{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Riskfolio-Lib Tutorial: \n", "
__[Financionerioncios](https://financioneroncios.wordpress.com)__\n", "
__[Orenji](https://www.linkedin.com/company/orenj-i/)__\n", "
__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n", "
__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n", "Buy Me a Coffee at ko-fi.com \n", "\n", "## Tutorial 39: Mean Semi Kurtosis Optimization\n", "\n", "## 1. Downloading the data:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[*********************100%***********************] 25 of 25 completed\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import yfinance as yf\n", "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "pd.options.display.float_format = '{:.4%}'.format\n", "\n", "# Date range\n", "start = '2016-01-01'\n", "end = '2019-12-30'\n", "\n", "# Tickers of assets\n", "assets = ['JCI', 'AMZN', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n", " 'ZION', 'AAPL', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n", " 'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n", "assets.sort()\n", "\n", "# Downloading data\n", "data = yf.download(assets, start = start, end = end)\n", "data = data.loc[:,('Adj Close', slice(None))]\n", "data.columns = assets" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AAPLAMZNAPABABAXBMYCMCSACNPCPBDE...MOMSFTNIPCARSEETTMOTXTVZZION
Date
2018-10-191.5230%-0.3778%0.0475%-0.8599%-1.4332%-3.0011%0.1113%1.2968%3.4360%-0.8763%...1.6740%0.1475%0.6339%-0.1823%-0.7728%1.1385%-1.1145%-1.2872%0.4575%-0.8025%
2018-10-220.6110%1.4325%-1.9240%-0.0786%-0.6335%-6.2983%-0.6393%-1.1024%0.0527%-0.3221%...-1.0331%0.8927%-0.8661%0.4483%-2.8972%-0.6084%-0.6075%-0.8634%0.1457%-3.4490%
2018-10-230.9427%-1.1513%-3.6571%-1.6658%-0.4202%-0.4520%-0.2797%-0.5034%0.1844%-3.9948%...0.8808%-1.3956%0.4766%-5.1240%-0.0321%1.0713%-1.0807%-1.8308%4.0560%4.0353%
2018-10-24-3.4302%-5.9083%-4.5500%1.3141%-1.8042%-3.5933%-4.2917%0.8674%0.9995%-4.1109%...0.7437%-5.3469%3.5178%-4.2683%-1.3479%-8.0557%-1.2403%-4.2187%0.3671%-3.3065%
2018-10-252.1898%7.0887%0.4741%2.5716%0.5186%0.7782%5.0411%-0.5732%-1.1719%2.1585%...1.3642%5.8444%-1.0309%0.4914%0.9109%-1.2516%4.3662%1.3799%-1.7241%3.3538%
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5 rows × 25 columns

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" ], "text/plain": [ " AAPL AMZN APA BA BAX BMY CMCSA \\\n", "Date \n", "2018-10-19 1.5230% -0.3778% 0.0475% -0.8599% -1.4332% -3.0011% 0.1113% \n", "2018-10-22 0.6110% 1.4325% -1.9240% -0.0786% -0.6335% -6.2983% -0.6393% \n", "2018-10-23 0.9427% -1.1513% -3.6571% -1.6658% -0.4202% -0.4520% -0.2797% \n", "2018-10-24 -3.4302% -5.9083% -4.5500% 1.3141% -1.8042% -3.5933% -4.2917% \n", "2018-10-25 2.1898% 7.0887% 0.4741% 2.5716% 0.5186% 0.7782% 5.0411% \n", "\n", " CNP CPB DE ... MO MSFT NI \\\n", "Date ... \n", "2018-10-19 1.2968% 3.4360% -0.8763% ... 1.6740% 0.1475% 0.6339% \n", "2018-10-22 -1.1024% 0.0527% -0.3221% ... -1.0331% 0.8927% -0.8661% \n", "2018-10-23 -0.5034% 0.1844% -3.9948% ... 0.8808% -1.3956% 0.4766% \n", "2018-10-24 0.8674% 0.9995% -4.1109% ... 0.7437% -5.3469% 3.5178% \n", "2018-10-25 -0.5732% -1.1719% 2.1585% ... 1.3642% 5.8444% -1.0309% \n", "\n", " PCAR SEE T TMO TXT VZ ZION \n", "Date \n", "2018-10-19 -0.1823% -0.7728% 1.1385% -1.1145% -1.2872% 0.4575% -0.8025% \n", "2018-10-22 0.4483% -2.8972% -0.6084% -0.6075% -0.8634% 0.1457% -3.4490% \n", "2018-10-23 -5.1240% -0.0321% 1.0713% -1.0807% -1.8308% 4.0560% 4.0353% \n", "2018-10-24 -4.2683% -1.3479% -8.0557% -1.2403% -4.2187% 0.3671% -3.3065% \n", "2018-10-25 0.4914% 0.9109% -1.2516% 4.3662% 1.3799% -1.7241% 3.3538% \n", "\n", "[5 rows x 25 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Calculating returns\n", "\n", "Y = data[assets].iloc[-300:,:].pct_change().dropna()\n", "\n", "display(Y.head())" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Estimating