDVf30POz9sR2OXHw++Uo8HdtXjwVeiojdN3d4UPPLT0esLJ4j4bHrpGHp9NDRPpIbTzMcSESDqS/e9fAxOszaFNxNviC02B+xt3lUHUeA0sUdkLjkWIyIycNNTB3DLMwdx05MHEJGBHLM2G+0IYqRysNWFfY09qnmRw8TH5bVFDhHXXFCGm586gE0vHcPNTx2ALEc3U/X4Irhn2dS4nO9HCyYizybG5amBsIwN2w9j4dTi2Nf376zDty6qwMO7G3DzU+/jV7vqsWJ2GZxmAQwDXDGjBJ3eEO7fWYcn9jajdn6lam4p8iyMBhZSv7jB0LxVkmUUOUR85+IKrJ5fge/Or0DVKAeaur3o8YXR4w2rnsjW64/gpicPoKHDi3NKc/BmQxc274zmcoOFq7XaDEmok2VSz1GyNBgYJTIblmXgDUl4eHc0Zvx2dwO8ISlBBD4dkN8S6aK9L5hkY35QE3sOE6+6TnPQQAYxDNyBSFzMdQciQPpDLoCP8V2Ku0SKcCyDsBRfYwhLAMdp47xWQT1nsAjDOpOJ+A/GIqjXWrXwJcp1iXThCUbQ5Q1HY+7TB3HTUwfQ5Q1rNiDhTOK7Tsp1iRQJSbJqrquVeG9YUrDuucNDDjs5jIhEA5xEauTZ1Odbci3aDFRmiZQzEOlB4Bh8+6KKuF7Qty+qgGDQZp1mMxlU3ys2keYYiNQwGgxY/3z8Z/j65w/DaEi/L9E6jRipkO8SIxVZVvDzHUfjfPfnO47SRjsiZZLGQY3qVY4k6zTqpxGpwjEKlvcLXd/yzEHc/NQBLJ9VCgOb/jhoStL/MFEvjUiRbLP6rLnTos2sud72iMxF7ziYY1XfB5ljJd8lUkPveRiavyHShZ5x0C6qzzzaaY1GDAOGUXDJpCJ8c+s+fG/bfqzaug+XTCoCo8E6TU9bRGajdxzMMguq67Qs2oNMpEgybQQTr03uqbc9InPROw66Q5KqBo47RAcMEKnhNAtJNHDS77t62iIyGy1i4FmJ/zEMsxXAvQDmADi3/9+sYV7OAGAGgN8oinIOAC+AHw5+gKIoCqB+RC7DMKsYhtnLMMzejo6OhJ+39QXR2OWHwDGqg5wcw+DqWaWwiRwCYRkRWcL6RVUJgiRP7m3GhhcOo6LApioqwgC49YuTE9706547hCOtbvAGFr/68jmoranAtlWzcdmkArj9EvxhCZX5trjAcMWMEty/sw6ygqTieAP/5diPf8yAiInAsapJYJZZUH1dJhTacN/V0/DYtedh6bRivFg7Fw99fQZWzinH1j2NcUIpA7Y49szza+dXgmOZBJsbXjgjFpNt4VVtswxw4yXj8cy7zVg4tRg/GiLOd+uzh1CUZVZ97uA5m0BYhjsQwrMHWnD1w3vwrT+9i9rH38VH3YHYxo1j7e6PFSBs6vHFfi4rULVpHmbR+ON8NxhRF2UMDvkeQXwS3d6Qqi91e4cvJPlxvtvnj6jac/tJ+ZhIDU9Qwobt8UPzG7Yfhucskp9PyhkI4t+RT5PrDuQtg4nmVAzW1JwR2rtqVklCHjsg5Pzjvx2EkWPxi2XT8PtvzMKamkq4gxEcOd2XNFca/PXRQY8buO5Vs0qgKADDIJbXtroC2LqnESvnlGP1/Arcu2watu5pRI8vhDU1leA5BoKBUxeS5Q1YMftM0/VXu+rR0OHBq0fb0dDhwTuN3ar36gtGYguoMTmWpDldvk0cxl+ISMYn+W6nJ/05CvGficsfUV2j9w0z//w43yW/JdJFjk29FpNzFsPAH+e7vb6wqu+66IABIkXcQUk15rrP4gTc4fhur598l0iNpDWGYfruJ+W6PT71nKGH4i6RIh0edcHgDs/wBIOHk+t2Ua5LpIgkQzVfkM6ivfVxvtudJOZ2U8wlUiQsKaq+Gz4LMb6P8910x3jiPxduSB9A5FmsqYnOagyHT6zrJuk9U85ApIonKKkKqGm1TjOwrOp7xcCd9dm5xH8YHW71ONjpCQ3retSTIEYq5LvESOST8oVur3pPood8l0iRdPcIPsl3uzSYESb+M5FlFrcNWafd9vxhSHL6awydSWpjnVQbI1LEF1LvA/s0mjXXwh7xn4kWcfDjfFeLHgjxn4neuS7N3xDpIt1xkHJdQi8kiVFfp0npX6el2xbxn4veuS6t04h04fIn2XMzzH0Ln5Trptse8Z9LuuPgJ/muN6iuI+LT6IBwInPp9qrnDN3e9M/fpNsW8Z+LFjHwbKcXZwH4nKIo31YU5bv9/2qHea1mAM2KorzV//VTiIoBtjEMUwQA/f9tV3uyoigPK4oyS1GUWXl5eQk/z+3fUN3hDiaI+q1fWIWHdx/H5l11GNUvJseAxUOv1eMXy6Zh9fyKOLG7QFhGW5/6G3t/syupYFu2WcCPnjkIgWexeWc93IEwnn//FK557G1s3lmPm586gGsuKEORIyo4MiCmN3CfgxkQuBsQyZtUaP/YxwyImHiDkuq9fXjajY1LquNel03Lp2NKcRZml+eiPM8Kg4FFeZ4V4wtsePSNhpjw31BbNRPz8fiq87Ft1Wxs29sEb0jd5oBYzMkub8LfZOOSakwvcUA0RL+XTNzwRKcXtfMTB3Ofebc57t6MBgNuffZQ7BoLpxbHDRAnE39hGWDj4mo8uffM9Z7e16xqs8BuxHD4ON91mNSFER0anfxIZC4iz6n6kpEf/sfAx/muiWdV7Q39HkF8El1JNxwPP5H+pJyBIP4d+TS5Ls8yuHNpdUKO4g9L2PLmGaG9YocpaW4WCMs43NqH7/71PXz7L+8CiOZJyXKlwYLLIs8mbOAOhGWUZpvxzLvN4BiAGyRQ2OoK4MFXoiemyQCunFmClXPKseXNRgCAP6yeQ0YUOUEU8P6ddbhh3riYcLbavQ5smA2EZUiKgu0HWnD3lVMT8t8xOZaP/VsQqfFJvmsW1HMUUaCcgUiNZAUTb2h4BZOP813yWyJdCByTWKNaVAXBMPwBiY/zXbU12dmuC4n/TDwB9ZjrCQy/SD2cuGsWuGHbI/4zSXeN4ZNyXS3qccR/JjmW9AoGDyfmmijXJVLEG0rW1B7+QOXH57pJ1mkUc4kUcSfLdc9iIINyXUIPurzBuD7AQK1dq1yXcgYiXfiS5QzDHD7+JN/t8YZU3ysk5kOkitVoUI2DlmEeHEs9CWKkQr5LjEQ+KV8wke8SaSLd9SpapxF60eZW3yPT7h7e5vyP812nWb3/4TQP/8BE4j8TvWfNtbBH/GeiRRz8ON8lISoiXeid61IvmEgX6Y6DH+e72UlmfSjXJYZDsnVamwbrtHTbIv5z0SIO0jqN0AOToN4HNg1zluuTexLptUf856L3Pgm7Sd13beLwZiaI/1zSvedmOLPmtL+HSBUtYuDZeuEhAIVneQ0AgKIopwF8xDDMhP5v1QD4AMDzAL7R/71vAHhuONcvtBmxflEVOr0h/PWtRjy8YibuvnIK7lk2DX99uxHvt/QhEJYRjkh44KvnwBuKoLHLjw/b3Hjk9QY8+Ep9TOwuusBQF2WTZACDRE0G/8xsNCAQltHrDaMsxwRZAX78t4MJwiVXzSoBcEYcRU1srnZ+JV54vwUbF1fBKnD4zav1SR8zWMTEkmT48JzRWVg6dRRerJ2Lx1edjxdr5+KySQU42eXFm8c70dDhQSQio6HDgy5vMEEoZbCtAcHAKcVZuGXBpDiRl8E2B8RifvNqAzhGwb3LpuHuK6fg3mXTAFnGT549jJ/tOIqrZpXgnNFZqtcIRmRs3RMdzK2tqcDvvzELxVkm9PhCscfcubQ64UTDwcKKgLqg37qFk2HiOQTCkdj1gKhQzba9TbinXxjy11+dgcoCK0qz0y8U0+sPq/5dXQEaPCZSw2o0qJ5gbzNqk0Rbktgb7qAz8Z9LocOoGv8LbMMTXCWITKXQZkS+3QSXL4zVF1fg7ium4BfLpgEAjAYWPb4QHnylHg/sqsdHvf6kudlgAb+B3LQ8z4LtB1oScpKNS6rxwvstsa9vWzg59vXg647NseCuy6vx+fF5mFhoT/h8WHvpePzsxSN4YFc9HnylHj2+ED441YesJCLIjKIuCu3vF/5Sy+tuvGQ8/vxWU+xri8DhlgWT8KXqorj8d0FVIViWTqTSE1uSnMGqUY5CZC55NvXmYO4wBVE+DvJbIl2IBg48h7h6CM8BRk6bRl2ydaGV1mlEiiSNuVZtBtPMAqfqu2aemtpEahTY1WsM+RrVGJLW4yjuEinCc6yqL/Fc+hvNlOsS6cKSZCjNbNQ51yXfJVIk26Jek8wya3MwG/kukS6yzEJcH2Cg1q6V71LOQKQLvXOGpO8VOoCTSBGbqF6vsmrguxRziZEK+S4xUqG5RyJd6N2bpRoDkS6S9tPs6e+nmQVO9cBEOhiDSJV8nfvAetsjMhe942CeTd1388h3iRT5t8l1aZ1GpIiecVA0sKox3kSiEsQwSLZOK9BgnaanLSKz0TsO0jqNSBeWJPsWLBqt0/S2R2QuesdBBsDaS8cn7BNnaGs2kSJ6auDorbdDZC5axMBheSHDMNsBKABsAD5gGOZtADHpdkVRFg/zfr4L4M8MwwgAGgBch6hA4RMMw6wE0Ahg+XAuXJpjxSmXH+W5Zjy8uwFvn+zB9gMtWDi1GPMm5GPehHxsP9CCxm4fJvA2FDnEOOG9zbvqEAjLMfG1k11erKmpxP0747+/dU8jvnFhWcLP1l46HoKBRW1NBXJtAtZeOh57G3tUhUtKsky4/8vTUWg3wmI0YNNLx7B1TyNWzStHWbYZ+XYRR065sHFJNTr6/CjMMuGiiflg2eiGcUmWIRg4cByD33/jPIzNtcRETEKSpPr7vNfUgw5PCAuqClGeZ4UsK9hx+DTWPrEfTrOA6y4sg9NixLrnDiEQllGWY8LDK2aB5xiYBQ4hScbnKnIQkmSc7PJiTE7U5oKqQkwusqEsxxITOhR5FhsXV+PBV+sAAD2+EBxmASaegzcYgQLgT281xcQWpxQ7UJ5nwfpFVdiw/XDsGhsWV+HJvdHHPfpGQ3TTr2DAZROdKFs1G6ddARQ6REwqsOPgKRdEno17vQd/PVjQ71ibGxMKbLjrxSNodQVwy4IJCX/Pq2eV4mcvHkGPL4RHvzELF5TnaiIUk2XisevoadyzbBr8oQjMggF//FcDZo2ZlHZbRKYjozhLxKp55ZAVgGWA4iwRgPyJzxwO7kAYOWYe9y6bBm8oAotggC8YhjtIwpVEanAssHFxNW57/lDcZ4iBahcEEUdpjhXtniBOdHrw7P5ojjuwSOh0B+Jyme0HWhLyqtr5ldi2tymWzw4QCMuQJBnfnDcOv919HCvnlINjgXNKnfjH+81YOLUYHAvMKHXCauTwzXnjsPGFD+Ku2+sP4Xi7BxaRx8O7j+PL55bi3mXTwLIMSpwi2t3BmNByWY4J6xdV4dhpD8AoWHvpeGx66Vjsej+/YiqMAqua15n7Ra5bXYGYODTHAueWZePW5w6i1RU4IxRj5PD58flgWQbleVaU51l1/XsRZ1AgozjLNCRHMUGrHIXIXKxGDncurcatz57JGe5cWg2rmP6kgfyWSBeVeTY0dHpxrN0d86XKfCvG59s0sRcIR1DoiF8XFjpEBCIRTewRmYvIc7hjSXWsTijyLO5YUg2TRmJ87kAYZp6L810zz1GNgUgZq5HDxiXVuG2Q725cUg2bRqISJoFVrceZBBriJFKjyxvCljej61yGARQF2PJmIyo0WMuGZUnVbyOylHZbRGYz0BsdXNdZe+l4zU5HjMgSRg3x3VHku8QwEA0cNiyuwvrn43vSJo2aEiaBRbFzSI3BaaJNH0TK+EMR1TkQf0ibNX+Y4i6RJswCh/ULJ6G1LwhZiR6SWmg3wqJRjcGX7L0SpvoYkRrJPsPNxvR/hlNPghipkO8SIxUTz6rmukM3TBHEJ+HXuTfrD0dQNMRekUNEgHJdIkWcZk51Ztdp1madVmAX8PCKmejxhuG08IjIcnSXEkGkAMvIqn7LMdrknnrbIzIbPeOg0cCq9kCMGhw6R2Q2gXAEhfYhua5du1xXb3tE5qJnHOz2h8BBSdhX2eOjmUcidRwm9XWaw5T+dZqetojMRu84KCuSaoyXFZphIFJDMLAoz7PE+S5vYCAYtFk36W2PyFz0joNGAwfRwMat00QDCyOJPxApouiogaOnLSKz0SIGDleC8t5hW/wYFEXZD2CWyo9q0nF9b0iGJEm4c2k13IEwbrxkPH74zBlBuruvnAIzb0C3LwR/RMJPvjgJP33xSEx4b1yeFUaOxcluLwIhCcVOE+5dNg3H2t2QZGDrnka0ugL469tNWFNTGftDWQQOeTYj1jz+XszWmppKOEReVbhkVJYJDR0eHO/w4NWj7XHCb7/bfRzzJuTjgV31qK2pwAXlOTje4QEAeIIS6trdmFBoQ77dCElW0OML4fgRN3IsRrAsIHActu1titsktm1vExZOLcafdxxBcZYIX0iCWTDg7h1H4DQLWDG7DJ6QhE0vH4rda2OXH6u27sWLtXMxJseCXR+24f1mV2wYd0qJA/MnFAAAZAUYm2vGn1aej25vEDkWIyKyjHuXTUOPP4wCqxHNvX6senxf3HBthyeEHl8I4/KsOO0K4qHX6uPu+9ev1uPmyybiksk+lGSZwTCATeQhCBymjXZi2mjERAx//8ZxrF9YhQ0vHI6J3gzd6DlY0G/lnPKY+KA/LOHJvc24b/l0eEMRNHX7sHVPI3p8IaxbOBlWwQBZVjQR/1Mg4apZpfjBUwfiEi2FPkCIFOFYFsVOIwrtJrS5Ayiwi+BYGRyrzQIwy8Tjox4/mvtFLDgmekKOw8RrYo/IXGRFwYQCE7Zcd17Ud20ijAYFEYWmewhiKAwDTCvJwthcK050evDK0XZcNDEfNpOAsXkC1tRUwhuSwDKAXeTwg/+agByLgGyLEUdaXbjpsom4959HYzkQEM1NsywCHCYFty+qQpc3BItgwMkOD5adW4ZgWIY7EEFztw/P7m/GqnkV+MWyafCFIuhwB7FtbxPuWFKN0dkW3PjEfgTCMu7e8SEA4LLJubjuc+PgD8nYcv15MHLAya4Avv3nd2N5z0++OAn3LZ+OvkAYFsGA6mI7Gru9WLdwMu4YJDK4pqYSv9t9PCZyOCAO/dOlU9AXCGHJ9OLYAsoicCiwiZrkbkTq8AYOxU4BhfbcuByF56jQR6RGICxD7l9nxpqDoXCC4H46IL8l0sWpPn/CJnx/KIJTfX6MyU2/mI9N5MGxCoodZ3xXUSIwC7ROI1IjGAkj18pHh499YTjNPCRZRlCjgcosM4+Put24pKoYHe4A8m0iXjrcgumjHZrYIzIXbyiMPNsQ31VkeEPaDBMZWKA8zxRXjzMLoAMNiJRxmAzo8YXw4Cv1se+JPAuHOf2nzIk8h2yLAXMGcl2biJAUpmEMImV4LjqU9vCKmej2hpFt4RGSZAga9SQEjkOOlUfRYN+VI+BZ8l0iNUSBQb4tfqOdJMsQeW1qiSyjoMDOo8CWi/b+XBeMBI3eKkQGY+Q57P+oC79dMRO93jCyLDz+vOcEZpRlaWJPMHA42d6Hz1UUoL0/7r5Z34ay7EJN7BGZiwwJ2VYjbKIAbzACi2gAzzGQNZqJsYsG1ffK+WOdmtgjMhu1z3AtoJ4EMVIh3yVGKu5ACDlWHvm2HHR6gsi1GiEpEjx0IBGRIlajAYbBvVmbCAURiHz667oAYDfxMLAKRg2xR71gIlVcfhmRSDBuZre+rQcuvyXtthRFgmBgwDEsGCZaV2ZZBQBtzCdSw8ByOHa6B3+47jx0uAPIs4l4+XALxheUZIQ9InPROw6KPINipxGPXXtuXK4rCjRPTaSGYOBwuKU7YZarxFmcEfaIzEXPOGg38nj8aCO+NnssIrICu8mA5w98hFXzKtJui8h8WAYYly/GrdM4ToYWYwV62iIyG73jIM9y2HmkNdoH9oWRZY72gSnuEqnCsQqyzAZAYaG4FeTZjAAjg2O12c+utz0ic9E7DgoGBQV2I7ItxjPzPiwgaNMCITIYBgwKHMKZPTc2EQojAUj/Ok1PW0Rmo0UMHNZTFUV5DQAYhrlbUZRbBv+MYZi7Abw2/FvShhMdHpzo9GLTS8fiREKcZgGtrgCcZgGnegO4f+eZ053vWFKNP/QXc/LtIjo9QUQUBS++34pj7R7cdXkVCuwmjM214GSnF0B0w9W3Pl8BcdAp1KOdZtzUL94GREUJ7t9Zh/u/fE5MoGTwPbEscNc/juJ7l1TiC1OK8IOnDmB8vhWr5o3DyrnlyLYI2FPmwCUT8xGWFLgDETy8u+GMkv6SanSfcsEbknHfy2d+39sXVYFlFNx02QTUtXsgK9ENiKsvroAnEMGqeeNw9cN74gT4GAa4f2cdvlczHk6zgCtmlIDpj11P72tGlzcITyCMXl8YTP/3enwhrKmpRGW+FXXtHjS0e2AR+TiBltr5ldi2twlfPa8MUIAP29y4YW45nt7XjFZXAJt31WHVvHJMLLSDZYAubxCNXf64zW0AYBM55NvE2Osr8iw2LZ+OBVWFYFkGJ7u8WNsvNBOKNOKeZdMQDEsYk2OGkWdjxToGDBo6vVg+qwRjci34n5ePxf6ek4rs6PGFsPGFD/CteeUw8Ry+f+l4NPX48MCuevT4QrhzaTWWTiuGId1K2goXU1ge8J31zx/GH687L712iIzHLLDY/5EX6wYJXt6xpBrTR9s0szk0Nq2pqdTMFpG5WAQDDra4E3x3SrF2vksQI5ETHR7Ut/uwYfuZkxnWL6zCQ7vr0djlh8iz+OnlU2AzGuAwGWBgWYQlQOBZ3PrcQTR2+VHkELFidhk27zqTm9502QRAUdDmDsIsGNDtCcLHR/C391oQiMhxeezti6rw0xc/iNlbe+l4/PgLE1Hf7kGezYhfLJuGHl8QTrMRESmCsMTguj+8E5fDPvFOY1ze89MXj2DVvHJs3lkPkWdx1+VTcO7YLHAMi01XTYNVNKDNFUCOVUChYyw6+gJYfXEFQpKMSYV2/ObVergCYfxwwSTUtXsQkWU4LQJKssyf8V+MGEA0MDjaGtA1RyEyk0BERpc3jNuejxcGDUbSv0lUNDA4csqP2wadhrNxcRXOKbWn3RaR2XR5Qjh22pUwlDYuz4Yxuem3J/IMjp4OYd1z7w6Jucb0GyMyGkXh8N9/3ptwoMmfVp6viT2HyGJ8oRPXPvb2kJNEaZyISA2O4fBRlwed3lDssIoci4DqYm2EJGUFONLqS8h1p5ZQrkukhpk3YP2iqvg1/6IqmDXYJMqzLLq8ERzviB72VN/uQXmeBTkWMe22iMwmGImg2xNOOAncLmoj8mASWNS1J+a6U0so1yVSwxeU0dIbwJ1/PxLzpVu/NAlZJkETexGJwcnOQMKJu9WjtLFHZC5OswELpxZjX2NPNNftBBZOLYZTA7FgILpOG5vvwP8d74zlDOPyHbROI1LGwBjQ7fUn5LqFNm3yT6uRwyWTivDNrfviars2jXIUInOJSEBTVzBhzW8tSv9nOPXSiJEK+S4xUjEaDDjykQs/33E05rs/XDCRDiQiUsYssDjWpl9vNhp3qRdMnD0ROQJBMOKaQb3ZO5dWIyKn/yA4kTfgWJsvYf5magnN3xCpIfIspo7Owb8G1aqmjs6ByGtTq9LbHpG56B0HwxHgo+5gQi0uS6R8gUgNm8hh6ujsIXEwG3aTNnVWve0RmYuecdAicPjSkN7dl6YWwyKQ3xKpE5aA+nZ/wlzBlOL0C/7raYvIbPSOgyzD4JzSnLg+8JqaSnAMifkQqWFgGTR16dff0tsekbnoHQdDYQatrmBCPy3PSvPmRGpYjBzeb9Znz42etojMRosYeLbdhUtVvveFs7ymJrS5AzHhP+CMAN8VM6KnK10xoyQmXjLw83XPHcJ7H/WiqduPa37/Nr795/dw05MH8NXzy3DB2Gy09YWw8o97ceO2A/jt7gasvXQ8/nDtueAYBXfvOAqpf/+rNxiJ2ww7cP1eXwhb3mzEyjnlWD2/AivnlGPLm43o9oQRCMuISAru31mH8flWfOW8Mtz01AGseXw//t+WvbhqVikcZh6BiJRw37c9dwhZZmNM+G/g+7dvPwyHyQhJRkyo79n9LZAVoMcfjonzDTx+8646lDjNCIRlTB1txzUXlOHRNxrwwK56PPJ6A6773Bi09wWx/OE9uOnJ9/Hb3Q249sIx/YlAdBN7XZsHnpCkeu2FU4tx38vHcOiUC5t3Rq+5YnYZihxi1GaxA4qiYMH9r+NEpzehGSbyLBwmAT/+28G4a699Yj9OdkXFGNv6ArGfvd/Sh5+9eAQd7iBW/P5tLH7gXzjY3ItWVwA3PXUAf327CQoARQF+unQK7r96Gn6xbBqeeLsJd10+BT2+EB7a3YDRTjNufe4QNu+sR6srev1bnz2Ew62udLlrDJc/rOo7Lj+dIkqkRq9PiiUiwJkY1+vT5lQwdzAxNt2/sw6eIJ3GSKSGO6Duu+4A+RJBDKbNHYg1IYHoe2XDC4excGpx7Ouf/O0gjnd48G5TL7726Fv43rb9uHHbflw9qxRFDhGtrgC27onmpndfOQWrL65AjlXAN//0Lm55+iBufuoAJCWag938XxMT4vzt2+PtbXrpGIy8Aff874f47l/34+anDoBnOdz7z6PItZpim78HHn/bc4dw/efK436vQFiGrJz5//t3HsNbDb24YctefPsv72HV1n2QFEAGYOJZlOVaUV3sQGW+Dad6/ejwhNDY5ceNT+zHlGI7BI7Fvf/8EE09Ph3+KsSnQe8chchcwv3r56H5Z0hK/2lHPV4pNnA3YOu25w+jx0t+S6SGgVNigmbf/et+fOOxtzG+0AkDp80pXRRziXTR7Q1hfL4Vm79yDu6+Ygp+9ZVzMD7fih5vSBN77R4pMXd8/hDaPeS7RGoEIhK8IQkP747WuH+7uwHekIRgRBtf6vOrx90+P/kukRq9/jAeeq0+rpf00Gv16NWgT+ALyTjVG4h7n5zqDcAXSr+oNpHpsKqf32ffmlaHYi6RLgIRKSb8B0R96c6/H0FAo3zBE5RUD4KjfhqRKt5AVLhy8Gd4S28A3oA2n+E9Phktvf4h9vzo8VHOQKSGLywl9re2H4YvrE0c7PWp13apPkakijeknn96Q+n3JarrEiMV8l1ipBKSZDz2rxOxWtwNc8vx2L9OICRRrkukht5xkOIukS54zoBf7aqLi4O/2lUHnkv/AQN9fvU1GtV1iVTxh9RrVX6N+lt62yMyF73joDsYUa3FuYPpF3glMhtPkp6ER6OehN72iMxFzzjoCUmq8zceDWrIRObjDqjPFWixt1JPW0Rmo3cc7PAEVfU6OjzazLYTmQvVdYmRit5x0BeRYqJXQNR3f77jKHwazVkSmYue8980a06kCy1i4LC6cAzD/DeAbwMoZxjm/UE/sgH417DvRkP6AuoCfANitQwD1Z9nmwWsH1LUuX37YfxuxSzc+txBrJxTHrvGA6/UYcn0Yox2mnH9hWPxs/4/1pqaCog8G3d9kWdhEQzo8YXw4Cv1cd/nWCb6+IiMQFjGDfPG4QdPHUhYMP/hunPhC0lwmgVcMaMkdh9P72tGICKp/j517W7c+89jEHkWtfMrwTDA+ucP44a55aqP94ciKMsxAQoDf1jCDXPL8fS+ZrS6omKKq+aVx93XfS8fw5qaSkRk4FRvAPfvrEt67YHXfLCgy+b+ZvGjbzRAMLB4v8WFG+aWw2Y0YE1NZUzMQeRZrL10PDo9wYRrO80COtxBtPUFYBYMKMsxobHLDyAq8rh5V/QaRQ4RJU4z1j55AE6zgBWzy2I/G3h9tu1twpfPLcWM0ixsWzUbO4+2Q4G6r7S6Apg2GmnFKnIoyzFh4dTi2N93+4EWWI10ygeRGh2ekGqs6NQoaXcHIqr2qDFIpEqnzr5LECOVT8p1B74ucZpx81MH4t5XwYiEay4ow907PkSrK4BH32jAyjlREb4fPXMwljddMaMEkqwgxyriSKvrU9nr8gTj8uWHdtdj4dRi9CYROA7L8WJH0ZyZw3curgDDABMKbLj3n0cTcvMf/NcEOMw82vt8cfnijZeMxx/+dRKtrgAOtvRh00vHAADt7gDK86zDfr2J9KF3jkJkLv6Q+hrYr0FzsM0dVPXbNncw7baIzCYUgaogytbrz9PEXocnpPo+oZhLpEqeTcB1c8aivt0dPY2RAa6bMxa5NkETe219SeJuH8VdIjUkGapiwY9cM0sTe5TrEunCE4wgFDmzXmYYIBRR4NFk+DiCnUdO455l0+APRmA2GvDHfzVg8ih72m0RmU2HO7F/FwjL6PBo8/lNdWQiXfT51eusbo2Ge9R63dF1GuW6RGq4QxE8/k5TXD3+8XeaNPsMdwfVc4YqyhmIFOnyqterujU6YIBqu0S66EqSf3ZpkH9SfYEYqZDvEiMVXyiCq2eVJswS+2hzPpEiesdBirtEuugLhFTjoDuQ/gOJ2pLUkdtpjUakiN61KqqNEelC7zjYlWR2rEujWhyRuXiT9CS0ioN62yMyFz3joD8kkd8SaaNdx5xBT1tEZqN3HLSKBgiGM5saGQYQDAxpMRApQ3VdYqSidxz0BtXnLH0kGEykiJ7z3zRrTqQLLWLgcI/g+guAfwD4GYAfDvq+W1GU7mHfjYZYBE5VgI/tf1NyDFR/bhUN6i96WFJtbLIssO65Q3GieE/sbVYVruv2BrFu4WTc8cIHcdf4zav1WHvpeHiDEYg8C3+SP3yXJ4Qih4hrLiiLu/aamkqMyhJVf5/SHEvs+Zt31eEXy6bFHqP2+IlFNnzn4kpc/8d34u5x655GtLoCGKLPEieYuGFRFZxmARMKbKrXVpQz/x38fI4F1i+qwrrnDqGxyw+RZ7Fu4WT842AzVs4ph03kUOo0R8URI3KcuN/A6/GNx96O3e+dS6vxq111aOzyg2MRE7BZMbsMR9vcCITlOFHAwa/PyjnluH9nHT43LgdTirPQ0huArCiqv0+u1fgxHjg8bEYDVl9cGVOQFXkWdyyphk1M/+l5RGaTa+NVY0WOldfEXoHdqGovX4P3CZHZZFvUfTfboo3vEsRIJVmuOzjPEnkWvmBEVfR43cLJKHKI6PGFsGFxFX79aj0WTSuOy5uGPn5wDpbMnsMs4NE3zuQxP1owEfl2EVlmXvV+86xGiDwLp1nAVbNKMCbHArPA4Wf/OBLLCwfnokA0b3NaBJx2BRKEPO57+VhMWDoYOZPz5ttELf4MxDDQO0chMheHyaAaVxym9K+dRjvV1+ElWRRbiNTQe4Azy6zf+4TIbCRZwWlX9DTGwXFwtNOkiT2Ku0S68IaSNFg02rSZQzUNIk1kW3lc97kx2PTSsbgek1MDX+JYBVfOKI0dSCXyLNYvrIKBTbspIsPJsxmT1n60IIfqC0SaMCWps4qCNoGwwK7+Xsm3UT+NSA1JkVXnV+ShAx1pIlnOwDGf/FyCGEyeVVCNgzlWbQ4YKM5SrzEUU42BSBE95xiol0aMVMh3iZGKyBtUZ4n/cN25n/GdESMNveMgxV0iXYgG9Tj42LXpj4NJa2N2qo0RqcEw6rUqhtGmNqa3PSJz0TsOFjrU7RVST4JIEb17EnrbIzIXPeNgRFb3W4n8lhgGRcl8V4OcQU9bRGajdxy0GQ349kUVWP/84Zi9DYurSIuBSBmq6xIjFb3joNWovj/NIpLoKpEaes5/06w5kS60iIHDmlJXFMWlKMpJRVG+AqAZQBiAAsDKMEzpsO9GQyxGA9bUVELko7/ywOYoE89h9fwKiDyHtZeOj/v5mppKGDg29r0BBjZGqzU2R2WZEQjLcaJ4ra4AtrzZiF9eNQ2r51dg9cUVEA0s7vrHUTywqx73Lot+f+Wccmzd04j3W/rw2P+dxKwyJ9YtnAyLaFC9hzyrEQaWSRA5uX9nHdx+CbXz43/f2vmVONXri10jurExKjC4+8N2rF9YFff4O5dWw2HicVu/8Nzg3/OKGSVx4omD78tsjAom+sMRXHNBGe7951HVe3nh/RasWzgZNpFDkUOM/WzOuFw89Fp9TEwmEJZxxwsf4KKJ+Xjm3WbIMrD2yQNY+8QB3PTkAXxrXgXKcqKbi6+aVZLwetz67CFs/vI5eHzV+aiZWACRZ2Nif3K/ACHDQHXj58D3W10BsCyDBVWFGJ1lwobF8a+VVpvf/CE5Jvw3cE/rnjsEf0j+hGcSRDyMoh4rGGi3A0PNnobmiAyFYZL4LkPORBCDUct1Nyyuwgvvt8S+XrdwMjq9QVw1K1H0+I4XPsBPl1Zj5ZxyBCMSbrpsYkzAWU0k+Y4XPsAtCyYl5EOD7W1YXIWHXj3zPKdZgC8s4cYn9uPh144n5lOLqnC6z4c1NZVYPb8CD+9uwNonDuB72/bj6lmlKHKIcbnoACLP4kSnF9lmQTWf41hgTU0lnnm3GSLPYtPy6RjTL4hNfPZ8FjkKkZn4whHceEn8mv7GS8bDr4GYT0hSVP02QgMZRIoMiN4ORqvDBQDAzHMJ+cKamkqYBWquEKnhC0mqcVArATVJVq8xUNglUsUqqNfZtYqDVNMg0gUHNib8B0R9adNLx2Bg0t+UEDgDNrxwOM7WhhcOg+coXyBSwxeKqPYG/aGIJvaovkCkC6vRkDAzsPbS8bAatRmCi8iK6jpNUijZJVLDJvCq8yta+a7AUs5ApAeLkcPGIf2ijYurYNVonaYo6rVdheIukSJ6rvkp1yVGKuS7xEilzx+G0yzgOxdXROe951fAaRbQ59empkFkLnrHQYq7RLroCySJg4Fw2m0FpUjC/pX1C6sQkijmEqlhNKjXqowGbWpjetsjMhe94yDPsao9CZ5OgiNSxJxENF3UqK6rtz0ic9EzDpoFdb81kd8Sw4BloOq7nAYf4XraIjIbveOgJyjFBK8G7K1//jA8QW1m24nMheq6xEhF7zhoSrI/zcRTvkukhp5xkGIukS60iIFn1V1gGGY1gNsBtAEYUNpQAEw9m+tqgTcURlmOGfcumwZvKAKHyCMkSfjB0wdjqpw/+eIkrL64AoGIDEUBtrzZiOsuLEPt/Mo4dfE1NZXo84dVxUVOdnpVRfF6fCF82ObGA7vqIfIsfvyFibhv+XQcbu2DAuCR1xvirtfjC8EViODh3cex8nNjsWFxVZzS7vpFVeA44JQroHofLn8I2/Y2YeWccjAMoCjAtr1NWDi1OPY4kWfR7Q1h4+JqNPf68NDu+rjH/2pXHe65clpSEZVfXjUdRp6ByLNwmgVcNasEpdlm8ByDshwTPEEJD7xSj0BYxtY9jVg5pxwmnsX5Y7PR4wtjyfRiPLCrHj2+EGrnV2Lb3ibcsmASgpIUE/4bbHNsjgU/+eIk3NR/QtbA9ze8cBj3LJuGY21uTC6yq95vtzeEz4/PBwBsWj4dR0/3IRCW8fS+ZtTOr0QwIqkqayr94oCF/eKELMvAZuLx5N4m3LNsGvyhCEyCAVv+1YB7lk3/BC9MnS5vSPX36fKG0m6LyGza3UFVX2p3BzWx19anbq9DI3tE5uLyqX/eunzpHyQiiJGMNxRGeZ4F9y6bhmBERrZVwIO7jmHh1GJwLDCtJAu/ebUOLb1B/GDBhKQx+tE3GrByTjna3SFsP9CCGy8ZD28oovr4+nYPVs4pB8cCFfk2PLL7OJZML0axw4SmHj9+/Wo9vn/ZRMwe5wYAiAYW9++sg9Ms4NyxObF8KhCKoMhhQo8/iJ+9+CGumJEo5rx5Vx1WzinHg/255UDjaGDj+NY9jfjJlyap5nOTCu0YnW3COaVZyLeJGJNjATs0WSc+M/TOUYjMJcsk4C9vfxC3pv3L2424b/n0tNvqIL8l0oQkS1i/sCo2EDwwwCnJ2jRXTruD2PJmY9z7ZMubjSjPI1FcIjUCYUk1Dg79Xrpo7VOvf57uC2hij8hcLMboAUADImpnxHy0aTL3Uk2DSBMdHvX8s9OT/vwzWa5LdV0iVTiGVe1T3rl0iib2qL5ApAsFMgrtIlbNK4esRAfbC+0iFGiT6/b5w6rrtHF5Vk3sEZlLsnyhQ4N84bOwR2QuwbCCJ1Tmb374hcma2GtLkjO0Uc5ApIiecwyU6xIjFfJdYqTiMPG45oKy2NzKwMy4w0RiPkRq6B0HKe4S6aLAZlSNg/kaHGIosAY8/W5dwprw5v+alHZbRGaTrL+lRS/ts7BHZC56x8FTvQHVnsSYXAumjdbEJJGh9PnV9xa4NRJN19sekbnoGQfd5LdEGun0hHSbK9DTFpHZ6B0HuzykxUCkB6rrEiMVveNgu4f2pxHpQc84SDGXSBdaxMCznUb4HoAJiqJ0neV1NMdhEtDc7UJrXxCyApxi/ChxmrD64goAwLljsnHgox4EIlFBuFZXACLPYnqpE93eEO5dNg1tfQEU2KMicE6zgLIcU5xInciziMgyNiyugl00xMRHRJ7FHUuq0eMNYvX8CrAMYBN5/HzHETR2+TGrzIGNi6tx2/OH4h7vEDl856IK3Pb8YVwwNhsPr5gJlz+MLLOAHm8AX3vkbdwwt1xV5MQu8vjvz1fg9u2H4675wCt1scfcubQaEwttqMix4vWGTmzeWY8HX6mPe918oYjq9Wsm5mNKcRYAYMeauXi3qRc//tsZIcWfXT4FkqLEntfqCsSuvW3VbNQ+/l7cNTfvqsO2/zcbU0qycKJfQHGoTadFwLtNPaoB9VibG4+83oBtqy5Qfe57H/XCH5axoKoQC6oKUZxlwsO7G9DqCmDrnkZcc0EZ7rq8Gie7fJAVgGOAXKsRj7zRgDuXVqOqyBG73pgcC66fMw5rn9gf+303LZ+OMTnpT0ayzAbMKnPgmgvL4Q9GYDYa8Md/NdAgEZEyeTaj6nsjT4NhDACwiuq+azGS7xKpkWXmVX03y8x/hndFEP9+OEwCur1eHO/wQlaAvkAIN102ER/1+CHyHP5+oAXXXlgOBUC+XT2P7faFsGFxFX79aj1CEQXXfW4M/nm4FWtqJqi+D4MRGY++0YA1NZX42YtH0OMLYUF1Ef5nZx1aXVEhlvr2qPh1WY4JN182EYGwjCtmlMSEtfc2vhe73pqaSrS6AmAYJOR7TrOAiYU2rJ5fAY4BLhiXg9JsM4wGDi29PggGJnaNwYOHay8dD97AYHKRgwT//k3JsxlRlmPCwqnFYPr/RNsPtGiWoxCZi9nIorZmPH4yaF3608unwGJM/zFz5LdEusi1ivjDv07gtytmotcXRpaZx5/3nMBNl2kzwGkRDBAMZz4PGQYQDAzMAq3TiNTI6q+LDo2DTo3WaXlW9ZpGLsVdIkWia6H+A4KCEVhEA3iOQb5d0MSe08yrvleopkGkik00qPqSVUz/Z3guxVwiTYgCg5WfG4tObwiyAhhYYOXnxsJo0KY+k2MVVH03x6pNjCcyFwYsfvnSh7GYKyvAL1/6EJs0OFwAABxmAcVZRkwotMX6acVZRjhMlC8QqZFtUY+D2WZt4mB+svqYjXIGIjXa+gJo6Q3iw9PumC+19AbR7tZG8D/Hop7v5ljId4nUsIpcknVa+g8YoJ4EMVIh3yVGLgx2HjkdFWAZNPc4o9T5Wd8YMcLItamv03I1qlflWNX7d1QfI1LFH5YSDu69f2cdpl87K+22vKEwls8cDRYA+g/iWD5zNLwhOkiLSI18nfdJ6G2PyFz0joNWUX12zEp7fIgUcSSZh3FoNA+jtz0ic9EzDjrMBtV8wWGmmEukjs3Eq84V2DSYHdPTFpHZ6B0Hixyiar5Q2K8JQhCfFr21GPS2R2QuesdBm2BQzRkstD+NSBE94yDFXCJdaBEDzzZ6fgTAdZbX0AVFAdxBCQ/vbogJAaxfVIULx+Wg3R3Ev4534om9zejxhXDjJePxl7cb8Z2LKnDPjiNo6Q3iugvL4LQYcdNTB848f2EVHtpdj8YuP0SexbqFk9HnD+PXr9bjnmVT8di156LdHYTTzENSZJQ4Tfio2weTYMAz+z7CwqnF4FhgXmUevv/k/jhVxwdeqcMvr5qOPJuCbatm41ibB6u27os7Qc1pFvD0vmbUzq+MCaiIPIuNi6vAsAw+bO2NbSDPtxkhKRKWTC+G3N8UyLMJMPEGHDztQrZZfcigxGnGxiXVuO25Q3CaBVw1qwTj8qxgwECWFbAsA5c/jPt3Hovdv4ln4Q6E0eUNqV6zL6B++nG374xy8L3LpqGu3R37m9x95VSsf/4QFk0rVr0mywB3XT4FDpMBdy6txq3PnhFSrJ1fia17GtHjC2Fi7VyU51kxpdiBTcunY+0T+9HqCmDnkdO4+tyyOP+4Y0k1HvraDFTm22EwnBGMYFkGC6oKMbF2LtrdAeTbRIzJsWgiKJNr5bF8Vil+MMjvNi6uQp6NCtREaoSlCG5fVBUnCHr7oiqEZUkTe7kWHlcN8d0Ni6uQayHfJVLDH47gxkvG476Xj8V86cZLxsMfptOOCGIwigK09QXjcpk7l1bDH45g2zuNuHJmaVwee/uiKvzmtTN57M8un4LR2SYcbe3D9y+biJOdXkwosMJiHI1bnzuY8D686/IpsIkc/mf5dHAcg9sWTsaR033YuqcxJvxXlmPCzDInfrhgIspyzPioOyrwrCbuFwjLsYUzgLh8r8gh4poLynDzoPu3GA2AouCuf3wYy9sKbEYU2kXMKHWiLxBGlolHns2I0mxt8jQiPXCsEhM8H5zvcpzyWd8aMcLwBWUEgwFsue48tLmjwv31p3vgC5nTbov8lkgXkiyjZlIRvjmo3rNhcRUkWf7kJw+DHAuPb32+AhsGrQvXL6pCNq3TiBQJS5GEQ0duX1SFkKRNjQFM9LCV9YPi7obFVQCjzXuFyFxcvgjcgUhc7fjOpdVw+SIYlZV+e2FJUn2vhLV6rxAZi000qH6G27TYhEExl0gTFsEAI8/F1ao2LK7SbPOQw2RQ9V0HDR8TKeIOhHH1rNK43nvt/Ep4AtpstGMgq/bTGIq7RIpYjepxUKu4q0DGty+qSMwZQL5LpMaoLBHXfW4MNr10pge19tLxGKXR8HEgSe85QL1nIkWcFl41Dmoh+E89CWKkQr5LjFQkWcKVM+LXaesXVkHSaM6SyFwsgkF1ZlerjW85FoNq3M2xUH2MSA13IKI62+cOpD8O5ttEtPWF4vfnLKpCvpU25hOpEZYkrF9UldBL06ovq7c9InPROw46zeqzY046kIhIkUiSeZiIRnFQb3tE5qJnHBQNHO5YUoV1z52xdceSKoiG9B8gQ2Q+LKOozhWwbPprrXraIjIbveOgVWRVa2M2kf3kJxPEIBRIqvM3ikazXHrbIzIXvePgqCx1DZziLKoxEKmhpwaO3no7ROaiRQw8245uA4BXGYb5O4DgwDcVRdl0ltdNO75gBH9+qzEmUAcAD71WjyXTiyEaODy7vwUrZpdh655G3PfyMdy3fDoefeM4rrmwHMfa3CjKMscER4BoE3PDC4fx2xUzceAjF8bkWnCq1wdvSIJD5NHY6cdtzx+KS7Se3FuPvY0uiDyLHy2YCHcwgkBEhi8UQSii4MFX6uPuOSLLuHhiIQ581IN1zx1KOEFt5ZxyPPhKPbbuacTqiytQmm1GfYcH971chx5fCBsWV+G25w7FRF3WL6rCq0fb8X5LH4ocIkw8h9ueO4yrZ5Vi296mBBHBTcunIxiR8MQ7jXjgK+egxxeO3cfAxsg8m4APW90JmyDW1FTilaPtqtd0mHhVAT+r0YBn97fgx387GCcsM6M0Cx2eIBq7/Kpih3csqUaPN4hf/O+H6PGF8OMvTMQvr5qGI6fdUBTEidC0uwMoz7PGCfh1e4OQFeCa378d9xqve+4Q/rTyfBgMLGRZwckuL9r6AjALBoQkCTkWI84bk6OpmEyPV4olWQP3ddvzh7HluvM0s0lkJlajAKMhiHuXTYM3FIFFMCAsRWAVtEmiPUEpttgEor67/vnD2Ho9+S6RGlYjj+PtLvz+2nPR6Qkiz2rE395twrlj6DRlghiMWq77q111WL9oMr53yQTcsGVvXEy+ffthPLxiJlpdAXR7Q+A4Bp3uEFyBCB58tQGtrgAeu3YW7njhAzjNAkQDi1XzymMi0p5AGBwLbHrpGBq7/CjLMeFb8yrQ0y/mPPD1YDGjGy8Zjx8tmIhun7pAdK8vhJVzymE1cli3cDLueOEDBMIyrppVknCa8KaXjuG3K2aiyCGi1RXAuucO4cV+kWdiZCHLjGq+SzkDkSo8p8BgMOKax94eVDCpBq9Bb5D8lkgXXd6w6rrpkW/M0sSeLyTHhpYG7G3Yfhh/Wnm+JvaIzMVoMOD27e8m5Jd/WqlNHOQYFr9+tT7u4JRfv1qPX141TRN7RObiCUox4T8g6ru3PntIs89wwcDFGoMD9rR8rxCZiycQUf0M/70GOQPHcEli7vS02yIym+5kue412uS6/pCs6rv3LZ+uiT0iczELhlgfGoj67uZddZrlCwxY6qcRaUFWJGSZ+bheMG9goECbwTSWId8l0oMkIyb8B5zpAf1Zo3qVXeSRY41/rwQiEdhFGj4mUsPt128mhnoSxEiFfJcYqRg4DhteGFKLe+EwtpDvEqmiKHCaDfHrNA4AtNks3+tTnzenuEukSo5FUJ3t0+JQQX9IUu1/kN8SqWITeTjEEB5eMRM9vjCcZh6eQAhWjdb7etsjMhe946AvpN533nL9uZrYIzIXvedhaP6GSBd6xkF/RII/JMXtwfGHJPgjJCpBpE6yuQIt6lV62iIyG73joCtJbYy0GIhU4RiDrjO0etsjMhe942CHJ4m968/D2DxNTBIZip4aOHrr7RCZixYx8GzF/5r6/wn9//5tCUpSgkBd7fxKsCzwPy9HhfQ27zojqMexDC6fMTqmtFhbU6F6ilmXJype8oMhJ+08+GpdwgL3tytm4odPHwQA+MISHnilPk4sb8ubZ0TqRJ6Fiefw5vFO9HhDqrYHhF3yrAKmljiwql9cZYD1zx+O/T4Dxah7lk1D7V/fwxUzSmICggOvydY9UcEYjgVqJuZjSnEWXj3WhvkTC/F+iwsP725I2Bh577JpqsKIA9ceuCbDAHMrcnHumGw0dXuxpqYyJuIy8Jq919SDTS/Hv24//ttBvFg7FzkWI0SeRasrEHef8yrz8P0n96Oxyx/7ve/6x1H8Ytk0PPJ6Q9zrIfIs8m1nTkBiWQZjciw4etqNo6f7VF/jtr4AZFnBjsOnsfaJ/XG+s21vE25ZMAkLqgo1EwBs9wRV76vdE0zyDIJQJxiW8KO/HU54T2y5TptGXZs7ie+6yXeJ1LAYWcwak4vr//BOnPKxxUinbhDEYNRy3R8tmIi2vhBaXX7VmPz2yR488noDaudX4pf//BALpxbj0TeiX2/d04hAWEYgLOOKGSX42Y6jCZ8ha2oqsXBqMR58pR6NXX48tLsej113Lt483oWKfFssPx6wd9/Lx7D64gpMHuWIE/cbuJbAsTEx7CKHiFXzylGZbwPPMar3f7DZFRPvbnUF0NYXIPG/EUg75QxEmvCFEBPgBwYKJoc0aTST3xLpwheKqPqSL6hNU7vdHUjiuwFN7BGZS68vrOpLvb6wZvYau/wJB6doZY/IXHp86nX2ARHztNvzqr9Xerzku0RqeIKSqi95NcgZur1B1Zjb49XmfUJkLklz3ZA2ue7AIWJDfbeT+mlEivT61T+/XX5tPr+pxkCki4jEoKHDGzeDsaamEnlWoyb2+pK8V9wBynWJ1EgWBzs0+gyXFAUd7hDu33k47r0yJkcbARYic9HzM5zyBWKkQr5LjFQ6kvgu1RiIVHEHI1iz7UCcP4k8i8eu1WZml+IukS4YhknY57GmphIsk/69Eqf71P22rY/8lkgNWQYauwO4f+fBOL8tzrJkhD0ic9E7Drr96v07dyCiiT0ic+n0qM/fdHm0mSvQ2x6RuegZB0MRBXf9I3EPzu80OjCRyGyS1as6NFjz62mLyGz0joMdSbQYOr3ku0Rq6D1DSzO7RLrQOw5ST4JIF3pq4Oitt0NkLlrEwLNSzlEUZYOiKBsA/BLALwd9/W+H0WCIiaEA0Rdu8646jMoyx4T0Bv4r8ixCETkmSAIAshL9/mBEnkWB3ZhwCvWG7YexcGpx3GMDYRltrgBWzC7D184vjTVEB352/846XDWrJHbdO5dWo/bx9/CV370FGeq2WQaYWmzHV84vw97Gno8VCBz42h+KFqMG/74Dz2t1BfDgK/XYvLMe/rAElmVgFwVs3lUHWYHq9SVFRiCsvvGMYc5c85HXG5BnM4JlGZRmW1BZYMWqeeVYPb8C9y6bhodeq0cgoiQV4BuTY8Gm5dNjAoCPvtGAiYV2KFDihP8GntPS60Pt/MrY6ybyLDYtn44xOfENtZNdXqx9Yv/H/H3F2GOG+s7CqcVY+8R+nOzyQivybUbV+8rXaEifyFy6k2zM7/Fp06jLs6r7bi75LpEiyU6kdfnotCOCGIxartvlC2HD9sNJ8xxFic9rBvLCzbvqcMWMEthEDiLPxuWLAwTCMvKsRthELva9xi4/Pury4cm9zfAH1RujgYiMgy0uPLAreiLJ6vkVWDmnHFvebETOoLynxxeCaODQ0uuDRTCo3n9pjiV2ryLPwixwIEYeeUnyXa02pRKZS3uSQTgtisbkt0S6sAgGlOWY8J2LK7B6fvRfWY5Js8+0gYMVBiPyLHIs5LtEathEXtWXbBqdYm9NYs+qkT0ic7GZ9PVdexJ7dhP5LpEaDpP6uthuOtvzvRJJ9j6xium3RWQ2WWZB1ZeyzPrGXK1iPJG52HXOdanGQKQLdzCCx99pitXdb5hbjsffaYI7qE0vOOk6zUhxl0gNq1E917UI2uSf/v75rKHzWv4htWWC+CRydfwMp3yBGKmQ7xIjlWS+m0v9NCJFXElEJfr8Gs3sUtwl0sSp3gC2vNmYMNt3ypX+QwUL7En2SdjJb4nU6AtGVNf7fRrVxvS2R2QuesfBpDMTVNclUsSSpK5rNmpT19XbHpG56BkHPQH1NaGX8gViGOi55qf6ApEu9I6DuUn2s9M+CSJV9J6hpZldIl3oHQeTauDYKO4SqaGnBo7eejtE5qJFDDwr8T+GYaoZhnkPwGEAhxmG2ccwTNXZXFMrXElOHj/Z6Y2JnwwI6q2pqURzjz/u8U/va04Qk1tTUwl/EuE7bsgrK/IsRCEqypJnNao+Z3KRHY+vOh/bVs3Gr3bVxUTtHn7tONYvqoqzvfbS8TDxHL7/XxM+UdRl8NcDA7Icg7jrDX1evk0EALgDZ163oY8ryzEhFFHQ3ONLKk448P+DhfdYlsH8CQVYOr0YcypyYDZyaOzyY2yuRfU6PMeCZRksqCrEi7Vz8fiq8/Fi7VwsqCpMunHdF5KwdU8jVs0rxwNfPQd//2708SzLQJYVNHR48ObxTpzs8iIQllX/vhuXVGPqKAfa+gKqf6/SbBOcZgHt7vQ3swfwhiJYvzD+b79+YRV8YfoAIVLDInDqzQ7hrD4GkhKRJVXfjcgk2EakBqm/E8SnQy3XNbBs0jyndn4lnnm3GcCZ3HUgbwyEZYzJMcPARfPdwXnjACLPoqnHh1FZ5rjvOcwCrrmgDKdc/qS5KcdExf0efKUeD+yqx4Ov1KPHF4LNaIgbGty2twkRSUGvP6R6/6d6fbF7r51fibBEG7NGIj7Kd4k0kWtTF5bItQppt0V+S6QLs5HDtz5fgUffaMADu6IHJ3zr8xWwGLUR/6N1GpEuXP6wan7mCoQ1secJqtvzBLWxR2QuvmBE1Zd8IW0+w10Bfd8rRObiC6v7rj+U/s9wvd8nRObS61OPgb1+bWKgL5TkfULrNCJFkn1+92n0+U01BiJdKIqMq2eVxtUYrp5VCmXwwEga6UkS53s0ivNE5mITOaypSZzFsmpUH0u2ycRDm+2IFPEn+QzXIv+kfIEYqZDvEiMVmtkl0oXeM7sUd4l0kWsTVGf7cizpn78JRtT9NhghvyVSI+l6P6CNL+ltj8hc9I6DVNcl0oXAMap1XYFjMsIekbnoGQdzrOpz7dnm9OfVROaTrF7l1WDNr6ctIrPROw4GksxYBsh3iRTRe4aWZnaJdKF3HEzaTyPfJVJEz36a3r07InPRIgaerezvwwDWKoryCgAwDHMRgN8BuPAsr5t2cizRhcLgJovIs4jIMmrnV2Lb3iasWzgZeVYj1j9/GD/+4qS4x7e6Ati2twm/XTET75zsgaIAW95sxD1XTlW97vTRWbHvD/yhHtl9HIGwDItoUH1OjkXAuWNz8ObxzpjwHwC839IHvNWI366YiTZXAEVZJjR2eXHn349gw6KqOFGXzbvqYjY3Lq7Gg6/Wxa6/flEVur1B1NZU4NLJBZhQaMfdO44kPG+wUN/A6Shq1799URX++8/vwmkWEn524yXjISsKVs+vwNyKXJw7Jhsse6aoyrIMyvOsKM+z4ni7ByLPoqXXl3Cd2vmVcAdCCc8ZYEyOBZuWT8faJ/bH3f/kIhsuHJeDfJuIMTmWmG1ZVrDj8OnY49fUVEDkWbS6Ati6J3pKHccCcytyMa04C4LAocAuqv69Wnr9uOaCMhTaxbN30CRYBAOefrcO9yybBn8oApNgwJZ/NeAH/zVJM5tEZmI1GrCmpjJ2ytyZoXlt1N+NBg5Pv9uU4Ls/XEC+S6TGwIl2Q2MwnexJEPGo5brleRbVPGd8vg0/ffEIWvtP4xV5FhML7bjjhQ9iX5/s8qHVFcBf327CNReUYeOSatz23KG4HG3rnkZ87fzS2HPWLZyMlh4f7t9Zp5ofrls4Ge5AGIoCrF9UhQ3bD8ddLyTJePSNhtj37rlyKjiWwbE2N57d34KVc8rBMFGRwm17m7BwajFEnsWkQjt+vuMIFlQX6v/CE2dN0nyXcgYiRawChw2Lq7D++TOxZcPiKliF9G8SJb8l0oU/JMU+D4HoIPCG7Yfx+2/M0sSewHF4aHd93GfqQ7vrce+yaZrYIzIXp5nHtr1NCfnZLzTyJYeobo98l0gVu0lfX3ImsafVe4XIXDiGVfWlO5ZUp92WI4nf/pL8lkiRLMoXiBFKls6f38lqDLdQjYFIEYvAx+rxQLTGsHlXHbZcf54m9vReFxKZS1CKoNhpwqp55ZAVgGWAYqcJIVmbYeA8m/rsWK4GIhZEZqPnZzj1JIiRCvkuMVIh3yXShSXJzK5Fo5ld8l0iXRgNTMJs3/pFVTAa0i+uYzTQPgkiPSRb7+fZtFnv622PyFz0joNU1yXShdHAwiJwcXVdi8BB4LTZLK+3PSJz0TMOmgUOGxdX4bZBc+0bF1fBrNHhR0Rmo+ean+oLRLrQOw4aeU41xv/8iqma2CMyl2QztFrNIeptj8hc9I6DZl49Z7iZartEiiTTwNGin6anLSKz0SIGnq0XWgaE/wBAUZRXGYaxnOU1NSEkSbh9URVuH9SIvGfZVBTZRbS7g7jnymlo7PYiJMno8YVUheiunlWKI619eGBXPYBog0YwMKpvcNHA4J5l0xCOSCjKMuHIqT7Mm5APVyCMUQ4x4V7WL6yCof/EETWxuWPtHrx9ogcPvlKP2poKTC1x4O/fnYsub1BV1GVeZR6qC+0Yl2fBKZcfDBg8vPs4jrV7+sXxHJhc5MDEQhv6/CGcN/Z8dHqCKHKYUFVkj4nlmQUu9vtt3dOIVfPKMTbXgtFOM0IRGYGwHGebYYAJBTbc1S8oI/IsrjinOE74bygcC6ypqYQ/JKkKu2z+8jlJn8uyDBZUFWJi7Vy0uwNxYn9jcq0Jjz/Z5Y0J/wHAE3ubY79fqyuAR99owKbl0zGz7IxYoZrA4IDgTY8vhMsmayc0o0DCVbNK8YOnDsQJWCiM/MlPJohBdPtDsBoNcc0Oq9GAHn9IG3u+MC6dXBTnuzdeMp5OBSNSJiJJqoNEEUn6rG+NIP6tGJzrOs0CrppVAp5jsG7hZNzxwgexPOfGS8YjJEno8UXjv8izuOvyKfj9G8djudtAnnPlzBL0+EK4e8eH+OEXJsQ+QxQF2LqnEYKBwbljsvHgV8+BTTTgdJ8fZkH4VPnh2ksqE3K+X33lHLw4KKdjGWDB/a/DaRawYnZZgkD0tr1NWFNTiY+6vbhlwaSYeDUxsojIEpYPyXc3Lq6CpFCcJ1Kj1x/Br1+NFzX79av1+OnSKWm3ZeAULJ9VNsRvqyFwStptEZmNJ5jkJPCgNjGw0xtEY5cfD75SH/f9Lq8260Iic2FZGd+5qBK3PX8oLg5yrDZx0B0K46vnleG+l4/F1Ri8IaoxEKkhKxJWX1yJdYOEze9YUg0Z2tRa/eEI/vvzFXF9gNsXVSEQoRPtiNSwGg348rmluhzs4gtH8O2LKhJEtf3kt0SKRCQJ35pXgQ0vxPdCtarreoJhrJg9Bvf+88OYvZsumwAvnSJKpEhYkvCtz1fo1pNgWVm1xsBqlFsTmUuHJ6haY+j0BDWxJ8mSas5AdV0iVVhweONYM5bOKEWnJ4hcqxHPvtuEq2aVaWIvFJFUD5EJU++ZSBFfOIJlM+P7W7cvqoIvnP78k3ppxEiFfJcYqSSd2dWojkxkLt0+9Zndbp82vVmKu0S6UBQGogG4d9k0eEMRWAQDwlIEUNIv/ufyhzF/YmGc39bOr0RfkPrARGpYjRzuWFKd0Ae2aiQqobc9InPROw5yrIzvXFSRIMDCMdSTIFKj0xsCw8TnBgzDoEujXFdve0TmomccDEsyHhwy1/7gq/X4n6unp90WkflEZPV6lSSnf82vpy0is9E7DvrDEVw9qzRh72EwQr5LpEYwoj5Dq9VMgd72iMxF7zhoNXKqOQPVx4hU6dSxn6anLSKz0SIGnu3OoAaGYdYB2Nr/9dcBNJzlNTUhyyTgj0dP4LcrZqLXF0aeTcCx0x784Kn34xoudpHDbQsnwW4S8Iv/PZogSrJkejGAqFDKuoWT0djlxagsMe4NPipLxM//8SFcgTC+fVEFrv/DO2cKQkuqkWsTcNeLTQkqjvcsmw7g48XmRJ5FzcR8TCnOAssyKIuY8YtlU1HX7oGsABwDVORbMb0kCwYDi5ljsnGOrOBklxc//tKkOHG8AVs7DrvjbG1aPh0LqgrBsgzcgQi2vHlGuEWSgXt2fIhNy6eh0HFGpLDVFcCDr9RD5FmsmlceE3bZtHx6nBCL3H8vbX0BFNij99LqCmDLm4245oIyrJo3Dne88EHsXu5cWo2qIsen+hsrn6LO1tYXiBt6b3UF8I+Drdhy3Xno9oVQ5BBRVeSIEyscEBjMue48vF7fGRO8aXUFAAAdngDG5ScKDaaDSITBvpOd+P2156LLE0RO/6BzcdZoTewRmUuOWUBLtz/ue4qiwGnS5oQ5p4nHT99ujIuhf3m7kdTmiZThOBYco8QNEvlCYXB0ShdBxDGQ6/7+2llo6QnEhorKckzYtHw66ts9CEZk/OXtRty2cHJc7spzDG5eMBGtvQFYRR53vHAYra4Ath9owc8un4ITXV6EIgomFdnx838cQWOXH2U5Jqy+uBLfeOztuHzVaJA+MT+88ZLxMAkcNr1cF5fzTcy3QxA4lOdZIcsK3jnZjRvmlgMAdhxqxS+WTcOJTi/G5FpwqteHhVOLseXNRtx1eTU+Pz7/Y8WmiX9feI6DyDN4eMVM9PjCcJp59PqCMLBU6CNSIxCWVEXNAuH0F6lDEcAusnF+6wuGESRNCSJFihwm1ZPACx1GTezlWoyq9nIsdPI4kRoRmYHVGP/57QmEENFo35uFN8DUn1MO5LAmnoWJp9OViNTgWQ7vnOhIqLWW52ojKmEWDGCZQEJNg3yXSBV3MIyybHOcL7FM9PvpxmHkcRqJfmsz8mm3RWQ2ssLg6XcTe6Hfu2SCJvZMvAECx8TlCwLHwMRTfYFIDaOBwytHW2MzBVlmHn/ecwL/b26FJvb0zq2JzCXXqr7mz7VqU2NgGBY7jyS+V6773DhN7BGZy2inEeeV58XNVd25tBqjndr4LseyYKDSe2ap90ykhkUwYNfRk7rkDNRLI0Yq5LvESCUiqc/sljhpZpdIjRyzgFM9iTO72WZterMUd4l0YRNZcCyLY+3uWK21Is8Cmyn96yabaMC2vU0J+3V+fsXUtNsiMhuOBZxmPm69L/IstBo119sekbnoHQd9IeDY6V784brz0OEOIM8m4uXDLSjKMmlij8hc8qxG1Vw3z6JNXVdve0Tmomcc7PWFEYqc2ezMMEAooqDXR0LXROqYeQNMKmt+0ZD+OUQ9bRGZjd5xMMcsqObWm788XRN7ROZiYDldZwr0tkdkLnrHQV8ojOIsIx679tzYYZ+SLMEXpnyXSA2niUeryprfYUr/3gU9bRGZjRYx8GxXXNcD2ADgmf6vX+//3r8dJgG4cmYp3P4IoChgwMATjOCGueV4el8zWl1RkZT7lk8Hx7L4xf8eTVC33bikGhPyragaZYfTJOCUy48TnV68/1Evrpw5GpKiIM8qgDcwuGhiPirybTGlRiB6svptzx3Cn1eej2suGIvj7W48sbcZPb4Q7rp8ClgmKo43IDY34btzcbzTg1BYRkOnF8tnlWBKiQNTirMAAA0dHnR5g5Bl4OHdDbH7/OVV09Hc60Or64zAXnmeFeV58QJ1sqzgYEtvTPhv4B7XPrEfE2vnojzPigK7CMFwRkiFYQDBwMSuO1Sk8GeXT0FlgRUXlOegwC6ixGHCwZZetLoCKHKY4A2FsKehJyZUOKXEgbE5VvT4Qrh7x4cocohYOaccHAvMq8zD1FEONPX44sQCB4RdZFnBiU4vjrT2oW7QazlYvHAoBXYxbui9yCHiC1OKcM0g4Rq158uyAgPL4JHXGxIG5k08F/u7pRubyYALKvKxp6Er+pq1e3BBRT7sIhVLiNR5o74dX5s9Fj3eMLItPP605wSmlnw6cc1UsRg5/PiLkxCOKPAGI7CIBkwtmQSzQINERGoYGBYvHzmNr80ei4iswG4y4PkDH+Gb8yo/61sjiH8rBnJdBoCJ57BhURU6vUH8aU8T1j6xHyvnlOPRNxqwcXE1tr3TiH9+0Bl7rsizWFNTCY4Bsi0CfrhgEjiOgZFj0OYOxeWZP7t8ChxmA+yigK8/+lZcDrl5Vx3u//I5uG3hJJzuC0JWAKvAobrYDpc/goe+PgPtfQH0BSJw+WVsuf48dHtDMAkc/rznBMyCAQuqCgEAuz5sw/vNLggci/I8C8YXWGFggV+/Wp+Qi5UNyg+JkQfLMHjh/VP42uyxMTHvF94/hW99nuI8kRpOs4CyHBMWTi3GwAGf2w+0wKnB4LyBZfHMe81xfvvMe82UnxApIxiAe66cgvoOb6xOMi7PAqNBm8+1LDOH33z9HHAMi+7+daGkyMgy0zqNSA0Dw+Lu/z2WEHM3XTVdG3scq1rTqBqlTU2DyFwMLKtaa+U12oXBgFGvaeRRzkCkRo7FiDaXC829gVjOUJwlYnS2WRN7an47ocCmiS0ic7EZDaiZVBh3ot2amkpYjdr0twwci+cPtOCaC8vhD0ZgNhrwx3814EejJmtij8hcjAYWS88ZDbc/gkBIgptlsPSc0RANGg1w6pxbE5mLWVBf82vVm7UZDbh+zlgw4MAyYYgGDtfPGQubRnGeyFxO94Vw67OH4vpNtz57CI//v/NRmJV+exzD4MFXjyfE3V/SIYZEijhMHL5yfhkYRIfmGQBfOb9Mk1or9dKIkQr5LjFSsRnVZ3Yp1yVShWH0ndmluEuki16/BCPH4ILynNiGpT5fEC5/+g/fNPMcvnfJeJzojM5MGFjge5eMh4VmzYkU8QZlPLG3Ma6/9ac9J/Dti7SJgXrbIzIXveNgrpVHVUk2/nW8E7IC1Ld7UFWSjVwLbXAmUiMiKbrOcultj8hc9IyDpdlmXHNBGe7fWRc3M1Gq0awPkdnICnRb8+tpi8hs9I6DLMPga+eXYdNLx2L21l46HhxD+w2J1OA59f3sWsVBve0RmYvecdAk8Djl8uB4R28sty7Ps6A816KJPSJzYcDotubX0xaR2WgRA89qGkFRlB4AtWdzDb3wBoEebxi/ea0eV88qxS3PHIx9cN14yXjIigJvSILIs/j5jno0dvmxdU9jTIhuZpkTv9p5DGsumQBPMII1j58RvLtt4WTkO4xocwXw1olumAQOm3fWY/X8ijhxEiA6qPpaXQc276yHyLO4Y0k1/KEI/vB/J3CyKx/j822YVGTH2FwLxuZa8GGbGzcN2hizafl0yLKCfx5pixNyGTwI+/0n92PVvPKYjWRidjsOn8bR032q99juDqA8z4pSpxnfnV8ZG7YdOGW71BldYAkGBqvmlcdOdrOZDJhc5ADLMohEZDx7oCXuuRsWV+G5/S1o7PLHFmuV+daYiGCrK4BH32jApuXTMb0kK/Z7DhXmA4Adh0/H/ax2fiW27mmMEy8cylDBwqtmlcQWjwO/+9DnD/wev9pVh9r5lXGCkLXzK1H7+Hu4ZcGkpIKDZ0MkIuO0KxAnurOmphJlTjpZiUiNkCTh0smj8M2t+2K+dMeSaoSk9A9jAICsKAhGZNS3e86IWORboUD55CcTxCDCcgQ1k4rifHfD4iqE5chnfWsE8W+FNwj4QxIaOrxxhfHbFk5GXyAcE1h+8NU6fP+yiXHif4GwjHybCMHAYtXWfXCaBVxzQRn8YSmWgww87kd/OxjLj9VyyMZOD7KtxoTcZcubjejxhXD7oio8ue9ELBesnV+JbXubcPWsUty94wgmFtrAMkBDhzfuGjdeMh4vfdCKDYursP75w3G54ZgcKgiNZCKyeo4SkbXJUYjMxcAB379sQlz++f3LJsCgwRxcRImo+q2kkN8SqeENyjjdF4z7zFt76XiUOLVpajMA3H4J9R2u6PukExiXZwWTpYk5IoNxBUMJh6bUzq9EXzCkiT1FUc8XFFDcJVLDF5JUa61FDlETe8lzBqppEKnBMkCXN5zgu1roVgaT1JGDGtWRicxFkhUU2sW4HmKhXYSsaNMjCEUiWDazNE5s8PZFVQhJFHOJ1AhLMlz+CDZsP1ODXL+oCoV2+ZOfPAzcwRCuv3AsunyhWD3j+gvHwhOkE3CJVFHQ0RfCbYPq5xsXVyHPatTEmoEDmroCCfamjU7/QRxEZtPmDsJpFnDFjJKYGN/T+5rR7tamxtAXCqvWNNwhirtEakQkoM8fwfGBg106gfI8CyIa6KZTL40YqZDvEiOViEQzu0R60Html+IukS5yLEbc9OSBmGj60dMevPB+Cx679ry02wpLEUiSEhdz71xSjTDVdYkU0Tvm6m2PyFz0joOSpKjmupV5NIdNpEayeZiIRvMwetsjMhc946AnEE7Ys3z/zjpcWJ6ddltE5hOW1eOgFnsr9bRFZDZ6x8FuXwhGjo2bVTNyLLp92vSdicxF7zor1XWJdKF7HFQUnOpNzK3HkfgfkSJ6rvmpvkCkDQ1i4LC2BjEM8/zH/Rv23WiILxTB7dsPY+HU4tgQJxBdMNz38jH4wxIe2FWP//7zu7h6VimKHCJaXQE8+Eo9Nu+sx77GHsyfWIgebxDeQAROsxB7/m93H0e7K4gP2zwAgAKbEWU50UEPkY9/iUWehdS/NyAQlrHuuUPIs4lYUF2Eh3c3YPVf38OXfvU6dhw+jUMtvTGRuoHHr31iPz5odcW+zzDqwiuygrjnnOzyxj3mZJcXa5/YD1lRv8d8W3TDY1OPT/WU7aYeH052ebH6L+9h8856PLAr+jqt/st7MVuHT7kSnrv++ejfYODr+3fW4bQriAVVhXixdi4eX3U+XqydiwVVhWjq8an+/ie7vLH7H/yzzbvqcMWMkph4oRosy8TZmj46K6n44QAftEZ/j8GCkLU1Fdh01TRs3dOIxi6/6mucDnz9r9HQBa4vrM0GEyJzYcBi3XPx78d1zx0CM7yPgU8kHFHQ0uPHw7sb8MCuevx2dwNaevwIR0j8j0gNFlxM6As481nCgk72JIjB+EIRNHR6E/KGjS98AF9Igico4Zl3m9HY5Uc4El/8E3kWjd1e1LW7EQjLuGJGVBxZVtTzTIZB0hyyxGlOyP/u33kmRxvIxwd+tnlXXSw/Xzi1GO3uANrdwdgJEwOPu+/lY7hoQgF+/Wo97lk2DbU1Fdi2arYm4suEvuidoxCZS0SCav4Z0aDfwYIjvyXSgi8kJXzmbXrpGHwhbRp1fQEZLb1D3ie9fvQFqMZApIaF5xPqq5t31cHMa3MSuKKo5wuKQnGXSI2wpKjWWsOSNvWq5DkD1TSI1Ojyqg/CdXvTL1BCazQiXUiKgv/ZeSzWE5Vk9H+tTcw1sBxu3x5fR759+2EYWIq5RGoEI0pM+A+I+tKG7YcR1Ki/ZTMK8PUfwjKwTvOFJViN2uTWRObiC8oxIT4g6ru3PX8YvqA2a36XT1K15/LR8DGRGlkmHtdcUIZH34jGwUdeb8A1F5TBYTqrs2yTYhXUaxoWgeIukRq+kBwb4hz4DD/VG4AvlP64S+s0YqRCvkuMVGhml0gXesdBirtEuhiTY8EtCybF1mmPvtGAWxZM0uSAXklhcesQv731uUOQqA9MpAjFXGKkoncc7PFHVHPdXj9tcCZSI9k8jFZ7fPS2R2QuesbB031B1b04bX0kQkWkjp5xkGIukS70joMm3oCf7Tgap3fxsx1HYeK16TsTmQvVGIiRit5xsJdqDESaoFyXGIloEQOH+8l/AYASAK8DuBfAL4f8+7ejwxP61GJ5AyJyAwwI9m3eVQeWYeENSbjmgjIAQJFDxNWzSnHTUwdiw3yn+4K4beFkbD/Qgtr5lTFhlIETo595tznOdkRWEoZL1z6xH0dOu1Xv9ZQrEPd9NeEVRYl/zlAxvLa+6DWe3teccI+blk+PNWgHHjf0HtrdgY/9GQC0uPxJBWMGf+0LRcCyDMrzrJhdnovyPCtYlhmWbYaJFy9UY7CtMTmWjxU/BBD3eg8WhHQHImh1BRJ+73TiDkRUf093kBIfIjU6+2PgYAJhGZ0ebYol7qD6Bxb5LpEqbW71Ql+7O/gZ3RFB/HvS4QklFeuTFeCOFz7AFTNKIPIsip2muNzvxkvG48m9zbF8eHC+nCzPVMsha+dXwheWPjb/U8sFB+xxLJBvE+Hyh1WvkWc1orHLj2NtbmzeWQ9/WCLhvwygQ+cchchcfCFJfROGBiJqeufWRObiCaqv+b1BbTbK0zqNSBddXvV1WpdXm3UaxV0iXfjC6nHXr5HoKvkukS48yfoEgfR/htMajUgXXd4QGrv8ePCV6CDRg6/Uo7HLj26vNr5EMZdIF11edV/q0sh3vSH1dZo3ROs0IjWS9dPaNOqn6W2PyFxYhlGNgyyjTf+nI4nvdnrId4nU8CT5DPdo8BlO6zRipEK+S4xUaGaXSBd616so7hLpgmUZLKgqxIu1c/H4qvPxYu1czQ7obUsiBNDeR2s0IjX0jrnUkyDShd5xUM++M5HZUNwlRip6xkGTwKnuxTEKJORDpI6ea36qLxDpQu84mGzeR6tZNSJz0TsOUtwl0oXecTDZfjgP9dOIFNFzzU/1BSJdaBEDh5slFwL4MYBqAPcDuBRAp6IorymK8tqw70ZDcixCnDjJYNTE8jj2zM8GBPsCYRkNnV7cv7MOJU4zAOCKGSUJwn0Dg6hLphejosCKbf9vNv76/87Hn1aej217m2KCcQPXtwic6h/WLBhU79VuOvN9NeGVNTXxAoNqYngFdhEiz6LVFcDWPY1YOacctTUV2LZqdlyDduBxQ+/BxHPIt6n/LN8mQpYVZA96zZO91iLPojRb/SS4ZLbzbWLSn7EM4sQLP4kxORZsWj49qfghgLjXe7Ats9EQ9/XHCQ4Ol2yr+muYbRbSbovIbKyiuh9bRW0Uu30hdfEnLcRXiMwm325U9d08m/EzuiOC+PckxyKAY5LnuQP5be38SniCEaycU47V8yuwal45ZEVBjy+EwfN5Is8mFfh75t1mtLoC2La3CX9aeT5qayqwck45tu5phNGgXpwfyP/UckFFif53Vlk2xuRYYBP5pLnX4MdrkXsR+mNPkqPYNMpRiMwlqYiaBhvt9M6ticzFZlT3JYtRmxNj/EnWaYGQnOQZBKFOsppftkWbehXFXSJdZJvVfddp5jWxR75LpIvcJH2CHGv64y6t0Yh0kTzX1caXKOYS6SJZzM3VIOYC1E8j0keyflq+Rv20giT2Cqh/R6RIsg3OWglJJqtpOGkGh0gRf5ID0bSotdI6jRipkO8SIxWa2SXShd71Koq7RDphWQbleVbMLs9FeZ5VswN6k9UXtKpnEJmL3jGXehJEutA7Dubo2HcmMhuKu8RIRc84aDEasKYmcc+3VSC/JVJHzzU/1ReIdKF3HLQk0eMwazSrRmQuesdBirtEutA7DtrId4k0oeean+oLRLrQIgYOS/xPURRJUZQdiqJ8A8BsAPUAXmUYZvWw70RjzAKH9YuqsP1Ay6cSy5tV5owTMml1BSDyLIIRGYGwDH+/gADHQn2YLyJj6fRiXDKxANNKnbhgXC6ml2Thu0Nsb1xSjeYen+oftrnHl3Cvm5ZPR5HdFFv0DAiv3Ld8Oh67dhb+/t25qCywoscXinvOUDG8waJ3ra4AHn2jARML7ZhSnBXXoFUTx6udX4nax9/DiS6PqnBeqdOMHYdPo77NjfWLquJ+vmFxFV54vyXu8WNz1YX6Pk6YT+1nd10+BVecU5zS6XKf5nS6wa/3gK01NZVo7fXFvr5zaTVK+wUh04nFyGHD4sTXUCshACJzsYvqxRK7RslIns6bo4jMxSJQHCSIT4NZ4DAm15IQ6wfE+kSeRUW+Ddv2NoEFgwdfqccDu+qxeWc9/GEJay8dj5x+IYyn9zXjtoWT0eMLYeueRqyaV457r5qKX335nJiQtcizuGXBJHhDYViNBjz6RgNaXQG09vpUP28G7uHOpdVxuWDt/Eq88H4L7r5yKi4sz4n+MoqSNPcaeHwqYs/Evzd2k745CpG5JNvgnGtN/yCc3rk1kblYjBzWXjo+zpfWXjoeFkGbXDfflkxYm9ZpRGpYjYaEmt/6RVWwatQYpLhLpAuzkcPGITWGjYurYNIo7pLvEunCZuJwx5LqOF+6Y0k17Kb0+26yNRoNYxCpUugQVX2pyKHNYQ5JYy4NcBIpkjTX1Wj4OM+aZJ2mQT2DyGxMPKPaTxN5bTbnO83qubXTQv07IjXykh0Ep1EctPTPjg2N81rV44jMJT/JZ3iuBrVW6qURIxXyXWKkQjO7RLrQu0dAcZcYieRY1OsLOVaKuURq6B5zqQ9MpAm946DNqN53tlKuS6QIxV1ipKJnHDTzLEZliVg1rxyr51dg1bxyjMoSYRKGtZ2f+A9HzzU/1ReIdKF3HEzquzQ7RqSI3jO0NLNLpAu946DVaFDdD0di10Sq6Lnmp/oCkS60iIHDfibDMEYAXwLwFQBjAGwG8Ldh38mZ63IA9gJoURRlIcMwYwE8DiAHwD4AKxRFCaV6XZ5j4DQbcPNlEyEpMh5eMRN9gQjybQJO9wXjxPLWL6qCrCgocZpx23OHEAjLMXGSrXsaIfIsRmWZ8KuvTIezXyRlsACgyLModogoz7PG3YPBwGLptGJU5ltx2hVAoUPEpAI7TvX5YRV5/PhvB2O21tRUYsubjQCAlXPKYeJZzC7PgQIFDANUFlixal45ZAVgGYA3MPj8+HywLIOxuRa8WDsX7e4A8m0ixuRYEsTwBkTvJn7KxxWvmo2dR9shyYiJIa7+y3vYsWZugq2TXV6sfWI/nGYBN9ZU4N5l0+ANRWARDMi2GvD7b5yHDk9ym5/2Hof+rNRpRlOPD2+d6EKB/eOvPdROeZ414e81QFmOJeH1tokGuAMRrJ5fAUUBfrWrDjNKnUmvMVxYAFlmPu415A0MNDpAj8hgRJ5BidMU58clThNEgzbOJPIc7lxajVufPRND71xaDZGnxiCRGjwH5NkEPLxiJnp8YTjNPCKyDHIlgoiH5xiYeBbj8qx46Osz4fKHcbzDg617GtHjC6F2fiV++c+j+PK5pWjs8saeJ/Is5lTk4lSvH/e9fAwr55SDY4HSbBN++/WZ2NfUA0mO5jrrFk6Oy+NYBlhw/+tYU1MZ+3yRFMBhMmDVvHIYWBbj861wmA2YWFiN0mwLRmeZUJlvRVtfENkWAQoULKgujOVtDR0e3PLM+7j+wrFDPrPMGJtrRiAsxT2eGPmYeAajs81xf+/R2WaYNNqUSmQudjE6gLFu0Br+jiXVcJjS3xw0C+q5tZn8lkgRk8Ci0CHG+VKhQ4TZqE1T2yywqus0GiYiUoVjgGyLYUi9Kvp9LaC4S6SLsU4zmnv8CbXW8uz0H+oCkO8S6SMYViDyTFx9zOUPIRhW0m4r2RqN/JZIFY5lkNVfIxrwpSyTAZxG9ZykPRDyXSJFKnKsaOlNzBcqctPbAx7AKqqv06wirdOI1GDAwCywCfkCw2gTB8MSUJYr4o/XnReb1wAjof8MTYL41NjFqLjO+ucPx+LghsVVmghdA9HZqmxL4gwOr9HcBJG5DHxmJ8zEGNL/GU69NGKkQr5LjFRoZpdIF3rP7FLcJUYi3T4JeTYej117Ljo9QeRajQiEw+j2SRj3Wd8cMaLQuy9LfWAiXegdB4MRGblWPq6OLMkyQhH5k59MEIOguEuMVPSMg32BCHgWmFXmjNnyBEJwB6iZRqSOnmt+qi8Q6ULvOFiZa0Fjty/Od4udJlTmWTSxR2QuRoN6HNSqrqu3PSJz0TsOGlgGRUP2wxU5RBi02lREZCx69tP07t0RmYsWMXBY4n8Mw2wBUA3gRQAbFEU5NOw7SGQNgCMA7P1f3w3gPkVRHmcY5iEAKwH8JtWLmgUDBAMLs8CixxcGAFiMLIwcBxPPxRXLXf4Q3AEJe0904M83nI+WHj/qB4mnbFxSjZ88exChiILrLizDxiXVcSKBdy6txuQih+p9GAwspo12YtroM98bk2tFabYF4/Is2Hm0HQLHIsfM46pZJZAVwCpwKHaa8PVH34rZeOCr52DJtGJVEb0BMbsBIb5kYnjJRO8iERmHW11odQVQ5DChqsgOX0jC5p31sccUOURcMaMER0+7Mb7AhvPG5MSu3dYXQCAso9UVwH0763HFjBIwDDC3IhfnjskGyzIYl//pNkh8nDDf4J/JsoIdh09j7RP7Y6/RpuXTsaCqMHZfsqzgZJcXbX2BlMUBL6rMR57ViFZXANlmAXf+/QO839IX97h2dyDt4n8tvQGUOgW4A0CbW0G+3QibEWjuDWDyqLSaIjIck2CA02LABeU5sVgnKRJMGil2+8Nh5FgSC+KBcFgTe0Tm4gvKkGWgLxhBICyhz89A5Fn4gtRkJojBDOS6Bjaa6+bbBORaszGp0AZJBpp7fVgyvRjFThN++c8PAUQ3pdxz5VQ8tbcRC6eV4ObLJsIbiqDbG0KPL4wpxQ6IPAdfKIIrzilGWbYZzb0+MGBwsssbU7nPNgv4qNePp/c19+eP0TyxqsiKygJbLOcanK85zQKumlWC8fk2ZJuNsTztWJsbi6YV4+l3mzF3fD4YBpBkoMhhRHVx1mf7IhOa4A1GkGczIM+aG7dJ1Ee7RIkUcfkknOp2xzYcF9hEvFnfhrE56Rfz6QtEkG/nkW+L91t3kPyWSA2RN8AmcnFNbUmRIfLarNOCkQgK7UJcDUySJYQikib2iMyluSeAx9/6CNfOGQtJUWAzGfCHN07gq+eXYZIG9So3xV0iTZhNAmaXO/HhaS/a+oB8uxETCi0wmwRN7PlCkqrv+sIUd4nUaHUF8My+Flw7ZyygAAqAZ/a14MvnlcX1mtKBL5RkjUZ+S6RIqyuAv779EW6YNw7+UARmwYDf7T6OsXlWjNFARM0TjKj2QLxUXyBSRBA4FNoFBMP9vVmbEUY++n0tcAXCKHQMWacpElwB6qcRqRGMyAhLCvY29sSGicbkmDXbtOkOhuELyeAYQFaAYESCpMhgQL5LpIZZMKDQboybK1AUBWaNTgIPhiUIBgYmnoOkKLCbDJAUGSHKd4kU6XAHkT1kJiYiy+j0BNNuyx1QX6dRbYz4d4d8lxip0MwukS70ntmluEuMRHq8YfR6QzAbFfhCEro8IfiCYYRl2mhHpI5aXxYaupLe9ojMRO842OEJQZYk2M0GMAB4joU/GEaHJ6SJPSJzicjqcVArHUm97RGZi55x0BOMwMRzMBo4sEwYRgMHiedohoEYFn06rvn1tEVkNnrHwfpOL9441oalM0rR5Qkix2rEs+82YUy2GVNHazMjTGQm3mAEWWZOtzlEve0RmYvecTAQljA2R0SBTUSbO6rdY+ajczkEkQpeHee/9bRFZDZaxMDhdpC/DsCLqFBf7aDTwhkAiqIo9mRP/DgYhikB8CUAPwWwloleeD6Ar/Y/5I8AbscwxP9G2U34sM0de7H8IRmSLKP2+fdw9axSbN5VFxONq51fiV1HT2P5uWX42iNvxcRJvn/ZeJh5Dnf/71GEIgpWzC7Dppfr4DQLWDWvHKVOM4qdJpxbFhW4a+jwfKLQ3GBBOpZh8OTeZgDAtReOwcO7G2L3tKamEk6zgFZXVFhv9V/ew4u1czG7PFf1mic6vTjS2oe6djee2NuMHl8oQQxPjUhExrMHWhJOJj53jBMizyIQllHkELFidlncazb42gV2MfbYVlcAD75SD5FnccU5xQm2hyvIN5STXd6Y8N8ZYcI+FGeZMKU4KsT4SeKAye6p1GnGP4+0xT13TU0lOjwhtLoCAKLiOfk2MeX7/iTKc0W0uoLgWA6KAkiygi6vhPLc9NsiMpuSLAtO9/khDfq8EAwsSrK0UezmGA5mQQaDaHFG5DkoigKO0WZzFJG5iAIDyd3flVMAMIAkyxAFmpAgiMGMspvQ3OsFCxYA0OUJ4+Hdx+EKhHH74moU2ESc6PLikd0NWDK9GJX5VhTYRfT6wvji1BIcbe3DY/+KCl3/aMFENPf44QtJ+KjHj+0HWrBu4WSc6PKgrs2D+3fWxeVE/7OzLvY8dzCCQCS64W9CoS1uM/fJLi/u3nEEqy+uQIFdRHOPDz998Qh6fCH8YtlUNPf44Q1J4BjgyhkleGh3A1pdAYg8iytnFH9WLy2hMQ6TAX3+CAZ6gQwDGDkWdpM2w85E5iJDxv9n797j46rr/PG/zpnbmXuSybVJkzRt2tKkbSilokv71dZLdQsFLMV1v7Aqbnf3J7YrKqgLVC7eEMtSYb+KtxXUFQTlti6irS6wgm7BFlpaek9pmvt17rdzfn9MM80kZ5JMOOd0ZvJ6Ph4jZpKZz2em73nP+3zOOe/TWOnB/xzrg6wAR3sCaKr0QIb2R/eU2M0YCsWRVFI/CwJgEgR4GbeUox5/FG/1h9EXjEFWAJMA+JxWuGwWNPi0b4jisJoBBYgmUrW0SRTgsJjg0KmJBRWvSo8Nq5p8+IeHX8moCyvdNl3Gc9rMiMQm1guSTo0AqHiFw3H8Zn8vbnvq3Nr3HZe34rLWatjtFs3Hc1hNSCTlCTUD8y7lqtJjxeUX1uKVs818TH3A5RfWotytR9yaEYmPO6hZAeOWclbjlfDJ1Y0osZshywq8djM+uboR1R599m+5bGYkZBlQzl4oTRAgigKcOp1MTcXrVH8AHUNRyDIQiibRI0QhCoBXCqCxwq35eCWSBf5oHMnkue00qyjCbdM+x1NxiyWSGHPcDgBAEATdGv6X2C2AogA4d6A+AHh1qKupuAlQEIknEU8CkVgSI6IAi5i6Xw+SxQRLNAGTKKZP7BNlBTYL613Kjc9lw2AoCrMoQhBSsSQICkod2q+Pee1mBCIT18ZcEmtdym+MXSpUPGaXtGL0MbvMu1SIKlxWROJxeOxmJORUg3ZZSaLcyZPyKTcJ+ezVs8ZSzt5fBONR8TI6D1a6begPRhFPypAVIJ6UYbGY4NNhPYOKm90C9AcUmEQFCgBZUZBMKrBrvyvtvIxHxcvIPFhXKuFkfxhBfxShaBK9QhQWk4BGH9cXKHdWU+o4xAwKYDFpv3/LyLGouBmdBwdDMbTMKcXLx/tTx1j2BNAypxSDITa6ptyU2M0wCePOuTGZdFtnNXo8Kl5G58EShwkHzgRwtDeYPo9zfoUTLXO0PxeOiptJNMEtCYjGRn8W4LCYAVks6LGouOmRA2f0za8oil7R+68AbgIwuvzmAzCkKMpoq8zTAGbU+eNg1wi2/Xwvrr+0CT948Tju3rQcNz22D9df2pRuYgcAkbiMnbuPpH8/2sBu565UA7vbL2tBe38Yn3rPgvTjxv7+kS2XQBQF1UZzS2rc6Bw+11Du9FAIr54awpd+9XrGibIAcO/vDmfM6b5dR3D9pU144PdH0/f1+CNoqsj8x5dlZcLYW9c24+GX23Hjo3uxeOtqNPqcWRvuHegcTjf+Gx3nlif245G/vwT3f/RCvHZ6GM2Vbnz+7Hsz+jejz91U4UKjz4kdm9smvP5GnzNjnjNtUDj2OcY2Tix1pHZwjG1M+ODzx7Fjcxvqy+w41DWCT65uwuOvnEbncCRjzpO9f9/48DLs+O2bE/49tqxpSv+7j399WoklgTNDsQknpPpc3LlCuRFFASvry3GyPwhBACrdM2+2OR0Wk4AjPVHc9tSrY2K3BUtqeEAG5SYcU3B6KIJv/ubNdCx9/gOLUKFDw1WiQnawawRDwSQO9wylG0iP+qefvJKuW4DUFcuue2cDPv/Ya+nP1Y3vW4h/XNOEx189jVA8mdHg7zPvXQhZTi0AReLJjIbUozXqC4d7UOmR0N81AgB4Ym8H5le40BuIwue0ob7UgcFgDFvWzMedz7yRUac+u78TpwfDE5oKXvfOBty364hudRblh0gCeLM7PKHeXVrHIzIoN2bBhOFQPOO+4VAcc0scmo8VjgPHesO47akDmbXuHJ7cTLlJygoiCTnj4g83vm8hkrodfAy82R2aELtL62Z0DQ+axaIJGbsOduHuTcsRjibgsJnx4z8ex0UNpbqMJyuMXdLG610jeOAPqW2Y0b4oD/zhCBrLHVg1z6f5eNEEcLwvglufPFfr3rmxFRfUsGag3IgQ0euPTqgZ5umwrRyKKjjRF8GXnz6Xc798WQskM+OWciMIQDiu4KYxzYJvv7wFgk7XdInGFZzsi2D7mHrh9stbcEE1Y5dyMxiOYzicwO1j8uD2y1owGI6jUYfxZAU41jNxjWFZHWOXcmM2mfDTl0/iunc1ZWyn3bT+Al3GiyeB9v7IhNh12rgvmHLT54/jeF9owj6iCpeEeu0305BIAh1D0Qk1Q4mdx+BQbpKygs6h6IQ86JG0z4OxJPelUWFi7FKh4jG7pBWjj9ll3qVCJAqp/Wlbxqwj37mxFSZeG5xyFEsAJ/sn7iNYrNM+AqPHo+JldB40CQJ6/bEJsVvp4nkZlJuBgIw3u4MTzvFxWCxoLC/88ah4GZkHo3EFQ6H4hLGiOl0wkYqbrBhXfxo5FhU3o/Og22ZBqdOMeRVODATjKHNaMBSK8uKblLOoweusRo9HxcvoPDgcktE1MvHY9jodzuOk4mY2CTjQEZqQB1tqtc+DRo5FxU2PHJg3LSgFQdgAoEdRlFdm+PgtgiDsEQRhT29v74TfdwyHEYnLEIRU87ZwNJH+udRhxafeswA3rE3dSh1WhGMJ1fsdNjMki5h+nrEicRmhWBIn+4Pp5nGj99/46F788i8d+Jvv/Qkf2vkCntjXgecOdKUb/43+3X27jmBuqUP1uceeECNZRFSoLCypjb1z9xFctaIOkbiMgWAUzx7owod2vpCey7MHuiCfPbF8tJHL+LE7RyKIJRQ8+PxxvNntV/2bHn8EQOqAhfUt1fj11tX4+ZZ34NdbV2c09BttsPfX334BN/zHX/Dd54/j2ksaUOqw4sZH9+Jkf3Dyf+wxzzH6Ov7uR3/Gde9swN++o35CM8cbH92L597oxs5dR/H9F1Jj1XiljDlP9v7d/Phr2LAss+dkJC7jwrklqq8vV5PFrj+STH95jI5721P74Y8k1Z6KaFKiKKCpwoVLmsrRVOF62wcRTRa7oZiMB/5wFNdf2oQb1i7AJ1c34YE/HEUoJmd5NiJ14XgyvZMOSOXBb/7mTYTjM8+DU9UMRPloOrVuMJqArJyrbW9830J8+28uxD+/txnNlW7UeFO141Ur6tInUQGpz9WO3x5GKJ7EJ9fMn/C7e393GPvPDOPmx19P122jzxWJy3BLJlyzqh6feXRvut66ZmU9vvXbN/GHN/vw8X//M57Y14H/PtKbbvw3+tidu4+ojnnfriNorfW+7TqLzr+pYpf1LmklkkwiGEviweeP4/7dR/Hd548jGEsimpxZLE1e6ybTJ/QBo3F7AKEY45Zyk5QV7Pjt4QnfyW+n+d+kawxh9dj1hxm7lJtgLIH/e0kjjvb48dZQGEd7/Pi/lzQiFEtM/eAsGLtkhMFQHJ+8tAmms3tFTALwyUubMDiugfB0TVXrhmLJdOM/IBW7tz65nzUD5SwYS6jWDMEZ5t3JYjecSKYb/42O9eWnDyCcYNxSbrpHzjXVAVKxtP2pA+geic74OSeL3UhCVh0vkuA+CcpNJC7jO/+duX/rO/99dMK+8VxMFrsjWWrdEda6lKNQLIEPr6jHTY/tw82/fB2ff2wfPryiHmEd6oXUeFwfI234YwnVfUQBnWI3EEuq1gwBxi7lKJqQVfNgdIb1J48do0LF2KVCxGMYyEhaHrPL2KVCNVnsRpMK7v/9kYy1uPt/fwTRpD4XTKTiFY6rb+/rday5HuPR7KRHHpwsdoNZ1saCXBujHIUTSTz00smM2H3opZOIzPC4gqlqXa3Ho9lL6zw4eb2gfgxD+G3sd6bZK1v9GZlh/TmTWnemY9HspUcenCx2RRFQIGBP+yCO9gbwSvsgFAgQ86aLChUKrddZua5LRtE6D04Vu8F4Uv3YdtYMlKNgNIkH/nBkXE+aIwhGtc+7Wo9Fs5ceOTCfyta/AnC5IAgnAfwcwFoA9wEoEQTBfPZv6gB0qD1YUZQHFUVZqSjKyoqKigm/L3fZIFlSL1eyiOkmfi6bCde9swE/eDHVIOD7LxzHde9sQKXHpnr/cCiKrWubYRKQfr5RkkVElUdC94h6A73Rc7cjcRm3PLEfNSXqTf5sFlH1uUf3+Y9e6dqk8q+XbWzh7HwtJlG1MeFow70ar1117HKXLeNxan9T6T7XjHCyAxamalA4viGfGrXnuG/XEVS4bVO+96NjjZ/zZO/f+Pdasoho8Dk1OSBjstjt9UdV59MXmPnJUURamSx2B8NxXLOyPiOHXrOyHoPhmZ1MTbNX4Gyz3rEicRnBt7F4MVXNQJSPplPrOiUzPGNq2x2/PYzPP7YPsgzc89yhdNO+bE2syxzWdIPs8b9Tq6WAVE00p8Sh2tRvw7JaCAKwYVktbnliP2RFfdxsYyaSsibNaun8mip2We+SVpIyVE8STc5w3+BksdsXYNySNoLZat23sWg8Wex2Z8m53X7GLuWmRLKgcziS0XC1czgCrzTzq4IxdskIlS4rAtFERuwGoglUuqwzer6pat2BYEw1dgeCsRmNR7NXMJrUtGaYLHYZt6SVnhH17++et/H9PVns9gcYu6SNQDShun8rEJ15o+vJYrcnyxpDL9cYKEcOixm3P5N54PztzxyA3WKe4pHqpqp1uT5GWonGZdVYis7wpI8Z75PgGgPlaCikXn8OzfACAzx2jAoVY5cKEY9hoELF2KVCNVns+iPqx5r7IzzWnHIzGIxruo0GTHGehA7j0eykRx6cdJ9Elnqhl2tjlKNYMqkau7EZHrA7Va2r9Xg0e2mdB2d0/E2IxzBQ7oZC2tafk8Wu1mPR7KVHHpwsdpMycGYo89j2M0ORGZ9PRLOX1sc9TlXr6nGcJc1OWufBqWI3FFM/Hy7MCwxQjoZC6utjQzPsSTNVravlWDR76ZED86b5n6IoX1QUpU5RlEYAHwGwW1GUvwXwewCbzv7Z3wF4cibPX+WxYftlLXh6Xwe2rm3Gj/94HNs3tEBR1BsExOKK6v3L6kqwal4p3rekCl+9cmlGQ8Edm9vQ6HOiyiOpNsdTxlx8JxKXEYolVP+uqdyFHZvbMp77M+9dCLvFhBvWLsD1lzbhoZfa0TUysUletrFFAdixuQ2hmPpJYqMN91pqPLjritaMse+6ohUm8VyzlsdfOY2ta5tVX/t0TNWgcHxDvlyeY26ZevPC8e+9SYTqnLO9fysbymb8et+OsU0rx87H57TpPjbR21HqsGDn7swcunP3EZQ6Zt4IgGYnu8Wkmgcla96UMER5ocpjgygAC6s9E2rY0UZ8o037sjWxdtrMcErmadVSo3XbtnXNONkXzNo8WVGQ0WxQddwsY9aX6V9r0fnHepe0kr2J2sxPzs/G52TckjakbLWuRZ9at9KjHruVbsYu5SYQTaqumwZ02lHH2CWthOLqsRvS6QpzXodFNXa9dq6PUW48duNiibUuaSXr97dLn1hy2dTXl5y2mTW9otmr1GHNsn9rZs2Cp1LpVv+sVOj0WaHi1WtwI0nWDKSVkmzbTTodV1CVrUbxMHYpN25JPXbdkvb1J/elUaFi7FKhYuxSoWLsUiFyWM2qa3EOK9d1KTeuLMegunTaR2D0eFS8jM6DXBsjrUhm9di1mU1FMR4VLyPzoDtLveBmvUAzkO04RI8Ox44ZORYVN6PzYCCWyHJsu/bnE1FxK3dbs6yz6nPsmNHjUfEyOg+6rOp53mHldhrlxmtX70njlXSodQ0ci4qbHjmwEDrn3AzgRkEQjgLwAfjBTJ5kbqkTDT4Jd25sRV2ZHZ/7wGLMLbOh0edUPQg6klBvkheKJ7Gy0YfW2hJc0VaLX29djZ9veQd+vXU11rdUQxQFNPqcE5r3bVvXjF++ejr9XJJFRK8/OqGJ3v0fvRBAqnHWI1veicf+8RI8suUS/OzP7fjGs2/i/t1H8cDvj2IwFEs3yZNlBcd7A3jpWF+6yd/Y5/zqlUtx1YW1WN9SnbW53ehzmc0irlhei0e2XILv/t8VeGTLJbhieS28disafHZ86j0L8OGL6qBAwY3vbcaPPrYy47VPx1QNCqfTVC/bc8zx2qf13q9bXKk6Z7V/ux2b2/CuJp/qv7XewvHEhBjZurYZkTg3OCm/Zb/KOa9QQ7lx2czYtq55Ql7nARJEmeaWOlHutiASV69hRxvwLav14D2LKnHj+xZmfK5u3bAElR4rkokEtl/WMmUtdXFDKT73/oUAgHnlTtW6bHG1J/04ySKqNpD+6pVLsbTWg29dPbH+mlfO5n+zQYT1Lmmk3GXcDo9wPK4at2HGLeXIK1lUa12PTovGXrsJt1+e+T1/++Ut8Nq5c4VyEzCw4SoAeGzqseuRGLuUG39EPXYDEX2a/4VjrHVJG9Uem2rNUKXDwcfcJ0FaURQZ2zdkfn9v39ACBfpcTtlpM6l+TpwW1guUm1hCVq0X4jpdCjwYU19jCMV5JVHKTbZGkno1Tee6LmklGk+qxlIsoVOTdrsJd4xbY7iD62M0A9m2nfTYT8DtNCpUjF0qVIxdKlSMXSpE/khcdS3OH2HcUm7cWfYRuHQ62djo8ah4GZ0HTYKievyNSVCmeCRRpuzH3+gTu0aPR8XLyDxoswiq9YLVrP/5yFR8su1Pi+qwP83Isai4GZ0Hs51PGY3rc7wPFS+7RZxwbu32y1rgGHdMTqGOR8XL6DzodaifD6fHhe2puI2E1XvSjIS1P4bWyLGouOmRA/Oyc46iKH8A8Iez//84gFVaPO9gMIHP/mIfInEZkkXElz64GOVnD4Ie+yGVLCJqS+yq91e6JciygpP9QXQNR2AziwjFEvBHEpBlBaIoQBQFrG+pxuKtq9Hjj6DCJeH0UBBXr6yDw2pCXYkDChR0DIbx69c7sWVNExZWudFS48HBLj/++tsvpOe4Y3Mb3n9BFW7dsASvnR6GrAAmAVha50WjzwlZVvDsgS7c+OhelDqsuHplHVbUl+An178DfYEoarwSLqjy4PRwGH860Y8ar4Qdm9tw46N7M8YY23DPbBaxfG4pls9N/SzLCgQAN7ynGbc+uT/9uLuuaMXqBRUwm3MrIEcb7I2dw11XtGJxtRuLqzzTaqqn9hw7NrehvsyJ+jJnxnt/oj+AwbMNx0b/bmltyYRxRv9dK9xWPLLlEoRiSVS6JZhE4H/bB1DlkbCq0WdI079RJQ4Ldh/qwt2bliMcTcBhM+PHfzyOd80vM2wORDNR7VHPoVVnG40STVe114KmCifu2bQcwWgCTskMi0lAtZcbgETjdQ7G0DkcVs2