Mean Semi Kurtosis Portfolios\n", "\n", "The Semi Kurtosis portfolio model proposed by __[Cajas (2022)](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3988927)__ shows how to optimize the fourth lower moment of portfolio returns using an lower semi cokurtosis matrix as an heuristic in a similar way than lower semi covariance matrix. \n", "\n", "It is recommended to use MOSEK to optimize Kurtosis for a large number of assets due the model use semidefinite programming. Also, for a large number of assets is recommended to use the relaxed version of this model based only on second order cone programming. To use the relaxed version we have to use a number of assets higher than the property __n_max_kurt__, so for example if number of assets is 30 and we set __port.n_max_kurt = 25__, riskfolio-lib is going to use the relaxed version.\n", "\n", "Instructions to install MOSEK are in this __[link](https://docs.mosek.com/9.2/install/installation.html)__, is better to install using Anaconda. Also you will need a license, I recommend you that ask for an academic license __[here](https://www.mosek.com/products/academic-licenses/)__.\n", "\n", "### 2.1 Calculating the portfolio that optimize return/semi kurtosis ratio." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "You must convert self.kurt to a positive definite matrix\n", "You must convert self.skurt to a positive definite matrix\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " AAPL AMZN APA BA BAX BMY CMCSA CNP \\\n", "weights 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 2.2933% 1.5069% 0.0000% \n", "\n", " CPB DE ... MO MSFT NI PCAR SEE T \\\n", "weights 10.1992% 0.0000% ... 0.0000% 0.0000% 0.0000% 4.7230% 5.3222% 0.0000% \n", "\n", " TMO TXT VZ ZION \n", "weights 5.1388% 0.0000% 27.6922% 0.0000% \n", "\n", "[1 rows x 25 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import riskfolio as rp\n", "import mosek\n", "\n", "# Building the portfolio object\n", "port = rp.Portfolio(returns=Y)\n", "\n", "# Calculating optimum portfolio\n", "\n", "# Select method and estimate input parameters:\n", "\n", "method_mu='hist' # Method to estimate expected returns based on historical data.\n", "method_cov='hist' # Method to estimate covariance matrix based on historical data.\n", "method_kurt='hist' # Method to estimate cokurtosis square matrix based on historical data.\n", "\n", "port.assets_stats(method_mu=method_mu,\n", " method_cov=method_cov,\n", " method_kurt=method_kurt,\n", " )\n", "\n", "# Estimate optimal portfolio:\n", "\n", "port.solvers = ['MOSEK'] # It is recommended to use mosek when optimizing GMD\n", "port.sol_params = {'MOSEK': {'mosek_params': {'MSK_IPAR_NUM_THREADS': 2}}}\n", "\n", "model ='Classic' # Could be Classic (historical), BL (Black Litterman) or FM (Factor Model)\n", "rm = 'SKT' # Risk measure used, this time will be Tail Gini Range\n", "obj = 'Sharpe' # Objective function, could be MinRisk, MaxRet, Utility or Sharpe\n", "hist = True # Use historical scenarios for risk measures that depend on scenarios\n", "rf = 0 # Risk free rate\n", "l = 0 # Risk aversion factor, only useful when obj is 'Utility'\n", "\n", "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n", "\n", "display(w.T)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2 Plotting portfolio composition" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting the composition of the portfolio\n", "\n", "ax = rp.plot_pie(w=w,\n", " title='Sharpe Mean - Kurtosis',\n", " others=0.05,\n", " nrow=25,\n", " cmap = \"tab20\",\n", " height=6,\n", " width=10,\n", " ax=None)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### 2.3 Plotting risk measures" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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cuXPZvXs3Xbp0YdmyZSxbtuxvT1CXF82bN+f8+fOMHj2a9u3bExoaSvXq1Tly5MhLcfJzUrduXXQ6HdOmTaNjx44EBgby559/8uOPP+Lv7y/nW7lyJSVKlKBr1640bNiQ6dOnA4W/R+rUqcPevXvRarUMGjSIt99+m5o1axISEgKAg4PDc2319vZm06ZNPHr0SF7irm7duixatKhoL4pAIBAIzIZKkiTJ3EYIBAKBQCAQvCr4+/sTFxeXa+ZxgUAgEPw7EeHlAoFAIBAIBC/I2LFj8fPzo2LFijx8+JC1a9eyd+9eVq5caW7TBAKBQFBMEE63QCAQCAQCwQui1+uZOnUqd+/eRaVSUaNGDVavXs3AgQPNbZpAIBAIigkivFwgEAgEAoFAIBAIBIKXhFknUnv69CljxoyhcuXKaLVamjZtysmTJ/PNHxQUhEqlyvWpWbNmnvm/++47VCoVb775plH62rVrqVixImXKlGH8+PFG++Li4qhevTpPnjz52/UTCAQCgUAgEAgEAsG/G7M63cOGDWPv3r2sXr2ac+fO4e/vT7t27bh9+3ae+b/88ksSEhLkz82bNylTpgxvvfVWrrw3btxg3LhxNG/e3Cj9/v37DBs2jHnz5rF7924iIyPZvn27vP/dd9/l888/p2TJkkVbWYFAIBAIBAKBQCAQ/OswW3h5amoq9vb2bNu2jc6dO8vpdevWpUuXLnz66afPLWPr1q306NGD69evU7lyZTldr9fTsmVLgoODOXLkCI8fP2br1q0A/Prrr3Tt2pW7d+8C0KdPHxo0aMD48eNZt24dGzZsYNu2bc89d3p6Ounp6fJ3g8HAw4cPKVu2rElrvAoEAoFAIBAIBAKB4OUhSRJPnz6lfPnyqNX/fL+z2SZS0+l06PV6bGxsjNK1Wi1Hjx4tVBkrV66kXbt2Rg43wIwZMyhXrhxDhw7lyJEjRvuqVatGSkoKZ86coXLlypw8eZIhQ4bw8OFDpk6dyoEDBwp17tmzZ/PJJ58UKq9AIBAIBAKBQCAQCMzLzZs3qVChwj9+XrM53fb29jRp0oSZM2fi4+ODs7Mz69ev58SJE1SrVu25xyckJLBz507WrVtnlH7s2DFWrlxJdHR0nseVLl2ayMhIBg0aRGpqKoMGDSIgIIAhQ4bw3nvvcf36dbp27UpmZibTp0+nV69eeZYzYcIExo4dK39PTEykUqVKXL16FUdHR/R6PQAajcZoW6fToVKp5G21Wo1arc53OzMzE41GI29bWFigUqnkbchqwMi5bWlpiSRJ8rbBYECv18vbBoMBCwuLfLf1ej2SJMnbedWjONQpPT2dnTt3AtCpUydsbGxMrlN6ejpnzpyhQYMGcoRCcdApNSWTye9fAODTRTWxtFKZRad0g4bGYVmtgb8OlbC1erE6qTMkfqu1CIB6595HpbV44Xsvp2ZArjqlS+kEnAsAYHet3VhKlq/+82RIQ70i6x+I9M5tVFZ2xapOz2pWVM9TeroBN7cFANy58wElSlj+r05Pn6L+65+q4dYtDFpt0eqUqMOi0l+2xOtQ279673KDwcCZM2eoU6cOVlZW+dYpNVVN+fL8pQNYWRXfOr3q/3Pz0kzpdXoVdSqMZkqu06uo07N1MhgMnDx5kgYNGmBpaflK1OlV1ClnnR49eoS7uzv29vaYA7MuGbZ69WqGDBmCm5sbGo2GevXq0b9/f3777bfnHhsREUGpUqWMJkl7+vQpAwcO5JtvvsHR0THfY7t370737t3l7wcPHuTcuXMsXrwYT09P1q9fj4uLC40aNaJFixY4OTnlKsPa2hpra+tc6WXKlBHjwf8hdDodJUqUALKue/bLwBQMBgNeXl6UKlXKLKEm+WFtpcfK0g6AUqVKYW2jMYsdKZmg/isYxcEBSli+WDn65Axs/yqoZMmSaGytXtim52mWqk9FY6eRz6XVaF/4XIohMxmyg4YcHMDS1qzmPMvLes6SkzPIrnjJkiWxzXlfaXI8M6VKgW0RX5Ocj2QZoHhd8iLBYDBQvXp1HB0dC9TNMsd7oWTJor/UgsJTWM0ExQehmTIxGAx4e3tTunRpoZtCyB5Rba5hwGZ1uqtWrcqhQ4dITk7myZMnuLq60qdPH9zd3Qs8TpIkwsLCCAwMxMrqfz+yrl69SlxcHG+88YacZjAYALCwsODy5ctUrVrVqKz09HRCQkJYs2YNsbGx6HQ6WrZsCUD16tU5ceKEUXnPQzx4ykKtVucaniAo3gjNlIfQTJkI3ZSH0Ex5CM2UidBNeZjbRysWHqKtrS2urq48evSI3bt3061btwLzHzp0iNjYWIYOHWqU7u3tzblz54iOjpY/Xbt2pXXr1kRHR1OxYsVcZc2cOZOOHTtSr1499Ho9Op1O3peZmSmHNhSWnMcLij86nY7Dhw8L3RSE0Ex5CM2UidBNeQjNlIfQTJkI3ZSHubUya0/37t27kSQJLy8vYmNjGT9+PF5eXgQHBwNZ46Zv377NqlWrjI5buXIljRs3xtfX1yjdxsYmV1qpUqUAcqUDXLhwgQ0bNsjjv729vVGr1axcuRIXFxcuXbpEw4YNTaqTuVtRBKahVqupWrWq0E1BCM2Uh9BMmQjdlIfQTHkIzZSJ0E15mFsrszrdiYmJTJgwgVu3blGmTBl69uzJrFmzsPxrgFhCQgLx8fG5jtm0aRNffvnl3zq3JEm8/fbb/Oc//8H2rwFoWq2WiIgIRo4cSXp6OosXL8bNzc2kcs0tqMA01Gq1yRoLzIvQTHkIzZSJ0E15FEYzvV5PZmbmP2SRoDCULVuWjIwMc5shMBGhW/HC0tISjSb/OZDM7aOZ1enu3bs3vXv3znd/RERErjQHBwdSUlIKfY68yoCsQfTHjh3Lld6lSxe6dOlS6PKfxdyhCwLTyA4PatGixQtNxCb45xGaKQ+hmTIRuimPgjSTJIm7d+/y+PFj8xgnyBNJkkhPT8fa2tpsEzwJTEfoVjwpVaoULi4ueWpibh9N/BctYszdiiIwDbVaja+vr9BNQQjNlIfQTJkI3ZRHQZplO9xOTk6UKFFCOArFhOxll7KXaRIoA6Fb8UKSJFJSUrh37x4Arq6uufKY+3+ZcLqLGHMLKjANtVqd55JwguKL0Ex5CM2UidBNeeSnmV6vlx3usmXLmsEygUAgeLlotVlLxN67dw8nJ6dcoebm9tGEh1jEiHFSyiIzM5Pdu3cL3RSE0Ex5CM2UidBNeeSnWfb3EiVKmMMsQQEYDAYSExPlJW4FykDoVjzJfsfl9X/L3P/LhNNdxBQ0gF9Q/NBoNDRs2FDopiCEZspDaKZMhG7K43maiTDY4odKpcLW1lZoozCEbsWTgvQw9/8yEV5exJg7dEFgGmq1mjJlypjbDIEJCM2Uh9BMmQjdlIfQTHmoVCoxUaECEbopD3P7aMJDLGLMHbogMI3MzEy2b98udFMQQjPlITRTJkI35SE0Ux4Gg4HHjx+LMGWFIXRTHuZ+Lwqnu4gRrV7KwsLCgubNmwvdFITQTHkIzZSJ0E15CM2Uh0qlwt7eXoQpKwyhm/Iw93tRON1FjHj4lIVKpaJkyZJCNwUhNFMeQjNlInRTHq+iZkFBQahUKkaMGJFrX0hICCqViqCgoH/esEIgSRLTp0+nfPnyaLVaWrVqxYULF4zyqFQqNBqNrNmFCxfo2bMnVapUQaVSsXDhwjzLXrp0Ke7u7tjY2FC/fn2OHDlitH/evHk4Ozvj7OzMf/7zH6N9J06coH79+uj1+qKr7L+MZ3UTFH/MrZVwuosYc4cuCEwjMzOTbdu2Cd0UhNBMeQjNlInQTXm8qppVrFiR7777jtTUVDktLS2N9evXU6lSJTNaVjBz585lwYIFLF68mJMnT+Li4kL79u15+vSpnOfZMOWUlBQ8PDz4/PPPcXFxybPcDRs2MGbMGCZNmsSZM2do3rw5HTt2JD4+HoBz584xdepU1q9fz7p165g4cSLnz58Hsu6RESNGsHz5crNPLKVkRHi58jD3e1E43UWMuUMXBKZhYWGBv7+/0E1BCM2Uh9BMmQjdlIcpmkkSJCeb5yNJptWrXr16VKpUic2bN8tpmzdvpmLFivj5+T1TL4m5c+fi4eGBVqulTp06/PDDD/J+vV7P0KFDcXd3R6vV4uXlxZdffmlURlBQEG+++Sbz5s3D1dWVsmXLMnLkSJN+tEuSxMKFC5k0aRI9evTA19eXyMhIUlJSWLdunZzv2eiEhg0b8sUXX9C3b1+sra3zLHvBggUMHTqUYcOG4ePjw8KFC6lYsSLLli0DICYmhtq1a9OmTRvatm1L7dq1iYmJAeCLL76gRYsWNGzYsNB1EeTmVYwqedUx9/8y8Z9U8K/H3A+hwHSEZspDaKZMhG7Ko7CapaSAnd1LNiYfkpLA1ta0Y4KDgwkPD2fAgAEAhIWFMWTIEA4ePGiUb/LkyWzevJlly5ZRrVo1Dh8+zMCBAylXrhwtW7bEYDBQoUIFNm7ciKOjI8ePH+ftt9/G1dWV3r17y+UcOHAAV1dXDhw4QGxsLH369KFu3boMHz4cgOnTpxMREUFcXFye9l6/fp27d+/i7+8vp1lbW9OyZUuOHz/OO++8Y9oF+IuMjAxOnz7Nxx9/bJTu7+/P8ePHAahVqxZXrlwhPj4eSZK4cuUKvr6+xMbGEhERwenTp1/o3AKB4MURPd1FjE6nM7cJAhPQ6XTs2LFD6KYghGbKQ2imTIRuyuNV1iwwMJCjR48SFxfHjRs3OHbsGAMHDjTKk5yczIIFCwgLCyMgIAAPDw+CgoIYOHAgX3/9NQCWlpZ88sknNGzYEHd3dwYMGEBQUBAbN240Kqt06dIsXrwYb29vunTpQufOndm3b5+839HRkapVq+Zr7927dwFwdnY2Snd2dpb3QVaP+JMnT5AK2f1///599Hp9geX6+Pjw2Wef0b59e/z9/Zk9ezY+Pj6MGDGCuXPnsnv3bnx9ffHz8+Pw4cOFOq/AGFN1E5gfc78XRRN2ESN6BZSFhYUFnTp1EropCKGZ8hCaKROhm/IwRbMSJbJ6nM1BiRKmH+Po6Ejnzp2JjIxEkiQ6d+6Mo6OjUZ6LFy+SlpZG+/btjdIzMjKMwtCXL1/Ot99+y40bN0hNTSUjI4O6desaHVOzZk2jMc+urq6cO3dO/j5q1ChGjRr1XLufDT+WJMko7UXDlJ9X7ogRI4wmn4uIiMDe3p4mTZrg5eXFyZMnuXXrFn379uX69ev5hrIL8kaElysPc/8vE/9JBf96dDqd2R9EgWkIzZSH0EyZCN2UR2E1U6lMD/E2N0OGDJEd3SVLluTanz2p1fbt23FzczPal+1Ubty4kdDQUObPn0+TJk2wt7fniy++4MSJE0b5LS0tjb6rVCqTJs3KngTt7t27uLq6yun37t3L1UttCo6Ojmg0GqPe8ueVe//+fWbMmMHhw4c5ceIE1atXp1q1alSrVo3MzEyuXLlCrVq1XtgmgUDwfER4eRFj7tAFgWnodDr27NkjdFMQQjPlITRTJkI35fGqa9ahQwcyMjLIyMggICAg1/4aNWpgbW1NfHw8np6eRp+KFSsCcOTIEZo2bUpISAh+fn54enpy9erVIrfV3d0dFxcX9u7dK6dlZGRw6NAhmjZtKqeZGqZsZWVF/fr1jcoF2Lt3r1G5ORkzZgyhoaFUqFABvV5vNCGcTqcTS4e9ACK8XHmY+70omq+LmGdbRgXFG0tLS7p162ZuMwQmIDRTHkIzZSJ0Ux6vumYajUaehTuv5a7s7e0ZN24coaGhGAwGXn/9dZ48ecLx48exs7Nj8ODBeHp6smrVKnbv3o27uzurV6/m5MmTuLu7m2TL4sWL2bJli9E475yoVCrGjBnDZ599Jvcqf/bZZ5QoUYL+/fvL+YKCgnBzc2P27NlAlmN+8eJFefv27dtER0djZ2eHp6cnAGPHjiUwMJAGDRrQpEkTVqxYQXx8fJ5rme/du5c//viDVatWAdCoUSMuXbrEzp07uXnzJhqNBi8vL5PqLgC1Wk2pUqXMbYbABMztowmnu4gRLV7KQpIknj59ir29vRiXoxCEZspDaKZMhG7K49+gWcmSJQvcP3PmTJycnJg9ezbXrl2jVKlS1KtXj4kTJwJZY52jo6Pp06cPKpWKfv36ERISws6dO02y4/79+8/tIf/www9JTU0lJCSER48e0bhxY/bs2YO9vb2cJz4+HpVKJY/JvnPnjtH483nz5jFv3jxatmwpz9Tep08fHjx4wIwZM0hISMDX15cdO3ZQuXJlo/OnpqYyatQoNmzYgFqdFdzq5ubGV199RXBwMNbW1kRGRqLVak2quyDrWTMYDKjV6lf2WXvVMLePppLMbcErwpMnT3BwcOD+/fuULVvW3Ob8K9DpdPKanT169HihcYeZmZns2bMHf39/s7eA5SQ9Tc/YoWcBWLCyDtY2uVv0/wlSMsFnadZ2TAiUeMFLpE/O4KT7PAAaXh+HxtbqhW16nmap+lReP/s6AEfrHEWr+Rf8mMhMhkV/rf3zfhJYFq+Bmi/rOUtOzsDOLqt3KClpArY576vk5P+th/Qi6xM99+RA9nJLSUDxuuRFQmF1e9mXWlB48tMsLS2N69ev4+7ujo2NjRktFDyLwWDgyZMnlCxZUnaMBcUfoVvxpKB33YMHD3B0dCQxMfG5jXcvA9HTXcQUJ8dN8HwsLS3p3Lmzuc0QmIDQTHkIzZSJ0E15CM2UhwhTViZCN+Vhbh9NNM0UMabMbCkwPwaDgYcPHwrdFITQTHkIzZSJ0E15CM2UhyRJ6HQ6s4e+CkxD6KY8zP1eFE53ESNmgFQWer2ekydPCt0UhNBMeQjNlInQTXkIzZSHJEkkJycL501hCN2Uh7nfiyK8vIgxd+iCwDQsLS3zXHZEUHwRmikPoZkyEbopD6GZ8lCr1Tg4OJjbDIGJCN2Uh7l9NNHTXcSYO3RBYBoGg4F79+4J3RSE0Ex5CM2UidBNeQjNlIckSWRmZooeU4UhdFMe5n4vCqe7iDG3oALTMBgMnD9/XuimIIRmykNopkyEbspDaKZMUlNTzW2C4AUQuikLc78XRXh5EfMiy1YJzIeFhQVt2rQxtxkCExCaKQ+hmTIRuikPoZnyUKlUZlm+SPD3ELopD3P7aKKnu4gxdyuKwDQMBgO3b98WuikIoZnyEJopE6Gb8hCaKQ9JksjIyBBhygpD6KY8zP1eFE53EWNuQQWmYTAYuHr1qtBNQQjNlIfQTJkI3ZSH0EyZpKenm9sEwQsgdFMW5n4vCqe7iDF36ILANCwsLGjRooXQTUEIzZSH0EyZCN2Uh9BMeahUKuzt7VGpVC907NatW4veqJdERkYGnp6eHDt2zNymvBDp6elUqlSJ06dP/y3dBObB3O9F4XQXMeZuRRGYhsFg4MaNG0I3BSE0Ux5CM2UidFMer6JmQUFBqFQqRowYkWtfSEgIKpWKoKCgf96wF2TTpk00btwYBwcH7O3tqVmzJmPGjJHDlKdPn07dunVfyrkPHjyISqVCpVLJS175+fnx4YcfkpCQ8FLOmZMVK1ZQuXJlmjVrJqc9evSIwMBAHBwccHBwIDAwkMePHxdYTlJSEqNGjaJChQpotVp8fHxYtmyZUZ533nmHqlWrotVqKVeuHN26dePSpUvy/vT0dAIDAylZsiReXl7s37/f6Pi5c+fy3nvvGaVZW1szbtw4PvroIyRJIj09/W+Hly9duhR3d3dsbGyoX78+R44cKTB/9vPw7KdmzZpyns2bN9OgQQNKlSqFra0tdevWZfXq1UblrF27looVK1KmTBnGjx9vtC8uLo7q1avz5MmTv1W34oa534vC6S5izC2owDTE+DflITRTHkIzZSJ0Ux6vqmYVK1bku+++M5otOi0tjfXr11OpUiUzWmYaP//8M3379qVXr178+uuvnD59mk8//ZS0tLR/1I7Lly9z584dTp48yUcffcTPP/+Mr68v586de6nn/eqrrxg2bJhRWv/+/YmOjmbXrl3s2rWL6OhoAgMDCywnNDSUXbt2sWbNGmJiYggNDeW9995j27Ztcp769esTHh5OTEwMu3fvRpIk/P390ev1QFYDwOnTp4mKimL48OH069dPdqCvX7/Ot99+y6xZs3Kde8CAARw5coSYmBgyMzP/1vXYsGEDY8aMYdKkSZw5c4bmzZvTsWNH4uPj8z3myy+/JCEhQf7cvHmTMmXK8NZbb8l5ypQpw6RJk4iKiuL3338nODiY4OBgdu/eDcD9+/cZNmwY8+bNY/fu3URGRrJ9+3b5+HfffZfPP//8lZsozuzvRUlQJCQmJkqAlJiYaG5T/jVkZmZKGzZskDZs2CBlZmaa25wiJS1VJ4X0Py2F9D8tpaXqzGZHcoYkVVqY9UnOePFydEnpUlS5WVJUuVmSLim96AzMgxRdilTvdD2p3ul6Uoou5aWeq9iQkSRJ88j6ZCSZ25p/jKSkdAmmSzBdSnr2vkpKkiTI+iS9hGuSJEkSf33+PZc8T172pRb8fVJTU6WLFy9Kqamp/0s0GLIEM8fHYCi07YMHD5a6desm1apVS1qzZo2cvnbtWqlWrVpSt27dpMGDB+eolkGaM2eO5O7uLtnY2Ei1a9eWvv/+e3m/TqeThgwZIlWpUkWysbGRqlevLi1cuDDPc37xxReSi4uLVKZMGSkkJETKyPgb/wglSRo9erTUqlWrfPeHh4dLgNEnPDxckiRJunLlitS8eXPJ2tpa8vHxkfbs2SMB0pYtWwp9/gMHDkiA9OjRI6P0lJQUycvLS2rWrJlRelhYmOTt7S1ZW1tLXl5e0pIlS+R9r732mvTRRx8Z5b93755kYWEh7d+/P9e5T58+LanVaqPfyRcvXpQA6ZdffpHToqKiJEC6dOlSvvWoWbOmNGPGDKO0evXqSZMnT873mLNnz0qAFBsbK0mSJL377ruy/SkpKRIg3bt3T5IkSQoICJA2b96cb1mtWrWSpkyZku/+wtKoUSNpxIgRRmne3t7Sxx9/XOgytmzZIqlUKikuLq7AfH5+fvL1OXHihOTs7Czv6927tzR37lxJkrKeq65duxb6/MWNPN91f2FuX030dBcx2S1oAmWg1+uJjY0VuikIoZnyEJopE6Gb8jBJs5QUsLMzzyclxeS6BQcHEx4eLn8PCwtjyJAhufJNnjyZ8PBwli1bxoULFwgNDWXgwIEcOnQIyOrtqlChAhs3buTixYtMnTqViRMnsnHjRqNyDhw4wNWrVzlw4ACRkZFEREQQERFhst05cXFx4cKFC5w/f15OkySJtLQ0JEmiT58+fPDBB9SsWVPuyezTpw8Gg4EePXqg0Wj45ZdfWL58OR999NHfsiUnWq2WESNGcOzYMe7duwfAN998w6RJk5g1axYxMTF89tlnTJkyhcjISCCrx3f9+vVG4dUbNmzA2dmZli1b5jrH4cOHqV69ulHvaVRUFA4ODjRu3FhOe+2113BwcOD48eP52vv666/z448/cvv2bSRJ4sCBA1y5coWAgIA88ycnJxMeHo67uzsVK1YEoE6dOhw9epTU1FR2796Nq6srjo6OrFmzBhsbG7p3757v+Rs1asSRI0dk3bLD9uPi4vI95lkyMjI4ffo0/v7+Run+/v4F1v1ZVq5cSbt27ahcuXKe+yVJYt++fVy+fJkWLVoAUK1aNVJSUjhz5gwPHz7k5MmT1K5dm4cPHzJ16lQWL15c6PMrCXP/LxNOdxEjiaUDFIUkSTx69EjopiCEZspDaKZMhG7K41XWLDAwkKNHjxIXF8eNGzc4duwYAwcONMqTnJzMggULCAsLIyAgAA8PD4KCghg4cCBff/01AJaWlnzyySc0bNgQd3d3BgwYQFBQUC6nu3Tp0ixevBhvb2+6dOlC586d2bdv39+qw3vvvUfDhg2pVasWVapUoW/fvoSFhZHyVyOEVqvFzs4OCwsLXFxccHFxQavV8vPPPxMTE8Pq1aupW7cuLVq04LPPPvtbtjyLt7c3gOw4zpw5k/nz59OjRw/c3d3p0aMHoaGh8nXs06cPd+7c4ejRo3IZ69ato3///qjVud2LuLg4ypcvb5R29+5dnJyccuV1cnLi7t27+dq6aNEiatSoQYUKFbCysqJDhw4sXbqU119/3Sjf0qVLsbOzw87Ojl27drF3716srKwAGDJkCHXq1KFGjRrMmjWLjRs38ujRI6ZNm8aiRYuYPHkynp6eBAQEcPv2baNy3dzciIuLk524EiVK4OXlhaWlZb42P8v9+/fR6/U4OzsbpTs7OxdY95wkJCSwc+fOXCH7AImJidjZ2WFlZUXnzp356quvaN++PZB1b0dGRjJo0CAaNWrEoEGDCAgIYNy4cbz33ntcv34dPz8/fH19+eGHHwpdp+KOud+LYnrLIsbcM+MJTMPCwoKGDRua2wyBCQjNlIfQTJkI3ZSHSZqVKAFJSS/XoILObSKOjo507tyZyMhIJEmic+fOODo6GuW5ePEiaWlpsnORTUZGBn5+fvL35cuX8+2333Ljxg1SU1PJyMjINXlZzZo10Wg08ndXV9d8xzzHx8dTo0YN+fvEiROZOHFirny2trZs375d7kH/5ZdfGDduHIsWLSIqKooS+VyXmJgYKlWqRIUKFeS0Jk2a5Jn3Rcl2SFQqFX/++Sc3b95k6NChDB8+XM6j0+lwcHAAoFy5crRv3561a9fSvHlzrl+/TlRUVK4JzbJJTU3FxsYmV3pes39LklTgrOCLFi3il19+4ccff6Ry5cocPnyYkJAQXF1dadeunZxvwIABtG/fnoSEBObNm0fv3r05duwYNjY2WFpasmTJEqNyg4KCeP/994mOjmbr1q2cPXuWuXPn8v7777Np0yY5n1arJSUlBVtbWyCr5zvnJG3PcuTIETp27Ch///rrr2ndunWe9X9e3XMSERFBqVKlePPNN3Pts7e3Jzo6mqSkJPbt28fYsWPx8PCgVatWAHTv3t2oN//gwYOcO3eOxYsX4+npyfr163FxcaFRo0a0aNEiz8YRpWFuH014iEWMuUMXBKah1+v5448/qFatmtE/V0HxRWimPIRmykTopjxM0kylgr+cBqUwZMgQRo0aBZDLYYL/TZS0fft23NzcjPZZW1sDsHHjRkJDQ5k/fz5NmjTB3t6eL774ghMnThjlf7bXUqVS5TsRU/ny5YmOjpa/lylTpsB6VK1alapVqzJs2DAmTpyIl5cX3333XZ7h8pB3D11RL1UVExMDQJUqVeR6fvPNN0ah34DRfTVgwABGjx7NV199xbp166hZsyZ16tTJs3xHR8dcjRYuLi7897//zZX3zz//zNUDnE1qaioTJ05ky5YtdO7cGYDatWsTHR3NvHnzjJzu7BnRq1WrxmuvvUbp0qXZsmUL/fr1y1Xu/v37uXjxIitXrmT8+PF06tQJW1tbevfunSvc+uHDh5QrV05uSHieFg0aNDC6P5ydnbG2tkaj0eTq1b53716+dc+JJEmEhYURGBgo997nRK1W4+npCUDdunWJiYlh9uzZstOdk/T0dEJCQlizZg2xsbHodDp5iED16tU5ceIEb7zxxnNtKu6Y20cTTrfgX0/O2VAFykBopjyEZspE6KY8XmXNOnToQEZGBkCe43dr1KiBtbU18