/C6vc2LpuAbwOC6wWAS1zPLhn03I4bSYc6fbj/t2p5tJfuXIpXDYF3732IvSMRDG3zA5/JJFRS21b14yRSBwPv9yOWELBP/2fJtx1RStueeJcnfiVK5fihy8eQ+dwBE/v60j//uGX23Hje5uxtM4LWQGicRmJJPCBJVW44Gz9VumW0OhzGlpz0flT5rRh96EjE+rdSxf4zvfUqMBUeqy4e9MyHO0JpLeb51e6UOnVvvlficPK7TTSRHOFE10jkVStG0vAaU3Vugsr9GmA67SZUVtqw48+djF6A1FUuGxIKkk4pbxcHqQ8NqdEQoPPjg3LaiGcLdme3teBap2uBO51mNBYLuHHH1+VrhchJOF18MB5ys2cLGv+NV59Yrc0S81wSdMSXcaj4lVX4kBtqR1b1jRBVgBRAGpL7agrcWg+VrlLfRttzUJuo1Fuyl12/ODF4/jutRdhKBhHidOCn758AqvmtegyntMmYl65I6O2NpsAp8SD4Cg3VR71WrdSp/1bJXbWC6SNlmq36tpYS7Vbl/GqvRK+vXtizbDuggpdxqPi5XVY8cieU7j+0iYIAqAowCN7TuHSBRfqMt68MjdkWcZDH1+Fbn8EVR4JbpuAeWX6fFaoeJU51WP3vmvaNB+Lx45RoWLsUqFi7FKhYuxSIcp6rLlO+52peFV5LFhc48KD116EgWAcZU4LkoqMKp2ONTd6PCpeRufBEoeEI11n8O8fX4VefwQVbgm/O9CBlQ2sFyg3c0ok9eNvSvSJXaPHo+JlZB70SGYsqs6sFxKyDI+dx+tS7uZ47dj+1IEJ+yS+d+1FBT0WFTej82Cjz6FaLzT47LqMR8XLZhExt+zsOTf+KCrcqXNubDo14zN6PCpeRufBhRVuHO8LTji2fVElj7+h3FS4barH7Ja7tT8n2MixqLjpkQNnzWrBsZ4A7v7NofRGp8tmgsUk4PRACLduWII7n3kjo4lcW12JanM5kwg8sbcDX/rV6+n7t65txiN73sCn1zbj8qVzcHo4jO6RSLpZHAC82e3Hk3s7cM3KenzusX2qTe9ODYbS4wGpLqE3ProX//np1YglFDz4/PGMuQDAyf5guvHftZc04JE9pyCZTdi5+0jGGN/efQTt/almMPd/9EL856dXozcwdXOV0eaCh7pG0uOPzu2WJ/ZjRX0pmipc0/53kGUFpwaCUBQF29Y1o8Jlw6nBEL713GEMhmLYsbkN61uqp2z2Mr7B4vjX0VThSs9rXrkTv56imczYJopj3+NgLIEbfvaXjPumMz+tOK0iNq+sx01jYuaOy1vgtLFop/wmWYHbL2/B9qcOpGP39stbYLexkRPlZiSShD+SyGgqdtcVrRiJJDHnfE+OKI8c6wng4ZdP4BOXNk2obbdvaMG3njuE9v4wntzbgX/8Pwtw+9MHMmpZIFXf/cuvXscDH12Bf3j4FUTiMhp8dtx1RWt6A0RRgIdeasdgKIaffvIdONEXxC1P7Eepw4ota5pQX+ZAtVfCqvoyXDi3JF1/1Zc6sKK+FAPBKPoCMex9axj37ToyocbKpa6k4iBZoFrv2q2sGSg3PSMxDARiGdvNX1i/GD0jMdRrfEyGI8t2moPbaZSjw71BtA+EsOO3h9OxdOP7FqLKI6GtXvuF44FAHG+cCUwYz22zYm6p5sNREfPaBXzq3c247an9Y/JgK0oc+uTBgWASx3sjGTXs9sta4LRaMadElyGpSDX5JNy5sTXjAjd3bmxFU7k+O7W9dhGbVzaMqxn0+6xQ8TreF8C3nnszvaM5KQPfeu5NLK5yY2G1R9OxTCJw9bha9/bLW2Big37K0dwSO967ZE56jUmyiLhjYyvmluiTc0UBCESTE9aRGbqUK7Oo4P9794IJ+7fMoqLLeJJFVM27divrBcpNTyCKWELOWBu764pW9ASiaLRrv8YgCorq+pgo6PNZoeKlKAo+cnF9xj6jbeuaoVck9YTCeL0jOGFNw+2wos7KfVQ0fWZRxD/9nwX48pj1qi9f1gKzSfvvcB47RoWKsUuFirFLhYqxS4VoXrmx++6oePUHk+gajk04pqDCJaGmpPDHo+JldB6s9UhYWF2Kj/3ozxlrY7UefS6ARMXLJAJ3XN6C28bsT7tDx+MKjB6PipeReTCeBLpHJtYLel10joqbZJVxw3uaJ9QMklX7PWpGjkXFzeg8KEDBXVe0Tjh2TNBtzzMVszOD0Qm1Z7lLv8bTRo9HxcnoPPjWUAjBSDzjvmAkjreGQpjPBoCUA4dNxKfevWBCHtRj/5aRY1Fx0yMHzpoo7BgO4ZqV9fjBi8dx/+6jcFhMGAonsON3R3D/7qPYsqYJ925ejoc/sQoVbitODYawtrkCP7n+Hbj/oxfip9e/A06biMdfPdf4D0g1Sdm5+wg2LKvFLU/sxytvDeJDO1/A33zvT/jQzhfw7IEunOhLNejbsKw23ZRv9LG3PLEfz73RjecOdqN7JJLRTRcASh1WdI2EcahrBJ9c3YQar5RuCniyP5h+zFUr6tLzUBtjw7La9M83/OwvEATgkqZyNFW4Jm1kN9pcUFYwYW6RuIwef0T1cbKs4HhvAC8d68Px3gBkWUk32PvlXzrw2V/sS52E8+R+7Nx1FJ3DkYzXNR2iKKCpwjXl65jO342+zvGNF187PTzhvunOTwsDwWT6y2N0Drc9dQADwaRhcyCaif5AAv/2h6O4/tIm3LB2Aa6/tAn/9oej6A8kzvfUqMAMh86dsAmc+14bDjEPEo3VMRzCp9c2o70/hF+9+hbu3rQc37p6GR76+Cp85/mjaO8PAwA2LKtNL5wD52rZL33oAtywdgFKHVbsOz2U/v2GZbX435OD2LnrKO7ffRQP/P5c3XZmKJL+fHYOR7Bz11Hc8sR+/PnEAE4PhzPqL7NZRFOFC2VOG97oHEmfxDU6B6NrLMofrHdJK/GkjK8/eygjlr7+7CHEk/IUj8zdYJa4HWTcUo5GInE8d6ATd29ajm9ctRTf3LQczx3oxMi4xT/txkukG/8Bqdjd8dvDGIlwO41y0zOSTJ8kD4zmwf3oGdEnD/ojiQk17O1PH4CfsUs5eqMriPt/fyRjver+3x/BG136bIv0+dU/K31+1gyUmxP9QbT3h/HA789tm7f3h3GyP6T5WEOhRLrhFZCK2+1PHcBQiDmXcnOwewS3PTkuBz65Hwe7R3QZbyCovo7M9QXK1ZnhqGoePDMc1WU85l3SSo8/ppoHe/wxXcbjui5ppWskgj8f78d3r70I/3pNGx689iL8+Xg/ukf0ybupg+YnbqedGdRnPCpeg6E4/t9/Zx4T8//++ygGQ9qv7TLnUqFi7FKhYuxSoWLsUiE6mGXf3UGd9t1R8TL6mAIew0BaMToP7u8aUV0b29+lz/47Kl5DoQQeGHe+2AN/OKrb/i2jx6PiZWQeZL1AWuoaTqrWDF3D2m/zGzkWFTej8+BIJIlQNIEta1Kxu2VNE0LRBEYijF3KzXBIfZ1Vr/PZjR6PipfRebAvEMV3nj+O0dM2ZQX4zvPH0Rfg8TeUGyPP0+U5waQVPXKgWaO55T2b2ZTRFK+u1IH/72evppuV/GLPaVz3zgZ88WxjP8ki4o6NrXjg90fQ3h9OX13aYTGrNsEThNR/+wIxlDqsGc3s/u1vVyASl2Ezi6qPrS9z4BvPHsTOj6yAZDn3NzVeCde9swHX/3hPek5b1zbj4Zfb0TkcQXt/EPVlTkgWMT3+6H/V5jf25x5/BE0VU1+1emxDwrFzG41Gh2kAAQAASURBVP25wiXheG8A3SMRVHkkNPqcAIBnD3Slm+lJFhE7NrdhSY0bNz66F59c3TTpXKc7t6nIspJukDg6t2wNAtUaL0biMuRxzYy1nN909PijqvPq9bPwofw2EIylT0gdfz9RLrLlwR7mQaIMNrMJ4VgSP//fU7hmzFWct65bkG78ByBr/fVmtx/ff+E4tq1rzvidIKQ2OtTqQAHqzyUrwEAw9RkdX4d1j0QmbSptVI1F+YP1LmllJJJQjSV/WPvFN8YtacUkKvjwinPf25JFxPYNLTDpdKmOQJbPSYAHE1GOegJZ8qBOO+r6AzHV8fq5xkA56g/GEEucW/AVBCCWUHRbr+rOUjN0s2agHNktJtXtcptF+6KhP8icS9rItt9Nr0Y+/UH1nDu6RkU0XUbXntnyLvenUa56s22n6ZQHuf+OtFLutOL9rTX4h4dfObc+dlkLypwWXcbj2i5pJRBJqB4To8daK+OWChVjlwoVY5cKFWOXCpHR++6oeBm9f4v700grRufBrmH1/XddIxFdxqPiZfT5Yjw/jbRiZB5kvUBaMrJm4HYaacXoPBiKJfHV/zo04RjLB6+9SJfxqHgZvc7KdV3SitF5MBxP4pqV9en+TaN9kCJxNlGj3BiZB5lzSSt65ECdTifOP8PheMYHMRhLZvx81Yo63LfrXHPASFzGbU/ux4Zltemf79t1BBfMcUMad0KVZBGhnG2KcqTHj4+9qxE1Xin9OKfNDMkiYl65U/WxktmEa1bWQ1Fk7Njclv6bq1dOnNPO3Udw1Yo6SBYRf3lrCCf6A9ixuQ0mAenHqY8hZvxc6Zam9b5VeSRIFhGPv3IaW9c2Z4yxY3MbTvQH8KGdL+BvvvcnfGjnC3j2QBdO9AXTjf9G533jo3vRPXIuGU421+nObTKyrODZA10T5iaP7+Y37nWOn8v4XoFazW+6qj029ffIYzNsDkQzUZUtdt2MXcpNtliqYh4kyjAcjiMYS2LDstqMhtejjfvGylbLjta74z29r2NCHXjrhiU4PRRSfS6PzYSOoYhqHVblkTLq1rGPM7LGovzBepe0MtoQZSzJIkKyar/swbglrVhMZtz+zLgr2j1zABaTSZfxKtxW1dgtd1l1GY+KV9Y8qNM2P9cYSCtVbhuue2cDfvDicdy/+yi+/8JxXPfOBlS69ImlbJ8VrmlQrlw2M7aty9wu37auGW6b9tf3qnJniVvmXMqRz6keS2VOfWrPyiyxW65TjqfiVWlw7Wl0bU3FqyJLHqxwstal/JZUgNufHrc+9vSBCRfq1Eq2mqGCNQPlKGss6fAdzn0SVKgYu1SoGLtUqBi7VIiy7rvj2hjlKNs2ml6xZPR4VLyMzoPVXu4LJm1k3SehUywZPR4VLyPzIOsF0pKRxz0afYwlFS+j82BoXM8QILXvORxjEyrKjdHrrFzXJa0YnQftFnPGeeyjfZAki/bHtlNxMzIPMueSVvTIgbOm+d/4DQWLScj4WRCg+oUmCJk/D4ViE5qfbF3bjGdeSzVF+cWe07j3d4fxt++oT/++ym3Djs1t6BwKqT729FAIO3cfgSAIWN9SjV9vXY2fb3kH2uaWqM7JJCI91g0/+wuW1Lhx5YW1+OqVS1Wbs2xb1wyrSUj/vGNzGxp9zmm9b40+J3ZsbsNgKIaHX27HljVNuP+jF+I/P70aS2rcuOFnf5nQ5K99IKg671AskdFIUG2uucxtMif71RsQnuwPTvo6x89lWZ1Xl/lNlygA2y9ryZjD9staYBKmeCDReZaQFdUTUpOKTkfpU9Hy2k244/LWjFi64/JWeO36NEQhKlSVbhssJgEmMbOmHd/A+el9HRNqi61rm/HLV08DSD22xmvP+PtPvacZj+w5hesvbcLWdQvwbx9dgUf+fAo//mO7at25pNaLmx9/TbUOa/Q5sbTOO+E7wugai/IH613SSraGKC6r9ovGjFvSSl9A/YoxfQF9rhhjMQF3bsysre/c2AodPiZU5Ize5hcEWXW7UBTkKR5JlCkYS0642M59u44gpNMV5gTWDKSRhJzEnBIJW9Y04Ya1C7BlTRPmlEhIyDrErqCoxi0ErutSbmQoqvtEFegTS/GkrFqfJGTWC5Qbo/dJJLPU1rJOnxUqXiORuGre9Ufjuownillq3VlzBBJpZexFREdF4jJ6dLqicjCWwPYN42J3QwuC8YQu41HxkqFefwLa15/cJ0GFirFLhYqxS4WKsUuFKOu+O56YTzmKJtW392NJfbb3jR6PipfReVBW1PdJ6LX/jopXtnXWUEyfPGj0eFS8jMyDiWRSNW4TSda6lLtsNUNQh+MejRyLipvRebDCpd7Mx8fGlZQjo9dZua5LWjE6D/YH1Y/36Q/qc7wPFS8j8yBzLmlFjxw4a07vba3x4s6Nrbj1yf2IxGV8/4VjGT+bhNSHc+wbLFlEjD1nVbKIMAliuvmJWzJjWZ0Xr50ewoZltXj45XZ0DkcAnPuC3LG5DfVlTtSXOfF6xzC2/vxVXH9pEwQBUBTgkT2nsGFZ7dnmeEmIooCmCheaKlw43htQndOCSje+9uuD6bG6RiK4pKkc9WVO1JbY8Ze3BnH3puU42RdENCHjoZfa8dUrW/HzLe9ApVtCo88JUZxeBhLFVEPCxVtXo8cfyXj8S8f6VAPSaTOrzru+LNVg78ZH9+Lhl9tx9co6LKhy4ZG/vwSheBJVntzmNpnukUiWA4QjaKpwTft1AsCvVV67UfqCMfzHn9px96blCMcSsFvN+P7zx3DDe5oNmwPRTAyH43jopfaMfPfQS+2YXz7x80c0mfb+MA6eGcS/f3wVev0RVLgl/Ob1DpQ4LFhUfb5nR5Q/Wmu8+H2gB211JRl1WOdwBI/sOYUdVy9HIJpAtVfCqf4gbnjPAlS4begYCmfUsJJFhNNmyqglmyuduPvDy/HC0T4kZeDUQBCHewKIxGU8/HIq15tE4NL55aj02NA5PHkdtnZRFRZUuLCivhShWAL1ZU7MKze2xqL8wXqXtCIjidqzDVFkJbUYV1siQRG03znIuCWt1JY4VNdPar12XcYLRGS82ZlZW//uQAdqvJIu41HxMnqbP54UsOdkL374sYvRH4jC57LhiVdPYW5ZvS7jUfEKxRJZLlqjz8FE/awZSCOxBPCfr3Xgby+Zh6FQHCUOC3768glc984mzccaCMYZt6QJn9OW3p86dp/o+lZ9FnVHIoks9UmLLuNR8QrHZHjtIn70sYvRF4ii3GXDSDiKcEyfRpKDWWrrJu5PoxyV2C2qefeeTct1Ga8/kKXWXcuagXIzeiHX8etjFTodfOy0mvH4q0cyYvehPx7HTR+4QJfxqHj1B9S/w+eVa3+xM+6ToELF2KVCxdilQsXYpUIUzLLvLhhlUwnKjc1k7Pa+0eNR8TI6Dw6Gshzvo3KOHdFkjF5n5bouacXIPCgrAh5/9dSEuP3n9y7SfCwqftmOewzrUDMYORYVN6Pz4Eg0hs+9fxHuee5NROIyJIuIz71/EQI6XTCRipfR66xc1yWtGJ0HR3spGXW8DxUvI/Mgcy5pRY8cOGua/1mtJlzWWoNGnwPd/iiq3DaEYgncs2k5grEESh1W3LGxBbc9eSD9hXbHxlY88PsjAFJv9F1XtGJ+hQNb1szHnc+8gUhcxv0fvRD/+rsjE/5R5vrsePgTqxBPKDjZH0Sjz4mltV7cvP4C3Pjo3vQYW9c24+GX2yFZRFR5Mk+2bvSda5Y3+vfb1jVnNP5LBYCE470BdI9E4LCa8R9/TjUUFARAEACrWUCDz6na9G4sWU7NtXskktGIb2xDwrGqPJJqQFa5bRPmvWNzG+aVpxq7qDUS1Fq2uVW6s5/Qnu11qt1nlEq3DYd7Atj6H39J3ydZRJS7redlPkTTVe60YjAUwwO/P5q+T7KIKHNZzuOsqBCVOa14/cwILmwsRziaRC+ieP3MCP56We35nhpRXrFaTVjTVI6TQ0F89cql+NKvXk/XYdesrMcP/+c4PnHpfLxxxo8GnwPfe/EgYgkF172zAYOhGIBUnr51wxIc6w3g1691YvXCSphEQBREVHnM+P4LxxGJy6jxSvjMexfi3t8dRudwBD948Th2bG7DysYyiKIAWVFvqj1ah4migMZyFxp5AiuB9S5pSBHx2lsDeG9LbUZTszle7WuGCpd63PpcjFvKTUuNJ+PCFJJFxJ0bW9Eyx6vLeC6bGQurvejzRxGKJtEnRLGw2guXbdYsD5JGfFm2+Uud+mzzO6wmvHtxNQYCMYSiSQhCDO9eXA2H1aTLeFS8yp3qO1h8Tn2+w6uy1LqVHtYMlBurRcCF9T78w8OvZOwrspi137fCWpe00uhzTtgnumNzW/rCW1qr8thU6xPmXMrVQCiOLz99CFetqIMgAIe6Avjlq6fx1StbdRmvIktt7eP+NMpRpceGz75/EY72BCArgFkEPvv+Rajy6nNApcduUa0ZPHauMVBu3JJJdX3MZdNnm99hEXHNxQ246bF9GeM5rOLUDyYao9KtXn/qcSA796VRoWLsUqFi7FKhYuxSIapwWdX33XFtjHLksJpw3bvm4WiPH7ICmATgunfNg0Ov9QWDx6PiZXQerPHaVdczqj08MZ9yY/Q6K9d1SStG5kG3zYwNy2oz4vYL6xfzeF2akWyNJfQ4nsvIsai4GZ0HyxwSvvzyGxkNXh9++SR2fuRCXcaj4mX0OivXdUkrRufBSo8NX76sBV9++lxvpi9f1oJKrjFQjow8d4HnSZBW9MiBs2a1QJYVvHiiD0e6A6gvcyCSkBGMJeFzWSEHFMSSMrw2E+7d3IakrKDaK8FqFvCtq9swGIyh1GmFAgVWsxl1pRK2rGmCrABWc+okq/t2pRoANvjsuG3DEpwejOC2MQen7tjchvUt1VjfUo1Fn16Ng10jONztx8Mvt2MwFFM94UUUBaxvqU43y6twSTjRH8ho0LJjcxtO9Adww8/+gkhcxsoGLz71nuaMse+6ohX1pY4Jzf3qSx04NRhC90iqEd/Y5xk7ZwCqTQHVmhPu2NwGAKhwW/HIlksQiiXhsJoQS8rpJohNFS40+pw42R/En070ZzznZHMc+3dTyTY3vU4q0kupw4S7Ny1LH6RvEoD5lS6UObljkPJbid2KL1+2BF9++o0xX1hLUGpn8UO5WVDlVD1AYkF1YeVzIr0lEjKeP94Ht82EuhIJ/3pNGxxWE5xWM2JyAlVeKaMuuuuKVtjMIgaDMXzvuovQ44+hvT+I+3cfxWAohtsvb8G//eEo2vvDePD54/jW1cvx409cjN6RGILRBOxWAT/++Cr0BqKo8UhYOsebrtGKpQ4jY5Q5Lar1Lg/ipFwtrHLizLAPfzzWB1kBjvYEsKzeh4U61AxlTvXtNJ+L22mUG1EU0FAu4Ucfuxh9gSjKXTaYTIouF0kAgMYKO97sCeBzY3ai37GxFfMq7LqMR8WrxG7BV69sxcn+UDoPNvgcKHXo8/3dUG7Hm92BjPXOOza2oqGcsUu5KXNYcNcVLTg1EE7H7twyu26x21jhUK0ZGiscuoxHxavCKcFpNaX3S4kC4LSaUOnKfrGjmWKtS1qymoWMuLXq0LByVGM5cy5po6HUoXrCx9xSfWKpzGlWz7vOWXMYB2mk0iEhmRzCg88fT283fe3Kpah0aF8vAECFy4LbL2/B9qfOHbx0++UtqOC6LuWoodSOtwbDqQu3RhNwSmZYTAIay/TZ5rdbU00qx49n50milKNFlU7VxpWLq7TfJ8Fjx6hQMXapUDF2qVAxdqkQldmtqnW1z8FjzSk3c8sknOgLZtwnnL2/GMaj4mV0HlxS7ZlwgfmvXrkUS2r0uVAtFS+HTX2d1WHTqfmfweNR8TIyDzZXODEQjuLBay/CQDCOMqcFSUXGwgqeU0O5K3WoX0xLj21+I8ei4mZ0Hmyp8eDTa5txyxOZvTVaWOtSjoxeZ+W6LmnF6Dw4t9SJkyXB1HZaLAGn1Qy33YS5pax3KTdGnrvA8yRIK3rkwFlz1Hh7fxBdwxGYBGAoHMdnf3HuROdbNyxBMinD67Dg5sfPNSn5zHsXwm4R4XVYsf9ILx7dcxqDoRi+e+0KXLqgHN0jUZQ7rRAqXdiypgkOqwluyYJ9p4fTB1UDQCQu48ZH96J2yyVYWluC+ZUuzCt3YkmNB++a70OlO3tTO1EU0FThQlOFCwAwr9yJX59tBljpliAKwPr7XkiP9e5FVekTYUfHvuWJ/WirK8HhnkC6CUuDzz7hC3zbumaUOqzoHI6k57zo06vxZrd/QvOW9S3VWZsTjs5HbYz7P3ohGsucONTlx5Eef/o93bG5De+/oArPHeyedI5jx57M+LlN9h6Pbzg43QaDRhgOyej1RzMO0v/8BxZhOMSTlSi/mUxJlDqtE3aumEzJ8z01KjAne0LoGAxn5MFt65pxsieEtgYeJEE06lDXCCwmAR1D0YydLDe+byHmlNixc9fhCfXhjz52MTqHUk0v/uXsDsxR2586gBveswD3PJd63N2/OYSt65rR3h+Cw2JGuduFmx7fh/b+cHoh6IrltRBFASf7gxmNoPOtvqL8MhRMqNa7Q8EEGnzne3ZUSNr7wxgJxzNi6Za/vgDt/WEsrdO2ZuB2GmnlrcEgRsJJWE0ikjIQT8oIxmS8NRhEg8+l+XiHu4J44PdH0ldyAoAHfn8E83wOXDyPtTVNn0mUISvIyIN3XdEKkyhP/eAZONIVnLDeeduT+zHPt4qxS7kRkgCECbErCPqsV53sDavWDCd7w2irZ+zS9NW4JVR5JJQ5befWWkUBNW7t44i1LmnlZH8Qdz7zBjYsq4UgALIC3PnMG2gqP7fPU9PxmHNJIxaLgPs+0oZ4QsnYv2W16LO2ORKWMRCIZcTuF9YvxkhYn9qaitehnhF8ccw6fyQu44u/eh3zyh1oqy/TfLyRSBL/9oejGVeL/rc/HMW/XtOm+VhU3I72hdDeH8KO3x7O2LdV7ZGwfK72VwMPROWs4xHl4lh/EPePWWtVFOD+3x/BomonltVpG7vcTqNCxdilQsXYpULF2KVCNBJNwGYGHrz2IgwG4yh1WjAUimIkmjjfU6MCc7I3jM7hSEYOvPF9C3GyN4zlOuwjMHo8Kl5G50FZVmAxZV68y2ISIMuKLuNR8RoJq6+zVulwDMP5GI+Kl5F58ORgCD0jsQkX0jo5GMISO5tdU24GgknVfRI7rm7DvIrCHYuKm9F50GwWccXyWjRXutA1HEG1V0JLjRdmM5sFU26MXmflui5pxeg8KIoCVi+oxMn+4JS9fIgmY2QeZM4lreiRA2dN1doXjMIfSSAQS+LOZ97IOOj5zmfeQF8whjNDEZSevUJOJC7j3t8dRl8whm0/34vvPn8c117SgA+1VKFrOIrrfvhnfPo//oKPfv9PCMeSeN+SSlxQ48Gdz7wBWUFG85TR59t1qAfPHuiCLCvppn6XNJWjqcI17X/E8Y8bbdQ3qsJlUx37RH8w3VQPADYsq0031Rv9m/t2HcFVK+oyHndqIPNxo00BT/YHJ8xHEIAbfvaXrGOUOqw40h3AhvtfxA3/8Zf0e1rqsOLGR/fiQOfwlHMcO3au71W2xn/PHujCh3a+gL/53p/woZ0vpP+N8kEglsA3f/Nmxnvwzd+8iUCMO7Upvw2FFBzvDeJzj+3Dzb98HZ/7xT4c7w1iKJQfny0qHP5YEvftOjLh+8ofYyNJorGC8QTsFlO68R+Q+rzs+O1hvDUQwoZltRl/H4nL8EcSGI4kMRJOqNaPFa5zJ6Z85OJ69IykNmq//uwhfOpnr+KalfWo8UrpZoJvdA6n66qrv/MyrnnwZQyG4ly0oUmx3iWtRBMy7vrPgxmxdNd/HkQ0of3J8oxb0oo/nEB/IIYtD7+Cf35kL7Y8/Ar6AzH4w/rE0mA4jmtW1uMHLx7H/buP4vsvHMc1K+sxFI7rMh4Vr75AcsKa3S1P7EdfQJ/ttG5/VLVe7fFHdRmPild/UFaN3f6gPs11gllqhiBrBsrRoR4/2gdCGWut7QMhHOrxaz4Wa13SSn8wqlp7DgT1+f5mziWtjIQSGA7FM3LucCiOkZA+sRSKJ/D1Zw9lxO7Xnz2EUJyxS7nJvt0U02W8Xn8M7f1hPPD7o7h/91E88PujaO8Po0+n8ah4BaOJ9AmbwLl9W0GdTnA2ejwqXl3D6nmwa1j7PMjtNCpUjF0qVIxdKlSMXSpEfYEoOodTx0xsO3vMROdwDP06rSNT8QrE1Lf39cqBRo9HxcvoPHigaxiff+w17NyVWs/YuesoPv/YazjQNazLeFS8glnyoF77Zo0ej4qXkXnQH0mmG14Bqbjd/tQBBCI8F45y1xuIqu+bDWhfMxg5FhW385EHzWYRy+eW4gOtNVg+t5SN/2hGjF5n5bouacnoPDjTfklEYxmZB5lzSUta58BZU7mONgsyi6LqQc+yAtXmd6M94CJxGTt3H8Gmi+snbHDc9PhrCIxrnCJZMt9aySIiKWPK5nWyrOB4bwAvHevD8d7AlE3oqjxSxlgOm1l1bMliynjdgqDeoFAQMh/ntJrTDRHH/l2PPzJhLt0jkUnHuGpF3YQGTjt3p97zSFye0Mgw2xzVxp6pk/2TNzc83/wR9WY8XOijfOePJtQbtvGgecpRMKqeB3kCBlEmRQEGgnHVz0uZwwrTuKpfsohwWE24oMYNj6RePzps5vTPc0sdWeu40Z87h6N5XVdRfmK9S1rpD8RUY2kgoH1TM8YtaSUYU9+pHdSp0XWJZMHO3RO/z72SRZfxqHj1Zcm5fQF9mjz4XFbVerXMySvgUm76AuoNUfQ6MI01A2llJBJXPZB9JMJal/KX1SSq1p6W8YtUGskWu/4I15EpN8FYEreN2067TcfttJGsscu8S7mxW0yq2002iz55151lv4JLMmd5BJG6bHlwRKfvcOZd0ordqp537VaT5mNxO40KFWOXChVjlwoVY5cKkcNqxs/+3I7rL23CDWsX4JOrm/CzP7fDbuH6AuXG6BzInEtaMToPdo9kuYjMCC/qQrlh3qVCZWQeHAiqH2PZH2TOpdyVOdWPoS3V4RhaI8ei4sY8SIWKtS4RkbGMzIPMuZTPZk3zv8DZD+K8cqfqxqeiqDe/U8b03hs9ETDbCYI9IxFIFhGPv3IaW9c2p8eRLCK2rm3GL189PWnzOllW8OyBLnxo5wv4m+/9CR/a+QKePdA1aQPARp8TOza3pcfqHAph27rMsbeta0apw6L6usf/PNpMcnTOn398H657ZwNqvFLG31W6JYw3vhHh+DEmazgoWUTUeO3TmqPa2DM1vmHh6Jy0bDD4djizHiw6az66VKAC2YofNmyjHHns6icPeXjyEFGGeEKBAvXayWkzY3G1Z0J9+PnHXsPnfrEPw5E4bnzfwgm/7xwKpX/GFI2jUyf1mfK6rqL8xHqXtJLtRDubDrHEuCWt9PjV15h6/fo0oeoPqY83EOJOdMqNy+AmDxYR2H5ZS0a9uv2yFpi1P5eaipwjy3e4Q4cT8wHWDKSdSFxW/Q4ff58WGLeklVAsqRq3IZ0aqLmzXBzNZeM6MuXG6O20bA3bxt9HNBWXzax6nIhbpzwYjidUj4kJx7kvmHLjzPId7tQpdlnvklbMIlTzrlmHUGLcUqFi7FKhYuxSoWLsUiGKJpK4ZmU9fvDicdy/+yi+/8JxXLOyHtEET7Sj3BidA5lzSStG58Fsx0wwdilXzLtUqIzMg9kupOXmuXA0A0PhuOq+2aGw9heONXIsKm7Mg1SoWOsSERnLyDzInEv5bNZEYZXHBskiomMolLUx3/jmd9vWpe4fJVlEVLhsqh9on8uG7794Ap97/yIMhmJ4+OV2bFnThG9dvQw3vGcBHn65HZ3DkUmb153sD+LGR/emTyiIxGXc+OhenOwPpv9GlhUc7w3gpWN9ON4bAACsb6nGr7euxs+3vAPvb6lGc5ULW9akrvyzZU0TmqtcWFzlyWgS+PS+Dtx1RWvG+7Bjcxvev6QKW9ctwPWXNuHhl9vR3h/GfbuO4OqVdRl/1+hzTpj/+EaE48cwCdkbDu7Y3IaWmunNUW3smcrWsFDLBoNvhzPLQfo8WYlmYnz+mKyx6Nvlc6lf5cPn4FU+KDdOixmf/8CijDz4+Q8sgsPKPEg0VjiexOlB9SbQklXED188hrs3LcfdH16KLWua8NBL7QCA6y9twtGeAJbWenHje5vT9WONV4JkMeEbVy3FtnXNKLGrN5JWlNR/77qiFXOyNHLOl7qK8hPrXdKKkSc4M25JKzVe9TWmKo9Nl/GyrmnxaoyUI7tFmNA8+sb3LYRdpwYloiDCaRXw4LUX4V+vacOD114Ep1WASZg1S9ukEafVpPodrlfzP4dNfTwn1zQoR/PKnWjw2fGp9yzADWtTtwafHfPKtdtXMoq1Lmkl2/63Ko8+60Q2i6C+LsYGapSjao+x22nZ8i7rBcqVxSSi2itlHCdS7ZVgMemTB902Cx7ZcwrXX5oa7/pLm/DInlNw2yy6jEfFy51lu8mt03aa3eDtQipedosJTqspI+86rSZIOlytgttpVKgYu6QlI497ZOxSoWLskpaMyrtOqzljfeGTq1PrC1wbo1wZnQOZc0krTqsZO3cfyTiHcOfuI7rlQa9kwZc+uBhb16X2OW9btwBf+uBieCSu61JumHepUHkli2os6ZEHPfYsx7Wz6RXNgEcyZ9k3q308eSQzdh/qwt2bluMbVy3FNzctx+5DXbpddI6K1/nIg0auI1PxYq1LNH3Mu6QFI/Mgcy7ls1kTha01Xty5sRWnB0N4Ym8HbnjPAlR7JJwaDOHhl9sxGIrhzo2tCMcSuOfqZfBKFoxE4xgMxQCkPri3bliCvkAYd394GY72BiArqYZ2S2rceGsgiA9fVIdoIokb39uM5io36sucONEfwL88sR+RuDxl87rukUh60X5UJC6jvT+YfsyzB7rSDQJHn299SzWaKlxoqnABAOrLnGgqd6HHH0GlW0KjzwlRFLC+pRqLt65O31/ntaO50oXukQh8ThtkKAhGk/jFntPoHI5kzOHCuSX4+ZZ3ZDzfeGpj1Jc6sKK+FD3+CKo9EhZWefDZX5yb/1evXIoV9SWoL1Of49jHTzb2TI02LBz/nmrZYPDtMJmA2pLUQfqyAohC6medjtGnIibLCv5rfyc++4t96Vj/1tXL8cHWGk0/U6NMAnDXFa24ZUz+u+uKVsYu5WxehR3tg6GMPFjhtqGpwq772GvWfQBdPb1Zf19dWYHnd/1G93kQTce8cie+8us38Il3zcv4vMwtc8AsCrj2nfNgNQmwO6246fHXUeOVcO0lDemDRh58/jjuumIpltdL6BmJwWYW8cMXT+Az72vG4ho3onEZX7tyKb74q9fTef1rVy5FicOM9y+5BC01XoiikNd1FeUnySKitsQ+rt6d2EiSaCp2q6C67WS3al/rWs2CatxazdqPRcXNahZx++Ut2P7UgfR35+2Xt+iWA0sdJtXttDInT26m3IiigEq3LSMPVrpt0GF5AQAQSyQQTQBbHn4lHbt3bmxFPJnQZ0AqWk6bCTXezHqhxivBadMnDwoCMGdcfTKnRAIE7tim3MzzObF17UL8yxPntsm/csVSzNNhe5u1Lmml0efEz/7+YsQTQnofn8Ws6LZOJIqCas7Vqz6h4mWziLjj8hbcNmY77Q4dt9NcNvW1MZfEtTHKTa8/gh+9eAKfXDMf4VgCdqsZ33/+GD7zvmZdxhNF4LPvX4SjPanjZsxnfxYZupSjCo8VtaXj8mCpHRVefS5WYclSM1hYNFCOmiocCMTiaBbc6PVHUeG2IakkMb/SoflYVgu306gw8bhH0orRxz0y71KhYt4lrRiZd2VFwfV/NQ9f/a9D6bG+9MHFUBTuS6PcOGxiluPGdFrXldTXdZ02Jl3KTSwhq55DGE/IWR7x9iyqdONEfzAj7379qqVYXOnWZTwqXibR2NqTxzGQVi6o9qB9IDQhlpZUezQfy2ISVPd/MG5pJqxmAf/4fxbg9qfPHcew/bIWXeLJbhVxzcUNuOmxfRnH6zp0qq2peImCgLlljgnnOJp02i9r9DoyFS+j11m5T4IKFfMuacXIvMucS/ls1jT/s1pN+OuWKhzo8qOpwoXjvQE89NJJvHtxJT77voXoDURhNQvw2O040RfAyf4QXj7Wi0e2XIJQLAmLScRIJIYyhw3tAyE8+PxxROIyGnx21JU2Y/tTb2ScOP1XTeU4PRxOXZFsyzsRTyZR5rSlm9fJsoKT/UF0j0RQ5Uk1uXNYzWjw2bFhWS2Es/nh6X0d+MtbQxgMxbGgwplupgKkFvVvfHQvFm9djaYK14TnXNXoy/hyFEUh3SRQlpUJjQS3rm3GI3tO4ZOr5+H7L5xINwCULCIafM50c0E1o2P3B6OwmkTIMuCPJPCX04PwOW1Y1egDABztDWQkQ4/dnG78N5aiTHz8TL/oEwkZBzqH0TkcQY3XjpYaD8xmMf2ejG84qNZgcOx767CaEUsm4Rvz76kbRYDNLOCdTT70BqKocNkwEo4CCr9AKDdHe0bwo/85jrs3LUc4moDDZsaP/uc4miudWFjt1Xw8r8OE6rgVP/rYxecOdJaT8NrZVIJy0+tP4KE/nsB172pKx+6P/3gcLTVeeHTu/9fV04sVn34g6+9f/fan9J0AUQ7mV7hwy18vwYneAJor3QjHEih32dAxFMbnfnEwXe/dc/Vy3Lx+EcpdNpweDKHUYUXncKoB9S1PvI4ta5qwc9fR9EmtCRnY+vO/YMOyWtgtIn74sYthFgVIZhHxpILhSBwuqxkdwyF0DUdht4iqtS9RNglZwYtHunHFinr0na0ZfvXqKTSWzzvfU6MCE08KSCTiuHR+Obr9qW3i0/0jiOvQFyqZJW4bfI3aD0ZFzWWz4EjXEP7946vQe3ZN4rcHOnBxY5ku48kK4HNZ8OC1F2EgGEeZ04KkIoMXV6JcmQUR9/7ucHoNU1aAe393GN/+yIW6jGcxm/HI/x7OWNP48R+P44sfWqLLeFS86ksc6AtEUeU5t9aalJNoKNH+xHwAcFpN8LksqHSPGU9JwqVTs0EqXif7g9i5+zCuv7Qpve9o5+7DWF7nxYIqbU/EiCXUa9260kZNx6HiF40mcHowmm4KdbQngPmVLlxQkYDdbtF8PJMg4D9f68DfXjIPQ8E4SpwW/PTlE/jUe/RpekXFyyNZUOU5u3/r7Pd3LJGAW9I+bgEgnlTw0EsT94F8+fIWXcaj4uVzSVhc7US5y4o+v4IKlxWLq50oc9p0Gc9lM8EtmbCyoTRjjYG1LuUqFFHwrefeTK8xJGXgW8+9ie9fe7Eu4yVkpGuGwbOx+5OXT+Af1rBmoNxYYEIwIiOeTCIcS6I/GINFFGCB9nkwmWU7raGsUfOxiDTF4x5JI0Yf98i8SwWLeZc0YmTetVtNeGpfx4T9wG31XBuj3CRloMxpwTvdmfuBZX36pyESl7Mc89ioz4BUtGrOXih7bANAySKiukSfkyRODQXxk5dPTsi7S2rcutTWVMyMrT2TSW6nkTasVhPWL6nGa2eG0+dfL5vjhdWqw7qurOCZfacn7I/Yum6h5mNR8bOaTHBahYzjv4dCUdjMOuybVYDfvnEG3732oozYXVjFfWmUG5fNDEWRsbKhFIOhOEodFgyHY3DZ9GlrYvQ6MhUxg9dZuU+CChXzLmnGwLzLnEv5bNY0/4vFkvjNwR588Vevp5uf3LZhCYbDcTz00kmsXliJ7uEIltaVwGExYUmNB0trPVAgQIGM54/0Q1aAlhoPdvz2zfRJVouq3Hh631sTFr+rvRL+fGIAXsmC5ioXRiKpjgM1Lhu6g1G8emoIXxozl7uuaMVzB87gH9cswO3PHMi4v8HnwFsDYXQMRVSv6tPjj6DR55zQzO+uK1qxuNqNxVXnmt2NOtkfnNBIcOfuI7h703Ic7fHj9stbcP/uI3j34kq0zvHCH47jj0f74LSlGt+ldogB3SMR2Mwi+oIxKIqCWDyBo30hyApgEoD55Q70+WM40hNAmcOC104PQ1aA59/sweqFlTjeE4BXsmAwFEO1147ukQg+/R9/mdCQ8Ob1F2B9SzVEUUAslsRrZ4bRNRJBjUfC0nGLbOMbEZ7sD+F4bwCP7jmNwVAM39y0DBdUe9AbiKLKI2GOW8JAMIZANAFRiOJItx/lLhtEEfDaragvdeC5g90Z7+3tly2BXK7gwJlhVHkktFa74bBrf+Xx+eV2HO0NYtsj/5se+ytXLsX8Cp07XlHR6QtEcd275uFojz/9+bzuXfPQF4hCj2XjSBzo8cfxpV+9mo7dr165FCUOfU4woeLV6w/hE3/VlG5IIgjAJ/6qCX2BMOZXZm9KSzTbJBIyAtEEdvzuSEbeXVjlwo7Ny+GymRGKJjAYTuC+XUcyaq2HX25PNwA0iyI+9Z4FEARgKBRDY7kTN69fDFkGTg+GEYgmYLeY0B+Iwesww2oWcHoohJFIAkfOnsxtEoDWWi9W1Jex8R9NKRJPYPXCKrx8PLW9daw3gNULqxDRo2MbFbUFPgfC8RhGL/6tKECtz4kF5U7Nx4omkrh0XNxeurAK0URS87GouNV57fjQsjkYDR1BAD60bA7qvPps84djCrqHY/jymCs/fvmyFvi4nUY5GgzF8KX1i+Bx2NIN/5fWuDAYiukyXjSeUF3TiLJeoBwd6w+heySGf3li/7m11itacaw/hKV12q/tykqqoY8syJBlIJ6UkVQUNl2lnHUMhfDRVQ2493eH07H7mfcuRMdQSPPmfwk5iYvnVeAT/35un8SdG1uRkFnrUm7e7PGj2mNBtftcg3YgiTd7/Ghr0L7ZdTCawOaVDRAAKAAEAJtXNiAYZb1AuZHlJIbCSdz8+Ln91d/48DLM1SkP9gdiuGpFXUate9WKOvQH9KmtqXg1lztU16uadVgbA4BEEghEkjjSkzr+w9QHLKh0IcFdd5Sj9oEg2vvDeOD3Ryfc31ytba0LAPFkAhuW1eKV9sF07G5YVot4kjUD5eZwXwDRZBJHe4LnjpGrdOJwXwDL55ZqOlY0mVTdlxZNcjuN8huPeyStGH3cI/MuFSrmXdKKkXk3EImrjhWIxDUeiYpdY6kdb3YFJpy3cGFdiS7jReLq9UIkznqBctPoc2LH5raMc9V2bG5Do0+fdV2ja2sqXkbXntxOIy1ZrSas1OkC3WONhOPYsLwuc3/E8jqMhFnrUu7mldnxZncAWx5+JSPvzivTPu9GE0lcNi52L1tex/MkKGf1ZU4c7Q1gz9lYEgVgWZ0X9WWsdSm/sdYlmh7mXdKKkXmXOZfy2axp/neoezjd+A9INbu745k38O2PXIhrVtXjweeP4ZqV9fj4mBOatq5txld/fRA3vm8hSuwWBKJJuCUztq5rxr/8KnWC4MoGL65eWY+bHtuXftz2DS0IRhN4cm8HrllZn7FRfcflrYjEE/jqfx3KmMstT+zH3ZuWp59n7P1b1jRh566j2LZugepVfSpckmozv9HHHury44rltekGgLKsoL0/qNpI8GiPHzt3HU2f0BWNJ9AbiGLrz8+d4PDF9YsRTcrY8dvDGe/V7kNduHplPR58/njGSWEjkQgUCDhwJnXgt8tqwvWr52HHbw/jmpX1uPaHf07//bZ1zSh1WNMNaHbuPoLrL23CjY/uxeKtq1HnteOp18/gljEnaH7tyqVo9DlweiiCOV4JA6EY7vrPN3DNynrs3J3Z3ObZ/Z04PRjG5x97LePf5NE97Vi7uDrj7++4vBUOawh9gWj6vV1W68E/vXsBIokk/nisP91Q8M6NrfjrlirNGwAe7Q3hX8bF7b/86nXML38H2uolTcei4ua0WdDeH8q4LxiJo6HMoct48aSM+3YdTjdKBYD7dh3Gv17Tpst4VLwcVgu6/TEc6z130HxThRN2y6wpYYim5VD3ML74y8ya4Uu/eh33bFqOQ91+PL2vAzevvwC3n232M/o3o7XWA79P1X8LKl248dG9WFjpwj+9ewH+fGIA8ytc+OZzBxFLKLjunQ3p5oENPju2X5aqe102M57c24H2/nC6pltQ4cK8Cp7pR5Ozmc0IRIIZ9wUicdTrVKNQ8eoYCaG9L4LbnjowZpuuBWWOEJo13k6ziqYJB1+MhOOYq9MVd6l4nRnx4/RgBEfP1rpHewKYX+FEmdOPxvISzccLx5Ppxn9Aqhb48tMH8OOPr9J8LCpu1V4bDncn8NKYHR4LKl1o9OrTSNLoNQ0qXgn53DbQ6HrVzt1HdFuvkmX1higyN5MoR06rOd34D0h9h9/7u8P4ySe0/w4XIOLWJ/dnjHXrk/vxsA5jUXFz20W80RnHkZ7BdK27oNKFJTXaN1sFAI/dijPD/oz9h3dd0Ypqr/ZNg6i4BePJjAsBAsCO376J+z/apst4JQ4r3hoMZ9wnK6n7iXJxuDeASCyBhZVuBKMJOCUzQtE4DvcG0Fav/QlMCVmZcCJ+IBJHgp2uKUclDgtWNnhx3buaMi64WmK36DKe3WLBSCRzjWEkkkCDTieZUPGSZQUj4cymkSPhBGQd8iD3pVGh4nGPpBWj9xEw71KhYt4lrRiZd7kfmLRypDeIL/1q4vGzTeXvQFu99scxsF4grYiigPUt1Vi8dTV6/BFUuiU0+py6XXideZe0YnTtybxLhYg5l7R0pDc4Sd7Vtt5lziWtiKKAtYuq0FTuYq1LBYW1LtH0MO+SVozMu8y5lM9mTeecrpGYarO7WFLGnc+8gesvbUo3fhv93c7dR7BtXTPODEXSTU7GN6i77l1NExr23f7MATx47UXYsKx2wnPe9tR+/NtHV6jPJZFUvd8sppr2PbrnNLata86Yy/bLWmA2AWeGIqqPlRXglif2o7nSheVzSyHLCp490AVRgGojwaR87rG3Prkf92xajs+Ne339oVi6wd/Y90qteeGtT+7Hzo9ciGO9gYymgNvWNeMjF9enX8vo39+361wDmtH7BCH13x5/BEOhWPrEndHff/FXr2PbumZ849k308999UVzVf891eZ421PqjRdve2o/7t3chheP9qUb//3NqgZ8ZsxVlbaubcbDL7fj1if3Y165U/Mrf/T41eO2xx/TdBwqfrFkEkPhxITPYTwpT/3gGRgOx1UbcA7zCjWUo3hSxpmhyITYrWNzHaIM2WrdQ91+fP+F49i6thnHewOqfyOcrQvv3NiKbzx7EKUOK65ZVT+h5pEVJV271XglXLOyHv/fT1+dUBd1Dqdq52V1Xjb/oykZXaNQ8RoMJtON/4DRbboDeEiHpmZRWYY/MjFuYzLjlnIzEJDRoVrrOtBYrv14/UH1eqE/GNV+MCpq4ZiC04PhCbE7t1SfHR6sF0gr2dar9LqicjwpZ/mscE2DcjMQUv8OHwhpH7t9AfWx+gLcJ0G5CUTU64V6neqF0Yuijb9I2k+uf4cu41Hx6gvEVOuF/oA+9UI0kVRdY4gmeCVRyk1clpFUhPSxHaPHksR1Wq/idhppxSRiwgVXb7+8BSaTPuNFklnyLq/gTDmKZ9lPoEfeZc6lQsXjHkkrRudB5l0qVMy7pBUj8yBzLmnF6BzI2CUtiaKApgoXmgw43pqxS1ph3iWaGuOWtGRk3mXskpZY61IhYq1LND2MXdIKa12iFPF8T8AobskMyZL5ciWLiBKHJaPB3FiRuIy6Uodqg7qrVtQBAMLRhOrjukeiWZ8zGEuqzqXCbVO9v7E8dYXpzuEIHnqpHd/5vxdh67oFuHvTcnznv4+iaziKKo+k+lhFSY3ZNRwBAJzsD+LGR/dCEARsW9ecfszoiQu/fPX0uLlOfH2yov66sr0XZlFQfQ/rSh1ZG9CMfw2SRUSlW0KPP6r6mDKHNeO5K1w29TmqvJ7J5n6wawTy2fE/uWY+bn8ms5nEzt2pWIjEZfQGtD9ZPlvcuqRZ07eTNBKJK6qfw3Bcn2LEZjapNuC0mXU6Sp+KVigmq8ZuSKfYJSpU2WqG0Vpw5+4jaPA5Vf9mUZUbW9Y0wWu3oL0/jKtW1OHOZ96YkMPH1ldXrahTzfOjNXIknjrhhWgqRtcoVLy6s2wrdvu1306LJdTjNpZQNB+Lips/llCNJX9Mn+9Qn1N93cnn1P4q51Tc/NEssRvVJ3ZZL5BW7Baz+nqVRZ+1Vn80meWzwqYSlBu7RX2b327Rfq3VxX0SpJGRLPXCiE71Ql9AfZuwT4d9d1TcJLN6vWDVaf9WNMsaQ5RrDJSjRBK4/enMYxluf/oA9Oojye000kokrmD7uIu6pH7WJw9mW9tl3qVcGfkdzpxLhYrHPZJWjM6DzLtUqJh3SStG5kHmXNKK0TmQsUuFirFLWmHeJZoa45a0ZGTeZexSoWLsklZY6xJND2OXtMJalyhl1jT/iyQS2Lp2YrO7QDSZcd9YkkVEKEtTuNEGdQ7b5Cddqf3OLAoT5rJ9QwuO9wRU53hmKJR+/GAohlA0gZ27juJwtx/t/WGEYgk0+pzYsblNtZmfZBFR7ZUAAN0jEUTiMoaCMTz0Ujv+5YMX4Nt/04YHr70Ij+w5hc6zTQJHn8Nhnfj6TIL668r2XgRjSdX3MBRLqP69KJz7/1vXNuOZ1zqwY3MbGn1OOKymrGOPfe5sc3GqvJ7J5p6UgcdfOY2ta5uzNg4Uzr4fLqv2XyDhLHEbjfMEUcpNIKIevwGdGjMNh+Oq4w2H47qMR8UrkOV7OKjTSaKkvTXrPoCFS1dkva1Z94HzPcWikK3WHW3sHInL6BwK4dYNSyb8zT3PHcLcUgc6hkKQLGLWBtZj66VsfyOMqePcPHiUpsHoGoWKV5VHvalZlUf7pmZZ45b1CeUoEldfL4nqtGgcjsdV64VwnLFLuTH6+5v1AmmlP6jeGGogqE9jKMYuacVqnngxp23rmmE1C1M8MneSRX0syaL9WFTcjM6BWfcfWnlBIsqNP0vsBg2udbkPhHI1EFS/Au5AUJ8rj7PWJa30Z4ndfqNjl3mXcmRkHmTOpULF4x5JK9wnQTQ9zLukFda6VIiMzoGMXSpUjF3SCvMu0dQYt6QlI/MuY5cKFWOXtMJal2h6GLukFda6RCmzpiOHV7LgkT2ncP2lTRAEQFGAR/acwrWXNGDr2mY8sucUtq5txs7dqU6do0lhMBSDZBEzPsRjG9T9+I/HcfvlLekrUUsWEdsva0E4nsDT+zomPOcdl7fgBy8eQ8dQFFvWNKG+zIF55U587ddv4O/e1YR7njs0YY4b22rT426/rAXf+e9jkCwiFCV1X32ZE6IoYH1LNRbecCkOdI7gWG8AD7/cjsFQDHdd0YqWGi8AoMojQbKI6AtGMRiKocsfxZP7TuPv1yzAp969ALeNeR3b1jXje88fm/AayhxWbL+sJX3l+NH36sd/PI47Lm/FbU/tz7i/ZySi+h4OBGMTnvsz710IWVGwdd0CrGwoRSiWxA+uuxhNFS6IooAypxXb1jWnO6qOzvP0YCjjuTuHQhOe+9YNSzAQjOIz712Ie393OOPf5Md/PK769w8+fwydwxE8/HI7dmxenjUWtq1rhsum/QlEpXaratzeu7lN87GouFW4rarxW+Gy6jJeuUt9vHKnPuNR8Rpt5DMxdrVv5EP66OrpxYpPP5D190/fvBELl67I+vve7m5UVFVl/X11ZQWe3/WbtzXHYjC21m30OfDWYAgPv9yebuwsWUTUlTnxwxeP4d7NbXhrMIRF1W682TmCOy5vhQwZZlPqBP9IPKn6uTs9GErXYaP3jf+b0fr0rita4bLNmk0NehuMrlGoeNnMwB2Xt2Rs095xeQv0SEVZ45a1LuXI51SPpTKnRZfxPJL6GsOOq9t0GY+Kl9Hf36wXSCuVbvU1hkq3PmsMjF3Sit1qgtNqwpY1TZAVQBQAp9UEyaL9PgmryYQSuzljrBK7GVaRDdQoN0bnQLfNrLr/0M31KcpRlUc9divd+sRutvqknPtAKEfZ9qex1qV8V5UlD1bpFLvZ8i73PVOujMyDzLlUqHjcI2mF+ySIpod5l7TCWpcKkdE5kLFLhYqxS1ph3iWaGuOWtGRk3mXsUqFi7JJWWOsSTQ9jl7TCWpcoZdac8WA1m3DDexbg1ifPNQK464pWfHv3EcQSCq5eWYf6Mju+d+1KHO72o7nKhXA8iTleO+aWOfDZX+xLP+5z718EWZZx7+blsJlFBGJxfPfai9AzEkWVx4Z7fvMmegMxXLWiDj6HGQ99YhV6/VFUum0wmRR87F1NCEYTcEpmuCUTlteW4BOXzsc3nj2Ia1bWZzSgu+uKVjSVO7Goyo1ylw2xRAKf+8AihKIJKBDwrauXAwBkWYEoClhQ5Uajz4kDncO4cK4XbsmKWELGqcEQGn1ONPqc2LG5Dd949iA+896FCMYS2NM+jD0Pv4Iar5ROiu9sKkMolsThngB6X25PNyrsGo7gh388gQc+ugL/+enV6PFHYDGJ8Edi+KsFLbigyoMV9SU42htAIqng9GAYc30O3HVFK255Yv+E97C+3ImfXv8OdA5HcLjHj3//40kMhmK4c2Mr3DYzShwWiGc7LcqyAslswqJqFx689iJ0j0Rht5hgMQn46n8dBJBKrndubEUymcRQJIEffexivHS8H1aTiERCxteePYRShzX1ekod6A1EMafUhi98cAmGwjH85BOrcGY4gqO9ATzy51P4yMX1uG/XEXQOR/Cj/zmm0kyiFZF4AiVOK0ocouZx67SK+PTa5oz37q4rWuG0aT8WFbc5JSbcubEVtz55Lpbu3NiKOaX6nLRZ4VYfr8LDk0QpNz6XqBpL5W7mwWKRVDBpc8Anbto46e9f/fan9JhWwbGaTfjMexfiC798HQsrXfibdzRgMBQDkKqPvnrlUpgEBe9eVIWvP3sQ29YthCgouKDGiwNnRuC1m9BU4YLTakKp04q5ZY6M+uOrVy4FoKC21I5/3dyGaCI5oQH2rRuWIBiJ498+ugKCqOCCKs/5fVOoINRmqVFqdapRqHhF4goOdw3h3z++Cr3+CCrcEn53oAMNPofmYxldW1Px8jmsuOWvL8Bd/3kwHUu3/PUFKHPos2hsNQNb1y3Ev/zq9fR4X7lyKWz69BqkIlaXJQ/W6ZQHvXb18bwO5l3KTdbYLdEnlqq86uNV6TQeFS+PJKLMZUNfMJa+r8xlg9eu/fpYiUOAS7IAI9H0fS7JghKnoPlYVNyM3kfgc4uoLbFnNK6sLbHDx3VkypFbEvG1K5fii2O2m7525VK4dci5AFBVor4PpLqEsUu5KXOYcMfGVtw2Jpbu2NgKn5P7gim/VXqyxJJbn1hySYLqeG6J9S7lpibLGkONDutj3JdGhYrHPZJWjN43y7xLWhoKR3C4K4jus+cXLKx2osQu6TKW0yriW1cvRVIW0eOPoNIt4T2Lyph3KWdG5l0ef0NaMbr2ZL1AhYp5l7TCvEs0NeZc0pKReZc5lwoV8y5phbUu0fQw75JWWOsSpeRN8z9BEOYCeAhAFQAFwIOKotwnCEIZgEcANAI4CWCzoiiDuT7/3DIJvYEIHrz2IgwE4yhzWiCKCr51dRv6g1GU2q0YjsRgs4iYW+aAZDHBaxcRT8owmwTcs2l5umGfKAADgShMJgGHuv0od1khINVYxWE14aOr5qInEEdThRMumwk2U+oq0YIg4PRABMd6A3h0z2kMhmJ44KMXYt/pIYgCsOPqNljNAv5qgQ/BaBI2s4i+YAxnhiMYCEahKIDFJEAQBCQVQFEUHO8L4q2BEJbWeRGMJuBz2mAxCzCJAgZDCfzTT/+S0bSlqdwJi5h6PfFkEmaTCVaTiAafEx1DIQSiSTy9rwOLq9wodZrx8CdWoWskCq/djD0n+rByXjkafE5E4jIspgQEQYasCAjGZHgkBYlkEsOROKIJGcfHvM57Ny/Hjz52MfoCMVR5bBAFGbIiYiQch6wocEsm/J/mCrTO8WL/mWHs+O1hDIZiuG3DBRgOJzC/ItWMccdv35zQIPFbVy/HvZvb0DEUQZXHhpZqF472hdA5FIHVJGJBpQs3PfZauunf/AoX6krsGAzH0OBzwGoWEU8qSCQVWMwmvH9xFRp8DrTO8cJlM2HbumYEY0mIAjC/0o6HPrEKPWebOYZiCTisDtjMCmq9bs0+D6Oayj04MxzFg9dehMFQHKUOC2RFwfxyNtOh3AgAVs1z46GPr0K3P4Iqj4Qqjwl6HcJuEoHWWlfGeG5JhInHEVGOvA4JC6sS52LJLcFmUeB16HMQHOVuzboPoKunN+vvO850YoWO43ecPo2FS7OPUF1Zged3/UbHGeSHurO17k+vX4VQPIlgJIn7PnIh7BYRwVgSFWebSK9qLMO8cicq3DaMhOP4zn+/iW3rmiGIIgaCcUgWEQfPjKDKK+Hh61ehdySKeFKG1WxCQpZhEgRUum3oGI6gqcKOn31yFfoDcbjtFvgjcXgrXXBYTFhY6YbVyg1empoAIUuNwhPtKDeVbgs+uGwOksnUz6IAfHDZHJQ5tO9qJgC4uDEzbivd+tXWVLxqSxyocAdSa06xBJxWMyxmAXUl2jetBACPXUSjz5YRuyZRhkenJhZUvCSbhBX1yIgln9MEyabPdprVBFxYn5l3y5wmWBi6lCPJJqGpIjEuDyq6xa5JAFaMi12f0wQTiwbKUaXTjgpXFD6nD73+KCrcqX0slU675mPZTAIWVztR5ZbScVvqMMHGwKUcCYKAC2ocGTnQYU3drweLKGBRtQPVnnOx67WLsIiMXcqNxWzGhfWuCdv8JpM+h1UIANrmZtYLpQ6uMVDuatxOLK2Vx+2bFVDjduoyXjIJrF6QGbv1pSaEYlM/lmgsr0NCuTvzWK6kIqPEqc92mmQRsbDKnhG7NrMCiYsMlCMTTKrf4Sbos39UbV8aUb7jcY+kFaOPexwIAsvqHBnHqnkdQH9QQU2JToNSURoKR9A9HE6dEZH6n9TPgC4NACu9EhQoGA7JAABBANySGVVeHmdJuRkIAq219ow86LYrGAgqmFOi7VhG53gqXuej9uR2GhUi5l3SCvMu0dSYc0lLRudd5lwqRMy7pBXWukTTw7xLWmGtS5SSN83/ACQAfFZRlFcFQXADeEUQhN8C+BiAXYqifF0QhC8A+AKAm3N98va+MLqGY7j96QPppnHf+PBSBCJh+JxWJBUF4ZgMmzkJl01AUlZwaiDVqG4oGMP2p99IP+7Ll7VgyRwvhsIxLK/zYiAYx5aHX0n/ftu6ZvzHn09hMBTD3ZuWwWWzoHMkguO9Afz+UA/evbgSt29sQYndgh5/FBZTAo/8+RReOjGAOza2YnGVC/5oHANBBd0jEdSW2FHpliAKAvoCUXz3+WMTGuBtW9eMh15qx2Aohm9uWoYSuxVnhsL45qbl6aZ+9+06jM+/fzG+8uuDqbl9eCk6hiKIJGQc7fGnmvIB+OL6C1DjteHN7iBue2rMleEvT3Uxbe8PQ7KIuOfq5YjEk+kuqg0+Oz717uaMx2xd24xn93fiZH8I9z26L6MD6mAwih/9MTXnrWub8cieU/iHNfPRMseLmrU21JU5MRyKo67UAQHAV379Bj77/sU42uPHJ1c34fFXTqNzOIK7f3MId25sxYm+IDqHQjg1EMro7HrLhy7Ajz62EgPBOMpdNgSiccSSMmIJGUlFQedwBAc7R9KNCu/etAwdg2HEkwpWNnixor4EQ6E4Sp1WdAxG0DUchksy43C3H7KSOolzfqULJfYQGsq1bQBoNou4dH4FDnQOIxxLwmu3oKXGC7OZBx5TbuIysO90EEd7ApAV4GhPAPMrXWibq88JH9E4cKQ7hKO9Y8arcKFljj7jUfHqHYmgvT86IZYcVrNuV8Gl3HT19GLFpx/I+vtTN23UdfykgknHf/rmjZM2BwSKo0HgW/1hRGIyyhwCxISAQCyBUocVtz65H7GEgqtX1mF+hQsDwQB+9WoHNiyrwQU1Xvz96vk4PRTNqJG3rWvGQCCKaELGt57LbLzc4LPjXz60BCf6gjja40djuRONPge6R1LNB5bWeNn0j3ISkxVDaxQqXqKo4FhPeMI2bHmT9ssecRl4rYNxS2/fkV4//JE4JLM5db6HAPgjcRzp9aOltkTz8aJxIBxPNfNVFCApK4glZUTjmg9FRW4oGMGrp/wTrnZ0caM+JytBAI71hhFPKAhFk+jxRzEYErC4WvumV1Tcekci6BiKTvgO90j6rDHEEsCBzok1w7Ja1gyUm46RELr98XQsHetNxVKZM4Rmu1XTseKKgoNdE+P2wnrGLeUmGFFwvDeMo73BMeu6TjRXunQZLxRT8GYX90nQ2yfLCdVt/uV1+sRSPAHVvMt6gXJ1xh/E6x1B3DZmO+2Oja2wmkTMt5doPp7DCvy5PTN2uypdWNXA2KXcvNUfgT+SxNGe4dTxN32p42/e6o+gpE777bRIXMGRnvCEq0Uvrc2nw+eoEEQSSRzsDE6oP5fpUDMYfbwPkVZ43CNpxeg8uKjKg2de78QXfvlaul74+lXLsGFpjS7jUfEaCUfwZndoQuzarYIu+ySMHo+K1+IqD555/Qy+8MvXx+TBpdiwdI7mY7HWJa0YXXsydqlQMXZJK8y7RFNj3JKWjMy7jF0qVIxd0gprXaLpYeySVljrEqXkzdGLiqJ0Aug8+//9giAcBFALYCOAd5/9sx8D+ANm0PwvGEumm5rUeCVc984GBKJJPPjC8bMNTfaNaRDQggf+cDTd5G7bumaUOqzoHI4gEpfx5acP4KYPLILdYkbnSBgPPn8ckXjqSnmRuIz7dh3B9Zc24ZevnkbHYBg3PfZaulnKP65ZgO88fxSS2ZTRvO/2y1sAALc9uR/3bm7Dib4gHtlzCtesrMfXnj2Ia1bWI5JI4sHnj+P6S5vSj1Ub8/RgGJ9/7LWMBnxP7+vAJ941D1aTiBvftxDBaBxdI1Hct+vcHG5830Isqnajxx+DI2JKN00YHeO2p/bj+kub8MDvjyISl3G425/x2jcsq53wmJ27j+DuTctx02P7Mu6/9cn92LKmCdde0oCHX27Hzt2p+X/3+WP44voLYLdasOfkQLoh31eubMVHVzWkn2dsY8H1rTXp5otb1y3Ajicy53DXrw9iy5om7Nx1NP1e/9sf3kj/+25d24wn9nbg/3v3fFR7JITiScwtc2AgGEXXSBR9/iickgXbHtmLSFzGlz64CMPhRPq1j8bI3BI7Gspzjcypmc0ils8txfK52j83zR4Dfhkdg+EJcVtfYkd9mfbjDYdldAxNHK+ulCfmU278EcYSvT1TNQcEgFe//SmDZqOfSEKGKAo41BXA9qfONfL7zHsXQjKL+Nqzh9L3fe2qpej1R/H3D+/B9Zc24QcvTqxl79m0HBCAj1xcn64Xa7wSrllZj60//0vG53FOiYSFVW40Vehz8jYVN6NrFCpe3SNJ1W3Yhz6xCg0+bcdi3JJWookk4knglifOrXVsv6wF0URSl/FkBTgzGMVtY2qFOy5vQYXLpst4VLx6/cl04z/g3Frfw59YhUYd1saGQwoGgvGMhtXbL2vBcEgCNM7xVNwCEfXv8Lkl+qwxDAazj6fHZ4WKVzCapf7UYX2sbyR73M4t1Xw4KmLhuIyOoYjKuq5Dl/FGwjKGQrGM+4ZCMYyEuY5MuRkIZM+DWq8vAMBQSMmS4/X5rFDxGgwl043/gLNrY0/ux0+uX6XLeF3D6p+VrhI7qkt0GZKKVFKWMRQc9x0ejCGp077gQERON/4DUp+VW57Yj59e/w5dxqPiNRCU0TWSWe/e+L6FqAtqv83PfRJUyHjcI2nB6DxoNovYsLQG88od6BqOoNorsXElzYjRscuagbSSyoNzMK/cqXseZNySloysPRm7VKgYu6Ql5l2iyTFuSWtG5V3GLhUqxi5pibUu0dQYu6Ql1rpEQF4ejSAIQiOACwH8CUDV2caAANAFoGomz9kfjKWbllx7SQPC8STufOYNbFhWO6GR3m1PHcCGZbXpn+/bdQRXrahLP1ckLqPCLeH2Zw5AVpB+7NjfCwJw1Yq6dLMUINUc7/ZnDqiOuf2pA/jYpfMQicuIJVJN80b/bvS/o2MJwvTHHG3Ad/VFcxGKJ7H1kb/g84+9hoFQHDt+ezjj73b89jBeOTWEzz/2Gva0D2YdY9T4155tXuFoQvV+WQF27k69t5G4DLdkwjUr6/HPj+7FPz+yF999/jiuvaQBpQ4r2vtDuPd3hye8rk+umZ/xXmb795CVc/9/+7h/39H3JxBN4NM//wu2/XwvPveLfbCYTAhEEgjEUrEy+rw1JY4J7/F9u44gENXn5HwiLfhjSdW49cf0idtANJHlc5LQZTwqXn7GEhmg4/RpLFy6IuttzboPnO8pTikalxFPKOnGf0Dq83Lv7w6jPxTLuO9EXzBdB2ar3w51+/G5X+yDx25BqcMKIFVnqjWgjsRl9PgjBr5aKiZG1yhUvHpGoqr5rMcf1Xwsxi1pJZpQ0s3MgFQs3f70AUQTii7jDYeS6cZ/o+Pd9tQBDIcYu5Sb0XXWsSJxGf3jTtbXytiLuoyOdfvTBxBk3qUcBbJ8hwd0iqVsaxp+rmlQjkYi6rE0EtE+lvzRLJ8T7v+gHBm9jyCSSCIYS11E7f7dR/Hd548jGEsiolNjbSpeRudB1gukla4sa2PdI9qvjQHZPyt+1gyUo0hCzvIdLk/94BnoDah/VnoD+nxWqHiFYknV4+5COqwxcJ8EEc125yMPjp5g8oHWGiyfW8rGfzQjRscuawbSklF5kHFLhYqxS4WKsUuFirFLhYhxS4WKsUuFirFLhYqxS4WKsUuFiHFL+SzvjkgQBMEF4HEA/6woysjY3ymKogBQPQNaEIQtgiDsEQRhT29v74TfV7ltkCxiumnJdBrpZftZsohwWk3px0mWzLdRsohQlInN8EZ/zjbmUCgOySKixGnJ+Luxfz861nTHHH3uCpctIxFN1SRPVrKPMcokqP/N+J+dkjnrc42+PskiYk6JY0JDmdHmgNnmG4lNbCw41bzV/n3Hvz+jJxH3BWMTxg5laWYYiM3sJIypYpdIC8EscRt8GycPTRa74Xgyy2dWn4P0qXhFdIgl5l0aL6kAKz79QNZbV8/5j5Op4jYYS2TN9fK46nl8bTNZnXbnM2/g6pV1Z+eQpdFzLIlKt/R2Xh4VsSljV4cahWancrdVNZ/5nNYZPd9kscu4Ja3o0UBtstjt9mdpBKBDk0wqbl6HRTXneu2WGT/nZLFrdLNBKl5af4dPVeuGYuprGmGuj1GOssXSTJtKzKTWnen+D5q99MiBk8VuQobqARk69Q2iIpa1XngbeZBrDGQEn1N9baxUh7UxINXklTUDaSGeUFS/w+MzvDjGVLHrsJpUPysOq2lG49HslS0PBmfYBJX1AhUqHn9DRjB6XZdIK0bHLmsGylesdalQMXapUDF2qRCx1qVCxZxLhYqxS4WKsUuFiLUuFSrGLhUq1gtUqPKq+Z8gCBakGv/9VFGUX569u1sQhJqzv68B0KP2WEVRHlQUZaWiKCsrKiom/D6WTOKOy1tgEqffSG/sz6Jw7v9vW9eMuKxAsoh4/JXT2Lq2OeO5tq1rxi9fPT1pczzVA68dFmy/rAXt/cEJfzd2rKf3deQ8psNmzqlJntrr2n5ZC555rSP9s89pxfbLWtJ/8/S+DtxxeUvGY27dsARDwSi+fFnm/VvXpuY7+t5uXduMU/3BrI0Ys72uuWWOjPsff+U0tq1Tf2/UXudk78/YZjljx+gLRlXnUuGa2YHzU8UukRY8dvUmnB7JPOPnnCx2PVmafrokHjRPufHa1ZtKeBz6xG4uOk6fxsKlK7Le1qz7wIyfm2i8qeLWYTVnbbgsCpl/O7auUqv5Rus0IFUP1Zc6Mn4//vk9djMafU5NXicVn6liV48ahWYnm1nI2D4d3Ya1mYUpHqlu0lqXcUsaKXepn5hfPsP1BWDy2K3y2FTHq/LYZjwezU7ReFK1howmZn61o0lj150ldt2MXcqN1t/hU9W63izjubk+RjmqcKnnwXLXzPLgZLFbmSXnVsxwLJq99MiBk8VuOGuzQV6NkXJTofHFBQCuMZAxHFaT6tqY0zKzvDtVrcuagbQSjqsfVBmOz+w7fKrYddvMqscUuW3Mu5Qbt039O9xp0z7vsl6gfMbjHskIRq/rEmnF6NhlzUD5irUuFSrGLhUqxi4VIta6VKiYc6lQMXapUDF2qRCx1qVCxdilQsV6gQpV3jT/EwRBAPADAAcVRdkx5ldPAfi7s///7wA8OZPnN4kifnewE+9s8k3ZSO+OyzOb3N25sRXlTituWLsAW9Y0wWEx4XvPH8X2DS0YDMXw8Mvt2LKmCf96TRsevPYilNrNuHn9YjitJnzmvQvHNcdrzTqmRzLDBAU/ePFExtxG/zs61sa2Wswrd+J7167Et/+mDQ989EKYBODDF9XB57Tizo2tE06+7RwK5dQkr3M4gkf2nMKPPnYxtq5bgBveswAmKNjYVpt+HwDgP/6Ueu33faQNX7liKRrKJfzg71LzundzGzySGT2BGH72p3ZsW9eMf72mDVvWNOHhl9sxGIrhtg1LsLzOi6YKJxrLnVkb1tT7HLjxfQsnzPdYjz/jvRwMxTCnRMK2dc24Ye0CbFvXjNoSCYOhWPpx2zdk/vuqvT9jxx7fFOfRPW9NeI/v3NjKkzYpr5XYzRM+Qze+byG8dn2KkRKH+nilThY/lBunzYTPf2BRRix9/gOL4LSe/5ybVIAVn34g662rR/+rQ69Z94FJGxCWVtayQeEs4bCaEIknJpzc95Url2LemBpLsoiYX+lK5+jRmu/f/nYFvvt/V6TrtM7hSPrvKzw23LNpOUrtFty6YUnGc93y1xegxmOHOL7DINE0GV2jUPEyiSIsJuCeTcvxjQ8vxT2blsNiSt2vNcYtaaXUYVY9Mb9Ep1iq8phwx+WZ6xl3XN6KKs/5r62psJQ6LHhkzylcf2kTbli7ANdf2oRH9pxCqd2iy3gVbhPuGLcWd8fGVlS4GbuUG7ek/h3u1mlnnSvLeC7uHKQc1ZaIuOuKzDx41xWtqCvRvtYtdYqq+z/KHHmzO5EKRLacq9cBErUl6g3b5pTMvGEbzU4Oq2nCxe7uuLwFjhk28pkK1xhIK3aLgDKHOWNtrMxhht2qz9p9iUO9ZihlzUA5qvGqN5Ks9urzHV7jFVFbaseWNU3pY59qS+2o8TJ2KTcuybhGkqwXiGi2Yx6kQmX4Mbv8rFABYtxSoWLsUqFi7FKhYuxSIWLcUqFi7FKhYuxSoWLsUqFi7FIhYtxSPsunKPwrANcCeF0QhL1n7/sSgK8DeFQQhOsBtAPYPJMnL3dZ8J7FNfjCL1/D1rXN2Ln7CB5+uR1Xr6xDU4UTD318FXoCUVS4bDCbZHzzw8vR44/C57IikohDMtvhc8VQ5rQiGEvgpvUXIBxP4KGPr8JQOIYSuxXDkTgsJgElDhtEUUDb3FIMR+Op5/ZH4bGbIULGV69cilAsiR997GL0BaLw2i1IyDK2PbIXsYSSntM9m5YjFE/gm43LMRyO46FPrEI8IcNpM6NrJIL/bR/AL/achtUs4AvrL8CRngD6gjFc6LPjJ9e/A90jEbglM4bCcVS4rLjrilbc8sR+ROIyBkMx1Jc50n9X5bahcySS0STvhvekmus5rWbc+7vDKHVYcfXKOiysdKHR54BJFFDttaPMaYUCBT6nDfWlDpwaDMFmFmE1izgzFMHCSjfMoohwPAm7VcQl88rQUOZEhduKaFJGo8+FhjIHTg+F8NUrl+JLv3odkbgMySLitg1LUO6yQRQByWzCljVNkBVAFIC6UjvqSuzoD8Xw0CdW4c8nBhCOy3ji1Q5cedFcRGIJVHslRBJJ/L+/XYGRSALHegP4jz+nGig2V7pQ7ZEQiiXgtVtx50Ybbn1yf3rsz7x3IZw2U0aDx/kVLpwZCuPXr53BPZuWQ4GCcpcNSSWJeWXut/0hINJLmUNAXYk98zNUYkeZU58TPtx2AfVljozx6ssccNvZHIpyM7fMjlP94YxYqvZImOuzn++pGWLNug9M2kSw40wnLvvaL7P+/ombNmLFpx/I+vtXv/2ptzU/yh+lDhNOm0TIchI/+LuVGAzFUemyQbIKkGUB37tuJfyRBCpcVrhsJpQ5LLhn03IEowkEYwmYRAEJUUCjz5lRD951RStsZgGC3QxRlFDllvDDs88fTyThslvQ4HOe51dPhczoGoWKV73Pjvb+EA73+NOx1FzpQkO59jUD45a0Mr/cg1MDkdR3ciwBp9UMm0XEggqPbmMurnHgoY+vQrc/giq3BIm9UGgGSp0itq1bmLGG99Url6LUpc+J8ooCNFfaM2LXYlagKLoMR0XM5xQxZ9x3+JwSO3w6xW6FU1Adr9LFmoFyMxwBVs1zZ+TB6hIThiNAtcZjCQAafBJ+/PFV6PFHUOmWIAgyBIYt5cjnzLLdpFMOdEkivvHhZbj58dfS9ck3PrwMbomNfCg3c0olnB7K3E6zWkTUlkq6jFeaZY2hlGsMlKNq7+gFEU1Q/Aoq3DYASVR79Yldh1XA3DJb+piXcpcNgiDDoVOzQSpeLpuIr1+1FF/45bk1hq9ftRRumz7f4TEZuKjBiWq3lK6ta8tMiCV1GY6KWJlLSDeSHP0Ory21o8ytfR7kPgkimu2YB6lQGR27/KxQIWLcUqFi7FKhYuxSoWLsUiFi3FKhYuxSoWLsUqFi7FKhYuxSIWLcUj7Lm+Z/iqK8iNR5RWrWvd3nbyr34PRgBJ9//2IkFRkPXnsR/JFUc7iWKg/O+CNIKgpMooCRcBJlTjPeu6gSb/b6EYwmYLIKsJhFmEUBVW4bnDYL6ktLcWowBEEEBAhQFMAtWVDhktAXjKLcbUNbXQkOdo/AZhZht5jgj8rw2c24uL4Mbw2F0R+MYU/7IP5wqAcb22oxv8KFulI7ltZ4YbWasr6eREJGjVdCS40HNSUSRAiphkheCS01XpjNImRZwcn+IKzm1AlaFzf4sKK+NH3CVqPPCVEUMp6zvsyBruEIqr0SLqjy4PRwGAPBKB7ZcglCsSSqPJmPa6lVea8rXGiqcAEAllTLONA5DItJyHhOURQmzKGx3IX6MieW15XgUPcIFBk4PRRC10gEy+q8eN/iKtSV2tPzG32dACDLCnr9MXz2F3sRict46cQAvnrlUpQ5rYjEkyhz2lDnteNg9whaajwTHg8ArXO8WFjlQvdINN3QsMJlw39+ejV6/BE4rCYoioJGnwPLa72wmEUMheOwmERcNKd00n8vovOtRHJhyRyg3GVLH8Re6TGhVHLpMl655ML8CqDMYU2PV+o0oVyn8ah4ldgl/FVzGSrcNnSPRFHlsWFhtRMldn1OVso3XT29kzbvO3XTxrf1/B2nT2Ph0hVZf19dWYHnd/3mbY1Bxmj0edA5HEVSBgaCMZS7bBgIxXDqrSBiyVRXlAvrS+GPxtMbpTVeCf3BGOaU2mE1CfDYzLCZBXz/upUIRBOwmUWUOixIysBQLAqPZEFclmG3mGAvMcFrt06oJ4lyZXSNQsWrxC5h9UIfqjyS7jUD45a0YjaLeM/CShzoHFZd69BardeD4fCg6v1EuZjj8eCCGiWjCZXbLmKOR59YqvW6MRjKjF1FSd1PlItqjweLqhRUjvkOL3WaUK1T7Ja7PLioHhnjzS0zodzFvEu5mV/uwQvHemASRMgKEEkkcaw3jtXzKzUfa26pBwOhASTPNj8RAJhEAXNLGbeUmwqXBxfUZG43VbhNqNQpB1Y5XZhfIWfUJw6bgCont9MoNyV2CavmleBwVxDdI0ClzvskSiWX6meljGsMlCOPXcIFNcChriAAAYIALK72wKNT7FZ5PAjFhtEfSBUNJkGAz2VFlU61NRWv1DZ/IuM73GxSdNvmn+Px4FD3UMZ9g0EZi6tKdBmPileN24NQFTIaSXodJtS4tc+D3CdBRLMd8yAVKqNjl58VKkSMWypUjF0qVIxdKlSMXSpEjFsqVIxdKlSMXSpUjF0qVIxdKkSMW8pnedP8T2+iKGBNcyVO9gdVm981Seca1o21fG7ppM87ttHdWAtw7kDUbM8xv9KFeeVOLKnx4F3zfaoN+bIxm0Usn1uK5XPP3ddaV5LxN6IoTJhftvlme87J/n46cn1OURTS78vJ/iDK3daM92X8c4193Adbq3FBzeqszQ0BZH382LmqmV/JhE2FTZLMqIYLvf5hCGdP+Kh2uSBJ+nwNSJIZc+HCUOjceHO9+o1HxS11st3saPZntKSCSZsLPn3zxkmbAwJAx5lOTP4Xha8QmiSKooB3NlWMa/xchlODoUlro/ESiVTj5mA0gTKnVdcGRESA8TUKFTejagbGLWlJbd1Ez7GWVJfiQOcwrCYRNouIJdX8rqfcmc0imiu8GbHUXKFfLFmtJrTWlOK1M8MQBQGiKKC1poQX4qCciaKA+RVenBSDkKGg3G3TtaG52SyiwuVBj//cZ6XC5WHepZyZzSJWz081DA7HkvDaLbptr5vNIpbXlmXkeK4N0EyYzSLmlnowEjkXS3NL9cuBkmTGAp8Hr3ee205b4PNwO41mxMh9EpJkRg1c6Auci90aN9cYaGY8BsauKAqYV+6FIBhTW1PxMnqb32wWsbiqJKPeXVzFepdyZzaLmF/uyYil+eX61LvcJ0FEsx3zIBWq83HMLj8rVGgYt1SoGLtUqBi7VKgYu1SIGLdUqBi7VKgYu1SoGLtUqBi7VIgYt5TPZlUUqjXDO9/ycU75YCbvC99LoslJkhkXz/MV7XhEpL2pmgMCwKmbNho0m/Nnqvfh1W9/ysDZZJdr42c1RjYgIhrFmoEKEeOWChW/60krRseS1WrCysYyYwajomb0GjLzLmnF6IbBjFvSgtGxxO00KlSMXSpUPD6DtGL0Nj/rXdKKkbHEeoGIZjvmQSpUPGaXaGqMWypUjF0qVIxdKlSMXSpEjFsqVIxdKlSMXSpUjF0qVIxdKkSMW8pXs6r5HxEREZFROk6fxsKlKyb9m97ublRUVWV/jjOdmPwZiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKhQsPkfERERkQ6SCrDi0w9M+jdP3LRx0r85ddNGradFOpiq0WN1ZQWe3/UbA2dERERERERERERERERERERERERERERERERERERERERERERE+YjN/4iIiIiI3oapGj2++u1PGTgbIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiyleCoijnew6aEwShF0C7yq/KAfQZPJ1ccY7aOd/z7FMUZX0uD5gkdoHz/3rUcE7Tk29zmmo+jN3zg3OamtGxO12F9j6dD5xTdsWaczmPTMU4Dz1ybr68T6PybT4A5zRdk82pWPPuWJzT9OTbnLidxjlNR77NB9A45wKMXQ3k23yAwpsTa93zg3OaHta6nNN05NucWOtyTtORb/MBGLtA/s0p3+YDFN6cZkOtC+TfnPJtPkDhzWk2xG6+zQfgnKaL22mc03Tk25xY63JO05Fv8wFYLwD5N6d8mw9QeHOaDbGbb/MBOKfpYq3LOU1Hvs2JtS7nNB35Nh+AsQvk35zybT5A4c2Jte75wTlND2tdzmk6Cm1OjN3zg3OaGmtdzmk68m0+AGtdIP/mlG/zAQpvTrMhdvNtPgDnNF2sdTmn6ci3OWlS6xZl879sBEHYoyjKyvM9j8lwjtoplHlOVz6+Hs5pevJtTkbPJ99eP8A5TVe+zSnf5jMq3+aVb/MBOCcj5cvr4jw4j5nIt/nl23wAzmm6jJzTbH/908U5TY3baZzTdOTbfADGLpB/c8q3+QCc0/kYbyr5Nh+Ac5ou1rqc03Tk25xme84FOKfpyLf5AIxdIP/mlG/zATin8zHedOTbnPJtPgDndD7Gm0q+zQfgnKaL22mc03Tk25xme84FOKfpyLf5AIxdIP/mlG/zATin8zHeVPJtPgDnNF2sdTmn6ci3Oc32nAtwTtORb/MBGLtA/s0p3+YDcE7nY7yp5Nt8AM5puljrck7TMdvnNNtf/3RxTlOb7fUCwDlNR77NB2DsAvk3p3ybD8A5nY/xppJv8wE4p+lircs5TUe+zUmr+YhaTIaIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiyY/M/IiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIinc225n8Pnu8JTAPnqJ1Cmed05ePr4ZymJ9/mZPR88u31A5zTdOXbnPJtPqPybV75Nh+AczJSvrwuziMT5zE9+Ta/fJsPwDlNl5Fzmu2vf7o4p6lxO41zmo58mw/A2AXyb075Nh+Aczof400l3+YDcE7TxVo3/3BOU5vtORfgnKYj3+YDMHaB/JtTvs0H4JzOx3jTkW9zyrf5AJzT+RhvKvk2H4Bzmi5up+Ufzmlqsz3nApzTdOTbfADGLpB/c8q3+QCc0/kYbyr5Nh+Ac5ou1rr5h3Oa2mzPuQDnNB35Nh+AsQvk35zybT4A53Q+xptKvs0H4Jymi7Vu/uGcpoexm384p6nN9noB4JymI9/mAzB2gfybU77NB+Cczsd4U8m3+QCc03Sx1s0/nNPUNJmPoCiKFs9DREREREREREREREREREREREREREREREREREREREREREREREREREREWYjnewJERERERERERERERERERERERERERERERERERERERERERERERERERETFjs3/iIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIdFaUzf/Wr1+vAOCNt/N9yxljl7c8ueWMsctbntxyxtjlLQ9uOWPc8pYnt5wxdnnLk1vOGLu85cktZ4xd3vLgNiOMXd7y4JYzxi1veXLLGWOXtzy55Yyxy1ue3HLG2OUtD245Y9zylie3nDF2ecuTW84Yu7zlyS1njF3e8uCWM8Ytb3lyyxljl7c8ueWMsctbntxyxtjlLU9uOWPs8pYHt5wxbnnLk1vOGLu85cktZ4xd3vLkljPGLm95cMsZ45a3PLnljLHLW57ccsbY5S1PbtNSlM3/+vr6zvcUiGaEsUuFirFLhYqxS4WIcUuFirFLhYqxS4WKsUuFirFLhYhxS4WKsUuFirFLhYqxS4WIcUuFirFLhYqxS4WKsUuFiHFLhYqxS4WKsUuFirFLhYqxS4WIcUuFirFLhYqxS4WKsUuFiHFLhYqxS4WKsUuFpCib/xEREREREREREREREREREREREREREREREREREREREREREREREREREeUTNv8jIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiLSGZv/ERERERERERERERERERERERERERERERERERERERERERERERERERER6cx8vidAVIhkWcHJ/iC6RyKo8kho9DkhisL5nhbRpBi3VKgYu1SIGLdERMYzMvcyzxPRbGd0HmTeJaLZjrUu0dQYu1SoGLtUqBi7RDTbMQ9SIeK6LtH0MHaJaLbjPgkiIuNwO42IyFisdYmIjMNal4jIWMy7RETG0ToHsvkfUY5kWcGzB7pw46N7EYnLkCwidmxuw/qWahYklLcYt1SoGLtUiBi3RETGMzL3Ms8T0WxndB5k3iWi2Y61LtHUGLtUqBi7VKgYu0Q02zEPUiHiui7R9DB2iWi24z4JIiLjcDuNiMhYrHWJiIzDWpeIyFjMu0RExtEjB7L5H1EOZFnB6x1DOD0QxDc3LceJviBiSRnfePYgFle70VThOt9TJFJ1sj+IH754DHdvWo5wNAGHzYwfvniMcUt5j7FLhUaWFbzROQxZVnD7ZS3oC0bxk5dP4cZH92Lx1tWMWyIViYSMA53D6ByOoMZrR0uNB2azeL6nRQXmZH8wvVgCAJG4rFvuZX1CRLOd0XmQeZcKGWtd0oLRta5RY1HxMzIHnuwP4hvPHsT1lzZBOLvPnPvuaKaMvCItY5e0ZHTscjuNChWvPE5a4Hc4FSKu6xJND2OXiGY7I/Mgcy4RzXbcTiMiMhZrXSIi47DWJSIyFvMuEZFx9MiBbP5HNE2j3Te/8exBXLOyHp9/bF+6C+fn3r8IA8EoixHKW8PhGDZdVI+bxsTtly9rwUg4dr6nRjQpxi4VkkRCxq5D3TjeF8R9u46kY3b7ZS0YDsdYKxCpSCRk/GpvB259cn/6M3PnxlZc2VbLpiiUk+6RSLpByahIXEaPP6J57mV9QoWMJzeTFozOg8PhGD48brztzLs0Q0Y2omKtS1oxstY1ciwqbkbnwP5gFB971zx849lD6fFuXr+Y63GUM6OvSNsfjOLaSxpxz3Nvcr8zvS1Gxy7Xx6hQybKC/9rfhc/+4txn5VtXt+GDrbzyOOWmPxjFNSvrsXP3uX3CW9c28zuc8tr5WNdlvUCFiLFLRLOdkXmQOZeIZjtupxERGYu1LhGRcVjrEhEZi3mXiMg4euRAnmFGNE0n+oK48dG92LCsNn3wJpA68e2e596ElSdsUh6TZeDLTx/IiNsvP30ASXmKBxKdZ4xdyneyrOB4bwD/e7IfL53ox4HOkXTjPyAVs7c/fQChWBIdQxHIsnKeZ0yUX/afGU43AgBSn5lbn9yP/WeGz/PMqNBUeSRIlsxtMskiotItaT4W6xMqVKONAD608wX8zff+hA/tfAHPHuhifUI5MzoPyjJw+7jxbmfepRlIJGQ8sa8D1zz4Mv7xJ6/imgdfwhP7OpBI6BNMrHVJK0bWukaORcXN6BxoM4vpxn+j433j2UPcd0c5O9kfTDdPA1KxdOOje3GyP6jLeDazmG78Nzoe9zvTTIweyzA+dk/06RO7XB+jQnWsN5Bu/AekYvezv9iLY72B8zwzKjRWkzjh2LGdu4/AYuJ3OOWv87Guy3qBChFjl4hmOyPzIHMuEc123E4jIjIWa10iIuOw1iUiMhbzLhGRcfTIgTzijGia2geCiMRlCALSH8JRkbiM7uHoeZoZ0dS6RiKqcds1EtFtzNGGWC8d68Px3gAbStCMnI/YJZqu0QY6H//3P6NzOIqhUByyol4nyApw8+Ov6XaSKFGh6hgKq35mOobC52lGVKgafU7s2NyWblQiWUTs2NyGRp9T87FYn5CWEgkZ+94axLP7O7HvrSHdGlABxjexoOJldB7szjJet595l3Jz4MwwbnkisxHVLU/sxwGdGlGx1iWtGFnrGjkWFTejc2DXcFS9PuG+O8pR1tpTr1o3S+xyvzPlavRYhrEicRmnBvTZ5uf6GBWqE33qnxW9GmVS8QpGk6qxFIolz9OMiKZm9Pc36wUqVIxdIprtjMyDzLlENNtxO42IyFisdYmIjMNal4jIWMy7RETG0SMHmt/upIhmC6fVnHHC29gPo2QRIVlN52tqRFMqc1pV47bMadVlvNGGWKONJUZPEl3fUg1RFHQZk4qT0bFLlIuT/UF849mD+Ni75uGmx/bhm5uWwySo1wnK2aaAPf4Imipc53HWRPmFeZ60IooC1rdUY/HW1ejxR1DpltDoc+pSezJuSSuJhIxdb3YjnlAQjCaQkBV0jYSxblEVzGbtr9eRrYkF6xPKldF50Oe2qY5X7rTpMh4Vr47hLI2ohsNYjlLNx2PNQFoxstY1ciwqbkbnQMkiqu+7s/A6eJQbl82sGktOmz77gSWLifudSROjxzKMjyWHVZ9DgljrUqFizUBacUvG1gxEWjD6+5v1AhUqxi4RzXZG5kHmXCKa7bidRkRkLNa6RETGYa1LRGQs5l0iIuPokQN59CLRNFW6bdi2rhlP7+vA1rXNGY0At61rhosnYVAec1pN2H5ZS0bcbr+sBQ6d4vZEXzDd+A9InUh946N7caIvqMt4VLxcNvXYdTLnUh7oD0axfUMLvvHsoVTDiKEQfE4rtq3LrBM+896F+OWrpyFZRFS6pfM8a6L8YnSNQsVNFAU0VbhwSVM5mipcujUocTBuSSNHekcwEIzjc4/tw82/fB2f+8U+DATjONI7ost4VR5pwonMrE9oJozeTmO9QFopd9lU82C5S59Gkoxd0pJRta7RY1HxMjoHeiTzhDW5beua4ZF4HTzKTTwhq8ZSIqHoMp5bMqmOx/3OlKsqj001lqo8rHWJxvLaLaqfFa9kOc8zo0KTlBXVWJLlKR5IdB4Z/f3NeoEKFWOXiGY7I/Mgcy4RzXbcTiMiMhZrXSIi47DWJSIyFvMuEZFx9MiBPOOBaJoEIfUh3NhWC1EE7tm0HLGkjO6RCBwWE4Yj8fM9RaKsRqIxeCUz7tm0HMFYAk6rGaIABKL6xG37QDCjUy2QagB4aiCI+ZUuXcak4iTLgNc+LnZFQNHnPDuiaZNlBWeGIrCaznXm/vEf2/GPa5pgEoBvXb0cCoC3BkL49z+exGAohh2b29Doc57fiRPlGaNrFCItBKJx1bgNMm4pR0OhBG5/+kBG0/Tbnz6AH33sYl3Ga/Q5sWNzW7pRu2QRWZ/QjPQFozBByciDoWgcA6GYLuP1+iOq4/UForqMR8XLYhKw/bKWdO4d3cFiMenT2Iy1LhHNZkbnQEEQUO2VsGVNE2QFEAWg2itBENi8knLT5Y/goZfacf2lTRCE1L6Ih15qR4PPoct4g+EYHBZTRuxyvzPNRH2ZE81VroxYaq5yob5Mn21+1rpUqCwm9ZrBYmbNQLnpGlGvGeaVc62V8pfR39+sF6hQMXaJaLYzMg8y5xLRbMftNCIiY7HWJSIyDmtdIiJjMe8SERlHjxwoajg/oqLWORzB//vv43jHvDIkkgpkAD3+CALRJH74xxMQeQIR5TFZFvDD/zmO0XZ8MoAf/s9xJHS66rjTak53qh0lWUQ4rOw5S7k5NRjGd/5wLCN2v/OHY3hrMHw+p0WzkCwrON4bwEvH+nC8N4ATfUHc/PhrcFhN6XzXORzBd54/jkAsCUFINf5bXufFvdcsx6+3rsb6lmqIIusForGMrlGItCDLYNySJgaCMdWm6QNBfRqoiaKA9S3V+PXW1fj5lnf8/+zde3wU9bk/8M/M7uzO3nJPAAMJxgTQAEFMtbaICmrRH6BVFNsebRUPvWjhSK22HgVBe1E5WDjQKvVSobZCpVW0R6oCFq1XUBAitxBIBELul73Nzs7O/P5IsrBkVph0vgMZnvfr1VclkjwBv3nmme/l+VJ9QvrMwfFY9s992HkkiC/aoth5JIhl/9zHrLmOg9ePR2OXGNUZjScbST56wygsnFYBBzR0RtksMlOtSwg5k1mdA+tao3ju3f0oLQhgSLYHpQUBPPfuftS10jwyMaYwy4u2iIxlG6uxdEM1lm2sRltERmGmh0k8B8fj2ff2I9H9s5FQgWff20+NK4lhPM9hwvABuG5MIcaV5uK6MYWYMHwAs/cmqnVJf3WgJaJbMxxoiZzqb430Mz6XQ7dm8NEt9uQ0ZvXzm+oF0l/R2CWEnOmszIOUcwkhZzp6TyOEEGtRrUsIIdahWpcQQqxFeZcQQqzDIgdSFyZCToKqavC6nHA5OagaMHxgAH63E5qm4bxBAoYP8MJPTc3IaczvduI/LzkbGR4XmoIa8v0u/OclZyPAaNwWBNy4/+oRaA7LUDXAwQG5PhcKAm4m8Yh9DchwY2CmC5keJ1RVQ5bHiYGZNJaItRRFxd931OO+NZ9BiqsQBR7/c2MFpLiKLI8TT99aiZawjIKAG51RGQ6eh8PBYfH6vXjxP7+KMUXZp/qPQMhpy+oahdiboqioqu9AfYeEQZkelA/KgNNp/p0HPrcT/zm+BBniMeN2fAm9ExLDBmaIEAU+pQGgKPAYkCEyj61pzEMQG/O7nbj/6uHI8LjRFIwhP+DG6EI/s+d3pijgJ1eWIcvrRms4jhxf11xchigwiUfsy+NyYvWWL3Dr10oADdAArN7yBe79xrlM4lGtS8xkVa1rdSxiX1bnwAEZbnRIcew+EkRPz7QOKY4BNI9MDDp3QAC/+4/z4eD4ZO2Z0FScOzCDSTyra2tib6qqISjF0R6JwyN0rauxav5HtS7pr/L8bric3T8XGsABcDk55PmoZiDGZIgCHrmuHKLTiXBMgU90QoorCNB8FTmNWf38pnqB9Fc0dgkhZzor8yDlXGImVdVwoCWMhk4JAzJEDM31Mb1Q0Op4xJ7oPY0QQqxFtS4hhFiHal1CCLEW5V1CCLEOixzINHtyHHc3gDvQdY5uO4DbAAwC8CKAXABbANyiaZrMcZwbwAoAFwBoATBd07QD3V/n5wBmAEgAmKVp2j9Yft+EHEtVNayrOoJn392HH4wvxeK3duM7Fw3F9kMdyaZm5+T74XTSyXly+vK4OcTagPdrWqBqwL6mEM7J98Mrsllk5jjALTiwfFNNslHW/KnlyUN3hJwsr4vD5NGF2FLb1pVzm4HJowuZjV1CjqeqGt6racF9az7DsAI/7hh/DmQlgfyAGy/94ELsbgxj7is7krlu3uRyrPmkDpNHF+IX3xwJRaWrCgj5MlbXKMS+FEXFy9sO4YGXj+bkR64biesqCk1vVOJxcYjFNbx/OHXcetw0bokxPA/Mm1KO+a9WHa0lppSDVW+dnvmNOau3JuMtumkMJpUPpA3IxBCrn9/n5HuwuyGEmSu3JMfugqkjUZrvYRKP2Fc0ruA7Fw1FdWMwOa/7nYuGQlIUJvGo1iVmsbLWtTIWsTerc6Dg0PCTK4ehuimczPE/uXIYXLR2Rww6EoqiqTOOuWt3pNSeR0JRFOX4TY/nEoCY0vtnxe0yPRSxOauf4VTrkv7KyWu49eLU98JbLx4Kp4NqBmKMw8FBVTnc89K2lJpBcFIeJKcvq5/fVC+Q/orGLiHkTGdlHqScS8yiqho27G7AZwePnu8ZNTgTE4YPYLIfxup4xL7oPY0QQqxlda3b0ahi9qqPU+aQi/Mo55K+oYtjSX9jdR6kWpcQcqajOQZCCLEOixzIrPkfx3GFAGYBOE/TtCjHcasB3AzgGgBPaJr2IsdxT6Krqd/vuv+/TdO0Uo7jbgbwKIDpHMed1/155QDOAvAWx3HDNE1LsPreCTnWgZYwHl23Ez+5agTufWkbFt98PmqaQilNzWZPLMPgbDpwTE5f0ZiGQ+1Ry8btofYo5q3tamABAFJcxby1VXjmu5UYmmf+4ShiX7ICHGqXdMau91R/a+QMUdcaRmc0jvuvGQGP4MS9xxzg+MU3R2HZxr0puW7+a1V4bFoF7n1pG35/ayXy/O5T/Ccg5PRmdY1C7KuqvgP/u2EvZowrSTac/t8Ne1FW4EfFkGxTY0VlGrfEHNleFxychoXTKhCWFfhcTkTkOLK8bLo8HGgJ49l39+GxaRWIxhR43U48++4+jBgYQEk+vaeRk2f183vnkXCy+QrQVXfPXbsDZ+ddiK+cLTKJSewp4Bbw+eFgr7FbnMtmjoFqXWKWqvoOvPhRbcoz/Pn3apjUulbGIvZmeQ7UeBzpjKXEm3PlMAyheWRi0JGOmG7tueL2C5k0/5PjoHqBmOLz+o5k4z+ga+w+8PIODCvwYzSDZzjVuqS/4sDT2jMxRUROpK0ZCDldWf38pnqB9Fc0dgkhZzor8yDlXGKWutYwIrE4Kouz0RqOI8cnoD0SQ11rmMm5BavjEfui9zRCCLGWlXkwGFVpDpmYhi6OJf2R1XmQal1CyJmO5hgIIcQ6LHIg67ctJwAPx3FOAF4A9QAmAHip+98/D+C67n++tvvX6P73EzmO47o//qKmaTFN0/YDqAZAsxzEMi3hGG7/2tmQlQSyvS743Q4sXp/a6Gfx+r0IxZRT/J0Skl4wpuiO2yCjcRuKKclYPaS4inCM+rYSY6weu4QcS1U1fFLXjnte2obBWR48+ErqpPN//207Jo8uTPkcKa4iKnflwI8PtKLqcBCqqp2Kb5+QfoHyPDFLSziG6ZVFeObdGizdUI2n36nB9MoitIZjpseicUvMklCBZW/vw84jQXzRFsWuhiCWvb0PCfXEn9sXHVEZN1xQhHtf2ob7/rodP31pG264oAidUZlNQGJbVufBI50xZHtduPPyUtw1oet/2V4XGjrNz/HE3kJpxi6reV2qGYhZOiUZ0457hk+7oAhByfxnuJWxiL1ZnQPDcgKL3tyTEm/Rm3sQlmlNghjT0BnTXd9qZFR7Ur1AzFLfKemO3SM0dglJkW7s0n4fYlRjupohSPNV5PRl9fOb6gXSX9HYJWZSVQ01TSG8v68ZNU0h5nvIrI5H7MnKPEg5l5glJCmQ4hpmrtyC/1q1FTNXboEU1xCSGJ2TsDgesS96TyOEEGtZmQcbaM8jMVFVmovgquo7+nUsYm9W50GqdQkhZzqaYyCEEOuwyIFOs76542madojjuIUA6gBEAbwBYAuAdk3Ter7jgwB6OqYUAvii+3MVjuM6AOR2f/yDY770sZ9DiOlkOYHPDnfgSKeEQZki/C4H/B4nzsoUcevFxfhwf6vuBk5JZnQ6nxATxOKq7riV42zGbUHAjcriTNz6tRJEYwq8bieef68GeX4Xk3jEvqweu4QAXRshD7SEcaA5jNqWMIYV+BGW9ceio7uV9qBMEdePHQwHDwzMFFGc60FCBX7yl604d9AlKMmn2zwJ0UN5npglQ3RhyYbUCZMlG/bijzMuMj2WFE/ojtsYvRMSg1ojXU0re8auKPCYNaEMrZEYzoH5tYOqAvNfrUr5OZn/ahVeYPBzQuzN6ud3YZaI274+NNnQRxR4zLlyGM7KFJnEI/YVTfMMZzWvS7UuMYtHEPC7f1ZhxrgScFzXx373z2r8z41j+nUsYm9W58CIrJ/jI9T8jxg0IMON4lwPJo8uTObBV7cdQkHAzSQe1QvELH6XE6LAp4wnUeDhdTmYxKOxS/orKc3YPf5jhJxIQYZbN+8W+NnUDISYwernN9ULpL+itWBiFlXVsK7qCOas3ppc31p00xhMKh8Inuf6fTxiX1bmQaoXiFki8QTmrk3dDzN3bRVW3H6hLeIR+6L3NEIIsZaVebAwS8Sdl5+DxmAMqgY4OODOy89BIe15JH1Q35HmIrgOCRVD+m8sYm9W50GqdQkhZzqaYyCEEOuwyIHMmv9xHJcN4FoAZwNoB/AXAJMYxpsJYCYAFBUVsQpDbExVNRxsD+ODfW2Yu7brdoLiXA/mTSkHz3Foj3R13/zxhFLdDZyZ3r79ONHYJVbI8Qm64zbbK/T5a37Z2HU7edxUWYR7X9qW3Ei0YGo5RIHvczxyZsr06o/dDA+bsUuI3kbIp/5jLCLd/3z8WBxblI2fTRoOj+DAr9btSn7OvMnl+PNHtZDiKvY0BAEAQ3N9fd5MSeOW9FcnGrssahRyZpLTTZgofZsw+bKxm+tz6Y7bHD+NW2IMD063aeW/04zvy8ZuQ6f+hoyGoNTneOTMlJvu+e1j856mqGqy8R/QNW4XvbkHK27/Sp/jkTNTvl//GZ4b6NvYpVqXWKVTknH7185GS0ROboS7/WtnIyjF+/T1vmzsmh2LnLmsXpPI8Og3vcrwMFsKJzbldmq46/IyPPjKjuRc78PXjoT733h8f9nYpXqBmEVwcpg9sSx5m6go8Jg9sQyCk82aBI1dcro60djNTrP2TGOXGKUkEvjVN0dhf0s4+e40NNcHRe1b82laCyZWsPo9jeoFcro6Uc6ltWBilgMt4eT+M6BrfWvO6q0YMatvl8ieaOyaHY+cuczOg32qF/6NdWdyZmoMxpDtdeH6sYOTl7qs2XIQTcFYn7/ml41dFvHImYlFHqT3NNIf0dwYsYrZefDLx66GoKRg+aaalLU7jtP6+u2TM9hZmR7dsTuwj03Uvmzsmh2LnMnMz4NU65L+iGpdYhVra13Ku+T0RXmXWIFFDmTZhekKAPs1TWvSNC0O4K8Avg4gi+O4npMWgwEc6v7nQwCGAED3v88E0HLsx3U+J0nTtOWaplVqmlaZn5/P4s9DbExVNWzY3YBDbVKy8d+gTBHTK4vwoxc+wd2rtmHnkU5IcRU817VxvqeJWc9Lp8vRtx8nGrvECglV0x23Ca3vkyVfNnY7JUX3RrtOSen7H4KckaKyglkTUsfurAllkOJ9H0uUd8mXOX4jZLbXBVUDfv36zl5j8eFrR+Lnf92O36zfi0g8gWyvC0BXzpv/WhUuGVYAUeCx/VAnrlnyDtZVHYGq9i3v0rgl/dWJxi6LGoWcmXyis1ejaVHg4XM5+vT1vmzsOtO8Ezq5vh2mJmeulrCs24yvJSz3+Wt+2djN6W56dayuiUVXn+ORM5OS7vndx1oX+PKx2xFRdH9WOiI0x0AM0vSf4ZzWt2c41brEKhmigEg8geWbarB0QzWe2lSDSDyBgNi3pmZfNnbNjkXOXFavSUjxhO48cizet+Yr5MwlK1yy8R/QVXc++MoOyP9G6fllY5fqBWIaDvC5HJg5vgR3TSjFzPElfZ4XA6jWJf3XicauqumPXZXGLjFIFJxojcgp706tERmiYP57GiFmsfo9jeoFcro6Uc6ltWBilnQXszX28WK2E41ds+ORM5fZebBP9cK/se5MzkyDMkXcenExnnm36x3t6XdqcOvFxRiY0fcGJV82dlnEI2cmFnmQ3tNIf0RzY8QqZufBLxu7EVlNXtoFdL2fLV6/F2G5b5fakzObg4f+expv/nua2bHImYtFHqRal/RHVOsSq1hZ67KIR4hZKO8SK7DIgSxP69QB+CrHcV4AUQATAWwGsBHANAAvAvgugFe6f//a7l+/3/3vN2iapnEctxbAnziOWwTgLABlAD5i+H2TM1Bdaxh7G0LI8bmSL5PXjx2MJRuOvlyqWtcPXVhOYM2Wg5gxrgQcB2gasOL9Wpyd5zuVfwRCvlRbJI4V79daNm6bQ/pNLJpDfW9iQc5MouDAqs11KWN31eY6/Pr60af6WyM2o6oaDrSEUd0YTMlf148djKZgDLUtUaz8IDWPuhwc6ju6NkguXr8XM8aVYNnGagBdOc/BA/dcNRzPvLufblMmJA2raxRiX9F4HPOnlmNedwNqUeAxf2o5JMX8xlD1nTHdcTs0z4cxpkcjduYXHbq3fPjcfT+c/2WcPPCr60dhf3MYqgY4OGBong9ONuGIjVn9/PZ7nLo/K35qREUMOtQh6Y7dwdlejGUQj2pdYpaejW/Hb4R7+tbKfh2L2JvVOdDtpHlkYg6r17eoXiBmcaS599PJsbkPlMYu6a9aw/pjdyiNXWJQRE7g8X/sTnl3evwfu+ndiZzWrH5+U71A+itaCyZmGZAh6q5vFQTYNIayOh6xLyvzINULxCyyktBd33rue2ze0ayOR+yL3tMIIcRaVubBUEz/wuNQjC48JsZ90RbVHbsleT6UF2b121jE3qzOg1TrEkLOdDTHQAgh1mGRA5mdkNQ07UOO414C8AkABcCnAJYD+DuAFzmOe6T7Y890f8ozAFZyHFcNoBXAzd1fp4rjuNUAPu/+OndqmpZg9X2TM1NDZwyL1+/F49MqkpsfOA4pL5drthzErAlliCkJtEXkZHMfoPvAsZsOHJPTV0B06o7bAKOD8nl+l+5Golyfi0k8Yl9SPIHplUXJZqyiwGPWhDLICpUCxDyqqmFd1RE8um4nfjbpXBTnejB5dCE4DhiS5UFTKAZR4FHfISXzqCjwuOvy0uTX6KkdeogCj1FnZaK6KZRsENhzmzI1/yPkKKtrFGJfotOJWDyBmeNLoGoAzwGxeAJup/ljye/WH7f0TkiMGhQQMXtiWXJDcM8tH4MY3QQuOByIKyqWb6pJxlswtRwunrr/EWOsfn5HYgpmTSjr9V4YjdNGOGLMgAy37tgdkOFmEi/Do/+zkkG1LjEoIutvhIvI5s+PWRmL2JvVOTCmKLrzyDGaRyYGBUT9xtOsal2aGyNmyQu4EPAIaA4fbVQZ8AjIC7BZm6WxS/qrXL9Ld+zmemkfAzEmIid0352i9O5ETmNWP7+pXiD9Fa0FE7MMzfVh0U1jMGf11uR81aKbxmBoLpuDb1bHI/ZlZR6ktTRilqCk/44WlNi8o1kdj9iX1XmQ3tMIIWc6K/Og1evOxN4GZXp0x+7ATPP3m1sZi9gb7b8hhBBr0Vow6c9UVcOBljAaOiUMyBAxNNcHnudO/ImneSxiXyxyIJtrvrtpmjZP07QRmqaN1DTtFk3TYpqm1WiadqGmaaWapt2oaVqs+/dK3b8u7f73Ncd8nV9omnaOpmnDNU17neX3TM5M4e4Dbb/ftA/zJpdDFLp+NHr+HwDqOySs2lyHi0py8ODk81J+z+yJZcjxC6fkeyfkZPhdDsy5cljKuJ1z5TD4XGyaPPjdTsybkvqzNG9KOQK0CY4Y5Hc7sWpzHWaMK8FdE0oxY1wJVm2ug4/GEjHRgZYw5qzeipu/UoSgJOPOy0rxzLs1WLPlIHyiE6s3f4G7r+idQ1/4sC75NUSBR8/7XU9tUN0UQviYAx50mzIhvfndTt0axe+iPE+MCcUU/PL1XViyvhpLN1Rjyfpq/PL1XUxuBssQHZg9sazXO2HATQ3UiDEczyEgOjFzfFetO3N8CQKik9mksRRPYO7aqpSbx+euraKGKMQwq5/fmR5B970w4Ka5OGJMvt+Bh68dmTJ2H752JPL9bJ7hPpf+z4qPal1iUJ7fnbJWAXQ3KPGb36DEyljE3qzOgQG3S7de8FO9QAzK8Dj13/kZbUqzev2O2JeSAH7z1h4kuvfNJ9SuX7N65aexS8ykqhpqmkJ4f18zappCUFWNWayA6MD8qan7GOZPLUdApLFLjMn2CrrvTlleqj/J6cvyvWNUL5B+itaCiVl4nsNV5w7AqplfxZP/MRarZn4VV507gNlasNXxiH1ZmQd9gn694KV6gRiU53fpvqPlMVrfsjoesS+r8yC9pxEzWTmveyriEXuyMg/6KOcSE507IIDHpo3GrImluGtCKWZPLMVj00bj3AEZ/ToWsTer8yDVuoSQMx2tBZP+SlU1rKs6gmuWvINv/f5DXLPkHayrOsLkvd/KWMTeWORAOmVGCIDiHB8qizNx69dK4HZyeP62C9EekfHLb47C/X/bnrwFcXplEX7/zxpMHVOImeNLoGoAzwGDMkUkEpTUyelLSigYmCmmjNuBmSJiCTYnPpw8kOlxYuG0CoRlBT6XEzwPOKlmJwZ1SnFMryzCkg17k7l41oQydErxU/2tEZtQVQ1NwRh+dFkpRp6VASmuYndDEItvPh+tYRmP/2MXplcW4U8f1WLGuBI4eKCyOBsd0TjaIjKArqL87iuGQdU03DWhFJoGrHi/FjdWDk5pCEi3KRPSW0xJV6OY37CN2FtQUtLcqGz+WJISCgqzPSnjtjDbw6y2JvZV3yFh/ecN+N64s9EWjiPHJ+C5d/ejtMCPoXl+0+OFY/o3jx/brJiQk+HgON3nt4PR4aGYouCHl5bioVerku+FD00ph0x5lxjUGFKgJBIpY1dJJNAYUnB2vvnxgjEZBQF3SryCgBshmeY0iDEJTcN9k0bg0XW7knnwvkkjoGrmr0kkNA0PXHMuHvm/nclYD1xzLpNYxN6szoHBWFy3XgjHKOcSYxIJDVkeZ8rYzfI4mW3usXr9jthXY1BCSa4PF56dnZxj+PxQO5pCEs4pMH+OISjHdfN8WKZ5XWJMz6bKOau3Jp/hi24ag0nlA5k0KYnICQTE3vsYInHKu8SYzlgcsyaU9drHEKT6k5zGrK49qdYl/VVUSbMWTJdpEYNUVcMbOxssq3Wtjkfsy8o8GKL5BWKSppCM+68egV++fnQt7f6rR6ApJNsiHrEvq/NgNN1+Xap1iUGqqmHD7gZ8drADqgY4OGDU4ExMGM6m+bTV8Yh9WZkHO2P6OZ7mkElf1AejkBUVyzfVJOvPR64bifpgFMW55q4FWxmL2JvVeZDWJIiZFEVFVX0H6jskDMr0oHxQBpxO/sSf2E/iEXuyOg9G08ajuV1izIGWcHJtC+g65zhn9VaMmHUJSvLNrT+tjEXsjUUOpCc/OeOpqgbBCdxUWYz/eWMX9jWG8d3nPsL3//gJ/vThATx/24WYNbEUM8aVYOUHtTivMAu/Wb8Hie7z8gkVeOKtPXRYnpzWODiw4r39KC0IYEi2B6UFAax4bz84Ro+BlnAcj67bhZ1HgviiLYqdR4J4dN0utIRpkpoYk+NzYdXmOswYV4K7JnTl4lWb65DjpdsRSd/13Pz28YEWvPrZYXz3uY/w54/qsONwJ3784qdY+MYeVB3uwPxXq1DbEsXKD2oxeXRhSuO/llAMsyeWYfHNY7Dk5vPxp49q8ei63Vi6oRrLNlajLSKjsjgH159fiBdnXoT/m3UJbaYkRBevW6PQqyoxqiDg1r1ROT/gNj+Ypl9bQ6NxS4w5K0vE1aMG4fsrt+C/Vm3FzJVbcPWoQRiUKTKJV5zj1f05GZLtZRKP2FckrujmwUiczUKd6HTipS11eGxaBR69YRQem1aBl7bUwU03DBCDNA2Y/9pOLFlfjaUbqrFkfTXmv7YTrHqaCbwTT7zVex7ZydPYJcbk+93I8gqYOb5rfmzm+BJkeQXk+82vdQdkuJHR3fSqJ1aGx4kBGQzqamJrAu/QzYEOns17k9/txO/+WZ0yj/y7f1bD56Z78IgxQTkOUUgdN6LgZNe8V0szN0ZzDMSgs7JETDpujmESwzkGl8OBP35wIGXs/vGDAxAcNHaJMek2VR5oCTOJF5VV3X0Mx1+YQciJZIhO3X0MAbdwqr81QtKyeu+Y1fEIMQvPpRm7HI1dYsz+5jAeXbczWS/ccUkJHl23E/ub2dS6Vscj9mVlHhQc+mtpgoPW0ogx+X4XvG4HFnbvKVg4rQJetwP5fjZ7za2OR+zL6jyY7j2N9usSo2pbwtjbEMLyTTVYuqEaT22qwd6GEGoZzetaHY/Yl5V5UHTqr6XRnkfSF81BGQ+8vCNlPe2Bl3egOWh+82krYxF7szwPptl/o2l0jpMYoygqXt52CNOXf4Af/PETTF/+Pl7edgiKwmZPgdXxiI1ZnAedaeaRHRzVu8SYhk6p174tKa6iMSj161jE3ljkQDrxQM5oPbe/uBw85q7dgRnjSpK3Mg/KFDFhxEBs+6INHsGBxeu7Pu7ggdqWKJZtrE75Wp0R6kRMTl/tkTg213Zgc+2nKR/viLA5rBSUFN2fk5BETTKJMaoK3PyVomQOFgUesyeWQWV0MJ/Yl6pqONASRkOnBCWh4YFXtmPy6EI8827XbUTXjx2cHGcAoGpI/nN9h5TMZ7MmlmLJ+mqIAo9ZE8qw6M3dWHhjRa9x+ugNo/G1klw4nTyG5lHHd0LSsbpGIfbldfF4bNpoVDeGkjd7nlPgh89l/oaMjqj+uO2M0rglxnRE4pi7tiplg8TctVVYPfOrQK758QSBw4Kp5cmYosBjwdRyuARa1CbGtKV5frczmhvjOA4Tzx2Ie1/alvJeyHM0dokxHdG47mJdZ5TN2O2MxvXnkalmIAa1hGT8/K/bU8avKPB4YcZFGJpnbqwjHTHcu6Z3rBW3X4iiHJrfICevM6q/RhBklHPbwvo5t40uJCIGiQ4nfv63T3rlwedvu5BJvI6oQnMMxBSNnTHMO26OYd7aKqy8/UIU55r/DHfyvO57mpNRk1diX1+2qZLFjcoROaFbM0RitI+BGOPgeN19DA66CI6cxqxel6V1YNJf0dglZjncEcH0yqLknvSevWb1HRGcU2B+rWt1PGJfVubB9oj+vC7lXGKU4ODQFJSxeH1VyjvaiAFs3tGsjkfsy+o82En7HolJDndEU85dSHEVi9fvxejBmTibwbyu1fGIfVmZB2ktjZipJSzrrqe1hM1vyGdlLGJvVufBzjT7b1jtVSP2VVXfodsEtazAj4oh2f0+HrEvq/Nga1i/tqY9u8SoARkiRIHvtWe3IGD+pcdWxiL2xiIHUvM/csY5tvmPz+3E4bYo3IIDUlwFxx1t9HP92MFYsmEv7rikBJt2N+KxaRWIygqKc71YvqmmV1IXGTSVIMQsosCjONeDyaML0XM2/tVth+AW2IzbszI9usXPoEw3k3jEvg61S/iopgVP3XIB2sJx5PgEPPfufgzO9mJs8an+7kh/oaoa1lUdwZzVW1M2NyqqlsxTAdGBGeNKkjnSI/C6eazndkUprmLJhr2YMa4ETcEYrhk1EBcUZaM5HENhlhflgzLgdFJtQMiJWF2jEPvqiCpoDcnJdzVR4PGzSSPQETC//qRxS8xypDOGbK8L148dnBxLa7YcxJHOGEYziNfQEcPqzXVd8xsxBV63E8+/V4OSPB818yGGeASHbq3MKg82BGO674Vn5/mYxCP2lW7siozGrptqBmKShqB+Q5QGBrfMNXbG0jRfiZkei9ib6HLo5kDRxeZWT1FIE0+gW0SJMU0h/TzYHGKTB2mOgZjlSJpneEMnm7Gbbv1uCK3fEYOs3lSZ4XHq5l2/h7bPEWMOtUtY8X5tcn1Z04AV79fSPgZyWrO69qRal/RX6caui8YuMcjtcCQb8QFH95qtYHTBgNXxiH1ZmQcp5xKzdEQVvPhxXcoe4Bc/rsOowkxbxCP2ZXUepD0MxCxBSdHd9xiS2FyyYnU8Yl9W5kE6C0fMFBCduutpAdH89S0rYxF7szoPWr1XjdhXfYf+ft36DgkVQ/p/PGJf1u/ZpbldYo6huT4sumlMSv+HRTeNwdBc88+LWRmL2BuLHEhvXOSMotf8Z/bEMgzoblQGIDk5wXFAtteF8kEZGJrrxb7GIDbuasTVowbh19ePxv7mEFZvPoi2iIzZE8vgoZdAchrL8brwk6uGo7oxBFUDHBzwk6uGI8frYhKP54F5U8ox/9WjN9rNm1IOnm45JwYVZXtw3dhCbKlt6xq7zcB1YwtRlO051d8a6UcOtISTz37g6ObGx6dVQBR4ZHtdCIgC/vxRHSaPLoSDB0aelYGl3zofnx3qgKp1Fd3TK4uw8oPa5NeV4iocPDAgIKLqcLDXC9+k8oGU9wg5AatrFGJfCU3Dr9ftSsn1v163C898t9L0WBmiE3OuHIZ9TeHkuJ1z5TBa1CaGZfmcuPXi4uSttD1zFFleNmMpGItjwojUG/RmTShDMEY3KxFjMj0CFt1UAVUFwjEFPtEJngOyRIFJvAK/C1PPT30vnHp+IfL9VC8QY7wuB+6/egSaw3LyGZ7rczGb183yCvjRZaWYt/bo/Nj8qeXI8rL5WSH2VRBwo7I4E7d+rSSlgW++3/xG1wMy9GMVMGiqTezN7+Z1c6DfzWZjT4bowF2Xl+HBV3Yk4z187UhkiLR2R4zJ9bt0N2Tk+NjUnlleQXdujOoFYtSADHeaBmpsnuHp1u+G0PodMcjqTZUcp+rWKDynMYlH7Ksgw43CLDeGDwwk350Ks9z07kROa1avy9I6MOmvcnwu3bXgXBq7xKCwrN+gJCwrtohH7MvKPJjpEXRjsVp3JvalqAlMryxKNkE9ekG4euJP7gfxiH1ZnQcDtO+RmKQox6O773FwDptLXayOR+zLyjxYlENn4Yh5JEXBrAllverPmGJ+E1QrYxF7szoPBty87t4xVnvViH3l+926e8fyGOzXPRXxiH1ZnQfTrQXTehoxiuc5TCofiBGzLkFjUEJBQMTQXB+T3gxWxiL2xiIH0gwtOaPoNf9ZvH4vnr61Er+6fhR+89ae5OSE3+3AbV8firuP2WQ8b0o5nvxnNWpbohAFHg9OPg9hKY78DBEOyunkNKaoGg61RbF8U03KYkdRtpdJvNawjDVb6vDYtApEZQVeV9ch0cKsYUziEfvSABxul3qN3eIc6qJNTl5DZ+8bMLK9LricXc/yhk4JyzftS27Gyfa64BEcKQvEj1w3Ei9+VIv6Din5NUSBR8XgLMRVtVd9MWf1VoyYdQlK8v2W/lkJ6W+srlGIfYVjiu5tR+EYm4Vm/fqExi0xSOOS9QZwdI5ixe0XMgnncwnJzRg98ZZs2Ivnb2MTj9gXzwGdUQUPHdPw/6Ep5RiSzSYex3E40kF5l/z7PIIDHpcTy1/flbKo7RXYNIaKxdVkQwmgK+/OW1uFlYzyPLEvJ8/hxsqilAa+86eWw8VgUUIUeNx0XKwFU8vhpZsYiUHxBHRzIKtaN57QkpuWeuI9+MoO/JFyLjFIdOo3rvQwyoOqCpobI6ZQEgnMn1rea+wqKpu5MVq/I2axfFOl5tCtUWh+jBiV5XHovjtlean5NDl9Wb0uS+vApL+KK6purUtjlxg1NNen26CEVaNrq+MR+7I6D+rFonFLjPIIAlZtrsOMcSXJg/KrNtfhsRsqbBGP2JuVeZAHpx+P5nWJQXFF0933+LWSXFvEI/ZlZR7UNFpLI+ZxORzYsOtIr3O6o4dk9utYxN6szoNKArR3jJhCcHK6e8fcTjZ7GKyOR+zL6jxIa8HETKqqISjF0R6JwyM4oaoas71jVsYi9sUiB9JpHWJ7qqqhpimE9/c140BLWLchxEcHWhFXVDx6/WgUZot46pYLMGxAAIve3JNS5Mx/tQqTRxcmf/3wa59j1OAsuJ08nDz9OJHTVzCm6C52BGNsbvVUNBUTRgzEvS9tw31rtuOnL23DhBEDkVA1JvGIfVk9dok9DcgQIQo8Rhdm4LffPh+/+85Y3PON4Zj94qdYuqEahVldt2P0NMO5fuzgXuPugZd34AeXlUHsPuQpCjx+8c1R+MeOQ4jEErr1RWNQ6vW9EEJSUZ4nZvG5nMkc3UMUeHhd5h+0C8USuuM2xKjRILGvpmBMt4ZoCsaYxGsJ68drCbOJR+wrLCeSjf+ArnH00KtVCMts8mAoTb0QonqBGNQejesuardH40ziNYf0825ziPIuMSaappFk5LjxZYZQLIG5x8Wau7YKQap1iUHpcmALoxzYFJb1c25YZhKP2Fc8oenm3HiCzfoWzY0Rs4iCE4VZLqy47UL877fGYMVtF6IwywVRYHMfKI1dYiae51CS78dXS/JQku9nuqGyNc38WCvNjxGDWsOK7rtTa5jyIDl9Wf38pnqB9Fc0dolZEqp+gxJWe2itjkfsy8o8GJTSxJIo5xJjOqU4plcW4Zl3a7B0QzWefqcG0yuLEIyxWQe2Oh6xL6vzINW6xCyH2qO686yHOqK2iEfsi2pd0l/5XA7ccEFRyjndGy4ogp/BOQkrYxF7szoP0t4xYhZN07/0mNU0q9XxiH1ZnQdpjoGYRVFUvLztEKYv/wA/+OMnmL78fby87RAUxfxzElbGIvbGIgdStzJia6qqYcPuBry89RD+ta8FETmh2xCirCCAZW9XQ06ouG/Ndnz32Y/R1Km/6ZfjUn9d1xLBnNXb6MAxOa2FJEV3PIcZjdsMt5BsotUTa8mGvQiIbA6YEPuyeuwSexqa68NTt4zFty4qxpy/bMOOw534779thxRXUd8h4Yu2KBw8kmON45B23C2/5QLMm3wuHptWgSXr92DqmCEozvHq1hf5ftGyPyMh/RXleWIWp4PD7ImpTVpnTyyD4DD/oGgwzbild0JiVEHArVtDFATcTOLl+fXj5fnZxCP21RLSXxhsCbFZGIzG9ZttH/8xQk4kHNN/hkcYNTXLTZN3cynvEoNa0mzIaGWwIcPKWMTe0tWerHJgwK3fEN7vpjUJYkxbJK6bB9sjbA5t0twYMYvDAbSEFby7rxm7G0L4175mtIQVOBidwaCxS/orek8jZmmldyfSD1n9/KZ6gfRXtCZBzPJFW0R3LB1si9giHrEvK/Mg7b8hZsn06J9byBAFW8Qj9mV1HqS8S8yS43fpzrNme122iEfsy8o8GEqzTy0sU84lxqkaMP+4C7vnv8qmMZSVsYi9WZ0Hae8YMUs4pj83FpHZ7DW3Oh6xL6vzIK0FE7N8Xt+BB17ekVJ/PvDyDnxe39GvYxF7Y5EDqfkfsbW61jD2NoSwfFPXrVp/+FcNHr52ZEpDiIemlOP592rw7QuLEU+o+Ok3hkMUeHjTFDmalvrrplBXk8CgRIU0OX3lplnsyGG02JF+ozPdaEeMyQvoj91cHy3UkZPH8xyyRFdyAeL45n5rthzEuQMzUsaa3rj7ojWCzbVtyPa54RV4yIqGtogMBw/Mm1KeUl/Mm1IOJ11sRMgJWV2jEPvieQ4+lwMzx5fgrgmlmDm+BD6XAzxvfvO/HJ+QZiMRbeAkxogCjwVTU2uIY39tOk7tNSfy8LUjwXF0WIkYk25DZQ6j97SAmG4hkgpuYkyWV3/sZjJ6hgelOO6+YlhK3r37imEIxWh+jBgzMMO6hsHpmhPnM2pOTOyrM00ODEpscqCVDeGJvQVEh37tKbKpPdPW1jQ3RgxSFOBwu5TcF/HUphocbpegMNpPSfO6pL8KxfRrlDC9pxGD8undifRDVj+/qV4g/RWtSRCz+NLsQfe62By0szoesS8r82DaeoH2BxODOqNxZHtduPPyUtw1oet/2V4XOqNs3vetjkfsy+o8SPseiVmsPjtBZzWIWazMg3lpcjydhSN90dx9fv1YUlxFM4MLu62MRezN6jwoODjMuTJ1HXjOlcNo7xgxLP08K5vi0+p4xL6szoM0t0vMcrhD0q0/6zti/ToWsTcWOZBWdIltqaqGQ+1RLF5/9FatiecORFRWMHN8CVQN4DlAVhKYeO5APPHWHqy4/UKclSniue99BRo0zJ5Ylvx8UeAxf2o5OiIyfnb1cAzO8iKeUHG4I4riXA8GZdIGTnL68roceOS6kcluxKLA45HrRjJ7ARQFB4pzPZg8uhBc93vBq9sOsWtiQWzL49Qfux6BJi/IyVFVDfubw/iiLYo7LinBpt2NKB+UgUdvGAWvy4lD7RE8/14t/vZpHX75zVG4/2/bsWbLwV41wN1XDIPo5PGrdbuSH5s9sQz17VFkeVx48p/VmDGuBBwHaBrw5D+rUZJXgeJc/6n+KyDktGZ1jULsKxSLpzRqB7ryMYsbY3wup+649dGmeWJQWE5g2dupNcSyt6vx6A2jmcRzco5ecyJRWYEDlHOJMS4HhwVTyzF3bVUyDy6YWg6Xk83CoM/lxPyp5Zh3TLz5U8sp7xLDOqJx/PKb5XA5nAjHFPhEJ2RFQSejRlTZXhdy/TIWTqtIxpPiCrJEWtQmxgh818b1nksNejayuxzmz7W6nfqx3E6a1yXGZHv0c2Cmh00OdDl45PqErniyAp/LiYgch8DT2CXGeNPUnswO5tPcGDFJSFbw4sd1yTkGAHjx4zqUn5XBJB7N65L+Ksvjgs8tpcyP+dwOZNJ7GjHIwUG3ZqDzQ+R0ZvXzm+oF0l/5XE4suLYcc185Zg3kWlqTIMZ1SnHcc9VwLHxjd3Is3XPVcHQyajxtdTxiX1bmQbej68LCB185Wi88fO1IuBmsfxB7y/A6cevFxSl7fmdPLEPAw+b5bXU8Yl9W50Gf26kbj2pdYpSLd2BghoDnb7sQjUEJBQEREVmGwLN557c6HrEvK/Ngz1zY8XNjdK6S9EWmp6uxxLGNSkSBR6bH/MaVVsYi9mZ1HhQFBwZkuFPWgQdkuCFSt2BikJxI6M6zygn1xJ/cD+IR+7I6D6ZdC6beD8SgDI8TlcWZuPVrJYjGFHjdTjz/Xg2TC7utjEXsjUUOpBlaYkuqqmFd1RGEpHjKRMPgbC9++tK2XpMPj0+rgBRX8W51M5asr+6evCtHYZaYLHJ8Lgc8Lgd++3YdplcW4Z7ur9N1wHkkhuUHTsUflZCTEokriMRSmzxEYgqiivnNUACgIODCnZeV9moEUBCgTfPEmGAsrjt2g7QpjZyEnnpgzuqtKYcufr1uJ2pboskNN3dfUQpV4/CnDw9g0U1jsOtIJwBg9sQynJXlwRetEaialmz8B3R1c1+8fi/uurwUHVIctS1RLNtYnRI/IrPJsYTYidU1CrEvt9OBZ9/bn2w+nVCBZ9/bj199c5TpseIJVXfcxmlxhRjUEpJ1a4gWRrcjhmIKfvn6rl5zIstvuYBJPGJfmaIDouBIyYOi4EAmowWPoKTgt8c1yvzt29X4BYMcT+ytKEfEti/iuP9vqfO6g7NEJvESmoqmoIzF66tSDn0U51LNQIyp75Tw5w9r8di0CkRlBR6XE09v2ocfXV6KCpNjHWyL6sb6/qXnoGJItsnRiJ05eOjmwNJ8NvFCchyqxqWs3T00pRzhOM0jE2NiSgKxeCKl1o3FE4gpCSbxaG6MmEXVVEyvLMKSDUcPHM+aUAb1+NsyTEJjl/RXkpLAI3/f2Wt+7LnvVZ7C74r0RzElAVHgj5sf45nVDISYwernN9ULpL+KKQlIcup7oSQnEFMpxxNjBgZEBKXUPJjrd2FAgM2ahNXxiH1ZmQfbozKcDi4lltPBoV1is2eC2BcPPtmIDzi6v/ePMy6yRTxiX1bnwU4pjqUb96bsv1m6cS9+fT3tvyHGlOX78PeqEB58ZWtKA7WLin22iEfsy8o8GFP095rLCu0bI8YFY3HMmlDWay2YxdlKK2MRe7M6D4ZlBfet2U7rwOTf5nc7kOt39Zpn9bvZnJOwOh6xL6vzYDimvxYcpjP1xKDCTBE3Vhbh3mP2f8+fWs7kjI+VsYi9sciB1PyP2NKBljDmrN6KH08oTblpIBJTUooWoGuxLRJTUJzrQWlBAHdNKAUANIdkvPhxXbJ5RGG2F/e+tA0zxpUkJy96Pn/u2h0YMdCP0XT4jZymYnFNt8nD07eyKdo7pUSy8R/Q83NShRW3X8gkHrEvRYWlY5fYS089cGwumre2CjPGlWDZxurkhpuF0yqSB4MPtX+O68cORjSeQGlBAKLAY+nGatxxSYluDSEnVGR5BN2bjXJ91PCUkBOxukYh9pXjFXD/NecirmgIxxT4RCdGDz4XOT7zb5kLyQkat8QU+QG3bg2RH3AziReNJ3TrmeM/RsiJtEYSuHfNZ73GLqt3/rCs6DfbjtFBO2JMRzSBuWt39JrXZTV2pbime+iDagZiVI7PhT2NIcz686fJj4kCjxwG8w75AbdurHw/m/qE2FcwltDNgaMK2eRA0enEQ69+khLvoVdpTYIYF1OsnauiuTFiFr9L6LWHYcmGvVjJKA/S2CX9VVDS3zMUjNIcAzHG6XDobpyn+pOczqx+flO9QPorq98LiX1F4wn8/K+96wVW72lWxyP2ZWUe9Lic+PkfP6G6mvzbmkMx3ff95lDMFvGIfVmdB4OS/v4bmhsjRu1sDOHBV1L33zz4yg6U5PtwQXFOv49H7MvKPBiNqzS/QEyTIQpYtbkupXHlqs11eHya2dfGWhuL2JvVeTDtOrBEtS4xJijpz7Oye0+zNh6xL6vzoJyg9TRijuZQHPOO60kzb20VXphxEYrz+m8sYm8sciBvxjdGyOmmoVOCFFfxxw/qcN+kERCFrqHeFpGT/9xDFHiEZQU/GF+Ke1/ahqUbqvH0OzXI87uTE3pLN1RjT0MQ2V4XirI9usVPfQct1pHTVyht0c6mg3ZjUH9RuylIPyfEmFCapq2hGHV/J+mpqoaaphD2NAR1xw/Hpf46LB8dZ/UdEpZtrMaS9dU40BzGnz+oxSPXjYKDg24NMeqsTOxtCOLuK4Yl/70o8Lj7imGQE9RIh5ATsbpGIfalqEBnVME9L23DfX/djnv+sg2dUQUsLgajcUvMokHD7IllKTXE7Ill0KAxiRcQnbr1jI9uBSMGNXTqv/M3dLJ556exS8xi9dilmoGYpT0a15136Iiaf6NyRFYwb0p5Sqx5U8oRidO4JcZYnQPpoB0xi9Vjl+oFYpamNHmwiVEepLFLzNSzrvf+vmbUNIWgqmzmxgDAIzh05xhEF22fI8bQnhjSH1GtS8jJobFLzGL1e5rV8Yh9WZkH063dNVJdTQzyudPtKXDaIh6xL6vzIM2NEbM0pZkba2Y0dq2OR+zLyjxI8wvETMFYHNMri/DMuzVYuqEaz7xbg+mVRQjFzN87ZmUsYm9W58G0OV6gWpcYQxcMkP7K6jwYpt4PxCT13X2hjiXFVdR3Sv06FrE3FjmQqlZiS15X14Javt+FLI+AmeNLcNeEUvAcsGBq6sG1h68diVGDM/HkpuqULq0toVhKQeN3O3DrxcU43BHVLX78Ih04JqevgoBbd9zmB9y2iEfsa0C6seSnsUS6HH8gSFFUrKs6gmuWvIMdhzt1x4+mpf7a59LfiFNW4MeFJbn43w17IAoOPDj5vJQa4sHJ56EhKKEoz4s/fVSLGeO66o0Z40rwp49qkeOjcUrIiVDNQMwSkRO6N3tGZPNvqKFxS8zSEVHw+vZ6PDatAo/eMAqPT6vA69vr0Rlhs9jhcvCYc2Vq46A5Vw6Dy0nTg8SYQZn6eXBgBps8KDg43bErOLgTfCYhqaweu1QzELPkegVkiI7kOsfM8SXIEB3I8Qqmx8oQBYhOYGF3fbJwWgVEZ9fHCTHC6hyY59ePl0fzyMQgWk8j/ZXVeZDGLjGLqmrJdb1v/f5DXLPkHayrOsKsAWCWR9Btdp3loXqXGGN1HrSySSaxL6p1CTk5NHaJWQZneXXHUmGWxxbxiH1ZmQcHZOjHKqCcSwzyuXnd930fo4ZmVscj9mV1Hkw3N5ZJc2PEoCyvoDt2MxiNJavjEfuyMg8WBFxp6mqX6bGI/QXcAlZtrks5s7Zqcx38bvPHrpWxiL1ZnQf9bidmTyxLyfGzJ5bBT03aiUHp5lkHWzyvyyoesS+r82B+mr1q1PuBGDUwzfzYAAbzY1bGIvbGIgfS6gKxJTmRwM8njcA93xiOn/9tO5asr8bSDdX45eu7seztajx9ayUW3zwGM8eXYNGbe3DLMx/hjnEl+N13xuLR60fhf791PrI9qUWOpgGL1+/F6s0HMWtCavEz58phdPiNnNacfJqD8jybg/KCg9OdEKeD+cQoR5qx66SxRHD0QNBtf/gI71a34OWth7C5rhVzVm+FFFexZkvvZ/a8KeV47bNDyV/PnXweVC2Bu69IHWcPTj4PWV4nFq/fi9qWKB5dtxtLN1Rj5vgSLLxxNBbdNAarPqrDI3/fif1NYcyeOCzlZqP7Jp2Lobm+U/Z3Q0h/YXWNQuyrJSTr3pbQEpJNj0Xjlpgl3+/Cf3y1qGtyTgM4DviPrxYhz89mUVuDhgEZ7pTGQQMy3F3BCTHAyfO6C4OCg81Us8DzGJTpxvJbLsDi6WOw/JYLMCjTDRejeMS+HBynO3adjJ7hDh76cxo0dIlBHMfhyU01SHSXu6oGPLmpBhxn/tjlOOA366ux80gQX7RFsashiN+srwaDUMTmrM6BbgeP+cdd/jV/ajncVC8Qg9xO/Xd+0cmqXkizBkJzDMQggdevdVnNV1GtS8xyoCWcXNcDuuZ056zeigMtYSbxFFXDk/+sTjmw9OQ/q6FQIzVikNvRddnssXnw4WtHMqk/rW6SSezL6vUtWk8j/RXP6de6tFWNGBUQnVgw9Tws/db5ePT6UVj67fOxYOp5zPaaWx2P2JeVedDt4LDguHndBVPL4aakSwxSVU73fV/V2Iwlq+MR+7I6D6abG0vQHAMxSIorvc5e3H3FMMQU8y/rPhXxiH1ZmQedaS7rZrXHktibpmm4+StFKWfWbv5KETTN/LFrZSxib1bnQZeDR2G2J+WcRGG2h/aaE8M0aLr7b1hlQavjEfuyOg+mm0empWBilNfl0N1/43M7+nUsYm8sciC1rCa2o6oa3A4ePtGJtnC8VwOI2pYo2iNx3LfmM0hxFYMyRcyeWAae53B396ZiUeCx4NqReH37F5gxrgRuJ48h2V5IcRX1HRJWflCLGeNKwHHA2CFZkOIJROT4KfoTE3Ji9Z0SnvvXgeS41TTguX8dQHGOFxUM4h1ql/DnD2vx2LQKRGUFHpcTT2/ah5mXnoPzixgEJLbVFIzpjt2SPGqqdiZTVQ37m8M40hnFo+t2YnplEVZtrsPk0YWobYkkn/3HPrOHD/Bjd0MIb+yox/1Xn4eq+g4kVOCpTftwy1eH4u+fHcaMcSVw8MCwggB+8X87cWPl4JQ6or5DwpL11Xj0+lF4+LXPUd8hAQA6JQVXnDsA/zfrEjQGJRQERAzN9YGnmQpCTsjqGoXYV0B0QhT4lLwtCjwCovnTHgfbo7rjtjDLg4qibNPjEftSNQ0aONzz0rbkXMT8qeVQGW2Q8LucvZoEcRwHn4umB4kxRzolrHi/NiUPrni/ltl7WlRREJVV/PSlLUfn7aaWQ1IUJvGIfR3u0B+7RTlenM8gXrpatyiHbmMkxrRHZUyvLMKSDXuTeXDWhDJ0RM1vdN0WkfHtC4vxxFt7krHuvmIY2iPmxyL2ZnUObA7HIDiAhdMqEJYV+FxOyAkFLZEYk3jEvuo79Nckzs71YeRg8+Md+ZK5MUKMONwh4fXt9V1rszEFXrcTv9+0D8W5bGrdI2nW74pzaewSYxo6Jd1LXRqDEkry/abHaw7FUNsSxbKN1b0+TogRkXgcLieHmeNLoGpdmzpdTg5Rxfy9Ywdawnh03c5kzgWAR9ftxIiBASY/J8S+rF6XpXVg0l+lG7uDsz1MamtiX20RGQktdS143pRytDOY1z0V8Yh9WZkHO+U4cvwuLL/lArRF4sj2CpATKkIxWgcmxjQGJd33/cagZIt4xL6szoMNnfpjt4HGLjEoQxTgcztS5sZ8bgcyGOzXPRXxiH1ZmQcbO9OvOxNiVFBSdPc9lhWYv0ZgZSxib1bnwYagBE1VMawgkNw7llATaAxRrUuMaUhzTuKcfEZj1+J4xL6szoPp9j0OoXMSxKCgpCCmJFLe+WNKAkHJ/PkxK2MRe2ORA2mWi9hKz23HPTeDL/32+boNIMIxJdn475avFiMaT2Dx+r0pt4nPfWUHZo4vwZL1XRN6//uto1+rvkPCso3VEAUeM8eXwCM4MDAj55T8mQk5GXl+F9oicsoEtSjwyPG5mMQbEHBjT2MIs/78aUq8AQE3k3jEvrI8gu7YzfTQjbRnKlXV8PqOI/jJX7biv64ow33fGIGDbRHMHH8OHn7tc9xxSUnKs7++Q8Iz79bg+dsuxL1rPsNdl5di9qpPU2qDhW/sxl2Xl2LhG3sAAHdNKEV9hwRVg24dUdcWTTb+EwUelcU5KMrpavZHBywIMcbqGoXYV4bHidkTy5LvdT23HbFo/jcgw607bguo1iUGJVRg3tqqlLmIeWursOK2C5nEi8gq7n3ps161zQszLmISj9iX1c9vB+fA3ON+VuaurcKK29n8rBD7svoZnu/Xj5fno5qBGOMRnMnGf0BXHlyyYS+e+95XTI/lcwnJxn89sZ54aw+eZ1SfEPtKlwNzGeXAbI8L+5rCWPRmVfKdcM6VwzA0h+bqiDEZadYkMhitSeT5aG6MmOOsTBGTK87Cvcc0eZhz5TAMyhCZxEs7dr00dokxAzJEFOd6MHl0YbKp2avbDqEgwGbs5vhcumt/lHeJUQ7OgfvWbO81lljM7TaHYrpN2lvCMVqbJobkpHl+ZzPKgbQOTPqrgjRzGvl+mtclxiRUDfNfTV3fmv9qFVYyWt+yOh6xLyvzoE8QsONga6+9PhcNpTMZxJg8v1v3fT+P0fPb6njEvqzOg2nHLu1hIAZpGodH/r7Tsn2IVscj9mVlHsz26q87Z3npLBwxLtPCs5VWxiL2ZnUezPa4sKch1Lu2zqYGasSYTI/++lamh836ltXxiH1ZnQfzA3ROgphDTmi67/xP31rZr2MRe2ORA6n5H7GVAy3hZOM/AFiz+QvMn1qePEwvCjx+PmkEAh4nZk0sRVlBAAvf2IUpFYW6t4mfnedLTup1RGKYN7kc81+rQrbXhRsrB2NItheNQQkvflyHUYWZp+KPTMhJiSdULJh6HrwuAeGYAp/oRCQWh6KqJ/7kPnALPBZPr0A8gWQ8ge/6OCFGxFVVt5EPq7FLTn/7m8P4yV+24uKzczB8QACfftGefJ5LcRVrthzErAllyUPxosBj1oQyNAUl/Oqbo5DpEXDHJSUAgDVbDqK+Q4IUV5Ob00SBh6Yh+e+P/1rzJpfjyU3Vyd/76A2j8bWSXPA8d0r+Pgjp76yuUYh9cdBQmO1JuXmjMNsDB6eZHktRNd1xm9DMj0XsrSUs685FtEZkJvEaghKyvS5cP3Zw8jD1mi0H6fZmYlg8oeL+q0egOSxD1QAHB+T6XMye342dMd2x2xiMMYlH7EvVNN2xq4HNMzyhpakZGMUj9tURjevWDJ3RuOmx2iP69UlHxPxYxN7SvTepjN6bokoCL3x49AZcAHjhw1qMPCuDSTxiXx3ROH4+aQRaIkfrhRyvCx0SmzwYV2lujJgjllCx6M3UBr6L3tyDP9xmfrNggOZ1iXmKsr348YQyPPDyjuRa3CPXjURRtpdJPA3QXXumtzRiVFMohmEFftwx/hxEYwq8bid+v2kfmkLmz1fxHKfbpP2PdLiZGNQeiWPBlPPgdR/z/JbiaGcwvwBQvUD6rwTSzGlQxUAMagzGdOdaWa1vWR2P2JeVeTAUU/Dix3Up87ovflyHcprXJQalWwdmtSZhdTxiX1bnQTXNHgYau8SodLUni7mxUxGP2JeVeTCuWrvHkthbW5p9DCzmdq2MRezN6jwYiSeSa8BAV62weP1eauZDDOuU9NfTOhntHbM6HrEvq/OgourPj9HZSmJUOKbonhcLxZR+HYvYG4scSM3/SL+nqhoOtITR0ClBg4Zsrwv1HV0H188rzMJfNtfhiZvGQFIS8Lmc3Q0Ct6U0BOJ56N7c4XE6kgsp5xQE8LO/fobFN5+P5lAMD7/2ecrXUBKJU/VXQMgJKaqKhMbhnpeOjv15U8qRUNkU0XElgQ4pgbmvHN2kv+DakchT6OeEGNMRVbDi/aOHNjUNWPF+LUryyk/1t0ZOkbrWMC4+OweTxxTihy98kvIsXvlBLeo7JKz8oGvMFOV4UNcaxarNdZg7+TwcaY7g53/b3utz2iIyvG5n8oDPivdrAQD1HRJWba7D8lsuwEcH2iA6eUhxBT+6tBRetxMFGS5cMCQHTic1NiWkr6yuUYh9xRPA/7yxG5NHF4LjgITa9esnbhpjeixFTeiP2wRtyCDG+EWn7lyEz81muq4w04NbLy7udbj5rEwPk3jEvqLxBKJxFcs31STH0t1XDOu1ydIsAzLdumN3QAbdCkaMCcUU3bEbjrGZr5IV/ZpBpvkxYlCe36VbM+T6zL/Zs2d+pNdaidtheixib+nemxRG700xJYHplUW9LgSRKOcSg/L8LhxoCafUC3OuHIY8L5vblBOa/twYHbQjRrVH9JsFtzNq4JtuXpcOLBGj6toiycZ/QNe4feDlHRhblI2SfL/p8Ro6Y7prz0U5bJoNEvsanO3Bty4qxr3H5cHBWebPtTaH9A83N9PhZmJQQcCFlrDc6/md72dT69I6MOmvaF6XmCXP79ada83zs1nfsjoesS8r82BCU3XndVWqF4hBkbj+OnBUZvP8tjoesS+r82A83fodzesSg/xp9hWw2vdodTxiX1bmQav3WBJ7y/W5cKC59z6GHAb7GKyMRezN6jwYiim662nUzIcYVeB3oznUez2tgNE8q9XxiH1ZnQcjsv78WESmvEuMKQjonxdjkQetjEXsjUUOpE4lpN9RVQ01TSG8v68ZOw614+Wth3DNknfwrd9/iNv/sBm3XlyMQZkiAIDjgM21HdhxuBM//+t27GkI9rrxfsmGvVASGmZNKIModP1IiAKPBVPLoULDM+/WYOmGahxqj6K2JQpZUZON/479Gj63cGr+Qgg5CW6HE/NfrUoZt/NfrYLgYHNoU9W4ZOO/nnhzX9kBVeOYxCP2lelxoi0iY9nGaizdUI1lG6vRFpEREOnA8Zmm5/mf5RUwY3wJ/ru7iR9w9Fl8/djBALqa9j3zbg3qWqN45t0afOeiYuysD2LhG7t7fc6NlYMxe2IZcnwCZk8sg1dwoC0iA+iqB2aOPwdOnsOr2w6B5zg8+o/duO+v2/HTl7ahujGMNz5vwKd1rahpCtGmM0L6wOoahdhXYzCGTFHA8IEBDMnyYMTAADJFAU1B2fRYLl5/3Dpp3BKD3AKH2RNT5yJmTyyD28nmvSmWUHVvcpKpcSUxyOdy4om3UufXnnhrDzwuNnmQB6c7dnnQHAMxxiPoj11RYDN2XWlqXZeDNh8TYxKaioevHZlSMzx87UgkYP4zPOB26NYnfkY5ntiXYPF7k1dwJg9G9cRbsmEvPALlXGKMBvRaS1705h6wWt5KN8cg8JR3iTG+7oNvx2J58M3t1B+7biflXWJMQ6eku/m4MSgxiVcQcOuuPecHaBMnMSYaT+jmwSiDhiiBNDneT4ebiUHxhKY7bpUEm30OtA5M+iua1yVmUdQE5k0uT5lrnTe5HIrKpjGU1fGIfVmZB9PN64q0JkEMCrgE3XVgVu9NVscj9mV1Hky7fkdrEsQgr4vX3VfgFdgcU7Y6HrEvK/Og1Xssib3FEwndfQxxBo0rrYxF7M3qPJjp0V9PyxDpPY0YE0uouvVCjNWlxxbHI/ZldR70psnzXhflXWJMQtN0z4slGFygbWUsYm8sciBlT9KvqKqGdVVHMGf1VkhxFbMmlia7YQJHE+zM8SVYsr4aDq6rMOG4rn8nKaruxmE5oeIvmw9i5vgSnJPvx4AMNzqjcRzpkLBk+vmIJRLJWxH3N4d1v0aHFLfs74EQo5osvgm8IagfrzFIN48TY7xuJ+ZcOSw5cdxzYwzd0nVm6Xn+P/vuPnz7oqE40KL/LHZ0z02IAo9HrhuJiJzA/958PvY3h5Dvd+t+zuAsDxwODnJCRSiWAMcBj02rwIHmMGKKioEZbsQTKh6+dhRmrtycUnM8/NrnmDm+BOAy8F+rtuK+SediUvlA8Dw1ISHkZFldoxD7yvUL+NZFxbj3uNuOcvzm1ww0bolZXDyPgZkiZo4vgaoBPAcMzBThcrDZlNaU5j2tid7TiEFBKc2tYBKbW7pawvpjtzVsfoNXYm9pb7RjNHabqWYgJuHA483PD+OpWy5AeziOLJ+AFz7YjzsuKTU9Fs9xKMxKrU8Ks0Q4aK6DGGR1DuyU4pbmeGJfrWFZdyy1Mao9080xNFG9QAzyuroa+B5/K62XUaPrdHMMVOsSowZkiBAFPmU8iQKPgoDIJJ7P5cCCqeWYu7Yq+bOyYGo5fHTYjhjUEtKvGVpC5tcMftGpm+MDdFiJGNRo8V4uWk8j/RXN6xKzFPg9eOLNPXhsWgWisgKPy4kV79XgV9+ssEU8Yl9W5sHONOvOwSjN6xJj2iJp5nUjbM73WB2P2JfVeZBqXWIWB8+hMPu4fQXZ7PYVWB2P2NfpUOvSHgbSF+0R/fHUzqD+tDIWsTer86DXRWeQiTmsXk+zOh6xL6vzYLozRUGqd4lBben27DKoP62MReyNRQ6kqpX0KwdawsnGfwCgauj1Q5HtdWHM4Cw8Nm00inI8GJrnw4HmcMoNL8dvHP7aObk4O9cHUXAgrqp4f18LNu5qxNWjBmHWqk8hxVVUFmfisWmjwYPDrImlUDVgzZaDqO+QujofuwXr/iIIMagg4EZxrgeTRxeC617feHXbIRQwusE+z+/SjZfrdzGJR+xLTWjwuhwpC3VelwOqSl207U5RVHxe34HDHRL8bicCIo8fXVaGH/3pE9xxSYnu8/wrQ3Ow8MbREJ0OeN08Vrx3AE0hGdePHYzSArfu5wzK9KC+PYIj7VE4eCAUS2BPQxBrthxEW0TGyJvGYF9rCCX5ft1CXNWAXUc6MXl0Ieas3ooRsy5BSb7fsr8nQvo7q2sUYl+axunedrTi9gtNjzUgg8YtMUc8oeE3b+1JjqWECvzmrT1YOI3NAYwBGfr1EI1dYlSWV9DNg1keNnNjmV5Bd+xmemhqmxiTnW7setmM3YIA5V1ijo5oHJeUDcCW2jaoGuBoBi4pG4COqPkLzQ3BGBRVxbCCAMIxBT7RCVlR0EAbiYhBVufA/DTzC7QmQYzK8OjXngGR6gVymtM0jCoM4LnvfQVNwRjyA24k1AQANutp6fJunp/GLjFmaK4Pi24ak9wHJAo8Ft00BkNzfUzidUpxrN5c16shyk+uGs4kHrEvK9e3VFVDrk/AwmkVyfe0SCxOeyaIYXl+l27tyeq9idaBSX9FY5eYRXByuHrUWSkXGP70G8MhONk0KLE6HrEvK/Og1Wt3xL4yPE7dWjeD0Z4Cq+MR+zoVexio1iVm8Lh4uJ2Orn0FsgKfywnBycHjYnPpsdXxiH1ZmQdz0ux5pFqX9EW6c7p5PvPndq2MRezN6jyYUDXkHLeeJsUVJGg9jRg0MM2ZmwGM3pusjkfsy+o8mG5OI5vqXWJQQNSfa/W7zb/I1cpYxN5Y5EBaXSD9SkOn1KvxzrEJdlCmiFsvLsaP/vRJcvPC3VcMQ77fhYevHYmlG/di1oQyLNlw9Dbkh6aUQ1YSONIppdyS/ODk87B8077k155aUQhJTqTcAH73FcPwp49qMb2yCJ0x6uhKTl8aVNx1eRkefGVHcvw+fO1IaFBP/Ml9kON16sbL8dJjhxjTEIxh2cZ9uH7s4GRDlGUb92HelPNO9bdGGFIUFS9vO4QHXt6R8lyW4wlIcRWbdjdi0U1jsOtIJ1StqyD+8YQyBKV4r89ZuqEaz7xbg9E3n48HJ5+Hh1/7PPnvf3HdKNS2hLB680FMrjgLyzfVJP/d7Ill8AoO/HrdTtx5WSn8aV7q+O5xyXE9t2pI1PyPEAOsrlGIfTV2WnfbUUB06I7bDA9N9BFjmsMyaluiWLaxOuXjLWGZSTwHx2H2xLKUuY/ZE8vgpBtwiUGyksCPLivFvGPmyOZPLYecSDCJJ/C8/th10AZOYkxMUSwdu/FEAr+6fhT2N4e7GrZxwNA8H+KM4hH7yvW5UN0Y6jVvkctiA2d3rMXrq1JinZ1Lcx3EGKtzoMDzuPOy0pQ1vAVTy+GieoEYFIrF8fNJI9ASkZNjN8frQlhmsw4sp/lZYVWfEPsSXTz2NcmYu3bHMXlwJM4rZHUIQ39eFzSvSwzieQ5XDC/AH2dchCOdEgZmiBh9ViZ4RvNVQSmBzbUd2Fz7acrHQxLlXWKMR+B186BHML/+bJNkdEoJzF17dJ37nquGo11iM49M7MvndmL+1PJec2N+N5u9XLQOTPorGrvELPUdEp5+Zz9mjCsBxwGaBjz9zn6Un5WBoXnmz7daHY/Yl5V5MJpm7S6WUEyPRezNKzgxb0p58uJYUeAxb0o5vAKbvVxWxyP2ZXUeVJHQzfEq1brEoHBMRU1TuNdernxGFwRZHY/Yl5V5MBRT8N/XnIumUCy5DpzndyMco1qXGMdzGu68rKzXWjDPm9/Mx8pYxN6szoOdkoz2iIKFb1SlrKcFJer7QIwReF73nZ/VPkSr4xH7sjoPpjuXEVNo/w0xxuvSn2v1MdjHYGUsYm8sciA9+Um/MiBDhHjMRsk1Ww5i9sSy5MdurBycnMwFupo9PPHWHrRHFURlBdeOKQTPAwunVeB/vzUGv7+lElFZgZPn8eLHdSmf9/Brn2Py6MJkrLPz/clDQ8d+7Z9NOherNtch4KZOxOT0xYFPTk4DXeP3wVd2gGP0GGiPJnTjtUepaCfGeF0OuI65fZbjAJeTg9dFGyTsrKq+I9nEDzj6XB4xKAPFuR5MGjkIc1ZvxZL11Xj6nRrcdXkZJFnBnNVdNxcPyhQxY1wJGjol/Pf/Oxf3Xz0CD62twvJN+7D022Mx58phmDm+BFE5jtIBAcy5ajgWvbknJd7i9XsRjCmobYli7toqxBQV91w1PFlzJA/ae1147bND0LSujxUExFP290ZIf2R1jULsq6D7tqNjiQKPAgabezrS1LodVOsSg3J9Xbcj3nl5Ke6a0PW/4lwPchjdjni4Q8JHNS146pYLsHj6GDx1ywX4qKYFhzskJvGIfQkOR3KCGujKg/PWVkFwsHlPO9xOY5eYw+Vw6o5dF6Ox63Y60RGJY/mmGizdUI2nNtWgIxKH20mLg8SYiJzote6xeP1eRGTz689QmlghBrGIvbmdTrSG5ZQc2BqWmeXAzpjSaw1v7toqBGnjPDEo2+NCLKGmjN1YQkWWyOY9zeV06NYLgpPWQIgx4ZiaPIAB9OTBHYjE2BzapHldYhZFUbF2+2H8xzMf4q4/fYr/eOZDrN1+GIrCZuwGRKfufJxfpPc0YkxYVnXzYFg2f+z6XQIWvrE7JdbCN3bD56J9asSY1rCM9Tvru+ZZb+6aZ12/sx6tjC4konqB9Fc0dolZCgIi2iIylm2sxtIN1Vi2sRptERn5fjZ7y6yOR+zLyjzoTrt2R+9oxJj2aBxrttThsWkVePSGUXh8WgXWbKlDe5TN4War4xH7sjoPcnBQrUtMEYop+vsKGK3NWh2P2JeVedDnFiAft+4sJ1T46Pwx6QNF5XTXghXV/Mu0rIxF7M3qPOhLs57mddEcAzGmri2KP39Ym3znf2xaBf78YS2+aIvaIh6xL6vzoJBmToPVmSJiX6GYojvXyuKd38pYxN5Y5ECqWkm/MjTXh6XfPh+fHexIdns/O8+L2RPLwHEcinO8yR+QHlJcRXGuDwvf2IXalq5id1CmiNu+PhQ/femzZCfNWRPKsPKDWtR3HxyW4iqObYwdjMZ1v7aiavivicOgqJTUyemrJSzrjt8WRhs4W0Jp4oXo5nFiTKZHwA8uLe3VRTtTpAUPO2volHRzyPZDHZg3uRw/+tMnvRbcHp9WkWz8d8tXi7Fkw9Gb3e6bNAK3XlyMsJzA9oPt8LkcUFQHlr1dg+9cVIRz8v268fL9btw1oRQAsLu+E2UDA3jmu5XoiCoQnTxqW8J49r39mF5ZhFWb67DopjEYmuuz5i+JEJuwukYh9pUhOrBganmy2UPXLXPlyPCYP2lMtS4xS1RW8IPxpZj/2jG17uRyRGU28wuDsz24auQgfH/llpTaenCWh0k8Yl/N6fIgo+d3YbaISaNSx+78qeUozKLDSsQYq8duTEng1+t2pby//nrdLjz73Uom8Yh9BSVFd+wGJfNrhnBMP1aEFrWJQdF4Ao//I3Uj0eP/2I2nb2WTA9sj+jm+PULvacSYiJzodVHMojf3MBu7CVXTrRf+cNtXmMQj9tXQGdPNgw2dMSbxaF6XmEXvQrAHXt6BsgI/KoZkmx5PURO683GKSs2uiTGtafJgG4P6M13OZdWwjdiXoqoYMyQ3ZZ511oQyKCqbhqtUL5D+isYuMYvTAfzq+lHY3xxO7ncfmucDq37/Vscj9mVlHqRal5hFUVVced4g3PvStmSte/cVw5jVulbHI/ZldR5MO59BeZcYFJETumMpyuBijFMRj9iXlXlQVvT3TNC+MdIX6daCGxmsBVsZi9ib1XmQ5nWJWQZkuLGnMYRZf/40+TFR4FGQ4bZFPGJfVufBdLU1ze0So5SEigkjBqbMtc6aUAYlYf47v5WxiL2xyIF0PQs5ramqhpqmEN7f14yaphBUVYOsaCnd3utao3h9ez1UVcOuI50QhdRhLQo89jYGMb2yCIMyRQzKFDF38nm9Dm4s2bAX148dnPJ55w7MSH49j8uh+7U5AK0RGR6BGlGR05ff7dQdv343mx6wAVE/XkCknrPEGFXTko3/gK58Pf/VKqjQTvF3RliR5QT8oqCbQwZne1HdGEqzeKtAFHhcP3ZwsvFfz797dN0uAEjWDlleF9btqEdbREZJvh+ZXv2cdagjiqUbqvH0OzXwiwJawzJmPL8ZP3rhE/zoT58g0+vCsm+PxYVnZ+O5712ISeUDwfN0mxEhRlhdoxD7aosoWPZ2NWaMK8FdE0oxY1wJlr1djbaI+U1KqNYlZhEFZ/KgMdBd675WBVFgM5Z6aunja2tJoUlqYky6PMjq+Z1QoXsjDq2vEKP8acauj9HYDaVpohaKUVMJYsyATLfu2GWxuSfP79KNleNzmR6L2Fv6AxhscmCeX//nJNdPm+CIMRE5TRNURmO3M83lc51RarpKjBmYoZ8HBzLaDEzzusQs9R36F4Id6b6002xup/58nNtJY5cYk2Hh/FiAci4xSYYo9NpLsWTDXgTcbPY8Ur1A+isau8QsLSEZ0nGXvkmyglZGlwpaHY/Yl5V5kGpdYpYM0YUn3ko9G/TEW3uQIbJZ37I6HrEvq/NguhzPas8Esa/ctPsK2MwxWB2P2JeVeZD2jREzpVsLZrF3zMpYxN6szoM0r0vMMjjbjQVTRybHkyjwWDB1JAZns8mDVscj9mV1HqS8S8zidTl19zF4XeaPJStjEXtjkQOZjkKO47IAPA1gJAANwO0AdgNYBWAogAMAbtI0rY3jOA7AYgDXAIgA+J6maZ90f53vAnig+8s+omna8yy/b3J6UFUN71Q3IhhNIBxT0BKW0RSS8Oy7+/DYtApEYwq8bieef68Gd4w/B/e+tA3ZXhdmTShLJt2ebqsrP6hFW0TG7Ill0DSgU9I/SOHo/vkSBR7zppSjKShh9sQyFOV4ke0RcP/VI9AclpO3Iub6XPiiLYLF6/fiGbp5g5zGBAenO34FB5smVR6XA7MnlmHx+qM/i7MnlsEj0DWixJjmoIxsrwvXjx0Mrnu4rtlyEM1B2pRmR6qq4e876vHChwew9Ntj8dnBdqga8Oq2Q5heWYRH1+3EPVeNgCjwKc/xroO8LsybUo76jqjuMz7H60r+89y1VZg5vgTTLyzCwdYwCjNz8ch1I/HAyzuSOevByechKMUxKFNEfYeEBa99jpnjS1Je6u7/23b8/ceX4LxBmTjQEsaH+1swIEPE0FwfNQEk5CRZXaMQ+2oJy5CVo82BOQ6QFY3JjTFel0N33Hqp1iUGBdPMTQSlOJN4TSH92xibQ3QbIzHG79bPg34XmzzYFIzpvxfS2CUGZYhO3fmqDEYNfL0up+77q5fRzwqxL04DHvh/56IxGEvm3fyAm8ntXqFYHD+fNAItkaM5PsfrQlimJlTEmCyvoJsDM71sDmCkHbsxNrU1sa+CgFt37OYH2Bza9LicKM71YPLowmSt++q2Q/BQvUAMEgUH5k0pTzb979nvIDKar6J5XWKWQZke3bw7MFNkEq8zGtedY+iMUs1AjHF3zykcP8dw/MZOM3hcvG7O9TCIReytLay/JtEeYZMDqV4g/ZXTwenmeCeNXWKQoqqIJ1IvOI4nNMRVNrdbWR2P2JeVeVAU9OsFUaCcS4xpDevvh2Gxb+xUxCP2ZXUedKZ5T6Nalxjl4DjMuXIYFr25J1kvzLlyGByMzk9YHY/Yl5V50JtmHZj2jZG+8LodWDC1HHPXHl0LXjC1HD63+ePJyljE3qzOg7QmQcxyqC2G1Ztru/qYyAo8LidWvFeDs/O8OCvL3+/jEfuyvo9Iun0MVDMQY9oi1u1jsDIWsTcWOZB1C8rFANZpmjaN4zgXAC+A+wGs1zTt1xzH/QzAzwDcB+BqAGXd/7sIwO8AXMRxXA6AeQAq0dVAcAvHcWs1TWtj/L2TU+yLtjAOt8dSNqgvvnkMbrigKNno78bKwfiPr56NLI8T2V4X6jskfLy/Bc997ytoDMZQEHDjQHMIN1wwGGu2HERxjhdz/rINj0+r0N1AfHFJLrwuBwZnedESiuHJTTWo75Cw+OYKhONdRfPy13clv5+HppTjpS0HIcVVhCW6eYOcvhw8B1FwYPmmmpSJN1aLHUEpDq/gwMzxJVA1gOcAr+BAkA7aEYOyfAJu+/rQXgt1WXRLl62oqoYDLWEcaAmjKShh0sizcNefPklpxLfqozrUtkRR3x7BL785Cvf/bXvKAbbfvV2Nb11UjMribN1nvF904p6rhiHf74bX7UR+wIXGYAyZHgGt0RgyRAGPXDcSuT4X9jYEsXRDNdoicrKJcH2HBCefeoBCiqvY1xzC7oYg5qzemvx+Ft00BpPKB1IDQEJOgtU1CrGvszJF3Hpxca/NxwMzzD8kGpbjuuM2HKdalxiT4dFviJLhYVPr5nXfgHt8vBwf3TxOjOmU9PNgUGaTB7O9gm6Oz2L0s0LsS1ISGJjhwsJpFQjLCnwuJ+IJBZLCZl6XNs4TszSGZIRjiZS8e/cVw9AYMv8AkdvpgKJpKbF++o3hcDupqQQxJhSL617WxaoZn9fl1B27HrqNkRgUVzXMnXweFrz2eXIszZ18HhRVO/En94FH4PGjy0ox75iN8/OnllMzH2JYbWsEf/4wdTPw05v24fuXnoNRg7NMj0fzusQsw/P9WDB1JOau3XHMWBqJ4fkBJvEy08wxsGpQTOyrIxpHrldImWOIxOLoZHCxSzSuwOVMzbkPTSlnNp9B7Mst8LoH7VyMak+qF0i/pQG5vuNyvBzv2r1OiAGaBkiKmpIH51w5DBqjsWR1PGJjFuZBl8MB93H1wvyp5RAcdECUGCMKDt1a182o1rU6HrEvq/Ogk+d04znpPY0YdLhDwvvVzXjqlgvQFo4jxyfguXf3ozDLY4t4xL6szINimnVgFhfIEPvrjCp4a2c9nrrlArSH48jyCXjhg/0YkuPt17GIvVmdB2lNgpilIRjD5toObK79tNfH7RCP2JfVeTAaV3TjSQpdNk+MEQVe96wji7lWK2MRe2ORA084CjmOu5HjuED3Pz/AcdxfOY4bexKflwlgPIBnAEDTNFnTtHYA1wJ4vvu3PQ/guu5/vhbACq3LBwCyOI4bBOAbAN7UNK21u+HfmwAmGfgzkn5EVTXUNIXw/r5mNHQcbfwHdDXYiSsanvxnNe66vBRzrhwGDsCj63Zh5sotuPXiYlw+LA/fGDkIt/3hY8x+cStu+8PHaIsoeHXbIdx6cTFEV1cyPtQeSblxuefQ0c/++hk0DfiiLYJfrduF68cORnGuBxzHgQOHB1/ZkfL9PPRqFS4ZVgBR4OFxUVInp7eeGzeArvE7d20Vs1helwPPvrcfie7aJ6ECz763n26oIYZpmpZs/Ad0jd1Fb+6BRrvSbENVNayrOoJrlryD2/+wGSE5gYVv7E75b/7wa58nn7dn5/khODjMHF+CuyaUYub4EvjcDlw3phCNnTF8Xt/Z6xnf8+ulG6tx31+346cvbUNNUxhSTMEf/lWDxk4Zs178FPf85TP88IVPoKhAvt+FGeNKICkJ3H/NuSjO9aAkz5fyvYsCDzmuJhv/9Xy/c1ZvxYGWsLV/kYT0Y1bWKMS+VFVLHtgEusbS4vV7mdQMotOpO25FJzWVIMYk1ETKInbPoraqsTm06Xc5MW9Karx5U8rhd9PYJcZ4BGvzoNPB6+Z4p4Pm4ogxmqZCUTnc89I23LdmO+55aRsUlQM09cSf3AcegU9uGF26oRpPbaqBW3BQMx9iWLZXwBNvpc6PPfHWHmQzaFAiOHg8/o/UeZnH/7EbAuVcYpDf7cSqzXWYMa5rDm/GuBKs2lwHH6Pa08FxumPXwdEGTmKMBhV+tyNl/tnvdkADm3oBQHKjM9A1dufR3Bjpg3y/C3saQ5j1509x35rtmPXnT7GnMYQ8P7uG/zSvS8ywuymIZW/vTakZlr29F7ubgkziqVqaeWRGTV6JfeX5XWiXlJQ5hnZJQa7X/Lwr8E48dNz+uYderYLA0/4bYkymR8APLi3FM+92zVU9/U4NfnBpKbJEdg1QqV4g/VHA44SG1HlkDRz8Iq2nEWMUVX/fI6sLBqyOR+zLyjwYkhXdubGITAdEiTHZXv1aN5vRhYJWxyP2ZXUe1DT9NQk6lkGMKs7xYNKoQfj+yi34r1VbMXPlFkwaNQhF2Wya8Vkdj9iX1XmQ1oGJWWQlgcuHd+XB2au24vsrt+Dy4YMgM7gkyMpYxP6szoO0JkHMkOtzoTjXgzsvL8VdE7r+V5zrQa6Pzf4bq+MRe7MyD7od+meKXHSxCzHI53bq9oTwMbj83cpYxN5Y5MCTGYUPapr2F47jxgG4AsDjAH4H4KITfN7ZAJoAPMdxXAWALQBmAxigaVp99+85AmBA9z8XAvjimM8/2P2xdB8nNtPT/Kengc6jN4xK6ZoKACo03HnpOfC6BYRjCsoGBHD3xFI8sb4ai9fvxdO3VuKOFZtTfkiWbOjaKLx4/V78/tZKiAKP//usHrd9/WwsnFaBPY1BJFRg5Qe1qO+QsHj9Xiy6sQJ3XFKCyuIsXFqWh/pOCQkVyPa6UN8hJb8fKa7CwaMrqdNheXIaaw3LyPa6cP3Ywckb5tZsOYjWsPm3jgOAk+Nx81eKkhvne4ofJ0eHRIkxbZG47thtj9DmHrvY3xxOaZ6natD9b+7ggUeuG4Usn4Bbnvm0V2f1335nLH67cS8Otcfwg/ElmDm+BKoG8BwwJMeLBa99nlIfLHjtczxx0xh8f3wpfvzip71qh+W3VGJzbStUDVj4xi78YHwpPK6jXd17GgfXNId71StSXEVjUEJJvt+Cv0FC+jeraxRiX42hmG4+bgqZf9tRW0R/3LZFaNwSYxycA799uxozxpWA47o2Fv327Wo8dkMFk3g8r2FgpgvLu2/AzfYJSGgqHDzt4CTGWJ0H29LUC21hmUk8Yl885+h1ucuDr+zAitsvZBJPVrSUPA905fmF09jkeWJfHdG4bq3bETU/77aG9WPROxoxysnzmPH1s9EclqFqgJMHZnz9bDh5NmsE6eaR6T2NGKbxuHfN9l7zz6zqBZobI2bxCA786vpR2N8chqoBDg4YmueDR2CzobI1LFPNQExR3yFBVo7OTXFc17vUkQ4JFUPMj9cR0a9326O09kyMiSsaXviwNuWd/4UPazF2SJbpsTqi+rUui3dCYm8JVet1EfP8V6vwpztOtA24b6jWJf1VNJbQPZT6R0bvhcS+QjFFNw+GY2wOy1sdj9iXlXkwKOmP22CUxi0xRlb0a90XZrCpda2OR+zL6jyY/lwGvacRY3rqg+PrhZWM3pusjkfsy8o8SHNjxEwelxPzX/sktf58rYrJPgYrYxF7szoPUt4lZvG7HZhz5TDsazq6/2bOlcPgc7PZf2N1PGJfVudBOltJzOLggLPzvFg4rQJhWYHP5YTTATgYbDe3MhaxNxY58GS6lfXMGv8/AMs1Tfs7x3GPnOTXHgvgx5qmfchx3GIAPzv2N2iapnEcZ8oJY47jZgKYCQBFRUVmfEliAVXVcKAljIZOCV6XE8++uw8zxpUgIDpQlOPF/VePwKAsDw61RxCKJVCc7cHnR0K456VtycY786aU44eXlmDu2s/RKSm6G3U5ruv/GzolzJ5Yhmg8gd+s34MfXVqKJeure/3+XQ1BbNrdiMIsD+a/+klK87IV79cmGwCKAo+Lzs5BTVO4z7cr0dglVgiITtx6cXGvZnx+se8vgF82dg91SFjxfm1KE4sV79diSLYXY/+tPwk502SkGbsBRmOXWKenBtjd0Jny7Pa7Hbr/zccWZ+Hxdbvwva+X6D7rt37RjjsnDMMP/7gFT26qwY2VgzE014uCgBt1LRHUtkR7fc4XrWEMyPTofr3Nta1Ysr462eTvyU3VeOLGMVg4rQIJVUWWz4Wdh4MoyfeiONeT8vVFgUdBQDT174vGLemvTjR2WdQo5MyU53cnG7T2EAUeuT53n77el41dGrfELE2hGGpboli2MXVeovnfaFr5ZWM3rgCNnXJyI5wo8Jg/tRw5nr79nJAzl9VzDAFR/x3h33kvJGemhk79ZsGNnX3LuyeqdVsjcUyvLMKSDUfH7qwJZWilRW1ikOh06Na6Yh+b+XzZ2PW69GN5XZRziTFNIRnRuIrlm2qSOfDuK4ahKdT35r1fNnYzPfr1SaaHLu4ixqSrFxr6WC8ANMdArBGNJ9AUjKXk3TlXDsNZmX1bqzhRrSsK+jWDW6CdcMSYwdke3TxYmO3p09fr69gVaewSg9K+8/exIV9f5sZ8VC8Qg1pC+s17Wxi9p1GtS05XJ6oX6tO8F9b/G++F5MyU5RFMna860dg1Ox45c5mdB79s7KbdH+yheoEYc6RT0h23RzqlPn/NLxu7LOKRMxOLPEhzDMQKbRH9OYa2SN/mGE5U65odj5y5zM6DNDdGrNIc0n9Pa+njfvMvG7tmxyJnLuv3mlPeJeZIqBo6jtvn3RGJI5HoWzucE9W6ZscjZy6z8yCdCSZW4TgOQSmBB1/ZkRxLD187EoMyuL5+vbRj1+xY5MzFIgeezO7FQxzHPQVgOoD/4zjOfZKfdxDAQU3TPuz+9UvoagbYwHHcIADo/v/GnjgAjr23eXD3x9J9PIWmacs1TavUNK0yPz//JL49cqqpqoZ1VUdwzZJ38K3ff4hZL36CG8YW4bXPDkFVgdv+8DF++fou/PSlbVBV4NVthxCWVd1bsorzfBAFHn63o9emXFHgoWlHD6i9vr0eZQUB1LZE8UV7VPf3J1TgjvHn9Iq1eP1e3Fg5OPn7Hpx8HlxOHm4nB5+rbxskaOwSKzh5PvnwAI6OZ4Hv+yb2Lxu7AzLcaIvIWLaxGks3VGPZxmq0RWQUZFBTCWJMurHrZDR2iTWi0Tj+ubcJL289hIQKFOcePcCjJDTd/+ZtoTguKun675Xu2d0aiuGeq4bh7ivKcP6QLASjcdS1hJHb3RDq+M8ZmOVFTVMo7dfrib9kw17ceMEQ1LSE8fgbu3CoXcL3V27Br9ftwj1/2YY7LytL/hlEgccj141EUbbX1L8zGrekvzrR2GVRo5AzU0iO456rhidzuijwuOeq4QjLfTto92Vjl8YtMUt+QL9Gyff3/b3py8ZuJJ7QvQE3EmdzWzSxL6vnGBxp4jko7xKDBmTo592CQN/y7olq3WyvkGwCABx9v8z2Cn2KR85cHlfXJUjH1rrzppTD08cGJV82dj0uB2ZPLEuJNXtiGTx9bDRIzlzZXgFPvLUnJQc+8dYeZHv6ngO/bOzyHKdbL/AcbcggxqSrFwb0sV4AaI6BWENOaFj0ZmreXfTmHsh93Ax8olrX73bq1gwBNzWVIMaIToduHhSdfas/+zp2/X3c70POXFlp3vmzxL7Vu1QvECtkegXdWjeT0XsajV1yujpRvZD2vZD2PRKDOOjPV3Ho23zVicau2fHImcvsPNiXeuHf2R9MzkxW779hEY+cmaw+J0HvacQsmR5XmjkGV5++3olqXbPjkTOX2XmQci6xSq5Pv/7M8Zn/nmZ2LHLmsnqvOeVdYpaYoiIsJ7B8Uw2WbqjGU5tqEJYTkHsOGxt0olrX7HjkzGVlrcsiHjlzReNKshkf0DWWHnxlB6JK3846ftnYNTsWOXOxyIEn85k3AfgHgG9omtYOIAfAT0/0SZqmHQHwBcdxw7s/NBHA5wDWAvhu98e+C+CV7n9eC+BWrstXAXRomlbfHfsqjuOyOY7LBnBV98dIP3egJYw5q7dCiqu4fFgefnX9aMx/rQqTRxfqbpCcPLoQTWluDmiPxDFrQhkaO6VeG3VnTSjDa58dwqwJZXh03S5Mu2Awsjxdm9nWbDmIWRN6//6/fnIQ0ZiiG6sox4uF00Zj5vgSLN1QjVue+Qgt4TgcDtogQU5fVt90JDr1D6SKTiraiTHN4TQ3j4fplq7+SpIU/P3zBvzwj1uwZH01fvrSNvxgfGmyeZ6cUHX/m+9pDMHBA1+0RvDIdSN1n/W1rRHIioYn3tqLH77wCcJyAkeCMp55d5/u59S1hLF6c+9a4MHJ5+GvnxxMiV8QcOOBl3fo1ilz1+7AT64agbsmlGLGuBL874a9qGuLMP+7JMQO6DZGYpZcrxu5fhdmji/BXRNKMXN8CXL9LiYLzTRuiVlcPKd72FhgNL/Qmqa2bqXamhjUniYPtjPKg+luEm0O002ixBgNCcyfmjpfNX9qOTSOzQYJq39WiL09+c9qzBhXkpx7ePKf1UzitIRleAVHSl3tFRxopXFLDEqbA6NsxlK69cNmunmcGKRBpXqB9EuSnNAdS5LMZmOaBhWFWWJKzVCYJUIDbT4mxqR9hjN65w9KcQzMSB27AzNEBGN9u0SGnLla060TMKh3O6W4bqxOicYtMaate3/l8fsm2qNsxhKtp5H+Kp7Qn0eOJ+jQBzHG6mc41QzELFbmwZY09QKtSRCjIrKCeZOPO7cwuRzRuGKLeMS+rM6DLbR3jJhEiuvnQYlRHrQ6HrEvK/MgzY0RM0lxRXdul0UetDIWsTer82C6eLT/hhgVT2i6zXzifbx883SLR+zL6jxIeZeYJRjV3/cYjJpff1oZi9gbixx4wquLNU2LcBzXCGAcgL0AlO7/Pxk/BvACx3EuADUAbkNXw8HVHMfNAFCLruaCAPB/AK4BUA0g0v17oWlaK8dxDwP4uPv3LdA0rfUk45PTWEOnlGz8N2nUIHxQ0wIproLjoDvQOQ7I8XXd1nLsvxcFHoMyRCx6czdu/koRAqITM8eXwMnzGDMkE7vqOzF5dCFWflALAAjLCTzwynbMmlCGJRv2YuUHtZg5vgRF2V4MyBTxwMvbUd8hwet26sYaku3Fd5/7KOXji9fvxcjCTMZ/Y4T0XZZX/2cni9FNR4c6ovjzh7V4bFoForICj8uJpzftw48uL8XoIUxCEpvKTZP3c7x0S1d/tb2+Aw+8vD1lQmr+a1XJfJHR3aD3+P/miqpixMAMPLpuJ2Z8/WwsumkMdh3pREIFVm2uw/TKIqz8oBZtERkzxpVg2cZq5Pvd+M36vbjlq8V48aNaPHHTGOw85nMemlKOtoiMlR/UYsa4EnAcwHNAWIqjvkNKiZ8fcH9pnXKgOYylG44evG8MSijJ9zP+2ySk/7O6RiH2FY0n8Ju39mDy6EJwHKBqwG/e2oNHbxhteiwat8QshzslrHj/aB2iacCK92sxNNfLJF6OP01t7aOxS4zJ8OiPpQxGeTCn+ybR3u+FdJMoMYaDA+t31uOpWy5AeySOLK+AFz7YjzsuKWUSj2oGYpa2cBy1LVEs21jd6+NmC7id+MV7+5N1dUIFnn1vP359vfl1NbG3zDT1QiajHJjn168XcunmcWJQXIFuvXDrxSVM4lldWxP7Cnj09zYEPCfcEtQnSoLD/7y5J6Vm+J839+CxGyqYxCP2VRAQdcduvl9kEs8tOPDCh3tx69dKkvsYVrxXg59cNYJJPGJf2Wme4Sze+dPtX/O62OR4Yl9ZHgGrNtelrEms2lzH7PlNc2Okv+J5Xve98Lavn3OqvzXSz6TbA5chCraIR+zLyjxoZV1N7M0tOLDmk7qUcwss3/etjkfsy+o8mOlNUy94qF4gxnhcTjy5qSpljuHJTdV4fBqbOQar4xH7sjIPWr1ngtibx+XUndt9nMHcrpWxiL1ZnQfTrUlQ3iVGRWRF9+xwhNHlm1bHI/ZldR6kvEvMku49LZPFe5qFsYi9sciB/Il+A8dx8wDcB+Dn3R8SAPzxZL64pmlbNU2r1DRttKZp12ma1qZpWoumaRM1TSvTNO2KnkZ+Wpc7NU07R9O0UZqmbT7m6zyraVpp9/+eM/7HJKejARldm3i/N+5szFtbBVVDyo0AxxIFHpoG1DaH8NCU1NtaHppSjkhcwZ2XnoMh2V6EYgrKCgIAgPp2Cb98fXfyUNzPrzkX0XgCUyoKsW5HPWaMK8GNlYPxleIc/M+be7DzcAemVxZBFHj8ftM+zJvS+2aYhqCkW0iHJOroSk5fETmOu68YljKe775iGCKMbt3I9bmxpzGEWX/+FPet2Y5Zf/4UexpD1LCNGBaM6Y/dkEw30vZXRzpjus/R6sYg6lqjWPDq572ev7MnlqE414tn392HGV8/G52SgurGEMoKAsgUHfjJVSOw8oNa1HdIyQZ9osAjy+fCdy4qQmG2iJ9cNQJugcO5AzOQ4xXw06tGQE6oeHDyeWiLyFi2sRpPv1MDn8uJ3IA7Jf7D145EbUv4S+uUoXm+lF8XBNgcSiLEbqyuUYh9BSUF0yuL8My7NVi6oSunT68sQpDBexqNW2KWbJ8LLieX/DXHAS4nhyxG700unsP8qal11vyp5XA5uBN8JiGpwunyIKP3NLpJlJilLRLH188pwJbaNuxtDOGT2jZ8/ZwCtEfZjF2qGYhZeg5tHovV5mOvy4EfXVaarKufebcGP7qsFF7BYXosYm/p6oUwo3qhU4rr1gvBGM0jE2MEB4dxpan1wrjSAgiM3psi8XT1Ao1dYkxEVtK8p7GpPTuiMmTl6C3jHAfIioYORrU1sS8HD8y5MnXszrlyGBwn3M3WN06eww0XFOHel7bhvjXbce9L23DDBUXM8jyxLyvr3UjM2hxP7MvncuDO497577ysFD4Xm3d+mhsj/ZXbyeHqUYUp74VXjyqE20n1AjGmI6o/X9UhsXlvsjoesS8r86DV88jEvkQnjxsrU9/3b+w+E2SHeMS+rM6DtHeMmKU5FEteYLh0QzWWbaxGbUsULaGYLeIR+7IyD6ZbB47SOjDpg6AUx7cvLE6Z2/32hcUIMqgZrIxF7M3qPNgp6cejvWPEqJ7Glcdi2RjK6njEvqzOg7QWTMwSTLf/m1Gta1UsYm8scuDJXAH7TQDnA/gEADRNO8xxXKDPEQnpVpTtxSPXjURbOA4prmLNloOYNaEMqzbXYdaEMizZsBdSXE0mzVWb6zB3ynloC8tYOK0CYVmBz+WEpCioa4lAcDpwz0vbUj6nORyDKPDI9rpwy1eLce9x/76nUdDvvjMW/zWxDGdliXjglR3JmwniSgK/v6US9R1RiC4n/rblC9z4lSGYNbEUqgas2XIQ9R1S183jAfep/islJK1sjwvZ3ljKz05EjiOL0Qtge/dGouN/jmkjETEq1+tCi87Yzabu7/2Oqmo40BJGQYYbxbkeTB5dCK57jezVbYcwenAWHnx5B9oiMoJRGXddXop8vxt+0QnBwSMqK/jP8aU40BzG0o3VKbnlcHsE9R0SgK4CmeeA+68egfaInPJ7Z08swzkFPmR6hWTNUJzrwaKbxqC6MYSYouJPH9XiOxcWYca4Ejh4YPTgLCx5aw+aQvKX1ilH2iPJ+ItuGoOhub50fxWEkGNYXaMQ+8r0CMncDHQ1ll2yYS9W3H6h+bFE/XGbKdK4JcZ4nTx+dFkp5q2tStYV86eWw8toM7CD55DpcXaN3ZgCn+iEkwd4njZwEmOyPS54hChmji+BqgE8B3gY3jzucTmwYdcRPDatAlFZgdflxPPv1aByaBaTeMS+8vwu1LaEsXxTTTLvzrlyGHIZNV3N9rgt/Vkh9tUhxfHzSSPQEpGhaoCDA3K8LnQymGsNxeLI8gop9YLg4OigHTEsXb3Aal43UxR0bx5fOI1uHifGOHkOmV4BzWE5+bFMrwAno/em9HMMVC8QY/yiEx6B75V3/e6T2RJk3ICAGz+8tATN4aP1yQ8vLUFBgMYuMaYpFINHcBw3dh1oDsUwNM9vejxF1eDgtF55V1G1E38yIcfI8eo/w1lciJntTVNb0+WbxKBgTEZ+hgvLb7kAreE4cnwCEpqKkCyf+JP7gNaBSX/l5Lle74BOnoOTGqIQgwKiU3e+6tfXj7ZFPGJfVubBLIvXnYl98YDu+harVnxWxyP2ZXUedDt5eFzHzcW5HHA7afQSY/L8+udBcv1szlVaHY/Yl5V5MN06cAatA5M+8LvTrAW7zF8LtjIWsTer82Cu14XDOrU1i7U7Ym+hWBz/fc25aArFkvth8vxuZntorY5H7MvqPJhuToPOVhKj3M5jzovFFHjdXefFRg8e3q9jEXtjkQNP5o1L1jRN4zhOAwCO46iTCTHFwfYIIjEFZQMCyUlYt5PHgmtHojUk4/nbL8TuI0FkeV043B7B5NGFONwq4Rev74QUVzEoU8T1YwfDwQNfOycX1Q1BPD6tAofaoijM9qC+PYKh+QE8fO1IfNEW0W0EMWNcCZ55twYJVcN9f92O4lwPfnBpKea/evTg/f1Xj0A0ruJPb1djemUR5qze1qsp4V2Xl2HkwIxT/DdKSHoaOLRHFcxd+3nK4WaAzaa0DNGpW/ycXzSCSTxiZxxawvGUsTt7YhmGcbShsr9QVQ37m8PYWd+JvY1BdEZiuPOyUsw9psnNgmtH4v+2HUJbRMacK4dhYKaIe1/6rFfD3vuvORdPvLWn1/O85xBvca4Hj1w3EqoGROUE6juiGFbgxyXDCsBxXZNfDo7HAy/vSH6N2pYo5qzeitkTy6CowI8nlMHndkIMSsjyutEekTF+eAHWbDmIVZvrsODakdhd34nHplXgQHMYMUXFqs11WHLz+Xhx5kUoCIgYmuujJjqEnCSraxRiXy2hWDK395DiKlrC5t/syfP645ZyPzFKTmj4y+a6Xu9N9006l0k8RVVR1xrFojf3pIzdPNoERwzSAPzy9V0peVcUePzpjouYxBOdDkz/SuqlHg9fOxJup4NJPGJfmqYlcyDQVSssenMP/jjD/GbBABBXNd2flT/OYPOzQuwr1yegsVNKaVz5wP87Fzle8zdIeAQn9jWGk2O3Z40k/6xM02MRm+P064U//yebHCg4ePzXxFIIDmfyoF1pfikEBx1WIsbwHIfD7ak5d/bEMhRle5nEc3D6ayDDaQ2EGMRpHNZuO4Rbv1aSMsdw7iA2cwwaOEiK2quxNs3rEqPcDh6/+L+dvWqG1TO/yiSe6OQhCjwyPE4oqoYMjxOqloBIB5yJYfrPcFZ50Mq5OGJfbqcTexs6er3zjyxk885P68Ckv0okgPoOqVetOzjLc6q/NdLPeAQH/uuKYdjfHIaqAU4e+K8rhsErsFnfsjoesS+r8yDVusQMCQ042BbF4//YnRy3P/3GcOQz2g9jdTxib1bmwWhcTe7PPzbeSgYXLBN7EwXgrsvL8OArO1L2crHq9291PGJfVuZBB6c/N+agdWDSBw6exzP/2p9sgqpqwDP/2o//uXFMv45F7M3qPJjQ0u3XpVqXGJPnd+OL1mjK3NjPJo1Arpddo2sr4xH7sjoPKiqoZiCmyPIKuLGyKOW82Pyp5chicE7CyljE3ljkwJNp/rea47inAGRxHPefAG4H8Ps+RyRnNFXVcKAljIZOCQ6ewzP/2o8LhmThzstKsay7ud73V25BtteFGysHoyjHiy9aw/jjB3Wo75Dw6A2jko3/bvlqcbKh3/JNNZg3uRwL39iF2pZoslHQL/7+Ob4/vgTDCgK6jSAcPDB7Yhm+aIsA6GoA9OQ/q/HULRegsTOGtnAMnZICVQMWXDsS31+5pVfDoeW3XIBoPAEnbQYmp7GwrOCFD2uTt3oCwAsf1mLkWWyaVgbcTtxy8VBUNwaT3eZvuXgoMkS65YMYE4wpWLw+tXnr4vV7MYrR5mNiLlXV8PqOI/jJX7YmX4SeuGkM7l69NeW/6dxXduDxaRUYlO3Dc/86AJeTS97scqg9ipUf1KK+Q8L+5rDu81xwcHj2excgHFOx41Bncsz0vHj99u1q1LZEcf/VwxGVE7jjkhIAwJotB1HfISHb60Ke352yIDxvcjn+55i6YvbEMvhcDvzPP3bj6lGDUl7uFt00BqMKs5JNn1RVQ01TCA2dEgZkUDNAQr6M1TUKsa9snwuiwPeapGZxC244RuOWmCMSV3DD2NRJ43mTyxGJK0ziyYpGY5eYoiMq69blHVGZSbyYomLpxr0pY3fpxqNNwAk5WW3huO7YbQuzuR2xobPrffP6sYOTY3fNloNo6JSYxCP25eA4PPL3nSlzKY/8fSdeZNBELXFc00opruKXr++iAx/EsKagrJsDm4Js6gUNCTh4B/YcsyZxTr4fGhJM4hH7CssJ/TWJWyuZxAvJCl78uC6l1n3x4zqMHkxrIMQYOZHQnWOIJ9jkwbCs6DbWfva7bH5WiH01h/RrhpYwm5rBLQAAj821bV01Q3NXzeAWaB2PGJNuHwOLJmrNIf25uOYQm58TYl8JVcMz/9qfUns+86/9zOZZaR2Y9FeReEK31n2Gal1ikKZpcB63X8zJc9Cg2SIesS8r82BrWP+dsC1CtS4xRk6oyUZ8QNe4ffwfu/GH275ii3jEvqzOg60RyrvEHLLCJc9dAF158MFXdjC7DNPqeMS+rMyDkbj+3NioQpobI8aFYjJu/9rZaInIyT0xt3/tbIRi5u97tDIWsTer8yCtpxGzxBMqnnsvdT3tuff2Y+SNbNbTrI5H7MvqPNgh6dcMnRLlXWJMVE5g3tqqlHf+eWurmJxdsDIWsTcWOfCEXZg0TVvIcdyVADoBDAcwV9O0N/sckZyxVFXDuqojmLP6aAOgn08agfyAG3P+sg0zxpVgyYa9yPa6Uhr79TTyW7W5DgMzRIgCj+vHDk7+e6Arsc5/rQozxpVg2cbqZGO+GeNKsOC1nVh0U4VuI4hhBQG0hGJ4clNN8uOyoiEYVSAKDgzJ8eHX63aitiWKWRNLdYue+g4Jv327GgMzRFQMybbmL5MQg+KJhO4DRE6oJ/7kPgjFFBxuT735cfbEMgzMEJnEI/YVlRXdxZWITIc2T2eqqqGuNYymYAy7GzpxxyUlyUZ7RzqiKZNRPR/f3xzGso3Vya+xqyGINVsO4pavFicX0xKqqvs8r6rvxNfOycXWL1qSeQc4+uI1Y1wJ/vrJQfhEAfccc/Bt1oQyrPygFjdWDu61IHx8XbF4/V48cdMYjB9eAAC46/JSlBX4UTYgkNLcT6/eWXTTGEwqH0gNAAnRYXWNQuwr0+PEgqnlmNs9AScKPBZMLUeWx/zm07F041ahcUuM8QhOzH/tk141yApGk8aSksD0yqJe8y2SQrU1MSbgFlCc60neUAMAr247BL+bzW1HoVhcd+yGY2waZRL7yva5dMduts/8ZsEAMChTxK0XF6c0qJ89sQyDaH6MGNTQGdOdH2vsNH+DRNoDJoyaZBL7yvI5dXNglpfNBUGayqP9uA357REZg7M8TOIR+wrFFN314BCj2lNO6L+nxWlujBjk5B14clN1yvrLk5uq8dgNjJr5xPTX70IxmmMgxmR6BN2aIUNkM8cQjUG3ZojGqGYgxkRl/ZohymAfg9fl0J3P8Locpsci9haW08yzymxqXVoHJv1VKE2tG6ZalxikqBoOtkV77aEdlMlmjcDqeMS+rMyD2V4XfnhpCZrDR+uFH15awuSiT2JvnVH9S+A6o2xqXavjEfuyOg8O8Lt14+X73UziEftqCsZ082BTKGaLeMS+rMyDUlx/biwWp7kxYpzPLSASD/V65/e5zd+DY2UsYm9W58Ecn0v3zGmOl+YYiDFBKa7fBFVi885vdTxiX1bnwWyPC4e4aMrHOA7IEinvEmNaI/qNK1k0abcyFrE3FjnwpN64upv9UcM/0meqqmH7oXYcbA3j8WkVONQWxdn5PrSGZexqCEKKq+C4ruSo19hvyYa9+P2tlfC7HJg9sQzReEI3sXJc719LcRUOvmuS4dgNww9OPg+Ck8ez7+1HfYcE4OiBTL3GQKoG3aLnUHsU0yuL0BqmSWNy+rJ64i2e0HRvOX/6VroBlxiT43PpHvjI9bE58EH+faqqYcPuBuxtCKX8d5s1oQzrdtTDLwp4tPvGy2Mb/A7N8yW/hijw4DmgvkPCyg+6bnlx8MB5Z2Xi7iuG4Ym39qQ8z1d9VIeSPD9UDWnrg+vHDsbDr33eq76YOb4E5+T7T6quqG2NYNPuRtwx/hxEZQV5fjeKsr0pTf0OtISTjf96Pm/O6q0YMesSlOT7zf7rJqTfo8VBYpaOqIJlbx894KxpwLK3q/HoDaNNj+VPN25FGrfEmKaQ/qa0Zkab0jyCU3e+5bnv0c3jxBiN0/CDS0sx/9WjDVfnTSkHOI1JPJHGLjFNmrELNmNXVfXnx/5IN4MRgzI8+k3U/B7zGz1YGYvYG6dxujmQ1e2IUiKBsJzo9Z4WS9DBfGJM2k1wjJoF+wRBt9ZdcRvVC8SYTkm/mU+nxKaBb0a6hm0MLuIg9iY49GuG1TO/yiQe1QzELJkeQbdmyGSQB/1uB350WWny9nFR4DF/ajn8bnpPI8a4ndbOs9I6MOmv0jYnplqXGBSRE7q17vJbLrBFPGJfVuZBRVN139EUjRqiEGM8glP3Hc0jsHlvsjoesS+r82BC03TjqRqbPRPEvvyifh70M3rntzoesS8r86BfpL3mxDw97/jHv/P/nsE5XStjEXuzOg92ROOYNaGs956JGF16TIyxeuxSzUDMYnUejCm0/4aYI93+mwyP+X1ErIxF7I1FDuRP9Bs4jgtyHNd53P++4DjubxzHlfQ5MjljqKqGdVVHMOvFT6GowE9f2oZfr9uFqsMdePKf1SgrCGDWxFIMHxCAKPDJhn3HkuIqPtzfinlrqzA424Nh3b/3WKLA49i5tp5fiwKPuKJixftdzYPumlCKx6dVYPmmfXhobRWmVxZBFHgMyhTx39ec22tyYsmGvbh+7GCs2XIQsyaUJeP2FD1/2XwQSzbsRYA6EZPTWLqJt+N/1swSiunfch6OUbd5YkxM0R+7MYU295yuDrSE8dnBDt3n6c+uORcPvrKj18fvm3QujrRHACDZfCHX23XIsr5DwjPv1qA4x4df/t/n+Ptnh/HETWNwz1XD8Ni0CoSlOH54eSkGZbvh4JC2PkhXX4wYGEB+wHVSdcWowgx866Ji3PvSNty3Zju+88yHeHnbISjHjMeGTkk3TmNQ+vf+YgmxKatrFGJfLSEZsnI0cXMcICsaWkLm37xB45aYJd/v1q1B8nxsblMOSfrvaXQrGDFKimvJ5mldv1Yx/9UqxOJsNgMHaewSk0RlVXfsRmU2z/AjaW4ebwjSJTLEGCfP69afAn/CJb7TOhaxt4Y0ObCRUQ5MqNAduwl6TSMGhWJx3HPV8JT14HuuGo4wo01wzeE0TeHp0jliUKZHv5FkpshmYxoP/YZtPLgTfCYhqcKy/sWfYZnNZmCqGYhZInFFt2aIMhi7sqIlG/8BXeN23tqqlDURQk5GRzSum3M7o2xqXVpPI/0V1brELJE0tS6rNQmr4xH7sjIPyor+RVpU6xKjXE4OsyemnvOZPbEMLieb57fV8Yh9WZ0Hw2maBbOaiyP25XM5dPOgz8WmCarV8Yh9WZkHY2nmxmI0N0b6ICIryPa6cOflpbhrQtf/sr0uJmsSVsYi9mZ1Hsz0CNiw6wgem1aBR28YhcenVWDDriPIcFMzH2KM1etbtJ5GzGJ1HlRo/w0xSURWcPcVw1Le+e++YhgisvnnxayMReyNRQ48mba/vwFwEMCfAHAAbgZwDoBPADwL4LK+hydnggMtYcxZvRUzxpWkbDj3uhy4/WtnY29jEKoGHGqL4FffHIUDLWHdjqma1rVQpmoaghEZj94wCvuawlA1wMEBJfk+rHz/QPL3z5pQhlWb6/DzSSPg4DncWDkYqgas2XIQAJK30q38oBZLbj4fTaEY9jQGdTc/cBxQ3yFh1eY6PPPdSrxf0wpNA1Z+UIv6jq5mPnGqRshpLCrrH5RnNfGW6dG/WYluwCVGRWJpDnzEaNL4dNXQKcHJ87r/3b5ojeh+vKYphKG5PiycNhpNoRjOynLj88NBzJ9SDp/ohEfg0RaO4eFrR8Ht5HHvmm24/Wtno7q7hthV34lzCvwYkuPB7IllKbfOPnztSCzduBdTKgp185LodOAP/6rBgqnffCVKAAEAAElEQVTlWPZ2NSaPLoSDB8YMzsKLHx9I/r5ZE8oQiiV6NYp44OUdKCvwo2JINgBgQIaoG6cgILL46yak37O6RiH2NShT1L15fFCm+flXSrNpXqJxSwzqlOJYMOU8eN0CwjEFPtGJiBRHkFFTiUyv/ntappfe04gx4TQN/0OMGv5n0dglJonG0xx8i7N5hhcE3LpjN9/Ppskrsa90h/M7JPNrhrSxGDUCIPZldQ5MV5/QhUTEqDy/G83BGBZOqzj6nhaLI4dRk/Y8v/7PSh7VC8Sgtoismwfbo+ZfjAEA7VH9eFQzEKMKAtauq6Vbk4jQ3C4xyO92oiAgYPktF6A1HEeOT0B7JAav2/wDx00hahZMzJHuPY1V7UnrwKS/6pTSNMpkMBdH7C3dHtqAyKZBidXxiH1ZmQdpXpeYxeXkUJzrTZnX5TlAYNj8z8p4xL6szoPpmwXTexoxRlETOCtLxMzxJVA1gOeAs7JEKCqbsWR1PGJfVubBkMV7LIm9FWaJ+OGlJWgOy8mz9D+8tARnZZo/t2tlLGJvVudBOaHg9q931QrQAI4Dbv96CeIq5V1iTNTi9yar4xH7sjoP0lowMYvP5US219lrz67PZf55MStjEXtjkQNPZhRO1TSt4phfL+c4bqumafdxHHd/nyMTW1NVDQdawmjolMBzHLK9LnAcUgbw2Xl+1DSFsHxTTbI5w5wrh+Gy4fkozPZi7is7kh+fP7UcDk7D+LJz8a99zSg/KxO1LeFen/uTq4ajNRxHrt+FrV+04+avFEFSVNy9emvy9/U0BfQKDtx1eSkkRUVC1fDwa5/jjktK0jYeFAUeP7qsFJKSwNPv1PT6PQMyqKkPOX2lPzzkYhLP7XRgzpXDsOjNPSk/o24nbSQixuT4XLpjN8fHZuySf9+ADBFlA/y6/928Lv1NhiMGZWBvQxAvflyHGV8/G3sbwinNm+6+Yhg0aHjglc347XfG4uavFCEST6TUAbMnlmHYAD9aQzIen1aBSExBUyiGNz8/jIevHYm2sIxffnMU7v/b9pTPOdgWwTfPL8Iz7+7DzPHn4OHXPk9pHDi2OBdBKYFVm+vw0JRy3WL8SIeEiiFd9Y+mAQunVWBvYxCrNx9EW0TGopvGYGiuz7L/BoT0J1bXKMS+pHii6zkyrgRc9z7KFz+uQ8XgTNNjZfsE3XGb7aVbwYgx+X43moIy7nlpW7L+mDelnNlBO4Hndd/TBJ5nEo/Yl9XNfLwuJ+ZPLce8tVUpc4VeWmAhBuWkeYbnMHqGi86uvN7TRL4nz/fcFEbIycry6o/dLNH8sZs2lodqXWKMJ00O9DDKgflp5hdyqYEaMSiR0NASjmPu2s9T5pFVVWMSL2294KR6gRiT69VfT8v2splnzfXp511avyNG8Rx6Xew1e2IZeEZn5dOtPdPcLjHK7XAgLGu4d82W457h5u+Jybe4YRuxL7eT151nZTVXRevApL+i+TFiloBb0H3nz2Awr3sq4hH7sjIPppvXpVqXGMWDx8G2aK/9MIWZHlvEI/ZldR4ckJFmv0+A8i4xiseiN/dg8uhCcByQUIFFb+7B49MqTvyp/SIesSsr82C6HE+XxpK+iCsawnLvM3TxhPn7GKyMRezN6jwYcLvwRWuw19xYYTa9pxFjci0+z251PGJfVufBdHvHsmnsEoPcTl53z+6wAvP3MVgZi9gbixx4MqMwwnHcTRzH8d3/uwmA1P3v6I2N9KKqGtZVHcE1S97Bt37/Ib773Ee49eJi5PkEFOd6cOflpbhrQik8Ap/cwAt0Nc9Z9OYetEXiWLZxL2aMK8FdE0oxY1wJfvt2NfyiC9997iMsWV+NuKImF8uO/dyE2nV7i0dw4jdv7UUolsATb6X+viUb9uJX14/Gs+/tx8I39mDphmpU1Xci2+uCz+XAg5PPS25qEwUeD04+D6MKM/DYtAq88EEtHvhbFWZNKEv5PdTUh5zuEpqGOVcOSxm3c64choTGJo03h2RkiV2djx+9YRQWTqtAluhEc1hmEo/YVwIaZk9MzbmzJ5ZBpRLktFWU7QUHYNaEsuRzf9bEUjxx0xj8dcsXvZ6hcyefh8NtEYTlBG68YAjOHZSBhW/sTnl2P/HWHpyV5YUUV+FzO1Gc4+1VQyxevxc8x+GXr+/Gj//8Ke7763a88GEdxgzJxcyVWzB71TY0ByXMHH+0vljxfi1++fouKKqGy4YPSDb+6/maD76yA0EpgWfercHM8efA63b02vguCjwGZorJ+uf//e87uOvPn+KpTTX46TeGY93sSzCpfCB4VqeUCOnnrK5RiH1JSgLTK4vwzLs1WLqhGk+/U4PplUWQFPNvjGkJx3HPVcNTxu09Vw1HS8T8W86JvUXjieTCCtBVf8x/tQrROJubjo50xvDcvw6kzLc8968DaAjGmMQj9pXQrH1PC0oKfvt2da+5wqBEtzESY1oj+s/wtiibZ3h7NI4n/5k6dp/8ZzU6GMUj9qUk9POuwqARlaKmiUXvaMSgtjQ5kFXOVVRVf35BVU/wmYSkCsYU3bnnIKObx9PVC+1ULxCD4qqapl5gkwdVWr8jJtnfEsbr2+vxWPe+gsenVeD17fU40BJmEq81Esd9k0akjN37Jo2gvEsMC8v6c7thBrfYR2QFDx1zmYAo8HhoSjkiMs2NEWM608yzdjKaZ6V1YNJfyQn92lqmOQZiUEhWdN/5w4ye4VbHI/ZlZR6Mp5nXZTWfQewrGFN0zxaxmte1Oh6xL6vzYELVf09T6T2NGNQYjKG2JYplG6uxdEM1lm2sRm1LFI2M9iFaHY/Yl5V5kAN0Y9GpItIXnWn2MXQyqD+tjEXszeo8GEmzdhdhsHZH7K05LOvuKWhh1BvB6njEvqzOg3IioZvn4wnKu8SYTsnCWtfCWMTeWORA50n8nu8AWAzgt+hq9vcB/j975x4fRX3u/8/M7MzO3nInISYmGJNwCRKEaNUi1USqngNoEcS2B6rij/a0NFTq5fSiiNpaL8XKEatYb9CLN6wXTutRQaVWqIKKgiCESGIwkPtlL7OzOzO/PzYZWHYWHbozPQzP+/XypVl355lNnnm+z/f5Pt/PF/gPhmE8ABYds2XCsezrDmHJ0x+kBL2H/mMSfnBeJW4eOj22saEyScly+L1STNGLsofzcfuA/v5QNG742c/7Irj3tT2Yf3Y57rxsAjiWQXWhH+dWF4IZmhWu3dqGnpCMq885BXe8vAtSTEWWm8P8s8tx3/o9yPUKWDi1AmV5XvgEF3718k5cMrEEK9Yfup8PPuvG41ediYMDEk7KFlFbkkOiPsT/aToOE3lgGEDTgMf+vg8lOWMtsVfgF/BZbxg3v3RI+fj6C0ej0kuK3YQ5OgeiWL2pJcl3V29qQVme9199a8RhqKqGfd0hHOiXwHMMoAHjTgrgh/VV+Pnz2/U40FhfhQ27DuCu2bVo6hhEdWEAqzbuxddrRuLkHA98ogthOTHGF2eLmDWpVB+/OwckiDyLooAbvSE5TQ6hJillz5pUihUbDk3EBqIK7t+QnF8AQI7HhWi2aHjN6iI/Fk6twP0bmiC4GNx6yXjc/MKh7/SLb5wGWVHx0f6+lPznp3/+CH9pPJdyBII4CnbnKIRzyRL5pJg/LPz++wVnZtxWgV9AfziKe2bXIiTH4RNcCMsxFNDpNIRJuoPGOU130JqFOr/oguA6lJcwDCC4GPjcX6Y8SBCH6LB5ntYTkg1rhT20qE2YpMAnoC+UOobnWzSGSzHV0HePjP0E8UX0RWKGcbeiIPMHEg2ksXXqCH/GbRHOJpxmrS8iWxMDByJxw/rCrTNrLLFHOJdITElbe7aCdOvilC8QZglKiuEYXjnCmjho97yQcC7ZIo+LTyvGDc9uSzpROUvkLbFX6BcQisaxcGoFVA1gGSDHy6PAT7VdwhzdadarrahX+d0uuF3J9YyYEqe6LmEau+ustA5MHK+ky61vtSi3JpxLurhr1aZNu+0RzsXOODgopanrXkIxlzDHoGS8tyholfifzfYI52J3HDxI8zQiQxQG3El7NoDEJufCgNsR9gjnYmccPDAoGdoqzfVk3BbhfKIGPQtSTIVsQV+BnbYIZ2N3HOyxce2OcDZFAQEH+yNJPQUcAxRZ1FNgtz3CudgdB4OSQj27REaws2fX7v5gwrlYEQOP2gXGMAwH4Puaps1I85a3jtky4VgODkjI9QpJgj1rt7aBZVld+A8AVA2GxVcWjP76sPAPxwJVhQEUZ4to75fQFYoafnZAiuHKc0bh3td2643BS2fU4ME3E6e6DDcKCxyLgoAbf7rmK/isNwKvwGHRn96HFFPR3i9hxfom/b2NDdUQuEP3VFeejQvGFuPKx97Rbdx+6XhcWlsCl4u19XdNEF+WwoAbvWE5qbHHysUODcDd//tJkvjK3f/7Cf5wzVcssUc4F7t9lzCPqmp4eccBXfhuWOSPYZCigL5iwx4sv3wi7nx5J35wXiWyvRy+fVY5lg7lB8Pjdl15NurHjNRFnESexU3Tx+E3cyeiLM+HA0NCgEfmAX7Rhcb6Kv1zHJu6SdLoczFFw2c9YcP/1x2MQlGByyaXAgCefrcFD82bjM7BKPL9btzy4na0dEfSihp3DEqooA3yBJEWivNEpkhfpI5l3JaLYdAdiuHmFw8JXS9uqMLoIhJ7JcwxIk1T2giLYqCXZ/GfX6vELS8dyr1umVEDL0+1DMIcI9KM31b5rt3PCuFcFE01HMNP0axZrMv18oa+m+O1RsSCcC4FfsEw7uZZIFyZ4zW2leMhvyXMUegXDGNggd8aX8r18Ya+m0sxlzBJlugy9N2AyFliL9dr/KyQ7xJmyfUax0Grck+754WEc+E5xvBE5acXnmWJvZii4SfPfZQSd9dcnflDZAhnk65eVeDPfBx0u1gcGJBx3/odSfWMysJAxm0RzsbuOiutAxPHK3bn1oRzGeFPE3ctyBf+FfYI52JnHExnK5fWJAiT5PnS1Vmt2Shvtz3CudgdB9PN06iuS5glGo9j6YwaLHspeQ+IHLdGBNVue4RzsTMOFviNbVlRQyacT57PuA8x15f5nMFOW4SzsTsOklgwkSkUDfjlX3el+JJV2gh22yOci91xkHp2iUyRrmfX7858z66dtghnY0UMPKr4n6ZpCsMwU4756sQJg6pq2NcdwsEBCV6ew/yzy/UG3eGmQ0k+pIRanC1CdLG47ZLxaOsN4+ktbegNy1gyrRoPvNGEay+oxh/facHcurIk4Z/G+iqs2dyC329uxZJp1Vj+6iGRv59ePAYn5Xjw4f5+XHNuBdZubUN7v4RlL+3AgikVWPl6k94ofO/lE9EdjKI834vVmz7F1VNONRSKKM314p5XduGJq87EmqvPxKddIZTmeXH14+8mNR///PntqCr0o/bkXEt/t0VZIkbl+8CyJCpBmITRcMes0/BpVwiqllB+H1XgAxjNEnOdg1HDZ6prMGqJPcK5sAwMfZfCoL0YjUUA0NwZxIEBSRf+Aw6J/C2bUWMYBxRVxZzJJ2PlG0341awJuvAfkNjo2N4fwTXnnoqd7QNDP0uQYipuW/cxfje/Dq09ISiqhusvHK2LjIo8iyXTqtEfiWFMsR+rrzoTH7T1oTjbozfUzJpUCoFjce/cifjVX3fqosB3z56AwWgcT29pSxIOFHkWN08fB5Fncddhdq69oBo72wcQlhX8/Pnt+r27XWya4ohox5+III5fbM5RCOci8pxhHBYtEDUbjMbx5Lut+skMAPDku604rSQ747YIZxOJGTelRWLWNKUxDKML/wGJ3OyWl3bgj7QwSJgkIscNx++IbI3vxhTjZyWmKJbYI5xLNKbZOoarmobFDVUpdXJVo1yXMEcwGsfP/m0sOoNRPe4W+N0IWxB3+yMxQ1v9UuZFtQlnw4AxjIEsY01hN6ao+OnFY9AVknXfzfcJiKl0GiNhjoDI4/ZLx+u13+FD4AKiNU1pYTmOay+oTjrY7toLqi2J8YSziavGcVCxSOiaS7N+x9H6HWGSg2n6Cg5a1FfQkcZeB/UxECbxuljDOGjFQSv9kbihSCatSRBmiSuKod/Graqz0jowcZyiapphbk11XcIsITlmOOcPWTTnt9se4VzsjIMxRU3ZD7JkWjXVdQnTiAKDu2ZPQFNHUPfbUwv9EHlrilV22yOci+1xkNEM+28YmqcRJvEJPHyCjFXzJqMnFEOej0dfOAqvYM16mt32CAdjYxwMp5mjWdVjSTgbRTWepylq5n3XTluEs7E7DtIeZCJTHByQ9L3Iw62Oa7e24eCA5Ah7hHOxOw5Szy6RKXiOTdGLuP7C0eBdme+/sdMW4WysiIFHFf8b4n2GYV4E8AyA0PCLmqY9d8xWCUehqhpe3nEAS57+ALleAUunj0tpOnzy3VbcdVktGhsq4Xax8Asu3PHyriRxnQK/G0tf3AEAujDgwjVbU8SEFp1fCVlRUZLjwWNXnoH9fRH4BRdkVcWiP72fIhTY3i/h8L1EUkzFzgMDKMoSIcUULKpPbDYyEorI8rggxzXsaB/A/p4wFA1wcaxhM3B7v4Tak6373Q5/r+WXT8RFNSNJAJAwhRRXUjZbcAwQjVmTRGd7jE/5yKLTGAmThONxQ9+NxEjkwS6MxqL7v3U6ojENP37mA1xzboXhuOh1GyugAwz+8I9WAIkN5cOiC343BwZMUlH38LFciql4r7UP7+zrwQsf7MdN08dh4dQKqBqgacBjf9+H3rCMBVMq8MhbzWisr8LDG/fiF98Yj46BaNJG45unj0O+T4CLY7H74CCkmILesIw1m1uwYEoFAiKH0hwvwAB7Dg4miRDe+9puPHblGRiQYkmixn7BlbKhefnlE3WhRIIgjLE7RyGci9+dGocXN1TBL3yZsoc5ZEXB1eecgu7woeLM1eecAplEqAiTBNw8OEbCPbNrEZLj8AkuhOUYAhY1pXUGo4YLg11B2RJ7hHPJ8Qg4OBDFqo3Nesy9dWYNcjzWnGLvYjn4BCalgdPF0gILYQ5ZUQwPm7FqDO8Nx/DXj9px1+xaRKJxeN0uPLxxL04poHkiYY6A2wXBxSbF3WUza+B3Zz7XLQwkRAU7g4fET7I8LjoBlzDNgYEoVm9q0Wt/mgas3tRiWa0sElPAHCEsyDAM1ZEJ00RiCsLRuF57ZhkgHI1b5ktetwsenk2y5+FZeC2I8YSzicSN4+CR6zeZs2e8fidR3CVMIqY5XMttUVNlgd+N8nwPpk8o0etjL23bjwI/5buEOfolGbG4mlIfG7BAOD0YjRuuxwejtEmUMIfPzYM7Yj2AYxKvWwGtAxPHK+FYnGoMREZwuzjDOb9Vua7d9gjnYmccjMQUuLlkv3Ub7NMgiC9CVYDQEfOxkBSDqnocYY9wLnbHwcFoHD7+iP6bUBRBiXJdwhyqpmF/XxQ3rN2e1K97Uo7XEfYI52JnHPS5eeR6XYn+4GgcPtGFcDRG68DEMRGMxhGJJa9JXHtBNYIWiKjZaYtwNnbHwX4pliIsGJHjdOgxYZqigIj5Z5en7E0rCoiOsEc4F7vjoN29aoRzCctx5HmFpPpYnleAFMt8/mmnLcLZWBEDv0yWLALoBlB/2GsaABL/IwAAn3aFdOG/eWeV4+MDA0lOWZwtYm5dGb7z2DtJiefhQjq3rvsYyy+v1UV77nh5F5bNqDFsXjw5z4sb136YtEGzk4mmCA6u2LBHFwASD2teEHkWigrctu5jLJxagdIcLwqzhBShiMb6Ktz8wnbMP7scPMtiIKpg7dY2/OaKiYbNx3m+zG9w3tcd0sWWhr/Xkqc/wJjGc1Exwp9xe4Rz8bl4bO8bTCq8LW6oSohbWYAcV9BYX5W6mTpOC4OEOez2XSIVo7How7Z+/W/i4Y035bT1hg3H1nte2YV5Z5Ujz+tCbziGR95KXKexoVK/5rCd4bF85etNEHkWVYV+yHEFLd0RfPz5IFasb0q5X4ZJ/qyXd+G+9duTrnvruo+xat5kLFyzFdecW4G1W9v0mPXce22Yf3Y5rnt2W1oRwk3N3SjL86I834OW7ghmTSrFHS/vQq5X0Dc0swwwrjhAYr0E8QVQnCcyBccw8AlcUvHNJ3CWxOEskUc4Fkzx2yyRhK4Jc8iKiptf/Dglj3r8qjMssZfj4Q0XBrM91ExEmEOKq7j5xR1JOfbNL+7AE1edaYk9t4s1bOAsyyMBNcIcPsGl16qAQ3NHq+Junp/HxacV44bD5peLG6qQ66OcgTCHqgFLj4i7S1/cgTVXZz7uxhUNn/dJNEcj/mmyRBd6wzJWvn6ofifyLAKiNblnrkfAJwdS52m5FokTE84lIiv45V93pczTVs2bbIm9WFw1tPfod+ossUc4lyw3j2A0NQ5aIRYMAB4Xj/0Gdd0SyhkIkwRE40Ndsqza/MYo+P55lXp+PSysDYb6GAhz8JwLN7/4ni31sWyP8aF7WRbl1oRzkRUV+w3m/MU51giU0DowcbwSSJNb+2hzPmESnuMM5/y/X/AVR9gjnIudcdAnuHDHy6l++4RFa3eEc5EVFX2ReIrfyoo1m43ttkc4F7vjYLabxyftQdzwXHL/zZm51H9DmEOKqSl7OO9bvwe/m2/N+pbd9gjnYmccVDUN3aGY3iM8bKu8QMu4LcL5BEQe9762OykO3vvabqy2oHfMTluEs7E7DmaJvGHvWHUR9esS5ojGFcPc06peLrvtEc7F7jiY7ebxiUEdmfZWEmbx8C785M/vpdTHrMg/7bRFOBsrYuAXHuemadpVBv9cfcwWCcfR0h2CFFMxa1IpVmzYA1VLBLlhhl8/MvGcNalUf48UUxGWE2JhHJv42et2JV0HSFx3b2cwZYNmQlE1VSiQY4HFDVUQho6RFXkWN00fh4DIIdcrQNWAlW/sQURWMSrfh1XzJqOxoRILplRgzeYWtHRHcN/6PVDUxISyNywjHI1h2cwa/d6Gm4GPVEPOBAf6JeR6Bfzg/Eosqk/8k+sVcHBAyrgtwtkE5bjhBNCqUzc8ggtPbWnFgikVWFSfeKae2tIKj0BNcIQ57PZdIpXeUBR3za7FnbNOw39/83RMKMmCqkH/m7AMg8UNVUnjYmN9FZ58txUjs0X89j8m4a7LTsPds2vBsoAc17Biwx6clOvFspcObVw//JrDSDEVDHPomr96eSc4NiE2KCuqYZ6gaYc+y7HAno6g4XW7gzJyvQJGFwXQG5axZnMLFkypwE//bayhoPBw3jIsIvzz57fjlpnjIfKsLjjY3i9h5etNuH9DE1asb8IBGq8J4guhOE9kis5gFL99sxnDPZSKCvz2zWZ0BaMZt5WukYhOpyHM0heOGeYp/WFrYiDLMIa+yzIkVkyYoysYNfRdK2IuAAxGjRe1g1HamE+YYyASN/TdwYg1cZfR0sRdUNwlzHFwwDjuHhzMfNwNpZmjhWiORpjEI3ApNcPFDVXwCpwl9kKycb4QkilfIMwRiSmGMdeqOf9g1Dg/oVyXMEvE5noV5QxEpmAOO9RlUX0lFk6tgE/gwFh0uBYDzlBYm4E1OQrhXOysj7ldHJZMq07KrRM/k98S5oikmTdFLJo30TowcbySbi04SmvBhEk6bV5Ps9se4VzsjIP9adbuBixauyOci6xohn4bU6wRlbDbHuFc7I6D6erIkRitSRDmCKZZ3wpZtL5ltz3CudgZB+V4mnwhTvkCYZ7+tP3msePaFuFs7I6DtMeHyBQDUppec8ma3NNue4RzsTsOUo2ByBTp+m+6LVjfstMW4WysiIFfqMLEMIwIYAGAGgDi8OskAHhio6oa9nWHcHBAgtvFJgnf7Gjrw7KZNVj64g7kegWU5XnSivkMI/IsPDyHp7a04lezJmDVxmY8vHEvlk6vwbJ1h07cvnXmeNz72u6Uaw0LBR6pslpZGMAdf9mJpTPG4b+/ORHZHh57DgYRkRX859cqUJLrQcDtwrVPf4Bcr4Cb/n0sVA1J95YQJoxj4ycdWDq9Bnk+NwakOBZOrYCqAeyQKFGOV8j479kncJh/dnnKKeceauAkTBKWjTcrhS1q4ByMxnD1OaegOyxD1QAXC1x9zikIRqnQR5jDbt8lkpGkOPZ2hXHzC4dOtlo6vQaKqujjLgMGf/noc9w1uxZSTEFRlhst3SH8atZpiMYTmyK9ggvNXSEoqorvTa3AgxubDRsWjMby0UUBXZS3vV9Cc1cIN00fh1Ub96KxvkoXGB4W+L1/Q5P+2TPK8xBXVcPrFueI+MnFY8BzDG6dMQ43v/QxVr7ehMaGyi8UIVyzuQVSTEU0puCphWdhQIrjdwY2CgMiCII4OhTniUyR5eHRG5ax8vUm/TWRZ5HlyfyJMYNpFleCUWo+JszhS1PL8LqtmfN3DBoXqTupSE2YJN8voDzfg+kTSvQa2kvb9iPPl/naGAAE0y5qU9wlzOF1c/8n4m6HBYJthLMpCAiGvptvQdylORqRKbpCMvK9PO6ZXYtQNA6f6EJYiqErJFtiL908jfIFwiwB0WWY6/osyhd8grE9q4QyCedid72KcgYiUxwckPD6rg5cOeUU9IViyPHxePytTzEy22OJvc509TGapxEmsbM+1hmUkSO6UnLrzqA1uTXhXCSbha4pXyCOV2gtmMgUWWnWgv1uaw7Qttse4VzsjIM+gTPMqz1UGyNMkranwKLx2257hHOxOw5SrktkiiyPce4ZEK3xXbvtEc7FzjgYSnsIHMVcwjxunjWMg+6hQ4OOV1uEs7E7DlKuS2SKbI9xL1eWx5rc0257hHOxOw5S3CUyRYHfbRgHC/zu49oW4WysiIFfZkV3DYBdAC4EcCuAbwPYecwWieMeVdXw8o4DWPL0B6gu9OP6C8fgzssmINfLo648G9+YfDJ+/couLG6oQpaHx+d9EcMJ//BB3cMnEvMci4VTT8VnvSHcMes0fNoVQliOY9W8yRiQ4mABdAxK6A0nNy+KPIu23jAWN1QlieQ11lfhjr/sRG9YxqddIWgacP2GD5NE9BgA9762G7leAVeeMwpLntmm//9rL6jG42/vQ29YRlGWiPPGFOLBjU2467IJuHHtRynf54mrzsj47zrdCbgTSrMzbotwNoUBt+FzOCJgTTKS7xWwtyOEVRub9WdqybRq5HmsEQIgnMsIfxrfpUTaFj5q79eF/4DEOLRs3Q48cdUZWPmtSdjW1ofJo3LAssANz25Let67QzHc/b+7MLeuLEmgb3FDFa46pxy5Xj7pb7t2a1vKWL64oQq//MtOtPdLABJ/+2hcxVPvtOLGi8airSeEu2bXorU7hHHFWXjgjT1o75dQnu/BTdNrcHBQwsl5Htwyowa3vHRITHjZzBrcuPZDtHQncpSlM2rw04vHYECKY3J5rh67hhF5FpNOzsHds2vx8Ma9aO+XhhaMXZi7ajNyvULKvS+/fCJG5fvs/6MRxHGG3TkK4VwYRtPnkaoGcAwwqsAHhsn8yWBFWZSfEJnBJ3CG+Y/PIsH/tDGXfJcwid/twvfPq8TSF5Nz7IBozeahdHG3kPIFwiQensOSadVY/urupPmrVQetpPPdIvJdwiQ+gcPSGTVYdlhtY+mMGvgt2PRB+QKRKQp8AvZ1hXDzSx8nxdzKooAl9kakEckc4ac1CcIcPsGF732tMjXmWrUxXzS2l2VRbk04lxFpxnCrGtOorktkipOyPbjotGJ8d83WpBpDcbY1B2yle1bIdwmzZInG9bFsC8bwEX4BLd325daEc0k/57dm3kT5AnG8QvUxIlP43GnWgi0S87HbHuFc7IyDAaqNERki7RqBRQcY2m2PcC52x8F0MZ42OBNmCQgu4x4Gi9bT7LZHOBc74yDVF4hMEnC7DOf8AQvioJ22CGdjdxxMN0+z4oBlwtn43S7859cqk/Yi3zKjBn7Bmjhotz3CudgdBynuEpnCK3CG/TdWHKBtpy3C2VgRA7+M3Hqlpmk3AQhpmvYEgH8H8JVjtkgc93zaFcKdL+/ETy8eg2+fVY7/t2YLFj/5ARau2YrL68rBMUBLdwTBqILb1n2Mp7e0obG+CuKQuv9wE+L4k7KxqL4SC6dWoDDght/NYTASR47XDUXVsGpjM277n51YuGYr5LiKO/93Fx7a+GnKtRrrq/Dku60oyfXgpn8fi9/MnYiFUyuwZnMLesMyFjdUAQCe2tKKBVMqsKi+EtecW4En320FwECKqfj2V8pw72u7k8SN7n1tN+afXY7G+irs6w5hYmkOZtSWoHNQRq5XwA/Or8Si+sQ/uV7BkhOVByJxQ1sDEqkeE+bgGAaLG5KfncUNVXANyxJnGFnR9I3UQOKZWv7qbshq5sVXCGfj4oDbLx2f5Lu3XzoeLsqjM46qamjuDGLT3i40dwahqhoODERTxqHqQj9auiP4wR/fw4r1Tfjbni7D5/2znjCmTyjRhf+G/9996/egemQWfvPaJ7ju66P1v21vWIZP4LBq3mSsuGIiFjdUwctzuujv8CLt33Z34MP9A7ht3ccIygqiMQWyoiKmqvj3007C7xecgUXnV2HRH9/Ddc98iO88+i68bg6Lhr7DQ/Mm44E3mtDSHdHvadlLO1Dgd4NlGPzXcx+m5BqLG6rws+e34/pnt+Gi8cUoz/fg1pnj8WlnENecWwEAWL2pBQunVuCBb0/CukVTcFHNSLCsNTGWIJyE3TkK4VwUFegJyVi1sRn3b2jCQxub0ROSoapf/FmzsGn8lqO4T5ikJyzDy3NYOLVCr494eQ49kczXFwDAxTFYOqMmyXeXzqiBiyPfJcwhxRR9sSPxszr0s2KJPZZBmrhriTnCwSiagpHZYlLcHZktQtGs8V0XmybXpbhLmCQkK+AYDffMrsWdl52Ge2bXgmM0hCyIuxwD3DozOV+4dWYNXBRzCZPEFNWwZhhTLJikARBdHG67JLmOnPiZCsmEOYLRuL5xCDhUP7bqRFpZUQ3tyRY9K4RzYRgNy44Yw5fNrLHkYAzgKPM0SnUJk0RsrjG4XYzhs+J2kfMS5ghGjX03KGfed1XNuP9G1aj/hjBHXNVw/YWjk2Lg9ReOhmKRL9E6MHG8wrG0JkFkhpiqGq5JxDVr5vyyquKknGR7J+VYZ49wLnbGQaqNEZmCAdLUxpxhj3AudsdBV5oYz1OuS5hkIBrHg2826Xs0F0ypwINvNmHQovU0u+0RzsXOOKhpmqEtgOq6hHl4F2tYY+AtaOiy0xbhbOyOgz7BuHfM76beMcIcA1JcF+IDEvO0W17agQGrcl2b7RHOxe446HOnsSdS3CXMMSDFDftvrNBTstMW4WysiIFfRvY3NvTvPoZhxgM4AKDwmC0Sxz2f94Vx9TmnYFSBDwuHTt8GEsFt5Rt7cPdltWhsqERVYQC5XgHt/RLWbG7BgikVYBhgdFEAv/zLTlw2uRT3b2gCkHDmhVMrsGJ9ExobKrFqY3PSdX/654/wyHfq8GFbPxgGuGd2LRRVheDiwHEM7pt7OhY/9T5auiOYUJKFH184GqU5HhT43fjZ89vxnXPKMbeuTBcgGhYNjKmarhZ/uKrmsN3SXC/ueWUXbr1kPLa29MLv5lCU5caPv16Nz3rCeHpLmy4wWJqT+ZPHS3JFzD+7POWkhBKLTjknnEtrbwSrNx16DjUtIVR1cq4XtWW5GbfXFYwaPlNdwWjGbRHO5uBAFP+z7XM8NG8y+sIx5Hh5PP7Wp/jmV8r/1bfmKFRVw8s7DmDJ0x/o483yyydiVL4HN08fh50HBqBqwEvb9mPh1FOx8o1Dgn6qBsPnfYTfDYYxjgXBaBxbWvqxvy+KRedXYmS2iBEBN6KxhIjf2GIfcrw8drUP4K7ZtdjXFUI0ruLBN5twycQSfLh/AL1hGR6eQzgaxzNb2uA/pxw+kcdH+wf0cXPY3g3PfojFDVW4f0MT7px1mi78d/g9sQwDKa5gRm0JWBZYdH4lZEVFdWEAv/jLTrT3SwCAFRv24ImrzsS2z/owEI3jpW37Me+scqzZ3KLnMX63CxUj/Fb9uQjCUXyWLkfJsyZHIZyLqmpYvWmf7ksAsHrTPtzxjdMybqvtKH47kfyWMEGWyOPBD5sw/5wKRKJxeN0uPPF2M264aKwl9vb3SfjTP1pw1+xaROQ4PIILv9u4F9/92qk4vcwSk4RD6QnFDPP83lAszSf+OT7rldLWNCaS7xIm4MBBkuOoLgwgFI3DJ7oQjsbAwWOJvc/7jX23PN+LiZZYJJzKYCSOe19rwqxJpbovPfdeG26dWZNxW219Ev76UXuiFheKIceXqMX53CejlmIuYYL+iHG+0B+xpkGitTeMTU2dePTKM9AVjKLA78az77bC5+YwvjTHEpuEMxmU4sY1bYuaezoGjWvoHYO0nkaYozsYw8sGY7hV62n7+4xz3bI8mqcR5ugKyoZxsDtkzeEYHQMydn3eh8evOhOdgxIKAyJe/mg/8rx08jhhjs40Y3inBWO43bU4wrkcHIjihff362sEXsGFhzfuxcgsa/oQaR2YOF5pS7cmQbkuYRIppuEPm/elrAUvvmC0JfZUFYjGlJQ1ECsOTCScjZ1rs1QbIzJFd0i2tTZmtz3CudgdB9uOUteltWDCDKFoHC3dEax8vemI16051MVue4RzsTMOHhyMGtoale/NrCHihGB/bwQvvr8fV045Bb2hGHKH888zyzG+5Pi1RTgbu+Pgp91hfLy/N2Ud2OfmMPakHEtsEs4kFDXuHbMy17XTHuFc7I6Dn/VIhvZyPDzGFmfcHOFgekLGvWM9FvSO2WmLcDZWxMAvI/63imGYXAA3AXgRgB/AzcdmjnACHoFDOKagvV/Sg1txtohvf6UMRVki/r63C88cJoq3elML2vslrHy9CSLPYsGUCvSGZRx+aKwUU6EO/ZxORKi9X0oSwbv2gmo8/vY+9IZl/Pc3T9eFfDqDMj5q60dRlohwTIHgYlCS48X1z25LEgJasWEP7ps7EYsbquATXRB5NsmuyLNgAPx42mi0dIXwwgf7MbeuDPMefQe5XgFz6kqxZFo1OgYlPPluK756an7Gf9eaCjz5bmuSgMWT77binIrM2yKcTXG2G71hOWmxQ+RZjMx2W2KvMOA2fKYKA9bYI5yLR3BhMBpDfyQOSVYwwDAYjMbgEUj9PZPs6w7pwn9AYpx89K29WFRfnST8N7euDKs27sX0CSUp8eTI5721N4zJ5blobKiEqgFrt7ahvV+CyLM40J8Ys9v7JfzhH62Yd1Y5fv78dn2Mv+2S8Tg4IOGeV3an3GtpjgeL6iv1om9vWMaCKRWQFQ3L132MZTNqDPOIk/O8EHkWXnfqmF+e70H8sMQkIivI8wp4cGMzLptcqgv/DV/r73u7sGJ9ky4m/NSWVsyaVIpH3mqGogJbWnpQmushAUCC+BIUZ4vGOYpFm0wI5yIrKq4+5xR0h2WoGsAxwNXnnGLJKbhFWca5dRHluoRJYkocl00qww1D9QqRZ7F0eg1iijULdYUBN/qlGD45MKjXGPqlGEaQ7xImyfHyhnOAbC9vib10NY2iLPJdwhySokCKqWjrG9TzhXyfgKiFcdfId6k+Rpgly8tDcDH6zwwDCC4GWZ7Mx93CLDfOH1OIrS29ieekCzh/TCEKKeYSJsnxCob5Qo4FfgsARQERE8tysbm5G6oG7O0IYmJZLooCVF8gzFHgN17fyvdbEwfT2SuwyB7hXLI8LpxZkY/vDh3eOHyoYJbny7QEmSdtfYxyBsIkgTS9On63Nb5bEBBQXZyDKx9751A9bkYNCgIk/keYI89nnO/m+TLvS9ke4+fEqhhPOJfCLDdmTy5FU8eh2tjsyaWWzflpHZg4XqG1YCJTqKqK+jEjk9aCG+uroFqkxscAhmsgBGGWdHHQipyBamNEpsj28IbrW9kWzZvstkc4F7vjINV1iUzhFYzrVV6L9vjYbY9wLnbGwXR9Y5TrEsdClsdlmH/6PZmPg3baIpyN3XGwKCBi7EnZ6BqMIhxV0MlEMfakbOodI0zjT9vDYE0ctNse4VzsjoO5Pt7QXo7Pmh5hwrkUZRnXx6xYm7XTFuFsrIiB7Be9QdO032ma1qtp2puaplVomlaoadqDx2yROO6RYiruW79HL54WZ4uYd1Y57n+9Cdc/+yEe2tiMeWeVI9cr4L71ezCnrhRAIvD95KIx8Ls53H7peHiFxGeH/9/hYoAin+yaIs9CdHHIHTptW4qpuPe13Zg1qRRSTIWH5wzv5bpntuH751WivS9iKAS0pyOIkVki/G4OixuqdLvDzfCjCrwoyfHgl3/dhekTSrBiwx7kegXMO6scqzY24/pnP8R/b2jC3LoydIcyf7pSdziKuXVleOStZty/oQm/+1sz5taVoSdMJ9oR5hA4Fstm1iT5+LKZNRC4LxwGjgkNMHymtKN/jCBS8LtZzDt7FJo6BvFZXwRNHYOYd/Yo+N3W+O6JysEBKWmcLM4W8Y1JJ+N7v9+KFesPjT9PbWnF9AklODx0rN3alvK8N9ZX4Zktbdja0qt/ft5Z5SjP92DZzBqs2dyC4mwRPzi/Ej9qqEI0riSN8Te9sB3l+T7DfKClJ4L7NzTpxd8FUypQluvBqAIfcr0CcnwCGhsqsag+8U9xtqgL+i6cWgGeRUo8vP2S8fisJ4xVGxPj7UMbmxGOKbjqnHKwDFLuYVhHalhMePh30lhfhXUf7oeiAh2DEgiC+GIEF4PbLhmf9Ezedsl4uF3MF3ySIJLxuV26mNkwDJN4PdMILsY4tya/JUzCMhwe3NiEBVMqsKi+EtecW4EHNzaBZayap6n4/nmVSTWG759XCQ3WbDAhnAvPGcdBnrMmDrJMag6/bGYNLCppEA6GZRiEZCVp7heSFTBHJhEZgmONnxXuyIkmQXwBkhzH976WPIZ/72uVkGLxjNvi0/hnutcJIh0sAyydkRwDl86wbvxWNNUwxisa5bqEWTTD8RsWrXC5uTS1MYtya8K5MIB+kCJwqKfDKk9yu9g0dV2aqBHmyPPzhn0FeX5rmoGjcRXLXtqR9Kwse2kHonHKGQhzZHlchnHQCkE+jmXS5NaULxDm4NLUwNK9/s9C68DE8Uo636W1YMIsXsGFFRuS52krNuyBR7BOGMqoPkYQZvHwxv3mHj7zc34uXR2ZQi5hEp419s90rx9v9gjnYnccpLoukSk41ni/mFVrwXbbI5yLnXFQg2YY48HQzkrCPKLLWADKk+b148UW4WzsjoMMo0HRGFz37Dbc+NxHuO6ZbVA0BgzFXcIkPMdiybTqJN9dMq0avEXzJrvtEc7F7jjIMgDv4rB7SPthz8FB8C4uZT8+QXwRqqYZzvlVC3p27bRFOBsrYuAXriAzDOMGcBmAUYe/X9O0W4/dLHE8E5YVSDEVD2/ci6XTa9A+EDFsUFgwpQIrX29CaY4Hv54zATleHh2DMu54eVfSKYZPbWnFFWeUYfWmFgCHRISGm9OH33f3K7sw76xyrNncgvb+hEgRwySCKu9isLihCpGYknIvS1/cgceuPMNQhbUs34dfv7ILV5xRhoDowsKpFVC1xMNWVeTHuOJsvLG7Q7clxVTMmlRq+H1/v+ArGf9dZ4mCbbYIZxOS44jGlCQfj8YUhOTMbxAFgI6BKFZvasGCKRVgGEDTgNWbWlCW57XEHuFgNAaf90lYtbFZHxMWN1ShLJd8KZMUZYlJ4+SsSaW4bd3HhmM7xwK1pTn6+3vDMgqz3FjcUIWQrEDTgDWbW9AbllNE8u6aXYvVbzejsaEKHQPRlLH+8DF+f18YjfVV+jgo8ix+8Y3TsGL9bhRni5h/djmyPLx+n8OFrbAcT/EXn8ChtSeMFeubsKi+Ehs/6cA9s2sBJtHIHpZVw01xD/7HZHzWE9a/6+H3OYwUU8GxQGVhAL9+ZZcuknjZpBJ7/4gEcZwixVVE5HhSjhKR45Boox1hEkXV9Eb2w8cARc188S0sq3jgjaakXPeBN5rwq1kTMm6LcDZyXMHcurKkfKexvgpy3JpNGKrKYOmLOwxrJgRhBimmGNYYpJg1visrmqE9WaEFFsIccUUznPv9bn6dJfbsflYI5+IVXFj20nspAiVrrj4z47aicdUwryYxFMIskZiKB99Mnjc9+GYTbr/0NEvsyXF7YzzhXBTVOPe0or4AALKqGdbGZIvsEc6lPxIzPAyxP2LNWjDVdYlMIcc05HiSe3VyPC7IMWviYFdQNnxWuoOyJfYI5yLHjOOgHMt8HJTS5Na/sCi3JpxLTDGe88cUa8ZvyheI4xVZSTNPozUJwiRdIePcsydkTe4pp1kDeZjqY4RJwrLx+lbYAjHJdHVkynUJs8TUNLmuak3uabc9wrnYHQdpnkZkCreLg0/gknzJJ3BwWyQMZbc9wrnYGQejMY1yXSJjyGlqu7IFtV07bRHOxu44GI1rhofA0T4JwizhaBxujk3KF9wci3DUmv4bu+0RzsXuOKhqwIH+VO2H0lyPJfYI59ITihlq0pxS4DuubRHOxooY+GVkf18AcAmAOIDQYf8QJwiqqqG5M4hNe7vQ3BlEjpeHyLP4cP8A/vROC6oKA4YNCsPCfC09Efzs+e2IyKknaK/YsAf/ddFYeHkOveFEQ0NvWIaX5/DEVWegsaESC6ZUYM3mFrR0J0QG559djh+cX4nGhkqMGRnATy8eg0K/iKoiP0pyPIb38lFbHxrrk1VYG+urcMdfdkKOaxiV74NXcKG6KAC/+1DxV1U1FPjdSZ8bFgE80oYVjXByXLXNFuFs4irwyN8/1YW4VC3550xT4BfQG5ax8vUm3L+hCStfb0JvWEaBX7DGIOFYBqNxPPluKxZMqcCi+kpcc24Fnny3FYNUvMgoZble3HnZBH2841jjsY5jgbEjsxBXVTw0bzIW1SfG6Sf+vg+aBvzub836895YX4Xn3mtDcbaIH5yf+NuxDPDNr5SjNySnNBuu2LAHsyaVAkiMt4OSgjWbE5OoxoZK3DW7FgLH4JopFZh/djkiMSVFoHD5q7vxaVcopYnxpBwPVm9qgciz0DRgd0cQUlyFJMdw67qPEVOMx9tQNA4Gmn4Pj37nDDy1pRXt/ZL+PpFncXpZLg70hTF9Qgme2tKKGy8ai1H5NNkjiC9DRFYMc5QInT5OmCSdmE/cgk0YPSEZcvzQdRkmITRhVZM+4VzcPGco+O/mrWlKC0bjhjlPUKLcmjCH3TWGuKLhl3/dhRXrEzWGFeub8Mu/7rIkxhPOJiTHkesV8IPzK7GoPvFPrlewZLMSkP5Zob55wiy9YWMxn95wLOO20m0QjVHMJUwSkeOG8yar5vsh2TjXDVt0ABLhXGRFMxy/rRJ5oNoYkSkO72kYRuRZ5Fu0Nku+S2SKjmA0KWcAEjlDZzBqib2igPGzUhhwW2KPcC6D0bhhHLSijyEYNc6tg9QzQZgk3Zyfcl2CSIZ8l8gU+T7BMPfM81k1TzOuj5HvEmZJVx+zYp0gLCuGua5Va3eEc7E717XbHuFc7I6DEVkx7L+hfIEwS0iO4aQcD+rKc1E5wo+68lyclONBWM58D8O/wh7hXOyMg5TrEpnEzvyTcl0iU9gdB3tsPoiDcC4ewYVH306ujT369qfw8C5H2COci91xMCIrhtoPVGMgzJLlcRlq0mSJmY+DdtoinI0VMfDLeGGppmkXHbMF4rhGVTW8vOMAljz9AXK9AubUlWLiydlYNrMGS1/cgQ/3D6CpYxAizyYlBCLPgmWAxvoqrNncAimmIq5qhknDjvYBrN3ahgVTKsCxQGVhAL9+ZReuv3AMVqxvSnp/rldAlofXCwgiz+L2S8fj5FwvTs714v3PetHYUAlVA9ZubUN7vwSRZ9EvKXjuvTbcPbsWezoGoajAms0tAID5Z5fj2qc/0K/XWF+FZ7a0YdXGZqyaV4ebXvgI115QjT++04LG+ipE44rh9y0MiBn//RdlibbZIpxNTFEwt65MF5YY9vWYYk0SHRBdepwYtrdsZg38bkp+CHPEVdXQd+N0OmLGUFUNr+w8iOWvfqKPxWdX5Otq08OIPIuJpTlYs2kfNn3ag4fmTcbv/nboPZ1BeUiV2ossjwuftA9ghF/AReOLk/5+S2fUpM0JhoWDb505Hivf2IP2fgmPvNWMxvoq/PqVXbjxwjEozhax6E/v45pzKwyvoR6xniDFVPRFYugNy7jtkvEQOAZ3z65Fe18Y40uzMaeuFJ1ByXC8be0JY3RRAKLgQnWhH+OKs3HjRWOx5LC84c7LJuCrp+SjPM+LjkEJl00qwah8H1iWyfBfiiCciaIZx3n1yIeZIL6AdKJmIQs2v43McmP+2eVJ89LFDVUYmUUbRAlzDESMhXwGItZs2swdOszhyJwnx8tbYo9wLnbXGMKykkbMhxYGCXPkeHnDMTzba029SlGNnxWFahqESTw8ZziGe4TMCwaH0okFk6gEYZIcn3HMzbEo5uZ5BcPnJNdLBxIR5rA71023BkL5AmEWTdNwy4wa3PLSobXZW2bUALCmzkp1XSJT5Hp4NP7p/ZQxfM3VZ1piz+1iDZ8Vt+vLnJ1LEIewcwwvzhLTrElQ7xhhDjvX0gDKF4jjl3ga31XIdwmTDEoxNNZXpfhSMGqNQInP7TKsj/nc1hw8RzgXO+tjeWnqyHk+6mEgzJFufcuqXNdue4RzsTsOhmPG/Te0MZ8wi5d3YX9vKKXOWlXoc4Q9wrnYGQezPS7jPjUP7askzBNJ00Nrhe/aaYtwNnbHwcKhQ+BStRhojw9hjkEpZlgbG7RIeNpue4RzsTsOUt8jkSk4hsH1F47G3f/7ie5L1184GpwFGg122iKcjRUx8Mt0L77NMMxpx2yBOK7Z1x3CnS/vxOKGKiyqr8Sqjc24+vGteGZLKx75Th3umj0Bp5Vm49aZNfoJhSLP4qbp4+DhOazZ3KIL8HEsY3iKYXVRAJdNLgXDAM9saUNTxyDm1pWhrSec8v45daW4bd3HSScH/Pz57WjpCeOVnQcx79F3sGJ9E373t2bMO6sc5fkeNNZX4bn3EkKAv/zLToguDo+81Yz2fglz6kpTTiJYsWEPZk0qhRRT8WFbH6ZPKIFHYHHrJeNRnu/F16pH4LZLxid938UNVeAs6AXmWOCnF49JsvXTi8dYYotwNgE3rw8ewCFf97mtWRgckGJ4Zksr7ppdizsvOw13za7FM1taLTnlnHA26Xw3YJHvOhlV1dDcGcSmvV1o7gwiHlexryuId1u64eFZXH/hGJxWkgWvwOGxv+/FLy49LWVsf+CNPRhXkgMppkKOqUnjoeBikOMRcP2z2/CdR9/F8tf24D/Pq0z5+y17aQfK8ryGOcFXTsnDw/MmozzfgxsvGoP7v3U6FjdU4aktrfjB+VXI8wvoPuwEAqNrHDnHEnkWeV4BC6dWoDAg4MbnPsIP//Q+lr+2B/u6wqg5KQssEhO2w7/vrTNrsHpTC0KyAr/bhfElOXC5WFxUMxJ/aTwXTy78Cv7SeC5mTDgJgsChYoQfZ1UUoGKEn4T/CMIEfiFdjkIL24Q5sj0uw3EhYMHJGxoYwxPtNFD8J8yR5xMM/TbXIjG+YDSOxvqqpJynsb4KYZnmaYQ57K4xZKWJ8dQIR5iFY1jDMZxjrCm2+tLlugL5LmEOwcVgybTqpDF8ybRqCFzm88/8NPlJvo8E1AhzMJrxvImxaN7EscbPCTVkEGbxp8l1/Rbluulya6vsEc4lHFPx2zeb9JNEF0ypwG/fbEJYtqahkuq6RKaIxY0PDIsp1ojrHByMwsszWDVvMu67YiJWzZsML8/g4GDUEnuEc7FzDI8qqmFuLSvUNE+Yo8DmOT/lC8TxSiCN79Khx4RZ3C4OT21pTZqnPbWlFQJnjRifK019zEX1McIk6epjVqwFqxoMc13SWyXMUuC3N9e12x7hXOyOg/leY9/NI98lTKKo0IX4gITv3vLSDlhVrrLbHuFc7IyDDJOmZ4KhORphnpyhw98Px6rD3+20RTgbu+OgoikpOhe3zqyBopFwJWGOgJhmP7tgUe+YzfYI52J3HKS+RyJTsGxif+XCqYn1tIVTK5DnE8BasMXHTluEs7EiBqbtRmAY5iMkjgF3AbiKYZhmAFEADABN07QJx2yVOG7oDkUxt64MkZiiT7SKs0XUjxmJBU9s0VUof3rxGCw6vxJSXIXoYqFpWpIie2N9FR7euBeLG6qSXl86owa/fmUXWrojurBQdZEfPSEZn/dGsGRaNZa/ult//6kj/IaNv609ISx5+oOUh2PN1Wfiume3ob1fQnG2iFmTSqFqGv6w4CtQoaE3FDO8HsMkkpoxxVm4bd0OzK0rw3fXbNXv4ycXjcHihioUZ3vQFZTwyFv7MPHkHIwq8Gf09x+S48jx8lg4tQKqBrBMooASoo35hEk6g1FDX+8OWtPEPhCJY0tLP7a0vJ/yOkGYoT9iHKcHJDq5wAyqquHlHQf0sbI834Prvj4avSEZIVlJGpuXTKvG5WeUo7kjiAVTKsAwgKYB929oQnu/hLNOHQGRZ1Exwo9gNIZlM2vgFVxwsQyuPWIs3nlgwPDvxzGMnhPkegXMqStFRYEfn3YGEYmpuPe1Q2P/rTPHY/mcWuzvl3DlY+/imnMrIPIs1m5tSzkdeemMGsTiin5CwbBAb1PHIIqzPbj5xeRF31vXfYwnrjoTv/zLTlx9zilJ460ocBBcDPJ8PNwuVhf0Y1kGFSP8qBiR2TGfIE5U0uUoXRblKIRzcbs4w5M3RD7zjfMHByRDvz04IGXcFuFsGABLZ9Rg2WEn0i6dUZMiZpwpBBeLDbsO4K7ZtYjIcXgFF554uxm1J2dbY5BwLHbXGKRYHNdeUJ00T7j2gmpEYtSQQZijLywb+m5fWLbEXrpnpZNyXcIkfrcLRVnupLpFUZbbkg3HETldzKW6LmGO3jQxtzdsTV23Kyjjsb/vS6pnPvb3fRiV77PEHuFc0q1J9Ees8d20ayAW2SOcSygaR0t3BCtfb0p6PWzRwWxU1yUyRVG2aHjyeFGWaIm9Ap+AzR1B3PDc9qS1xLNOoZyBMIedcbBzME19gUQrCZP43Bxuu2Q8bnrhUAy87ZLx8AnWiFBRvkAcr5DvEplC5BlccUZZUl/e4oaqlA30mcLtYiG62OT+NxcLt4t2LBHm6LJxLZhqY0SmCEWN17esOgzTbnuEc7E7DnoFDrdfOh4/f/7QvPD2S8fDa9G8kHAudvfDUP8NkSnsjIODknGMH6S9cMQxEJJjtuWfdtoinI3dcVDkXAA03DO7FiE5Dp/gQliODb1OEF+etLWxkDW5p932COdidxyk9TQiY2gMfvPabkyfUAKGSRyW8ZvXduOe2bXHty3C0VgRA48Wracf81UPg2EYDsAWAPs1TZvOMMwpAJ4EkA9gK4B5mqbJDMO4AawGMBlAN4C5mqbtG7rGTwAsAKAAaNQ07X8zcW+EMaqqYV93KJEYaoAUV3Byrld3vlmTSvXTCIdF1h/5+6f48dfHYPfBQUhxFU+/+xke/U4dPu+X0NoTxprNLegNy7gmR8Saq8/EPz7tQUWBD4/+vVkPjgCwauNeXDKxJLFpTdPgdnFYNW8y2vsl+AQXCgKCYeOv4GINH45gNI4bLxqLO1/eibl1ZUkCQcsvn6ifunXk9VgGuGn6ONy2bgemTyhJUd284+VdWDClAv/13Ie4a3YtesOyJYW+UFTBDWs/Srm/1VefmXFbhLPJ97tRV56N+edUIBKNw+tOiDzk+dyW2Cvwu1Ge70l6vl/ath/5fjoVjDCHX3QZ+pJXoMKbGfZ1J4vkTp9Qgj0dQQDAqo3NSWPc8lcTE5WBqIJH3mo2HCOXXz4Rn3YHseiP7yc1hR85FqsaDP9+WZ6EcvV9V5yO/rCsi/I1NlSm3M/NL27H7+bX4YZnP4QUU5NE/9ZsbsHCqRWoKPCjOFvEJwcH4BNdSU2Mpbke5Hp5RGIqWrojAKALAjMMEJbjuOKMMtzx8q6U73r/N09HRFbgd/NQVU0XACQIInPYnaMQzmUwGsNJ2WKiSB2Nwye6wDGJ1zNNQcA41y3wk98S5gjHVKzd2poQ4zssBi6+YLQl9rLcPOadPQpNHYNQNYBjgHlnj0K2SCcrEebITzPnt2r8zhIFvPpxU8qzUlc+zhJ7hHPxpakx+CwQUAOAfJ9x7dmK06IJZxOSFazZtC9l3nTDRWMzbssjuLC1pQsPzZuM3lAMeT4ev9/8KSaV5WTcFuFsfILLMAZatXkoIHIoyXFj9MiA/pyU5Ljhd9NmJcIc2R7e0HezPdbMm9KtgfhEWgMhzJHvE9LM06zJPamuS2QKjkXKIaKLG6rAWaRPEpIVPPlucr/Tk++24rQSOhyDMEehjesEtCZBZIpYXEO+n8eqeZPRMzTnj6sqYopmiT3KF4jjlXy/O01dl3yXMAfPJupVh8fdvnAUPGtNsqtqQI7XhVEFviR7qjVhnnAwdsbBHA9vmOtaVYsjnIub5/Dqx+0pPQW1J49xhD3CudgdB3vDMTz5TkuK7/7Iol41wrmkq40VBqyZN9ltj3AudsbBLNF43TmL+nWJY0BgOcN+rpqTso5rW4SzsTsOBmUFT2/5DPPPqQA0QAPw9JbPKNclTFMYMK6NWbU2a7c9wrnYHQcL0qwF55PvEiYJy/EUHajG+ipLxKfttEU4Gyti4NG6xgsBFGia9tfDX2QY5mIAHQBavqSNxQB2Ahie3d0J4F5N055kGOZBJET9fjv0715N0yoZhrli6H1zGYYZB+AKADUATgLwGsMw1ZqmKV/SPmECVdXw8o4DuPPlnfjB106F182jJNuDkdki6sqzsaWlHwGRMwxqB/rCuH9Dk96M29QRREDk4eE5/HhaNVp7w7jjr59gTl0pVqxvwn9dPBr1Y0amXKckV8TyV3fj9ktPw87P++ETXDh1hA95PjdYBlg6owbLXtqRJDYUkhXD5Pb9z/owoTQbK+aejrkPb04SE1ry9Ad49ntnpzQSL51Rg1MLfTjQJ+G6r49Bb0g2FBZkmKF/A/jJRWMQU5LfkwkODhgrfh4cINVjwhwco+LyujLc8Ow23ddvnVkDjs283wIAwwDf+1pl0rO6dEYNSDeLMIscVwx9KaZQGmCGgwMScr2CLng3dmQAeztDkBVVH2cOF8TzChw27+1MOa3n9kvHI8/HQ+Q5bG/rR65XQHu/BCmmoq03nDIWb97biR+cX4Wbjzg5Pq4quG/9HiyYUpEkMKhqSHNSxaGxuL1fwprNLVgwpQLleR7kegWEY3F857F3IMVUlOd7cONFY9HaE0Z5nhe/enknWroj+K+LRkPkWeR6BVx5zqik73XbJeP173K43UEpjoODEhb96X0sv3wiLqoZSQKABJFh7M5RCOeS5ebx8eeDKZtEzzolL+O2NE3B98+rxNIXD+Uny2bWQAPlJ4Q5VFXFReNPSoqB1319NFTVmhgYiSv4vE/SxZaHn5OTcjyW2COci6oax0HVonKtqmm4bHJyvrB0Rg000G4lwhxxxbjGoKjW+K7oSjwbRz4rossiFQvCsYTlOC6bdEQcnF5jyUJzXFXQMLYY312zNclvFVqSI0zC2izk43O7MOeI+sKymTXwk4AaYZL+iPEp9v0Ra04ej6XJT2gNhDBLXFXwn1+rxC2H+dItM2oQtyjXpboukSk+75WwelOLLsanacDqTS2oLc3BqAJ/xu1F44phv1OU4i5hEsHF4gfnVeqH3A3HQTef+YSX1iSITBGJx9HUEcLyVw/lukumVcNbas28ifIF4nglFo/jlhk1qbk15QuEScKxGMKyhhvWbk3ypXDMmhrDoGRsb1Cyxh7hXOyMg1I8bljPkOK00Y4wh6IqmH1ET8EtM2qgWNR/Y7c9wrnYHQejcQXTxhUn+e61F1RTbYwwjcAzhvUqN2/NPgu77RHOxc44OCDF0FhflbIeMWDBofaE8/G7OVxwRD/XrTNrELDgQEw7bRHOxu44qGqqYa+5qtE8jTCHwLEpOiZLZ9TAbVHvt932COdidxzUYLwWrIHiLmEOj+DS8wUgoe2wYsMerL76zOPaFuFsrIiBRxv57wTwscHrHwO4+8tcnGGYUgD/DuB3Qz8zAOoBPDv0licAXDr035cM/Yyh/98w9P5LADypaVpU07RPATQBoKcnA6iqhubOIDbt7UJzZxCqqmFfdwhLnv4AC756ChQwuO7ZbbjxuY/w/1ZvwZy6MtSVZ6Mkx2sY1EYXZ6E4W4QUU3Hf+j0YkOL4zfrdOL0sFz9/YTtWrG9Ce78EVUsI86W7DsewuPqcUwAAA1EFG/d0oi8Sw6h8Hw4ORPHgm01YMKUCi+orce/lExGR41j1ZhOWTq+BONREOVzILfALuG3dx+gIGovoDUpxVBX5sXBqBZZMq8a9l09EjofH3/d04Y6/7sL1z26DT3ShPD95I7zIs9CGvseejkFEFdUSFe2iLLf+nQ63XUSn0xAmUTVWbzoGEv5/84s7oGrWTAAHpbg+2Ry2t+ylHRiUqCGDMIdX4A19ySvQaUdmGJklYv7Z5XjkrWbcv6EJP35mG6qK/OCYxLhSnC3ie1Mr9M2329r6MP+cU+ATWH2MvG/u6fjvDXtw9eNbcfXjW6BowPemVqA4WwQAPL2lDTdNH5c0Fl895VRd+A9I/P1uemE75LiGRedXoizXg2vOPXSN4c8djsiz4Bgm6fX2fgmPvNWMomwRcVXDjWs/0m3IcQ27DgxgVL4XDANkizyKs0V4eA6LG6ow/+xyfePm4fc0/+zyFLs8x+KkHK8uGryvO/SFv2uj/IogiPTYnaMQziUoK7qoBAB9XhqUM9+QwTIcHnjj0Lz0mnMr8MAbTWAZWtQmzOFz87jnlU+S/PaeVz6Bz21NrhtJ85xELHhOCGcjcC7DOMhz1mwSHZ4HHjkvPLLWRxBfhIfnk2rL15xbgQffbILIWxN3+yIxyHEVC6cm7C2cWgE5rlomHkQ4F6/gwrJ1R8TBdTvgFTIfdzmW0xvmh20tfXEH5bqEadwuDgHRlRQDA6ILbpc1vhSWFUPfDVOuS5gk3ycg1+vCPbNrcedlp+Ge2bXI9bqQ7xUssed2uQxzXbeLhCsJc7hYTt8gCiR86ZaXdsDFWhN3qa5LZArexUBwHdqgyTCA4GLAc9Zs2swSecM+pSyL6nGEcwlF41h5RH1s5RtNCEUz3xPDpVmT4GieRphEVaEL/wGJGLj81d2W9TRQvkAcr/AcB5+bxap5k/GbuROxat5k+NwsXFadaEA4FrvnaV7BZWjPijoy4WzsjIMe3thvPTz5LWEOnjX2Jd6imGu3PcK52B0Hsz1CSg/9va/tRrZozRoI4VxCkvHabFCyZm3WbnuEc7EzDoouDht2HcBdQ+vOd8+uxYZdB+DmKF8gzCMrmmGtVVYyX9u10xbhbOyOgx7euP+GagyEWQ4MSPjTP1p0371rdi3+9I8WHBiIOsIe4VzsjoMsjNeC2aPKVxFEKv2RGHK9An5wfiUW1Sf+yfUKluy5sdMW4WysiIFHi9YBTdNajnxR07QWhmEKvuT1fwPgBgCBoZ/zAfRpmjbc6dYGoGTov0sAfDZkI84wTP/Q+0sAbD7smod/hjhGVFXDyzsOYMnTH+hKkssvn4gRAQFSTEV5gU9X5y/OFjFrUin290Xw46+PQXdQNhTS29rSi3lnlWPN5ha090sYVeDD979WiVhcRa5XQHu/BABYu7UNjfVVaOkOGV7n4IAEWVHx/1ZvSVK5/KitDxpUtHRHsPL1JhRnizjjstPQdUDGd86pwBNvNyedBv7AG024ZGIJ5taVQUNCxOdwe+X5HniFxESxYXQhPj4wiGsP+3001ldhzeYW/OzPH2H55ROTfleN9VV4akur/p7esIz60YVW/KWwbGZNyuk0YGhzM2GOrjQCmN1BayaAYVkxtBeRyXcJc/SFjcecvrD8L7qj4w9V1bC/P5Ii9PKrv+7E9ReOxr2XT4SsKAhFFaza2KyPN4sbqnD6yTn4+Qv/wHVfr8bip95PEYpZckEVfjlrPFiGQV8ohgK/gJ9ePAZunkPnYBRhOZ7y98v1CjgwEMX9rzeljLlrt7ZhcUOVfq8iz+IX3zgNa7d+lnLay03Tx+G/1n6EyyaX6jaKs0XMO6s86X23zKiBHFfwy7/uQq5XwM/+fayhT52c59VzheHr94Sj6AvH9fd0DEqoGOE/6u/aKL+6qGYkWJZOliMII+zOUQjnEpRSxxwppiJowUa7iBzH3LqylFPIIjIJXRPm+L8yTyNBFMIswWjMMA6GLDqNMWQwryDfJY4Fu33Xw7vwwgdtmH9OBSLROLxuF554uxk3XDjWEnuEc7EzZ6A5GpEpIrE4RhV4cOoIPzoHoxgRcEPRFERi1sybekLGdeSeENWRCXOwDNAdiuHmFz9OqpVXF1ljrz8SM/TdAWomIkzSlaaHo9uiONg5aJwzdA5SzkCYIxKL44f1Vfj589v1uHv7peMhxa3JGdKvPVPcJcwhxRXDGkM0nvmemHCaNYkwrUkQJglGjdcIQlFr6qxUYyCOV0SeQ1hWcf2zW5N6dkWeNucT5uhIM2/qsGjeZLc9wrnYGQd7Qsa1sd4QzdEIc6Srs1q1adNue4RzsTsO9qZZT+ul9TTCJMFoun5da2oMdtsjnIudcdAvujCnrgw3PLstKa8OiCRCRZinM02ttdOCWqudtghnY3ccTOe7XeS7hEmyPTz6pRg+OTAIZmg7cL8UQ7bHKpF2e+0RzsXuOEg5A5Ep8n0CrvrqKP0gQ5FnsWRaNfJ9mRdpt9MW4WysiIFHkw3MPcr/837RhRmGmQ6gQ9O0rabv6hhgGGYhwzBbGIbZ0tnZaYfJ45p93SFdmAZIONKdL+8EAwaNDZUYiMR14b95Z5XjkbeasWJ9E656/F14BA4in+w6Is9CUYEVG/Zg1qRSiDyL3QcHceNzH+H/rdmC+WeXozhbBAC090t4aksr6kblGl5nRJaYIlB084s7sP6TDnzWI6GuPFu/r++u2YoV65tw/bPbUD9mJJ57rw33b2jCyteb0NIdgaol7klRNCxuqNLtled78MP6KsxdtRnffPgfWP9JBx58M/mU5Ke2tGLWpISgUHNnEAumVOC/Lh6DR75TB5YFpk8o0YUOpZiKz3rDx/S3OJrvamCwdV8XHr3yDKz45kQ8duUZ2LqvC9BIQIgwR4Hfbfi85fvdx3zNo/nuCL+Qxh5/zPaIE5OAyBv6UkA8dl860XKG1p4QwlEFd8+uxZ2zTsP1F1ajOFtEtsgjGtNw7dMfYPfBEG5d93GKuF9YViDyLEZmi4YififlenCgP4rvrtmKxU99gAWrt4B3cWCggWUYdA1GU/5+c+pKcdsRtobzh96wjNJcD1bNm4zGhkosmFKBFet348yKfLy8vV0fpxdOrUBIiunCwsM2Zk0q1Tc9DF/7lpd2oLzAp7/m4Y3zGAbQr//rObUISTEERB5VRX4UZ4sQeRaFAfGov2uj/GrJ0x9gX3fI7J8thRPNbwnn8EW+a0WOQpyYjAgY558Fx1h8O5rvegRXynizYsMeeARaXCHM4U1TX/EIx940fzTfPSnbOOYWZ1PMJcwh8sZxUPwnTgU7mu/m+YxjfK6XagyEObxpfPdYT7T7olw3riqYPTnRvHTjcx/h+me3YfbkMsRVaj4mzJF23uQ7tjH8aL6baVvEiUuuV0B7n4yrHn8XjU9+gKsefxftfTJyvcfeIHEsvltA9QXCJANSPGWd+r71ezAoHbu4ztF8N9tjvAaS5aFclzBHQHQZ+pLfbU2uS3GXyBRZIq8L/wGJuPvz57cj4D62OPhFvpvtNa4xZFPcJUySrsZwrIIoR/NdkecyXosjTkyyPcb5QtY/sXnomGoMlC8Q/2K+KF+QYop+WHfiZ3XoZ6rrEuYoSNfDcIxx8AvnaRm2R5y4ZDoOHrU25s18fkKcmATS5Lp+i3JdK+wRJyZWxMFj8l0SoiJMkpOmzppzjL1cX5TrZtoeceKS6Th4NN+Nxo3z6mic6guEefJt7B3LtC3ixMWKOEh9j4QduDgGP7qgGtyQO3EM8KMLqsFzx6br8UW5bqbtEScudvaaA0C+j+IukRlUTdPF+IBEzrD81d1QNe2Yrnc03820LeLExYoYeDTxv9cYhvkFwzB6dsAkuBXAhi9x7a8CmMkwzD4ATwKoB3AfgByGYYYrIqUA9g/9934AJw/ZcQHIBtB9+OsGn9HRNG2Vpml1mqbVjRgx4kvc3onNwQEpScSnOFvE3Loy/Mcj/8CK9U1gmIRzGYno3LpuB26aPk53xuEThZ97rw1STAXHAosbqvDMljb9M/et34M5daX6+684owwtnUE01lelXGdfV8hQ5VLVgJte2I5rp43GnLrU+xoWDhpG5FmILhZSTMWejiBWb2rBE1ediScXfgUrrjg9qYHYK3CYW1eGR95qxv0bmvC7vzVjbl0ZAmJiI/6E0mw88lYzfvXXXXjn0x785rU9WPl6U5LokPcYhR6O5rs+3oW6UQW4+vF30finxOaoulEFx2yLOHEJRmOGz1soeuyngh3NdxmGSRLcFHkWixuqwDI04STMMSAZ++6AZI3vOg1V1bDj8wHs7Qzi+iGxgf/e0IQFU07B4guq8LPnP4IUU8EwMD5xPSTjJxeNQa7BgumculJAY7DspeRC7LKXduCkHC9WbNgDDcDNR+QMJ+d6DW2NLvLj4Xl1yBJdWDgk7jss5nvf+j04b0whVr6eGKNLcjzIDyQS47Vb2/R4k+579IVjel5z67odKT510/RxaO0J69d38xyWv7YH1z61Ddc+9QHmn12O+791Okbl+476+z4yvxq23zEofbk/2FE4kfyWcBZf5LtW5CjEiYkcV4ZOGj/kS8tm1iCmHNvi4NF8t4dOwCUyhEfgDOdN/4z439F8N67C0J6iGl2JINLTHTI+oaYndOwn1BzNd7k0NQaOpRoDYY6ecJoxPHxsY/gX5bo8x+GWI+bMt7y0Azx37HGeODFJWx87xnnT0Xw307aIE5dgVMFNLyQL+dz0wnYEo8fewHk0343IcUPfjcjHLthGnJhEYophvhCJHfvE6Wi+O5gm7gYp7hIm8QgclkyrTvKlJdOq4TlGEaovynXjqoKl05NrcUun15DQNWGag4PGNYaOQWvmaSHZOO6GY5QzEOYYPlT3cKSYisHIsfnSUedpaWwNRChfIMxjVGf9Zzia79I6MPF/lS/KF3pCsTR1ZPJdwhw+3mXYw+A7xrXgL/LdTNsjTlwyHQePXtdVDPMFElwlzBKJGa8RRP8JXzqq71pgjzgxsSIOHs13w2nW0yjuEmbRNM2wxqAd42b5L8p1M22POHHJdBw8mu/2hY3ruv1hWo8gzJOuJ0Y6xvWtY+m/OVZbxImLFXHwmNYkZKrrEuaIKxoO9EtYtTGhN/LQxmYc6JcQU6zJdTNtjzhxyXQc/CLfTVcfo5yBMEu6fbo9ocz7bqZtEScuVsTAoymI/RjA7wA0MQzzwdBrtQC2ALjmiy6sadpPAPwEABiGOQ/AdZqmfZthmGcAzEZCEPA7AF4Y+siLQz9vGvr/GzRN0xiGeRHAHxmGWQ7gJABVAN758l+ROBJV1eAVEidVDAenI0X+Vr25F0tn1KC9P5ISwFq6IyjKcuPh+XV4d18PFBVYs7kF7f0SRJ7F5PJc/Nfaj3RhPCAR9EqyPVhUXwlNA1ZvasGPLqjCy9vbsej8ShRni2jpCWPN5hZcXleadG9Awtk1LXGdA/0SSrI9yPUKmDWpFMNaYmu3tunK1oc3p4k8i2hcheBiIPIswrKC7mByYC7J8eL6Z7eliAneM7sWixuqkCW68D8/PBc7Dwzg894wrr2gGve+llB1HbZVlJV5JeJoXMXKN5qwYEqF/j1XvtGE5XMmZtwW4Wx4jsNTW1p1X9I04Kktrbj90tMssbe/T8LqTS1J9lZvakFprheTyi0xSTiULA9v6Lt3XVb7r76144J93SF8cnAQqzY2J41x97zyCe6ZXZsy1h75c1cwCkXV8Ns39mD55ROx68AAVA14adt+nFLgQyhqXIjtDcvI9QoIyQr++lG7/llFBbqDUUNbnxwM4pG3mnHXZRMMrzmcR9SV52Lpi9vxzTPLsOSCKhTneBGNK3h43mSEZMXw2oUBN3416zQ0d4XQ0h3Bms3J8SlLdOH+DU26EOBt65LFGe5bvwfrFk3Bvu4QDg5IKMoSMSrfB/YIsZGiLDGNffFY/4QE4XjszlEI58JxHJ7Z0oq7ZtciIsfhEVxY/XYzrr9wbMZt+dwuw3jvdZNIO2EWDeX5XtwzuxYhOQ6f4ALLJl63ApqnEZli+GTPI+NgnkWndO3vk/DXj9r1GO8VXHh4417yXcI0do/hXUHjxcGuIAkGE+YIuF2G86Y7L5uQcVu+NLZ+NSvztghnc+Q6HDB02IhFMZBlWOP6wiVUXyDMERCN8wW/25qN8oKLamNEZghFYyjL8yTVGFwcEI5Z05jGsSzWvpdai7vuwjGW2COci4fnDOOu+4hDyTIFlyZnuO2S8ZbYI5yLmMZ3RQvEdfzp8hOR1iQIc/RHYoZrBKeO8Ftij9aBieOV9PNCiruEObrDsmEPQ3FDtSPsEc7FzjjoTlMbozUJwiyutGsE1sz37bZHOBe746CQZp72C5qnESbpDRvXGE4p8DnCHuFc7IyDafNqqusSxwDHMLatb9lpi3A2dsdBnk2zJkG9Y4RJ5LiG+9bvSdlb/PD8OkfYI5yL3XGQpZyByBABkTfMGQIW5Ax22iKcjRUxMK0XapoWAvBNhmEqANQMvbxD07TmY7aW4EYATzIMczuA9wE8MvT6IwDWMAzTBKAHwBVD97GDYZinAXwMIA7gB5qm0bEyx4iqanh5xwHc+fJONNZX6YJ/HIukIPXh/gHgHy34yb+NTRIMAhIB7MO2fowuCuDkXC9uemG7LoLXWF+FT9oHILgY/OD8Sl2w7qVt+9HaG8Fz77Vh1qRSzKkrhc/twmWTSvHo25/i6nNOwRnluUPX51LE9Rrrq7BmcwtEnkVBwI2d7QOYf3a5ntAOC/BVjPAnCQzOqStFY30VNuw6gB/WV2Huqs2QYioWN1QmBeZPu0KGm5CkuILVm1owZmQAE8vycEqBD592hbC3K4h7ZteiuSuEuKqiqsiPsrzMF437JRlz68r0v9Pw76Jfog2ihDlEnsEVZ5SlPDNuF/PFHz4GRma70RuWsfL1psPugcVIC0QyCWcTVxR8b2ollg2JsYk8i6XTa6ColAp8GQ4OSFA1GI5xITmuj4Vrt7Yl5QUiz+LXcybCzTNo7giifsxILHn6A/3/3TR9HE7KFtEZlA0nOgwYzKkrhaoBuzuCuG3dx7pgL8sAt186Hj9//lD+cO0F1VA1DdecWwGWZVCe70FLdyTpmq29ETzyVjPOHDUZLd0R/OXDdnzzzHJdvFfkWdx12QQsmVaN5a8eyiFuu2Q8NE3F6CI/8nwCRJ5Fe7+kxyeRZ/G7+XWYU1cKRQUGpViS7eHf166Dg7jumUO27rxsAv59fDFcrkObj0bl+7D88olJv6vll0/EqHxaWCaIdNidoxDOJSLHMGNCCZo6BqFqAMcAMyaUIGLBiTFunsHihiryW+Kfxs1xCEpx3PzioVz31pk1KM3xWGKvmOZpRIaIKwqWTq+xbZ5WkiPi4tOKccNhuf/ihiqUZJPINmEOu8fwrDTNS7Q4SJjF7WLxva9VYtlLh8XdGTVwuzIviJLjceEH51Wm5Cc5HvJbwhzpGjitioGCy7i+INA8jTAJA6TUmJdMq9bXvDONm2pjRIbIEnns+HwwxZfOPiXPEnvRmIL6MSOT5mmN9VWIxmj9jjCH3+0ynKcFBGtyhjyvgO+fV4mlh+W7y2bWIM8rWGKPcC6Cy7jGIHCZH8OjcSVlLb+xvgpynGIuYY4sj8twjSDLojk/rQMTxytegTOM8V4LBF4JZxONqdjS0o8tLe+nvO4Ee4RzsTMORuOK4T4JynUJswREl2HuaZV4r932COdidxz0Chy+/ZXylDUQL0+5LmGO7HQ1BovWgu22RzgXO+Mg1XWJTOJPk38GLMg/7bRFOBu742BWOt+lfIEwSSQWN9yLHZGt8V277RHOxe44GHBTfYzIDHbmDDRPIzKFFTEw7ScZhpl02I/7h/6dM/y6pmnvfVkjmqa9AeCNof9uBnCmwXskAHPSfP4XAH7xZe0Rxqiqho/a+rDrwABm1Jbg5e3tWDClAhwL1JXnpmzC6ZdiGJDiuGn6ONy27uMUIb7esIy1/3k21lx9JjqDUeT7EpvI830CyvO92NF+SHThx9NGQ47HceU5o5JE/ZZMq8bdc2qxo60fsqKiNNeLm1/YjlyvgBsuHI18vxt7O4O6vaXTa/BZdwhxRcP9rzelKFkvOr8S9284JOYzpbIAPMfgq5X5uvAfADy9pS1pYVpRVcNNSJ92hfXvBAAsy+DUQj9OKfBhX3cIBQEBhQERo/J9YNnMN6ZliYI+eAx/zxUb9uD3C76ScVuEs+EYFjkeFxZOrYCqJcS3cjwuuNjMbxAFAIFjDTdHCRZsSCWcjYtjsfa91BNpr79w7L/61o4LirJEcAwMx7iekKyP8e39Ep7a0orll09Ec2cQZ56Sh7ryxIawHI+A/3jkH0lj0W3rPsZ/X3E65HgcS2fUpGw+X7VxLxZ+7VTc/b+79InQytebIPIsbp4+Dvu7B/H4VWeic1BCgd+N9v4wfvrnwzaVXzIeK1/fg5buCMrzPbjxorFo7gzit9+eBJ+bg8izOLe6UBcbGb6vG9Z+iKcXnoXHrjwD3SEZ2R4ej/6tGZs+7cHtl56GJ9/Zh1tn1iRtYG+sr8L2z/uxYn0if1hUX2n4+/qsJ6wrcAPA8lc/Qa5XwJTKAj0HYFkGF9WMxJjGc9ExKFmaIxCEU7A7RyGcS0AUEFVCunj9cP4ZcPMZt8WzCcGKw/02ILrAk98SJonGVax8oykpx1j5RhPumV1riT2OgWGTPk3TCLPwHIfXP2nHQ/Mmoy8cQ46Xxx82f4przq20xB7DAE++25r0rDz5bivOqrBGxIJwLiwYwzGctUjNJ93mKB9tEiVM0hOW4XOzWDVvMnrDMeR6efRFZPSGM39I0EAkjtd2psb48nxvxm0RzibLk0bIx6rTmzkWPoFLivE+gQPPUbJLmIPnWJTne/DYlWegMxjFCL8bA5JsmS8JrHFtTCDfJUwyGFUMTwIfb9FJ4B7BhQ27Dujrd17BhSfebkbd0IGPBPFlcfMsSnLEpDhYkiPCLVgTByMxBc9saU3x3YqLaO2ZMAfLwjD/tGKZwOd2GZ4WbVUdmXAuHMvi+gtH4+7//USfp11/4WhwFvUz0DowcbwiK6qh78YUElAjzJHv4w170HJ9me9hAIA8m+0RziVdHJQtiIN+t3F94cxTqL5AmCMaVw3naFb47b/CHuFc7I6DXoHFyOzkWtzIbBEeN83TCHO4XZxhjUF0WdMPY7c9wrnYGQe9tJZGZBCOZQzzTytqu3baIpyN3XFQ1VTD/mBNo3kaYY5cr4DyfA+mTyjR9y28tG0/cr3W1Fnttkc4F7vjIMsa78vgrDplmXAsXsG4J+buyzLfE2OnLcLZWBEDj7bD4tdH+X8agPpjtkrYjqpqeHnHASx5+oMUET8AOK0kG7fOHI+bX9wOKaaiPN+D702txOIn30euV8DCqRUoy/XiwICENZtb0N4vAQD2doQgxeJQNAZLnt526LNfq0wSXVjcUIWJJ2fj5y9sSWo4X/7qbiy5oApxFfjBHw/ZOnWEHydli3j4b02YXnsyfnRBlS741NhQDb5fMlSyHl4wG/5+1z+7DT+sr8JJ2R7kegXMmlSqJ79//agdD3x7EgalODw8hxsvGoM7X96l3/O1F1Tjj++04NoLqvXrqqqGfd0hHByQUJQl4sxR+ZYK+kRjivH3jJF6LGGOQSkGkXcBiOqvibwLg1LMEnu94SjcHJs0YLk5Fn0WbEglnI0kK6gfMxI3PLstafySYvF/9a39n+Lw8ak4W4SiIiE+53fjnMp8FGaJSUK+y2bWwCNwGAjLSUXUB99owof7B3DfFRMRj6sQBA4xRTUcixRNA8OwKM7mE5vPQzHwHIMH39yL3R1BFAXcuPHCMWAYBo9deQY6BiR4BRcCHhYulsGVj72TlCfkegW0D43vN7+wHffMrh3a3O5Kyl9+PWcifjN3Ij5uH0i5r1yvgE8OBnHTC9uT/GXXwSB+/vxHWNxQhdI8D+6ZXYuQHEfnYBRrNrfg8rpSvflx7da2FOX2X37jNAxGYkmblRvrq7CrvR+luR5UjPDr98CyDCpG+JNeIwgiPXbnKIRzicYU/OEfLUnCUH/4RwvGn5SVcVsDkRgURUt6TVE0DJDfEibpi8QMT2/ui1jjSx1BGas3tSQVqVdvasGplLcQJokrcZw/uhjfXbP1kAj49BrEFWvqVQNpnpUBi54VwrkEo8ZjeDBqjS91hmR4+eRGOC/PoStE9THCHIV+EZ2DA7jh2a1JtZ2KfDHjtgakOCaenJ8U4xvrqzAgUS2OMEdcUVGSe4SQT64IRbWmkagrJENLDvHQNKCbYi5hklwvh+ZOBYuffPfQYTUzx6NyhDWbh8Jy3LA2FqY1EMIkQcn4JPBg1BpfishxXDapLGn9bun0GkTIdwmTxOMa8vw8zg7koysYRYHfDUVTEI9rX/zhY6AvEjNce7aqHkc4FxYMcrx80hw/x8uDReZ7yMLRuGFtLCxTzCXMEYrG4WKYpHmai2EQtihfoHVg4nglGotDPiIXkeMaJOrZJUwSjMZTetAa66sQsiju9ksxQ3vUx0CYJRpTDONg1II4GI0b1xeiccp1CXMMROL47ZvN+l4hRQV++2Yzbp1Z4wh7hHOxOw72S3FEjshFItE4rQUTphmUYsgb2v85XGPI8woYtKj/xm57hHOxMw7GFeMYH1epvkCY50C/ZJh/LptZgwnHsS3C2dgdB7uCMax8fW+S7658fS/N0wjTxBQF35taiWXrdtjiu3bbI5yL3XGwNxw13JfRG6GeXcIcYTlNT4wFfYh22iKcjRUxMK34n6Zp5x/zVYn/c3zaFdKFc4BEo/eKDXuwuKEKPoHDR/v74WJZ3Dt3IqABiqrhuqFJVXu/hBXrmyDyLBZMqdCF/0SeRVNnEHXluVg4tBEMAKZPKMGyl3aknCr/wLcnGTacF+d4cb2BrWe/dzZOL8tPmtwtmVaNiKzg876I4QmFXz21AALHIhJTdZHCnz+/HX+65iuYf3Z5kmjP4oYqNB0cxGNvt2D+2eU4Jd+He2bXorkrhLiqoiAg4IozyvDHd1owbVyRoYDi8ssn4qKakZYJAHrdnOH3FAU6nYYwh0dw4Se/fy/Fl1ZfdaYl9rwCjzteft82e4Rz8ac5xf7Xc0hFe5jDx6dcr2A43r3T3I17ZtdChQY3x+HhvzXhJ/82FoqipWxu6Zdi4BgG2/b3YXJ5HgoDouFYNMLvxrcf+QdyvQLmnVWeMtnpCctY8sy2pPsIiC5kewK4+cXUPGHBlAqsfL1Jf23XwUFoGvDIWzuT3vvjZz7A0wvPQp5P0IWGh5lTV6oL/w2/f8WGxLWfe68N+T4BVz++Rb+nn1w0BvPPLkdRlogHvjUJy9btQEt3BE9tacW9l0/Eno4g4qqK0lwP5v/5o5Tr3jW7Fh2DEgn9EcQ/gd05CuFcpLiCb51Zjntf250k6C7FM7/gIQouPPr2p/rJSooKPPr2p7iLTvkgTJLj4fUcCjiUY6y52poY6He70BuW9ZwLSMRcn5tqDIQ5XJwLy9a9l+S7y9btwGqLfFfkXYbPyhOULxAm8Qk8Hn3745Qx/J7Z1ozh2R4ev/ifVHuUMxBmicQULD2ilrL0xR2W5AzZafITq2I84VzCsopfv7I7KQb++pXd+MWlp1liL0t04RcG87RfzaLWY8Ic3SFFPywPSMTBm1/cjtVXn4lTLbDn4jj85LDaM0C1MeLYyPcLhms5+T7BEnseIc28kHyXMAnHMRiIKFBVBeGogm5GBssAOR5renDS5rvku4RJFA349atH5Luv7sbdFtQYxDQnj1N9gTCLT3DhjqGDkYcRedayNQlaByaOVzzp+h6pPkaYhHexhmP4Hd+wpj7m4Tlb7RHOxZMmZ7BiDHexxvUFWgcmzJLr4yG4DtUSGAYQXAxyfbwj7BHOxe44qCgaHnhzr17PUDXggTf3Ur5AmCbtnN/uGgPN0wiT2BkH7e6xJJyNz+0yzD+t6P+20xbhbOyOg1ke43lalofmaYQ5XBynC/EB1vuu3fYI52J3HCQdESJTZIm84frW8jkTj2tbhLOxIgamFf87HIZhxgMYB0Acfk3TtNXHbJWwnZaeUIrwXq5XwMSTs/FpV1gXzxF5Fj+9eAyKskVDoT6OTfy3yLO4afo43L+hCVWFAeR6BV0JeHRR4udhkcDhz0aHrn+kA4ejxqfQdw5GMe6kQNLJLKeVZOOqx99FrlcwPKHwhrXbMLeuDM+916bbl2IqBqS4LoQ0/Np96/fgxgtHY95ZySJJjfVV+NM7begNy1g4tQI3XjQWo/J92NedKqC45OkPMKbxXMtEf+KqhsUNVSkiTopmzSnnhHPpCclJzykArN3ahp6wNQraXcGoob3uUPToHySII2BZBkumVWNvZwiqBrhYYMm0anAWia4ejxw+Ps2aVJoy3j35bisWTj1VF/UVeRZLZ9Rgx/4B/PKvu5Leu2LDHtx7+UTcuu5j9IZlLL98IsrzPIZjUUxVdeHeNZtb9MnO6KIA7nllFy6ZWJIy7i6cWoFsj6C/XpwtJuUPxdki2vsliDwLlgHUoc8ejhRT8dquDryxqwM3TR+H29Z9rN/XqSP8hu8fle/Fjy6owv6+iJ6j5HoFhGNK0ve67ZLxyPLw8AocHv1bM17f3YXibBFleV7D67Z2hzD+pCwr/qwEccJgd45COBe/m9eF/4BEnL73td2WLHgMSjF8d2oFDgxE9fzku1Mr6BRRwjR94ZhhjtEXtsaX/G4Xls6o0Q9sGM4L/cKXKg8ShE7aOX/Qmjl/b8Q4X+ijfIEwyWA0hnlnjcI9r3yix8Hrvj4aQcvGcAU/nlaNpsNqGj+eVg0w6hd/lCAOo2MwapgzdAxmPu72hI1jbi/FXMIkYTmOlu5IkvB04nVrTqTN9brw42mj0dQZPCzmjkaul3JdwhwHB4xj7sEBa3LdrqCxPVpPI8zi4VncNXsCmjoScZBjgFML/fDwrCX2uqmuS2SISExBS3c4ZR1yRMBtib10axKU7xJm6Q/HkC3yGD0ygEg0Dq/bhb/t5tFvQW13UIoZnjxOaxKEWXptnvPTOjBxvGL3GgjhXDw8h+99rTJlbdZj0eHvPsFlaM/npvoYYY50cbDLgnpVT9i4NkZzNMIsUiye1GvOMYle82jMmjUJu+0RzsXuOBhVjA9YlhXqYSDMkbbOGrK3xmCVPcK52BkHOweN8+pOqi8Qx4DfbTznt6L/205bhLOxOw5KsTi+f16lfsiyyLNYNrMGUixuiT3CufSHY4a+a8U68L/CHuFc7I6D1PdIZA7NUEeEYazQU7LTFuFkrIiBXzjjYhhmKYDzkBD/+wuAiwG8BYDE//6Po6oa9nWHcHBAgt/tQnm+By3dEQAJsZ2rvjoKm5p7dOE/IOFQv/zrLtwzp9ZQqO+rpxbg5Fwv/G4XirLc+MF5FSjJETH/7PKUZtzVm1p0AT6RZ+HimBTBvsUNVegKRQ1tvf9ZH0YXZWHW6SU4MCChMCDi4ICUVmjol3/ZifZ+CSs27MGCKRX6hiKRZzEgGQsMFgREXD8khjT82uGfP/3kHHytuhBAYrL5/fMqcUqBD/v7wghGFazd2oaOQcky8b+OgSjeae7GQ/MmozcUQ56Px2NvfYqyPK8l9gjnUhRwGz6nRRY1zY/MMo4LRQHxiz9MEIehqhrkuJYkUnvbJeOhqpRIA4nfT+dgFNecWwG/m0N5ng/XnFsBIFHkae+XMH1CiS6QBwyd/vDSDtx7+UTDsXFPR1Afv5c8/QGWzazB6k0tSUrmqze14NQRfn38bu+XsPL1Jog8i4VTK7Bw6qm4f0NTyrVVDSjKckPkWeR6Bcw7qzxlk8JTW1rx3amnwsUAAa9gmCOMHZmFoiwRqzbuxaLzKzEyW0RrTxhtvWHD93/WG8aK9U26ePGgFENJjjclB7jphe1Yfnktfv78x1h0fhUA4IxT8vFZT1i/5+FCGscAp5flYFS+L8N/VYI4sbA7RyGcS1+aBQ8rRNRGBkT0hmIp+clIynUJk/hFl2Hu4hetaZDoj8Swdmsr7ppdi4gch1dw4Ym3m1HSUG2JPcK5FKeZ84/MsiYOFvqN84URfsoXCHNkiTzy/ULSYTP5fgEB0ZoT7QTOhQMDg0k5w5Jp1Tg5l2q7hDkK/G7DnKHAgjhYlCbmFlLMJUziFVyoK8/G/HMqdDGUJ95utmxzcziq4sCAZBBzPZbYI5xLYZZxzC20qFaVLsbnU9wlTCIrCuS4mhQHb790PGTFmg3HI6muS2SIiKwYHuS5at5kS+yNSJPvWpFbE85mREDAt88qxw2HHcC3bGYNRgSEjNsKuHl88Fmid6wvFEOOj8cfNn+KyeW5GbdFOJsCm2MgrQMTxyt2r4EQziUUVQzXZn90wWhL7PVHYni/pQuPXnkGuoJRjPC78ef3WlGSQ75LmCNdHCy2IA7meY1rY7nezOfVhLPxCjw+2p+8Lru4ocqydVm77RHOxe446OVdhgcsP3HVGZbYI5xLYZo5v1WHuthtj3AudsbB0hyPod+WZFMPA2Ge/khMF+MDDu0LfNiC9TQ7bRHOxu446HO7sPTF95J8d+mLO/D7BWdaYo9wLjk+3tB3c3zW9JrbbY9wLnbHQep7JDKFpiX89fBa67KZNdAskBGx0xbhbKyIgV9mN/FsALUA3tc07SqGYYoA/P6YLRK2oKoaXt5xAEue/iBJYf/BN5vQ0h3B/LPLsfzV3bjm3ApD4Z+23nCKUN+ymTW4Ye02tHRHIPIsbp05DhzH4R+f9hg24y6cWqEL7Vx/4Wg0dQR1wb5skcOEk3PxeV8EHQMSfnLRGNzx8q4k8Z81m1vQG5bxPz88F2dVFOj3ZyQ0tGBKhS5UJMVUcOyh9y6dXoOOAcnw4QlHD4kCFmeLulDE6KIAyvM9KB8S9Dnyd9lYX4WXtu3H/LPLLW3qKcvzYObpJdja0ps4FawLmHl6CW1WIkwTjhk3zdd+p84Se1JMwZPvtupiYQDw5LutqC3NtsQe4VxUDbjphe0pAm1rrqbC2+Fjfa5XwPyzy3Ht0H/PqSvFkmnV6BiUwLOM4VgPwHBsjMbVpPd5BRd6w7IuqlucLWJOXSlUTcPKb03Cret2HJYbjEdJrogd+/v1UweHx1eOBaqLAgjJMm6dWYO2voieZwzbWrFhD+69fCI6ByWEFQ0r39xpKBy8rzukx7RITMXPn0/4SHG2aPj+1ZtadBu3rfsYC6ZUYE/HoOHvZdeBQcytK8P9r+/BbZechoVrtiDXK+AnF41JiqUiz6K6KCvDf1WCOPGIUM5AZIgskTNc8AiImReWCMcU3P/6niS/vf/1Pbh7dm3GbRHORo4rKblLY30V5Lg1G/MVTcWMCSVo6hjUTx6fMaEEKlWpCZPYPX5H0tQ0HrWopkE4F00DfvPabkyfUAKGSdQcfvPabtxj0Rgeiir4wz9akp6VP/yjBeOKaS5JmIRRsGxmTcppjGAyf/K43XVkwrnkeHlcc24FhlNbhgGuObcCuV5rmtJCsoLlryY36S9/dTd+N598lzBHjofDnZedpp/syTFAxQgfcrzWCFeG5Bh+9m9j0RmM6vYK/G6EZTq9mTCHqjL6WgmQiIM/f9669TSq6xKZIhJTDNfrjnwtU0TjVGMgMoOsaHjgjaakOPjAG02WrBMwjIpZk07GYCQOKaZgUGIwa9LJYCyYExLORrK5zkr5AnG8Qr5LZIqYqhiuzcZVa8ZwNw/Ujx2JnqCMSFRBNyOjfuxIuHnGEnuEc0m3NmvFOgHDqLhr9gQ0dQT15+TUQj/luoRpwmkOF7BqjcBue4RzsTsODkpxwwOWB6W4JfYI5xJXNMN50+Qyaw6rsNse4VzsjIMxRTXMF86gQ12IY0CKqYa+a8V6mp22CGdjdxzsCcUMfbcnRP03hDk0TTP03dUWiabbbY9wLnbHwbAcx08uGoPusKzXNPK8AiIy1RgIc8RUTd8jARwSrnzcgjhopy3C2VgRA7+M+F9E0zSVYZg4wzBZADoAnHzMFglb2Ncdwp0v70wqbK7d2oo7L6tFS3cIAZE/qvDPoKTguffa9M+fOSoXN72wHS3dEQDDYkA8rnt2W1oBwdIcDxbVV4JlgNJcD1gw+OaZZRBdDLI8Aq587J0kYcKH503GP/b1QtOANZtbdDG/5q4gTinwgWUZjMr3YfnlE5OE+A4X9QGA8nwPzq0swJiRART43dh9YBBSXEkRGFw6vQa9YRnl+R5ccUYZsjw8blv3sf7/b790PMpyvdjXHdLtDX+3FRsSQg/3rd+Dr48badnfUY6rONAvpZwKVkbif4RJBqW44XNq1UKdrKiYW1eWImIRU6jQR5ijOyQbTji7Q/K/9sb+Raiqhn3dIRwckOAVOH18mn92OSIxBT+6oAoBMXk8+8Wlp+GnF4/GQDSx03bt1jb0hmV4BO6oQnlAIic4XBA41yvgqq+O0jfSDo+XfjcHj+DCJ+2DGJntRo6Xx12XTcDqTZ/iG5NOTrqfm6ePwwet3agfW2wYlzQAowp8WLhmK6SYqgsHl+d50NYXwepNLbhscqn+WYY5JGbY3i/p7y/L88AruPDLv+zUc4phG8MiD0Y5kKICKzbswaLzK9Ebjuq50IgsN+4cyiOGr/PjZz7A2OJzUTHCb8nfmyBOBKS4YpgzRC0SviKcC8eyhgseVmxw7o/EDP12QKKFQcIcHsGFp7YcakrTNOCpLa2WCUlmiwLCsWBKjSFLpFPBCHNEYsbjd8Si8TsUNRYCCEUpXyDM0ReJ4VtnlusnOIs8i2svqEZfxJoxXFaMn5WYQr5LmIMFh2e2tOKu2bWIyHF4BReeeLsZN140NuO2BiLGdeR+2vBBmERRNfSG4/pp4MNrgcXZ1ghPB6PGvhuKku8S5pBkDXFVS5o3/eIb4yHJ1vhulpuH2yUn2bt1Zg0CbpqnEeboCsqGcbAraM16GtV1iUyR4+UN1+tyPF+mnc08VGMgMsWgZLxOMBjNfI1BdLnQH4mkCMIXZ1PvGGGO/nRz/og18ybKF4jjFbvXQAjnkuXmwTCRpNcYBgi4rcl1RY5Hf0RKzRmyKGcgzGFnzuB2uRCRI0m1sWUza+B2WfOcEM7F7n0SdtsjnIvdcTDXKxgesJzrFSyxRziX/jS1sX6Lemjttkc4Fzvj4MHBqGG+0BGMZtwW4XzyfXzKXr4l06qR58t8X4GdtghnY3cczBJdhjE+y6J1Z8K59IWN5/x9Fq2n2W2PcC52x0GR5xBV1KSaxpJp1XDz1hyyTDiXnpBx32OPBToidtoinI0VMZD9Eu/ZwjBMDoCHAWwF8B6ATcdskbAMVdXQ3BnEpr1d2N8XxtXnnAJu6C/MMcC3vzIKN67dhhvXfgRV0yDyLNZubUNjfRVEPvHG4YH8uffa0N4vYeXrTfjd35rBcyzkuIYfnF+JRfWV+K+LR8Pn5nDNuRUYXRTQPz+MyLNo6Yng/g1NeGZLG5o7Q/jhk+9j+au7EZQV3PJSsiLqspd2oD8Sx0vb9gMALptcikX1lSjP94BjGGz45CDicRX7ukPI9fL4w4Kv4IFvnY7fXD4RJ+d5MKcu8f6fXjwaP6yvwrxH38H3//A+5j/6DgakOJ7e8hmkuIoVV5yOxoZKLJhSgT+90wKvwOH751UiElN0YaLhe/r589vR0hPGwQHJMIgPiw11BiVYRSjNqWAhmRqJCHMU+ATD5zTPZ81CnVdw6QsrwCHRTI9AxRLCHNmexITzkbeacf+GxJg0/+xyZJ+AhTdV1fDyjgP4txV/wzcf/gfW7+qAFFNRnC0iy8Nj1cZmDEqp49nPnv8IQVlJ+v398hvjAWh4aksrbrxwNB67sg63Xzoeo4sCuOqcciyqr8Tihkr89OIxWL2pRRfUWzp9nF7AH77+z5/fDo5h8d01W/HLv+7CwjVb4eI4jCrw4gfnV6Xcz0Mb92JK9UgIHGsYl7wChw/b+pME/Va+3oTW3ghWrG9Ce78Ev5tDY0MiJzkyD2nvl/DIW81o7Yngk4OD6A3LKTY0DYY5UGN9IgfK9Qo4rTQbAAMXm3jvkqe3YW5dGYqzRf1aUkzFwQHr8gCCOBHwu3nDnMFHG5wJk3SnKb5ZIRic7TH2WxJQI8wSjCaa0oZz3UfeasbcujIELdggCqQ/eTxMNQbCJAHROA5aJVAS8LgM5w5+8cSbFxL/HDkeXhf+AxK+e+9ru5HjscZ30+a6AuUMhDkGozFMG1eMG55NrO9c/+w2TBtXbEnOUOA3riMXWFRHJpxLWFZ04T/g0FqgVblnXpo1ENqsRJglElfwsz9vT66x/3m7ZSIPqgbcfMRJoje/uAOqNVqDhIMJiMbzpoBF8yaq6xKZosjvxi0zapLW626ZUYPCgNsSe9lDYoOHI/Issr3ku4Q50vXEePnMx91ITDE8eVyKUV2XMEd+mjl/vkVzfsoXiOOVQBrfDVBdlzBJXNUQkhWs2phYC35oYzNCsoK4RZP+SDxNzkDClYRJ0q4T+DOfM4RlY7+lHgbCLHb67b/CHuFc7I6DkZhx71iEagyESdL10GZb1H9jtz3CudgZBwv87jS1OGvWPwhnE1O1lL18y1/djZgFNQY7bRHOxu44yDKMYYxnwVhij3Au2Wn2LVi1n91ue4RzsTsOMoBhzkBRlzDLiDQ5Q4E/8zmDnbYIZ2NFDPxC8T9N076vaVqfpmkPApgG4Duapl31T9gkLOBIQaCIrCIcS24a6AxG8dN/G4dF9ZXguYTIX29YxprNLVg4tQL3zJmA/77idJTkiLpQjsizWDqjBj6Bw0//bQzGjgwg18MjS+Txn394D/dvaMI9r+zC0unJzbjD4jkAMGtSaVKyoGowFGVwcQyWTButi+z87m/N+N7XKvF5Xxif90bwl+3t+vf79iP/QEhW8Lu39mJ/r6R/z6Cs4OfPb08p6E6fUIJ7X9uNkVlujC7KwiNvNePD/QPoCslYOrSBwuieWntC8ArGibOmJf7t4TmoVjVjxIxPHT/yNYL4IhRNw+KGVKFPVbPGd7uCxiczdNMJNYRJeI4znHDy3Imn/r6vO4Q7X96JBVMqsKi+ElWFCdG7WZNKdYG9YWHaw5Fiqr5RcPj3d3Agiq5gDL+eU4uYquE///AernvmQ3z/j+/BJ/Lwuzk8/8F+CC4OgovRBfVUGF+/Nywn/Y1++uePEIoqeP+zvqT3F2eLmFtXhhue3YafPb/dMC6JPAu/m0sZezkm8Z7ibBEMGH3sv+eVXVh6xKagZTNrsO7D/Vi7tS3FxnCO0t4v4aktrbhndi3u/9bpWHR+JdZsbgEAzD+7HN9dsxWLn/wAD21sxryzypHrFbBiwx7MmlSq35PIs4gpmmV5AEGcCKQ7LaGXTksgTJJO6MEKseu0fhsmvyXM4XfzeGpLq57fLZhSgae2tMJv0ca3sGx8Khg1zhNm6Q/HDH2pP2yNcGU0phgKd8u0WYkwSV8a3+2zyHfT1sdCVB8jzJElGgtXWiG6KrhYw3qN4PoyZ4kRxCHSCbRbdTpiRI4b5guRGJ2AS5hjIGI8bxqw6DTlrqB9hxkQzsYrcIZjuNei05SprktkioFoHL99sympPvbbN5swELUm7mpp+iY0i/omCOcyKBnXGAalzPtuT8jYVq9F9QzCuWR5ONw6M7m34taZNQh4KF8giMMZjKaJ8RYd3kU4F1nRDPseZcWa3LOXcgYiQ+R4Odw6c/wROcN45HgznzOkyxesqiMTzmV4b9SR832es2Z9y257hHOxOw6GZeP9aRHqHSNM0h8xzj0HItbknnbbI5yLnXFQihn3MEjUw0AcAwNp42Dm/clOW4SzsTsODqRZuxuQKF8gzGM053eSPcKZ2B0HByR7+ywJ56La2Mtlpy3C2VgRA79Q9pdhmPWapjUAgKZp+458jfi/waddISx5+gPdQWKKmtI0sPzV3Vg4tQJrt7Yhy82hJMeDhVMrdEGgkBTHr1/ZDcHF4KF5k3GgX0LA7UJQiuGHT76PuXVlWLFhDxZMqcAjr3yiX7ulO4IHNzbhsSvPwLv7enFKgQ/3vLIL7f0SABgKEYk8m/SayLP4uH0AK9Y36ZO4NZtbsOylHbj38olgAPzosO8nxVTc9MJ2LJ9TiyXPbPtCYcHhewjJCtw8o3/vkhyP/n6je/IKLsiKgmsvqNY31w3f31NbWtFYX4XGJ9/HjReNxUU1I8GymdUjDoguw/vyu0880Svin6MvEsPqTS1YMKUCDANoGrB6UwtOHeG3xF7+kPLxkb6bRyfUECbpCRlvlD8Rm3v6IzJuvGgsdh0YgKoBT7zdjGUza7C/L5LyrB358+HzjuHx8L7nP8I9s2tTlKVvW/cxFk6twNy6Mvz2zSb8+Otj0NQxiLryPAgu1vD6BX43FtVXYu3WhKheQkA3DFVLvp9Zk0r1U9fa+yWs3pQQIK4uCuCznjC8PIcb136I759Xibtn1+L6Z7fpY2++T8Ctl4xHW284acN7S3cED77ZhPu/eTqi8cSYf3BAwhVnlCESUzD+pCw8PH8y+sIxeAQXblu3A+39EkSexdy6MvziLzvx038bi/tfb4IUU9HYUJmSQw3nPytfb8Jwb85wPnDTCx/hsSvPRIVF8ZQgnI7fbZzv+tx0Qg1hjogcx9LpNVi2boc+diydXmOJ0ENavxXIbwlz9IVjeq3l8HpDn0VNaVke3tB3s+hUMMIkHoEz9CWPYE29yiu4dKHM4ZrGU1tacffsWkvsEc5FTOO7okW+W5CmPkYnOBNm6U4jDNUTynzOcGBAsrWOTDiXEX7BOAb6My/QDgAeyheIDGF3rpt+LZjmaYQ5eiMysj0uvQ+CZRKng/dJ1qynUV2XyBQHB6Jo6Y5g5etNSa93DFgjmp62b6KA8l3CHMMHEh0ZB3O9mRdpp3yByBRBScHKN5qSYuDKN5rw6znWzJsoXyCOVwKi8XqaFQdxEM4mkuZgNqvEdShnIDJFdyiOlW/sOSJn2IM7L5uATG87HhEwXksbEaC1NMIc7f0Rw/n+qAIvJiL3uLdHOBe742C2N13vGOW6hDk8fJr+G4sOJLLbHuFc7IyDYpoehrsuox4GwjxewXjO77Wgj8FOW4SzsTsOBtLskwiIlOsS5ui3WYvBbnuEc7E7DmansZdtQc8E4Wx608TBCgt6uey0RTgbK2Jg2hVdhmFEAF4ABQzD5AIYVjXLAlByzBYJS2jpDiU5RjCNUqSLZTHvrHIsf20Pcr0C5tSVYlSeFwcGJKx9rw2zJpWCYYCBSBy/eW0PZk0qxSNvNWPBlAp9M7qRmF9LdwSbmrvh4Tk8vHFv0uZ1jgHK8z2YPqEEDAP43RyWTKvWxYaGFVFXb2rR7/NwkZ29nUGM8Lt1m8XZon6fPrcLuV5BFxoE0oseDRcZrnr8Xf3/L6qvhMizWLu1DY31VUkb7hc3VKEoK7Fo4nNzWDi1Ai6WRUWBD4CGOZNPxprNLWjvl7Dk6Q8wpvHcjAv/8ByL6y8cjbv/9xP9vq6/cDR4F50KRpjDJ7jQG5aTmuatLLylE1+hE2oIs1DROIGqamjpjuC/nvtQf6auvaAaz2xpxeKGav13ZDSe3TR9HAalGIqzRV30ThsSyw1FjfMFVYM+Frs5FhNPzsHJuR6EonHcNH0cblv3cdJ4+cnBQfzub826eG9vWEaOV0BPSMZtQ4J9T29pA8cm5xDt/RJWrG9CY0MlKgsDuOMvO9HeL2Hpizvwm8sn4sYLR2NUgQ+RmAqWAV7Z3o4Lxo1MuWc5ruHgYDTpvhrrq/DMljas2tiM332nDtc/+yF+dEEVLplYAlVLTMqG77UwIBwSBs72GP5OGCbhe5WFASyqr9Q/394voWNQIvE/gjhGeI7B4oYqXXTz0Cm4mRXVJpyPyLvw4MYdScW3Bzc2WbI4SH5LZIocL28sUGLRovbwCXpHig1KMTq9mTCHi4VhHLTqEPuwHDcUyozIVGMgzJHOd60qtcYUxbA+Flcp7hLmSCdEJQqZd14PzxnWkYdPuCOIL4vIc7hlRg1ueelQDLxlRg08LmvqumHZWFg7TPkCYRK78wWqMRCZItcjYH9PJOm1uKIhx2ON6Cr5LpEpskQ+qZ8IAF7att+y5uO0fRN0ACdhkpAcx22XjMdNL2zX4+Btl4y35EAiirlEpugKyoaCq91Ba8SCyXeJ45X+SMxwPa1fsubwLsK5+G0+/F3gjeOu4KK4S5ij28acIZSm15zquoRZ8v1uw/m+VYey2W2PcC52x0FJjuO6r4/GPa8c2p923ddH0x4fwjSczb1jdtsjnIudcTCSrueRYi5xDNgZBynmEpnC7jiYrq47QHVdwiQBj3FPQUC05pAVu+0RzsXuODggUdwlMkOWmC4OZn49zU5bhLOxIgYebeT/LoAfATgJwHuH3weA+4/ZIpFxVFWD182hsaESqgZs/KQDAY9x00Dtydn47pqtkGKqLrgzPAG/aHxxinO52EOCN8PX8gxt9Dry2gLH4r71e7BwagXWbG7BwqkVqCjwQ47H8b2vVWLZYRt87po9AX+85iv4vF9ClujCjWs/ShLwO1xkpyzfBwbDJyQLmHdWeYpI3+pNCfGdtVvbUooLjfVVeGpLK5ZfPhGyoibd98ZPOvTFkuF7Lsv1ojMYRVWRH2V5PjR3BnH7/+xM+b6Lzq/U71mKqZYI/wgcizzfIUEilkmcHi2wVC0hzBEQXSmim0umVSNg0ameWSKP+9/bg7tm1yIix+ERXFj9djN+cvE4S+wRziXg5rB0Rk3SGLJ0Rg0CJ8gGDFXVsK87hK5gVBf+AxLjzr2v7cai8yvRF4nh2guqce9ru9HeL+GpLa34zdyJCMsK9nWHcP+GJvSGZX08/NaZ5VA1DY0NlSjOEdOK5koxFRwL7GjvxzNb2jD/7HLctz4hHnz4eOnlOTy4sVkX7104tQL5XgGf9YSTxuObpo9DRYEPq4bee7g9RQV2HxxMGlejioJITMV//uG9pIYGlys1D5lTV6oL/w1/fsWGPbh7di1++Zed+Lw3Aimm4om3W/Q8YlgE+ZQCH0JRBfleAY++/Smu+/oYw98JywB3XjYBv35lF1q6I0n/rzAgWuMABHECIPIcAqIrKd8NiC6IFokBEM5lUIoZNh8PWlA0Jr8lMkVcUfC9qZW2iUL53MYn6N0zm04SJczhEVwYmS0mxcGR2SK8gjU1Bn8a3/31HPJdwhwenoNP4JJ81ydwlo3hPMdh7XutKfWxGy4ca4k9wrnk+QQsm1mDpS8eyhmWzaxBnjfzYj7ZHt6wgTObTsAlTDIgycgSXbhndi1Cchw+wQWWAQai1ohK+NzGwtqU6xJm8fKcca7LW5MviC7jGoObagyESaSYgl/+dVfK2saj36mzxJ7bxabxXepjIMwRicUN62NWbTj2CqmHlS6ZVn3CHTxH/PPkeAT0hGJJcdDFMcgWMz9PC4gulOR6kmyV5Hrgt6jfh3Au6U4ez/JYM+en9TTieCXbY+/hXYRzCbg5Q7Fgv0UbiLwCZ5gzUK5LmGVEwG2YM4zwZ17ULFvksZJ6zYkMoGma4fqWpmmOsEc4F7vjYL5PQI8/uZ6R7xeQ57PmEBnCubg41rD/xmWRMpTd9gjnYmcc9AnUr0tkDtFlX9+jnbYIZ2N3HMz3CfiFgb3lcyZaYo9wLqKLM+zXteoAbbvtEc7F7jiYk2Y97deU7xIm8fHG62k+C9a37LRFOBsrYmDaLjBN0+4DcB/DMD/UNO2/j9kCYSmqquHlHQew5OkPIMVUlOd78L2plbjz5V2GSpGftA8kLcYCCYGc0UUBfP+P76WI5jw0b7KeIA4v5LIMg59ePAZdIRmqBnBMIiEIyQqkmIqqwgC+eWYZonEVv9/8KX7YUK0LDg5f+4ZnP8TCqRVYsb4Jv19wJnrDyZt9RD5RmL1p+ji4XSx6ghIWN1QhElP07zR8rWHBwRXrE+JGAdGFRecnhBBHFfhwoC+MFVecjtNKcrCvO5S0IH1udSEe3NiEBVMq4Hax+vvPOTUfp5XkgGUZtPaGDX9nhy9iJxa1My/8MyDJcHMsqgsDSZujBi3aHEU4F0XVkOMZ2mgXjcMnuhCOxqBYtMjMAJhZW4KmjkE9TsysLQFLh4gSJpHiGh58sykp+XnwzSbcdQI0VB4+xi+bUWM4FhUG3NjTEYSH57BgSgWyPS7UlmYDDPCjpz5I+syKDXtw7+UT0TEg4Y6Xd+l5w5Hiio31VVizuQUiz2JCaQ5WvLYbP/m3sbjh2W0p4sF3za7F7zbuxaxJpWCGnu+ak7LR3BnUm1qG7/W2dR/jiavOwB3fmICf/PnDFJHe6RNK9HsVeRZ5PjduXPtR0jWWrduB++ZOxK9mTcCnXUE8vaUNvWEZp47wG/5+9nQMYv7Z5cj2ChB5Fu39EtZsbsHihipkeXhdMHC4KPbjr4/GPa+k5lA3TR+H2tJsjCnKAs+xet4l8iyWXz4Ro/J9VrgAQZwQKKoGgWMS+a4NOQrhXLJs3LBEfktkCrfLZSgK9V8WNXByDIsFXz1Fr+e4WGDBV08BRxM1wiTRmIrfvLYb0yeUgGEARQV+89puyza+MWBwxRllKY3zDMh3CXPISsJ/jhzDY6r6xR8+BlRVQ8PYkfp8eth3VVDOQJgjIit4ZstQzhCNw+t24Ym3m1FxUeaFJBVVQ76Pt62OTDgXjmXx6N/3YP45FQAAFcDjf2/GtdNGW2bTKNeldIEwS0zVDHNdq5rSFM24xqBS3CVMEozGDddJglFrBNRULZHvJr2malDJdQmT+AQXHty4Q18LBoAHNzZZtumDASC62KQNS6KLpZSBME1YVpJyBlVL5Ay/mjUh47aCUQWr3/4U88+pSJoT3mDBnJBwNtF43LCfNBq35kAiWk8jjldYBimHnS+dUQM6r5swSySm4al3W1LqulaN4eGoSjkDkRFYBoYHdlsVB416zRmapBEmGYjEsXpTS1Kv+epNLagc4XeEPcLZ2BkHw0f0+wzXM+6mjfmESXiWQcDDoyt0aG9jwMPDZVEfot32COdiaxxkqIeByBzpKqpWVFrttEU4HJvjIAtje5QuEGYJRRU88EbyfvYH3mjCLy49zRH2COdidxxUNM1wj49CWQNhkqhi33qanbYIZ2NFDPwyR8A+xDBMI4CpQz+/AeAhTdNix2yVyBj7ukO48+WdelI3uiiA64c2E67ZnAg83YMSKgr96ByMoijgRnm+By3dERRni5g1qRTDB53kegW090v6taWYim2f9euiPMPNXwwDRGIqVm1s1h3x2guqwTAJcYU9HYMQXRzWfrgfc+vKsO2zfsNGc9fQKnA0rhiefFVd5MfPn9+B3rCMX3xjPHIA5PkEw2tVFQawZFo14qoKRdHwh3+0Jn2XJxd+BSzLYFS+D8svn6iL9nAs0NIdwcrXm5KuOfx+INFsbCQi4Rs6QXn4fq04MIbnOCx55r0U249fdUbmjRGOpjMoI65q2H3YwmBRlhudQWuEJLtDMpgjVh0ZhkF3mIQrCXN0BaOQ44cSHYYB5LiGrmD0X3hX9rCvO6SPV1638Vg0IuDGva/twWWTS7Huw/34wflV+M5j7+L751UajpeKpunCf0BiDHzwzSas/NbpGJQUNHcFsWZzC3rDMm6/9DT8Zdt+XDS+GE0dg4bXO9AXxkXji5Oaw2+/dDxOKfAZvr8nFENFoQcP/sdkvNfaC0VNKFl//7xKPPBGk/697rtiIhRVwzXnJjYHr93ahvZ+CVJMxY72AaxY34S68mzcM2cCekIxFAQEPb85/PejqMB96/fghgtH49oLqnHva7vR3i8hElNSxAmXvrgDC6dWoKU7gjWbE005HAtUFwbg4hiMK84GkMi1Hvj2JPjcLhQF3CjL8+k5A0EQ5rE7RyGcS0iO4ScXjUF3+JBIfZ5XQFjO/AbnzqCMaFxDW98hvy3wk98S5ompKi6vOxksAAxtNr687mTELRKh6g7JhvWc7hD5LmGOzmAU2SKP0SMD+oLH33bz6LRonvZ5v4S/ftSetMDy8Ma9ODnXa4k9wrlEZMVwDI/I1mxwHpTihr5Lmz4Is/SEY5g2rjhJSPLaC6rRG878Ml1nUMaApODmFw8dmHDd10dTrkuYhucYXHp6adJmpUtPLwXPWVNH6wvH4Dri2i6OQZ8FzwnhbA4ORA3Xjg8OWpPrUo2ByBQF/kQfyPBmJQB4adt+5PvcR//gMbK/T8KzW9twzdRTk3LdPJ8bk8otMUk4FFXTcPU5pyTVda8+5xTLRFA/75fw+q4OXDnlFPSGYsjz8XjsrU9REHDjdEssEk4lGI1jbl1ZioiaFaKrveEYZkxIFgKYMaHEkjkh4WxyPAI27DqQ0sh+9ql5ltijdWDieKUnFMMr29vx0LzJ6A3FkOvj8fhbnyL/K5ToEuZIN4ZbVa+y2x7hXHrTxMECC+JgZ9C415zyBcIsBQEBguuQLzEMILgY5PsFR9gjnIvdcbA3HMM1UyrQGYzq+cI1UyqoxkCYRnCx8A4fvinH4RNc4DlAsGJj5b/AHuFc7IyDfeGYYYynORpxLBzoN16bLQhkfi3YTluEs7E7DnYEZcPeMaoxEGaJxBTD3rFIzJpec7vtEc7F7jjYH44Z7pM4lfZJECbpTbNPoi+S+ZzBTluEs7EiBn4Z8b8HAPBD/waAeQB+C+CaY7ZKZIzuUDSpmbCx4ZDYT3u/hL5wFCLvwnfXbNUD0LKZNXhmSyvqx4xMakJc3FCF1ZtadNE8kWfBcwxWb2rBnLpSlOV5sHxOLXK8Aq5+4t0kwZx7X9uNe2bXorG+ShcNemjeZNz8wnbMqC0xFCwaVeADAOz4fBB/eqc15eSryyaX6vfysz9vx/3fOl2/1yOvtevAoJ7YijyLBVMqkn4uDIgAAJZlcFHNSIxpPBcdgxI8vEvf9D5Meb4HHp7Dpr1dKMoSMTLbbShOyLtYLKqv1O/39LIcjCrIbEIyEIkj1ytg1qRSvUl/7dY2DEYy3yxKOJtCv4DmzmCSyMPihiqMHWnNInOeT8CejlR7eV5a1CbMUZwt4j+/VqGrzXMM8J9fq0BxlvivvjXLiMdV7Gjvx2e9Edw9uxYPb9yL/X1hw7FoX1cIvWEZ51YWYNrYQsxdtRm5XgFVhX7D8VLTkCLK19IdQW84hiffacH8cypw7QVVKMn1oDsooTTfhxUb9uCacysMrzemOBsL12xJygl+/vx2PPKdOsP3MwD+sbcHI7M9ABINL5dMLAEDDfPOKkeOV0BPMIruoIxb132ctFFiOL9QVGBCSRYum1SGBU9s0d9z68warHyjCS3dkaTPSDEVeT437n3tEyw6vxKFATf8ostQnFAd2kfU3i/pecSds05Drl+Aqmp4ZedBXZBR5Fksv3wiyvJ8GfvbE8SJiN05CuFcRBcH7ogiNccxcLsy39wzIo3f1lADJ2GSmKJA0Rhcd1jR+P+zd+7xUdRX///M7M7u7C2b+wVCgmsSAuEm4K0Fqola7MPFIkKtD97w4deLDUq1tj4CAtbWS7Ei1ktLVWj7CF6qwFOpCir6CNVgRQggiYHExEDum73P7s78/thkyLCz2MWZta7n/Xr5atnszpndPXu+53u+5/v5rphVhUhUn4U6p4XDQ68fiavnbLjhPF3sEenLiCwLrj6/VLHgsWJWFUZkWXSxNzyTx7zJSvGgeZOLMSwzfeeFhD5k8By8IU/cGO7gOV3s5dlNmDlhmOK3svTSCuRSzkAkSbaVwxKVMXzjjdqP4dlWDkue/Vhh68FXP9bFFpHemAwGcAZWEXNXzq6C2WjQxV6ezYRGlTWJMVRfIJIk12FWrW3n2vVpZE9YY7CR7xLJYWAY/OBbZVi5tV4xTzPqdHgRzdMIrTAZWPjD0bg4qNemzeIsCy4bW6TooVoxqwrDnfrUNIj0xWnh5J47IDZ3WruzQZdaa6J8IY/yBSJJGABXTi6Jq+vqtU2e1oGJryr5DhMurszH3ubeWK7bBVxcmY88qusSSZJnU4+DuTqN4am2R6QveQ4TznPlKOZNS2rKdYmD1H9DaAULBrdcUoGjXT65VnXLJRUwMPrUxlJtj0hfUh0HE83TxlLcJZLEHQjj3lcOywcSSRKw7aM2/HruuLSwR6QvqYyDOQl6GHJojkacAYVO9bXZQh32VqbSFpHepDoO0poEoRVZVk718M0siz695qm2R6QvqY6DTiunuk/Caf1X5KsI4iQp3yeRIltEeqNHDEzYu8MwzOBVz5Uk6TpJknYO/HcDgHPP2CKhCaIooanTC0mCoplQlGIbEAYpzbFh5bZ6RQBasaUet327Mq4J8eEdDbhqSjEAyAP65JFZuOWSclQWOuAPRbD0uX3o8oZUBXOMBgYsw+DO74zGLZeUwxuMYNE3z8LWfW2orS6X72tQkOezPj8AQIiK6PULePSNRqzb2YhH32hEr1/A0IO8g2ERH7W68cv/PaR6rRc/aFU8d7APeFCYZ2TOSWEelmXgyrPjAlcuxg13Ys38ifL1SnMs+El1ORY8uQdX//4f+M7at3GgzQNXng2Lp7twc3UZFk93odDJ49GdDYr7HRQY1BKnxYhrLyzF+neasG5nI/7wdhOuvbAUGZT4EEniFaKyaBhw8jfvE/QRlfCGIur2dDjlnEhvWAbwCbENH+t2NuKJXU3wCVGwaXpIVyQi4qV9bVjw5B7c/Jd/4vbn9+Hq80rxj0+6YeUMirHIyhnw9O5jWDN/Is4dmQ2/EEUwLGLupGL8erv6eNnW51fkCYN/K8jgccM3XZAkEQ6ew4n+EDijEROLnVg01QW72YBlM8fEXe/gZ/2qOUGXN4RVc8Yqnn/PFWPR1hfAqKIM/OyFj7B2R2zcX7ujEcu3HER5gQN3vXQA7mBUFv4bvN7anbEcZdnMMXjxg9gJQqfmN8u31OO+KyegtqYMi6a6sHFPTNA4tjHThDkThyPPbkZrXwBHu3yqn8Ope+B4jkWbO4ADbW7Ut7tl4b9Bm0s3f4hj3T4NvnmC+PriS3GOQqQvfAIBCT2EJfwJ/NZPfkskiclglDflAzFfWrm1HpxBnzl/j09Qzd16/XSiHZEc/nBU1Xf9Op0wJ0mS6rxQGlo8JIh/AU+CepVXp3pVIBLFmteUi4NrXjuCYIRyBiI5ev2JxnA9TrRTt0UnjxPJ4heiWLElfn0yoNeaRIJ5mpfmaUSSRKIRrJhZpahtr5hZhYiojy8lrDHQ6c1EkvQHI6rztH6dcl2apxFakWie5tFrnpagphGgeRqRJP2BsOrcqT+o/dwpYb5AfkskSX9QPQb2h/TxJVoHJr6qhKKiaq4riOLnv5gghuAPp3bOH4io26Ncl0iWhP3mOvgu9d8QWhEIR3HcHVSM38fdQd1iYKrtEelLquMgzdMIrXAHImjuDij2gTZ3B+AO6FPXTbU9In1JZRykXJfQkrCoXq8K61CvSqUtIr1JdRxM9f55In3xhiL44bfKFLoeP/xWGXyCPrlnqu0R6Uuq4yALRnWfBAs6HINIju4Eex17fNrvdUylLSK90SMGnm438XsAJgGIMgxztiRJnwAAwzAuAJTtfkkIQhT7P3PjM3cADMNAkiRkWU2YO6kYZiOLsnwbHv7eRIQjEpq6fBDF2N/b3UH5GsGwiE6PemAaU5SBh783ASzD4sW9n2JElhWf9gZgYIAR2Rb8adH5CAhR8ByreD3PsTjY3o+1OxplQaD7/34YP7qoDPdfOR4NJzx4YuFknOgPwcIZ8My7TagZXQggpkC9as5YLH/5gEJJeMPuZsX1oyLQ7g5i455mLJrqAsMAF7qycedf9yveH8+xqKnMxzfOzkG+g8fIHBvYBCfasyyDGVWFqKydhg5PEBbOgAVP7lH8yH763IdYUlOOqAgwDBAVgd++fgRzJg7HR239qgKDWsEyjGqiReqxRLJ4gxHV37xeTfODImSn2vMLVOgjkqM/qL7hY+ywyV/ynelDfbsbd710QNlsva0e98+bgN+8ehir54yDKIqwmowQolH88brzcFZubJwryODBcywYBmjuDmDjnmY8MG8CGjo8iIrA9gPtuKyqEPdcMRaf9vixua4VvX4Bq2aPxV0v7YcQkXDthaV49v0WzBw/HBaOxZhhGdj2URuauwMozbFgzfyJaOr0YlyxE8tfPoBZE4ar5gSZVhPsZiMemDcBDt4Ii4nFvpY+9Iei+Lj9pGBgkZPH3EnFsfE1GstZGAaq8aM404I+v4B2dxCSKMq5AAC8sLcV7e4gOvqDGJFlxbKBnKI0x4I7ZoyGOxDG2GFOHOvy4rm6VlxzfglWzxmL1t6hn0MVQhFRfj88x2L1nLGwmQ14/M1PMKYoQ/W+OjxBuPLsOnoFQaQ33pB6jqKXAAuRvoRFEZ5gJO6EmogOC80+Qd1vqSGDSJZOb0iu6QzNa7q8IV3sZdtMCXM3gkiGLq96XbHbq8+Ch18Q8ez7LYo5wLPvt2DscKcu9oj0xR9Wr1cFdKpXuQPqOUM/NR8TSWIzGVVP9rSatBe6dljUTxG183QgEZEcieb7eq1JUH2B0ApJYvHGx+14YuFk9PnCyLRx+POeo7j2Qpcu9qjGQGhFIl/S62A2f5jmaYQ2BBPM0059TCu6U1zTINIXm1l9nmYzaz938ifKF3QSbCPSF28ogop8O26afjYCoQisZiN+v+sT3eZNNE8jvqoIYUm1V+331075ku+M+KqRcAzXS8wnQdz1Uc5AJIknEFHtY+gPaj+Gp/p3QqQv4Whqx+9U2yPSl1THQZqnEVqRYTHisjG5uOaCs9DrCyPbxuFPe44iQ6e+glTbI9KXVMZBirmElggRSXVtdpwOa7OptEWkN6mOg6neP0+kLzaTEY+9Va+Ig4+91YgH501IC3tE+pLqOJjKg+2J9MZmMqrudbTq0H+TSltEeqNHDDydFw6qpd0G4A2GYZoG/j0SwA1nbJE4YwQhipc++kwhkvfU9VNw7YWl8uJRaY4FP5hehpXb6uOE9AYF8niORaaFSyjgxxsN2Hn4OK6cXILbnt938rrfKsN/rv8HsqwmLKkpl22eKtYXDItYu7MBi6a6sGJLPX73/XNgMBjw/zbuVYjpuHJtePLayci0cJAkCZsWX4hwNAqTgcWHn/ah1y/I97V85hg8sesTADEBwEffiIkMXjFhGH5SXS4LJfEci3uuGIuqIieMRlbx+YmihGPdPpzoD6Ig46QoIMsycOXZ4cqzY/cnXerND0IUj77RqHj8nBGZeHbx+Z8rMPhF6PSGVO9HLyEAIn0pcppVf/OFGeaU2ivIIFEJIjlCkfjNHcGwiGAkPYUk291B1fdrZIE/XncejnZ7cfNf/imPeWvmT8RZuTHx2ZE5NqyZPxEfH48J0wJAc7cPI7Ks6PWFMG9yMe595bD82lWzq3BWng23PbcPzd0B/PjiMjz7fgsWTCnB2p0nx/ja6nJs3NOM5u4Alm7+EI9dMwmP7DiCBVNKsPPwcayYWaXIO+6eVYVPe/y4538PxeUJvX4BK2aOQWmOBUJEwsILShW2ls8ck1Bk2GkxgTOwsddGJax/p0lxj5vqWpCfYcaDfz+MRVNdcPIGZNvNWLr5Q/l5D8wbjxu+OVJW0+Y5FstmjkGe3Yzj7oD8mR4+3o+oCKx7owHXnF+KeZOLUeS0qN5XvoNPgWcQRPqSaVWfl2RauS/xroivIqGIelPlH3Roqszg1Qt9Dl578RUivRnu5BU1ncG8qcipT34RDEdQW10el+uFIrSoTSRHkZNPMOfXx3dFSVSdp4h0kiiRJPl29XpVnkOfepUjQc5AImpEsmTbOPzoojKs2HKy/rJydhWybdrPmyRRjFtjWjGzCpJEMZdIjmyruvB0lk7C01RfILQix87hykkl8AQiCIaj8AQZXDmpBDl2fXwp0Zq900L5ApEceYlyXbs+a8GiSPM0QhtyE/hujk2fnCHfoW4v36HPb4VIXxioz50YaB8HE9UXaE2CSJYRWRZcfX4pfjbQD8pzLFbMqsKITIsu9mieRnxVCUXUxYlDYRKiIpIjL0HumWfXJ9fNSFBjyKAaA5EkxVnqfQzDM7VfC040R9Prd0KkL8EUj9+ptkekL6mOgzRPI7Qi08LhkjHDFPtEV80Zq5svpdoekb6kMg4WZCTYV0nrEcQZkGhtNqrD2mwqbRHpTarjYEGC/ey0Dkwki1+IqMZBv6DT4ZsptkekL6mOgwn3SZipj4FIjkyrUVW7So8e2lTaItIbPWIge5q/5TEMsxTARABPANg58N/vAZxzxhaJM0IUJexr65OF/4CTJ/INFTiYOX643Fg4+JyHdzTgqinFACA3bTGshBWzqmRxoMFk8Lm6Vqzd2YBrv+HCyq31yusO/LvdHcSG3c1YPN2FR64+B7/7/iSFuOCgXYbBwOsZxbWCYRHLXj6Atxo60XjCi9uf34e9zX2offYDnOgPQYhKyLKZ8eTCyVg1ZwwWT3dheBaPO2aMVtzvmvkTEYxE0eMN4YF5E7D00gosmurCIzsb0NLrj/v8ttcfx3fWvo2rf/8PfGft29hefxyiKCmeYx1Qax0Kz7E4VdeP51iU5thwgSsXrjy7LsJ/wMnN1Kfa1mszNZG+SBKwpKZc8RtaUlMOSJ/zwjO1J6bWHpG+OAea0oYS2/j21V6oE0UJTZ1e7P6kC02dXnk8GhSYGwrPsbCajDCwwOptB7Foqgs3V5fhpmku3Lf9EI51+xCJiDjQ1geLicGFrhw8es05qK0px7o3GnH78x8hKkEW/gNiY/HyLfXwBiNo7g4AABgmNt4PFooGn7d2ZwPmTiqW//1pjx/VlYXYVNeCa7/hwuO7GuV7WjTVhf6AIAv/Db7m4R2xawTDIlZuO4ifzxiNq6YUx9late0gygvsuO2yUYr4sXrOWHR6AvjtjiO449uVWHZKPrR2ZwNWzKzCi3tbUNfsxqNvNMIdjMriwIPPa+jwysJ/g4+t3nYQR054cO8rh1HotGDp5g+xdkcjHn2jEc3dAax57QjOyrWjqigDa+ZPjMtFRubYdPAQgvj6YDKwqjmDyXC6qSpBxJPKE2rMRgOWXlqh8Null1bAbKQCNZEcEVFdtDIq6jNx4jkjNtW1KHK3TXUt4I1UpCaSg4X6nN+gT3kMFpNRdZ5iMZHvEskRlSTVMTwq6RN3rZxB9bdi5ShnIJLDE4zKwn9ALA6u2FIPb1D7DURGgyFujWnltnoYDeS3RJIw8euQK2ZVgWH0iblUXyC0QohI6PGHcdvz+3DHi/tx23P70OMPQ4jo47tcAt/lyHeJJImIoqovRXTahEHzNEIrhIioOk8L6+S7IkSsmq3MUVbNroKkg2Abkd6wrPrciWW1nzvRmgShFYFwNK6Hc+XWegR0EiiheRrxVSVde9WI1JOoh1anJYnEcZeluEskR6LDN/Woj4kp/p0Q6UtmisfvVNsj0pdUx0GapxFa4Q1F4/a3Ln/5ALwhfWoMqbZHpC+pjIOSBNW6LqW6xJmQyrVZWgcmtCLVcZBJYI8yXSJZUh0HKe4SWpHqOGg2qO+T4KmPgUiSqAjYTAYsnh7b67h4ugs2kwF6tI6l0haR3ugRA0838hsA2AGcum3TCMBxxhaJpIhERBxsd6O9PwQLx+KmaS4AwAt7W9HuDiIQFuWErsjJoyTLoip4UJ7vwP1XjkNxthW/f+sTjBuRiVybCY9dMwl7W/ogScDGPScF/AKCUjjhpJBfjHZ3EGt3NOLhBRNhNDDo9QsKmzzHQpJi/xuMiKr3JErA2p0NWDTVhbU7G3DzxWVo6fHjp8+dPF121eyxmHtOHkqyY8I6lbXT0OEJIs/O42i3F/Me361Qsv6fD2KfS4cnCFeeXbZ3rNuHpZs/VCS/Szd/iMraaXDl2WVxwPu2H0JtdblCIfu+K8fDwhmwpKYMm+ta0esXUib2YzfHPoPlWw4oPhMHT1NOIjla+2KinYumusAwseLJht3NKM6y4pxS7e2194dU7Z2VSyJZRHL0+sP4xYxKdPsFiBJgYIBsqwm9/vCXfWtnzOCYMzguDYrIzagqRFVRBn753XH477/uV4xvK7YcwAPzJqie4uALhfHSvjY8srNB/vuiqS6sf6dJHveyrSb1UyYjsetkWU0YVeCAX1AXTmIGskGeY5Hr4PH83kZ879wSsACauwN49I1G+fk3V5ed9hqDInzDnRZkWU2YO6lY/tsLe1tR19yLyaVZeOr6c7G7qRtREdi4+xgWXjgSzd0BeBKIO4WjIjbvbZcfOzV3AQBRin8sGBYRjIjIssZOSTw11wqGRQTCURiNLGZUFcq5SL6Dx8gcm24CwATxdeEzt3qOUpJt/bJvjfiKkWs3qZ6WkGvT/hTcTq+ATN6IB+dNgE+IwGYywh8Ko9MrfP6LCWIIff6wam7Sp1Ou2+cPq+aTfcGvbm5NfDm0JRi/R2RbdTkxpssbUv2tdHlDOlgj0pmO/hC27fsM98+bgIAQgdVkxO93fYLhmRZd7PUGBFi52OKgKAEsExME7A1QzkAkxwmPehzs8GgfBzsS2OrUwRaR3ggRCY+/1ajIFx5/qxG/njteF3tUXyC0wi+oC6I8df25uthrJ98lNKLHF8Yr+9tjuW4oAqs5luvqtTZLOQOhFb3+MJ76v2OKOPjU/x3DilljdLHHgsXrh9rxxMLJ6POFkWnj8Oc9R/Ff08p0sUekL6mMg10+AWYDq6gvmA0sun1UXyCS43i/ut8e79dn/KZ5GvFVJWGvWoDW04jkSBQHR2RbMUkHe+396vZKcyjuEslx3B1U7es83h/U3NZnCfxWr98Jkb6kevymfIHQilTHQZqnEVrR4Qmp5gt6rRGk2h6RvqQyDp7oD6muf4zIophLJE9nCtckUmmLSG9SHQdb+4Kq9oY5LbrsnyfSl1TvW6B9EoRWpDoOJlqToBoDkSzH+4N47K0mec4fFYHH3mrSpXcslbaI9EaPGHg68b92SZJWnfGViS9MJCLGifkM3Zy9cU8zbCaDLNqz8IJSfOYOqAoeSABaegOwmo24fFwhhmVa0eEJIRyVsHVfG5q7A4rnFzp51euc+u8jHV5s+6gNK2dXYcWWesX9baprwa/mjgPDqL9Wkk6KAQXDIvLsZqw4ZTPFo2824KzcCWh3B1GQERPZceXZ0dTpxc1/+WeckvX98ybgeJ8fRpbF7k+65Nec6A8m2BwXEwkcKg64cU/sR2ZggQtdOfj5ix+huTv2ud773XGYVJKJkuzUiP30+qN49M0GxY/+0Tcb8MC8CbrbJtKLwgwzev2CQqCL51gUZph1sWfnjar2bGZSmyeSI9duQnO3D0/uapLHmKWXVugi5JMqjnapC9KO+sk0nJVrw8hsKx6YNwF+IYJOT0gW53UHwthU1yKPCQCwqa4F547Mwl0vHZDFdIeOrYNYzUbVsdjCGfDbBRPR0uPH7c/vw03TXAnH7MHx/Y/vfIIfXlQGnxABVMb4DLMBtTVlEAeOYnlhb0w4d/AUQp5jERFF9AYE/PBbLnT5Tja//PBbLviEKPY29+KbZTkozbGiuduP6aPy4eBj7yHRe+GMLEpzLHE5zdDnGRLkJLyRxbUXlmLxxr1xuVavX4DFZIAoSmBZBq48u0JgmCCIL0aBQz1HyXfok6MQ6YsEEavnjMWyl08Kp6+eMxYStD96I9cWy0+Wbz2oyE/OzqdzEojksFvU8xo7r8+8KcNiVOSTkhTLJ/USYCHSl7wE43eeXZ/xO8uqLvA6KOBNEP8qRU4el48rws+eP3n4zJKachRl8LrYM7Is/vjuUcwcP1xeHPzju0exes5YXewR6Uuh06waBwt0qO0WZKjbojkakSzeUCTu0BAA8IUiuthLtAZCvkskS7dPUF1T7tFJXCfXru67uTrl1kT6UpBhVs119YqDBQ7KGQhtyHOYVONgjk5rwb2BMCaOyMH/O2VNsI825xNJkp8gDupRH3OYjfilSn2B6rpEshQmmPPrUV8AaB2Y+OqSbeNwTKVXLcvKfdm3RnzFyE1xrptjU7dH62lEshQ4zbj2wlI8vKNBUWPQI2fItaf2d0KkL1kpHr9TbY9IX1IdB/MT9fvQPI1IkoIM9XwhX68aQ4rtEelLKuOgI8G+SodO/cFEepOXaE1CB99NpS0ivUl1HCyg3jFCI3Js6vsW9KzrptIekb6kOg4msldAcZdIEqvJoOpLVpPhK22LSG/0iIGny5L1VzYjTkt9u1sW8xncnG02sjgr14b2Pj/++z9Gw86z+NXcceBYFrc9vw9ZVhNqq8sVQoErZlbhN68eRnN3AKU5FvzgW2W4aUPdyb/PqsLjbzXKAncrZlbhkR1HFNfZuq8Nd8+qwt1b6+NEcdrdQfzuzUY8OG8CQhER+Rlm9PpC+O38iXi/uRd//kdz3D0NvnaooJDVbFQkp0VOHgumlGDhH9+TX7dm/kTMqCpMKOZ3vM+PiAj85/p/KF4zpsiRoPk8trFz6PXa3UHFj2xQRCgYFnHnX/fjb7XTUiL8B8ROSlDbHEWK3USymDkWd15eqRDZyrGZYDayutgzGRksqSmPW1wxGWloIZKDZYA//6NZIXj3538049zSrC/3xr4AzT0+1TGspceHj094ZGHAwfESONmId6oY8K2XVKA/GFYV/Bs67rX1+VV/kw6zEdl2Drdsitl8YW9r3Ji9bOYYeIJhLJrqwvYD7Zgxtgi3DtxjaY4FK2ZWYeW2evnfGRYT1rxer7BjMxnw2FtNspAuAxGeYBQ+Iapofhl8rjcUxcG2fth5Di9/2IaZ44ejscOLR78/Ce19fiybOQartx1UfE4rt9Zjxcwq/OgvH8i5y6nixMVZFjz6/UnY19oHUQK27mvDgiklMLLAmtcb4kSFF093oTCDx10v7cdT15/3lRH9+8+bfoD2Lnfc40W5TvzpD49/CXdEEIkxGdVzFJNOOQqRzrB47eBneGLhZPT5w8i0cvjznqO4aVqZ5paYBPnJlK9wfkJ8OfhDEdx6SQUeev2IIr8LhPURRLGZDLhjRiVEMSa6YuONqBpWCbuZitREcpjYBHN+gz5zfqfFiPvnjUdjh1fOF87OtyODGuGIJAlForLfArG538M7GvD09efqYi+DN6rGXWriJJLFxLIJ4q728yZzgjmamaM5GpEcVs6gfggHp0/umch3efJdIkly7OoNldk6NVQ6eINqrmvnaZ5GJEdUFFVz3Y03nqeLParrElrhCUXiepHunlUVO4RMB5w8J6+DAifXBJ+5QZ/fCpG+5DsMuP/KcWjs9J0cw/NsyM/Qfgy3mw340UVlinXvlbOrYKO6LpEkJgOjPn7rVNelfIH4KqO2FjypJPNLvSfiq4eFM2DFrCqsHJLrrphVpdsGIiPLqNrjdIrzRPpiZBk8+77ykOpn32/BBa5szW1ZjGxcj+fK2VWwUl2XSBIGqR2/U22PSF9SHQetJlb1gGWrieIukRwMoJovnDtSnx7aVNsj0pdUxsFMqxFr5k9Q9I2xDJBpIbFgInm4BD27nA573FNpi0hvUh0HTQZJde3OZJR0sUekLyaDer8up0O/7pdhj0hfUh0HWUZ97TlVGjxE+pDBG/GrueNwtOuk747Mtemy5yaVtoj0Ro8YeDovrDnjqxJnjChKONbtQ7cvhI7+ELKsJowvdmJYJh8ncvPA3w/jnjlj0ekJwRuKIBgW0e4OYuOekwtJk0ZkYuW2elnAbub44fLCPhBrZF25tR73z5uAY10+TBjhxPKXD6C5O4C2vhAWTXXBwALnlmbDJ4SxeLoLZ+facaTDKwv/ATGBvMMnPPjD201YPN2FNw934OffGY01r8U2sG/c04ybLy5DoZNHS48fG/c0o9cvoLa6HJvqWlBbXY72Pr9iM8XcScVxTbdLN3+IytppKMjgVTdeFGZa5dPsh75m039dgAfnTUBDhweb61rR6xewZv5EjMyxAUDC60WV2kwIhkV0eIIpE//JtauflJBjI9VjIjl6fQICYVEhsnXrJRXo9Qu62DOyLGwmAxZPd0GUYgJuNpMBRoYmnERyuAPhOMG72upyuIPhL/vWzhibyaga201GFj/88weqAnQWzgCGQdy4+NDrR/DgvAnyJtbB676wt1UhkPc/77XglpoKxW9yWCaPpi4PrGaTQgB3MI+oyLfDwDJ4YEBAGAB+fHGZ4h6auwN4fFcj7p83AUdOeHDuyCz8v4174zaXbbjxPNx6STksJiOeebcJl44pQkWhAz/8U/xzH7tmEtb/31H89LJK/ObVw3Hf/z1XjIWDN8q5jiRBzkl8QgS3XVaB4ZlWREUJJ/qDeHDeBEiQEBSiiIrAjwfEAXmOxS+/Ow55dg6+kKgqyFhZ6EBztx/N3QF5/B/M1U70B1GQwWNkju3friDR3uVG3ndq4x//29ov4W4I4vT0+dVzlD6dchQiffEEw/jm2fnY29wrF0y+eXY+PCHtc4b+oKCan/R/hfMT4sshy2qChQsocjQLxyKT10dUggEDbzCC5UMaRlfNrgJD538QSXLCE8KG3c2KnHzD7ma4cvWpl0VFIHCKcPjK2VUQqR+DSJI+f0R17tfr12cMN7As3IFI3Ea7EVlUHyOS49PegGrcHZFtxYQSbZvZexLUkXt8NEcjksPEqTel6SUk2e0LqfpuN/kukSRWY4KN+ToJV0aikmquG41SskskR48/nNJcl+q6hFZYTUY8v7cB98+bgIAQgcVkxIZ3m3D7t0frYs8TVP+teKi2SyRJpzeKHl9YEQd/PqMSnd4oRuZqaysYFvG7NxsVc8LBQ3oJIhn6AmHV8dsdoHyBIIbiC0VU14J9IX3EiYn0pdcfgpEFHpw3AT4hApvJiEA4olvPbkSUYGAkhT2/EEaEFtSIJOlP0LPbr0POEIpIeK6uJW5O+DOd5oRE+pLq8ZvyBUIrUh0HvcEoQpGoolctFInCG4rqYo9IXyjuEl9VUhkHo1Go9o1FnTRHI5Kn0yuo9o6V6bDHPZW2iPQm1XEwKrI43h9SrEksvTS2x5QgkqHLpx4Hy/P1iYOptkekL6mOg10J+s2pZ5c4Ezo98b57Vo4+vptKW0T6okcMTCj+J0lSzxlflTgjRFHC240d8IdECFERwzJ5/PjisxGOiLJ4D3BSDGjRVBfcgQjWvHYEN01zyYI/7e4gHn2jETzH4omFk2XBHgBgGKg2sh454cG6nY24ubpMfv7gdQDgwavG466XYqda3P7tCqx/pylOtEiSYtdy5dpQfMFI7GnqVogJPfjqERQ5edw/bzxGFzpgMxvhDoTx67nj0esT0OUNKU70NrDq99rhCeK8kTlYM38ilm7+UFG4PdblU33Njo87sHZH7DO597vjMKkkEyXZJ8V6RubY4q5335Xjsea1jxXX4jkW+Q7+jL/jZAmEw6itLo8rUAfDVKAmkoPnjHjo9SNxomF6nWDf7RUgnVKHkSSgmxo4iSSxcMY4wbu1Oxt0891UUJBhVt34yiYYo4c7LfjtjgacnWdT/XtTlw///Z3RCAgReVNiuzsIXzCsKPo89X9HMa0iH5WFdmRYOPx5z1GUF2RidBGnECNsdwex/p0m/O77k3Dgs378/PLR+PUrh9DcHYDlFNFCICYAeGRAAHhEVpXqPb7T2CWPw7deUoG/vNeM2y6rVH1ut0/A4ulno6Xbh5njh8d9/3e9dABrvzdRNRdhwMjifKd+vmOHO/FfG+oU1/rvv+7HH66dAqeFVRVktJuNECUJpTkW5Dt4iKKE7fXHFfnCmvkTMaOq8N9OAJAgviqkOkch0pcsqwlHTngVBZMlNeXI0kFEzWxUz0+euv5czW0R6c+9rxyOy0H+ctP5utjqD50U/gNivrt8Sz35LpE0NrMRvX5BrhsCMd+1mvURRPGEIvIp50DMd1dsqccfyXeJJMlzmFTnfnl2fURXvaGI6kE8FHeJZMmxm1Tjbo5Ne9+10ByN0AhPMAwrpzwgyMoZdBPWsXAc+S6hCX0BAQacslE+FEZfQJ/1LZ8QVc11KV8gksXCGVRz3cHDo7SG6rqEVthMBlw1pUQ+5HNQBNWmU43Bzqsf0mYz0wnORHIEhCh+vf2wIg7+evthPLlwsua2un0CmrsDijnh4OMEkQypHr8pXyC+qvBp2KtGfDk4LSas2HIQM8cPl/v3tn3UhofmT9TFHoOYv7b2eeR6XK7NRMfAEUmTKA4+rUMc7PELqGt2o675n3GPE0QypHr8pnyB0IpUx8GwKOGe/z0UVxv7/bVTdLFHpC8moyGlPbSptkekL6mMg/5wlPrGCM2wmQyqvWMWHdbTUmmLSG9SHQd9QkxrY6i9Na8d0WXtjkhvHLz6Pgk7r09PQartEelLquNgloVDrcpa8MYbqT5GJEd/MHW+m0pbRHqjRwzUp9OXSBpRlPDxCTf6/GEcOt6PdncAkagIlmFwpMOjKo5TWeiAKEkIhkW8sLcVtdXlcvP2oEjc0U5vXEO32r9ZBihy8qgsdKj+vcDB40cXleGRq8+BgzdixcwxcbZe/KAVPMfCyLJYvuUARCnelsnIwMoZkGk1wWkxocjJIxCOYvX/HsIJjwAhGsUTCyfjgXnj8c2yXNV7yXfwYFkGM6oK8bfaaXh28fnYtPgCbKprgRAVVV8TFU9+bnf+dX+ssWGISM+p1/tb7TT8x9gi3DFjtOJ9rpk/ESNzbJ/7fWqF3cxh5+HjuH/eBNw3dxwemDcBOw8fh81ESTuRHN2+UAKRrZAu9jKtHLZ+1IayfAdGZFpQnu/A1o/akGnhdLFHpC+p9t1UUJJtQ3mBHYunu3BzdRkWT3fhrFwb9re6Vcewlt4Aev0CCjIsKM2x4McXl+Hm6th/pTkWsAzgF6JY83oD+vyCfN2iTCvWv9OEdTsb8egbjfiorR/r32mKjdMvH8C3RhXixQ9a0drrx5IaZQ6xpKYcrb1+rHntCG7d9CF+Ul2BZf8xGuOKnQnziGUzxyDHZvrccfih14/gqskjwBvjN53xHIsiJ4+/fvApzs6zq4oNBsMiguEolp2Si/zyu+Pw5K5PUFbgwLPvt2BJTTkeufocrJxVBQaANxhJKDYoQsKv5o5DbU3sc11SU4Y7L6/EHS/sxyM7G/GT6nKUZFlxrNsnC/8Nvn7p5g9xrNuXvCMQBAEgPeM88eXgDUXw7PstWDQ1Ng7eNM2FZ99vgVfQXjg90ZjiDZJIO5EcnV71GNjl1aeBs9cnqNrroU2iRJI4zAbVOYTdpE9zT08C3+0l3yWSxMACq2ZXKXx31ewqGHTqS+umuEtohNNixOo5YxW+u3rOWDh1aO6hORqhFU7ehD++e1SuC0ZF4I/vHkWGDgLtAPkuoR1WsxGb934KEQAkQAKwee+nsOq0Npso16V8gUgWu9moPk/TSdCM4i6hFe3uIIY7Tdhww3l45OqJ2HDjeRjuNKHdHdTFXiAcUe2tCkWiutgj0pdgOJpgHVtM8IozJ9euvgavhyA8kd6kevymfIH4qkK+S2gFA+CH3yqT+/fWv9OEH36rDHqdL8sbY6LwFQM9uxUFsf0AvJE25xPJkSgO9ugQBxPlurmU6xJJkkq//TLsEelLquNgUEhQzxCoNkYkhyfFPbSptkekL6mMg7QOTGiJzWzA7d8epVjfuv3bo2DjdBD/S6EtIr1JdRxM5dodkd4EE/QUBMP6zJtSbY9IX1IdB/sCYVV77oA+B4QT6UsqfZfyBUIr9IiBpCD2b4AoStj58QnYTAZ4Q1G8/GEbvn9eKXY39eDJXU24aZpL9eTphg4Pxg2LifC0u4PYuKcZi6a6YGCB0YUZeOzNRlw+rgj3zR2Ppi4vNte1Yuu+Ntw9qwp3Dyim8xyLWy+pgIVjcXN1GR74+2HUVpfLJ6LwHIsVs6pw18v70dwdkJPGnYfb8Nh/TkK3V0BLjx/bD7TjqinFKMm2wmhgkGU14YW9rfjFjEp0+wWIEpBhNiDLZsY16/8hX3vN/IkYU+RQVaXevmQa1syfKIvsnCq+x7IMXHl2uPLsEEUJd8wYjfu2H4q7/9rqcmzc0yxfOxgW0eEJwpVnV3wPQ683yIyqQlTWTkOHJ4h8B4+ROTaFaKDeBMIRXDlZecr5illVCESoQE0kR77DrBpH8uxmnewZcN03zkJDR+wUUQMDXPeNs5DvoEIfkRy5dnXfzdXJd1MByzKoHlUAV65dHl+6fSGs3HowbgxbNnMMntz1CdbMn4jRBQ78pLocd710QP77ytlVCIWjuPeVwwiGRTBMbCMtwwAtPT78YkYlfrX9sPz8JTXl6PQEUVtTDl8ognZ3EP/zXgtuuaQCi6e75FN/bSYDJCkmDNzuDuKul/bj/nkTcKi9X/Uey/Ks6PFF4BMiuPe743DnX/cr/u4JhnFzdRle2NuKdncQ+Q4zbLwBq2ZXYfmWesX9tXT7cPX5pfjrP1vwvXNHqn7/LMPCEwxiSU058hxm5DnMkCQJRzq88IYiuPEbZ8EfjuL2IePnY9dMVr3WJ51e2ExOREUJT+5qkp9/22WjcO2FpfAJUXza40drnx8n+oOqybhaXkEQxL9Gohwl3/HVjfPEl0NUErFgSkncXFCUJM1t5TlM6vmJg5qPieSwcAZVXzq1qVMrCjIo5hLaEJGicOXa8OC8CfAJEdhMRnAGBiL0WWQuTOC7BRnku0RyuANhMAwUvhsIR3RbZE5Yj6O4SyRJVIwdrDS0dmMyMohqn+qmvI5MpC+hSAS3XTYKDR1eiBJgZIHbLhsFQaf1rbwEdWTyXSJZTAZGdW3WZNRnfZjmaYRWmIyM6jxNL9+lnIHQimFOHo2dXnzS6YYoAY0dXrjybCjTad3NyhmxqS52iAzDAJIEbKprwf1XjtfFHpG+5Cccw7VfJ+A5BvfPG4/GgdzawABn59thMaWuf41IDxLNm/Tqv6F1YOKrCuW6hFb4hSh2Hm7HEwsno9cXRraNw5/2HEVJtksXe2FRBM8ZcGRIz+7ZeTZERNqwRCRHQQrHcIuJxarZY7F8y8me2FWzx8Ji1qdngkhfEo3fqc51v8q97cSXQ6rjYI5dve8xm0RXiSTJtnGqvpRl49LCHpG+pDIOUs8joSUME8tBh/aO5TvMYHVIGVJpi0hvUh0Hc2yJYjzlC0RyZPCcak/BmvkT0sIekb6kOg5mWtTnaU4LxV0iOVLZf5NKW0R6o0cMJPG/fwNaenxoOOFFIBzFk7uacPPFZXjo9SP40UVlCIZFvLC3NaGgnf0bBiypKcfDOxrQ7g5i/TtNsRPdTSyuPr8UK7fWI8tqwlVTivGzGaNg4QwQwhHcfHEZhKiIygIHVv/vIcydVIz178QEb4aKCE4uzcLylw+guTsAICZws3ZnAxZNdeGHf/oASy8pR5aFw39eMFKx4LCkphyv7G9HMCLKQjq1NWVY8/oB2YGDYRFLN3+IbTdPVRX5K8m2oSTbllB8TxQlHOv24UR/EAUZPC4bXYDKQgd6fCFsWnwBhKgIBgz2NHXjysnFsuBQLADz/9J3oyYImEqMrAGPv9UoJ+0A8Phbjfj1XGo8JpLDZjJg9ZyxWPbyyd/p6jljYTfrI8bX55fQ7g4qhLSWXlqBEVlWXewR6UsoEsHK2VVYMUQgbuXsKt02ierJqePWyBybYnzp9QvyGMwwsQL5mEIHnrr+PIzMsaGp0ysL/wGxcXTFlnr8dv5EBMMiipw8HDyH375+Ml+49ZKK2FhtM+NYtx8bdjej1y9g8XQXyvJjp/sunn42+oacmhIVgcfeakKvX8CiqS48+kYjgmERASECbyiKrfvasGiqCw7egGGZVnR7gmjtC+G/BwT/SnMseHLhZACANxRBS7cfzwzYra0ux6a6FhRk8DjQ6gYAeUFAkiDf3+o5Y3DNBWdh+csHVMUGf/m3Q+j1C1g2cwx6vCEUZ1lw5LgndsqF0YBuvyDHn8HP6u6tB+Li4GA+NXaYM+6zffDVj7F4ugvrdjaC51iU5tgwqSQzwcTuX8srCIKIx8Kp5ygWOhmMSBILZ5THC+Dk3PXpG87V3BYDJk5U/+5ZVWBBG+2I5Mi2mXD/lePQ2OlTbMDItupTNBaiUdWYGxbpVDAiOQwwoLXPgwf+/rHsS7d/exTyHZm62DMZGVXf1UvEgkhfMngTjpzwYdlr9Yp61dk61X6zrOq5bpaFcl0iObyhCO54YX9cPeKp67XPdXkjzdEIbeA5Izo8XsUawe3fHoXhmRZd7GVYDKqbozIo5hJJ0h+Mqq7N/vKKcbrYo7hLaEVo4NTQoQcurZpdhVy7PjUGAwvV9TvOQPM0IjnCURGf9Sn7CpbUlKM0W5++Ap4z4JZLKnC0yycLFN9ySQV4irtEkkSjElbPqcKyl+uHjOFViIraq7RHokCnJxSXW5dk6ZNbE+mLEFXvvwlH9VkjoHVg4quKycCqrgWbjbTDmUgOCSIuHzsce5t7Y2vBXcDlY4dDgg6nugCIShL6g8qeyv5gBAU6HJhIpDc8F3+o86rZVbqM4f2BKF4/9FmcSOaI7LM1t0WkNw4+tWsEqbZHpC+pjoPhqIjbvz0qrt8nIpFYMJEcieb8etVZU22PSF9SGQcT9TA4KV8gzgAhIuGZd4/i2m+4EAhFYDUb8cy7TbhjxuivtC0ivUl1HJSg3sNAHQxEsnAG9Z4Ck0Ef3021PSJ9SXUcZBlG1jga2u/DMhR5ieQwG1nVAzHNnPZrs6m0RaQ3esRA3cT/GIYZAWADgALExosnJUl6mGGYbACbAIwEcAzAfEmSehmGYQA8DOA7APwArpck6YOBa10H4K6BS98jSdIzet13qhFFCR39ITz7fgtuu6wSN01zoTTHhmBYxFm5NvAci3Z3ME6Q7+l3jmLupGI4LSb0BgTcfHEZghFRFs656z9Gy8J/Cy8oVYjmLKkpR0WBA34hipYeP4BYc/bgxrF2dxCPvtEIALjvynGy8F+Rk8fcScVgGGDSiEy8nW9Haa4NGTyHG55+XyGy8PCOBjw4bwIeePWwvDmiPN+BLKsJ7e6g/P6DYRGf9voxo6owocifmvieKErYXn88TjBwRlUhXHl21b8PCg7dMWM0RubY9P1iNSIUiWDBlJI44cdQhDbmE8nhF0SEIlHFqRuhSBR+QZ+FOp8QwZrXjijiwprXjmD9dVN0sUekLw4zB0hBhe9CkmA3fbXU3083brEsg5E5NlkI99E3GuXxutsvYMKILLAsg6PdPmRZTfJYDAAv7G2FgWVQW1OG8nwHbn9+n+J399DrR/DQ/Ik41u2Tx3YAECUgHIli3fcn4bM+P3oDYTxX1ypfe1A0d9AOz7GwmIzYuq8NN19cjnVvNGDBlBL87Pl9WDTVhfsGFr+AWKG//rN+RcI6KLK3dmcDHpo/EZyRQX8oNpat23nyvgaxmDiIooSrzyvBWbl2/OaqCfCGIuj0hOAJhuVcYvW2g1g01YXrn3ofSy+twPYD7Vj8rbMhSifzmkGauwMocpoVYoMb98TEBo0sE/f8YFjE4N6MYFjEnX/dj//9yTRVweKvSl5BEP+OeIWIao7iFb56Iq/El4snGFGN5Z6A9r7kFSJ4bIgQgCQBj73ViHu/q48QAJG+RKIiOr1C/KbNbH3mabzRiEjUr4i5kWgUvIHOBiGSwx+Oyg1wQCzePvD3j3Wb84ciEkRRVPiuKIoIRWizEpEc/nBUtV71B5181xtUr8d5Q9Q4TyRHt09QzXV7hhzmoBW+sPoczRemORqRHKGIqJovPK2DaCUAuANRbK5rxv3zJiAgRGAxGbHh3SaMzKXmYyI5hEgU3z+vFA+9fkRxyE5IJ0EUiruEVghRSd6UD8Ti7vIt9bqIBQOxtWALxyp818Kx8FFdl0gSdzAirykCJ/uNqoZN1sVeMByNE1FbemkFhjnpoC8iOcKiBEmS8OC8CfAJEdhMRviFMMI6iP/5hNTW4oj0xcAYVOusBkafRnZaBya+qnR6Q2BxSowPhdHlC33Zt0Z8xeCNHI73e+KErkt0EroGYn0Tp9ojiGTp8YWxua4lrta65JJRmtsKRaK4eFQR/t/GvbLfrphZRfskiKRx+xOsEeTos0aQantE+pLqOOgPR2BkGMU8zcgwCAgUd4nk8IejCAgRhS8FhAgCYb18N7X2iPQllXGwx6eeL5RSvkCcAcFIBPMmx/bwDT2sIhjRvtaaSltEepPqOBgIi3huSD3DaooJV96iQz2DSG/84Yh6T0GmPj0FqbZHpC+pjoMdnhA27G5W7K3csLsZZ+XSXnsiOQKCiOPuYFwcLNbhsPlU2iLSGz1ioJ67eyMAfipJ0gcMwzgA7GUY5jUA1wPYIUnSrxmG+TmAnwO4A8DlAMoH/jsfwGMAzh8QC1wBYApiIoJ7GYbZIklSr473nhJEUcLOj0/AF4oJvA0K9iypKUNpjgUmI4tlM8dg9baDaHcHsf6dJtRWl+ORHUdw5aQSrNwWa94uzbHgjhmj0djhhRAVYTIysujN3EnFsnAcoBTmu2XTh/JpJ8VZPJ7cxSo2kPEciwyeQ2mOBd87twQZFg6rtx2UA9l9V45DfyCC+s/6VTeeSZDihOuW1JRjw+5mWbSH51hYTUawLKMq8peIY90+WXhn0N7SzR+isnYaXHl21b+v3dmATYsvwLjhmbKw4OD3cKzbhxP9QRRkKIUHv2wsHBf3/a3d2YBnbjjvS74z4quGT4jg9283Yeb44WCYmPDX799uwuo5Y3Wx5wlGVEXKPEEq9BHJIURFrNh6MG582nijPpuVtEBtXPm8cYtlGYwpciiE6TbsjgnT/a12Gkbm2JDBG3HthaVxKtAWE4sndzXhpmku1fG4uccP35DFKJ5jwTIxsd+1Oxuwes5YlOfbYeEMcdcefP49V4yDiQVuv6wSw7LMuOPblVj6XCxvYRil0N7cScV4eEeDIgaEIlFce2Ep7tv+MSKiCCEiIsNswLAsK3guPv9gGQZ3b63HgiklWPLsPxX3NPQw4qH217x2BIunuyANqK2rXffgZ/3gjYa43CQsSqrPP9VWpzd4WsFigiCSJxyRVHOUX15BImpEcmRaOdVYnmnVXjDYF4pAGCI4xTAx8VtfiBqJiORI9abNQDiKldsOxf1OaJMokSyJ5vxeneb84Yj6vPCP5LtEkvgS+K4/qM8Y7hWiqrnuPZTrEkmS7zCr5rp5DrPmtmiORmiFL6Qu0O4N6ZMvdHsFtPWF8PFxjxzj2/pC6PZqL5JJpDdOiwkPvf7PuEN2/rTofF3sUdwltKInhWLBAGA2GPGzFz6Iy0823Eh9DERyhMKi6jztVH/WCiEi4c//ONl4BwB//kczRhdR3CWSgwHQ7Qtj+ZaDinXn0hztbSXKrWlNgkgWo4HB47uUuefju5rwm6sm6GKPcl3iq4rVZMSPt/4zLtfVS1ibSF/8QgTPvt+iyD2ffb8FY4dn6GIvHJFU7Y0b7tTFHpG++IQI6prdqGv+p/JxHWq7VpMRj++qV/jt47sa8cA8ffITIn3p8oVU/VYv8d5U2yPSl1THQStnxK+2H47LdZ++gXJdIjkCQhTr/++oYs6//v+O6rY/LdX2iPQllXGwy5sgX/BSvkAkD2804rG3lDnDY2/pkzOk0haR3qQ6DkbEKKorCxXClbXV5YiItJ5GJEc4QU/BGJ16ClJtj0hfUh0H7bwRvX4Bj77RKD/GcyxsZj3lq4h0xCdEE8RB7dfTUmmLSG/0iIG6RU9JktoBtA/8fw/DMIcADAcwB8BFA097BsCbiIn/zQGwQZIkCcAehmEyGYYpGnjua5Ik9QDAgIDgDAD/o9e9p4qWHh+aOn0Y5rRgU93JBfcMnsMtl1RgybP/RJbVhAfnTcCRDg+iIrBxTzPmTiqWhf+KnDwWTCmRBYV4jsWqOWORa48JH5wqyAMMCvMBN1eXAQDWvdGAX8wYjYcXTEQ4KsEXisDGG2E2sijO5PGDb5Wh3R2IO237k06fLDaktvGsIIPH7c9/FCc8uHi6C2t3NMpKqDazAbs/6UpKeO9Ef1D1fXV4gnDl2RP+PRCOxgn/ba8/rvj81syfiBlVhf8WQj79gbDq++gPhL+kOyK+qkQlMU6Ms7a6HOJQZSsNybJyqiJlWTqIrxDpTa9PPQ72+v49hSQTjStZVu604xYQE+N7rq5V3txy5eRivLC3FT2+EA4f94AF4sbih3c0YElNufyY2ng8psiBdncQN1eXYc8nnfjBReUIRaKwmwxwWlxY9vIB3Hn5aATCUdw0zYUX9rai3R3EwzsasO7qc7D+uikQRQnvN/dClIAHXj2Mn1SXx9kZ/DfDAFlWExZeUKqIOctmjkFpjgUWzgCr2YBMmxkP/P0wVs2uwvIt9Yrn3bf9EGaOH64qYHzzxWUKu4NhLBgWMbowA2aOwfBMHg/Nn4hDx/shSsDWfW343rkleOrdZgDAoqkuGFjgG2fn4N7/PYTvjC/C0ksrsOa1I3GCxUNt5Tv4pAWLCYI4PUI0qpqjCFFaYCGSwx+K4FffHYej3T6IA0KwI3Ns8Ava5wzZNpN6rmujXJdIDk8wgSCKTgJq3gT2fDqJXhHpS6I5vx6CqwDgSSgeRL5LJEdmAt91WvVZJgknyHXDlOsSSWI1GXDPFWNx10sHZF+654qxsJoMmtuiORqhFXbeqFqrtPP6xNxsm3qMz6Z5GpEk3b5QSgXUKO4SWpGXSCzYrr1YMAB0eVMrNkikL/kO9Vprnt2ki72opB53o6I+YoNE+iJEJdW1+z9cq/1hFRkW9cOPHDrl1kT64g2FVWOgXiLtlOsSX1USrafptX5HpC+RBD27UVGfnl2Ku4RW5NpMqvlnjk37eZo7oJ6fuGmfBJEkuXb12liuTrWxVNsj0pdUx0F3QD3X9QQo1yWSQ0zx/rRU2yPSl1TGwYRrdzoc9EmkP/3BRLVd7XOGVNoi0ptUx0GbiYvbh7p2ZwMdYEgkTarrrFTXJbQi1XEww2zEkpryuH4fB4n/EUmSaM+NHnEwlbaI9EaPGJiS6MkwzEgA5wD4B4CCAWFAADgOoGDg/w8H8OmQl7UOPJbo8a8UoijhWLcPJ/qDsshdhyeENa8dwe2XjYoLEjGRrNgiqYTYqSSD6qFDBf3mTiqOG4iXv3wAG288D0svrYAvFFGdIDV0eLBuZ+OQybeAsMhg5daT4jv3XDEW2TYOK7fW46ZprrjilijF7L2wtxW11eWK+18xqwoBQb0gVlHgwM3VZbCZDChy8pj3+O6khfcKMnjV95Xv4P+lvw9yrNsnCzQN3t/SzR+isnaaQtTn1O9vmIPHgeP9ON4fRFEGj3HDnDDpsNHOYjKovg+LDraI9MZiNGLn4eO4f94EBEIRWM1GPPNuE84pydTFHsMwqqeITi7N0sUekb5YTAaU5ljkU7qAmJAbb2K/1PsSRQnN3T4c7w+iPxCGw2JEUYYFDAPVcWXT4gs/d1wqcvJxm1uWXloBI8ti6eYP8aOLytTFWoTYpEJ1PJ5ZhWUvH0BzdwClORb86KIy3PyXD+S/3/Ufo/H980qxZNOHionKxj3NaHcH0e0VkOswISCIGO60wMYbUVk4CkaWld/PqXYNDHDVlPj8ZPW2g3ho/kS0u4PgjFYsfzm2Yd1pNWHxdBeGZ1rQ0hNAUIiiuTuQUMBYiJ4UOhy818F/9/hC4FgGEsPg1iECjPdcMQ4b3j2KdncQABRK2pePK8LfPmpH7SXlWDzdBVECeCMLK2dAr1+Qr71m/kSMzLHF+cGp+d2/g3gwQXyVsJrUc5RJpZVf9q0RXzEcPIePT3jx5K4mxThammPV3FYoImLHoXi/HV/s1NwWkd44zOqCKHqddGQzG1Vza6uZagxE8qjN+SfpVGOwcAZMKXXi2m+4FHGX577ceSHx1YMBo7oxf8MN+ixqW01GxaE/ALCprgX3XTleF3tE+hIIR2A1GfDgvAny4U0sE3tca8hvCa0IhaP4xYxKdPsFWaA922pCKKxPg4SBVV+TOJfWJIgksXAJ1iR0yj2pNkZohYM3YOXsKqwYctjSytlVcFj0mfPbzUbVeZrNRA2cRHL4hKjqPG38ddoLqAGAhVOPu5NLM3WxR6QvCYWhdBBR8wsRrJo1BlYzJ88J/cGwLnNCIr0xG42qGz6euv5cXexZTer2nr5BH3tEehMMRrC/3Y3j/SEUZpgxrsgJXicRVBuvviZho/U0Ikl4irvEV5QoovjtggmIRCHnn0YWEKG9aHoGzyWYo43W3BaR3rgD4bj+aX0F1MKq8zQSriSSJYNX35j/jE49DDzHqua6Zuq/IZLEwqU290xU151EdV0iSXiOVe3Z1SMOhiIRrJk/AaIIRa9PKEJ1XSJ5Es359agxJOphOKeEehiI5AhFIlgxq0qhWbFiVpVucbDLG0JFvh03TT9b9t3f7/oEXd6QLvaI9CXVdVbqHSO0osurfuixXnEwKomoLLTjyYWT0eMLI9vGISqKECU6fJNIjlTGXYq5hFZEJRHDM3lZl4RlgOGZ/BeKgbp33jIMYwfwAoBbJEnqZ5iTgiiSJEkMw2hyzAbDMIsBLAaAkpISLS6pGaIoYXv9cVkMaFBAxmpiEAyLyM/gcfvz+xQB6dn3W7B85hh4QxE0dnjwwt5W9PoF/GJGJfIyTiqeJxLGOdrlQ2mOFRzLxE2QltSUY8PuZvm5seB3Hq5/6j3FPdz10gE8df25yLKaMKrAgdqaMohSTFyo3R2EgYkVuNrdQWzc04xFU10wsMCFrhz0B8PwhKKqBbEsK4eLKnIBMNjV0Imbprnka6oJ76kxMseGNfMnxn2mg6I8n/f3QU70B1U/vw5PUL6Hod9fltWEG75RiiybGcsGRIt4jsXqOWMxZ/ywMxIAPJ3vmjkWd15eiS7fyc1ROTYTLa4QSROVRMybXIKfDcQanmNx96wqSF9gADmd7/qFiKrycUCgIjWRHE4Lhx9dVBa3WcnJc2d8zS+aM4iihLcbOtDuDuHuU8bXkmwrsqwmWWQOiI0r4Wj0c8elqBgvoPHnfzRjmNMii96pjauDWnOD4/Hi6S4Md1pgMRvxm1cPo7k7AACYOX64/DkO3leHJySLJA0+tnZnA26+uAzr3mjEsEwzwlHgSIcHohTb5PiDb5WBYyNYNbsKy7fUo90dxKa6FqyZPxGNHV7wRgb5GRbV8bWhw4sXPvgUd88eg0VTXXDwBlhNBozMscFkZLHtozbcdlllTOg2wcLa+Wdl47bLKuDKs+O+7YfQ7g7KAk/lhXZ0uAXcdkpedddL+7F4ugsftfUrrmUysHh4RwMWT3fh4GcerN1xUhSwyMlj0VQXSrItaOsLYEyRQyHslyi/+1dEjM+Ef+dclyBOx+f5riiq5yiiSIU+Ijn8QhRrXjuiiP9rXjuCP1x7ZptET++76n4bk+4niH8djmNUT/ngjGeeS5zOdx28ET/4VlncIrpDp81RRPoSCEfx/fNK8dDrR2RfuvWSCgS/gJjP6Xw322bCgnNLFXF39ZyxyB44OIUg/lX6AmHVueqZbsL4vFw3lOC3opfwFZHOMGju9sflDGd6Cu7pfDcUVj/RjvyWSBYHz0ECFALtP59RCYdOdV1fKKIac320JkEkidPCqc6b9FqTEEURV05S1hhWzKTaGJE87kAEx3u9eOaG89DhiR1YtLvhxBkfjPF5uW6OnVOfp9nO/LdCfD3xhtQF1HyhM8s/P893IwnibpTiLpEkeQ6T6mb5HNuZ1atO57t5djM6PSfXwAd7JnJtZzYnJL6+eBKJVgbPfN50Ot/1BNTteQI0TyOSIxiMYOuB9rh+3Vlji85IAPDz8oUMXj3XzbBQrkskh9Zx9/N8l+IuoRUWI4fmQBDLh/TsrppdhWFOyxld73S+GxWjqv03UZHWJIjkcFo4xeFWkhQ73OqBeRPO+Jqn8918hxk9vvh5Wv4Zrt0RX1/6g+o9DP3BMxeSPKP+mzOsZxBfX9wJ+m/6zzD3/Py6bqKcgeq6RHLYzUbVnl37GR7YfTrfzeRNaO/zxOXVIzLPLK8mvt4kPJBIhxqDpMMeZOLrCW804oW9DTFxHSECqym2lnbHjDMX/D+d7xY5eVxzgTLXXTm7CkVO/gu9D+Lrh9Z1VtpXSaSKLKspga6P9j0MAGBgGHR5w3Hrd7THh0iWVMZdirmEVghRCWYjgwtdOej0hJDnMKM/EEI4eub7y3VVEGMYhkNM+O/PkiS9OPDwCYZhigb+XgSgY+DxNgAjhry8eOCxRI8rkCTpSUmSpkiSNCUvL0/bN/IFOdbtk4VhgFiwuW/7IbAMi9qaMnAGBhX5dvz44jIsvbQCv7vmHPz0slE4fLwfa147gid2NWHhBaWoyLfDH47ivu2HUVtdDn5AAG7wfwfhORatfQE0dfrQ2OGFycjgofkTced3KvH7a6dgw+7mOFGiRCJ4PT4B115Yituf34e1Oxrxh7dj91KaY0FZvh33XDFWFgBc/04TirOsyLQaseTZD9Ha68eSGuV9LqkpR3GWBR0eAf+5/h+KaxY5eVl47/NgWQYzqgrxt9ppeHbx+fhb7TSF2M7n/X2Qggxevr8iJ48fX1yG2poyWDgjRFFSfH9ZVhMWXlAKrxCVE5HBz2nZywew/zP3v+YQp3A63w0IEZiMBjy5qwnrdjbiiV1NMBkNCNLpzUSSmA0GWaQMiPnt3VvrYTKc+Ym0p/NdnjPIi+g3V5fhpmkubKprgZmjE3CJ5BAlKU6wbsWWeohfQFzni+YMzd1eREXE/aYe3tGAj094cNWUYsXzeY5Fts2sGJf+9yfTMLrQgTePdOAfTd041uVFjz+EBVNKsP6dWMz/w9tNWDClBFEpNoF4YW9r3Pi/es5YFA6IAgNAr1+AhTPgtzsa0NjhkYX/ipw8SrLiBflESV1EuNDJY9XsMej0hvGjv3wgj9cLppTg8bcakZdhwaNvNuKxaybh5uoyzBw/HKu3HcSa147g3lc+hoM3qOYnVhOLG79xFtr7Qtj2URtEEfivDXVYunkfbntuH350URlC4TDWfX8SirMsWD5zTFweUd/mxoOvHsHjbzbip5dV4r4rx+HJhZORaTHiuDt2CsFN02KxZ7BAGwyLKMmyxl3LaeFiIseFDlQU2BX3PJjbtPQEsHZHI473K/MTtfxu6eYPcazb9y/7UjL8O+e6BHE6Ps93TUbtcxTi60miTaLe0JnNnU7nu2aDUdVvzeS3RJKYWQPKC2InHf12wUQ8uXAyygvs4HWap3lDEVnAAoj57sqt9fCd4e+E+PriMHOysA4Q86WHXj8Cu/nMN76dvj6mXosLkBAVkSS5dpPqXPVMG9k/L9e16/BbIb6eBISo3HgMnKxDBYQzi4On891Ep+dZTSQWTCSHEBXx6+2HFb706+2HIUTPvEHi83xXLeaS7xLJIkSiqvMmvXzXaDBg5bZT7G2rh5FqDESScAagKMuO6556Dz/5nw9x7R/fQ1GWHWe6NPt5ua5fEBPM06gRjkgOp4VTnadlWM5sDP883+XYBHGXpbhLJEeW1YDvnRfbQHTHi/tx+/P78L3zSpFtOzNfOp3vhgZ6JE7tmRAiFHOJ5MixqcfcrC8g3ns6382xq9vLtlNtjEiOA8f7VXPPA8f7P+eV6nxevpBwTeIMa3HE1xet4+7n+W52orhLIu1EkgQjoixQAsTi4PIt9QieYf55Ot/lEvS2c1QbI5LEwEq48/JKjC50YESmBaOLHLjz8koYWX16zcNR9Xla+AvUkYmvJ3azer+9zaxP7xjluoRWZFkT5LpWfXJd6tkltCIQjmBUobJnd1ShHYEz3Kd72pibIK8OUF2XOAOyU1hjMOmwB5n4euIJhVFdWRhbS3shtpZWXVkIT+jMha5P57tREarzNJqmEcmSmSDmZuqU61LcJbTCbjZgzfwJWHf1Obhv7jis+/45WDN/Amwm7XsYACAsQrXGQK1jRLI4rUbVuOu0at87RmsShFbwRhbuQBQ3PP0+ap/9EDc8/T7cgSjMxjOX8NNtxwPDMAyA9QAOSZK0ZsiftgC4DsCvB/735SGP38wwzLMAzgfgliSpnWGYvwO4l2GYrIHnXQbgF3rdtx6cKqxX5OSxYEoJFm/ci2BYRGmOBT/4Vpm8kYDnWNRWl+OlD9vwg+kueEIRBCNR/OI7o/HzFz9Cc3cAG/c0Y9FUFzLMBqyeM1ahirts5hh4gmH8z3stuO2yStz+/D7cfHEZWIZB3bEe9PoFxf0NJp1qar65djN++ty+uI1eG248D7k2E9zBMP606Hx0eUMocvKoKnLi/eYeBMMinnm3GT+Y7sLi6S6IEsAyQHmBHeGIFCeWs3ZnAxZNdWH9O03Is/9rSuosy8CVZ4crz35GfweAkTk2PHL1OTja6YWN57B620EEwyKe3NWENfMnoro8D40dXgTDIuZOKsamuthnetM0FwDghb2taHfHvt9uX+hfuu9ksHBGPPZWvXwKGQA89lYjHvwCp5ARX0+6fAIq8u24afrZ8qnjv9/1Cbp8wue/+AwIhaNYMKVE3ig6GNdCtDGfSJJOj7rvdnr08d3PIxIR8WlvAI0dHkVsHhwPRAmoLHTIYyrPsVgzfyJG5tjkcWlkjg3b64/LY+GgEN05JZmqm6sfXjARtdXlWLuzARv3NGPxdBdKsqw43h/Eujca8L1zS3DzxWUYnmXB8QFx36umFOP8s7JlZf6FF5TiM3cgbqw3MCfV++dOKgbDxB7r8YYwZpgTN22oUx2v+3xhOHkOZiML3siiNMeG675RCm8oiq372mAzqZ+IdVauDfta3XhyVxMWTXXFvd/fvdmIJTUVuPkvH8g50pr5E9HY4UUoImLD7mZcObkYRU4eM8YWKdTV77liLPp8Au595bAi7mzc04xev4Dj/UEsnu7CcKcFLb0BbNgde3xJTTlMBhZCRIy751svqcDT7x4Dz7HIdyjzk0TCyR2e4GlzD4IglHR5U5ujEOnLoJjPqXPaHB1Ope0kvyU0IiKK6PQIinrQillVyLLoswHDL0RV8xc/NXASSdKdoMbQrVMcTLU9In2RJGDppRVY89oROe4uvbRCN3s9PkEx3wZi9YMe8l0iSQLhqKovnTqua4E7EFa15Q6cedMd8fWkPxBR9aX+MzyJ8fPo9av7bq+ffJdIjj6/uu/26eRLXd6Qeq7r1X7dmUhvoiKjuoFow43n6WIvke92ke8SSWJiWdU1RROrz1m2Xb4EcVeHfh8iven1i7jrJWUj+10vHcCfFp2vua1U9/sQ6YvZaMDK2VXy5jeeY7FydhV4oz6N7CajAffPG4/GDi9EKdaLcna+HWad7BHpS5c3pDpP0yv37E5Q16U1CSJZGIbBipmj0d4fkuNgYYYZLJjPf/GZ2AODu/5jNDo8J+3lOcxgGH3sEelLKte3aB2Y0Aoja4A/LOJol0+OgSNzbTDoJPbf5VX/nXR5yXeJ5DAbDbjz8kp0+QTZd3Nspi90cOzpoLhLaIUhQV3XwOqTe3YlyE+oPkYki93EwR0IQBRFhMJR9AcZsAyQYzVrbov6xggtMXMG3HflOHzSeTLfdeXZwJ/pSXCngdYkCK2wcEZsqmtR7L/dVNeCX88dr4u9VNeRifTFwDCq8zQ9c12Ku4QWcAYGEVGKW5s1GXXyXeodIzTCajKq9jFYOe2l0GgdmNAKISJhc10L7p83QY6Bz7zbhJ99e/QZX1M38T8A3wSwEMB+hmE+HHjsTsRE/zYzDLMIQDOA+QN/+xuA7wBoBOAHcAMASJLUwzDMagDvDzxvlSRJPTret6aIogSryYDamjKIErDr4w7cNP1sWawGAGaOHy5v9AZOiussqSmHPxzFujcaZUG6QRGbdncQj77RCAD4w3WT8cTCyejsD6Gl1491OxvR6xfwixmVcPBG3DTNhTFFGVi5rR5CRJIFhAaD322XjQIDKU5E8J4rxiIqqm8MP+4O4to/vqcQNho3PBMsy6AggwfPsWh3B/H4ribMnVQMAwvUVOZj3PBMvHmkQ/WaBhZYUlOOQDiC3Z90oSCDR0mWFS29fpzoD6Igg5fFk5L9Do51++RrDL3m8Cweff4wvEIUa15XChAt3fwhfvf9Saj/zA2eY+HgDVgwpQS3DxEaGioq5OC135zfHwyrCqh9EXV74utJnt2Eq88vVQhlrZhVhTy79mIoAGAxGVVFzPTaYEKkL9k2TtV3v6wTaQ+2u9EfjMDGc/K4MRibN9W1gGWA0YUZ+N+fTEO72w+TwQCfEMHRLh/Oyo2NYce6fXEiuA/vaMA9V4xVHR99QhTbD7TjgXkT8PEJD6IisGH3MUyryMesCcNRnGXFvX87hOu+UQoAKM6ywh+KoOGEB7deUgGfEMHanQ3IsprwixmV6PafLDxVFjrwwLzxaO0NxIne9fiFhON1fkYsptz4TJ3iM9i6rw0/vqgch9r7sWF3s1yglSRgw+5m/PzySjh5DsGwCIZB3PVnjh+OO/+6X368uTuApZs/xKKpLjz6RiN4jgXLANecXxIXY+566QAWT3fFxZ3F013gjQZsqmvBgikl+O2OBrS7gyhy8lg01YXiLCssnAH3/O9BCBFJvmeWAURJQq9fkAUchzKY75wqMnWqSCBBEKcn1TkKkb54Q5G4uW5tdTn8gvbCEvkO8ltCG4SoFFcPWrm1Hk9df64u9pwW9YMfMnQSGyTSl1TP0yhfILSi2yfAbGAVh9WYDSy6/fos1mVYjLj2wtK4ZucMi57LMkQ6kmc3qfpSrg5xN9umbitbB1FtIr1JdQykmEtoRU6CmJujU+45PNOimusOy7ToYo9IXzo8IdU1nU6PPg2VNE8jtKK9P4hX9rfHGuGECKymWDNwSbZVF3sJ466T4i6RHN0+9birx8bN3AQxN5diLpEknlAEv3uzUdHH8bs3G3XbaCdERQSFKJ7c1ST77qrZVRCi2h9mQKQ3mVZOdZ6WadVnTSIrgb0snewR6UuXV0AwIini4B0zKtGl05qEOxiGycDGxV13kPrNieRIZRykXJfQCiEa2980NAYuqSlHcZY+833KFwit6PELEKLKfOG2y0ahN6BPvkB1XUIrPusLqu4VGZFtxSQd7KV6XkikLyIkeIKROFEJ0Slpbov8ltCSQDiKLq+gyBlu//YoDMvU/vB3yhcIrQhFoqraCEJEe78FaJ5GaEenV32e1qmT4D/Vxwit8ISiaOsNxNXHipz67Hcn3yW0whOM4LlBEbWB3rFn3m1CybcrNbdF+QKhFf5wBFdOKlHGwJlV8IfPfC+7PkclA5Ak6R1JkhhJksZLkjRx4L+/SZLULUlSjSRJ5ZIkXTIo5CfF+LEkSWdLkjROkqS6Idf6oyRJZQP/PaXXPWuNKEp45cBxLHhyD9buaMTWfW1YeOFINHZ4FA2AauI3wbCIkmyrHDgGH1u7swFzJxXLz+M5FkFBhMnA4q6XD2Dtjka0u4PIsprgD0fxgz/txbqdjfjRXz7A98+LiQJt3BMrsN5cXYaHF5yDHJsJizd+gDWvHcHi6S48/L2J2LT4AlwxYTgKHBbwnNJNeI5FY6c3TijvWLcPADAyx4Z13z8HtTVluHJyMYwsML7YiXHDM+XXq12zLN+BDbub8erBE7j69//ADU+/h5f2teE7a9/G1b//B76z9m1srz8OUfzXC2qiKGF7/XHFNV7a14bGTi/2tfahrTeIZS8fgCipfwcftvZhc10raqvLUZxpVRUzu2pKsW6iEg6eU7VpN9MAQiRHVISqqIRe/ZQ9PnXRsF5SPiaSREzgu2KKeoFFUUJTpxe7P+lCU6cXn7mDyLGZsHrbwbjYvGJWFcrz7RiRacHRbi/2t/Xj2qfeww1P1+E/HomNYZGIiGNdPtXfh9loUB0fj3X7MK0iH40dHvzh7Sa8+EErZowtwvp3mrBuZyNuf34fFl5QCrspdmLP7c/vwx0v7sevt38MC8di7DAnsqyxDYucMdbgt25nI57Y1YROTwiFTj4u33jo9SPIs5tV76eyMAMffupWFS6eOX44lm85gLJ8B3r9Ah59oxHrdjbi0TdiwsSfdHpRUeiQr3vq9Q2s+njMMJAn/2fnWlHo5FWfd2qKEAyLGFOUgeGZPH49dzx2Hj4uC/8tvKAU699pwk/+55+4aUMdFkwpAQC8+EErJAkQJWDccCe2L5mGGVWFceLDI3NsWDN/ouK9qIkEEgRxelKdoxDpi3lA6HVwrrtoqgub6lpgMmp/ol1USuC32vd+EGlOonmTXid7SpKEJTXlivxlSU05JImcl0iOVM/TKF8gtCLTyuFX2w9j7Y7YXHXtjkb8avthZOoognrqfPvhHQ262SLSl6io7kt65J/hqKhqK0xBl0gSBup+q88ZogADJoE9vSwS6UogHFX1pUBYn+Zjfziqmuv6dbJHpC/5DvU1nTy7WRd7NE8jtKIgw4zLxxXhZ8/vwx0v7Mftz+/D5eOKkJ+hj+8mjLs6bTIh0pfMgYNWhsJzLJw6iE9/2T0TRPrQ7RPQ3B1Q9HE0dwd0W5MIR0Qs36L03eVb6hGOkPMSyZHqGgMS2COIZMm2mXDf9sMKX7pv+2FkW/XZ+OYwGVXjrt1Eh2MQyZOqOEi5LqEVASFBXVfQb75P+QKhBZk8hwdf/VjhSw+++jGcvD49DFTXJbQi12FS3Suil8jDlzEvJNITISLKwn9AzJdWbKmHoEO9ivyW0JJQWMQDf1fmDA/8/WOEwtr7LuULhFZYTUZVbQSLjrUqmqcRWpBtVZ+nZeskDEX1MUIrUl0fI98ltMITiqC6slDRO1ZdWQhvUHvtJoDyBUIbrJwRK7edEgO31cPKnXmuq5v439cdUZSwv60PP33uQ/kLu+mbLlloTq0B8NR/JxKkM7Ann1NbXY4HXj2MdndQ8dy5k4pVhXyuOb8E7e4gHn2jEX94uwkWE4tf/HU/gmER7e4g1u5oxB0vfAQAMBpZnJVnx2+uUgrbLJ85Bs/VtcbdV4cnKP9bGDitcFBcSIhIshDfgVZ33Gbz2upy/Opvh9DrF+RCwMzxw3HXSwcSigzKtoQo6o71YNtHn2HvsR4EAmHs+7QXOw8fR11zDw4f78dN01woGhAKemRnA4SwiBybGUJERNZAI4XadxAVgXZ3EBv3NAMJRBorChzYefg4MnRYYOnzh1Vtuv10EiORHJ1e9VPHO70hXezZzUaU5ljw44vLcHN17L/SHAtsZmokIpIj1b47lEhExJ6jXaj/rB8BIYrGTi+yrFzC2BwKR+EwG3H4RD8+anXHjcNLN3+Id5u6sa+1T3XMae/zY9Xsqrjx8bm6VpRkW8BzBtx6SQWumlKsWvwcVZgRZ/PeVw4j1x4T/guEo1h1imjhva8cRme/+mfc4QninivGKu5n2cwxePzNRviEaEKRvmBYxKF2N5bNHKP6XvZ92odlM8dg67421FYr84HRRRmqn83YYRl4aP5EeAICjAYDPu3xqz7vFH0+8ByLg+39WLJpH254+n1cObkEpTkWzJ2k/hlec36JLAq4bmcjbtpQh4PtHlX/YFkGM6oK8bfaaXh28fn4W626SCBBEKfny4zzRHoRikSwYEqJHMPXv9OEBVNKENJh02aHJ4HfeshvieRItDE/36HP5ua+QBiv7G/H/fMm4L654/DAvAl4ZX873AF9CuJE+pLq8ZvyBUIrenwCsqwmRb0qy2rSbYOzO5Cgtktxl0iSRPlnhw75Z5dXXZy4S6dTS4n0JdUxsNev7rt9fvJdIjn6AxFVX+rXqZGoO0Hc7aG4SyRJQIjErbnUVpcj8AVOEj0dNE8jtCKRgC+r0/a3RHG3m+IucQbc9R+jUVsTqy8sqSnDXf8xWhc7FHMJrUgoFqzTmkSPT31e2Et9j0SSpLrGQHVdQiu6vCHVNYlu3dbT1NdAuunAbiJJUhkHKdcltCIYVu9pPvUxraB8gdCKngTrWz06zZso7hJaYTcbsfKUfS8rZ1fpJjxNcZfQikT1Kj3iLvktoSU+Qb2Pwa+DmA/lC4RW9PjUc91e6tcl/s3pTbB3XK/1LYq7hFYEUlwfI98ltCLTwqnqPehxOAblC4RW6BEDSYVJBwZF7jxB5Y8/x2FGMCzihb2tqK0ul4PQ1n1tWDGzSlZ2HGzE5gwMeI5VXIPnWFzgyoHdZEBhphW/+tshAIDJyCqeyyQQqhvcQM5zLG69pCKhgFFrbwDt7iCKnBZcWpmP9ddNwe6mHkgS0B8Mo/eUzTI8x8LCGSCKEo51+7B084eKALt084fYtPgCLN38IbKsJvzoorOxpKYceXYzWnr92LinGb1+AbXV5TGhvdO8hx5fzOFP9AeRazfj0PF+/Oz5j+TPbtXssdhc14zqykL5Mx78TLcfaMeMsUW47fl98uNLasrxyv52xXcyKHD05K5PAMQEAKUB0cZTv48jJzyYP6UUetSoeY5VtWnmSLeTSI7CDLOqLxVk6NPA6bAY8OOLyuSTRGO/zSo4eIMu9oj0JcduUvXdHJ1OBRskEhGxbX87fv7iR4rxwpVnS3hPVrMRzV0+hCJSQgHfuuYePFfXGjfmLKkpx/AsKzo9QSypKUe21QSr2Yi2Pj9MRgYtPbHT16eUOrF4elnCDd+LprrADOyFeWFvK9rdQfgGFPtvmuZSfZ0nFAHPsciymjB3UjEYBjAwwAl3TNT3qevPRWtvAMe6/Vi3sxHt7iCmj8pX/QwGx0p3MAoRwOLpLogSIEmQx/pAWESJ2YAVM6twpMOD++dNwLEuH0IREY+90YhVs6sUsWPl7CqYORad/SGseT32Pk7NpXiOxYpZVTAZT+ZOg5/rht3N8ntdubUeD86bAF9IfeEj32GOOwF56eYPUVk7Da48e5yfsCwDV55d9W8EQfxrpDpHIdIXm4nDproWeSyUJGBTXQsenDdBc1uJ/FYvwTYifYmIUaycXSWfJDqY+0QkfU5WclqMmDlhGH42pCay9NIKZFhonkYkR0GK4+DgplSKu8QXJd9hxrUXlsrCEoPzxny7Pr6Ua1f33RybvjUNIv3ISxAH83Tw3YS2KOYSSZLqGJhjU6/ZZlPMJZIkUe6pR8wFqMZAaAfLMKq1sdVzxupirzCDT1DX5XWxR6QvnT71Rrgunz7NwAUJ4nwBxV0iSSJiFCYDiyd3NSl6YiI6HGNPa2mEVoQikbge1RUzqyBE9Glkd/BGVd+108GxRJIknqfpM+dPVNPI1blXjUg/nBaj6ppEhkWfOJhl5VTtZVq03xxFpDeJ1gn0iIOU6xJa4bCo55567VtI5e+ESG8snLrvWkz6+C7FXUIrenwCdhxqxxMLJ6PXF0aWjcOf9xxFkVOfNQKKu4RWJKpXOXSoV5HfIrYHnAABAABJREFUElpiM6n7rlWHnIHyBUIrbCYjSnMsmDl+uLzXdeu+Nlh1WiOguEtohcVkoHka8ZUk8dqsXr5LvWOENrj9YYW+BRDTx3AHtBddpf09hFZk67BvgRTENEAUJTR1erH7ky40dXpxtMuH+7YfQr7DjNIcC358cRl+fvko5NhMuO2yClw5uRjvH+3G/fMm4P4rx+GBKyfghQ9ijdg3V5dh0VQXNtW1gDMwWHXKSSi11eX4xYsfIdNqRo83iDy7CT+Y7sKnPX7cc8VYLKkpQ5GTh4GB6kmthU4etTUxG0+/ewwMw6g+T5KAH/zpAyx4cje27P8MwzMt2LqvDQAgRCQ8NH8iSnMsivuqffaf2F5/HCf6g6rNue3uILKsJlxzfglsZiNGZFvhD0dQke/AXTNHY9N/XYBNdS1oHxAbGrz2UEpzLGjrC+I7a9/G1b//B2atewdtvQFkWU2yneVbDuDab7hUFV5vmn523OMP72jARZX52LinGQ/OmyB/Ppvea8GCKSXyPTzzblPcyTS11eV4rq4Vy7ccgKBDH5zNZMDSSysUNpdeWqFLYYZIbwxsrJFnqC8tqSmHkdVnGAiHpTgBreVb6hGOSLrYI9IXs5HB3bOUsffuWVUwGRjdbIqihHebumXhP+DkeBGOSPjD24345XfHKe7p1ksqsPzlA4iIEjJtRlQWOFBbEztBd3ARk+dYRMWYoOzGPc1YUlOOR64+B2uumoAppVkYOzwD737SiWybCSu21uMn//NP/Pb1Bvz4ojIcbOtDaY4F3zuvFPWfuVXH7kwrh9GFDpgMLAwM8IPpLpTmWBCORrFoqgsjMi1ynjD0dT0+Ab+aOw7XXliK9e80Yd3ORjyxqwksy8LAsuj2CsixmbD+nSZ5jH5hb2vc+FRbXY5tH7VhxawqbPuoDc+82wzeaMAf3m7Co280yiK/2z5qw8cnfPjg0z78z3st+Pi4B0JUBMMA7mAYhU4eP/v2KDx2zSQ8NH8ien1hGBkWj77ZKH8fvX4BG/c0y7nT4ukuhCNRdPSH5McemDcBG3Y3K/KKYFhEMBJFUSav+hnmDQg1DyUmrBiEGqfmgKJIMY4gkiXVOQqRvvQHw1h4wUh5LFv/ThMWXjASnpD2hT6OZVT9ltMxPyHSFRa/e7NRUQ/63ZuNgKRPDDSyBqx57Ygix13z2hEYWaoxEMnBMlCdpxl0Gr6tJkNcjXTV7CqqjxFJEwxH5U1vsX/H5vrBiD6iqwygmjOwlDIQSRKORuPWJlbOrkJY1N53JUSxes5Yha3Vc8ZCgj4nPxLpS6pjoMnAquYLJr0SFCJt4QypnfMbqcZAaITVbMSib54lz8uMLLDom2fBpscJhgAMrHqcN1LYJZIk08Kprtll6HB6MwA4rQasOiXfXTVnLJxWqjEQyWEyGFV7YkwG7X2J1tIIrTAZDHjj49jG/Ie/NxFPLJyMNz5uB6eD3wKA1cyq1jOsJvJdIjkkST331AtRklR7dkWJeoKI5OAMBtU1Cb3iLmdgE9ijuEskRzgqqsZBPYSuKdcltMLEslg1e4zct72kpgyrZo/Rb40gQX5CVV0iWawmFitO6b9ZMasKVk4f36W4S2iFKImYVl6Avc29aOz04oPmXkwrL9Bt3pTqeSGRvlhNBlVf0qMPkYX6OrCBoYyBSB5jgj4Gow59BSxDvktoQ5aVw62XVMg9DAYGuPWSCv0OqqB5GqERVi7B+hbN04h/czgDi5/PqFT40s9nVILTqZnLkKDv0UgbJYgkybAY8cNvuRQ5ww+/5dLlMC3a30NohYVTr+ue2geZDHSM5hdEFCVsrz+OpZs/RDAsYkqpEz+9rBIrZo1BnsOMH11Uht+92YgFU0pw3VPvyafprZxdhd+8ehjN3YGYQOBFZXJTIM+xWD5zDFg2Jsz34LwJONLhQVQENu6Jidgs33IAi6e7cN03R6LbKyhO6ls2cwyGZ/JYemmFvKl7MPCYDCx4o0EWwBsUtFsxxPaKWVV4ctcnAGKL/3e9dADP/78L8ZPqctz10gH5eb+8Yhz6AwK6fGH5vpZu/hB/XnS+qkplYQYfd6pgbXU5HnvzEHr9ArYvmYZlM8fgo1Y3RAmwmwy4f954/Oz5j+Tnr54zDos31sU1Jyya6sKjbzTKjwVCEVXxnqAQUVV+HTvMCUwBAuEo1u5olF/T6RWwaKoL44ZnwGnhcKzLiycWTsb7x3ohSSe/DwDo8mp/8rjVbEBhhhmLp7sgSrHN1YUZZth0Ulkm0pfj/UFs2B0TymKY2OLHht3NcOXadLHX6RVUf4NdPkEXe0T6YmBZZFmNeHDeBPiECGwmIzgDYNSxKe1Ytw/dXnUh22AkilcPdmHOxBGK39PT7x5DuzuIIqcF7X0hWThwcKzbVNeCn1SX45GdDfL1JAm4/fl98vPWzJ+I/5pehoXr34vbJLDhhvNg5lgseHIPsqwm1FaXy2M5z7G48/JKHGjrx0OvK8f9+68ch9beENa/06R4fMPuZvT6Bdz73XHIshnBgMUvXtyvsPvgqx/jmRvOw75Pe1GcbcW93x2H5m4fNte1otcvwJVnw+LpLhhZFiNzbfisz485E4cjKESwYEoJ1u5swMY9zVg83YWSbCuOu4Py5/Dse82YPWE4fnRRmSIHWTV7LN44dBz5Tit6/AJWbzuoyG88wTD+9lE7brtsFB589WM8+kaj/J6cVg5b9rWhrtkNALi5ugy9fmXM4TkWDjOHZS8fiPsMl88cAxGSag5j4QwQRQnskBncqTng4Hc4o6pQ8TyCIE5PqnMUIn1xWjgc7/Pi6RvOQ6cniHwHj9fq2zCx2Km5rQ6PoOq3ZXl2zW0R6Y0vFEFzd0CuZwx9XA+6vCHVHLdbh3oGkd70B8OwcgyeXDgZvf4wsqwc+nwh9Af18V1PKAJAUswL/UIYXp1+K0T64klQM/aG9BH/O+EJUa5LaIKVMyI/w4RnbjgPHQO5rj8choXTfomPN3IICD7FmkRAiIA30nIikRxtbvX5fkm2FefoYC8m5BqfL+gl8EqkL4nG77J8feb87W51e2dRvkAkiZNnkWkzKdZiM20mOC36rKcd76dcl9AGURRx96wq3L315Hrh3bOqIEn6iE/3+iI40t4bV0cuzbboYo9IX7p96j0xPTr0xNBaGqEVmVYjLhk9DP9v415Fj0amVZ85v5FlEQpHFTWGUDiqa78PkZ609anHwRE61Rh6fAKe+r9jCntP/d8xjMyp0sEakc70+NTXZvXIF2L2UpefEOlNnz+sGgdXztY+DrYnqCNTbYxIlrwMA5q6WDy562Sv9Oo5Y5GXoc+em/YE87TSHH3yEyJ9ESXg8bcaFb70+FuNeHDeBF3stfYFEubWE0uydLFJpCdZVjMOtXsVcXdJTTmyrCZd7HVQ/w2hESYji+Isi6JeVZxlgUkHQZRE+YIr1wZ9ojyRzmRYjCh08so95k4eGbz2td3PUtzvQ6QvIiS0u4Nx+YIrT5/xO9W9akT6YjQkWN/SSYyP1oIJrXBaDMi2mRS+m20zwcnrUx9r7aUaA6ENFs4AnxCNyxl4Tnvfpf09hFawDINs2yn6N0Z8IdF02q3zBTnW7ZNFX8YPz8A1F4zEofZ+FDkt8AQjWLGlHoumumRxGSC2mD74+KNvNMY2er/ZiKeuPxdtvQG09PrxyM5GXDWlGE/uasJN01xYt1O5ETwYFiFKQHO3Xw5kg4+v3nYQN19chgzeqBigrZwBff4wMngDnrr+XLR0+2E1G/HGoeO4f94EBIQISrKt+NXfDuGjtn6Frd5AWBb+G3zsv1/arxDdG3x8b3NPnKBObXU5PmjpjTtVcFNdC37xndE4csKDTk8IkgRFYL7tslFYekk5hmVZMbowA83dPtXmhKG/AZ5jYTUbVcV7hmVa4gQIl9SUo8cbxFk5NuTYTaitKYMoxUQB291BbPuoDcMyedyyKfY9/3zGKPzh7aa4a+fazV/ElVTp80fwm9eOYOb44WCY2OLOb147gl/PHa+5LSK9ybaZ0OsXFL9XnmN1W1xxWtV/g3oUFYn0xi9EsWTTvjhfevqGc3Wz6Q4IKHTyqj6cbTWhNMcCUYIsqDf071aTAb/efkgx1q3d2YA1V02AOyDg++eV4qHXj+Ca80vicoP7th/Cr+eOx03TXABOjkPBsIhev4AMC4dgWES7O4iNe2KTi5IsC9rcAfQHI1j3RmOcOO4zN5yH/35pf9zjj10zCZGoBFESYTYYsOdoj+r4+llfABERWLr5pEjhqtlV6PYJONzuUQjmDnJzdRle2NuKRVNdGFPkQEuPH52eEIIRETPHD8er9Z9h/rmlaO2Nz2GWbzmANfMn4vDx/ricYfW2g1g83YUZY4tgYCDnOIOTq16/gDXzJ+LAZ7Hxeuu+NqyYVYWVQzYL/fK743DvKwfR3B2QP0MDC1QVZeDeVw7h9m+PinvNytlVWL2tHjdOPVsh7Dc0Bxy8x6WbP0Rl7TS4SPyJIP5lUp2jEOmLxcTg3LPy0OUJwR+KopMJ4dyz8mAxay/ImmHlVP02Q69TyIi0xWHhVHNOB6+PLzkS1EpsZpqnEcmRwZtwqN2Ln714QFFfK87SZ8EjEpWwfMvBON/9w7VTdLFHpC9ZVvW4q9cG56wEuW4m5bpEkrAs0OUJY9nL/1RsWMrWwZc8wQjufeUwxVziC5PvMKvGwDwd1tIG6faF5ZxhMD8pzdHNHJGm2Hmjqu/adZo3OVJsj0hf+oMi2noDcU1wxZn6CJolynWprkski9loxGOnbHB+7K1GrLlqoi72oqKIsoJMXD/k8Na7Z1UhKuojNkikL9k2k2qNQY84SDGX0Ap3IIrlWw7E9WhsuPE8Xez1B6jGQGhDQYZ6jaHAoU+NIcOSaC2Y5mlEcmRa1fOFTKs+a8HOBGsgTp3sEelLKuOg06peG6NecyJZjrujWPayMtdd9nIs1y3J1t7el7EGQqQnPX5B9eDYXr8+4r0FCXxXr9yaSF88wUjcXo+HdzRg3HDtD+sGqNec0I5AOIreUwTSe30Cipy85raob4zQEn9IxG9fP7nHPCoCv339CH6jw3paqmtxRPriDqQ2XyhM4Lv55LtEkqS6h5bWggmtcPuj+NkLH8X57kad1oIpZyC0oj+FNQaqLxBaEZGiCIUlNHZ6ZT23sjw7olL0jK9Jx2h+AURRQqcnhFtqKvDMjefirlljEBVFFDktEKIiev1hWZju8wTrmrsDCAhRPPJGA6IicOXkYgx3WuTX8Zzyq+I5FryRhSipXzsYEfHYW00YVeAAEJvQ//Hdo2BZBrzJiBuefh93vLgftz+/D2UFGfjV3w5hxZZ6mAwsjnR442x91hdQtXPqQaw8x8IdjGL7gXY8sXAy7r9yHB6YNwHbD7SjZ+DzAIAiJ487ZozC4uln42fP78O6nY1Y+Mf30NjhlYNjMCziwVc/hjsYxW3P7QPDAGYjq/pZDOjwyCI9z7zbhNrqcvm5gw27FpMBz77fEhf8R+TY0OMXsHjjXqzd0Yg/vN2EhReUojTHgjtmjMbqbSc3GEvAgFrsyWsvqSmHKEnQGm8oghu/cZb8ORsY4MZvnAVvKKK5LSK9ESVJ1W8laO+3AGAxGlTtWXRQWSbSmy6v+om03V79TqRlwIBlGSybOUbhw7XV5Vi5rR6r5oyF2x/CillVir+vmFWFT3t8mDl+eNz9Hj7hgYM34el3j+GOb4/CiCyr4n0VOXksmFKCG55+H+t2nhyHigZECAudPAoyYv+/yMlj7qRiMAxg4414rq4VwYio+jkdSyCa2+sP456/HUR9uwfdvjBEST3XyLab4kQKl2+pRyAcRVm+XfU1owocuHJyMbZ91Aab2QhvKAqfEEtWX/ygFeUFmVj+8oGEOczh4/0J/yZKwNqdDbCajVi7oxHrdjbi0TcaZZFEUZLw9A3n4pGrJ+KOGZX4Z3MXnlg4GQ9eNR7rr5uCQCiM5u4AgNipsY++0Yi1OxohRCU0dwdw5IRXPkHx5uoyLJrqwu/ebMR133Dhvu2HcKzbJ9/Pif6g6j12eIIgCOJfJ9U5CpG+RCIMevxh3Pb8Ptzx4n7c9tw+9PjDiES0F/+TEvgtyG+JJIlGo1gx85SccmYVouKZF/pOh8WkPk+zmmieRiSHT4iqLq74wvr4rk+IqObefkEfe0T6YmRZ1Tio12mMiXIGynWJZBEikuqGJSGiz5qEWsz10ZoEkSQcy6jGQM6g/RwNAMJRSTU/CUcp5hLJ4Q9FcOslFQrfvfWSCgTC+sRBK83TCI3whdSb4HyCPr5LuS6hFV3ekCKvZZhY/qvXWjBnMODugUPAgNhv5e6t9eAMFHeJ5Ei0viXqEQcp5hIacaI/pN7j0B/SxZ4nqF5j8ASpxkAkB2dQr+typzYva4QQUV+/E6K0JkEkR8J5kw695l+GPSJ9SWUcpF5zQisS5bondMp1o2KCOSHFXCJJsgbEgofCcywyLfpsOE51bk2kL6me81OvOaEVwbCILfvaUJbvwIhMC8rzHdiyry3OnzWBes0JDenwhGTB4MF9dM3dAXR6tM93WUa938fA6tPvQ6Qv3hTnC4l810i+SyRJyte3KNclNKLDo14f6/TqUx+jGgOhFamMu1RfILQiEmHwm9c+RnTAdUUJ+M1rHyP8Bfay07FYZ4goStj58Ql81OqGk+fAAHD7wsi2mrFyWz2cPIfbvj0KtTVlKM93oDTHIovNALFAMHRth+dYRCQJC6aUyCI7S2rKwHMsXtjbitrqcvnxk8UewG4yqJ7UxxtZ9PoFfHzCg3U7G8FzLFbNGYtCpxm1z/5T0ci6dmcDFk93obIwA+OGOXHPFWNx10sHFLa6vCFVO1NKs2U106umFGNElhX9gTCunFSM/7dxLyry7Vg8/Wz86OIyZFo5sAMCfnaTEd1+QbUBfdFUl6yWOlQ8sccXgt1sxKrZY+VTaAfF/iqLHDg7z448hxmeoICfzRiNXr+AjTeeh+P9QTR0ePHwjgb0+gXUVpdj455mtLuDso223gAe+PvHcZ/L/fMmoLHDq3jfPiGKF/a2Kk4e37C7GWfn2jX0sBg5NhMaO7x4cleT4vvIIfVYIkn6/GFs2N0c57dn5dp0sdfeH1S1V5pjxTm6WCTSlUKHWXX80fPUDU8ogv5AGJ5gWOHDg2OH2x/GmGEZqDvWiwfmTYBfiKDTE8LjbzVi4QWlqsK4lYUZiIoiev0Cunxh9AXCivc1d1JxnMje4Phckm1FVZEToihh7dXnoNMTkkVpB8cFhoHq52Q1GVUfP9YdEykUJSDDYsTWfW1xucaKWVXo86mLL1YWZsDCsfj5jEr8evthxb3c+7dD6PULWDW7CuGoiPXvnBzDls0cA9+QidjQeyty8rhqSkz82Go2JsydgmFRFkU89X0dOeHBkRPAc3WtuPbCUnyjrAAfNPdic10rev0Cls0co3pd28BGSlGC6gmKDR0eLJhSgh5fCCNzbDjW7UMgHMWSmjJsrmuVc4qYb2p/6hdBpDOpzlGI9MUXjmLlKZs2V26tx1PXn6u5LfJbQisMrAGP72pU+NLjuxpx/5UTdLHXFxBg5QxYPN0lnypi5QzoC+gnrE2kJ/4EYnwBncT4HLz6vMZmpk0fRHJ0ekOqY/jZefqM4f2BSAJ72teRifQm4eEYPu3H8AyLesy187ScSCRHl1dQjYFlOsXARMKVdJgWkSy5NjPauIBi3mThWGRb9VmT6A8KcFqMCntOixH9wbAu9oj0xR+Oqs/TQjpsVgLVxwjtyLAYceslZbCaOPhCEdj42L8dFn3m/F0J1j71yK2J9CaVc/5eirmERuQ7zCjNsWDm+OHyodVb97UhT6f+mzyHSbXGkGenvkciOVr7AqpxsCTbioklWZrbs3BGvPBBrHc4IERgNRnxzLtNuGPGaM1tEelNqsdwyhkIreATxMGf6RAHqdec0IrCDPVe84IMfXLdHh/FXEIb/EIEK2ZWYeW2+pP9+zOr4NfpQKJU59ZE+pJozp+r05yf1iQIrZAg4przR6KxwwNRAgwMcM35IyFB+/U0mqMRWpJpVe/nclq07+dqd6vP00qyaZ5GJEd+gj3Beq1JkO8SWpHqXJdyBkIrcu3qcTfHpk/cpRoDoRWpjLtUXyC0wh0MK7TheI5FbXU53F+g95t265whLT0+NHf78fKHbVgwpQSLN+6Vv5T//s5ocAZW8diKmVV4fFdMUX9QUOfxt2LCMoP/jkYlhfDP5rpWLKkpx8M7GrBxT3NMACjLiuMDC51XTSnG+GKn/JyhwjsGBlg9ZyxGZFkwIsuKggwzJEjwhdSbvs8ZkYlpZXlo6fWjNMeKPy06Hz0+ATazAbc99xEAxIkCrZk/EReMzMbmxRfgWLcfn3R6sXH3MVxUmY/yfDse/89J6PAIeODVw/j+eaW4ZdMRxT1aTQbVexlsLhv8bL55dg5GOM3o6BcgShI6PEE8MG8C2vr88ASjeK6uBT+9rBLN3X64/QIsJiOWPPuewtZzQ4R51u5UCgzyHAuLyah6L4PFvFMHjF6/oBAG4jkWVh02HPuEqKpA4u+vnaK5LSK9ybWbVP02x6bPhDPXbla1l2vXT7CNSE+MBgYrZ1dhxZaTi9orZ1eBM+h36oY3GEGWlcOnPZCF6wbhORZd3hBCERFrXlcmZEJEQgbPYXimVR43eI7F6jlj0eMNIsfB4/kfXIjW3gBWbj2oGFcNLFTHofJ8BzIGNrfsPNIBALLw3+BzHt7RgCU15XHjdG11OX6/6xMsmzlGIRY4KIJ71ZTi2HsysvjeuSV49v0WLJrqgoEFRhdmwGZmsb+tX3XS1Nztw7fHFMAbiuLBAQHEwcn64Hi7fEs9ltSUY0lNOYqzrPCHIuj1CzinNDNO3DjLasK1F5Yq8plTc6fB++Y5FvWf9cflP8tmjsGm91rwnfFFWHiB8lqDr1297SDWzJ+IpZs/lP+2fOYYMAOCjYYEIopRMZY/PP+DC7G9/rji9UtqyrFhdzN6/QLWzJ+IkTk0ySOIZEh1jkKkL70+ARX5dtw0/WwEQhFYzUb8ftcn6NFh02Zeglw3j3JdIkm6fSFV4eFunz4nK5kMBvzx3aPyxr6oCPzx3aP45RXjdLFHpC+ZVk41b87UoZEIiAmgLL20AmteO1lbXHppBZ0kSiRNtlU998zS6aAVynUJrbAnFEHVPu4aGEY15tIJuESyZFo51RiYaeV0sZdjV2/+oJhLJEswEsW9rxyO86VnbtD+cAEAyOBNaIkGFI9FohIyzPr8Voj0xW5WzxesvD4Calm21ObWRPpiMxkRlRjc9vw+xQFlNpM+NQZHgt+KXYfcmkhvUjnnz6H6AqERWVYDfnxRGZYP6b9ZNbsKWVZ98gXOwGD1nLFY9vIBRf8MZ6QaA5Ec+Y4Ea7M6bRL1CxFUVxbiZ0Pyk9rqcvgFOmCASI5E+YJem0RTbY9IXwIJ4mBAhzhIveaEVpiN6r3mPKdP7pnnoHkaoQ1WkxGP76qPOzj2gXn6HByb6tyaSF9ESVSd8+shoAZQfYzQDruJQ32/B0/ualLsByrNsWpui/rGCC2xcgZVDQELp31tN4/yBUIjGEZSnaexjKSLPfJdQitMBlbVd81GVhd7lDMQWhEMR1Q1BoI6HTBANQZCKxhGUq0xsKz2OQPFXEIrMi2cQhsuGBaxdmcDNt543hlfk7oXzwBfIIROTwgP/P1jLJrqivtSOr0huQg0+NjKbfV46vpzcdwdRI7dBH8ogp9fPhosA2TwHPY29yKDNyLLapJFcwaVxp9cOBl1zb2IisBvXjuCdncQPMfi3NJs/PPTPvzPey2KYv8r+9tx+4xKdPSH0OkVsHH3MUwflY8/vN2EPy86X7WRtSTbhlcPnVCI2ayZPxGFDh69/tjJ1xv3NMuiQDWj8lE1zBn3mhUzq/DCBy3IsZrAgEFrrx8/nzEatw48Z/DzeHhHAx6YNyHuXkpzLKgscODm6jIYmNiGzJ+/+BFqa8rR2udXbDirrS7H20c6MGNsEW54+n0EwyJqa8rw5JANGYO2hor9DYosDb732upytPX5VT+X0YUZ+PX2Q4pkZ+u+NqyYVYWVW+sVxRI9Niz5hQiyrCbMnVQsiyK+sLcVASGquS0ivTEwDO76j9Ho8ITk02nyHGbdNm0aWQZ3Xl6JLp8g28uxmWiTKJE0nlAUv3uzUTHO/e7NRtyjo0BJjt0EbyiMscVO3HPFWHza48fmulb0+gUsqSnH8Cwrljz7z7iEbPF0F/IcZjz02hE8/p+TcaDNDVeeHfdtPyQL2K2ZPxGjChzo9QvyuMowQEWBQ94UNRjzDQzQ2uvHw883YNPiC3CwvV+2N5RgWESOzYQev4AnFk7G3oGcYeOemBDfzGAYi6e7IEqxz2/jnphQ3YRiJwwsi5aeABgGuGryCAQjIkwGFse6fSjOssDAMPjFjEr8avthpYAvZ0CnN4S2Xj/K8h2QgLgCVjAsoiCDx4n+IG4f0gi2cnYVfnPVBPz0uX2yuPE5IzLxwz9/EJc7PTR/IkIREU1dXvm+a6tjYnsAsHi6C8WZFvAmI37z6mF879wSlGbb4vKOocK/LT1+rJk/EYeP9yMqAk/s+gQ/+FYZ7rx8FEpz7bh7VhXuHjLGDwoHBsMifKGonPcMXvvhHQ145obzkOcwY2SODSzFOYJIilTnKET6UpJtwdXnlyqaj1fMqkJJlkVzWwwDVb9lyG2JJEl0slKuTicrGVjgmvNLVQTUdDFHpDEcwyYYv/VxJpPBAN7IyvMalomJmJvIeYlkYaBar4JOY7gkqecMBJEsPMeoNnDqsWHJyDKqMZfmaETSpDjmGqm+QGhEl1dQXZvt8mp/uAAAhKMS1v/fSZF2UQLW/99R3H+lPhv7iPTFwhlUBXytOmz4AABTgsO7TCTmQySJT4ji8bdOrgUDwONvNeLXc8frYo8zqufWJERFJEsq5/yJ1tLoYAwiWdyBqCz8B8T6HZZvqf9Czcenoz8Qxab3m3H/vAkICBFYTUY8824TllwyShd7RPqS6j5EnjOqNuo/c4M+vxUifRElSXUMFyV9NjhHE9iL6mSPSF9SGQep15zQiv6geq+5XodhUs8joRXuQBhC5ORYzTCAEJHQHwjrYo9LEHc58l0iSYysAe8f7cQfrz8XXd4Qcu1mvPRBC1y5I3WxR/UxQiu8oYi8PgCc3A/05MLJmtuifIHQkk6PgFf2tytqrb/f9QnK8uya26J5GqEVfkHEc3UtcWsEt+i0RkC+S2hFXyCs6ru1NRW62KOcgdAKi8mITXVKzaFNdS26HTBAcZfQinAEqn0FP72sUnNbFHMJrej1h1X1Xnr9Z17XJfG/JPEFQtjxcRfsZiNuuaQcFfkOMNNcAGKN/+3uIERJXZinrS8AXzCCX/x1P4JhEaU5FvzoojIsefZDRVPpht3NsgBgr1+AkWVQnGXF8iFqpXfPqsIDfz+M6aPyFeqiRU4e115Yiv/aUKcQPAhHogiGRext7sE9V4zFXS+dvNaa+RNhYBEnZrN084d4/gcXyo2v7e4g1r/ThGUzx8BgYNDc4497zeO7YoJMJ/qDaOjw4Lm6VtxySbnq5xGKRLFs5his3nZQ8XkMPdH71ksqIEQkNHf74wQV1+5swP3zJsjiDgASfvZDRRh4jsXk0izU1pTJ4kgA4hp8a6vLsf6dT7By9liEoyKeXDgZ3V4B+RlmeEMRxea34iwLKgsyvrB/nUqWjcO1F5bGNR5nWumnSyRHp1eALxRVnE5z6yUV6PTps1mp2ycgEBbj7HXrZI9IXwJCBM3dAYWKduxxfURQRVGC1cSitTeCO//6T9l/l80cg/5AGBt2N+PWBONaSbYVoiThSIcXh9r7UZJjUx1b//rDC7Fq9lgs33IAj77RCJ5jcf+V4/Hwgolo6vIpYv6tl1TIwsDiwNq+mkBMjt2M5VvqkWU1xY0buQ4z4BUUG77unzceXV5BsSmrtrocuz6OieoOff09V4zF4/85Cb5QFN5gBF2+ELZ+1IYs+1mISsCP/vKB4n6ffveYLFRsMrBxi2MrttRj/XVT8Nv5ExEWJbBMLGaofab9gTD+/I9mTKvIx88vr8SRE15Z1LDIySMqAmbOgE97fBAiEh7e0YBfXjE2YS7AcyyGZVoU3wsArNxaj8XTXWju9mHbvs+weLoLJdlWHHcHZXs8x6InwX1KkODSYdGEIL4OdPpSm6MQ6UswLMoC7UP/rceGpa4EuXUX+S2RJBKiqhvlJUafE3DtZiOKnLyinlHk5GE3U42BSI6uBON3l1+fOBgIh+HgOUWcdfAcAjqdQkakL33+sGq9qu8LLLCcjkS/FaqPEcliMhhQeMoYXujkYTJoL+YTiERUY24wQgcSEcmR6pib6jUQIn0ZNrDWfurabJGT18VefzCMBVNK4k7c7Q/q81sh0hd3UIDZoBTwNRtY3XzJL4ThMBvx4LwJ8AkR2ExGsEzscEOCSAZPKKIaB70hfXyJN6rn1rxRH6FMIn1J5Zy/m+oLhEac8IRU+x06PCFd7EWlKKorCxUHd9VWlyMq6rMGQqQvqe5D7PGr/1Z6dVoDIdIXvxBRHcP9OvU9BoWoqr0gHTZPJEm3Tz0Odvu0zxmo15zQCn+CXnO9alW0JkFoRQZvxA3fHBl3qIuD16eXq9OrHnfJd4lkMRmBc8/Kw41Pvy/70uo5Y2Hm9LFH9TFCK/xCVDXXDQja16tojwShJRkWI+ZNLkZjh0cWKZk3uRgZOuwxp3kaoRVhUX2NICLqU6si3yW0QpREVd/V61AXyhkIrfAJEdxSU4Gj3T6IEmBkgVtqKuDTqT5GcZfQilBEPWcQdNi7QDGX0AqeY1GaY5EPfgeArfvawHPsGV/zzF/5NeXjDh/a+gJYua0eohgTvFm3sxF/eLsJCy8oRZGTh2FAXGYoPMeipccPfziKLKsJADBz/HB5gzdw8rSIq6YUy6+554qx8IaiiEajeHLhZDxy9URsuPE8PL+3BR+19eOFva2orS6X7V01pThOZGfl1noUZPAozbGgMNOKHm8If1p0Pv5y0/n406LzYTUx6PCEsGLmaDxy9TlYemkFbq4uQ0W+Hb3+MDItRjy5cDLWfm8iHrxqAja914If/+UDtPX5cUtNBZ658Vw8vGACnlg4Gf9vugvvH+vBsW4/AOCOGaPgyrUl/DzW7WzE4ukuPPy9ifjlFePiPo+HXj+CuZOKE4r6BYVI3ONqtgbFVgeD/SM7jmB4pgXr32lCuzuIXr+Aggwzfjt/Ih675hxs+q8LcN5ZWbh/3kRML89DTWUBirOsKMrkUeS04OLyfNRU5mPcsAzUVObj8qoiGI3a/5wYiVE9UYQBqccSyZFp5fDQ60fifl+ZvD6rK06Luj2nTvaI9MXOG1Xjut2szwaMo10+9PjCuHNAqBeI+e/qbQdRnGWFychgeJZF9Z7yHWb0+kK454qxsJkNMBtjmwIfufoc3Dd3HG7/dkzI75NOPx59swGLprpwc3UZFk114TevfQyWiY/5D71+BP/9ndEYlmmBgYklfkPH/cFc4bGB6133jZGYOMKJ9ddNwWPXTMJj10yCPxSBhTPgwXkTUFsTs9fS7Y8bc9fubMBN08+OO7X1kZ0NaOsL4qfP7cMdL+7HIzsb8d1JI3C8L6B6v3MnFctCxa19ftXx+7g7iKYuH25/fh9+/Jd/4tMev3qu0BvAR239WP9OE1iGkcftIiePhReUYv07TVjy7Id4ZGcjFl5QiiyrCbl2s+q1bCYDVs8ZC0kSVe9JlIA1rx3BtIp8rN3RiLteOgAhKsrCf/ddOR7N3b4E370+Gz8J4utAZoKcQa8chUhfjverNx+f6Ne++TjVuTWRvjAwyCePD+aFv3uzEYxO5TohIuH25z/C2h2NWLezEWt3NOL25z9SnCBNEP8KqY6DLGPAb3ccQXQgzEdF4Lc7joBlqLRNJEei3NNp0cd3sxL9VqyUMxDJ0R+M4M97jqEs34ERmRaU5zvw5z3H0B/UviHDwBjw53+cYusfxyjmEkmT6jUCmqcRWhEWRdW12YhOAiVOCxdXk1+7s0G3/IRIX4wsiz++e1Qxb/rju0dhYPUZw42sAX/8vyaIACABEoA//l+TbvaI9CUzxXHQE4zgt6+fUmN4/Qg8OuTWRHqTyjk/9d8QWlGYod5Lke8w62LPZlKP8TYTHUhEJEcGrx4HM3SKgzk29d9Kts2kiz0ifeE5o6rv8pw+fY+J7VHcJZIjL0H/ZZ5d+5yBcl1CKxKP3/rkurQmQWiFgWVl4T8g5ktrXjuiW52VfJfQioAgYdnLBxS+tOzlAwgI+vQhUs5AaEW+Qz1nyLVrP+enPRKElpgMLHxCTKRk3c5GPLGrCT4hCpMOOUOqa3FE+mJPuEagjy+R7xJaker1LcoZCK1w8hw6vSFFvtDpDek2b6K4S2iF1WRUjbsWHeIuxVxCK7KsHH7wrTKsf6dJ1pv7wbfKkPkFeh5pRfdfQBQlHOv2odMTBAMGUVHCbZdV4sFXD8cFkcXTXRiZa8OqOWOxfKCQOSg4t3FPM3r9AhZNdeHRNxrBMOqCdsWZFjx41XgUOXkc7fTCZDSg0xtGa18vtn3Uhv+aehbmTynFgc8OoN0dxKa6Fjz6/UnwBsMwsKzqNYWoiB9ML5MVT6eUOjH/3FLFPa6YWYUHXz2M5u4AeI7FytlVaO7ygmFZLN64V37ef39nNEIREYs37kWW1YSrphRjRJYVdgPgPUXpdNnMMfAJEdw/bzwaO7wwsixceTZIkoSWnphA4NodjbI9tXtnGMiCikP/znMsSnJsisdf2NuKJTXl8qaMweuelWtFRYEDGbwRvX4B13/DBRvPYtPiC+AXorCaDAhHRWTbzBiZYwPLxovrufLscOXZ5X9PGJGFCSO+gGP9C/T4BdXPhE4RJZLFEwwjy2rC3EnFsnrsC3tb4QmFdbHX4xdU7ZHvEsliYBjc/u1ReODvH8tx/fZvj4JBJU5rQXOPD57gSWHZIicv+zHDAD+9bBSyrFzcWLNs5hi0dPvAm4ywcQx8QcA38Pu6fYja+NJLKxAVRfUTJsPqp0gd6/bBwRtQnu/A984twbPvt2DRVBcMLDCmKANmjkVdsxt1zW4AwI8vjiWLwbCIm6vLsG5nI4qcPG6pKcfaHTGbN1eXqdqSJCnu8Znjh2P1toNxYogPzJugeo2KAjvWLjgHBgPQ7g6ojt8WzqCYjG2uix+/l9SUY8PuZjmPeubdJjm/mjupWPH6LKsJwUgUt1xSDovJgDsvr8S9rxxWXMuVZ4fJANh5DuuuPge+UARdvhD+tKcFvX4BknQy7xh8L+OGO/Hs4vOR7+DR7Qvh168cRm11uWyb51jc+91xGJljS8LLCIIYSqKcoS9AOQORHIMNGaeOObk6bFgivyW0ossbUgjvMUxMoK/Lq71oJQB0ekOqvtupkz0ifUl1jcEdCKv+VvoD+tgj0hd3QN139fKl/hTbI9KXSIJTcKNR8fNfnCShSBQzxg5T2LrtslG6nJ5HpDcJY2BQnxjoCYZVa5V65SdE+tLjC6Mi346bpp+NQCgCq9mI3+/6BL0+fUShenwJ1tPoJFEiSWwmI753bkncOotNJ1GJQDiKuZOK0djhgSjF+jnmTipGKEw5A5EcfQl6Yvp06ivwhiKorsjFtPJcdHqCyHfw8AdD8IXId4nkSJh/6pDvUv8NoRVRUcKdl1eiyyfI43eOzQRR0mdjfm9C36V5GpEcCdckdKoxeEPhuN6g2upyuQ+MIP5VPMGIuu8GdKox+NXXgilnIJKFYYC7Z1Xh7q31chy8e1YV9GjZTZjrUv8NkSRCNKragxyO6jPfT3XPBJG+dHrUx2+9esfIdwmt6PKq13W7vPqM4VQfI7QiHBVV62N6HARHveaElnhCEXkv4aA/Pft+C6qGZWhvK8W1OCJ96fap5ws9OvXDkO8SWtGdoJerWyffpZyB0IpAOKp6wMD666boYo/iLqEVqcwZKOYSWuEXRDz+VqNijvb4W424/8oJZ3xNEv/7HERRwisH2nH/3w9jwZSSuIaOjXua0e4OAogFkdGFGdj8fgsAYP11U9DaE5A3BQw+jxmy+KkmTlDg5LH85QNYPWcsHn2zCXMnFcNsZFFZ6ICDL8GwTCt6fEFsuPE8dHhCECWgrdePe185jCcXTla9Zr6Dx+3Pvyc/fu03XPLmrcF7X7mtXhYmDIZF/O7NRqyeMxZ1zb24aZoL9a19+O7kERBFCVkGBheelY1zz8qRP5PamjJZ+G/wmqu3HcTSS8rhtJoUooC11eXYXPcpFl5QKn+GVpNR9d5ZBijJscaJPy29tAKNJ/oVjTa9fgHDM3n8dv5EuINh2ExGsAxw//bD+ElNOZw8h4AQRaGTR1WRE0bjv/fJ81lWk+pnkmmhU0SJ5MiymnDthaVxi9pZVn18qcBuVrWn12nRRPpiMrI4K9eKJxdORo8vjGwbh4gowqRT/LaZjDBzLHiORZbVhIUXlCrG/iU15ci1m/DK/nY5IZMkYN3ORlw5uRh/ePsw1l83BYdO+NDtF+LGxTWvHcG675+D2poyiAP904MLjwaWUY35rjw7DrZ7YBjIH267rBL+UASd3hBWbj2In15WId/v3EnFKM2x4qZpLrywtxWWgffS7g7i074ASnMsmDl+OEYVOBS2ipw8rppSDJOBxZKaMmyua5XzFgOrLlYcECLgOVaxEdLGGxEUwijIMONEfxD/n707j5OjrvM//q6+z7knBwlJmGRCyAQSICAqoiaI4IaACHgtroobdcVEWRQviAmuuwrCwoKLrq4ruD9FgdXAuoocii6wGtAA4UhCICEh52TOvo/6/dHpZnqmOkmHqsnU8Ho+Hv1Ipo/6frvnM9/+1Le+9amTpjXrm++ZJ4/hVWL/4/792xu6zR19ad326Bbd+tcn64mtPQp4PfIa0hfOPlYt0aCSubxOnDZHplnUpad3aFpzuKrvw39PVy+Zqxvfd6Je3DuogXRBtz26RR958wy1xQJ6budg1dh0+TtmK+j16NaHNyvk96i8rj3k92hCLKjjpzZVigL3JLO6/bEtld+9x5BOmtZkWTQYwKGplTM4cbVojG8NYa9WL+3S1WteXXy8emmXGsP2n+BM3MIukxtC+sibZ1QOsJRzk8kNIUfaawr79Mm3dlQtXPrkWzvUGGZ6EPUZ7TmGyQ0hy9id6NDfCsav5ujoxm5L1G/ZXkuUK4OhPmGf9RXtfvDhU2xvKxrw6br7nq9q67r7ntftHz3V9rYwvjVFfJZjYFPEmTEwHvJbzq3GuRoj6tQW8+uDp02vKoK6ammXWmPO7DdNjHM8DfboTmQV8Xu17IwOFc3S8YuI36tuh058awz59WxqoGoNyIrFnTpuEuMu6tMatb6oS0vUmXFwemtYA+lmffgHf6zE7jXnzdO0VuYYUJ9aa9wiDlx5nPU3sEsim1cqV6z6/v7smbOVyDpThKohZH1MIh5ypjgxxq+WGvO6LVFn5nVDfq/uWLu1al3YHWu36uvvPt6R9jB+tdaI3daYM7E7KR6ybG8iOQPq1J/OySNT1104X4lsXtGAT8lMTn0OnLRZM9dl/Q3qNJAu6H+e2qFvXji/6qIus9pjjrQ32msmMH4111hT4NTxNGIXdomHrOfG4iGHjqcxPwabDGbyMozqc38Mw9CgA/NjrDWHnYqmqY++6Rh1J1+da/3om46R6cCFXUZ7Lg7jV7TWsbSgM/kCsQu7NEVGdz+NnAF2qXVBosG0M8eCGXdhl1jQV6l9UY7de9ZtV8yBnIExF3YZyOQs68+9lousjO3KZ2PApt39+vufrdOSE6ZYnlx1wUlTK88tFddJaemCKXr7nAm69IdrdeXdT+lzd67T2fMma3JjqFLMTioNOquWdink91Re/9Vzu7Rlb0KXvb1T4YBXH3nzDH3/D5t1/W826HN3rlOxKK26d712D+T0uTvXqTHk1+fvXKfd+6+asnHXoJYv6qza5vJFnepNVVc8TWXyIwr5NEcCmjMprssWzdIXzjlWl5w2Q8tuf1w3PbBJ3/v9Zp1z/GR9677n9Jk7/qIrfrZOf/3GGVWfSdG0Lg40uSmilfsLMAz97Mqf6QUnTVXI79G2nuSIvq8+b55O62hRNldQU8SvZWd06LJFs7TsjA5NaQprwbRmnXJMs+7429N0ywdP1LIzOvS937+oZ3b2K+z3anJTSEc1hfTNCxfoLbMmaP60Zr1z3mTNP7p5zBf+k6RkNq+VS6pjZOWSLiVzziRaGL/SuUIlESn9XNz/szNXtEvWaC/lUHsYvzySdvVntez2x/WZO/6iZbc/rl39WccSmIkNQRmSvnb+8bpo4dQR3/03PrBRmVxRb5szQbc8tEk3P7hJtzy0ST3JrMz934M9yZyKpvX3YnMkoD0DpaKANz9Y+n69bNEsffeSk/XgMzu1elhesHxRp77xq2fVEgmoP1P6u/r0j/+sK+9+Stfdt0E9yayObo7oS+fM0YfeOF3f/8Nmff7OJyvbbY8FdNWSuZreGtaEWEB/97ZZ+v4fNuvrv3xWKxaXvnMnN5YW/n334c365H8+oe88vFkfeuP0St5y3KSGSp/KysUGVy+dq/e/oXQi5JV3P6UrfrZORdOjK+96Uit+sk4f/9HjSueka+97rvJ4byqvvnRO01vD+tTbZ+myRaVbwGfoia09uumBTbruvg36wSNb9EpfWn97+1p9/PYn9JH/+JOS2aK+/4fNerk3VenTBSeN/D2tvvcZrX+lT8WidPcTpeKKnRPj2tWfGTE2Xf+bDWpvCCrgM7RicafufmJb5bNffsef9av1O1UsmprRGtX1Fy9QTzKrWx4q/e7mTGrQtJaoQ9EIvD6kyBlgk0SmoPuf3aHvXHKy/vm9C/TdS07W/c/uUCJjfywRt7BL0ZTllZWK9q/FkCQFfV4lsoVKLvqdhzcrkS0o5ONEO9RntOcYTNO0jF05sHAJ41umRuxm8s7EbqEoy/YK9l8sGuPcoMXxnHSuqETG/uMEvcmcZVu9Sa7EiPqYpmE5Bjr19Z3I5iyPjyYdKmKB8cwz4rj2yjXr5dSyCuYYYJeGkE///siLlVyzUJT+/ZEXHTvRLpG1jt1ElthFfUyZlWOWkiqLKiVnkoZEuqCrfvF0Vexe9YunlUgTu6hPKpe3zD9TDqznIl+AXeJBv264v/qYxA33b1A86MzJShyTgF1G+5hE0OvR+06Zpu//oRS73//DZr3vlGkKumC9McaW0Y5dcgbYJRrw6ep7ntFlP/6zrrzrKV324z/r6nueUdSBQtfELezSFgvonOMnV9Yyf+7OdTrn+MmOFVwd7TEe45fP47GMJZ/HmdyT2IVdIgGv5bxuJODMPj85A+zSEgloMJOvmq8azOTVErY/ZyBuYaeGkF/JXPVcazJXcOSCmOQLsEtjxGeZLzQ4tIaB2IVdvIb1ukfvsALCdiFngF0mNQQrNQbKtQs+9MbpmtjgTFEzxl3YJR7y6hNvnVUVu5946yxHLirImAu7NIb8lvXnGl/DPpozWfI4kc0WtHsgq7972yzNO6pBd0cC2tGXrjyezhU1vSWsyxbNkteQ2uNBtcdDWv9KX+UKqeXn3fTgRi07o0PRgE9F09TyxbM0a0Jc//X4y/rmhfOVzuY1rTWiHX1pffWe0gkFyxfPGrGdO9Zu1d+fNUebdg/oirPm6MYHntc/vPt4be1OKOT3qCeV0z3rto+46uR1F87X9NawtnSnJEkN4eqq6eXCP5+7c92QtquD7eo163Xp6R265aFNSueKWretd8RJYFaV2JM1TkwzjNK/Xo+0fFGnbnt0iwI+Q9ddOF/5oql9iYwyuYI++h9rS591a1jXnHe8/F5DExtCmtEalcfzarJ8fLFJx01q0JtmtmpCfOTjbhQJ+HTrw+urfp+3PrxJ175n/pHuGlymv0bF7n6HKnb3p6z/7vtSnGiH+iRzRd36u02VcVCSbv3dJv3TBSc40t60lqg27x1US9SnWLDBMo7TuaKmtUQq33nTW8O68uzjtGn3oFYsnqUJ8aA27hqQNPJ78aKFU7XqnuoTB6+59xktO6NDJx/TqhntkdKVJ7N5RQKlK09u6U4pGvLpnnXbtXxRZ1UV6K+dP0+9yaz603ndvP/7eeh2b/7ASdqXSGvZGTO1qz9dySt29KV126NbtOyMDi2c3qxltz8+YmflBx8+RV6PoTvXbtHKc7sq/S6fuPAvD27Ul951nB7Z3K2PvaVDUmlcuXrN01X5wvCfV65Zr5vfd6L+7m2zKidRhvwerV7apf95akfls7rgpKkjdqKu+e9ndNWSufqvJ17WVUvm6pp7n6nkE8N/T0VTlfwr5PPqq2ue1t+9dZblWPjczgEtXzxbExsCumjhVBWK0u2PbdGOvrQu/+lfNGf5W9TRHtPZXZM0Z/lbtHsgPW5yDeBIG+0cBeNXOpfXOfOm6PEtPaUr2u2Vzpk3RRkHJt+IW9hlz2DGMo/ZO5hxpL2BTF4/+dPWqtz6J3/aqq6jGhxpD+NXf9p6n9+xOQZiFzbpG+X5qp39GcucYWe/M+M8xq/GsN/y2Etj2P4FnLFQjavnObToDuPXzn7rXHeXQ2Og1/Dowed2luZWM3lFgj798JHNmjeFfAH12TNgHbt7HNpPG+3cGuNXyO/Vl941R7m8lMjkFQ35dMLUOQo7VFxnMFPjatEOFCfG+LazP6PbHt1StSbmtke3aFpLxJH29gxmLWN3z2DWkfYwfjWFA7pj7dYR6/Ouv2iB7W2RL8Auewat56qcynVrHZOYx7wu6jTa42B3Iqc/bu7Wdy45Wb2JnJqifv3HH17UrPaYI+1h/Br1NbusY4BN+lN5zZ4Q08fOmFmZa/23h19QvwPH08h1YZdUrmCZe86f2uhIe4y5sMu+RNZyHOxJODNXRezCLn3prNpiAV134XwlsnlFAz6lcnn1p525qCA5A+ySyFrnDMdPsT9nIG5hp8FRXENLvgC7FAum2uPV+UI6n5dZdOYicMQu7NIzyhfQJmeAXWrlusyPYazL5s0RdTdW3bNet3/0VNvbYsyFXZxYf8PZOhaKRVNb9yX0p5d6Kld8Dvk9umrJXA2kc/rhI6ViMAunN2pSY0imKUVDPnkNyTRLxWas/uinNIb1n/+3RW+ZPUGGIRmSnts1qOU//rMk6eb3n6gv3v1U5bXDtzO5MaT3Lpymz+8v0Fe5anAmp5Dfq3949zzt7s/o04s69fK+pH66dpt6klktX9SpK+5cpyvOOlbNkYC6E1m1x4O68X0LtP6VfhVNac6kuK799XM12y6/h6GFqYtmdVGjux7fphWLOyuFesr925vIWJ6YZu5//ewJcf3DL59VTzKra86fp6ObwxrM5nRUU0j96Zxu/+ipyhVMTWo8cJEdj8dQR3tMHeNokU1fMqfGkF/HTopXDqD/foNffSlndhIwfrXE/PrQG6dX/X2uWNyp5qgzV29ujwcs/+7bHLqCHsavwUxeHzh1euXq4yG/R589c7ZjJw95PIZiQb/SuYICQeuitpGAV5GAR59/57Ga2hJRXzKny3/6l0r/prVGNaUxpHS+OOJ7cXpLVOlcUZMbQ1UJXSTg1TX3PqPbLz1VHkkype09Sb3npKnqS7+osN+jK846Vtt6Ulp1bpeiIZ/iIZ9S2bxyRVMBr8dyu5t3D+j4qY36y8t96miL6WNv6dBdj2/Tjr60dvSlddMDm/SN9xxvmWA+urlbYb9Xp8+eqHQ2r2VndGhKU1h7BjIyDOldJ0zWyz2pSkHB8vf+7Y9tqcoXhucP6VxRuaKpb/+2uljh1WvW67oL5+uhDXslSYYhy355ZOq9p0zXzQ9t1KWnd2jOpHjNPKOcf/3zAxu1oy+t5ljAciyUpC//11O6+QMn6Wdrt40o9rx7IK0ZrVG91J3Qrv60ZRFiAIdntHMUjF9hv187+weqvpdWLO505CRR4hZ2iQS8lsV1wg5dATdfLOq9C6dVFZNevqhThWLx4C8Ghhh+URGplIM7dTXGomkdu0XTmQUgGL9aYtbzVS1RZ+arjmoKWeYMRzWGHGkP41dfOqcvnj1H3clsqdC1UboaeZ8DC+dzhYI++dZZlYtUhfweffXcLuWLXNEO9ZkQD1qOue1xZ64i2hj266Jhx1BXLe16TVfQw+tTLGid68aCzuS6tXLrOEVXUad8saC+ZEFXr3l1fcvqpfPUFnPmO7w5yvwY7NEWC6gnmdUtD22q3OfkfhqxC7t4DOnTizr1lZ+/Ou5+7fx58nrsb4t8AXaZGA/qI2+eoet/8+r6m8vfMVsTHNpPK5pFXXLaDF133/OV9q4461gVmNdFnUZ7HGyJ+vTBN06XIclUaZ33B984XU1hxl3UZ7TXFbCOAXZpifr1kdOP0abdA5VjEh85/Ri1xOyPpdE+7ozxK1coWOae2YIz62EYc2GXkN9jOQ4G/Q5MMIjYhX1iQZ/6U3ltGJIvdLRHFQ06s+6RnAF2yeQLluenZQv2H09jXhd2KtSYay06UESNfAF22ZPIKpUtauu+V/OFtlhQe5POFLomdmGXSMCrs+a26YOnHaOeRE4tUb9+9NiLjp3jQ64Lu9TKdTN5Z9aO1Rp3Wxh3UafdA9ZF1HYP2H8RQ/bTYJdJDSHL9TeT4od/rpgzM8IuViya+tX6nXqpO1Ep/CeVCr9cc+8zSmYLuuS06TprbpsuXjhNy25/XFfe/ZSu+Nk69afzmtQQVmvUr9CwyfaQ36OBTE5nz5us7/9hs25+cJM+d+c6ffhNMzS5MVQqUqORBfeGbueCk6ZWTnIt9+mmBzdqclNYkpTJFXXjAxv1rfs2yJT0+bOP1Q3vXaBfPb1D2bypbT0pfey2tVrxk7/o73+2Tn3JnL77cKkvV/xsnd67cJomDznx0Oo9DF17dc+67fqHdx9feV5PMqtowKsvn3Oc/vm9C7TsjA7d/tgW/XTty1p5blfleeUTdO99crs+e+ZsvdKb1BfPmaOfLjtN754/RfOnNevNsybo1GNadeZxk3TKMa1606w2dbTHXndFdlqifn3wtOn6/J3rdOXdT+lzd67TB0+bTuKDuvkMTyWBlkrjx40PbJTf48zXQHPEq2vOm1f1d3/NefPUHHVmBxfjV0skUNnZlEqxe8P9G9Qcca6QZPdgVpGAR72pvFYs7qyK48+981j5fYa6Exk1RgJ6envfiHzhy//1lCY1hdXRHtPcyXF9+wMn6doLT9A/X7xA/emspreGdclp0yv5wPd+v1nxkF+zJ8S0Ydegrtg/5v/zAxuVKRR1zXnzlEjnlMgUdOMDG3Xl3U/p2l8/p1S2oA27Etq2L6n5Rzdq4fRGXbVkbuWEgnvWbdekprBe6cvoxgc26jN3/EXf+/1mXbZolk6Y0lB5T02RUkG8of350BunK+z36sYHNmrT7kH1JnMqFCWvx9DMCTH95E9bNZAujHjvNz24URctnFqVLwzPH0J+j57d2T8i70jniirKVMjv0eTGkE6Y0qjLFs0a0a+O9piu+sXT2tKd0i0PbdI//PezI35Pyxd16u4ntink92hrT0o7+tKlHbCgz3IsLBRNpXNFPbmtVxctnFoVDyG/R+2xkH61fqfeddPv9f5/+z+966bf61frdzpyoAR4vRntHAXjVyKbt4ylRNb+gsHELezSEPLpM2fOruRvXkP6zJmzHZs0jgf9lvNKsSBzDKhPc8Q/Yq5v5bldaoo4E0uxWrEb4AAL6tMU9mr10ur5qtVL56kp4sx8lc8jy5zBR8qAOrVFA8oUipXjOd95eLMyhaJaHZgfiwb8lcJ/Uiluv3rPekX85AuoTzzk1eqlXcPG3C7FQg4dIzBNrVxTHbsr16xX6TR94NA1hHwj5ptXLO5Ug0PF/2rl1i0O5dYYvwpFo1L4TypfdOlpFYrOrK/we5gfgz1iQZ++8Z7jtXzxLF22aJZWLJ6lb7zneMfmxwLeGrHrRMU2jGsejyG/19CyMzp02aJZWnZGh/xew5F1bU3h0Z2Lw3hmVBYeS6Ux8PrfbJAhZ/KFhlCgcjJqub3r7ntecYq0o06NNcbBxrAzsRTy+7RvMKtltz+uz9zxFy27/XHtG8wq5OeYBOoz2usKWMcAu3gMQzv70lXHJHb2peVxIGdoGuXjzhi/4sEauadD62EYc2GXxlCNXNeh/SZiF3bxGh7t6s9U5Qu7+jPyGs7EUq35sUZyBtSpKWx9flpDyP71N8zrwk4151odmB8jX4BdWqMBpXKFqnwhlSuoJezMOcHELuzSHvfrzOOO0seHHCM487ij1B536KIu0Rprx6gjgjrFg37LXNep88Vqjbs+xl3UaWpT2LLGxdT9NbTsxH4a7GKaslx/81rOWmA1whD5fFF/2dYrr0fK5osjCvGlc0UVTemmBzfqhx85VX/zgz+OOInkhosXqC0W0uXvmF1VpXHF4k5Na4lq+U/+POJLc8XiTpmmtLs/remtYS05YYoMQ2oO+/WPFxyvL979lNK5oryekcUB07miEpmCUrlSQaDmSECXnDa9ckJsyO/RVUvmqi0W1IohbS85YYquHnYSzE0PbtSlp3foloc26a7Ht2nF4s6qarurlnbp278tXW075PfoE2fM0r1/2a5LT++Q1yPNndSgbKGoz9/1pGZPiGn54k7NbI/phT2D+vH/bdGyMzrUOSGmgNerbT1Jfe6sOQr4PZrZFtMxbdHXXWG/Q2HKsDxZ6UeXvuEI9wxus3cwazl+7B105koJ/amiDMPUdRfOVyKbVzTgUzqf10DKmSvoYfzqTmQsY3dfwpnYlaQJ8aAy+YKu+Nk6NUcCuvT0DhmG5DGkOZPiuvNPL+vcE6fqkz96XJ85s7PyuFSqJr6jL60/vtSj7/1+s1Ys7tRtj25RTzKr6y+er6ZIQF84+zh99qd/GVFg+LoL5+uKO9eNSPS+ddF8JbMFvdKf0cfe0qFY0CtDhj5zx18q39HXXniC3v+GGbr8p6/et3xRp7b3pEbsQF9z7zO6/uIF+savntWyM2Zqe0/Scif7srfPUjpX1LSWSCkJvf/pqm17auQlM9tjuv43z0t6tZDCLb/dWPl55bldyuUL2pvI6kvvOk5f/+WzleJ87bGg/vNjp+r5nYN6+pU+fffhzSP69d1LTq5qd0dfWrc9ukXfumi+coWiNu9N6PbHSp95+fMP+T36+ruP167+tGWf0/nS+wr7vTpucoOWL56lolkqoHjl2cfJ61Hlsy2/5vKf/kVzlr9FHe0x22IPeD0a7RwF41cqV7CMpVTW/vyTuIWdyovmh84fHdMacaStnqR17PYkc460h/FrMF3Qrb/bVNkXMk3p1t9t0nUXznekvZ5EjtiFLfpSBd3y241VsXvLbzfqWodid2e/9ZzGrgFyBtQnWzAtDw7e9tFTbW+rO2GdL3Q7OBeH8SmRLej+Z3foO5ecrN5kTk0Rv/7zsRd1TFvUkfZ2DTDmwh6mpHjIp2VndKholo4LxEM+x8pIJjJFy9z6WxctcKhFjFe7a4yDexy4Aq4k7R20bo/5MdQrkclr72C2an7sc+88VpMa7L+oi1R7breb2EWdUtmirrzrqap4Cvk9+uFH7N9PS2bJF2CPmvnCoDP5wp4a+QJjLuqVzIzuMYlkpjBibfXVa9brNgfGeIxvo72ugHUMsMtAxvrim12XnGx7W7XG+G9d5MwYj/Frb4215k4d32LMhV0Kpmk5Dt5w8QJH2iN2YZdUrmC5huH7f7PQkfaSWXIG2GM0z08jbmGnWsdmnZhrJV+AXUY7X2ANA+zSlyxYXnzTqWMEg2mOBcMeo73+m3EXdskWipbHJBZOb7a9LdbfwC5OrL+h+N9++XxR9zz5ir74X0+pORLQl//qOIX8nhGL9Eyz9KHX+mVk80VdefeTWrG4s+qP/rZHt+jL7zrO8jUzWqP6199u0mfPmq1PvHWWVt2zvrKodeW5XbrxfSfqxb0JHTc5XikOGA95NaUpoi3dCXk8hiIBr9K5oi44aWql8F95++WCQkPbNgzrgj3li1n3JLOKBry64qzZagoHtLUnqV89tUOfO2uOCqap1mhA/3z/81q7pU+PvrhPXzt/nqa2hDWrNabpy07Tzr602uNBnd4e1/OtEXVNbtCkxpCOm9igbX0pNUZ8mhAPaUYrRf8OpNYiuL0OLbrD+BX2ey3HtLDf60h7A5m8vvLz9SPa+64Diz8wvoVqxG7Q71z1d5/X0O6BvNK5onb0pXXLQ5sqj/3rB0/SL9fv0qLjJqk5ElA85Nc/3/9qodzlizp1x9qtlXzhxgdKRQQMSVu6S0X2/u5tsyzH9oJpWt7v8xjy+byVk16WL541oijext2DI+676cGNWnVul+U2n9vZr6+/+3jd8Jvn9d5Tph+wIF7I5x1RlPCmB0vvy+p3M5jOadXSeepLZTUxHtIzO/r1d2+dpUjQp209Sd36u006b8EU3fTApqrP7BNnzNK37ntOF548Td95+AWdO3+KZb8GM3mF/B41RwK64KSpMgzJa5SuchHweRQN+BR4g0cz22Pyegx9+a+OU2PYr9sf3azZk5os++wxpC+ePUeZQlGf+NHjld/nP7z7eJ157AQ9/nKPZV92D6RdVfzv2WfWa/H577d8bHJbo370vVtHuUfA6OcoGL8aQj7LWIqH7I8l4hZ2GcwULCeoj5/izEHteNhf4++E6UHUZ2d/Rlu6U1X7SuX7nRCrMcbHiF3UaVeN2N3tUOzWyhmcnNPA+NRdq0CJAwsyyHVhl55ETvc9s1f3PbO36v4LT57uSHthv3W+QOyiXtt7U7rloRcqc8+FonTLQy/oK0uO0wLZv5ho94B1fuJUwTaMXxPjQctxcEI86Eh7R+L4HcanbMHUtb9+vmp+7NpfP69/+5Az82Pku7DLaBZdJV+AXeK15lmDzsyzMjcGu+wdzFqOg3sdOllp92Cmak2SVLoY7G7W7KJOo517kuvCLulcwXIcHJ7/2mHPgPUYv4eLuqBOo517MubCLt0J63HQqRPziV3YJZHJW+YLiUzBkfbIGWCX0Ty+RdzCTqOZ75IvwC6jnS+wdgx22TVgfYxgl0PHZjkWDLvEgqN9LJhxF/bY2V/j4u8OnOPDmAu7OLH+hpU0ktLpvJ5+pbdS+O+S06br2l8/p+WLOhXavwNcLk5z9xPbKoukQ8N2jkN+j5qifqVzRaVyBd3y0Cbd/OAm3fLQJvUks2qNBSxfEw169flzZivi91UK/0mlQWnVPesVDXjVGg3oXx7YoE+cMUv3PrldxaL0uTvX6br7NuiKn61TPOTX9NZwzaJ+iWzesu3hP586o0XXXXiCVizulGlK1923Qd/6zQZJ0vknTdXLPUn90/88py///CktX3ysfvy3b9Avl79FF5w4VfOmNCkU8mn+0c1657zJmn9084ifAwGvOtpjOq2jTR3tMQr/HUQs6NP01rA+9fZZumxR6Ta9NayoQ4kWxq9gwNCKxdVj2orFnQr6nfkbTOUK1sXEsvYv/sD41hDyWcZug4PjYDZfrBSXGKr8nX3z+09Uc8SvixZO1TX3PjOiKN6VZx+nu5/YJklqjgTUFPHL6zF0TFtUzZGAsoWi5bZborXyBJ++8vNXrxZRNEd+1w+9b3JjSJ96+yx97C0dmtwU0vTW8IhtForSYDqv8xZMVXPEb9nunIlxfemcOdrWm7T8e87kC/rsmbNH5Eo3P/SCPvGjxxX2+/TC3oS++evndeXdT+lzd66TaUrZvKmi+ep2bnpwo/7xghOUKxT1N2/qUCqb1+rz5mneUQ2W/drSndQXz56jD71xur7/h826+cFN+s7Dm7W9Ny3DMOTxSF6Pof5UTpl8US/vS+orP39KnROb9PDzu7VySVdVn69aMldhv1dJiyvKfPm/ntKzO/s1sSFk2ZcJ8ZDcJGd61P6u5Za3HXv7jnT38Do12jkKxi+/16PL31H9vXT5O2Yr4LN/2oO4hV0GM/maxY6dkMnlLee6MnlnDqJj/JrcaD0vOqnBmaISRbMwIo9fuaRLRZM5BtSn1px+u0MFURrDfq08d1jsntulprDfkfYwftWap3JiQQa5LuzSHree62yLBRxpj9iFXdrjQfUksyOO87dHnckXGmqM8RRpR708nqJWL63OPVcv7ZLHYzrS3pE4fofxKVFjfizh0PxYrZwhQM6AOk1ssJ5jmODA/Bj5AuwSD/ks56qciiXmxmCXeK1x0KHcc1JDsGpN0vd+v1kfeuN0TXToGAjGr4CvRu7pcyb3HO32MH61x6zHwXYH5nZrjvHkuqjTaOeeHJOAXeIhnxZOb9RN7z9R37jgeP3L+0/UwumNjp2YT74AuzSE/Zb5QkPYoTmGiHXO4FR7GL/iQevjW07MMRC3sFOsVuwG7I8n8gXYpSHs10fePKMqX/jIm2c4Ng76a8Sun9hFnaY2hSxz3SlNzpxH3FQjZ2gkZ0CdfF7rcdDndWYcZP0N7ML6G7hReP8xiOHHJMKvoUD76z4K0+m8NnX3ae9gTulcURecNFU3PbhR6VxRtz+2RZee3iGvR5o9Ia5/+OWz6klmtXxRp6799bNavbRLV68pFesr/zK27E0o5PdowdFNlUqNIb9H15w3T6ZZ1OXvmK3rf7NBzZGALlo4VTPbY4oEvErn89ozaF2V9JXelK5es16Xnt6hVfeW/i33sfyca+59RtdfvEDP7+y3rBC5ZyCj5Ys6K6+7Z932Ef2/5rx5+uf7n9f23owuWjhVM1qjuv2jpypfNDWxIaRpzRFt7UnqxGlNmhAPaUZrlOJ9Dov4PfrEW2dVikKW4ywSoG4n6uM3SonHsjM6VDQlj1E6WOj3OBNLjeFSQdIlJ0ypVLe/Z912NUZe9187qJMhQ9GAtyp2owGvPIZz3z+JbE6RoK/ynV0efy9/x2y9tDeh4yY3aPdARtNaIpbf25t2D2pHX1qTG0sTPX9729rKNlYs7tQfN3frq+d26atDxvavntslwyiOaHPF4k71JLMj2hn+Xe81SveVixiXv+/LJ3fd8ttN2tKdqhR4uWPtVi2a0649gxm90pvSisWduvGBV1+zfFGnrr3vOX3g1OmW7YX8Hm3dl1RbNKDvXHKy/vRSj0I+jwxDes/JUyVJAZ/HsjjisjM6VBjydtK5op7Y0iOPYej7/7tZ7104TR+//XE1RwIj+vW18+fpW/dt0AffME03P7Spattf+fnT+t6HFmrdtj7d9EB11XVJMgzpLbMn6NaHN+nS0zsU9Hk0qz2qXLGoaS0R7epPW/4+t/akdM5Rjbr+4gW6/Kd/qfTl+osXaEZrtN7wAjDMaOcoGL/S+bymtYR13YXzlcjkFQ355PPIkaJmxC3s0hC2vspHg0OTxtGAXw8+t1PfvHC+Utm8IgGffvjIZp0yo9mR9jB++b2eEbl6aXGPM+NgwOvTXU9sHBG7V559nCPtYfwK+QytWtqllUPmxFct7VLIocU9+YKpux7fOiJ2Z58z15H2MH7Fg17LcTcetP/qiH7DYzkXR66LeuUKRX3lr47T7oGMimZp/rI9HlS+6EzxXmIXdklm8/rHdx+vF7sTldid0RpVKudMEarGiPWxCBZwol6Foke3/LZ0/MMwJNOUbvntJl174XxH2jMMw3J+jPUjqNeE/Qs4h8+POVWkvVbOECBnQJ3Cfo/+8YLj9eLeITlDW/Q1LeKspTFMvgB7ZHJF3fq76nzh1t9t0rXvcSZfyBdNy/auv3iBI+1h/IoEvJbjYCRg/9xYWXkeTiqtHbrxgY360aWnOtYexqeQz2u53xT0ORO7tdoLOdQexq90vmA5Di748ELb24qHrHNdpwq8YvzKF2rknhctcKQ91o7BLoZR1EULp+nzd66rWsPg1EVdRjs/wfjlMQzLfOG2jzqz3xT21dgv9BO7qE/5mMDwYwRO1EMhbmEnn8fQpMZQVexOagw5Uswn5Gd+AfbwGkZlDJRK+cL1v9mg2x3MF4hd2KFgmqN6jKBWzhAmZ0CdPB7rXNeppVy15sdYf4N6BfcXrhxxfpoDuW68Ru0Qpy7EgfGrsP8YxIj1N69hve7rOgoHU2k9uzOhgUxODWG/Qv5S0ZpyQrajL61bHioVj/nGBcfrPSdP1UlHN+nLP39aO/rS2jO4Sd+95GT1JHMKeD0aSGV16/++qFVLu/STP76kGy5eoFyxKI8MbetNaltPUgumNer/XfoGvbA3oat+8XTVBL0h03JRazjgUzpXrPRtaB/LysWGogGvVp83T1cP2fbyRZ26/bEtCvgM3XDxAmULRQW9Ht23foeuu3C+TJma1BBSppDXh9/UoUQ2r2jAp0jQo5Ont1Qt0O5oj6mjPTYKvx1IkimjUvhPKv2eV92zXj+69A1HuGdwm72JrAqF6oOAhYKp7mTWkfYifq9l4Up2OFGvrT0p/evvNuuCk6bKMKRCUfrX323Wl951nOZPc6ZISdjvV9jnGTExPiEe1L//4UV9/K0z9c1fP6er/mqu5fe2f/8OxUULp1pO9Nz0vhO1sy9Vte1svqCgz6c3drRW7jdN6bZHt+jihVM1vTWsD79xhqa3RlWUqf/4yCna1pNS0OfVPete1glTG/X1d89TwOvVFfsXAJTbvHrNev3bhxbqTy/tU6Eo3bF2qz74hukyTVO7BzL67sOb1RwJ6JsXztem3QMqFKXbH9uiHX1p3XD/Bl329llVBYSH5hY9yayuv3i+7lm3Xe9dOK1q56pzwgmW+cq0loi+dd+Gqs/s+KmN+vjtj1cVON7Rl9Ztj27RsjM6NKUxrO19KXW0RUvFEPNFy233pXIqmtbFCk2zVABwS3dKdz+xTZecNl2X/+zVxRI3vHeB5evaYgHd9+xOTWmK6NefeYt29KUpggzYqDs5ujkKxq94MKDuwYRe2PPqiXYd7VFNDtp/BWfiFnbxew3LSWOnrjCXzuf1npOqF4yuXNKldN6ZIhYYv7b1pHTbo1uqJqlve3SLprVENP9o+/fT+tI5LZozqSp2ly/qVF86Z3tbGN9yxaImxP364UdO1e6B0r5dMptVrujMwvnuRNYydskZUK9soWi5QCJbsL+I2o7+tOVc3FVLjtOJtreG8SxXKCjg9ei7D2+uukhJzoG4lYhd2Kcp7NdLe5NVsfuFs+doRmvEkfZy+aImNgSrxviJDUHH/lYwfu3uz2hLd6qyvqVy/0DGkfZ29Wcs58d2OdQexi+vZLmA0+fQheB2D2Ysc4ZVSynSjvrsHsioezBblTNccdaxjhTkyxdNTYgHR6xdyDs0n4Hxa/egdb6wZ9CZ7++dfWnL9nb2pR1pD+PXQCZnOQ4OZpw5RrAvkbNck7QvwTEJ1KcvnVU06JOG7CdFgz71p505RtCfqdFehmMSqE9/Om85Dg6k7b/4ZtG0znWLItdFfXb218g9+53JPWudl7E3wZiL+himt3LxQqk03q5cs163fcSZohK18oUB8gXUqS9lvd/Ul3Jmv2lvMqug11OVMwS9HtbfoG47B2odI+iyva2elHXc9qaIW9RvZ39aP/jDi/rYGTOVyuYVDvj0vYdf0GWLOnWCzW31pbKKBX1Vx5ljQZ/6HJrPwPjVk7TOF3qSzuQLvWnr2HVqLg7j167+jGXs7up35nhaN7kubOIzrIvu+RwqxteTsp4fI99FvXYNZC3PT5vpQE2rvnRW7cOOSbTHgxxLQ916k1nLYxK9ryHXfV0W/ysWTe3qT+iFvQl5Da+S2aJiQenaC0+QYRiWhV+29qT0/T9s1rUXzteO/QuQtnSn9MeXenTPuu365nvmK1cs6mvnHa9I0KOQf4omxIN6fGtP5STu6a1hTWoM6899fZXFf9KrE/T/dsnCEYtaly/q1PbepEL7rww89N/hfTymLaot3QnJLOrz7zxWLdGgNu8drBTn+dr58zS5MaRMPievx6eLTpmmiQ2vFq8pFk291J2onPhIUZsjb8+g9U7CXocW3WH8agj59elf/XnEuPFDpw4MpvOWhSu/9yH7r/yI8W1iQ1A9yWxV8hPyezQxHnSszYFMTh7Dr8/f+eSIv5nPv/NYtceCuujko3Xr7zbpqiVzdc29z1QVuWwI+fSlc45VYzhgOYYHfR59/X+eG7Htm957opoiUnmN/t1PbNOOvrQeem63/v6sY7W9J6VV967XexdOqxTIm94a1qfe1qnV9z6jD5w6XYms9cKrP2/tVaEoBX0e/f1Zc/RKb1LJbEE+j6dSaG/DrgHd/OCmEa/NFor62dptWnZGh6Y1R7SzP10pDihJfq9HX3/38br0h2ur/uZ39aW0fPGsyvu56/Ft6klm1RT2q2f/5NP01rC+cPZx2jOQ0cfe0qFY0Dui/+VzHItmaRH4N95zvDbvSVjmQq2xgHb3JfSvf32SdvdnFAn4tKM3qYmNId3+6Ev6mzd1aPniWeqcENfnhhVJ/Kf/eVarlnZVFlGUizN/4e4ntaU7pZDfo6+dP0/nz58in2/8XX3g2WfWa/H57x9x/+S2Rv3oe7cegR7h9SIe9OsfRzFHwfiVLRT1Sm+66kS7FYs7dVRT2Pa2iFvYJeDxampzWNddOF+JTF7RkE8eo3S/E3wer1bdO2w/7d71+sGHT3GkPYxfkxpC1vtpDSFH2osH/ZV9IKkUuzc9uJFxF3UL+rx6JZ3Wn1/eq6Ipbdo9qJntUbXFnNnHawwTu7BHIpu3XCCRzNp/ol1LNGA5xjdHAra3hfEt6PXp6jVPjLhIiVNXbyZ2YZdC0dQ//eq56rnjXz2n/3To6s2pXFFX3vXUiDmGf/8bjqehPq3xgPVxk6gz42Bj2K/lP2F+DK/djv6M/ri5W9+55GT1JHJqifr1gz+8qGPaojr86+DWFgn4LHOGcOB1uXwOr0E06NN19z1flTNcd9/z+o+P2D/XmsgU9IW7R+YLrL9Bvdpi1vlCi0P5Qkt0dNvD+BXx+/Txu58YEUtOzTGEA94aF3HnoseoT8Dn1RctYteJfEEqHQu2ao9jwahX2G89DpbPYbETuS7s0hYL1rj4tzNrzRvDfn36xyPnxm5zKD/B+LV7MKPmSKBShEoqrbd3qkg7+QLsEgv6LMfdWNCZedamGufDMe6iXmG/1/IYgRO5biTg0z/+auR5Y07tE2J8C/m9CpQvLG9KhqSAz3AkdgM+r74wivMZGL9qzS84Nc862vPIGL9G+/gW56fBLq/0WV9A+yt/dZwj7ZHvwi7hobmuJMMo5bphv/05w2gfu8P4FQlYz41FXkOu+7pbvVgsmtrW16dUWnqlN6urf/G0miMBXbRwqo5ujiiVzWv1efN09S+erirAd8farVqxuFPbepKVbYX8HkUDXr134TT9zQ/+WFX458f/t0VvmzOhqsjfkhOmaNU96/Wxt3RYXxkyWapK+u0PnKQnXu7VsRPjuu6+55TNm5U+DP23fOJguajB13/5rHqSWX3rovnqaI8rkc3p9KY2zZ3coMmNIXVNbjxgsRqPx1BHe0wdDlRBxeGJj/KEOMavwYz1lRKcugJuMluwbM+JE1IxvrVGvVq9tEtXDynItnppl1qizi2obAj5tWcwaxnDrbGg8sWCOieWvi+37Uvo2gvna0t3Qh3tMXlk6jM/XafL3j5LkRpjeK2/j0Qur+U/+HNV/nH7Y6V8YtPuQf3iL9v192fN0abdA/rYWzp01+PbtOSEKbp6zdO69PQO3XD/Bn3sLR2Wbfq9hvxerxrCfn1+f9G7kN+jG967oOr5Vq89ZXqLJKlzQikv2dKdqjy+cHqjPIahbT2pSp929KU1uTEkU8aIAkyNYZ9e3pfUtRfOV1vMr5e6U/rsT/9Sec5VS+ZqemtYW7pTmtwY0iWnTa/Kd65aMlfNYZ9O62jRpMZwpcho+fO68q4n9am3d+qra9ZXCvatWNwpwzD04Tcfoyt+VnrvyxfPGvE72NKd0tHN4UrF9lNmNOvqXzxdeb/pXFFf+fnT6pwQ0/yjm19LiI1JOdOj9nctH3H/g9d9nKKAcNRo5ygYv9K5YqWQ/tCf/82BBcGDaeIW9kjnC9rWk6pcNCLk9+jyd8x27MT8RMa6UHQik3ekPYxfPq+hled2VeXjK8/tUsDrzEVEBmqMuwOMu6hTJl/U9lEqFiyR68I+IZ/1AgknTsJojvi0euk8Xb3m1WNkq5fOU0uUYxKoz96E9fxqd8KZqyMSu7BLrWMDewedid1kpsbxggzH01CfSMBjeYGjSMCZQtc199PS5LqoT2vMr7OPn6yP3/54Vey2xvyOtBfZP4cxfE4j4sDJURjfBtPWc62DafvnWll/A7uU9ptGrr9pdmi/qTHs0zXnzdNVQ9bhXnPePDWE2U9DfbprzDHsSzqznxaukS+EyRdQp9HMFySOBcM+DSGf5TjYELL/OzxVI9dNkeuiXkbBMveUUTz4aw9Df8p6bqw/xdwY6nNUY0gfeuP0yrrH8hqGyY3OXHxztPMTjF8eT9Fy3PV4zIO/+DD0Me7CJrGgTysWd44Yd504T3cgZT3mDqQYc1G/lmhAl7xxhjbtHlDRlLyGdMkbZzhSiKpWvsD8AuoV8BmWY65Ta833Ja3nkXscmkfG+DXax7dYaw67TIgHLQtdt8eduTgGcwywSyTg0WfOnK0X9yYque5nzpztyLpH4hZ2ceJY2utuJc3u/oR6BvPK5A1t60nq04tmKTaksmzI79GXzpmj7//NQu3qzyjg9WhfMqPPnTVHRdPUK72lYjQ9yayWL+pUoWjq5oc2VRUYWHXPen3zwvnasGug6o/fMHTA4jpNEb96klklswXd/OAmTW8N6xNnzNKqe9fr9se2lAoUtoT1hbOPk8cj3fbRU7VnMKP2WFA+j7Tg6CZNbAhpRmtUHo8zO0AYXX6vocvfMXtEIQC/Qzu4GL/iIb+mt4a15IQplauC3bNuu+IhZxbNN4Sti56xgBP16k4U9NO1W/XNC+crlckrEvTph49s1ow2Z6rNS1JvMqd4yDqGX9gzqClN7Ur0Z/Wl/3qqqvDcN371rFafN0/pXFGTGkP64SObdf3FC/Tczn4VzdLf3PLFnfJ6DMtt7+lP69LTOyp/o3es3aovv+s4ZQtF7R5I670Lp1UV7rtqyVzFAl597C0dCnhL27vr8W0jCgSvWtqloM+jzXsTI4oi/dP/PKurlszVNfc+o7se3zZiUvWzZ87Wjr6kTp7erGSmoE8v6tRXfl6auJreGtb7Tp2uT/2/J0YULLzgpKm64f4NIwow/cv7TtSnf/LnSgG+csGFyY0hXXDSVO3qT+tr5x2vr/ziKS05YUrlfZS3cc29z+g7l5ysp7b1qSni1398+BQlswUlsgXt7k8rmzd19S9KxRBv2Z+f3fjARi07o0PHTWpQcySgHX1pFU3rXOzlnpRueqA0ufGNC46vKnRY7sPOvrTmH21/3I1VtYoC7vjlTUegNxiPRjtHwfiVzFpPvqUcOFk+Hq4Rt0HiFvXJFszK/r5Uitnrf7PBkaKVktQU8VvPR4WJXdSnL5XTXY+P3E+bsni2I+01RazH3SbyBdQpmS1YFgv+7iUnO9IeuS7sMpoHmvtSBf107ZZRnYvD+BQb5YtbEbuwSyQwulceb6yxn9bIfhrqlM2Z+pnF8bQrz3ZmHIyGfJa5bpSLGKJOhjyVopVSKc9duWa9fnTpGxxpr2hKt/5uU+WYrLn/5+sunO9Iexi/GmocJ2hwYJ+f9TewS2m/afTW36RzRZlmUdddOF+JTF7RkE/JTE6ZnDMFWDB+1Tq+5cSYK0nFoiyPgXz+ncwxoD4N4dGN3dFuD+NXocY4+MVz5treVs24ZW4MdQp4fDLN1IjcM+BxZl53NPcJMb5l8tZrGH7wYWfWjsXD1vO6MQcKvGJ883t8SmUTWnZGh4qm5DGkVDYvv4PjLjkD7DCYyWl6S6QqZ/BIGszaX1wnXmNelzEXhyOdK6gvWR2nfcmc0jn7z5Ooleuy5hH1Cvk8iga8VflCNOBV0OfMRVYaiV3YpHRhivyIXNep41vxkHWuS+yiXo1hr/71gyfK6/FoXyKnlqhfhWJRjWFn9tOIXdjF6zE0MKy4/0AqJ29rxPa2mNeFXQYyecs1iF9/9/GHvc3X1WxBbyqtnX1ZbdqbqhSuCfk9+tw7j9WKxZ1K7L9K2Pf/90X90wUn6JXelGZOiCka9OmKIcV2rjlvnnoSGf3gkVJBPusrjpVOurL60qpVmOc/H3tRq5fOU28yo8vfMVsdbVFFgx7d/tFT1Z3IqjUakAypNRrUtOaItvYkVTRNtcWCFPwbpyIBr9rjwaqdhPZ4UBGHTjDB+JXO5fXJt87SV4dUj/3quV1K55ypRJzOFfTFs+eoO5mtVFluiQQcmVTE+NaXyukdcydXFb377Jmz1efgVbqiQW+pMPAFx1dVCm+JBHTrw5s1d3JDpfCfVPrev+nBjbr09A71JLKl7/5sXh89fWZV4b/Pv3OO0vmi/uGXz4zIA7554Qna0ZvW9/+wuaqQ3iu9Sc2e1KCA16Mr7lyn5khAF5w0VYYh7e5Pq9/v1fd+v1k3XLxAIb9HO/rSuv2xLbr09A55PdKpM1r00t5BrVyzXn/3tlkjcpYt3Sk1h/264eIFyhWKCvm9uuHiBRpI5zSpMaQfPfaiFhzdqqvXPFMp+Pevf32y1m/v08nTm/WR//iTZk+I6WNnzFRq/8GvT761Q3trXHX7qVf6KvcXTVUK/11y2vSqz+OqJXPVEPLVvFqQ3+tRtmDqzy/3jihW+B+PvCTDUKWgoGFInRPi6k5kdMFJU3XLQ5t01+PbRoxR01oj2tmXruRukRonKE9y6GqKwOvVaOcoGL+iAetxOxK0f9+pVtxmCsQt6pOucRX7tENXsc8VipZX0MsXOdEO9SmaRcv9tKLpzNWbTZn6u7fNqhQDKM+lynCmPYxf6VyNcdehBRnkurBLSzRgmes2O3D15oG09VzcQJqriKI+5VxzeO4Z8juzgJPYhV2aI36tWto1IvdsijizuGcgnbM8nubECSYY3/prjIP9Dl0J3GMU9am3zdLVQ/5WVi/tksfDfhrqs2cgU3X8U5Luenyb9g5mHGmvP51TR2tUpx7TrJ79i52f2d6rfnIG1Cmdy1cu6Fu5gvMSZ44TsP4GdulJ5rRozqSqfGH5ok71OrT+JpMvqDeVr6w3KV/0OJMndlGfTI1xMOtQLKVyecu/lRTzuqjTaO/zM8cAu/SmspbjYF86a3tb/TXiln001CtTqJF7FpzJFzJ51o7BHn0p64vA9aeciaVisWgZu6bJ2jHUZzCT1/f/98XKyfJFs3Qu7jXnzXOkvVq5LseCUa+gz6uN/Qld++vnq84rnxdrsL2t0Z7PwPiWKxSVzhf13Yc3V+W7uYL93+GseYRdvB5DExtDaokGKwVX/V5DPofqYJDrwi7kunCrdK6oPQPZEWu5WhxYay4xtwv7ZPLWuW4mb/93OPO6sEt/Kq8t3Snd8tCmqvsH0ocfS86cYeEAwzDONgzjecMwNhmG8YV6X9+bSus36/fo0Rf3VQr/SaUvsmt//bxSuYJufnCTvvf7zXrvwml6aluvrrtvgz57x1+0u7+02LT8/Kt+8bTmTW3Se06eqs4J8REnqoT8HoUDPt31+LaqE1nuWbddK8/tUk8yq9sf26JlZ3Toxvct0G0fPVVHNQV1/oKjdf+zr+jYSQ06ZUaz5h7VoLfOnqhTjmnV2fMm65RjWnXKjFZ1tMfk83nU0R7TaR1t6miPUfhvnMrkTX3x7qd00wObdPODm3TTA5v0xbufUibPonnUJ+T3VRIRqTSWffWe9Qr5nakBG/Z7lSmUEq2bH9yk7zy8WZlCUWE/hStRn+aIXzfcv6Eqdm+4f4OaHbxKV8TvleExVTRVFcPpfFEBn6FIwFvpz+TGkD719ln62Fs6dNzkuCY3hXTthSeoMRKoFP7zGtJH33SMtvck9eX/ekpbulOVAn3LF8/SdRfO1+SG0Ij3edODGzWpKaKVa56Wz2uoORLQJadN1/f/8GqfGsN+NUcC+qdfPaurlsytFAD8/h82a3JjWJlCQVNaIkrnijp2UlzLF8/SZYtKt8mNIYX8HkVDPr3UndD23pSW/+TP+uR/PqGr16zX+lf69bG3zKoU5ZNKxQI/+aPHlcoV1ZvMafaEmN5/6nR9/s51uvLup3TFz9Yp5PfqrZ3tlvnR8OMKIb9HF5w0taqNdK6oa+59Rl6PYbmNtlhQ7fGQdg9kRlzt8Ib7N+iihVMVDXirPqvP3blO4YBP8dCrY9DwMco0pYee26Xli0q52789/IJWnttV6UPI79HXzp+nrsmNNkUaAGn0cxSMXy1Rv1YvrR63Vy/tUrMDJ+fXitugj7hFfRojfst8p9GxohJ53fZoKQ+9bNEsXXp6h257dIv60ywmQn1iwYDlflos6Ezs5otmpfhKub2Va9aLdXCoV1ssWGM/05mD2uS6sEu2UNDl75hdleuWFnDaPxDGQ9ZzcVyJEfUazOQU8Zeu3nzZolladkaHIn6vBjPOLJAgdmGXVK6ob/92U9V+07d/u8mxYsGxoM/yeFo0QL6A+jTWGAcbHdpP8xm+ymLRcntXr1kvn8GxYNSnJerXh9746jG97/1+sz70xumOzOtK0sSGkM4+frI+fvvj+swdf9Gy2x/X2cdP1sQGLv6F+vi93krhP6k0Dq66d718HvvHwWjQev0NF45FvZoj/hFrM256cKOaHNpvMk3p+t9U5yfX/2aDHLqGDMaxxrDfchxscCh2wwGf5d9KmHld1Ckett7njwWdiaXRbg/jV2QUx8G2aMAybtscOiEV41exaJ17OnUtzKCPtWOwR1ssYLmGodWhcTDg81rGbsDHHAPqUzSLeu/CaVXzuu9dOM2xC8fWynXjIcZd1MdjGJXCf9Kr55V7DPvPy24KW+e6TWFyXdSvOIpzrax5hF0KRakvmdMVQ8457UvmRpxbapeaua6XXBf1KZomuS5cKZ0zLddypXPOxG57jLld2CNfNC1z3ULR/thlXhd2mdhgfW5aeyx42Nt0RfE/wzC8km6RdI6kuZLebxjG3Hq2sWlXQlf94un9V74deWWc8t/+0GI75Z9vfGCjLjhpatXz9wxk9L3fb9bXf/lspUiMVPqFrDy3S997+AX1JLOK+L1asbhT//L+Bfr6u4/XUY1BffeSk/X5dx6rU6a3KOjz6A+b9urzdz6ty3+2TuefOE0nT2/RG2dS1A/S3sGMZbx2O3SVc4xfvcmsZSz1Jp2poG0YhmWiZTgwIY7xrXvQOnb3JZyr/h7wG0pnTX35v54acZLUVUu6lNpfzXtyY6iqwNwVP1unl/el1B4PaltPqmqnNZkraHpbrLK9HX1p3fJQqahrOl/Qtp6U5ft8aW9CHa1RBX0eXbRwZJG81fc+ow++YZq2dKfUFgvougvn6/J3zNayMzqUzRW0+p5n1D2Y08LpjdqXyFb6VD5x5otnz1FvMqupzZERhfRufGCjBtPWVxT0eqS2eEDLzpg54qSGq9es175EtlKMUCrlR1cvmat7n9xe2U65SLLXI8s2tu5L6rNnVp/Yvvq8eXqpe1Ce/VfNsHrdzPaYJI34rL78X09p6v787qKFU0eMUV/5+dO69PSZumPtVl16eofeNmeCOtoj+snfnqbv/PVJumPZaTp//hT5fK5InwHXGO0cBePXYKagW4adnH/LbzcpkbW/IApxC7sks7kRc0rLF3UqmXWmIEpj2K+eZFa3PFS6wMAtD21STzKrxjCT1KhPd8J6vmpfIutIe31J6/2SPoeudI7xq2iaVRfrCfk9WrG407EFGeQMsEt/Oq8f/O9LVbnuD/73JQ2kyHUxdnkNj/79kRcrCzYLRenfH3lRXoeOERC7sMuegUzlaozl/aYt3SntGXDm2KynxvE0J04wwfjWXWMc3OfQOLinxjqGPaxjQJ08hmF5jNKpcTCRKVheYCCR4QoDqM9AjePor+UKzjWZNdbfiHwB9ak5r5t0Zl53IGP9dzLImIs6ZfLWJ3xkC87M69Zcs5sg10V9jFH+Dh/t9jB+DaZz1t/hDuS6BbPGSX1UC0ad+kdzH00ck4B9coWi5RqGnEOVK/fWOC+je5DYRX0iAesLDEQcurgVuS7sUuv41l4Hjm9lCkXLuM04VfUK49poHpMg14VdUvmCZRGqlENXfq+Z6zq0th3jV7TGhTGcupAruS7ssnvAOtfd7dC6x5oF25jbRZ3IdeFGHkOW87re11CCxC1n954qaZNpmpslyTCMn0g6T9Izh7qBnf2lL6xI0KeQ31P1Rxnye6qq3JeL7Qz9eei60pDfo4DXo5VLurTq3vW6/bEtWnZGh2a2xzSlKayA19An3jZTbdGgelJZNYT8SufzCno9iod8Mk3J7/VoYkNI05ojmj0xrjfNbNWEeEgzWqMU/ENFY8RvGa8NYWeuWorxK+T3WsbS8Iqydqm1CM6JCXGMb+FAjdgNOFeALZEu1tzR7UtmFQ349LXz52nrvuSIiZyv/PxpffsDJ1mepPLtD5xk+V529qU1vTVq+VgmX9RHTj9GV/3iaV3+jmMt+9QeK1WHXv9Kv256YFPV6y89vUNf+flT+v7fnKJLf/inEX1asbhTzUZQyRqLrhPZgmW/Tjy6WV6PVJRZc3H4QDqnS0/vkGGUruj+kz9u1bIzZuqae59ROldUTzKrKU1h+byGZRsD6YLufmKblp3Roc4JcZmS+pMZ7R7M6rSOiLyGLF83qSGkXKFo2S+f19Bli2ZpSmPY8vGNuwf1tfOPV75Q1LSWqI5pIy+r5dln1mvx+e+3fGxyW6N+9L1bR7lHcKvRzlEwfu3qf/Xk/OH32424hV28hrdSeLicM92xdqu+dt7xjrSXyOb12TNn64b7SwdYQn6PPnvmbCUcKjaI8Ss8yuNgpMZ+YdjB/UKMTzv7M7rt0S1V4+5tj27R0S0RR9ojZ4BdmiOvFvAtC/k9aorYf4iPuIVdQgGv3nfKtMo8afmgdijgzNWUiV3YpTUWsIylFoeuSDvai+4wfo2V/bSIQ+M8xq/RLiRZa9x1qsgrxq9o0HocjAbtHwfLax6HSueKjhz/wPjWFLbOdRsdWoc42vkJxq/Rzhda96/DGrlfGHSkPYxfo/0dTs4AuzRGauQMEftzhh191nG7s4+4RX2iNc4RiwSdOV2OYxKwS386b7mGYWZ7lyPtsf4GdtlTY57VqfPFyHVhl9bo6O3z7yJuYaPRzHfJdWGXnoT1xQWcKq5TO9dlDQPqM9pruch1YZcJDda57oS4M8e3as3t7mBuF3Ui14Ub7eizPjdtRmtUCw5zm26JwimSXh7y87b99x2y1mjpQOT23qRlBcW7n9hWeW652M7Qn8t1X0J+j1YvnaejmoKa1BTQbR89VSvPnavTZ7VpanNQRdNUZ1tMZ3dNVls8qMawXxMbQnpr50QtPKZVJ0xt1vyjm/XGmW3qaI/J5/Oooz2m0zpKP1NgBkMlM3ktX1Qdr8sXdSqZ48R81CcW9FmOfTGHqs237B9zh3Ly5CiMX7Vi16krJUjSroGMWmJ+yxie1BhSNOTVf697RZ0T4jUL5lndn8oV9PV3Hz9iTP/Z4y9rR29S15w3b8Rj9z65Xb2pnLZ0p9QUtu5TNOjTNefN08/WbhvRpmHsL8ZX4wruRzWFddsjm7U3kbHc9q7+1Ijvoa+dP09+n1QoShPjIes+BXxKZgu65aFNuvnBTbrloU3asHtQ/amclp3Roe/89cn63ocWqjeZ1Td+9dyINq5aMld3P7FNPcmsQj6vvv7LZ/X5O9epNRbS9NaINu0e1KSG4IjYWLW0S1v2DVZ29ob3K18w9b3fb9bLvSnrx4tFTWkK6+1zJmrmBPKyA8mZHrW/a7nlbcfeviPdPbjIaOcoGL8m7p+kHirk92iiA5PUxC3sEvAZet8p0/T9P2zWzQ9u0vf/sFnvO2WaAj5ncpCGkF//74+licXLFs3Spad36P/9cYsaQlxgAPWJBkZ3P63muOvQQn2MX62xQKWAWnlftSeZVatD81XkDLCLz2PoC2fPqYqlL5w9Rz6v/TkDcQu7hHyludRlZ5Ryz2VndGhSY0jB13JJuwMgdmEXr0daeW5XVSytPLdLPofWArfHrecz2mMUlUB9IgGv5Tjo1EJ29tNgl9FeVzChxjxyu0OLnTF+RfxeXf6O2VXj4OXvmK2I3/5xt9bxD6cW6WP8iga8lrmuU8V72U+DXdpi1vlCW8yZfCGTy2vlkmF/K0u6lMmzZhf1Ge3vcHIG2KU3lbM8d6EvZf/J+eyjwS6R/bnm8Nwz4tBJm+S6sEtDyGe5hiEecmY/rdY8Mhd1Qb1qHd9qc6hoOrku7JIrWu/z54sF29uqlesStzgc0Rrf4VEHjkmQ68IuDSHrczudWlMQDdb4OyHXRZ3aYjVyXYfWcpHrwi7xoFerllbnuquWdinuwAUMJfJd2KdmruvAdzi5LuwSrzmve/ixNG6i0DCMZZKWSdK0adNGPB7Zv3jp1t9t0kffdIyWndGholkaDCY1htSTzEp6tbjfLb/dWPn5a+fN08z2qDonxDWxIajWqFc9yaJiQb8C3tIikpZoUDNao1VFYjraY+poj43Cu4ebHSh2G8N+3bF2a1XFzzvWbtV1F84/El2Fi0WDHk1pClXGPo8hTWkKKRo6/IPaB4rdWNCnled2adU965XOFSsLRkl+UK+Azzp2g69hQcbBcoaJDUG9tHdwRAyvWtqlWNCroik9+uI+dU1tsqzw7fcalvfHQz7NiAZ043tP1PodfSoUS2P6+06ZpomNIf33k9v1w4+cot0DGRkytK03qfMWTKkU2Evni1qxuFM3PrCx0qcVizvVGvPL5w1WcpmhbZrmq5NLVn1qivj0ybd1amt3Ql87f56+8vOnK9v+7Jmz9f0/vCRJWnZGh+ZObpDXMNSTyOiff7NBnzmzU5K0euk8Xb3m6aq/db/P0Mz2aKXN8gKwn/xpqz71tlmKBg0NZnKKh/163ynT9JM/lb7rvB5pwdQm9acyuvLsOdq8d1C3P7ZFPcmsvnbePLXE/PIkTN30wEZ99E3HKBrw6tsfOEnJbEFt8YC29ST1Lw+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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(data=TelecomDf)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Dropping highly correlated dummy variables" + ] + }, + { + "cell_type": "code", + "execution_count": 483, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:46:37.921876Z", + "iopub.status.busy": "2022-08-24T06:46:37.920898Z", + "iopub.status.idle": "2022-08-24T06:46:37.93091Z", + "shell.execute_reply": "2022-08-24T06:46:37.930033Z", + "shell.execute_reply.started": "2022-08-24T06:46:37.921835Z" + } + }, + "outputs": [], + "source": [ + "X_test=X_test.drop(['MultipleLines_No','OnlineSecurity_No','OnlineBackup_No','DeviceProtection_No',\n", + " 'StreamingTV_No','StreamingMovies_No'],1)\n", + "X_train = X_train.drop(['MultipleLines_No','OnlineSecurity_No','OnlineBackup_No','DeviceProtection_No',\n", + " 'StreamingTV_No','StreamingMovies_No'], 1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Checking the Correlation Matrix\n", + "After dropping highly correlated variables now let's check the correlation matrix again." + ] + }, + { + "cell_type": "code", + "execution_count": 484, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:46:44.062504Z", + "iopub.status.busy": "2022-08-24T06:46:44.062068Z", + "iopub.status.idle": "2022-08-24T06:46:46.587465Z", + "shell.execute_reply": "2022-08-24T06:46:46.586337Z", + "shell.execute_reply.started": "2022-08-24T06:46:44.062467Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(20,10))\n", + "sns.heatmap(X_train.corr(),annot=True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Feature Selection Using RFE" + ] + }, + { + "cell_type": "code", + "execution_count": 485, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:46:58.491026Z", + "iopub.status.busy": "2022-08-24T06:46:58.49063Z", + "iopub.status.idle": "2022-08-24T06:46:58.574482Z", + "shell.execute_reply": "2022-08-24T06:46:58.573541Z", + "shell.execute_reply.started": "2022-08-24T06:46:58.490982Z" + } + }, + "outputs": [], + "source": [ + "from sklearn.linear_model import LogisticRegression\n", + "logreg=LogisticRegression()" + ] + }, + { + "cell_type": "code", + "execution_count": 486, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:47:15.504439Z", + "iopub.status.busy": "2022-08-24T06:47:15.503954Z", + "iopub.status.idle": "2022-08-24T06:47:16.865406Z", + "shell.execute_reply": "2022-08-24T06:47:16.863827Z", + "shell.execute_reply.started": "2022-08-24T06:47:15.504406Z" + } + }, + "outputs": [], + "source": [ + "from sklearn.feature_selection import RFE\n", + "rfe=RFE(logreg)\n", + "rfe=rfe.fit(X_train,y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 487, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:47:19.785678Z", + "iopub.status.busy": "2022-08-24T06:47:19.785262Z", + "iopub.status.idle": "2022-08-24T06:47:19.792973Z", + "shell.execute_reply": "2022-08-24T06:47:19.79215Z", + "shell.execute_reply.started": "2022-08-24T06:47:19.785645Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ True, True, True, False, True, False, False, True, True,\n", + " True, False, True, False, False, True, True, False, True,\n", + " False, False, False, False])" + ] + }, + "execution_count": 487, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rfe.support_" + ] + }, + { + "cell_type": "code", + "execution_count": 488, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:47:24.143381Z", + "iopub.status.busy": "2022-08-24T06:47:24.142966Z", + "iopub.status.idle": "2022-08-24T06:47:24.153668Z", + "shell.execute_reply": "2022-08-24T06:47:24.152729Z", + "shell.execute_reply.started": "2022-08-24T06:47:24.143347Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[('tenure', True, 1),\n", + " ('PhoneService', True, 1),\n", + " ('PaperlessBilling', True, 1),\n", + " ('MonthlyCharges', False, 3),\n", + " ('TotalCharges', True, 1),\n", + " ('SeniorCitizen', False, 5),\n", + " ('Partner', False, 9),\n", + " ('Dependents', True, 1),\n", + " ('Contract_One year', True, 1),\n", + " ('Contract_Two year', True, 1),\n", + " ('PaymentMethod_Credit card (automatic)', False, 7),\n", + " ('PaymentMethod_Electronic check', True, 1),\n", + " ('PaymentMethod_Mailed check', False, 11),\n", + " ('gender_Male', False, 8),\n", + " ('InternetService_Fiber optic', True, 1),\n", + " ('InternetService_No', True, 1),\n", + " ('MultipleLines_Yes', False, 6),\n", + " ('OnlineSecurity_Yes', True, 1),\n", + " ('DeviceProtection_Yes', False, 10),\n", + " ('OnlineBackup_Yes', False, 12),\n", + " ('StreamingTV_Yes', False, 4),\n", + " ('StreamingMovies_Yes', False, 2)]" + ] + }, + "execution_count": 488, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(zip(X_train.columns,rfe.support_,rfe.ranking_))" + ] + }, + { + "cell_type": "code", + "execution_count": 489, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:47:26.641514Z", + "iopub.status.busy": "2022-08-24T06:47:26.640405Z", + "iopub.status.idle": "2022-08-24T06:47:26.646354Z", + "shell.execute_reply": "2022-08-24T06:47:26.645342Z", + "shell.execute_reply.started": "2022-08-24T06:47:26.641462Z" + } + }, + "outputs": [], + "source": [ + "col=X_train.columns[rfe.support_]" + ] + }, + { + "cell_type": "code", + "execution_count": 490, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:47:29.170377Z", + "iopub.status.busy": "2022-08-24T06:47:29.169949Z", + "iopub.status.idle": "2022-08-24T06:47:29.177732Z", + "shell.execute_reply": "2022-08-24T06:47:29.176857Z", + "shell.execute_reply.started": "2022-08-24T06:47:29.17034Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['MonthlyCharges', 'SeniorCitizen', 'Partner',\n", + " 'PaymentMethod_Credit card (automatic)', 'PaymentMethod_Mailed check',\n", + " 'gender_Male', 'MultipleLines_Yes', 'DeviceProtection_Yes',\n", + " 'OnlineBackup_Yes', 'StreamingTV_Yes', 'StreamingMovies_Yes'],\n", + " dtype='object')" + ] + }, + "execution_count": 490, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_train.columns[~rfe.support_]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Designing Model" + ] + }, + { + "cell_type": "code", + "execution_count": 491, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:46:51.509441Z", + "iopub.status.busy": "2022-08-24T06:46:51.509028Z", + "iopub.status.idle": "2022-08-24T06:46:52.245859Z", + "shell.execute_reply": "2022-08-24T06:46:52.244531Z", + "shell.execute_reply.started": "2022-08-24T06:46:51.509408Z" + } + }, + "outputs": [], + "source": [ + "import statsmodels.api as sm" + ] + }, + { + "cell_type": "code", + "execution_count": 492, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:46:55.21187Z", + "iopub.status.busy": "2022-08-24T06:46:55.210631Z", + "iopub.status.idle": "2022-08-24T06:46:55.358235Z", + "shell.execute_reply": "2022-08-24T06:46:55.356954Z", + "shell.execute_reply.started": "2022-08-24T06:46:55.211819Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + 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Generalized Linear Model Regression Results
Dep. Variable: Churn No. Observations: 2616
Model: GLM Df Residuals: 2593
Model Family: Binomial Df Model: 22
Link Function: Logit Scale: 1.0000
Method: IRLS Log-Likelihood: -1283.4
Date: Sun, 11 Dec 2022 Deviance: 2566.8
Time: 19:40:18 Pearson chi2: 2.79e+03
No. Iterations: 6 Pseudo R-squ. (CS): 0.3330
Covariance Type: nonrobust
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
coef std err z P>|z| [0.025 0.975]
const -2.3566 0.983 -2.396 0.017 -4.284 -0.429
tenure -1.4936 0.205 -7.302 0.000 -1.895 -1.093
PhoneService 0.4091 0.503 0.813 0.416 -0.577 1.395
PaperlessBilling 0.3588 0.110 3.253 0.001 0.143 0.575
MonthlyCharges -1.9351 0.650 -2.979 0.003 -3.208 -0.662
TotalCharges 1.0000 0.214 4.677 0.000 0.581 1.419
SeniorCitizen 0.1967 0.129 1.528 0.127 -0.056 0.449
Partner -0.0550 0.117 -0.471 0.638 -0.284 0.174
Dependents -0.4814 0.131 -3.675 0.000 -0.738 -0.225
Contract_One year -0.5900 0.153 -3.861 0.000 -0.889 -0.290
Contract_Two year -1.6041 0.240 -6.681 0.000 -2.075 -1.134
PaymentMethod_Credit card (automatic) -0.1434 0.161 -0.888 0.374 -0.460 0.173
PaymentMethod_Electronic check 0.3520 0.139 2.541 0.011 0.081 0.623
PaymentMethod_Mailed check 0.0087 0.168 0.052 0.959 -0.321 0.339
gender_Male 0.0785 0.098 0.805 0.421 -0.113 0.270
InternetService_Fiber optic 2.3113 0.558 4.142 0.000 1.218 3.405
InternetService_No -2.3137 0.625 -3.703 0.000 -3.538 -1.089
MultipleLines_Yes 0.4040 0.162 2.489 0.013 0.086 0.722
OnlineSecurity_Yes -0.0294 0.171 -0.172 0.864 -0.365 0.306
DeviceProtection_Yes 0.2361 0.166 1.419 0.156 -0.090 0.562
OnlineBackup_Yes 0.2008 0.162 1.243 0.214 -0.116 0.517
StreamingTV_Yes 0.7888 0.263 2.998 0.003 0.273 1.305
StreamingMovies_Yes 0.8478 0.258 3.282 0.001 0.341 1.354