fHxeY4rhqxex6ZNmxISEiKnXb169W/ZZWFhITs4plKlShVKlChBcnIyAFZWVrmcgxo1ahAfH8+dO3fkEO2oqKi/ZXNOUlNTWbFiBS1atKBcuXJAVgj1tWvXGDBgQL7Hvfnmm7zzzjvs2rWLdevWFTjruJ+fH8uWLTPqyW3SpAmJiYn8+uuvNGrUCIATJ06QmJhI06ZN8ywnMzOTzMzMXCHsGo3mubNTS38t8/UsaWlpjBw5knXr1qHRaNDr9XJDR2ZmZi49zp8/j5+fX6HDlbVabZ73R/369dm7d69Rj/PevXvp1q3bc8s8dOgQsbGxDB06tFA25Fd3yBpK0LFjR+rVq8eZM2fQ6XTyvrzqL3gxhNNdxIjeAGWh0WiMQs4ExR+hmfIQmikToZvyeNU102g0co9sXr+37O3tGTduHKGhoRgMBl5//XWePHnC8ePHsbOzY/DgwXh6erJq1Sp2796Nu7s7q1ev5uTJk7i7u790+6dPn05KSgqdOnWicuXKPH78mEWLFpGZmSlPqFWlShWuX79OdHQ0FSpUwN7ennbt2uHl5cWgQYOYP38+T548YdKkSbnKb9u2Ld27d5ejAfLj3r17pKWl8fTpU06fPs3cuXO5f/8+mzdvNrL1/fffp2TJknTs2JH09HROnTrFo0ePGDt2LJAVLt+tWzemTJlCTEwM/fv3l48fNGgQbm5uzJ49G4DWrVuTnJzMhQsX8PX1BcDHx4cOHTowfPhweaz422+/TZcuXfDy8pLL8vb2Zvbs2XTv3p2SJUvSsmVLxo8fj1arpXLlyhw6dIhVq1axYMECAK5du8aGDRvw9/enXLly3L59mzlz5qDVaunUqVOu6zFjxgw6d+4sPzvNmjVj/PjxBAcHs3jxYqN1xSGr4WbmzJnycIBff/2VQYMGsW/fvlwRFgUxduxYAgMDadCgAU2aNGHFihXEx8cbrUk/YcIEbt++zapVq4yOXblyJY0bN5avZU5mz55NgwYNqFq1KhkZGezYsYNVq1blGfp/4cIFNmzYIPfEe3t7o1arWblyJS4uLly6dOmVGWZkbh9NON1FjGgNUhZ6vZ6YmBh8fHzM/jAKCofQTHkIzZSJ0E15/Bs0e97awTNnzsTJyYnZs2dz7do1SpUqRb169eQx1iNGjCA6Opo+ffqgUqno168fISEh7Ny586Xb3rJlS5YsWcKgQYP473//S+nSpfHz8+P//u//qF69OgA9e/Zk8+bNtG7dmsePHxMeHk5QUBBbtmxh6NChNGrUiCpVqrBo0SI6dOhgVP7Vq1e5f//+c+3w8vJCpVJhZ2eHh4cH/v7+jB07FhcXFznPsGHDKFGiBF988QUffvghtra21KpVizFjxhiVNWDAADp37kyLFi2M1kyPj4836o0uW7YsPXr0YO3atbIjDrB27Vref/99udGha9euucK5L1++TGJiovz9u+++Y8KECQwYMICHDx9SuXJlZs2aJTurNjY2HDlyhIULF/Lo0SOcnZ1p0aIFx48fzzU2+fz583z//fdG4d+9evXi4MGDNG/eHC8vL9atWyfvi4qKIjExkZ49e8rh5SkpKVy+fNnkdbv79OnDgwcPmDFjBgkJCfj6+rJjxw6jmcgTEhJyrdudmJjIpk2b+PLLL/MsNzk5mZCQEG7duoVWq8Xb25s1a9bQp08fo3ySJPH222/zn//8Rx6frtVqiYiIYOTIkaSnp7N48WKTGhKKM+b20VSSuadye0V48uQJDg4OPHz4kNKlS5vbnH8FOp1ObpXt0aPHC02QUFx/oKSn6Rk79CwAC1bWwdrGPLalZILP0qztmBAoUfiJOY3QJ2dw0n0eAA2vj0Njm3v8UaHLeo5mqfpUXj+bNYPp0TpH0Wq0L3wuxZCZDIvssrbfTwLL4jVO82U9Z8nJGdjZZf14S0qagG3O+yo5OWtpoqydRT92NRn4q3iSgOJ1yYuEwur2si+1oPDkp1laWhrXr1/H3d09z8msBOYje8mwwowNVjrnzp2jXbt2xMbGYm9vb25zXoi33noLPz8/JkyY8K/RTUkU9K579OgRZcqUITEx8bmNdy8DsWRYEVOcHDfB89FoNPj6+grdFITQTHkIzZSJ0E15CM2Uh0qlQqvV/isct1q1ajF37lyT1rMuTqSnp1OnTh1CQ0P/Vbq9Kpj7vSic7iLG3KELAtPQ6/WcOXNG6KYghGbKQ2imTIRuykNopjwkSSIlJcXsawj/UwwePJhatWqZ24wXwtramsmTJ6PVav91ur0KmPu9KJxuwb8erfZfEH78iiE0Ux5CM2UidFMeQjPlIXpLlYnQTWAKYiK1IsbcoQsC09BoNHh7e5vbDIEJCM2Uh9BMmQjdlIfQTHlkhykLlIXQTXmY20cTPd1FTM617QTFH51Ox8mTJ4VuCkJopjyEZspE6KY8hGbKQ5IkkpOTRZiywhC6KQ9zvxeF013EiFATZaFSqShdurTQTUEIzZSH0EyZCN2Uh9BMmZi7B07wYgjdlIW534sivLyIEQ+gstBoNHh6eprbDIEJCM2Uh9BMmQjdlIfQTHmoVCqxjJsCEbopD3P7aKKnu4gxd+iCwDR0Oh3Hjx8XuikIoZnyEJopE6Gb8hCaKQ9JkkhKShJhygpD6KY8zP1eFE53EaNWi0uqJNRqNW5ubkI3BSE0Ux5CM2UidFMeQjNlYmlpaW4TBC+A0E1ZmPu9KN7KRYy5BRWYhlqtpnLlykI3BSE0Ux5CM2XyrG5pegNJmXl/snk2PU1vyK94wUtAPGvKQ6VSYW1t/Y+ON92/fz/e3t4YDMp8Pn/66Sf8/PzMar85dBP8Pcz9XhRv5SLG3KELAtPQ6XQcPnxY6KYghGbKQ2imTHLqlqY3cCwhhYO3k3J9jtxJko85csd437GEFOF4/4O8is9aUFAQKpWKESNG5NoXEhKCSqUiKCjonzfsBYiLi0OlUmFhYcHt27eBrDDlp0+fcufOHSwsLFCpVMTFxeU61t/fH41Gwy+//JJrX/Y1UqlUWFpa4uzsTPv27QkLC8vTMf3www+ZNGmSkRNy6NAh6tevj42NDR4eHixfvrxQdYqIiKB27drY2Njg4uLCqFGj5H1paWkEBQVRq1YtLCwsePPNN3Mdf+bMGfz8/LCzs6Nr1648evRI3qfT6ahXrx4nT540OqZLly6oVCrWrVtXKBufx6NHjwgMDMTBwQEHBwcCAwN5/PhxgcfkvObZn9dee80oz4oVK2jVqhUlS5ZEpVLlKjM9PZ3AwEBKliyJl5cX+/fvN9o/d+5c3nvvvaKoogDz+2jC6S5izN2KIjANtVpN1apVhW4KQmimPIRmyiSnbjoDpOoMWKhVaC3URh8bi//papMj3UKtIlVnQCd87n+MV/VZq1ixIt999x2pqalyWlpaGuvXr6dSpUpmtOzFKF++PKtWrZK/W1tbExkZiZubW5754+PjiYqKYtSoUaxcuTLPPB06dCAhIYG4uDh27txJ69atGT16NF26dDFyNo4fP84ff/zBW2+9Jaddv36dTp060bx5c86cOcPEiRN5//332bRpU4H1WLBgAZMmTeLjjz/mwoUL7Nu3j4CAAHm/Xq9Hq9Xy/vvv065duzzLGDZsGG3atOG3337j8ePHfPbZZ/K+efPm8frrr9OwYcNcxwUHB/PVV18VaF9h6d+/P9HR0ezatYtdu3YRHR1NYGDgc4/z9/fnzp07JCQkkJCQwI4dO4z2p6Sk0KFDByZOnJjn8StWrOD06dNERUUxfPhw+vXrJ48Rv379Ot9++y2zZs36+xUUAOb30V6tt3IxwNyCCkxDjH9THkIz5SE0UyZ56WapVmGlyf3JJmeapVqEXf7TmPSsSUCymT4mzj1Vr149KlWqxObNm+W0zZs3U7FiRfz8/IyrJUnMnTsXDw8PtFotderU4YcffpD36/V6hg4diru7O1qtFi8vL7788kujMoKCgnjzzTeZN28erq6ulC1blpEjR5KZmWma4fkwePBgwsPDgawwZSsrKyIjIxk8eHCe+cPDw+nSpQvvvvsuGzZsIDk5OVcea2trXFxccHNzo169ekycOJFt27axc+dOIiIi5Hzfffcd/v7+RjNvL1++nEqVKrFw4UJ8fHwYNmwYQ4YMYd68efnW4dGjR0yePJlVq1bRv39/qlatSs2aNXnjjTfkPLa2tixbtozhw4fj4uKSZzkxMTEMHz6c6tWr069fPy5evAjAtWvXCAsLy9fp7Nq1K7/++ivXrl3L18bCEBMTw65du/j2229p0qQJTZo04ZtvvuGnn37i8uXLBR6r1WpxdXXFxcUFFxcXypQpY7R/zJgxfPzxx7l6wHOeu2vXrtSsWZORI0dy79497t+/D8C7777LnDlzKFmy5N+qn+B/mPs3iPgFVMSYO3RBYBo6nY79+/cL3RSE0Ex5CM2UidBNeZikWQpgZ6ZPiul1Cw4Olh1VgLCwMIYMGZIr3+TJkwkPD2fZsmVcuHCB0NBQBg4cyKFDhwAwGAxUqFCBjRs3cvHiRaZOncrEiRPZuHGjUTkHDhzg6tWrHDhwgMjISCIiIoyc179Ddhj10aNHkSSJ3bt38/DhQyOHNRtJkggPD2fgwIF4e3tTvXr1XLbmR5s2bahTp45RY8Xhw4dp0KCBUb6oqCj8/f2N0gICAjh16lS+DQ179+7FYDBw+/ZtfHx8qFChAr179+bmzZuFsi2bOnXqsHfvXnQ6Hfv27aN27doAjBgxgrlz52Jvb5/ncZUrV8bJyYkjR47IaUFBQbRq1cqk80dFReHg4EDjxo3ltNdeew0HBweOHz9e4LEHDx7EycmJ6tWrM3z4cO7du2fSuevUqcPRo0dJTU1l9+7duLq64ujoyJo1a7CxsaF79+4mlScoGHP/LxNOdxFj7lYUgWmo1Wp8fX2FbgpCaKY8hGbKROimPF5lzQIDAzl69ChxcXHcuHGDY8eOMXDgQKM8ycnJLFiwgLCwMAICAvDw8CAoKIiBAwfy9ddfA1kzTn/yySc0bNgQd3d3BgwYQFBQUC5HtnTp0ixevBhvb2+6dOlC586d2bdvX5HUxdLSkoEDBxIWFgbA+vXrGTBgQJ6zYf/888+kpKTIYdsDBw7MN8Q8L7y9vY3GiMfFxVG+fHmjPHfv3sXZ2dkozdnZGZ1OJ/e8Psu1a9cwGAx89tlnLFy4kB9++IGHDx/Svn17MjIyCm3ft99+yw8//EDVqlWxsrJiwoQJrFq1ihIlStCwYUMCAgLw9PRk8uTJuY51c3Mzqpurq6vJww3u3r2Lk5NTrnQnJyfu3r2b73EdOnQgMjKSffv2MX/+fE6ePEmbNm1IT08v9LmHDBlCnTp1qFGjBrNmzWLjxo08evSIadOmsWjRIiZPnoynpycBAQHyHACCF8fc70ULs579FcTcggpMQ61W5/myFRRfhGbKQ2imTIx0E5OhKQKTnrUSQNJzc70cSph+iKOjI507dyYyMhJJkujcuTOOjo5GeS5evEhaWhrt27c3Ss/IyDAKQ1++fDnffvstN27cIDU1lYyMDOrWrWt0TM2aNdFoNPJ3V1dXzp07l6dt8fHx1KhRQ/4+ceLEfMfxZjN06FCaNGnCZ599xqZNm4iKisqzJ27lypX06dMHC4usn+z9+vVj/PjxXL58GS8vrwLPAVk95Tln2E5NTTUKLc/m2Vm4s8cW5zc7t8FgIDMzk0WLFsm95OvXr8fFxYUDBw4Yje0uiJo1a8pRCAAPHjxg+vTpHD58mPfee49mzZqxefNmGjZsSOPGjY2iAbRaLSkp/wubmD17doHnGjFiBGvWrJG/JyUl5VvHZ6/bs/Tt21ferlWrFg0aNKBy5cps376dHj16FGhHNpaWlixZssQoLSgoiPfff5/o6Gi2bt3K2bNnmTt3bqHG2AsKxtw+mlnPrtPpmDx5sjyuxsPDgxkzZhS4BMDBgwdzzRaoUqm4dOmSnGfz5s00aNCAUqVKYWtrS926dVm9erVROWvXrqVixYqUKVOG8ePHG+2Li4ujevXqPHnyxOQ6FdV4H8E/Q2ZmJrt37xa6KQihmfIQmikToZvyMEkzFWBrps8LDvcfMmQIERERREZG5hlanv37cfv27URHR8ufixcvyuO6N27cSGhoKEOGDGHPnj1ER0cTHBycq3f22V5nlUqV7+/T8uXLG50vr5nWn8XX1xdvb2/69etH9erVjZz2bB4+fMjWrVtZunQpFhYWWFhY4Obmhk6nk3vJn0dMTAzu7u7yd0dHR6MZwgFcXFxy9ereu3cPCwsLypYtm2e5rq6uAEZ2lytXDkdHR+Lj4wtlW16EhoYyZswYKlSowMGDB+nVqxe2trZ07tyZgwcPGuV9+PAh5cqVK3TZM2bMMNIJsur+3//+N1feP//8M1fvf04MBgOJiYnyPeHq6krlypX5448/Cm3Ps+zfv5+LFy8yatQoDh48SKdOnbC1taV379656i4wHXP/LzNrT/ecOXNYvnw5kZGR1KxZk1OnThEcHIyDgwOjR48u8NjLly8bTS6Q86ErU6YMkyZNwtvbGysrK3766SeCg4NxcnIiICCA+/fvM2zYMCIiIvDw8KBz5860atWKzp07A1mTF3z++ecvNHlBzlZRQfFHo9HQsGFDoZuCEJopD6GZMjHSTW9uawSF4VV/1jp06CA7x3n1pNaoUQNra2vi4+Np2bJlnmUcOXKEpk2bEhISIqddvXr1b9llYWGBp6enyccNGTKEkJAQFi9enGev6tq1a6lQoQJbt241St+3bx+zZ89m1qxZcg94Xuzfv59z584RGhoqp/n5+cmTlWXTpEkT/u///s8obc+ePTRo0CDPkHeAZs2aAVm/xytUqABkOcH379+ncuXK+Ve6APbt28elS5fksfN6vV52lJ51mNLS0rh69WquifQKwsnJKVckSJMmTUhMTOTXX3+lUaNGAJw4cYLExESaNm2ab1kqlQpbW1tZtwcPHnDz5k25McJU0tLSGDlyJOvWrUOj0aDX6+Vog8zMTPR68RL+u5j7vWjWnu6oqCi6detG586dqVKlCr169cLf359Tp04991gnJyd5tkAXFxejC9mqVSu6d++Oj48PVatWZfTo0dSuXZujR48CWeNQHBwc6NOnDw0bNqR169byC2jdunVYWVk9NzQkPT2dJ0+eGH3gf+E4er1efkBybut0OqPt7Bay/LYzMzONtnM+gJIkIUlSru1sO7K3s0OAsrezw5fy29br9UbbedWjONUpu/wXqZMkSTg4OKBWq4tVnXK2phcHnbJt/bs6FUWdcmqWX51y8m96nopCp5dRJ4PBYKRZUT5POXm2Ttm8LJ2yeVXf5ZDViG0wGGTbJb0OScq9baSDXifXI+d2cajTq6hTznrkpVnOOhkMBrlO2duSJOXazq5TftvZZfwT29lIkoRarSYmJoYLFy7IoaI589ja2vLBBx8QGhpKeHg4sbGx/PbbbyxevFgOS69atSqnTp1i165dXLp0iSlTphitA/3sOfOz5UXrlLOsYcOGce/ePd555x2jPNl6rFy5kp49e1KzZk1q1qxJjRo1qFmzJsHBwTx+/Jjt27fLx6Wnp5OQkMDNmzf57bffmDVrFt26daNLly4EBgbKZfv7+8u/h7OPHTFiBDdu3CA0NJSYmBhWrlzJypUrGTdunJxny5YteHt7y+VUq1aNbt26MXr0aI4dO8a5c+cYPHgw3t7e8mRmBoOBCxcuEB0dzYMHD0