" + ], + "text/plain": [ + "\n", + "\"\"\"\n", + " Generalized Linear Model Regression Results \n", + "==============================================================================\n", + "Dep. Variable: Churn No. Observations: 2616\n", + "Model: GLM Df Residuals: 2593\n", + "Model Family: Binomial Df Model: 22\n", + "Link Function: Logit Scale: 1.0000\n", + "Method: IRLS Log-Likelihood: -1283.4\n", + "Date: Sun, 11 Dec 2022 Deviance: 2566.8\n", + "Time: 19:40:18 Pearson chi2: 2.79e+03\n", + "No. Iterations: 6 Pseudo R-squ. (CS): 0.3330\n", + "Covariance Type: nonrobust \n", + "=========================================================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "---------------------------------------------------------------------------------------------------------\n", + "const -2.3566 0.983 -2.396 0.017 -4.284 -0.429\n", + "tenure -1.4936 0.205 -7.302 0.000 -1.895 -1.093\n", + "PhoneService 0.4091 0.503 0.813 0.416 -0.577 1.395\n", + "PaperlessBilling 0.3588 0.110 3.253 0.001 0.143 0.575\n", + "MonthlyCharges -1.9351 0.650 -2.979 0.003 -3.208 -0.662\n", + "TotalCharges 1.0000 0.214 4.677 0.000 0.581 1.419\n", + "SeniorCitizen 0.1967 0.129 1.528 0.127 -0.056 0.449\n", + "Partner -0.0550 0.117 -0.471 0.638 -0.284 0.174\n", + "Dependents -0.4814 0.131 -3.675 0.000 -0.738 -0.225\n", + "Contract_One year -0.5900 0.153 -3.861 0.000 -0.889 -0.290\n", + "Contract_Two year -1.6041 0.240 -6.681 0.000 -2.075 -1.134\n", + "PaymentMethod_Credit card (automatic) -0.1434 0.161 -0.888 0.374 -0.460 0.173\n", + "PaymentMethod_Electronic check 0.3520 0.139 2.541 0.011 0.081 0.623\n", + "PaymentMethod_Mailed check 0.0087 0.168 0.052 0.959 -0.321 0.339\n", + "gender_Male 0.0785 0.098 0.805 0.421 -0.113 0.270\n", + "InternetService_Fiber optic 2.3113 0.558 4.142 0.000 1.218 3.405\n", + "InternetService_No -2.3137 0.625 -3.703 0.000 -3.538 -1.089\n", + "MultipleLines_Yes 0.4040 0.162 2.489 0.013 0.086 0.722\n", + "OnlineSecurity_Yes -0.0294 0.171 -0.172 0.864 -0.365 0.306\n", + "DeviceProtection_Yes 0.2361 0.166 1.419 0.156 -0.090 0.562\n", + "OnlineBackup_Yes 0.2008 0.162 1.243 0.214 -0.116 0.517\n", + "StreamingTV_Yes 0.7888 0.263 2.998 0.003 0.273 1.305\n", + "StreamingMovies_Yes 0.8478 0.258 3.282 0.001 0.341 1.354\n", + "=========================================================================================================\n", + "\"\"\"" + ] + }, + "execution_count": 492, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Logistic regression model\n", + "logm1=sm.GLM(y_train,(sm.add_constant(X_train)),family=sm.families.Binomial())\n", + "logm1.fit().summary()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Assessing the model with StatsModels" + ] + }, + { + "cell_type": "code", + "execution_count": 493, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:47:36.602938Z", + "iopub.status.busy": "2022-08-24T06:47:36.602182Z", + "iopub.status.idle": "2022-08-24T06:47:36.690735Z", + "shell.execute_reply": "2022-08-24T06:47:36.68923Z", + "shell.execute_reply.started": "2022-08-24T06:47:36.6029Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
Generalized Linear Model Regression Results
Dep. Variable: Churn No. Observations: 2616
Model: GLM Df Residuals: 2604
Model Family: Binomial Df Model: 11
Link Function: Logit Scale: 1.0000
Method: IRLS Log-Likelihood: -1293.2
Date: Sun, 11 Dec 2022 Deviance: 2586.3
Time: 19:40:19 Pearson chi2: 2.84e+03
No. Iterations: 6 Pseudo R-squ. (CS): 0.3280
Covariance Type: nonrobust
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coef std err z P>|z| [0.025 0.975]
const 0.5547 0.208 2.662 0.008 0.146 0.963
tenure -1.5043 0.191 -7.872 0.000 -1.879 -1.130
PhoneService -0.9822 0.202 -4.874 0.000 -1.377 -0.587
PaperlessBilling 0.3677 0.109 3.376 0.001 0.154 0.581
TotalCharges 1.0060 0.189 5.326 0.000 0.636 1.376
Dependents -0.5231 0.116 -4.510 0.000 -0.750 -0.296
Contract_One year -0.6496 0.148 -4.383 0.000 -0.940 -0.359
Contract_Two year -1.7245 0.236 -7.314 0.000 -2.187 -1.262
PaymentMethod_Electronic check 0.4497 0.104 4.341 0.000 0.247 0.653
InternetService_Fiber optic 0.7514 0.141 5.343 0.000 0.476 1.027
InternetService_No -0.5324 0.182 -2.919 0.004 -0.890 -0.175
OnlineSecurity_Yes -0.4082 0.122 -3.340 0.001 -0.648 -0.169
" + ], + "text/plain": [ + "\n", + "\"\"\"\n", + " Generalized Linear Model Regression Results \n", + "==============================================================================\n", + "Dep. Variable: Churn No. Observations: 2616\n", + "Model: GLM Df Residuals: 2604\n", + "Model Family: Binomial Df Model: 11\n", + "Link Function: Logit Scale: 1.0000\n", + "Method: IRLS Log-Likelihood: -1293.2\n", + "Date: Sun, 11 Dec 2022 Deviance: 2586.3\n", + "Time: 19:40:19 Pearson chi2: 2.84e+03\n", + "No. Iterations: 6 Pseudo R-squ. (CS): 0.3280\n", + "Covariance Type: nonrobust \n", + "==================================================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "--------------------------------------------------------------------------------------------------\n", + "const 0.5547 0.208 2.662 0.008 0.146 0.963\n", + "tenure -1.5043 0.191 -7.872 0.000 -1.879 -1.130\n", + "PhoneService -0.9822 0.202 -4.874 0.000 -1.377 -0.587\n", + "PaperlessBilling 0.3677 0.109 3.376 0.001 0.154 0.581\n", + "TotalCharges 1.0060 0.189 5.326 0.000 0.636 1.376\n", + "Dependents -0.5231 0.116 -4.510 0.000 -0.750 -0.296\n", + "Contract_One year -0.6496 0.148 -4.383 0.000 -0.940 -0.359\n", + "Contract_Two year -1.7245 0.236 -7.314 0.000 -2.187 -1.262\n", + "PaymentMethod_Electronic check 0.4497 0.104 4.341 0.000 0.247 0.653\n", + "InternetService_Fiber optic 0.7514 0.141 5.343 0.000 0.476 1.027\n", + "InternetService_No -0.5324 0.182 -2.919 0.004 -0.890 -0.175\n", + "OnlineSecurity_Yes -0.4082 0.122 -3.340 0.001 -0.648 -0.169\n", + "==================================================================================================\n", + "\"\"\"" + ] + }, + "execution_count": 493, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_train_sm=sm.add_constant(X_train[col])\n", + "logm2=sm.GLM(y_train,X_train_sm,family=sm.families.Binomial())\n", + "res=logm2.fit()\n", + "res.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 494, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:47:38.799156Z", + "iopub.status.busy": "2022-08-24T06:47:38.798741Z", + "iopub.status.idle": "2022-08-24T06:47:38.815439Z", + "shell.execute_reply": "2022-08-24T06:47:38.813962Z", + "shell.execute_reply.started": "2022-08-24T06:47:38.799104Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "1133 0.311233\n", + "3845 0.859526\n", + "2149 0.633950\n", + "2431 0.833500\n", + "1748 0.008573\n", + "511 0.645104\n", + "657 0.135182\n", + "6009 0.756320\n", + "3759 0.791640\n", + "1511 0.003716\n", + "dtype: float64" + ] + }, + "execution_count": 494, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Getting the predicted values on the train set\n", + "y_train_pred=res.predict(X_train_sm)\n", + "y_train_pred[:10]" + ] + }, + { + "cell_type": "code", + "execution_count": 495, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:47:43.857402Z", + "iopub.status.busy": "2022-08-24T06:47:43.857003Z", + "iopub.status.idle": "2022-08-24T06:47:43.865362Z", + "shell.execute_reply": "2022-08-24T06:47:43.864041Z", + "shell.execute_reply.started": "2022-08-24T06:47:43.857364Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.31123289, 0.85952572, 0.63395038, 0.83350048, 0.00857255,\n", + " 0.64510414, 0.13518151, 0.75632014, 0.79163979, 0.00371586])" + ] + }, + "execution_count": 495, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y_train_pred=y_train_pred.values.reshape(-1)\n", + "y_train_pred[:10]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Creating a dataframe with the actual churn flag and the predicted probabilities" + ] + }, + { + "cell_type": "code", + "execution_count": 496, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:49:53.485345Z", + "iopub.status.busy": "2022-08-24T06:49:53.484139Z", + "iopub.status.idle": "2022-08-24T06:49:53.498867Z", + "shell.execute_reply": "2022-08-24T06:49:53.49813Z", + "shell.execute_reply.started": "2022-08-24T06:49:53.485288Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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ChurnChurn_ProbCustID
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\n", + "
" + ], + "text/plain": [ + " Churn Churn_Prob CustID\n", + "0 0 0.311233 1133\n", + "1 1 0.859526 3845\n", + "2 0 0.633950 2149\n", + "3 1 0.833500 2431\n", + "4 0 0.008573 1748" + ] + }, + "execution_count": 496, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y_train_pred_final = pd.DataFrame({'Churn':y_train.values, 'Churn_Prob':y_train_pred})\n", + "y_train_pred_final['CustID'] = y_train.index\n", + "y_train_pred_final.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Creating new column 'predicted' with 1 if Churn_Prob > 0.5 else 0" + ] + }, + { + "cell_type": "code", + "execution_count": 497, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:50:01.201462Z", + "iopub.status.busy": "2022-08-24T06:50:01.200388Z", + "iopub.status.idle": "2022-08-24T06:50:01.216512Z", + "shell.execute_reply": "2022-08-24T06:50:01.215417Z", + "shell.execute_reply.started": "2022-08-24T06:50:01.201407Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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ChurnChurn_ProbCustIDpredicted
000.31123311330
110.85952638451
200.63395021491
310.83350024311
400.00857317480
\n", + "
" + ], + "text/plain": [ + " Churn Churn_Prob CustID predicted\n", + "0 0 0.311233 1133 0\n", + "1 1 0.859526 3845 1\n", + "2 0 0.633950 2149 1\n", + "3 1 0.833500 2431 1\n", + "4 0 0.008573 1748 0" + ] + }, + "execution_count": 497, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y_train_pred_final['predicted'] = y_train_pred_final.Churn_Prob.map(lambda x: 1 if x > 0.5 else 0)\n", + "\n", + "#Let's see the head\n", + "y_train_pred_final.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 498, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:50:04.22122Z", + "iopub.status.busy": "2022-08-24T06:50:04.220793Z", + "iopub.status.idle": "2022-08-24T06:50:04.226233Z", + "shell.execute_reply": "2022-08-24T06:50:04.225388Z", + "shell.execute_reply.started": "2022-08-24T06:50:04.221187Z" + } + }, + "outputs": [], + "source": [ + "from sklearn import metrics" + ] + }, + { + "cell_type": "code", + "execution_count": 499, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:50:12.852185Z", + "iopub.status.busy": "2022-08-24T06:50:12.851772Z", + "iopub.status.idle": "2022-08-24T06:50:12.863367Z", + "shell.execute_reply": "2022-08-24T06:50:12.862411Z", + "shell.execute_reply.started": "2022-08-24T06:50:12.852148Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[ 933 389]\n", + " [ 245 1049]]\n" + ] + } + ], + "source": [ + "# Confusion matrix \n", + "confusion = metrics.confusion_matrix(y_train_pred_final.Churn, y_train_pred_final.predicted )\n", + "print(confusion)" + ] + }, + { + "cell_type": "code", + "execution_count": 500, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:50:16.412981Z", + "iopub.status.busy": "2022-08-24T06:50:16.411802Z", + "iopub.status.idle": "2022-08-24T06:50:16.417337Z", + "shell.execute_reply": "2022-08-24T06:50:16.416259Z", + "shell.execute_reply.started": "2022-08-24T06:50:16.412936Z" + } + }, + "outputs": [], + "source": [ + "# Predicted not_churn churn\n", + "# Actual\n", + "# not_churn 3270 365\n", + "# churn 579 708 " + ] + }, + { + "cell_type": "code", + "execution_count": 501, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:50:18.660117Z", + "iopub.status.busy": "2022-08-24T06:50:18.659696Z", + "iopub.status.idle": "2022-08-24T06:50:18.666695Z", + "shell.execute_reply": "2022-08-24T06:50:18.66573Z", + "shell.execute_reply.started": "2022-08-24T06:50:18.660066Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.7576452599388379\n" + ] + } + ], + "source": [ + "# Let's check the overall accuracy.\n", + "print(metrics.accuracy_score(y_train_pred_final.Churn, y_train_pred_final.predicted))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Checking VIFs" + ] + }, + { + "cell_type": "code", + "execution_count": 502, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:50:21.890306Z", + "iopub.status.busy": "2022-08-24T06:50:21.889033Z", + "iopub.status.idle": "2022-08-24T06:50:21.896892Z", + "shell.execute_reply": "2022-08-24T06:50:21.896145Z", + "shell.execute_reply.started": "2022-08-24T06:50:21.890252Z" + } + }, + "outputs": [], + "source": [ + "# Check for the VIF values of the feature variables. \n", + "from statsmodels.stats.outliers_influence import variance_inflation_factor" + ] + }, + { + "cell_type": "code", + "execution_count": 503, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:50:25.84163Z", + "iopub.status.busy": "2022-08-24T06:50:25.8412Z", + "iopub.status.idle": "2022-08-24T06:50:25.94995Z", + "shell.execute_reply": "2022-08-24T06:50:25.948447Z", + "shell.execute_reply.started": "2022-08-24T06:50:25.841595Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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FeaturesVIF
1PhoneService7.74
0tenure7.43
3TotalCharges7.20
8InternetService_Fiber optic4.32
2PaperlessBilling2.89
6Contract_Two year2.67
9InternetService_No2.45
7PaymentMethod_Electronic check2.01
5Contract_One year1.75
10OnlineSecurity_Yes1.73
4Dependents1.47
\n", + "
" + ], + "text/plain": [ + " Features VIF\n", + "1 PhoneService 7.74\n", + "0 tenure 7.43\n", + "3 TotalCharges 7.20\n", + "8 InternetService_Fiber optic 4.32\n", + "2 PaperlessBilling 2.89\n", + "6 Contract_Two year 2.67\n", + "9 InternetService_No 2.45\n", + "7 PaymentMethod_Electronic check 2.01\n", + "5 Contract_One year 1.75\n", + "10 OnlineSecurity_Yes 1.73\n", + "4 Dependents 1.47" + ] + }, + "execution_count": 503, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Create a dataframe that will contain a list of all the feature variables and their respective VIFs\n", + "vif=pd.DataFrame()\n", + "vif['Features']=X_train[col].columns\n", + "vif['VIF']=[variance_inflation_factor(X_train[col].values,i) for i in range(X_train[col].shape[1])]\n", + "vif['VIF']=round(vif['VIF'],2)\n", + "vif=vif.sort_values(by=\"VIF\",ascending=False)\n", + "vif" + ] + }, + { + "cell_type": "code", + "execution_count": 504, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:50:35.881908Z", + "iopub.status.busy": "2022-08-24T06:50:35.881527Z", + "iopub.status.idle": "2022-08-24T06:50:35.889268Z", + "shell.execute_reply": "2022-08-24T06:50:35.887756Z", + "shell.execute_reply.started": "2022-08-24T06:50:35.881876Z" + } + }, + "outputs": [], + "source": [ + "y_train_pred=res.predict(X_train_sm).values.reshape(-1)" + ] + }, + { + "cell_type": "code", + "execution_count": 505, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:50:38.462172Z", + "iopub.status.busy": "2022-08-24T06:50:38.461713Z", + "iopub.status.idle": "2022-08-24T06:50:38.469909Z", + "shell.execute_reply": "2022-08-24T06:50:38.469055Z", + "shell.execute_reply.started": "2022-08-24T06:50:38.462132Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.31123289, 0.85952572, 0.63395038, 0.83350048, 0.00857255,\n", + " 0.64510414, 0.13518151, 0.75632014, 0.79163979, 0.00371586])" + ] + }, + "execution_count": 505, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y_train_pred[:10]" + ] + }, + { + "cell_type": "code", + "execution_count": 506, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:50:40.519057Z", + "iopub.status.busy": "2022-08-24T06:50:40.518672Z", + "iopub.status.idle": "2022-08-24T06:50:40.524348Z", + "shell.execute_reply": "2022-08-24T06:50:40.523223Z", + "shell.execute_reply.started": "2022-08-24T06:50:40.519026Z" + } + }, + "outputs": [], + "source": [ + "y_train_pred_final['Churn_Prob'] = y_train_pred" + ] + }, + { + "cell_type": "code", + "execution_count": 507, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:50:46.681806Z", + "iopub.status.busy": "2022-08-24T06:50:46.681423Z", + "iopub.status.idle": "2022-08-24T06:50:46.696102Z", + "shell.execute_reply": "2022-08-24T06:50:46.695262Z", + "shell.execute_reply.started": "2022-08-24T06:50:46.681776Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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ChurnChurn_ProbCustIDpredicted
000.31123311330
110.85952638451
200.63395021491
310.83350024311
400.00857317480
\n", + "
" + ], + "text/plain": [ + " Churn Churn_Prob CustID predicted\n", + "0 0 0.311233 1133 0\n", + "1 1 0.859526 3845 1\n", + "2 0 0.633950 2149 1\n", + "3 1 0.833500 2431 1\n", + "4 0 0.008573 1748 0" + ] + }, + "execution_count": 507, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Creating new column 'predicted' with 1 if Churn_Prob > 0.5 else 0\n", + "y_train_pred_final['predicted']=y_train_pred_final.Churn_Prob.map(lambda x:1 if x>0.5 else 0)\n", + "y_train_pred_final.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 508, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:50:49.330828Z", + "iopub.status.busy": "2022-08-24T06:50:49.330084Z", + "iopub.status.idle": "2022-08-24T06:50:49.340144Z", + "shell.execute_reply": "2022-08-24T06:50:49.339177Z", + "shell.execute_reply.started": "2022-08-24T06:50:49.330776Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.7576452599388379\n" + ] + } + ], + "source": [ + "# Let's check the overall accuracy.\n", + "print(metrics.accuracy_score(y_train_pred_final.Churn,y_train_pred_final.predicted))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So overall the accuracy hasn't dropped much" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Let's check the VIFs again**" + ] + }, + { + "cell_type": "code", + "execution_count": 509, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:50:54.460645Z", + "iopub.status.busy": "2022-08-24T06:50:54.45976Z", + "iopub.status.idle": "2022-08-24T06:50:54.558992Z", + "shell.execute_reply": "2022-08-24T06:50:54.55747Z", + "shell.execute_reply.started": "2022-08-24T06:50:54.460597Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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FeaturesVIF
1PhoneService7.74
0tenure7.43
3TotalCharges7.20
8InternetService_Fiber optic4.32
2PaperlessBilling2.89
6Contract_Two year2.67
9InternetService_No2.45
7PaymentMethod_Electronic check2.01
5Contract_One year1.75
10OnlineSecurity_Yes1.73
4Dependents1.47
\n", + "
" + ], + "text/plain": [ + " Features VIF\n", + "1 PhoneService 7.74\n", + "0 tenure 7.43\n", + "3 TotalCharges 7.20\n", + "8 InternetService_Fiber optic 4.32\n", + "2 PaperlessBilling 2.89\n", + "6 Contract_Two year 2.67\n", + "9 InternetService_No 2.45\n", + "7 PaymentMethod_Electronic check 2.01\n", + "5 Contract_One year 1.75\n", + "10 OnlineSecurity_Yes 1.73\n", + "4 Dependents 1.47" + ] + }, + "execution_count": 509, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vif=pd.DataFrame()\n", + "vif['Features']=X_train[col].columns\n", + "vif['VIF']=[variance_inflation_factor(X_train[col].values,i) for i in range(X_train[col].shape[1])]\n", + "vif['VIF']=round(vif['VIF'],2)\n", + "vif=vif.sort_values(by='VIF',ascending=False)\n", + "vif" + ] + }, + { + "cell_type": "code", + "execution_count": 510, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:50:57.592296Z", + "iopub.status.busy": "2022-08-24T06:50:57.590964Z", + "iopub.status.idle": "2022-08-24T06:50:57.599578Z", + "shell.execute_reply": "2022-08-24T06:50:57.598496Z", + "shell.execute_reply.started": "2022-08-24T06:50:57.592251Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['tenure', 'PhoneService', 'PaperlessBilling', 'Dependents',\n", + " 'Contract_One year', 'Contract_Two year',\n", + " 'PaymentMethod_Electronic check', 'InternetService_Fiber optic',\n", + " 'InternetService_No', 'OnlineSecurity_Yes'],\n", + " dtype='object')" + ] + }, + "execution_count": 510, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Let's drop TotalCharges since it has a high VIF\n", + "col=col.drop('TotalCharges')\n", + "col" + ] + }, + { + "cell_type": "code", + "execution_count": 511, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:51:00.028131Z", + "iopub.status.busy": "2022-08-24T06:51:00.027724Z", + "iopub.status.idle": "2022-08-24T06:51:00.106467Z", + "shell.execute_reply": "2022-08-24T06:51:00.105273Z", + "shell.execute_reply.started": "2022-08-24T06:51:00.028084Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
Generalized Linear Model Regression Results
Dep. Variable: Churn No. Observations: 2616
Model: GLM Df Residuals: 2605
Model Family: Binomial Df Model: 10
Link Function: Logit Scale: 1.0000
Method: IRLS Log-Likelihood: -1308.8
Date: Sun, 11 Dec 2022 Deviance: 2617.6
Time: 19:40:19 Pearson chi2: 2.60e+03
No. Iterations: 6 Pseudo R-squ. (CS): 0.3199
Covariance Type: nonrobust
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coef std err z P>|z| [0.025 0.975]
const 0.1949 0.188 1.038 0.299 -0.173 0.563
tenure -0.5854 0.071 -8.190 0.000 -0.725 -0.445
PhoneService -0.7079 0.184 -3.851 0.000 -1.068 -0.348
PaperlessBilling 0.3887 0.108 3.608 0.000 0.178 0.600
Dependents -0.5207 0.115 -4.520 0.000 -0.747 -0.295
Contract_One year -0.6067 0.145 -4.185 0.000 -0.891 -0.323
Contract_Two year -1.5709 0.227 -6.906 0.000 -2.017 -1.125
PaymentMethod_Electronic check 0.4370 0.103 4.227 0.000 0.234 0.640
InternetService_Fiber optic 1.0823 0.127 8.550 0.000 0.834 1.330
InternetService_No -0.6793 0.175 -3.878 0.000 -1.023 -0.336
OnlineSecurity_Yes -0.3250 0.121 -2.682 0.007 -0.563 -0.087
" + ], + "text/plain": [ + "\n", + "\"\"\"\n", + " Generalized Linear Model Regression Results \n", + "==============================================================================\n", + "Dep. Variable: Churn No. Observations: 2616\n", + "Model: GLM Df Residuals: 2605\n", + "Model Family: Binomial Df Model: 10\n", + "Link Function: Logit Scale: 1.0000\n", + "Method: IRLS Log-Likelihood: -1308.8\n", + "Date: Sun, 11 Dec 2022 Deviance: 2617.6\n", + "Time: 19:40:19 Pearson chi2: 2.60e+03\n", + "No. Iterations: 6 Pseudo R-squ. (CS): 0.3199\n", + "Covariance Type: nonrobust \n", + "==================================================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "--------------------------------------------------------------------------------------------------\n", + "const 0.1949 0.188 1.038 0.299 -0.173 0.563\n", + "tenure -0.5854 0.071 -8.190 0.000 -0.725 -0.445\n", + "PhoneService -0.7079 0.184 -3.851 0.000 -1.068 -0.348\n", + "PaperlessBilling 0.3887 0.108 3.608 0.000 0.178 0.600\n", + "Dependents -0.5207 0.115 -4.520 0.000 -0.747 -0.295\n", + "Contract_One year -0.6067 0.145 -4.185 0.000 -0.891 -0.323\n", + "Contract_Two year -1.5709 0.227 -6.906 0.000 -2.017 -1.125\n", + "PaymentMethod_Electronic check 0.4370 0.103 4.227 0.000 0.234 0.640\n", + "InternetService_Fiber optic 1.0823 0.127 8.550 0.000 0.834 1.330\n", + "InternetService_No -0.6793 0.175 -3.878 0.000 -1.023 -0.336\n", + "OnlineSecurity_Yes -0.3250 0.121 -2.682 0.007 -0.563 -0.087\n", + "==================================================================================================\n", + "\"\"\"" + ] + }, + "execution_count": 511, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Let's re-run the model using the selected variables\n", + "X_train_sm=sm.add_constant(X_train[col])\n", + "logm4=sm.GLM(y_train,X_train_sm,family=sm.families.Binomial())\n", + "res=logm4.fit()\n", + "res.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 512, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:51:02.788298Z", + "iopub.status.busy": "2022-08-24T06:51:02.787864Z", + "iopub.status.idle": "2022-08-24T06:51:02.796251Z", + "shell.execute_reply": "2022-08-24T06:51:02.795027Z", + "shell.execute_reply.started": "2022-08-24T06:51:02.78824Z" + } + }, + "outputs": [], + "source": [ + "y_train_pred=res.predict(X_train_sm).values.reshape(-1)" + ] + }, + { + "cell_type": "code", + "execution_count": 513, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:51:07.730441Z", + "iopub.status.busy": "2022-08-24T06:51:07.729986Z", + "iopub.status.idle": "2022-08-24T06:51:07.73802Z", + "shell.execute_reply": "2022-08-24T06:51:07.736707Z", + "shell.execute_reply.started": "2022-08-24T06:51:07.730404Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.25272339, 0.87819812, 0.58712636, 0.77074434, 0.03251373,\n", + " 0.56727205, 0.13508303, 0.68770465, 0.81242465, 0.02104759])" + ] + }, + "execution_count": 513, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y_train_pred[:10]" + ] + }, + { + "cell_type": "code", + "execution_count": 514, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:51:10.388666Z", + "iopub.status.busy": "2022-08-24T06:51:10.38794Z", + "iopub.status.idle": "2022-08-24T06:51:10.393409Z", + "shell.execute_reply": "2022-08-24T06:51:10.392516Z", + "shell.execute_reply.started": "2022-08-24T06:51:10.388623Z" + } + }, + "outputs": [], + "source": [ + "y_train_pred_final['Churn_Prob']=y_train_pred" + ] + }, + { + "cell_type": "code", + "execution_count": 515, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:51:13.500784Z", + "iopub.status.busy": "2022-08-24T06:51:13.50037Z", + "iopub.status.idle": "2022-08-24T06:51:13.516589Z", + "shell.execute_reply": "2022-08-24T06:51:13.515165Z", + "shell.execute_reply.started": "2022-08-24T06:51:13.500753Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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ChurnChurn_ProbCustIDpredicted
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" + ], + "text/plain": [ + " Churn Churn_Prob CustID predicted\n", + "0 0 0.252723 1133 0\n", + "1 1 0.878198 3845 1\n", + "2 0 0.587126 2149 1\n", + "3 1 0.770744 2431 1\n", + "4 0 0.032514 1748 0" + ] + }, + "execution_count": 515, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Creating new column 'predicted' with 1 if Churn_Prob > 0.5 else 0\n", + "y_train_pred_final['predicted']=y_train_pred_final.Churn_Prob.map(lambda x:1 if x>0.5 else 0)\n", + "y_train_pred_final.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 516, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:51:17.021531Z", + "iopub.status.busy": "2022-08-24T06:51:17.021087Z", + "iopub.status.idle": "2022-08-24T06:51:17.029263Z", + "shell.execute_reply": "2022-08-24T06:51:17.028426Z", + "shell.execute_reply.started": "2022-08-24T06:51:17.021499Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.7503822629969419\n" + ] + } + ], + "source": [ + "# Let's check the overall accuracy.\n", + "print(metrics.accuracy_score(y_train_pred_final.Churn,y_train_pred_final.predicted))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The accuracy is still practically the same." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Let's now check the VIFs again**" + ] + }, + { + "cell_type": "code", + "execution_count": 517, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:51:22.93258Z", + "iopub.status.busy": "2022-08-24T06:51:22.932175Z", + "iopub.status.idle": "2022-08-24T06:51:23.019774Z", + "shell.execute_reply": "2022-08-24T06:51:23.018268Z", + "shell.execute_reply.started": "2022-08-24T06:51:22.932548Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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FeaturesVIF
1PhoneService7.74
7InternetService_Fiber optic3.79
2PaperlessBilling2.88
5Contract_Two year2.65
0tenure2.09
8InternetService_No2.08
6PaymentMethod_Electronic check1.98
4Contract_One year1.75
9OnlineSecurity_Yes1.71
3Dependents1.47
\n", + "
" + ], + "text/plain": [ + " Features VIF\n", + "1 PhoneService 7.74\n", + "7 InternetService_Fiber optic 3.79\n", + "2 PaperlessBilling 2.88\n", + "5 Contract_Two year 2.65\n", + "0 tenure 2.09\n", + "8 InternetService_No 2.08\n", + "6 PaymentMethod_Electronic check 1.98\n", + "4 Contract_One year 1.75\n", + "9 OnlineSecurity_Yes 1.71\n", + "3 Dependents 1.47" + ] + }, + "execution_count": 517, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vif=pd.DataFrame()\n", + "vif['Features']=X_train[col].columns\n", + "vif['VIF']=[variance_inflation_factor(X_train[col].values,i) for i in range(X_train[col].shape[1])]\n", + "vif['VIF']=round(vif['VIF'],2)\n", + "vif=vif.sort_values(by=\"VIF\",ascending=False)\n", + "vif" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Metrics beyond simply accuracy" + ] + }, + { + "cell_type": "code", + "execution_count": 518, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy of overall model: 0.7503822629969419\n", + " precision recall f1-score support\n", + "\n", + " 0 0.77 0.71 0.74 1322\n", + " 1 0.73 0.79 0.76 1294\n", + "\n", + " accuracy 0.75 2616\n", + " macro avg 0.75 0.75 0.75 2616\n", + "weighted avg 0.75 0.75 0.75 2616\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "print(\"Accuracy of overall model: \"+str(accuracy_score(y_train_pred_final.Churn,y_train_pred_final.predicted))) #print('\\n')\n", + "print(classification_report(y_train_pred_final.Churn,y_train_pred_final.predicted))\n", + "cm = confusion_matrix(y_train_pred_final.Churn,y_train_pred_final.predicted)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", + "disp.plot()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Plotting the ROC Curve\n" + ] + }, + { + "cell_type": "code", + "execution_count": 519, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:51:50.891927Z", + "iopub.status.busy": "2022-08-24T06:51:50.89093Z", + "iopub.status.idle": "2022-08-24T06:51:50.899397Z", + "shell.execute_reply": "2022-08-24T06:51:50.898524Z", + "shell.execute_reply.started": "2022-08-24T06:51:50.891868Z" + } + }, + "outputs": [], + "source": [ + "def draw_roc(actual,probs):\n", + " fpr,tpr,thresholds=metrics.roc_curve(actual,probs,drop_intermediate=False)\n", + " auc_score=metrics.roc_auc_score(actual,probs)\n", + " plt.figure(figsize=(5,5))\n", + " plt.plot(fpr,tpr,label='ROC curve (area = %0.2f)'% auc_score)\n", + " plt.plot([0,1],[0,1],'k--')\n", + " plt.xlim([0.0,1.0])\n", + " plt.ylim([0.0,1.05])\n", + " plt.xlabel('False Positive Rate or [1 - True Negative Rate]')\n", + " plt.ylabel('True Positive Rate')\n", + " plt.title('Receiver operating characteristic example')\n", + " plt.legend(loc=\"lower right\")\n", + " plt.show()\n", + "\n", + " return None" + ] + }, + { + "cell_type": "code", + "execution_count": 520, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:51:56.089047Z", + "iopub.status.busy": "2022-08-24T06:51:56.087967Z", + "iopub.status.idle": "2022-08-24T06:51:56.096572Z", + "shell.execute_reply": "2022-08-24T06:51:56.095389Z", + "shell.execute_reply.started": "2022-08-24T06:51:56.089006Z" + } + }, + "outputs": [], + "source": [ + "fpr,tpr,thresholds=metrics.roc_curve(y_train_pred_final.Churn,y_train_pred_final.Churn_Prob,drop_intermediate=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 521, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:52:00.228778Z", + "iopub.status.busy": "2022-08-24T06:52:00.227842Z", + "iopub.status.idle": "2022-08-24T06:52:00.387069Z", + "shell.execute_reply": "2022-08-24T06:52:00.385987Z", + "shell.execute_reply.started": "2022-08-24T06:52:00.228736Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "draw_roc(y_train_pred_final.Churn,y_train_pred_final.Churn_Prob)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "An ROC curve demonstrates several things:\n", + "\n", + "- It shows the tradeoff between sensitivity and specificity (any increase in sensitivity will be accompanied by a decrease in specificity).\n", + "- The closer the curve follows the left-hand border and then the top border of the ROC space, the more accurate the test.\n", + "- The closer the curve comes to the 45-degree diagonal of the ROC space, the less accurate the test." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Optimal Cutoff Point\n", + "Get a proper threshold value for the telecom churn." + ] + }, + { + "cell_type": "code", + "execution_count": 522, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:52:04.901832Z", + "iopub.status.busy": "2022-08-24T06:52:04.901438Z", + "iopub.status.idle": "2022-08-24T06:52:04.945866Z", + "shell.execute_reply": "2022-08-24T06:52:04.944688Z", + "shell.execute_reply.started": "2022-08-24T06:52:04.901798Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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ChurnChurn_ProbCustIDpredicted0.00.10.20.30.40.50.60.70.80.9
000.252723113301110000000
110.878198384511111111110
200.587126214911111110000
310.770744243111111111100
400.032514174801000000000
\n", + "
" + ], + "text/plain": [ + " Churn Churn_Prob CustID predicted 0.0 0.1 0.2 0.3 0.4 0.5 0.6 \\\n", + "0 0 0.252723 1133 0 1 1 1 0 0 0 0 \n", + "1 1 0.878198 3845 1 1 1 1 1 1 1 1 \n", + "2 0 0.587126 2149 1 1 1 1 1 1 1 0 \n", + "3 1 0.770744 2431 1 1 1 1 1 1 1 1 \n", + "4 0 0.032514 1748 0 1 0 0 0 0 0 0 \n", + "\n", + " 0.7 0.8 0.9 \n", + "0 0 0 0 \n", + "1 1 1 0 \n", + "2 0 0 0 \n", + "3 1 0 0 \n", + "4 0 0 0 " + ] + }, + "execution_count": 522, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Let's create columns with different probability cutoffs \n", + "numbers=[float(x)/10 for x in range(10)]\n", + "for i in numbers:\n", + " y_train_pred_final[i]=y_train_pred_final.Churn_Prob.map(lambda x :1 if x>i else 0)\n", + "y_train_pred_final.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 523, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:52:10.785557Z", + "iopub.status.busy": "2022-08-24T06:52:10.785132Z", + "iopub.status.idle": "2022-08-24T06:52:10.835086Z", + "shell.execute_reply": "2022-08-24T06:52:10.83379Z", + "shell.execute_reply.started": "2022-08-24T06:52:10.785521Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " prob accuracy sensi speci\n", + "0.0 0.0 0.494648 1.000000 0.000000\n", + "0.1 0.1 0.628058 0.988408 0.275340\n", + "0.2 0.2 0.694954 0.961360 0.434191\n", + "0.3 0.3 0.722095 0.918856 0.529501\n", + "0.4 0.4 0.746177 0.859351 0.635401\n", + "0.5 0.5 0.750382 0.787481 0.714070\n", + "0.6 0.6 0.745031 0.693199 0.795764\n", + "0.7 0.7 0.718272 0.561824 0.871407\n", + "0.8 0.8 0.652141 0.355487 0.942511\n", + "0.9 0.9 0.505352 0.000000 1.000000\n" + ] + } + ], + "source": [ + "# Now let's calculate accuracy sensitivity and specificity for various probability cutoffs.\n", + "cutoff_df=pd.DataFrame(columns=['prob','accuracy','sensi','speci'])\n", + "from sklearn.metrics import confusion_matrix\n", + "\n", + "num = [0.0,0.1,0.2,0.3,0.4,0.5,0.6,0.7,0.8,0.9]\n", + "for i in num:\n", + " cm1=metrics.confusion_matrix(y_train_pred_final.Churn,y_train_pred_final[i])\n", + " total1=sum(sum(cm1))\n", + " accuracy=(cm1[0,0]+cm1[1,1])/total1\n", + " speci=cm1[0,0]/(cm1[0,0]+cm1[0,1])\n", + " sensi=cm1[1,1]/(cm1[1,0]+cm1[1,1])\n", + " cutoff_df.loc[i]=[i,accuracy,sensi,speci]\n", + "print(cutoff_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 524, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:52:16.813446Z", + "iopub.status.busy": "2022-08-24T06:52:16.812394Z", + "iopub.status.idle": "2022-08-24T06:52:16.991831Z", + "shell.execute_reply": "2022-08-24T06:52:16.991126Z", + "shell.execute_reply.started": "2022-08-24T06:52:16.813406Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Let's plot accuracy sensitivity and specificity for various probabilities.\n", + "cutoff_df.plot.line(x='prob',y=['accuracy','sensi','speci'])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the curve above, 0.5 is the optimum point to take it as a cutoff probability which is a default done in above model" + ] + }, + { + "cell_type": "code", + "execution_count": 525, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:53:20.392464Z", + "iopub.status.busy": "2022-08-24T06:53:20.392015Z", + "iopub.status.idle": "2022-08-24T06:53:20.402155Z", + "shell.execute_reply": "2022-08-24T06:53:20.400991Z", + "shell.execute_reply.started": "2022-08-24T06:53:20.392425Z" + }, + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(0 0\n", + " 1 1\n", + " 2 0\n", + " 3 1\n", + " 4 0\n", + " ..\n", + " 2611 0\n", + " 2612 1\n", + " 2613 1\n", + " 2614 0\n", + " 2615 1\n", + " Name: Churn, Length: 2616, dtype: int64,\n", + " 0 0\n", + " 1 1\n", + " 2 1\n", + " 3 1\n", + " 4 0\n", + " ..\n", + " 2611 1\n", + " 2612 1\n", + " 2613 1\n", + " 2614 0\n", + " 2615 1\n", + " Name: predicted, Length: 2616, dtype: int64)" + ] + }, + "execution_count": 525, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y_train_pred_final.Churn, y_train_pred_final.predicted" + ] + }, + { + "cell_type": "code", + "execution_count": 526, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:53:22.239907Z", + "iopub.status.busy": "2022-08-24T06:53:22.238766Z", + "iopub.status.idle": "2022-08-24T06:53:22.246585Z", + "shell.execute_reply": "2022-08-24T06:53:22.24544Z", + "shell.execute_reply.started": "2022-08-24T06:53:22.239848Z" + } + }, + "outputs": [], + "source": [ + "p,r,thresholds=precision_recall_curve(y_train_pred_final.Churn,y_train_pred_final.Churn_Prob)" + ] + }, + { + "cell_type": "code", + "execution_count": 527, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:53:24.90407Z", + "iopub.status.busy": "2022-08-24T06:53:24.903689Z", + "iopub.status.idle": "2022-08-24T06:53:25.056332Z", + "shell.execute_reply": "2022-08-24T06:53:25.055328Z", + "shell.execute_reply.started": "2022-08-24T06:53:24.904037Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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ChurnCustID0
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ChurnCustIDChurn_Prob
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" + ], + "text/plain": [ + " Churn CustID Churn_Prob\n", + "0 1 4314 3.195105e-06\n", + "1 0 1524 2.511764e-16\n", + "2 1 4520 9.125719e-02\n", + "3 1 6641 8.453770e-05\n", + "4 1 3743 3.685528e-02" + ] + }, + "execution_count": 539, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Let's see the head of y_pred_final\n", + "y_pred_final.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 540, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:54:03.921083Z", + "iopub.status.busy": "2022-08-24T06:54:03.920526Z", + "iopub.status.idle": "2022-08-24T06:54:03.928776Z", + "shell.execute_reply": "2022-08-24T06:54:03.927639Z", + "shell.execute_reply.started": "2022-08-24T06:54:03.921047Z" + } + }, + "outputs": [], + "source": [ + "y_pred_final['final_predicted']=y_pred_final.Churn_Prob.map(lambda x:1 if x>0.42 else 0)" + ] + }, + { + "cell_type": "code", + "execution_count": 541, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:54:06.573034Z", + "iopub.status.busy": "2022-08-24T06:54:06.571822Z", + "iopub.status.idle": "2022-08-24T06:54:06.583652Z", + "shell.execute_reply": "2022-08-24T06:54:06.582408Z", + "shell.execute_reply.started": "2022-08-24T06:54:06.572993Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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ChurnCustIDChurn_Probfinal_predicted
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" + ], + "text/plain": [ + " Churn CustID Churn_Prob final_predicted\n", + "0 1 4314 3.195105e-06 0\n", + "1 0 1524 2.511764e-16 0\n", + "2 1 4520 9.125719e-02 0\n", + "3 1 6641 8.453770e-05 0\n", + "4 1 3743 3.685528e-02 0" + ] + }, + "execution_count": 541, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y_pred_final.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 542, + "metadata": { + "execution": { + "iopub.execute_input": "2022-08-24T06:54:08.512954Z", + "iopub.status.busy": "2022-08-24T06:54:08.5122Z", + "iopub.status.idle": "2022-08-24T06:54:08.519994Z", + "shell.execute_reply": "2022-08-24T06:54:08.519006Z", + "shell.execute_reply.started": "2022-08-24T06:54:08.512915Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.5641711229946524" + ] + }, + "execution_count": 542, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Let's check the overall accuracy.\n", + "metrics.accuracy_score(y_pred_final.Churn,y_pred_final.final_predicted)" + ] + }, + { + "cell_type": "code", + "execution_count": 543, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy of overall model: 0.5641711229946524\n", + " precision recall f1-score support\n", + "\n", + " 0 0.53 0.97 0.69 547\n", + " 1 0.87 0.18 0.29 575\n", + "\n", + " accuracy 0.56 1122\n", + " macro avg 0.70 0.57 0.49 1122\n", + "weighted avg 0.70 0.56 0.48 1122\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "print(\"Accuracy of overall model: \"+str(accuracy_score(y_pred_final.Churn, y_pred_final.final_predicted))) #print('\\n')\n", + "print(classification_report(y_pred_final.Churn, y_pred_final.final_predicted))\n", + "cm = confusion_matrix(y_pred_final.Churn, y_pred_final.final_predicted)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", + "disp.plot()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Random Forest" + ] + }, + { + "cell_type": "code", + "execution_count": 544, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.ensemble import RandomForestClassifier\n", + "model_rf = RandomForestClassifier(n_estimators=1000 , oob_score = True, n_jobs = -1,\n", + " random_state =50, max_features = \"auto\",\n", + " max_leaf_nodes = 30)" + ] + }, + { + "cell_type": "code", + "execution_count": 545, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "RandomForestClassifier(max_leaf_nodes=30, n_estimators=1000, n_jobs=-1,\n", + " oob_score=True, random_state=50)" + ] + }, + "execution_count": 545, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model_rf.fit(X_train_sm, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 546, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.6800356506238859\n" + ] + } + ], + "source": [ + "# Make predictions\n", + "prediction_test = model_rf.predict(X_test_sm)\n", + "print (metrics.accuracy_score(y_test, prediction_test))" + ] + }, + { + "cell_type": "code", + "execution_count": 547, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 547, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "importances = model_rf.feature_importances_\n", + "weights = pd.Series(importances,\n", + " index=X_test_sm.columns.values)\n", + "weights.sort_values()[-10:].plot(kind = 'barh')" + ] + }, + { + "cell_type": "code", + "execution_count": 548, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy of overall model: 0.6800356506238859\n", + " precision recall f1-score support\n", + "\n", + " 0 0.62 0.90 0.73 547\n", + " 1 0.83 0.47 0.60 575\n", + "\n", + " accuracy 0.68 1122\n", + " macro avg 0.72 0.69 0.67 1122\n", + "weighted avg 0.73 0.68 0.67 1122\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "print(\"Accuracy of overall model: \"+str(accuracy_score(y_test, prediction_test)))\n", + "print(classification_report(y_test, prediction_test))\n", + "cm = confusion_matrix(y_test, prediction_test)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", + "disp.plot()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 549, + "metadata": {}, + "outputs": [], + "source": [ + "fpr,tpr,thresholds=metrics.roc_curve(y_test, prediction_test,drop_intermediate=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 550, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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8fHzYtm0bHh7WXu2uE6mmaTku+moiX609wrebQgF46p7qPHdvTfwKeme67MGDBwkICCA6Opo///zT8iQKOpFqmpaD4hL/64m/HJdIn2YVeTmwNhWKFnBo+W3bttGlSxdEhLVr19KsWTMnR+wYnUg1TXM6m02xaOdJPllxiJOXrnFv7VKM6lqXeuUcv+JIKcXIkSMpWLAgQUFB1KpVy4kR3xqdSDVNc6rgw+f5aOkB9p2+TMMKRfi4X2Pa1Cx5S+tQSiEi/Pzzz8THx1OxYkUnRXt7dCLVNM0p9pyMZsLyAwQfvkDFYgWY8mBTejTOuCc+LXPnzmX+/Pn8+uuvTh14JCt0ItU0LVtFRF1l0spDLNx+kqIFvXmne30eaVWZ/F4Z98SnZerUqbzwwgt06NCBhIQE8uXLl/lCFtCJVNO0bHHpagJfrjnCnE1hiMCz7WrwzL018CuQeU98akopxowZw5gxY+jduzc//PADPj4+Tog6e+hEqmlalsQlJjNnUyhfrjlCTHwS/e4weuLL+TnWE5+W9957j7FjxzJ48GCmT5+Ol1fuTlW5OzpN03KtZJvi9+0nmbTyIKei42hfpxSvd61L3bJZH/uzd+/e2Gw2xo4da+kVS47SiVTTtFuilGLdofOMX3aAA2diaFzRj0n9m3JXjRJZWu+1a9f47bffeOSRR2jWrFmuOUfUETqRaprmsD0no/lo2X42HrlI5eIF+fyhZtzXqNwt98SnFh0dTc+ePQkODqZRo0Y0adIkmyLOGTqRapqWqfDIq3yy8iCLdpyieKF8vNejPgNbViGfV9Yvzzx37hxdunRh9+7d/Pjjjy6XREEnUk3TMhB1JYEv1hxh7t9heHjA8+1r8PS9NSjic+s98WkJCwsjMDCQ8PBwFi9eTNeuXbNlvTlNJ1JN024Sl5jMrI3H+d/ao1yJT+KB5pV4KaA2Zf2y9xSkkJAQLly4QFBQEG3atMnWdecknUg1Tbsu2ab4bVsEk4MOcTo6jo51S/N617rULuObreXExMTg6+tL37596dixI0WLFs3W9ec068ef0jTNckop1hw4R7cpwbw2fxelffPz01OtmDmoRbYn0TVr1lCtWjX++usvAJdPoqBrpJrm9nZFXOKjpQf4+9hFqpQoyJcP30G3RmWdcv7m77//zoMPPkjNmjWpW7dutq/fKjqRapqbOnHxKhNXHuSPnUZP/JieDXjozsrZ0hOfljlz5jBkyBBatGjB0qVLKV68uFPKsYJOpJrmZiKvJDB19WHm/RuGl4cHwzvU5Kl7quObTT3xaQkODmbQoEF06tSJhQsXUrhwYaeVZQWdSDXNTVxLMHrip609ypWEJAa0qMSLnWpTpojzBwNp27Yt06ZNY9CgQeTPn9/p5eU0nUg1LY9Ltinmbw3n06BDnL0cT6d6ZXi9Sx1qZXMnUmo2m4133nmHIUOGUKNGDZ5++mmnlmclnUg1LY9SSvHXgXNMWH6AQ2djaVqpKJ8/dAd3VnN+22RiYiKPP/44P/74I0WLFuXVV191eplW0olU0/KgHeGXGLd0P5uPR1KtZCH+N/AOujR0Tk98alevXuWBBx5g6dKljB8/Ps8nUdCJVNPylNALV5i44iBLdp+mZOF8jO3VgAfvrIy3Z86cMh4dHU337t3ZuHEj06dP58knn8yRcq2mE6mm5QEXYuP5fPVh5v17Am9PD0Z0rMVT91SncP6c/Yp7enri4eHBTz/9RP/+/XO0bCvpRKppLuxqQhIzg4/z9fpjXEtMNnriO9aidA70xNsLCwujePHi+Pr6snbtWpcYjDk76USqaS4oKdnGr1uNa+LPxcQTWL8Mr3WpS83SOX9+5r59+wgICKB169b8+uuvbpdEQSdSTXMpSilW7Td64o+ci+WOykX5auAd+Fe15iqhzZs307VrV/Lly8e7775rSQy5gU6kmuYitp2I4qOl+9kSGkX1koWY9khzOjcoY1kNcPXq1fTq1YsyZcoQFBRE9erVLYkjN9CJVNNyuWPnY5m44iDL9pyhZOH8fHB/Qwa0qJRjPfFpSUhI4Mknn6RatWqsXLmScuXKWRZLbuDURCoiXYApgCcwQyk1PtXrlYE5QFFznlFKqaXOjEnTXMX5mHimrj7Mj5tPkM/Lgxc71eLJu6tTKId74tOSL18+li5dSunSpfPU4CO3y2mfiIh4Al8CAUAEsEVEFiul9tnN9jbwi1LqfyJSH1gKVHVWTJrmCq7EJzEj+DjT1x8lLsnGQ3dW4oWOtSnla/016pMmTeLkyZNMmjQpTw2Dl1XO/Gm7EziilDoGICI/Ab0A+0SqgJSbYPsBp5wYj6blaknJNn4OCWdy0GEuxMbTtWFZXu1ch+qlrB8pSSnF22+/zbhx43jggQdITk7Gy8v6mnFu4cx3ogIQbvc8AmiZap7RwEoRGQ4UAjo5MR5Ny5WUUqzcd5YJyw9w7PwVWlQtxtePNqd5lWJWhwZAcnIyzz//PF9//TVPPfUUX331FZ6enlaHlatY/ZPyEDBbKTVJRO4C5opIQ6WUzX4mEXkKeAqgcuXKFoSpac6xNSyScUsPsDUsihqlCjH90eYE1LeuJz4tQ4YM4bvvvuONN97gww8/zFWx5RbOTKQngUp2zyua0+w9AXQBUEr9LSI+QEngnP1MSqnpwHQAf39/5ayANS2nHD0fy8fLD7Bi71lK+eZnXO9G9PeviJeFPfHp6dWrF40aNWLkyJFWh5JrOTORbgFqiUg1jAT6IPBwqnlOAB2B2SJSD/ABzjsxJk2z1LmYOKasOsxPW8Lx8fLg5YDaDL27GgXzWX1weKOoqCj+/vtvunXrRp8+fawOJ9dz2qenlEoSkWHACoxTm2YppfaKyPtAiFJqMfAK8I2IvITR8TRIKaVrnFqeExufxDfrj/FN8DESkmw80rIywzvWomRh63viUzt9+jSdO3fm6NGjHD9+nNKlS1sdUq7n1J9B85zQpammvWv3eB/QxpkxaJqVEpNt/LQlnCmrDnEhNoH7GpVjZOc6VCtZyOrQ0nTs2DECAgI4e/YsixYt0knUQbnreELT8gilFCv2nuHj5Qc5duEKd1YrzjeP1aVZ5dzRE5+WPXv2EBgYSFxcHKtXr6Zly9Qn2Wjp0YlU07LZltBIPlq6n20nLlGrdGFmPOZPx3qlc31v9+LFixERgoODadCggdXhuBRxtSZJf39/FRISYnUYmnaTI+dimLD8IEH7zlKmSH5eDqhN3ztyZ0+8vWvXrlGgQAGUUly4cIFSpUpZHZIlRGSrUsr/dpbN3Z+wprmAc5fjeGPBbgInr+fvoxd5tXMd1o5sz4AWlXN9Ep0/fz41a9bk4MGDiIjbJtGs0of2mnabYuOTmL7uKN8EHyfJZuOxu6oyvENNSuTCnvi0fPPNNzzzzDO0atVKdyplkU6kmnaLEpJs/Lj5BFNXH+bilQS6Ny7Hq53rUKVE7uyJT8uECRMYNWoUXbp0Yf78+RQq5Dqx50Y6kWqag5RSLN19hokrDhB68SqtqhdnVtd6NKlU1OrQbsl3333HqFGjePDBB5kzZw758uWzOiSXpxOppjng32MX+WjZAXaEX6J2mcJ8O6gF7eqUyvU98Wl54IEHiIyMZPjw4XrwkWyiE6mmZeDw2RgmLD/Aqv3nKFvEh4/7NabvHRXx9HCtBBofH8+YMWN47bXXKFq0KC+++KLVIeUpOpFqWhrOXo5jctAhfgkJp1A+L17rUofBratRIJ/r1eBiY2Pp06cPQUFBNG7cmAcffNDqkPIcnUg1zc7luES+XneUmRuOk2xTDGpdjWEdalK8kGu2I0ZGRnLfffexefNmZs2apZOok+hEqmkYPfHz/g3j87+OEHklgZ5NyjMysA6VSxS0OrTbdvr0aQIDAzl06BDz58+nd+/eVoeUZ+lEqrk1pRR/7jrNxBUHORF5ldY1SvBG13o0quhndWhZlpSUhM1mY9myZXTo0MHqcPI0nUg1t/X30YuMX7afnRHR1C3ry+zBLbi3tmv2xNs7fvw4lStXplKlSuzatUv3zOeA3H39mqY5wcEzMQz+djMPffMP52Li+eSBJiwZcTft6uT+gUUys2nTJu644w7efdcYrVIn0Zyha6Sa2zgdfY1PVx7it20RFMrvxaiudRnUuio+3nkj2axYsYI+ffpQoUIFnnrqKavDcSs6kWp53uW4RP639iizNhxHKRjSphrPt69JMRftiU/LL7/8wiOPPEKDBg1Yvnw5ZcqUsTokt6ITqZZnxScl8/0/J/jir8NEXU3k/qbleSWwDpWKu25PfFrOnz/PkCFDaNWqFX/88Qd+fq7fUeZqdCLV8hybTfHHrlN8svIg4ZHXaFuzJKO61qVhhbyZYEqVKsWqVato3LgxBQvmrR8JV6ETqZanbDpygY+WHWD3yWjqlSvCd0MacU/tvDfGplKK119/ndq1azN06FBatWpldUhuTSdSLU/Yf/oy45cdYN2h81QoWoBP+zfh/qYV8HCxa+IdkZSUxNNPP82sWbMYMWKE1eFo6ESqubhTl64xaeUhFmyPwDe/F292q8tjd+WdnvjU4uPjefjhh1mwYAHvvvsuo0ePtjokjVtIpCJSUCl11ZnBaJqjoq8l8tXaI3y7MRSAJ++uznPtalC0YN7piU8tKSmJ7t27s2rVKiZPnqxHcMpFMk2kItIamAEUBiqLSBPgaaXUc84OTtNSi09KZu7fxjXxl+MS6d20Ai8H1qZisbzfyeLl5UWHDh149NFHeeyxx6wOR7PjSI10MtAZWAyglNopIvc4NSpNS8VmUyzeeYqJKw5y8tI17qldilFd6lK/fBGrQ3O6kydPcurUKVq0aMEbb7xhdThaGhw6tFdKhae6dC7ZOeFo2s02HL7AR8v2s/fUZRqUL8KEvo1pW6uk1WHliMOHDxMQEIBSisOHD+vbguRSjiTScPPwXomIN/ACsN+5YWka7D0VzfhlBwg+fIEKRQvw2YCm9GxSPk/2xKdlx44ddO7cGZvNxvLly3USzcUcSaTPAFOACsBJYCWg20c1p4mIusqnKw+xcMdJivh48/Z99Xj0rirk98qbPfFp2bBhA927d8fX15egoCDq1q1rdUhaBhxJpHWUUgPtJ4hIG2Cjc0LS3FX01US+XHuE2ZtCAXj6nho8264GfgW8rQ3MAl9//TVlypQhKCiIypUrWx2OlglHEunnwB0OTNO02xKXmMx3f4fyxV9HiIlPou8dFXk5oDblixawOrQcl5CQQL58+ZgxYwYxMTGULOkebcGuLt1EKiJ3Aa2BUiLyst1LRQD3OcbSnMZmU/y+4ySTVh7i5KVrtKtTite71KVeubzfE5+W//3vf3z11VesW7eO4sWLkz9/fqtD0hyUUY00H8a5o16Ar930y0A/Zwal5X3rD53no2UH2H/6Mo0q+DGxX2Na13TP2pdSinHjxvH222/To0cPChRwv5q4q0s3kSql1gHrRGS2UiosB2PS8rA9J42e+A1HLlCpeAGmPNiUHo3dpyc+NZvNxsiRI5k8eTKPPvooM2fOxNvb/dqEXZ0jbaRXRWQi0ADwSZmolNJ309IcFh55lUkrD/L7jlMUK+jNu93rM7BVZbfqiU/L2LFjmTx5MiNGjGDy5Ml4eOi7/7giRxLpPOBnoDvGqVCPA+edGZSWd0RdSeDLNUf47u8wROC5djV4pl0NivjoWhfAU089RdGiRRkxYoTL3y/KnYlSKuMZRLYqpZqLyC6lVGNz2halVIsciTAVf39/FRISYkXR2i2IS0xm9qZQvlxzhCvxSfRrXpGXAmpTzk+3/8XExPDZZ5/xxhtv4OWlB2DLLcxc5387yzryKSaa/0+LyH3AKaD47RSm5X3JNsWCbRF8GnSI09FxdKhbmte71KVOWd/MF3YDFy5coGvXrmzfvp0OHTrQpk0bq0PSsoEjifQDEfEDXsE4f7QI8KIzg9Jcj1KKtYfOM2HZAQ6ciaFJRT8+7d+Uu2qUsDq0XCM8PJzAwEBCQ0P5/fffdRLNQzJNpEqpP82H0UB7uH5lk6YBsDsimo+W7WfT0YtULl6QLx5uxn2Nyuk2PzuHDh0iICCAS5cusWLFCu65Rw+glpdkdEK+J9Af4xr75UqpPSLSHXgTKAA0y5kQtdwqPPIqE1ccZPHOUxQvlI/RPerzcMsq5PPSPc+pRUVF4enpydq1a2nWTH918pqMaqQzgUrAZmCqiJwC/IFRSqnfcyA2LZeKvJLAF38dYe4/oXh6CMPa1+Tpe6vjq3vibxIeHk6lSpVo2bIlBw8e1OeI5lEZJVJ/oLFSyiYiPsAZoIZS6mLOhKblNtcSkpm18TjT1h7lSkIS/f0r8WKn2pT188l8YTe0ZMkS+vXrx/Tp03n00Ud1Es3DMkqkCUopG4BSKk5Ejukk6p6SbYrftho98Wcux9GpntETX6uM7olPz7x58xg0aBBNmzala9euVoejOVlGibSuiOwyHwtQw3wugEo5pzQjItIFYyxTT2CGUmp8GvP0B0YDCtiplHr41jZBcxalFGsOnmPCsoMcPBtDk0pFmfJgU1pW1z3xGfniiy8YPnw47du3Z9GiRfj66h+cvC6jRFovKys2O6u+BAKACGCLiCxWSu2zm6cW8AbQRikVJSKls1Kmln12hl/io2X7+edYJFVLFOSrgXfQtWFZ3ROfiZ07dzJ8+HB69erFTz/9hI+PbvZwBxkNWpLVgUruBI4opY4BiMhPQC9gn908TwJfKqWizDLPZbFMLYvCLl7h4xUHWbLrNCUK5eP9Xg146M7KeHvqnnhHNGnShGXLltGpUyd91ZIbceYnXQEIt3seAbRMNU9tABHZiHH4P1optTz1ikTkKeApQI8W7iQXY+P5/K8jzPs3DC8PD0Z0qMmT9+ieeEckJiby/PPPM3DgQO699166dOlidUhaDrP6J9MLqAW0AyoC60WkkVLqkv1MSqnpwHQwrrXP4RjztGsJyczccIxp645xLTGZ/v6VeKlTLUoX0Yekjrh27RoDBgzgjz/+oFatWtx7771Wh6RZwKFEKiIFgMpKqYO3sO6TGOehpqhoTrMXAfyrlEoEjovIIYzEuuUWytFuQ1KyjflbI5i86hBnL8cTUL8Mr3epQ83SumPEUZcvX6Znz56sX7+eL7/8kuee0/eEdFeZJlIR6QF8gjFifjURaQq8r5TqmcmiW4BaIlINI4E+CKTukf8deAj4VkRKYhzqH7uVDdBujVKK1fvPMWH5AQ6fi6VZ5aJ88fAdtKiqx6G5FdHR0XTo0IFdu3Yxb948HnroIatD0izkSI10NEbH0VoApdQOMzlmSCmVJCLDgBUY7Z+zlFJ7ReR9IEQptdh8LVBE9gHJwKv6XFXn2X4iio+WHmBzaCTVSxZi2iN30LmB7om/Hb6+vjRr1oyxY8fSrVs3q8PRLObIeKT/KKVaich2pVQzc9ouR84jdQY9HumtO37hChNXHGDp7jOULJyPFzrV5sEWlXRP/G04ePAgPj4+VKlSxepQtGzm7PFI94rIw4Cned7nCGDT7RSm5awLsfFMXX2YH/49QT4vD17oWIsn76lO4fxW9zG6pq1bt9KlSxfq1avHunXrdE1eu86Rb9Rw4C0gHvgB43D8A2cGpWXN1YQkZgQf5+t1R4lLsvFgi0q80KkWpX11T/ztWrt2LT179qR48eLMnDlTJ1HtBo4k0rpKqbcwkqmWiyUl2/glxOiJPx8TT+cGZXitS11qlCpsdWgubfHixfTv358aNWqwcuVKKlSoYHVIWi7jSCKdJCJlgfnAz0qpPU6OSbtFSimC9p1lwvIDHD1/Bf8qxZj2yB00r6J74rPKZrPx4Ycf0rhxY5YtW0aJEnqcAe1mjoyQ395MpP2Br0WkCEZC1Yf3ucDWsCg+WrqfkLAoqpcqxNePNiewfhl96JkNkpKS8PLy4s8//8THx0cPPqKly6FeB6XUGYzBndcArwHvottJLXXsfCwfLz/I8r1nKOWbnw97N2SAfyW8dE98limleO+999i6dSsLFy6kVKlSVoek5XKOnJBfDxgA9AUuYtzj/hUnx6Wl43xMPFNWH+LHzeH4eHnwUqfaDL27GoV0T3y2sNlsvPDCC3zxxRcMGTIEDw/9w6RlzpFv3yyM5NlZKXXKyfFo6bgSn8Q3wceYvv4YCUk2BraszPAOtSjlm9/q0PKMxMREBg8ezLx583jllVeYOHGibiLRHOJIG+ldORGIlrbEZBs/bwnns1WHuRAbT7dGZXm1c12qlSxkdWh5zlNPPcW8efMYN24co0aN0klUc1hGdxH9RSnVX0R2Y4xef/0lHBwhX7t9SilW7D3Lx8sPcOzCFe6sWpzpjzXnjsrFrA4tzxoxYgStW7fmySeftDoUzcVkVCN9wfzfPScC0f4TEhrJR8sOsDUsipqlC/PNY/50qlda15Cc4Ny5c8yfP5/nnnuOZs2a6Vsla7cloxHyT5sPn1NKvW7/mohMAF6/eSktK46ci+Xj5QdYue8spX3z81GfRjzQvKLuiXeSsLAwAgICiIiIoFu3blStWtXqkDQX5UhnUwA3J82uaUzTbtO5y3F8tvowP28Jp4C3JyMDazOkbTUK5tM98c6yb98+AgMDuXLlCkFBQTqJalmSURvps8BzQHW7u4kC+AIbnR2YO4iNT2L6+mN8s/4Yick2Hm1VheEdalKisO6Jd6YtW7bQtWtXvLy8WLduHY0b6+Z+LWsyqvL8ACwDPgJG2U2PUUpFOjWqPC4x2cZPm08wZfVhLsQmcF/jcrwaWIequic+Rxw9ehQ/Pz9WrFhBzZo1rQ5HywPSHY9URIoopS6LSJoXbFuVTF15PFKlFMv2nGHiioMcv3CFltWK80a3ejStVNTq0NzC2bNnKVOmDABxcXH6VsnaDZw1HukPGD32WzFOf7LvMlZA9dsp0F1tPh7JR8v2s/3EJWqXKcysQf60r6N74nPK7Nmzee655wgKCqJNmzY6iWrZKqNe++7m/0xvK6Kl78i5GMYvO8iq/WcpUyQ/H/dtTN/mFfH00Ak0p3z66ae88sorBAQE0KRJE6vD0fIgR661bwPsUEpdEZFHgDuAz5RSJ5wenQs7ezmOz1Yd4uct4RTK58WrneswpE01CuTztDo0t6GU4p133uHDDz+kX79+fP/99+TPrzvytOznyPk1/wOaiEgTjMFKZgBzAX0D7zTExCXy9bpjzNhwjGSb4vHWVRneoRbFC+WzOjS3s3DhQj788EOGDh3KtGnT8PTUP2KacziSSJOUUkpEegFfKKVmisgTzg7M1SQk2fjh3zCm/nWEyCsJ9GhSnlcD61C5REGrQ3NbvXv35tdff6Vv3766LVpzKkcSaYyIvAE8CtwtIh6At3PDch1KKZbsPs3EFQcJu3iVu6qX4I1udWlcsajVobmlq1ev8txzz/HOO+9Qo0YN+vXrZ3VImhtwJJEOAB4GhiilzohIZWCic8NyDf8cu8hHyw6wM/wSdcr48u3gFrSrXUrXfixy6dIlunfvzqZNmwgMDKRGjRpWh6S5CUeG0TsjIvOAFiLSHdislPrO+aHlXofOxjBh2QFWHzhHOT8fJvZrTJ87dE+8lc6ePUvnzp3Zt28fP//8Mw888IDVIWluxJFe+/4YNdC1GOeSfi4iryql5js5tlznTHQcnwYdZP7WCArl9+L1LnUZ3KYqPt66E8NK4eHhdOjQgVOnTvHnn38SGBhodUiam3Hk0P4toIVS6hyAiJQCVmHcVdQtXI5LZNrao8zaeBybDQa3qcaw9jUppnvic4VixYpRq1YtvvvuO+66S49DruU8RxKpR0oSNV0E3GZct3n/hvHJioNEXU2kV9PyjAysQ6Xiuic+N9i+fTs1a9bE19eXpUuXWh2O5sYcSaTLRWQF8KP5fADgFnvt4bMxvLVwD3dWK84799WnUUU/q0PSTKtWreL+++9nwIABzJw50+pwNDfnSGfTqyLSB2hrTpqulFro3LByh82hxrgsH/dtrEdmykUWLFjAQw89RJ06dfjgA31XcM16GY1HWgv4BKgB7AZGKqVO5lRguUFIaBQlC+enij6pPteYNWsWTz75JC1btmTJkiUUK6bvYaVZL6O2zlnAnxj3s98KfJ4jEeUiW0IjaVG1mD4vNJeIiYnhnXfeISAggKCgIJ1EtVwjo0N7X6XUN+bjgyKyLScCyi3ORMcREXWNQa2rWh2K20sZM9fX15fg4GAqVqxIvnz6jAkt98gokfqISDP+G4e0gP1zpVSeTqwhYUb7aIuqaY5rreWQ5ORknn/+eQoWLMikSZOoXl0Pg6vlPhkl0tPAp3bPz9g9V0AHZwWVG4SERlHA25P65YtYHYrbSkhI4NFHH+WXX37hjTfesDocTUtXRgM7t8/JQHKbLaGRNKtcFG99K2RLXLlyhb59+7JixQomTpzIyJEjrQ5J09Kls0QaYuOT2H/6Mv5VdGeGFZRS9OjRg6CgIGbMmKGTqJbr6USahu0norAp8Nfto5YQEYYNG8Yvv/zCE0/ooW+13M+RK5vczpbQKDwEmlUuanUobuXYsWPs2LGDPn360KdPH6vD0TSHOTL6kwADgepKqffN8UjLKqU2Oz06i4SERlKvXBF8ffT41Tll9+7ddO7cGZvNRmBgIIULF7Y6JE1zmCOH9l8BdwEPmc9jgC+dFpHFEpNt7Ai/pNtHc9Dff//NPffcg4jw119/6SSquRxHEmlLpdTzQByAUioKyLNnQ+8/fZmrCcm6fTSHrFy5kk6dOlGyZEk2btxI/fr1rQ5J026ZI4k0UUQ8Mc4dTRmP1ObUqCy0JTQKAP+qukaaEzZu3EjNmjUJDg6matWqVoejabfFkUQ6FVgIlBaRD4ENwDhHVi4iXUTkoIgcEZFRGczXV0SUiPg7FLUTbQ2LpELRApTzK2B1KHlaZKRx5djo0aPZtGkTZcuWtTgiTbt9mSZSpdQ84DXgI4yrne5XSv2a2XJmLfZLoCtQH3hIRG46bhMRX+AF4N9bCz37KaXYEhpFC10bdaoJEyZQt25djh8/johQqJAeolBzbZkmUrOX/irwB7AYuGJOy8ydwBGl1DGlVALwE9ArjfnGAhMw22CtdCLyKudj4nX7qJMopXj99dcZNWoUnTp1okKFClaHpGnZwpHzSJdgtI8K4ANUAw4CDTJZrgIQbvc8AmhpP4OI3AFUUkotEZFXHQ3aWVLaR/VAJdkvOTmZZ555hhkzZvDss8/yxRdf4OGhrwfR8gZHRshvZP/cTH7PZbVgEfHAGARlkAPzPgU8BVC5siOV4duzNSySIj5e1CqtT7/JbpMnT2bGjBm8/fbbvP/++3qMVy1PueUrm5RS20SkZeZzchKoZPe8ojkthS/QEFhrfqnKAotFpKdSKiRVmdOB6QD+/v7qVmN21JbQKJpXKYaHvj99tnv++eepWLEiDz74oNWhaFq2c6SN9GW7v5Ei8gNwyoF1bwFqiUg1EckHPIjRxgqAUipaKVVSKVVVKVUV+Ae4KYnmlKgrCRw5F6vbR7NRZGQkQ4cOJTo6mgIFCugkquVZjjRS+dr95cdoM02r0+gGSqkkYBiwAtgP/KKU2isi74tIz9sP2Tm2hpnnj+ormrLFqVOnuOeee5g7dy7btuXpMcA1LeNDe/MUJl+l1G2NY6aUWkqqWzcrpd5NZ952t1NGdtkSFom3p9CkUlErw8gTjh49SqdOnbhw4QLLli2jfXu3HtpWcwMZ3UXUSymVJCJtcjIgq4SERtGogh8+3p5Wh+LS9uzZQ0BAAImJifz111+0aNHC6pA0zekyOrRPGd1ph4gsFpFHRaRPyl9OBJdT4hKT2R0RrU97ygZFihShevXqBAcH6ySquQ1Heu19gIsY92hKOZ9UAQucGFeO2n0ymoRkG811++ht27ZtG02aNKFy5cps2LBBn96kuZWMaqSlReRlYA+w2/y/1/y/JwdiyzFbQo3rvnUivT0///wzrVq1YuLEiQA6iWpuJ6MaqSdQmP9ux2zPaedyWiEkNIoapQpRonB+q0NxOV9//TXPPvssbdu25dlnn7U6HE2zRIa3Y1ZKvZ9jkVjEZlNsDYuiSwM9+tCtUEoxfvx43nzzTbp3784vv/xCgQJ6xCzNPWV0aO8Wx2dHzscSfS1Rjz96i44fP87777/PwIEDWbBggU6imlvLqEbaMceisFBK+6jusXeMUgoRoXr16mzevJkGDRrowUc0t5fuN0ApFZmTgVglJDSKkoXzU6VEQatDyfXi4uLo168fM2fOBKBRo0Y6iWoa+r72hIRF4l+lmO5pzkRMTAz33XcfCxYs4MqVK1aHo2m5ilsn0jPRcYRHXtPto5m4ePEiHTt2ZN26dcyZM4cRI0ZYHZKm5Sq3PIxeXhISpttHM3P16lXuuecejh49yoIFC+jZM9eNN6NplnPvRBoaRQFvT+qXL2J1KLlWwYIFGTx4MP7+/rRr187qcDQtV3LvRBoWSdNKRfH2dOsWjjTt2LGDuLg4WrVqxciRtzX4l6a5DbfNILHxSew7dVnfMTQNwcHB3HvvvTz99NPYbDarw9G0XM9tE+n2E1HYFHpE/FSWLFlCYGAgZcuW5Y8//tCnN2maA9z2WxISGoWHQLPKRa0OJdf44YcfuP/++6lfvz7BwcFOvdGgpuUl7ptIwyKpW7YIvj7eVoeSKyil+P3332nTpg1r1qyhdOnSVoekaS7DLTubkpJtbD9xiQeaV7Q6FMsppYiJiaFIkSLMnTsXm82mr5vXtFvkljXS/adjuJqQ7PbtozabjZdeeonWrVsTHR1N/vz5dRLVtNvglok0ZaASd76iKSkpiSFDhjBlyhQ6duyIr6+v1SFpmstyy0QaEhZJhaIFKOfnnrWvlMFH5syZw5gxY/jss89077ymZYHbtZEqpdgSGkWbGiWsDsUyL730EosWLeLzzz9n2LBhVoejaS7P7RJpeOQ1zsfE09yN20ffeecdOnXqRN++fa0ORdPyBLc7nvtvIGf3ah+NiIjglVdeISkpifLly+skqmnZyO0SaUhYJL4+XtQu7T6dK4cOHaJNmzbMmDGDQ4cOWR2OpuU57pdIQ6Pwr1IMDw/3GMh527ZttG3blmvXrrF27Vrq169vdUialue4VSKNupLA4XOxbnP+aHBwMO3bt6dAgQJs2LCBZs2aWR2SpuVJbpVIt4ZFAeBfxT3aR729valduzYbN26kdu3aVoejaXmWWyXSLWGReHsKTSoVtToUp9qzZw8ArVq1YvPmzVSsqC+F1TRncqtEujU0ikYV/PDx9rQ6FKf5/PPPady4MQsWLADQN/XTtBzgNok0LjGZXRHRebZ9VCnFmDFjGDFiBL169aJbt25Wh6RpbsNtTsjffTKahGRbnmwfTRl8ZOrUqQwaNIhvvvkGLy+3+Wg1zXJuUyMNCTU6mprnwUS6fv16pk6dyksvvcTMmTN1EtW0HOY237iQ0EiqlypEicL5rQ4l2yilEBHatWvH33//TcuWLXWbqKZZwC1qpDabIiQsihZV8k77aHR0NN26dWP9+vWA0UOvk6imWcMtEunR87FEX0vMM+OPnjt3jvbt27Nq1SpOnz5tdTia5vbc4tB+i9k+2iIP9NifOHGCgIAAwsPDWbRoke6d17RcwC0SaUhoJCUL56NKiYJWh5IlJ0+epE2bNsTExLBy5Uratm1rdUiapuEmh/ZbwiLxr1Lc5dsQy5UrR+/evVm3bp1OopqWi+T5RHr2chzhkddcun10/fr1hIWF4eHhwdSpU2nSpInVIWmaZifPJ9KU80dd9YqmxYsXExgYyIsvvmh1KJqmpSPPJ9ItoZH4eHvQoHwRq0O5Zd999x19+vShSZMmzJgxw+pwNE1Lh1MTqYh0EZGDInJEREal8frLIrJPRHaJyGoRqZLdMWwNi6JZpWJ4e7rWb8aUKVN4/PHHadeuHatXr6ZECfe9WZ+m5XZOyy4i4gl8CXQF6gMPiUjq4dm3A/5KqcbAfODj7IwhNj6JvaeiXe7+TPHx8cyZM4c+ffqwZMkSChcubHVImqZlwJmnP90JHFFKHQMQkZ+AXsC+lBmUUmvs5v8HeCQ7A9hx4hI2hcvcMdRms5GQkICPjw+rV6/G19dXXzevaS7Amce7FYBwu+cR5rT0PAEsy84AtoRG4iFwR+Wi2blap0hMTOSxxx6jb9++JCcnU6xYMZ1ENc1F5IqGQxF5BPAHJqbz+lMiEiIiIefPn3d4vVvDoqhbtgi+Pt7ZFKlzXL16ld69ezNv3jzuvvtuPDxyxceiaZqDnPmNPQlUsnte0Zx2AxHpBLwF9FRKxae1IqXUdKWUv1LKv1SpUg4VnpRsY9uJqFx//uilS5fo3LkzS5cu5euvv2bUqFEuf+GAprkbZx47bgFqiUg1jAT6IPCw/Qwi0gz4GuiilDqXnYXvPx3D1YTkXH/+6IABA/j333/56aef6N+/v9XhaJp2G5yWSJVSSSIyDFgBeAKzlFJ7ReR9IEQptRjjUL4w8KtZCzuhlOqZHeWHhEUC5Poe+48++ojz58/TuXNnq0PRNO02ObU3Qym1FFiaatq7do87OavskNAoKhQtQDm/As4q4rbt37+fJUuWMHLkSO644w6rw9E0LYvyZK+GUootoZG5sn10y5Yt3H333UyaNIkLFy5YHY6madkgTybS8MhrnIuJz3Xto6tXr6ZDhw4UKVKEDRs2ULJkSatD0jQtG+TJRJob20cXLlxIt27dqFq1Khs2bKBGjRpWh6RpWjbJk4l0S2gUvj5e1C7ta3Uo1129ehV/f3/WrVtH+fLlrQ5H07RslCcTaUhoJM2rFMPDw/rzMY8cOQLAwIEDWb9+PcWL567mBk3Tsi7PJdJLVxM4fC7W8vszKaV4++23adCgAdu3bwfA09PT0pg0TXOOPHcx99YwcyDnKta1jyYnJzNs2DCmTZvG0KFDady4sWWxaJrmfHmuRrolNApvT6FJpaKWlJ+QkMDAgQOZNm0ar7/+OtOnT9c1UU3L4/JcjTQkNJKGFfzw8bYmeX333Xf8/PPPTJgwgddee82SGDRNy1l5KpHGJSazKyKaQW2qWhbDE088Qc2aNWnXrp1lMWialrPy1KH9npPRJCTbcrx99MyZM3Tp0oWjR48iIjqJapqbyVOJdIt5x9DmOZhIjx8/Ttu2bQkODubEiRM5Vq6mablHnjq03xoWSfVShShROH+OlLd3714CAgKIi4tj9erVtGrVKkfK1TQtd8kzNVKbTRESFkWLKjlz/uju3bu55557AFi/fr1OoprmxvJMIj16PpZLVxNpnkPX11erVo3AwEA2bNhAw4YNc6RMTdNypzyTSFPaR519RVNQUBCxsbEULlyYH3/8kerVqzu1PE3Tcr88k0hDwiIpWTgfVUsUdFoZM2fOpEuXLowZM8ZpZWia5nryTiINjcK/SnGn3Thu4sSJDB06lMDAQEaPHu2UMjRNc015IpGeuxzHicirThkRXynFG2+8wWuvvcaAAQNYtGgRhQoVyvZyNE1zXXkikYakDFTihPbRc+fOMWfOHJ5++mnmzZtHvnz5sr0MTdNcW544j3RLaCQ+3h40KF8k29aZmJiIp6cnZcqUYevWrZQtW1bfb17TtDTljRppaBRNKxXF2zN7NufKlSt0796dV199FYBy5crpJKppWrpcPpFeiU9i3+nL2XbaU2RkJAEBAaxatYoGDRpkyzo1TcvbXP7Qfkf4JZJtKlvaR0+fPk1gYCCHDh3i119/pU+fPtkQoaZpeZ3LJ9ItoZF4CNxRuWiW1pOUlETHjh05ceIES5cupWPHjtkToJauxMREIiIiiIuLszoUzY34+PhQsWJFvL29s22dLp9IQ0KjqFO2CL4+WXtTvLy8GDduHOXKlaNly5bZFJ2WkYiICHx9falatapug9ZyhFKKixcvEhERQbVq1bJtvS7dRpqUbGP7iags3b/+77//5ueffwbg/vvv10k0B8XFxVGiRAmdRLUcIyKUKFEi24+CXDqRHjgTw5WE5NtuH12xYgWdOnVizJgxJCYmZnN0miN0EtVymjP2OZdOpFtCIwFuq0b6yy+/0KNHD2rXrs2aNWuytb1E0zT34tKJNCQ0igpFC1DOr8AtLTd9+nQefPBBWrZsyZo1ayhTpoyTItRyO09PT5o2bUrDhg3p0aMHly5duv7a3r176dChA3Xq1KFWrVqMHTsWpdT115ctW4a/vz/169enWbNmvPLKKxZsQca2b9/OE088YXUY6YqPj2fAgAHUrFmTli1bEhoamuZ8ly5dol+/ftStW5d69erx999/A7Bz507uuusuGjVqRI8ePbh8+TJgjBc8aNCgHNoKF06kSilCwiJv6/r6EydO0KVLF1asWEHRokWzPzjNZRQoUIAdO3awZ88eihcvzpdffgnAtWvX6NmzJ6NGjeLgwYPs3LmTTZs28dVXXwGwZ88ehg0bxvfff8++ffsICQmhZs2a2RpbUlJSltcxbtw4RowYkaNl3oqZM2dSrFgxjhw5wksvvcTrr7+e5nwvvPACXbp04cCBA+zcuZN69eoBMHToUMaPH8/u3bvp3bs3EydOBKBRo0ZERETk2O1/xP4X1hX4+/urkJAQwiOvcvfHaxh7f0MebVUl0+WUUkRERFCpUiWUUiQnJ+Pl5fInLbi0/fv3X/9CjPljL/tOXc7W9dcvX4T3emR8UUXhwoWJjY0FYNq0aezatYuvvvqKmTNnsm7dOr777rvr8x49epR27doRHh7OY489Rrt27RgyZEiG64+NjWX48OGEhIQgIrz33nv07dv3hnLnz5/Pn3/+yezZsxk0aBA+Pj5s376dNm3asGDBAnbs2HH9B79WrVps2LABDw8PnnnmmeuJ4rPPPqNNmzY3lB0TE4O/vz8HDx4EYPPmzbzwwgvExcVRoEABvv32W+rUqcPs2bNZsGABsbGxJCcns3TpUoYPH86ePXtITExk9OjR9OrVi9DQUB599FGuXLkCwBdffEHr1q0d/DTS1rlzZ0aPHs1dd91FUlISZcuW5fz58ze0Y0ZHR9O0aVOOHTt2U/umn58fly5dQkQIDw+nc+fO7Nu3D4ApU6YQHx+f5m3R7fe9FCKyVSnlfzvb4bKZJKV91JE7hiYnJ/P000+zaNEidu3aRbly5XQS1W6QnJzM6tWrrx8G7927l+bNm98wT40aNYiNjeXy5cvs2bPHoUP5sWPH4ufnx+7duwGIiorKdJmIiAg2bdqEp6cnycnJLFy4kMGDB/Pvv/9SpUoVypQpw8MPP8xLL71E27ZtOXHiBJ07d2b//v03rCckJOSGuzfUrVuX4OBgvLy8WLVqFW+++Sa//fYbANu2bWPXrl0UL16cN998kw4dOjBr1iwuXbrEnXfeSadOnShdujRBQUH4+Phw+PBhHnroIUJCQm6K/+677yYmJuam6Z988gmdOnW6YdrJkyepVKkSYJyC6Ofnx8WLFylZsuT1eY4fP06pUqUYPHgwO3fupHnz5kyZMoVChQrRoEEDFi1axP3338+vv/5KeHj49eX8/f0ZP358mok0u7lsNgkJi8LXx4vaZXwznC8+Pp6BAwfy22+/8fbbb1O2bNkcilC7FZnVHJ3l2rVrNG3alJMnT1KvXj0CAgKydf2rVq3ip59+uv68WLHMf/gfeOABPD09ARgwYADvv/8+gwcP5qeffmLAgAHX15tS8wK4fPny9Ts3pDh9+jSlSpW6/jw6OprHH3+cw4cPIyI3nKkSEBBA8eLG2S8rV65k8eLFfPLJJ4BxmtqJEycoX748w4YNY8eOHXh6enLo0KE04w8ODs50G29FUlIS27Zt4/PPP6dly5a88MILjB8/nrFjxzJr1ixGjBjB2LFj6dmz5w2js5UuXZpTp05layzpcd1EGhpJ8yrF8PRI/1SG2NhY+vTpQ1BQEJMnT+bFF1/MuQA1l5DSRnr16lU6d+7Ml19+yYgRI6hfvz7r16+/Yd5jx45RuHBhihQpQoMGDdi6dStNmjS5rXLtD1FTn9NoP97tXXfdxZEjRzh//jy///47b7/9NgA2m41//vkHHx+fDLfNft3vvPMO7du3Z+HChYSGhtKuXbs0y1RK8dtvv1GnTp0b1jd69GjKlCnDzp07sdls6ZZ9KzXSChUqEB4eTsWKFUlKSiI6OpoSJUrcME/FihWpWLHi9XO8+/Xrx/jx4wGjlr1y5UoADh06xJIlS64vl9KEkRNcsrPp0tUEDp2NzXSgkg8++IC//vqL2bNn6ySqZahgwYJMnTqVSZMmkZSUxMCBA9mwYQOrVq0CjJrriBEjrh8mvvrqq4wbN+56rcxmszFt2rSb1hsQEHC9Awv+O7QvU6YM+/fvx2azsXDhwnTjEhF69+7Nyy+/TL169a4nmcDAQD7//PPr8+3YseOmZevVq8eRI0euP4+OjqZChQoAzJ49O90yO3fuzOeff379DIXt27dfX75cuXJ4eHgwd+5ckpOT01w+ODiYHTt23PSXOokC9OzZkzlz5gBGW3GHDh1uagctW7YslSpVut7Wu3r1aurXrw8Y4wWD8f5/8MEHPPPMM9eXO3ToUI7dmNIlE+lWcyDn5pm0j7777rsEBQXx+OOP50RYmotr1qwZjRs35scff6RAgQIsWrSIDz74gDp16tCoUSNatGjBsGHDAGjcuDGfffYZDz30EPXq1aNhw4YcO3bspnW+/fbbREVF0bBhQ5o0acKaNWsAGD9+PN27d6d169aUK1cuw7gGDBjA999/f/2wHmDq1KmEhITQuHFj6tevn2YSr1u3LtHR0ddrh6+99hpvvPEGzZo1y7B3/p133iExMZHGjRvToEED3nnnHQCee+455syZQ5MmTThw4EC23CniiSee4OLFi9SsWZNPP/30ek3z1KlTdOvW7fp8n3/+OQMHDqRx48bs2LGDN998E4Aff/yR2rVrU7duXcqXL8/gwYOvL7NmzRruu+++LMfoCJfstX/gg++ZEXyMXe91pkA+zxteP3LkCK+99hrffvstfn5+FkWpOSKtnlMte02ePBlfX1+GDh1qdSg5Kj4+nnvvvZcNGzak2bGc3b32LlkjDQmNpGEFv5uS6M6dO2nbti3r16/PsfPHNC03e/bZZ8mfP7/VYeS4EydOMH78+Bw7O8flEqlSsDMi+qbTnjZu3Mi9996Lt7c3wcHBNGrUyKIINS338PHx4dFHH7U6jBxXq1atGzrTnM3lEum1xCQSkmw3DFTy119/ERAQQJkyZdi4caM+XHQhrta0pLk+Z+xzLpdIr8QbPYX2NdKaNWsSEBBAcHAwlStXtio07Rb5+Phw8eJFnUy1HJMyHmlGp43dDpc7j/RqQhKNShWiROH8BAUF0bFjRypXrsyiRYusDk27RRUrViQiIoLz589bHYrmRlJGyM9OTk2kItIFmAJ4AjOUUuNTvZ4f+A5oDlwEBiilQjNa55WEZJpXLsq4ceN46623mDZtGk8//bRzNkBzKm9v72wdpVzTrOK0RCoinsCXQAAQAWwRkcVKqX12sz0BRCmlaorIg8AEYMDNa/tPcrJi/+9fseSHb3jkkUcyHTRC0zTN2ZzZRnoncEQpdUwplQD8BPRKNU8vYI75eD7QUTIZvjrp8lmW/PANw4cPZ86cOXpAZk3TLOfMRFoBCLd7HmFOS3MepVQSEA2UIAO2a7G89957TJkyBQ8Pl+sr0zQtD3KJziYReQp4ynwaP2bMmD1jxoyxMiRnKglcsDoIJ8rL25eXtw3y/vbVyXyWtDkzkZ4EKtk9r2hOS2ueCBHxAvwwOp1uoJSaDkwHEJGQ272MyxXo7XNdeXnbwD2273aXdeax8RaglohUE5F8wIPA4lTzLAZSRhTpB/yl9EmFmqa5GKfVSJVSSSIyDFiBcfrTLKXUXhF5HwhRSi0GZgJzReQIEImRbDVN01yKU9tIlVJLgaWppr1r9zgOeOAWVzs9G0LLzfT2ua68vG2gty9dLjeMnqZpWm6jzx/SNE3LolybSEWki4gcFJEjIjIqjdfzi8jP5uv/ikhVC8K8bQ5s38sisk9EdonIahHJ/J7TuURm22Y3X18RUSLiUj3BjmyfiPQ3P7+9IvJDTseYFQ7sm5VFZI2IbDf3z25prSc3EpFZInJORPak87qIyFRz23eJyB0OrVgplev+MDqnjgLVgXzATqB+qnmeA6aZjx8EfrY67mzevvZAQfPxs66yfY5smzmfL7Ae+AfwtzrubP7sagHbgWLm89JWx53N2zcdeNZ8XB8ItTruW9i+e4A7gD3pvN4NWAYI0Ar415H15tYaqVMuL81FMt0+pdQapdRV8+k/GOfhugJHPjuAsRhjK8Sl8Vpu5sj2PQl8qZSKAlBKncvhGLPCke1TQBHzsR+QM/c8zgZKqfUYZwilpxfwnTL8AxQVkYxvqkXuPbR3yuWluYgj22fvCYxfSVeQ6baZh0uVlFJLcD2OfHa1gdoislFE/jFHQXMVjmzfaOAREYnAOCtneM6EliNu9bsJuMglou5MRB4B/IF7rY4lO4iIB/ApMMjiUJzJC+Pwvh3GkcR6EWmklLpkZVDZ6CFgtlJqkojchXEueEOllM3qwKySW2ukt3J5KRldXppLObJ9iEgn4C2gp1IqPodiy6rMts0XaAisFZFQjHaoxS7U4eTIZxcBLFZKJSqljgOHMBKrK3Bk+54AfgFQSv0N+GBch58XOPTdTC23JtK8fnlpptsnIs2ArzGSqCu1sWW4bUqpaKVUSaVUVaVUVYz2355Kqdu+zjmHObJv/o5RG0VESmIc6t980/vcyZHtOwF0BBCRehiJNK/c5mAx8JjZe98KiFZKnc50Kat70TLoXeuG8Ut+FHjLnPY+xpcOjA/vV+AIsBmobnXM2bx9q4CzwA7zb7HVMWfXtqWady0u1Gvv4GcnGM0X+4DdwINWx5zN21cf2IjRo78DCLQ65lvYth+B00AixpHDE8AzwDN2n92X5rbvdnTf1Fc2aZqmZVFuPbTXNE1zGTqRapqmZZFOpJqmaVmkE6mmaVoW6USqaZqWRTqRpkNEkkVkh91f1Qzmjc2G8maLyHGzrG3mFSO3uo4ZIlLffPxmqtc2ZTVGcz0p78seEflDRIpmMn/TnBodyC628ubzD0Uk/HY+HxH50lzXPhG5Zrcf9MvGeAeJiE1EGttN25PdI5ml/gxEpGdGo3LdwnoHich58305ICIvObhMeQfmmygiZ0RkZFbjzBFWn9eVW/+AWGfMm8E6ZgP9zMeBwK6civ9214sxaMxbmcw/CPjCCXF4ZbbNGFdNlcvKewFUJY2RgtIq/zbWPQjj5Paf7abtAapm83vlrM/g+noxxrm4gDGGQkbLrMXBczMxrukfmd1xO+NP10gdJCKFxRgXdJuI7BaRm0Y0EpFyIrLersZ2tzk9UET+Npf9VUQKZ1LceqCmuezL5rr2iMiL5rRCIrJERHaa0weY09eKiL+IjAcKmHHMM1+LNf//JCL32cU8W0T6iYinWQvYIsY4jE878Lb8jTmgg4jcaW7jdhHZJCJ1zCtj3gcGmLEMMGOfJSKbzXnTeh/FjGWP+V6nbF87EQkWkcUYJ7tnSCn1j3LkqhQHpS5fRKqK3biWIjJSREabj2uIyHIR2WouUzed1f4JNBCRm24FnN5+IyLdzBrgVjHGzvzTnO7oZzBIRL4QET8RCRNj/IOU/SpcRLxvIX4AlFIXMS6OKWeu611zX9ojItPNz7QfxrgR88xYCohIcxFZZ5azQhwYaSlXsjqT59Y/IJn/ripaiDEQRRHztZIYO03KBQ2x5v9X+O9KEE+M68pLYiTGQub014F30yhvNv/VSB8A/gWaY1xdUQgoDOwFmgF9gW/slvUz/6/F/LXn5tpZSoy9gTnm43wYI90UAJ4C3jan5wdCgGppxBlrt32/Al3M50Uwa2lAJ+A38/Eg7GpDwDjgEfNxUYwraAqlKqMvEGSWUQaj1lYO47LLK2nFldY2Zzbdwf2gKmaNNHX5pKqtAiOB0ebj1UAt83FLjEuYU697EPAF8JjdZ7LHXG+a+w3GFX3hdjH8CPx5i5/B9efAIqC9+XgAMONW4zcfV8b4rviYz4vbzTcX6JHGPuoNbAJK2ZU/y2650bhIjVSP/pS+a0qppilPRMQbGCci9wA2jJpYGeCM3TJbgFnmvL8rpXaIyL2Yl9SJMVxqPoyaXFomisjbGNctP4FxPfNCpdQVM4YFwN3AcmCSiEzA+BIF38J2LQOmiEh+oAuwXil1TUQCgcbyXxugH8ZAG8dTLV9ARHaY278fI+GlzD9HRGphjFfpnU75gUBP+a/tywfjS7jfbp62wI9KqWTgrIisA1oAl4HNyhgIxCqZlm/WHFsDv8p/Q+Tmz2CRH4C3RKSa3bRWpL3f1AWO2cXwI8aPIDj+Gdj7GSOBrcG4rv6rW4x/gPmdqAsMU8YNLQHai8hrQEGgOEYl4I9Uy9bBGMAmyCzHE+PyTZejE6njBgKlgOZKqUQxRi7ysZ9BKbXe3KnuA2aLyKdAFBCklHrIgTJeVUrNT3kiIh3TmkkpdUiMMT27AR+IyGql1PuObIRSKk5E1gKdMb5AP6UUBwxXSq3IZBXXlFJNRaQgxq22nwemYgzUvEYp1VuMzpK16SwvQF+l1EFH4k3DldtcLu1gRFZg/CCGKKWG3mL5SdzYYZuyP3gAl+x/iDOijFuXT8KodV4PjTT2GxHJaJ2Ofgb2FmNUEIpjHAH9hXEE5Gj8PyulhokxetdKs9njEvAVRs0z3Gzu8EljWQH2KqVuuWM1t9FtpI7zA86ZSbQ9UCX1DGLcV+msUuobYAbGLQ3+AdqISEqbZyERqe1gmcHA/SJSUEQKYRyWB4vR63lVKfU9MNEsJ7VEs2aclp+BwfxXuwUjKT6bsoyI1DbLTJMyRu8fAbwi/w1jmDLc2CC7WWMwmjhSrACGi1kFEWOUq7S2e4AY7balMG4PsTm9WLJCKdVZKdXUwSSa2lmgtIiUMGv43c11XgaOi8gDcL3Nt0km65qNcTheynye3n5zEKgu//XsD7Bbh6OfwXVKqViMI6kpGEc3ybcTvzJG75oLvMB/SfOCWbu1P9PBPpaDQCkxz1Ax22YbZFRObqUTqePmAf4ishujTetAGvO0A3aKyHaMHXyKUuo8xk79o4js4r/Ds0wppbZhfME2Y7SZzlBKbQcaAZvNQ+z3gA/SWHw6sEvMzqZUVmIMFL1KGbeTACPx7wO2idGB8jWZHLGYsezCGOj3Y+Ajc9vtl1sD1Dc7FwZg1Jq8zdj2ms9TW2iudydGDek1pdSZNObLkIh8LMYo7gVFJMKsGWUbpVQiRkfOZowmDvt9YiDwhIjsxDisvalTLdW6EjBq9qXN52nuN0qpaxj3K1suIlsxElO0uRpHP4PUfgYeMf/fVvymCRg/0MnANxjtvSswEnWK2cA0c9/1xEiyE8xydmA0KbgcPfqTlmeISKxSKrMzIlyeiBRWSsWatfovgcNKqclWx5XdzB++WKXUJ1bHkhldI9Xykstid0J+HvakWaPbi3E4/7W14WQ/EZmIUUvO1jZxZ9E1Uk3TtCzSNVJN07Qs0olU0zQti3Qi1TRNyyKdSDVN07JIJ1JN07Qs0olU0zQti/4PoxiQhezurnEAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "draw_roc(y_test, prediction_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Support Vector Machine(SVM)" + ] + }, + { + "cell_type": "code", + "execution_count": 551, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.7700534759358288" + ] + }, + "execution_count": 551, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.svm import SVC\n", + "\n", + "modelSVM = SVC(kernel='linear') \n", + "modelSVM.fit(X_train_sm,y_train)\n", + "preds = modelSVM.predict(X_test_sm)\n", + "metrics.accuracy_score(y_test, preds)" + ] + }, + { + "cell_type": "code", + "execution_count": 552, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy of overall model: 0.7700534759358288\n", + " precision recall f1-score support\n", + "\n", + " 0 0.82 0.68 0.74 547\n", + " 1 0.74 0.86 0.79 575\n", + "\n", + " accuracy 0.77 1122\n", + " macro avg 0.78 0.77 0.77 1122\n", + "weighted avg 0.78 0.77 0.77 1122\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "print(\"Accuracy of overall model: \"+str(accuracy_score(y_test, preds))) #print('\\n')\n", + "print(classification_report(y_test, preds))\n", + "cm = confusion_matrix(y_test, preds)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", + "disp.plot()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 553, + "metadata": {}, + "outputs": [], + "source": [ + "fpr,tpr,thresholds=metrics.roc_curve(y_test, preds,drop_intermediate=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 554, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "draw_roc(y_test, preds)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## AdaBoostClassifier" + ] + }, + { + "cell_type": "code", + "execution_count": 555, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.6443850267379679" + ] + }, + "execution_count": 555, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.ensemble import AdaBoostClassifier\n", + "model = AdaBoostClassifier()\n", + "# n_estimators = 50 (default value) \n", + "# base_estimator = DecisionTreeClassifier (default value)\n", + "model.fit(X_train_sm,y_train)\n", + "preds = model.predict(X_test_sm)\n", + "metrics.accuracy_score(y_test, preds)" + ] + }, + { + "cell_type": "code", + "execution_count": 556, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy of overall model: 0.6443850267379679\n", + " precision recall f1-score support\n", + "\n", + " 0 0.58 0.94 0.72 547\n", + " 1 0.87 0.36 0.51 575\n", + "\n", + " accuracy 0.64 1122\n", + " macro avg 0.73 0.65 0.62 1122\n", + "weighted avg 0.73 0.64 0.61 1122\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "print(\"Accuracy of overall model: \"+str(accuracy_score(y_test, preds))) #print('\\n')\n", + "print(classification_report(y_test, preds))\n", + "cm = confusion_matrix(y_test, preds)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", + "disp.plot()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 557, + "metadata": {}, + "outputs": [], + "source": [ + "fpr,tpr,thresholds=metrics.roc_curve(y_test, preds,drop_intermediate=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 558, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "draw_roc(y_test, preds)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## XGBClassifier" + ] + }, + { + "cell_type": "code", + "execution_count": 559, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.6657754010695187" + ] + }, + "execution_count": 559, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from xgboost import XGBClassifier\n", + "model = XGBClassifier()\n", + "model.fit(X_train_sm, y_train)\n", + "preds = model.predict(X_test_sm)\n", + "metrics.accuracy_score(y_test, preds)" + ] + }, + { + "cell_type": "code", + "execution_count": 560, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy of overall model: 0.6657754010695187\n", + " precision recall f1-score support\n", + "\n", + " 0 0.61 0.84 0.71 547\n", + " 1 0.77 0.50 0.60 575\n", + "\n", + " accuracy 0.67 1122\n", + " macro avg 0.69 0.67 0.66 1122\n", + "weighted avg 0.69 0.67 0.66 1122\n", + "\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "print(\"Accuracy of overall model: \"+str(accuracy_score(y_test, preds))) #print('\\n')\n", + "print(classification_report(y_test, preds))\n", + "cm = confusion_matrix(y_test, preds)\n", + "disp = ConfusionMatrixDisplay(confusion_matrix=cm)\n", + "disp.plot()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 561, + "metadata": {}, + "outputs": [], + "source": [ + "fpr,tpr,thresholds=metrics.roc_curve(y_test, preds,drop_intermediate=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 562, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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uiVQp5RW/7TnJu/O2szXmHKGVivFR3yY0r14q0+l27txJeHg4sbGxzJkzx+tJFDSRKqU8bPexON6bv4OlO45TsXhBRt/bhG6hNxCQxomk1NavX0+nTp0QEZYvX07Tpk09EHHmNJEqpTzi+Ll4Pl68ixl/RVO4QBBvdKnLw7dVIzhf+ieSHBljePnllylUqBCLFi2iVq1abo7YeZpIlVJudfFKIuNW7mPcyn0kJCXT7/Ybea5tTUoUzu/0PIwxiAgzZszg8uXLVKpUyY0RZ50mUqWUWyQlG35YG81Hi3ZxPO4yXRqV59WOdalWunCW5jN16lR+/PFHfvjhB7d2POIKTaRKqRxljGH5rhOMnLeDncfiuLlqCb588GZurloiy/MaM2YMzz//PG3btuXKlSvkz+98K9aTNJEqpXKMY5G5aqUK8eUDN9GpYfksX+NpjOGtt97irbfeomfPnnz77bcEBwdnPqGXaCJVSrks5uwlPly4k1kbDl8tMvdAs6rkD8repUn//e9/GT58OI8++ijjxo0jKCh3p6rcHZ1SKldLq8jcM61rUqxgPpfm27NnT5KTkxk+fLhX71hyliZSpVSWJSQl892ag4xevJtTF67wryY38HLHOlQqUSjb87x06RI//fQTDz74IE2bNs0114g6QxOpUsppxhgWbjvG+w5F5iZ1qU+jSsVcmm9sbCzdu3cnMjKSRo0a0bhx4xyK2DM0kSqlnJJRkTlXHD9+nE6dOrF582a+++47n0uioIlUKZWJzIrMueLvv/+mQ4cOREdHM3v2bDp37pwDEXueJlKlVJqcLTLnirVr13Ly5EkWLVpEixYtcmy+nqaJVCl1HWeKzLkqLi6OkJAQ7r77btq1a0fx4sVzbN7e4P3+p5RSuYIxhjmbYmj/0QrembudxpWLM2/QHfyvd+McTaLLli3jxhtvZOnSpQA+n0RBW6RKKZwvMueqn3/+mXvvvZeaNWtSt27dHJ+/t2giVSoPy0qROVdNnjyZxx57jFtuuYV58+ZRsmTJHF+Gt2giVSoPyk6ROVdERkbSr18/2rdvz6xZsyhSJONSIr5GE6lSeUh2iszlhJYtWzJ27Fj69etHgQLuXZY3aCJVKg9ITjbM2nCYUQuzVmTOtWUmM3ToUB577DFq1KjBk08+6bZleZsmUqX83Oo9JxmRjSJzrkhISOCRRx7hu+++o3jx4rzyyituXZ63aSJVyk/tOhbHe/O2s2zniSwXmXPFxYsXueeee5g3bx4jR470+yQKmkiV8juuFplzRWxsLF27dmX16tWMGzeOJ554wu3LzA00kSrlJy5cTuTrSNeKzLkqMDCQgIAApk+fTp8+fTy2XG/TRKqUj0spMjdq0S5OxF3mrkYVeLVTHaqWylqROVf8/ffflCxZkpCQEJYvX+4TnTHnJE2kSvmolCJz783bzq5j57m5agnGZrPInCu2bdtGeHg4t99+Oz/88EOeS6KgiVQpn7Q1JpYR87azes8pl4rMuWrNmjV07tyZ/Pnz8+abb3p02bmJJlKlfEhOF5lzxZIlS+jRowflypVj0aJFVK9e3eMx5BaaSJXyAXHxCXy5fC8TVllF5p5sVYOnW9dwuchcdl25coUnnniCG2+8kYULF1KhQgWvxJFbuDWRikgnYDQQCIw3xoxMNbwKMBkobo/zujFmnjtjUsqXpC4y17NpRV7qUNulInM5IX/+/MybN4+yZcv6Vecj2eW2RCoigcDnQDhwCPhLRGYbY7Y5jDYE+N4Y86WI1AfmAdXcFZNSvsJdReZcNWrUKA4fPsyoUaP8qhs8V7mzRXorsMcYsw9ARKYDPQDHRGqAovbjYkCMG+NRyidsOHiG9+btYM2B09QsWyTHisy5whjDkCFDGDFiBPfccw9JSUkEBemRwRTufCcqAtEOzw8BzVKNMwxYKCLPAYWB9m6MR6lcLfr0Rd7/dQdzNh2hdJECOVpkzhVJSUk8++yzfPXVVwwYMIAvvviCwED33yXlS7z9k3IfMMkYM0pEbgOmikhDY0yy40giMgAYAFClShUvhKmU+5y9eIXPlu5hyu/uKzLniscee4wpU6YwePBg3n333Tx5nWhm3PlJHQYqOzyvZL/mqD/QCcAY87uIBAOlgeOOIxljxgHjAMLCwoy7AlbKkzxRZC4n9OjRg0aNGvHyyy97O5Rcy52J9C+glojciJVA7wXuTzXOQaAdMElE6gHBwAk3xqSU11lF5o7wvwU7iD59iVa1yzC4c13qVSia+cQecubMGX7//Xe6dOlCr169vB1Orue2RGqMSRSRgcACrEubJhpjtorI28BaY8xs4CXgaxF5EevEUz9jjLY4ld9KXWRuav9buaNWzheZc8WRI0fo2LEje/fuZf/+/ZQtW9bbIeV6bj0IY18TOi/Va286PN4GtHBnDErlBo5F5soXDXZrkTlX7Nu3j/DwcI4dO8Yvv/yiSdRJueNotlJ+6tT5y4xesptvPVRkzhVbtmyhQ4cOxMfHs2TJEpo1S32RjUqPJlKl3CA+IYkJq/bz5fK9XPJgkTlXzJ49GxEhMjKSBg0aeDscnyK+dkgyLCzMrF271tthKJUmbxSZc9WlS5coWLAgxhhOnjxJmTK565itp4jIOmNMWHam9e6Vvkr5kdV7TtLts1W89EMUpUMKMH1Ac8Y/Epark+iPP/5IzZo12blzJyKSZ5Ooq3TXXikXeavInKu+/vprnnrqKZo3b64nlVykiVSpbPJmkTlXvf/++7z++ut06tSJH3/8kcKFPVeWxB9pIlUqi3JDkTlXTJkyhddff517772XyZMnkz+/b8Sdm2kiVcpJuaHIXE645557OH36NM8995x2PpJDNJEqlQljDMt3nuC9+d4tMueKy5cv89Zbb/Hqq69SvHhxXnjhBW+H5Fc0kSqVgS2HY3lvvveLzLni/Pnz9OrVi0WLFhEaGsq9997r7ZD8jiZSpdKQusjcsG71ud9LReZccfr0ae666y7WrFnDxIkTNYm6iSZSpRyci09gbC4qMueKI0eO0KFDB3bt2sWPP/5Iz549vR2S39JEqhTXisx9sng3p3NRkTlXJCYmkpyczPz582nbtq23w/FrmkhVnpa6yNxt1UvxRpd6Xi8y54r9+/dTpUoVKleuzKZNm/TMvAf41gEfpXLQhoNn6PPV7zw5dR0BAcLEfmF8+0Qzn06iv/32GzfddBNvvmn1VqlJ1DO0RarynIOnLvK/BbmvyJyrFixYQK9evahYsSIDBgzwdjh5iiZSlWekFJmb/PsBggICcl2ROVd8//33PPjggzRo0IBff/2VcuXKeTukPMX3tyClMpG6yFyfmyvz7w61KVc0dxWZy64TJ07w2GOP0bx5cyIiIihWzHcPTfgqTaTKb6UuMndn7TIM7lKXuuVzT5G5nFCmTBkWL15MaGgohQr57lUGvkwTqfJLa/af5t1524nKxUXmXGGM4bXXXqN27do8/vjjNG/e3Nsh5WmaSJVf2XfiPCPn72DhttxdZM4ViYmJPPnkk0ycOJFBgwZ5OxyFJlLlJ1IXmXulYx0ea3Fjriwy54rLly9z//33M3PmTN58802GDRvm7ZAUWUikIlLIGHPRncEolVW+WGQuuxITE+natSuLFy/m448/1h6ccpFME6mI3A6MB4oAVUSkMfCkMeYZdwenVHpSisx9uHAnR3ykyJyrgoKCaNu2LQ899BAPP/ywt8NRDpxpkX4MdARmAxhjokSklVujUioDq/ec5N2529l25ByNKxXj475NaF69lLfDcpvDhw8TExPDLbfcwuDBg70djkqDU7v2xpjoVP0vJrknHKXSt/NoHO/N385yHysy54rdu3cTHh6OMYbdu3drWZBcyplEGm3v3hsRyQc8D2x3b1hKXXP8XDwfLdrF92ujKeJjReZcsXHjRjp27EhycjK//vqrJtFczJlE+hQwGqgIHAYWAnp8VLndhcuJjFtpFZlLTPa9InOuWLVqFV27diUkJIRFixZRt25db4ekMuBMIq1jjHnA8QURaQGsdk9IKq9LTErmh3WH+MjHi8y54quvvqJcuXIsWrSIKlWqeDsclQlnEumnwE1OvKaUS/yhyJyrrly5Qv78+Rk/fjxxcXGULl3a2yEpJ6SbSEXkNuB2oIyI/NthUFHAvw9OKY9LXWRu7IM30bGBbxWZc9WXX37JF198wYoVKyhZsiQFCvjftbD+KqMWaX6sa0eDgBCH188Bvd0ZlMo7Ys5e4sMFO5m10beLzLnCGMOIESMYMmQI3bp1o2DBgt4OSWVRuonUGLMCWCEik4wxf3swJpUHnItP4Mvle5noB0XmXJGcnMzLL7/Mxx9/zEMPPcSECRPIly9vvQf+wJljpBdF5AOgAXC1A0djjFbTUlnmj0XmXDF8+HA+/vhjBg0axMcff0xAQN5pifsTZxLpNGAG0BXrUqhHgBPuDEr5H2MMC7Ye43+/+k+RuZwwYMAAihcvzqBBg/LU8WB/I8aYjEcQWWeMuVlENhljQu3X/jLG3OKRCFMJCwsza9eu9caiVTZtOHiGEfO289eBM9QsW4Q3utSlTZ2yeTZxxMXF8cknnzB48GCCgrQDttzCznVh2ZnWmU8xwf5/RETuAmKAktlZmMpb/LXInCtOnjxJ586d2bBhA23btqVFixbeDknlAGcS6TsiUgx4Cev60aLAC+4MSvm2sxev8OnSPUxJKTLXrhYDWlX3iyJzroiOjqZDhw4cOHCAn3/+WZOoH8l0yzbGzLEfxgJt4OqdTUpd53JiElN++5tPl+4m7nKi3xWZc8WuXbsIDw/n7NmzLFiwgFattAM1f5LRBfmBQB+se+x/NcZsEZGuwBtAQaCpZ0JUuZ0xhohNR/jAz4vMueLMmTMEBgayfPlymjbVr46/yahFOgGoDKwBxohIDBAGvG6M+dkDsSkf4Fhkrl6Fokzt38ivisy5Kjo6msqVK9OsWTN27typ14j6qYwSaRgQaoxJFpFg4ChQwxhzyjOhqdxs74nzvO9QZO7DexrTs2lFvyoy56q5c+fSu3dvxo0bx0MPPaRJ1I9llEivGGOSAYwx8SKyT5OoSikyN+3PgwT7cZE5V02bNo1+/frRpEkTOnfu7O1wlJtllEjrisgm+7EANeznApiUa0ozIiKdsPoyDQTGG2NGpjFOH2AYYIAoY8z9WVsF5Qmpi8zdf2sVnm9fi9JFtGON1D777DOee+452rRpwy+//EJISEjmEymfllEirefKjO2TVZ8D4cAh4C8RmW2M2eYwTi1gMNDCGHNGRMq6skyV81IXmQuvX47XOvl3kTlXREVF8dxzz9GjRw+mT59OcLBesZAXZNRpiasdldwK7DHG7AMQkelAD2CbwzhPAJ8bY87Yyzzu4jJVDlq1+yQj5l0rMvdJ3yY08+MiczmhcePGzJ8/n/bt2+tdS3mIO28xqQhEOzw/ZL/mqDZQW0RWi8gf9qGAfxCRASKyVkTWnjiht/m7286jcfT7vzU8OOFPYi8lMPreJsx6poUm0XQkJCQwYMAAVqxYAUCnTp00ieYx3v60g4BaQGugErBSRBoZY846jmSMGQeMA+teew/HmGfk1SJzrrh06RJ9+/YlIiKCWrVqceedd3o7JOUFTiVSESkIVDHG7MzCvA9jXYeaopL9mqNDwJ/GmARgv4jswkqsf2VhOcpFqYvMPdriRga2yRtF5lxx7tw5unfvzsqVK/n888955hmtCZlXZZpIRaQb8CFWj/k3ikgT4G1jTPdMJv0LqCUiN2Il0HuB1GfkfwbuA/5PREpj7ervy8oKqOz7R5G50Aq82jFvFZnLrtjYWNq2bcumTZuYNm0a9913n7dDUl7kTIt0GNaJo+UAxpiNdnLMkDEmUUQGAguwLn+aaIzZKiJvA2uNMbPtYR1EZBuQBLyi16q6X0qRuRHztrP7eN4sMueqkJAQmjZtyvDhw+nSpYu3w1Fe5kx/pH8YY5qLyAZjTFP7tU3OXEfqDtofqWu2HI5lxLzt/LbXKjL3eue6ea7InCt27txJcHAwVatW9XYoKoe5uz/SrSJyPxBoX/c5CPgtOwtT3nP47CVG5fEic65at24dnTp1ol69eqxYsUJ/fNRVziTS54D/AJeBb7F2x99xZ1Aq56QUmZuwaj9gFZl7pk0Nigbrfd9ZsXz5crp3707JkiWZMGGCJlF1HWcSaV1jzH+wkqnyEQlJyXz750FGL9Eic66aPXs2ffr0oUaNGixcuJCKFVNfDq3yOmcS6SgRKQ/8CMwwxmxxc0zKBSlF5t7/dQf7tcicy5KTk3n33XcJDQ1l/vz5lCqlNyWof3Kmh/w2diLtA3wlIkWxEqru3ucyjkXmapUtwsR+YXm6yJyrEhMTCQoKYs6cOQQHB2vnIypdTl2Qb4w5itW58zLgVeBN9DhprnHw1EXeX7CDuXaRuRE9G9EnrFKeLjLnCmMM//3vf1m3bh2zZs2iTBntqFplzJkL8usBfYG7gVNYNe5fcnNcyglaZC7nJScn8/zzz/PZZ5/x2GOPERCgP0Yqc8584yZiJc+OxpgYN8ejnOBYZO785UTu0SJzOSIhIYFHH32UadOm8dJLL/HBBx/oYRHlFGeOkd7miUBU5rTInHsNGDCAadOmMWLECF5//XVNosppGVUR/d4Y00dENmP1Xn91EE72kK9yzp/7TjFi3naiDsVqkTk3GTRoELfffjtPPPGEt0NRPiajFunz9v+unghEpU2LzLnX8ePH+fHHH3nmmWdo2rSplkpW2ZJRD/lH7IfPGGNecxwmIu8Dr/1zKpVTHIvMFcwXqEXm3ODvv/8mPDycQ4cO0aVLF6pVq+btkJSPcuZkUzj/TJqd03hN5YBLV5KYuFqLzLnbtm3b6NChAxcuXGDRokWaRJVLMjpG+jTwDFDdoZooQAiw2t2B5TXJyYaZGw4zSovMud1ff/1F586dCQoKYsWKFYSG6uF+5ZqMWqTfAvOB94DXHV6PM8acdmtUeYwWmfOsvXv3UqxYMRYsWEDNmjW9HY7yA+n2RyoiRY0x50SkZFrDvZVM/ak/0p1H43hv/naW7zxBpRIFeaVjHbqF3kCAnkhyi2PHjlGuXDkA4uPjtVSyuo67+iP9FuuM/Tqsy58cv90GqJ6dBSo4di6ejxbu4od1VpG5/3Spx8O3V6VAkJ5IcpdJkybxzDPPsGjRIlq0aKFJVOWojM7ad7X/Z1pWRDlHi8x5x0cffcRLL71EeHg4jRs39nY4yg85c699C2CjMeaCiDwI3AR8Yow56Pbo/IQWmfMOYwxDhw7l3XffpXfv3nzzzTcUKKBXP6ic58zlT18CjUWkMVZnJeOBqYAW8HbCsh3HrxaZC6tagq8eupmbqmiROU+YNWsW7777Lo8//jhjx44lMFAPnSj3cCaRJhpjjIj0AD4zxkwQkf7uDswfLN95nEcn/UW1UoUY++BNWmTOw3r27MkPP/zA3Xffre+7citn+giLE5HBwEPAXBEJALTgjxN+XHeIkoXzs+DFVnRqWEG/zB5w8eJF+vXrx969exERevfure+7cjtnEmlfrMJ3j9kdPFcCPnBrVH7g4pVElmw/TueG5fVsvIecPXuWDh06MGXKFP78809vh6PykEwTqZ08pwHFRKQrEG+MmeL2yHzcku3HuZSQRLfGN3g7lDzh2LFjtG7dmjVr1jBjxgzuv/9+b4ek8pBME6mI9AHWAPdg1W36U0R6uzswXxcRFUO5ogW4pVqa9zOoHBQdHU3Lli3ZvXs3c+bM4Z577vF2SCqPceZk03+AW4wxxwFEpAywGKuqqErDufgElu88wYPNq2p3dx5QokQJatWqxZQpU7jtNu2HXHmeM4k0ICWJ2k7h3LHVPGvh1mNcSUqmW+MK3g7Fr23YsIGaNWsSEhLCvHnzvB2OysOcSYi/isgCEeknIv2AuYButRmIiIqhUomCNKlc3Nuh+K3Fixdzxx138MILL3g7FKWcOtn0CvAVEGr/jUvd0bO65vSFK6zac5JujW/Qy27cZObMmdx1111Ur16dd97RquDK+zLqj7QW8CFQA9gMvGyMOeypwHzV/C1HSEo2dAvVs/XuMHHiRJ544gmaNWvG3LlzKVFC7xJT3pdRi3QiMAernv064FOPROTjIqJiqFGmMPUqhHg7FL8TFxfH0KFDCQ8PZ9GiRZpEVa6R0cmmEGPM1/bjnSKy3hMB+bJj5+L5c/9pnm9XS3frc1BKn7khISFERkZSqVIl8ufXHrNU7pFRIg0WkaZc64e0oONzY4wm1lTmbjqCMdBVd+tzTFJSEs8++yyFChVi1KhRVK+u3eCq3CejRHoE+Mjh+VGH5wZo666gfFXEphjqVyiqdZZyyJUrV3jooYf4/vvvGTx4sLfDUSpdGXXs3MaTgfi66NMX2XDwLK92quPtUPzChQsXuPvuu1mwYAEffPABL7/8srdDUipdzlyQr5wwd/MRAD1bnwOMMXTr1o0VK1Ywfvx4+vfXXhtV7qZ3KOWQiKgYmlQuTuWShbwdis8TEQYOHMj333+vSVT5BG2R5oC9J86zNeYcQ7vW93YoPm3fvn1s3LiRXr160atXL2+Ho5TTnKnZJMADQHVjzNsiUgUob4xZ4/bofMScqCOIwF2N9N767Nq8eTMdO3YkOTmZDh06UKSInrBTvsOZXfsvgNuA++znccDnbovIxxhjmB11mFurlaR8MS3xmx2///47rVq1QkRYunSpJlHlc5xJpM2MMc8C8QDGmDOAXg1t23E0jr0nLmgHztm0cOFC2rdvT+nSpVm9ejX16+vhEeV7nEmkCSISiHXtaEp/pMlujcqHRETFEBggdG5Y3tuh+KTVq1dTs2ZNIiMjqVatmrfDUSpbnEmkY4BZQFkReRdYBYxwZuYi0klEdorIHhF5PYPx7hYRIyJhTkWdSxhjiNgUQ4uapSlVROulZ8Xp06cBGDZsGL/99hvly+sPkfJdznSjNw14FXgP626nfxljfshsOrsV+znQGagP3Cci/9hvE5EQ4HnA56qVRR2KJfr0JbqF6kmmrHj//fepW7cu+/fvR0QoXLiwt0NSyiXO1GyqAlwEIoDZwAX7tczcCuwxxuwzxlwBpgM90hhvOPA+9jFYXxIRFUP+wAA6NNDWlDOMMbz22mu8/vrrtG/fnooVK3o7JKVyhDPXkc7FOj4qQDBwI7ATaJDJdBWBaIfnh4BmjiOIyE1AZWPMXBF5xdmgc4PkZMOcTTHcWacMxQrm83Y4uV5SUhJPPfUU48eP5+mnn+azzz4jIEDvB1H+IdNEaoxp5PjcTn7PuLpgEQnA6gSlnxPjDgAGAFSp4kxj2P3+OnCaY+cu69l6J3388ceMHz+eIUOG8Pbbb2s3g8qvZPnOJmPMehFplvmYHAYqOzyvZL+WIgRoCCy3v1Tlgdki0t0YszbVMscB4wDCwsJMVmN2h4hNMQTnC6Bd3bLeDsUnPPvss1SqVIl7773X26EoleOcubPp3w5PA4CbgBgn5v0XUEtEbsRKoPcC96cMNMbEAqUdlrMcq5zJWnK5xKRk5m8+Srt65ShcQO+yTc/p06d59dVXGTVqFMWKFdMkqvyWMwepQhz+CmAdM03rpNF1jDGJwEBgAbAd+N4Ys1VE3haR7tkP2ft+33eKUxeuaE9PGYiJiaFVq1ZMnTqV9eu1D3Dl3zJsTtmXMIUYY7LVGaQxZh6pSjcbY95MZ9zW2VmGN0RExVCkQBCt65Txdii50t69e2nfvj0nT55k/vz5tGmjXdsq/5ZRFdEgY0yiiLTwZEC53eXEJH7dcpQODcoRnC/Q2+HkOlu2bCE8PJyEhASWLl3KLbfc4u2QlHK7jFqka7COh24UkdnAD8CFlIHGmJluji1Xitx1knPxiXq2Ph1FixalevXqjB8/nnr16nk7HKU8wpkzJcHAKawaTSnXkxogTybSiE0xFC+Uj5Y1S2c+ch6yfv16GjduTJUqVVi1apVe3qTylIxONpW1z9hvATbb/7fa/7d4ILZc59KVJBZtO0bnhhXIF6gXk6eYMWMGzZs354MPPgDQJKrynIxapIFAEa6VY3aUK67l9LSlO45z8UoS3RrrvfUpvvrqK55++mlatmzJ008/7e1wlPKKDMsxG2Pe9lgkPiAiKoYyIQVodmMpb4fidcYYRo4cyRtvvEHXrl35/vvvKViwoLfDUsorMto/1f0zB3HxCSzdeZy7GlUgMEDfmv379/P222/zwAMPMHPmTE2iKk/LqEXazmNR+IBF245xJTE5z5+tN8YgIlSvXp01a9bQoEED7XxE5XnpfgOMMac9GUhuFxEVQ8XiBbmpSnFvh+I18fHx9O7dmwkTJgDQqFEjTaJKoXXtnXLmwhUid5+ka2iFPHtGOi4ujrvuuouZM2dy4cKFzCdQKg/RHjecsGDrURKTTZ7drT916hSdO3dm/fr1TJ48mYcfftjbISmVq2gidULEphhuLF2YBjcU9XYoHnfx4kVatWrF3r17mTlzJt27+3R/M0q5hSbSTByPi+f3vacY2KZmntytL1SoEI8++ihhYWG0bt3a2+EolStpIs3E/M1HSTbkud36jRs3Eh8fT/PmzXn55Wx1/qVUnqGJNBMRUTHULR9CrXIh3g7FYyIjI+natSvVqlVjw4YNemZeqUzoNyQDh89eYu3fZ/JUa3Tu3Ll06NCB8uXLExERoUlUKSfotyQDczdZFVW65pG69d9++y3/+te/qF+/PpGRkbmm0KBSuZ0m0gxERB2hcaViVC1V2NuhuJ0xhp9//pkWLVqwbNkyypbVon5KOUuPkaZj/8kLbD4cy5C7/LtzYmMMcXFxFC1alKlTp5KcnKz3zSuVRdoiTcecKGu3/i4/3q1PTk7mxRdf5Pbbbyc2NpYCBQpoElUqGzSRpiNiUwy3VitJhWL+mVgSExN57LHHGD16NO3atSMkJO9claBUTtNEmoadR+PYdew8Xf20A+eUzkcmT57MW2+9xSeffKJn55VygR4jTUNEVAwBAp0b+mciffHFF/nll1/49NNPGThwoLfDUcrnaSJNxRhDxKYYbq9RmjIhBbwdjlsMHTqU9u3bc/fdd3s7FKX8gu7PpbLl8Dn+PnXR7+oyHTp0iJdeeonExERuuOEGTaJK5SBNpKlEbIohX6DQsUF5b4eSY3bt2kWLFi0YP348u3bt8nY4SvkdTaQOkpMNc6JiaFWrDMUL5fd2ODli/fr1tGzZkkuXLrF8+XLq16/v7ZCU8juaSB2sP3iGmNh4v7m3PjIykjZt2lCwYEFWrVpF06ZNvR2SUn5JE6mDiKgYCgQF0L5+OW+HkiPy5ctH7dq1Wb16NbVr1/Z2OEr5LU2ktsSkZOZuPkK7emUpUsC3L2bYsmULAM2bN2fNmjVUqlTJyxEp5d80kdr+3H+ak+ev0C3Ut3frP/30U0JDQ5k5cyZAnuzVXylP00Rqi4iKoXD+QNrU9c1ej4wxvPXWWwwaNIgePXrQpUsXb4ekVJ7h2/uwOeRKYjLztxylQ4PyBOcL9HY4WZbS+ciYMWPo168fX3/9NUFB+tEq5SnaIgVW7TlB7KUEn70If+XKlYwZM4YXX3yRCRMmaBJVysP0G4fVgXOxgvloWbOMt0PJEmMMIkLr1q35/fffadasmR4TVcoL8nyLND4hiYVbj9KpQXnyB/nO2xEbG0uXLl1YuXIlYJ2h1ySqlHf4TuZwk2U7jnPhSpJPXYR//Phx2rRpw+LFizly5Ii3w1Eqz8vzu/ZzNh2hdJH8NK9e0tuhOOXgwYOEh4cTHR3NL7/8omfnlcoF8nQiPX85kSU7jtEnrDJBgbm/cX748GFatGhBXFwcCxcupGXLlt4OSSlFHt+1X7L9GPEJyT6zW1+hQgV69uzJihUrNIkqlYvk6RZpRFQMFYoFc3OVEt4OJUMrV66katWqVK1alTFjxng7HKVUKnm2RRp7MYEVu07QNbQCAQG592z37Nmz6dChAy+88IK3Q1FKpSPPJtIFW4+SkGRy9W79lClT6NWrF40bN2b8+PHeDkcplQ63JlIR6SQiO0Vkj4i8nsbwf4vINhHZJCJLRKSqO+NxFLEphqqlCtGoYjFPLTJLRo8ezSOPPELr1q1ZsmQJpUqV8nZISql0uC2Rikgg8DnQGagP3Cciqbtn3wCEGWNCgR+B/7krHkcnz19m9Z6TdAu9IVdexH758mUmT55Mr169mDt3LkWKFPF2SEqpDLjzZNOtwB5jzD4AEZkO9AC2pYxgjFnmMP4fwINujOeq+ZuPkGzIdbv1ycnJXLlyheDgYJYsWUJISIjeN6+UD3Dnrn1FINrh+SH7tfT0B+a7MZ6rIqKOULtcEeqUD/HE4pySkJDAww8/zN13301SUhIlSpTQJKqUj8gVJ5tE5EEgDPggneEDRGStiKw9ceKES8s6EnuJNQdO0zUXdeB88eJFevbsybRp07jjjjsICMgVH4tSyknubPIcBio7PK9kv3YdEWkP/Ae40xhzOa0ZGWPGAeMAwsLCjCtBzd1k3ZveNTR3dJl39uxZunXrxurVq/nqq68YMGCAt0NSSmWROxPpX0AtEbkRK4HeC9zvOIKINAW+AjoZY467MZarIqJiaFixKNXL5I4TOH379uXPP/9k+vTp9OnTx9vhKKWywW2J1BiTKCIDgQVAIDDRGLNVRN4G1hpjZmPtyhcBfrDPnh80xnR3V0wHT10k6lAsgzvXddcisuy9997jxIkTdOzY0duhKKWyya1nM4wx84B5qV570+Fxe3cuP7WITTEA3OXl3frt27czd+5cXn75ZW666SavxqKUcl2eOi0cERXDzVVLUKlEIa/F8Ndff9G5c2fy5ctHv379KF26tNdiUUrljDxzenj3sTh2HI2jmxdbo0uWLKFt27YULVqUVatWaRJVyk/kmUQasekIAQJdvJRIZ82aRZcuXahWrRqrVq2iRo0aXolDKZXz8kQiNcYwJyqG5tVLUTYk2CsxXLx4kbCwMFasWMENN+Sea1iVUq7LE4l0a8w59p284JVbQvfs2QPAAw88wMqVKylZ0jdKmiilnJcnEmnEphiCAoRODcp7bJnGGIYMGUKDBg3YsGEDAIGBgR5bvlLKc/z+rL21W3+EO2qVpkTh/B5ZZlJSEgMHDmTs2LE8/vjjhIaGemS5Sinv8PsW6fqDZzl89pLHduuvXLnCAw88wNixY3nttdcYN26ctkSV8nN+3yKNiIohf1AA4fXLeWR5U6ZMYcaMGbz//vu8+uqrHlmmUsq7/DqRJiUb5m4+Qps6ZQgJzueRZfbv35+aNWvSunVrjyxPKeV9fr1r/+f+U5yIu+z23fqjR4/SqVMn9u7di4hoElUqj/HrRDpn0xEK5Q+kbd2yblvG/v37admyJZGRkRw8eNBty1FK5V5+u2ufkJTM/M1HaF+vHIXyu2c1t27dSnh4OPHx8SxZsoTmzZu7ZTlKqdzNbxPp6j0nOXMxwW279Zs3b6Z169YUKFCAlStX0rBhQ7csRymV+/ntrn1E1BFCgoNoVds9HYPceOONdOjQgVWrVmkSVSqP88tEGp+QxMKtR+nUoDwFgnL2Gs5FixZx/vx5ihQpwnfffUf16tVzdP5KKd/jl4l0xa4TxF1OzPHd+gkTJtCpUyfeeuutHJ2vUsq3+WUijYiKoWTh/Nxeo1SOzfODDz7g8ccfp0OHDgwbNizH5quU8n1+l0gvXklkyfbjdGlUnqBA11fPGMPgwYN59dVX6du3L7/88guFCxfOgUiVUv7C7xLp4u3HuZSQRLccqlt//PhxJk+ezJNPPsm0adPIn98zHZ8opXyH313+FBEVQ7miBbilmmv9fiYkJBAYGEi5cuVYt24d5cuXx650qpRS1/GrFmnspQRW7DzBXY1uICAg+0nvwoULdO3alVdeeQWAChUqaBJVSqXLrxLpwq1HuZKUTLfG2a/LdPr0acLDw1m8eDENGjTIweiUUv7Kr3btIzYdoVKJgjSpXDxb0x85coQOHTqwa9cufvjhB3r16pWzASql/JLfJNJT5y+zes9JBrSqnq3d8MTERNq1a8fBgweZN28e7dq1c0OUylFCQgKHDh0iPj7e26GoPCQ4OJhKlSqRL1/Oda3pN4n0161HSUo22T5bHxQUxIgRI6hQoQLNmjXL4ehUWg4dOkRISAjVqlXTY9DKI4wxnDp1ikOHDnHjjTfm2Hz95hhpRFQMNcoUpl6FkCxN9/vvvzNjxgwA/vWvf2kS9aD4+HhKlSqlSVR5jIhQqlSpHN8L8otEeuxcPH/uP023xjdk6Uu5YMEC2rdvz1tvvUVCQoIbI1Tp0SSqPM0d25xfJNK5m45gDHTNwm79999/T7du3ahduzbLli3L0eMlSqm8xS8SacSmGOpXKErNskWcGn/cuHHce++9NGvWjGXLllGunGcK46ncJzAwkCZNmtCwYUO6devG2bNnrw7bunUrbdu2pU6dOtSqVYvhw4djjLk6fP78+YSFhVG/fn2aNm3KSy+95IU1yNiGDRvo37+/t8NI1+XLl+nbty81a9akWbNmHDhwIM3xzp49S+/evalbty716tXj999/B6Bv3740adKEJk2aUK1aNZo0aQJY/QX369fPMyuBHyTS6NMX2XDwbJZ6ejp48CCdOnViwYIFFC9e3H3BqVyvYMGCbNy4kS1btlCyZEk+//xzAC5dukT37t15/fXX2blzJ1FRUfz222988cUXAGzZsoWBAwfyzTffsG3bNtauXUvNmjVzNLbExESX5zFixAgGDRrk0WVmxYQJEyhRogR79uzhxRdf5LXXXktzvOeff55OnTqxY8cOoqKiqFevHgAzZsxg48aNbNy4kbvvvvvqJYuNGjXi0KFDHiv/I46/sL4gLCzMrF279urzL5fv5f1fdxD5ahsqlyyU7nTGGA4dOkTlypUxxpCUlERQkN9ctOCTtm/ffvUL8VbEVrbFnMvR+de/oSj/7ZbxTRVFihTh/PnzAIwdO5ZNmzbxxRdfMGHCBFasWMGUKVOujrt3715at25NdHQ0Dz/8MK1bt+axxx7LcP7nz5/nueeeY+3atYgI//3vf7n77ruvW+6PP/7InDlzmDRpEv369SM4OJgNGzbQokULZs6cycaNG6/+4NeqVYtVq1YREBDAU089dTVRfPLJJ7Ro0eK6ZcfFxREWFsbOnTsBWLNmDc8//zzx8fEULFiQ//u//6NOnTpMmjSJmTNncv78eZKSkpg3bx7PPfccW7ZsISEhgWHDhtGjRw8OHDjAQw89xIULFwD47LPPuP322538NNLWsWNHhg0bxm233UZiYiLly5fnxIkT1x3HjI2NpUmTJuzbty/d45vGGKpUqcLSpUupVasWAKNHj+by5ctplkV33PZSiMg6Y0xYdtbD5zNJRFQMTasUzzCJJiUl8eSTT/LLL7+wadMmKlSooElUXScpKYklS5Zc3Q3eunUrN99883Xj1KhRg/Pnz3Pu3Dm2bNni1K788OHDKVasGJs3bwbgzJkzmU5z6NAhfvvtNwIDA0lKSmLWrFk8+uij/Pnnn1StWpVy5cpx//338+KLL9KyZUsOHjxIx44d2b59+3XzWbt27XXVG+rWrUtkZCRBQUEsXryYN954g59++gmA9evXs2nTJkqWLMkbb7xB27ZtmThxImfPnuXWW2+lffv2lC1blkWLFhEcHMzu3bu57777cGzUpLjjjjuIi4v7x+sffvgh7du3v+61w4cPU7lyZcC6BLFYsWKcOnWK0qWvVbbYv38/ZcqU4dFHHyUqKoqbb76Z0aNHX9cLW2RkJOXKlbuaRAHCwsIYOXJkmok0p/l0Ntlz/Dzbjpzjza710x3n8uXLPPDAA/z0008MGTKE8uXLezBC5azMWo7ucunSJZo0acLhw4epV68e4eHhOTr/xYsXM3369KvPS5Qokek099xzD4GBVmWHvn378vbbb/Poo48yffp0+vbte3W+27ZtuzrNuXPnrlZuSHHkyBHKlClz9XlsbCyPPPIIu3fvRkSuu1IlPDyckiWtjn4WLlzI7Nmz+fDDDwHrMrWDBw9yww03MHDgQDZu3EhgYCC7du1KM/7IyMhM1zErEhMTWb9+PZ9++inNmjXj+eefZ+TIkQwfPvzqON999x333XffddOVLVuWmJiYHI0lPT6dSOdsikEE7gpN+9768+fP06tXLxYtWsTHH3/MCy+84NkAVa6Xcoz04sWLdOzYkc8//5xBgwZRv359Vq5ced24+/bto0iRIhQtWpQGDRqwbt06GjdunK3lOu6ipr6m0bGlddttt7Fnzx5OnDjBzz//zJAhQwBITk7mjz/+IDg4OMN1c5z30KFDadOmDbNmzeLAgQO0bt06zWUaY/jpp5+oU6fOdfMbNmwY5cqVIyoqiuTk5HSXnZUWacWKFYmOjqZSpUokJiYSGxtLqVLXd8heqVIlKlWqdPUa7969ezNy5MirwxMTE5k5cybr1q27brqUQxie4LMnm4wxRETFcGu1kpQrmvYH+s4777B06VImTZqkSVRlqFChQowZM4ZRo0aRmJjIAw88wKpVq1i8eDFgtVwHDRp0dTfxlVdeYcSIEVdbZcnJyYwdO/Yf8w0PD796Aguu7dqXK1eO7du3k5yczKxZs9KNS0To2bMn//73v6lXr97VJNOhQwc+/fTTq+Nt3LjxH9PWq1ePPXv2XH0eGxtLxYoVAZg0aVK6y+zYsSOffvrp1SsUNmzYcHX6ChUqEBAQwNSpU0lKSkpz+sjIyKsngBz/UidRgO7duzN58mTAOlbctm3bfxwHLV++PJUrV756rHfJkiXUr39tL3Tx4sXUrVuXSpUqXTfdrl27PFaY0mcT6fYjcew9cSHDs/VvvvkmixYt4pFHHvFgZMpXNW3alNDQUL777jsKFizIL7/8wjvvvEOdOnVo1KgRt9xyCwMHDgQgNDSUTz75hPvuu4969erRsGFD9u3b9495DhkyhDNnztCwYUMaN27MsmXLABg5ciRdu3bl9ttvp0KFjHsr69u3L998883V3XqAMWPGsHbtWkJDQ6lfv36aSbxu3brExsZebR2++uqrDB48mKZNm2Z4dn7o0KEkJCQQGhpKgwYNGDp0KADPPPMMkydPpnHjxuzYsSNHKkX079+fU6dOUbNmTT766KOrLc2YmBi6dOlydbxPP/2UBx54gNDQUDZu3Mgbb7xxddj06dP/sVsPsGzZMu666y6XY3SKMcan/m6++WZjjDEj52831QfPNSfj4o2j3bt3m549e5qzZ88albtt27bN2yH4vY8++sh8/fXX3g7D4+Lj402zZs1MQkJCmsPT2vaAtSabecknW6TGGOZsiqFFzdKUKlLg6utRUVG0bNmSlStXeuz6MaVys6effpoCBQpkPqKfOXjwICNHjvTY1Tk+mUijDsUSffoS3RxOMq1evZo777yTfPnyERkZSaNGjbwYoVK5Q3BwMA899JC3w/C4WrVqXXcyzd18MpFGRMWQPzCADg2sS5mWLl1KeHg45cqVY/Xq1f+40FblXsbHbghRvs8d25xPJtI5m2K4s04ZihW0OhqpWbMm4eHhREZGUqVKFS9Hp5wVHBzMqVOnNJkqjzF2f6QZXTaWHT53i2i9Rk3MpbveZcx9TSl4fCvt2rUjIMAnfw/yPO0hX3lDej3k59pbREWkEzAaCATGG2NGphpeAJgC3AycAvoaYw5kNM+zlxIoFhTAhtkTGfbmUMaOHcuTTz7pnhVQbpUvX74c7aVcKW9xW1NORAKBz4HOQH3gPhFJfS9nf+CMMaYm8DHwfmbzjb2UQPD6aQx7cygPPvhgpp1GKKWUu7lzn/hWYI8xZp8x5gowHeiRapwewGT78Y9AO8mk++rLZ44SNX8azz33HJMnT9YOmZVSXufORFoRiHZ4fsh+Lc1xjDGJQCxQigwkXzrPkKFvMnr0aD02qpTKFXyi0xIRGQAMsJ9efmf421veGf62N0Nyp9LASW8H4Ub+vH7+vG7g/+tXJ/NR0ubORHoYqOzwvJL9WlrjHBKRIKAY1kmn6xhjxgHjAERkbXbPrPkCXT/f5c/rBnlj/bI7rTv3jf8CaonIjSKSH7gXmJ1qnNlASo8ivYGlxteux1JK5Xlua5EaYxJFZCCwAOvyp4nGmK0i8jZW5wCzgQnAVBHZA5zGSrZKKeVT3HqM1BgzD5iX6rU3HR7HA/dkcbbjciC03EzXz3f587qBrl+6fO7OJqWUym30+iGllHJRrk2kItJJRHaKyB4ReT2N4QVEZIY9/E8RqeaFMLPNifX7t4hsE5FNIrJERKp6I87syGzdHMa7W0SMiPjUmWBn1k9E+tif31YR+dbTMbrCiW2ziogsE5EN9vbZJa355EYiMlFEjovIlnSGi4iMsdd9k4jc5NSMs9sjtDv/sE5O7QWqA/mBKKB+qnGeAcbaj+8FZng77hxevzZAIfvx076yfs6smz1eCLAS+AMI83bcOfzZ1QI2ACXs52W9HXcOr9844Gn7cX3ggLfjzsL6tQJuArakM7wLMB8QoDnwpzPzza0tUrfcXpqLZLp+xphlxpiL9tM/sK7D9QXOfHYAw7H6VvC1rp+cWb8ngM+NMWcAjDHHPRyjK5xZPwMUtR8XAzxT8zgHGGNWYl0hlJ4ewBRj+QMoLiIZF9Ui9+7au+X20lzEmfVz1B/rV9IXZLpu9u5SZWPMXE8GlkOc+exqA7VFZLWI/GH3guYrnFm/YcCDInII66qc5zwTmkdk9bsJ+MgtonmZiDwIhAF3ejuWnCAiAcBHQD8vh+JOQVi7962x9iRWikgjY8xZbwaVg+4DJhljRonIbVjXgjc0xiR7OzBvya0t0qzcXkpGt5fmUs6sHyLSHvgP0N0Yc9lDsbkqs3ULARoCy0XkANZxqNk+dMLJmc/uEDDbGJNgjNkP7MJKrL7AmfXrD3wPYIz5HQjGug/fHzj13UwttyZSf7+9NNP1E5GmwFdYSdSXjrFluG7GmFhjTGljTDVjTDWs47/djTHZvs/Zw5zZNn/Gao0iIqWxdvX/WfQ+d3Jm/Q4C7QBEpB5WIj3h0SjdZzbwsH32vjkQa4w5kulU3j6LlsHZtS5Yv+R7gf/Yr72N9aUD68P7AdgDrAGqezvmHF6/xcAxYKP9N9vbMefUuqUadzk+dNbeyc9OsA5fbAM2A/d6O+YcXr/6wGqsM/obgQ7ejjkL6/YdcARIwNpz6A88BTzl8Nl9bq/7Zme3Tb2zSSmlXJRbd+2VUspnaCJVSikXaSJVSikXaSJVSikXaSJVSikXaSJNh4gkichGh79qGYx7PgeWN0lE9tvLWm/fMZLVeYwXkfr24zdSDfvN1Rjt+aS8L1tEJEJEimcyfhNP9Q7kENsN9vN3RSQ6O5+PiHxuz2ubiFxy2A5652C8/UQkWURCHV7bktM9maX+DESke0a9cmVhvv1E5IT9vuwQkRednOYGJ8b7QESOisjLrsbpEd6+riu3/gHn3TFuBvOYBPS2H3cANnkq/uzOF6vTmP9kMn4/4DM3xBGU2Tpj3TVVwZX3AqhGGj0FpbX8bMy7H9bF7TMcXtsCVMvh98pdn8HV+WL1c3ESqw+FjKZZjpPXZmLd0/9yTsftjj9tkTpJRIqI1S/oehHZLCL/6NFIRCqIyEqHFtsd9usdROR3e9ofRKRIJotbCdS0p/23Pa8tIvKC/VphEZkrIlH2633t15eLSJiIjAQK2nFMs4edt/9PF5G7HGKeJCK9RSTQbgX8JVY/jE868bb8jt2hg4jcaq/jBhH5TUTq2HfGvA30tWPpa8c+UUTW2OOm9T6KHcsW+71OWb/WIhIpIrOxLnbPkDHmD+PMXSlOSr18EakmDv1aisjLIjLMflxDRH4VkXX2NHXTme0coIGI/KMUcHrbjYh0sVuA68TqO3OO/bqzn0E/EflMRIqJyN9i9X+Qsl1Fi0i+LMQPgDHmFNbNMRXseb1pb0tbRGSc/Zn2xuo3YpodS0ERuVlEVtjLWSBO9LSUK3k7k+fWPyCJa3cVzcLqiKKoPaw01kaTckPDefv/S1y7EyQQ677y0liJsbD9+mvAm2ksbxLXWqT3AH8CN2PdXVEYKAJsBZoCdwNfO0xbzP6/HPvXnn+2zlJi7AlMth/nx+rppiAwABhiv14AWAvcmEac5x3W7wegk/28KHYrDWgP/GQ/7odDawgYATxoPy6OdQdN4VTLuBtYZC+jHFarrQLWbZcX0oorrXXO7HUnt4Nq2C3S1MsnVWsVeBkYZj9eAtSyHzfDuoU59bz7AZ8BDzt8Jlvs+aa53WDd0RftEMN3wJwsfgZXnwO/AG3sx32B8VmN335cBeu7Emw/L+kw3lSgWxrbaD7gN6CMw/InOkw3DB9pkWrvT+m7ZIxpkvJERPIBI0SkFZCM1RIrBxx1mOYvYKI97s/GmI0icif2LXVidZeaH6sll5YPRGQI1n3L/bHuZ55ljLlgxzATuAP4FRglIu9jfYkis7Be84HRIlIA6ASsNMZcEpEOQKhcOwZYDKujjf2ppi8oIhvt9d+OlfBSxp8sIrWw+qvMl87yOwDd5dqxr2CsL+F2h3FaAt8ZY5KAYyKyArgFOAesMVZHIN6S6fLtluPtwA9yrYvcAhlM8i3wHxG50eG15qS93dQF9jnE8B3WjyA4/xk4moGVwJZh3Vf/RRbj72t/J+oCA41V0BKgjYi8ChQCSmI1AiJSTVsHqwObRfZyArFu3/Q5mkid9wBQBrjZGJMgVs9FwY4jGGNW2hvVXcAkEfkIOAMsMsbc58QyXjHG/JjyRETapTWSMWaXWH16dgHeEZElxpi3nVkJY0y8iCwHOmJ9gaanLA54zhizIJNZXDLGNBGRQliltp8FxmB11LzMGNNTrJMly9OZXoC7jTE7nYk3DReyOV3awYgswPpBXGuMeTyLy0/k+hO2KdtDAHDW8Yc4I8YqXT4Kq9V5NTTS2G5EJKN5OvsZOJqN1UAoibUHtBRrD8jZ+GcYYwaK1XvXQvuwx1ngC6yWZ7R9uCM4jWkF2GqMyfKJ1dxGj5E6rxhw3E6ibYCqqUcQq67SMWPM18B4rJIGfwAtRCTlmGdhEant5DIjgX+JSCERKYy1Wx4p1lnPi8aYb4AP7OWklmC3jNMyA3iUa61bsJLi0ynTiEhte5lpMlbv/YOAl+RaN4Yp3Y31cxg1DusQR4oFwHNiN0HE6uUqrfXuK9Zx2zJY5SHWpBeLK4wxHY0xTZxMoqkdA8qKSCm7hd/Vnuc5YL+I3ANXj/k2zmRek7B2x8vYz9PbbnYC1eXamf2+DvNw9jO4yhhzHmtPajTW3k1SduI3Vu9dU4HnuZY0T9qtW8crHRxj2QmUEfsKFfvYbIOMlpNbaSJ13jQgTEQ2Yx3T2pHGOK2BKBHZgLWBjzbGnMDaqL8TkU1c2z3LlDFmPdYXbA3WMdPxxpgNQCNgjb2L/V/gnTQmHwdsEvtkUyoLsTqKXmyschJgJf5twHqxTqB8RSZ7LHYsm7A6+v0f8J697o7TLQPq2ycX+mK1mvLZsW21n6c2y55vFFYL6VVjzNE0xsuQiPxPrF7cC4nIIbtllGOMMQlYJ3LWYB3icNwmHgD6i0gU1m7tP06qpZrXFayWfVn7eZrbjTHmEla9sl9FZB1WYoq1Z+PsZ5DaDOBB+3+24re9j/UDnQR8jXW8dwFWok4xCRhrb7uBWEn2fXs5G7EOKfgc7f1J+Q0ROW+MyeyKCJ8nIkWMMeftVv3nwG5jzMfejiun2T98540xH3o7lsxoi1T5k3PicEG+H3vCbtFtxdqd/8q74eQ8EfkAq5Wco8fE3UVbpEop5SJtkSqllIs0kSqllIs0kSqllIs0kSqllIs0kSqllIs0kSqllIv+HwuyV2zgEe23AAAAAElFTkSuQmCC\n", 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