hMTCQ6Oprffvst172XkpLCyJEjWbFihRxV0KxZMxYvXsyZM2fYtGkTTZs2lc8fFRWFtbU1TZo0kcuaMGECgwYNMkkPb29vOnTowPDhw4mKipKX7+rSpQvVq1eX83t7e7NlyxYMBgNPnz5l/PjxnDhxgri4OA4ePMgbb7yBo6Mjb775plynhIQEfvvtN2JjYwE4e/asfC2efZ5mzJhBp06d5GEOTZs2ZfPmzfz+++989dVXciPHy3jO8nov5Nwu7u+IvLbzepf/q8PLX3/9dfbt28eVK1eArJvx6NGjdOrU6bnH+vn54erqStu2bTlw4EC++SRJYt++fVy+fJkWLVoAWS+KlJQUzpw5w8OHDzl58iS1a9fm4cOHTJ06lcWLFz/3/LNnz8bBwUH+VKxYEYDff/8dyArniYmJkdOyw03OnDnD9evXAfj111/lWR6PHz9OQkICkDWzZPbEFfv37+fx48dAVqvj06dPAdixYwdpaWnodDp27NiBTqcjLS1NXiPw6dOn7NmzB4DHjx+zf/9+AO7fv8/hw4cBSEhIkGdmvHnzJr/++iuQtTbgmTNnAPjjjz+KbZ1yjgE6duzYC9Xp/PnzbN++nczMzGJRp2ydHjx4INft7n//azadEv+qU7atf6dOOfk79150dLSsWX51ysm/6XkqCp1eRp1Onz7Njh07yMzMLPLnKSfP1imbl1Gns2fPyuWfOnXqlXyXx8XFsX37do4dO8af/80KPU29dIrMxKzQ1Me/R6FLyj0M69Hpg0iZ6WDQYzh/BH0xqtOrqFPOOt26dYvt27dz6NAhozpldwwkJSXJP0SfPHki/0h9dhuyfnBnb+v1evla6HQ6eTszM1MeF5uRkSEvZZWeni6PtU1LS5PX105LSyMtLQ3IGlucvZ2SkiJPQJWcnCz3Zue09+nTp+h0OkqWLIlKpTJqeMj+of3kyRNmzJjBlClTmD17NjVq1KBDhw5s3boVd3d3DAYD/fr1o0ePHvTt25fXXnuNBw8e8M477xj9QM9uNMlZp5wNH3+nTtk2Z+d3cHAgKSmJp0+fyuUnJSVx8uRJzp49S0BAQC6d7OzsaN26NStXrpQbeXbt2kX58uXx8PCgQ4cOHDhwgDlz5rBt2zYMBoOsU+/evbl48SKXL1+WdXJ3d2fLli0cOHCAunXrMnPmTObNm0fPnj3lOiUmJsrHZNfpm2++oXHjxnTp0oVWrVphaWnJ999/L/f+Pn36lM6dO+Pn58dPP/3EwYMH8fPzo379+rnqNGPGDNq3b0/dunXle2/RokVER0fTqlUrunTpQrdu3eR7b+3atfTu3ZsSJUrIOmWvU27qvbdy5Upq1apFQEAAAQEB1K5dm6VLl8r3wdOnT7l8+TKJiYny+X///XfefPNNvLy8GDx4MFWqVOHYsWPY2dnJdVq+fDn169dn+PDhQFanoJ+fH1u3bjV6nk6cOMH333/P5MmTZZ26du2Kv78/zZs35+zZs/J49b/7POWsU/Z9mPPee/LkieLeEXnV6cSJE7ne5eYOL1dJOZve/mEkSWLixInMmTNHDqWYNWsWEyZMyPeYy5cvc/jwYerXr096ejqrV69m+fLlHDx4UHaqARITE3FzcyM9PR2NRsPSpUuNxv9s2bKFqVOnkpqaysCBA5k+fbo8i6Cfnx+jR48mMzOT6dOn06tXr1x2pKenG81Q+OTJEypWrMiDBw8oU6aMfPNm1yt7W6fToVKp5G21Wi33/uS1nZmZiUajkbctLCxQqVTyNmTd3Dm3LS0tkSRJ3jYYDOj1ennbYDBgYWGR73Z2SEv2dl71KA51Sk9Pl8Ohunbtio2Njcl1yn4xlCpVSn7JFAedUlMyGTc8a8KWed/UwtJKZRad0g0aai7Papu7+K6ErdWL1UmdIXHSPWu9z4bXx6HSWrzwvafT6UhKSsLBwQG9Xp+rTulSOq+ffR2Ao3WOYilZvvrPkyEN9eKs4TDSe09RWdkVqzplZmaSnJwsa1ZUz1N6ugF7+88BSEqaQIkSlv+r09OnqP8aImR48gSDVlu0OiXqsCj1ly2PdajtX713uUqlIjk5Ga1WS6pBxeGEFGxUBqwsNahUaiS9DtRq0lLVBHjaArA7Nhkbax2oNWToJVIzMmlV0QE7S3WxqNOr/j83p2Y565GZmcmNGzeoXLkyWq1W7knMdo4kSTLaVqvV8g/svLYhK7zWXNvZtue3rbQ65azDP1GnDz/8kCdPnrB8+XJF6nT//n28vb05efIkHh4eZrn3IMvR1Gg0ir73XrXnKS0tjbi4OCpUqICtra3Ru/zJkyeUKlWKxMREs6x/btYx3Rs2bGDNmjWsW7eOmjVrEh0dzZgxYyhfvjyDBw/O8xgvLy+j2RqbNGnCzZs3mTdvnpHTbW9vT3R0NElJSezbt4+xY8fi4eEhh7x0797daP27gwcPcu7cORYvXoynp6c8A2OjRo1o0aJFrjEg1tbWWFtb57Iv+x9xznD3nNs5x94UZjvnWBpTtlUqlbyd/Q+5sNv52V7c6pQzT3b5ptbJwsKC0qVLF5s65bQ9G7VajYWFptB1KkqdcjYKZr9sX6RO+mcmqPk7956FhQWlSpXK3/Znhj39K56nzP9d37+j08uqk6WlZcGa5VWnQmw/O/HRs3XKRq1Wo37Bd0ShdVIXTZ2e3Tb3vZf9wyQ9M6tRUqWxkO8xlSbvnxDZ6SrV//LnrIe561TQtlJ1yrn97I9JS0tL2WlXq9Wyfjmfkey0nNvZuuW1XdBx/8T2s893XttKqtOzY01fdp0mT57MkiVLMBgM8rmVpNP169dZunQpHh4eL832wtQp5/On1HvvWduV/jzl/A2UbX/O97Q5MWt4+fjx4/n444/p27cvtWrVIjAwkNDQ0OdO+f8sr732Wq7ZAtVqNZ6entStW5cPPviAXr165Vtueno6ISEhfP3118TGxqLT6WjZsiVeXl5Ur16dEydOFNoWc4cuCEwjMzOTbdu2Cd0UhNBMeQjNlInQTXkIzZSHwWDg8ePHcrTdP4GDgwMTJ040+8RSL0qjRo3o06ePWW0wh26Cv4e534tmdbpTUlKMWlEgq7XP1Bv4zJkzz50tUJKkfBesnzlzJh07dqRevXpGE5qA6TMGFjSLpKD4YWFhgb+/v9BNQQjNlIfQTJkI3ZSH0Ex5qFQqeZy6QDkI3ZSHud+LZj37G2+8waxZs6hUqRI1a9bkzJkzLFiwwGjs9YQJE7h9+zarVq0CYOHChVSpUoWaNWuSkZHBmjVr2LRpk9GC8bNnz6ZBgwZUrVqVjIwMduzYwapVq1i2bFkuGy5cuMCGDRvk9fq8vb1Rq9WsXLkSFxcXLl26RMOGDV/uhRCYFXM/hALTEZopD6GZMhG6KQ+hmUAgEBQ/zNrT/dVXX9GrVy9CQkLw8fFh3LhxvPPOO8ycOVPOk5CQQHx8vPw9IyODcePGUbt2bZo3b87Ro0fZvn270RJfycnJhISEULNmTZo2bcoPP/zAmjVrGDZsmNH5JUni7bff5j//+Q+2tlmTwGi1WiIiIpgxYwZDhw5l8eLFuLm5FbpOz86mKyje5DcLsqD4IjRTHkIzZSJ0Ux5CM+WRc2ZogXIQuikPc78Xzdocam9vz8KFC1m4cGG+eSIiIoy+f/jhh3z44YcFlvvpp5/y6aefPvf8KpVKXmoqJ126dKFLly7PPT4vRAuzsrCwsKBTp05CNwUhNFMeQjNlklO3dJ34YakExLOmPESYsjIRuikPc78XxVtZ8K8n5/IvAmUgNFMeQjNl8qrrlqY3oDNxHiQLNdhozBooWCCvumYCgUCgRMRbuYgxd+iCwDR0Oh179uyhU6dORsvACIovQjPlITRTJjl1A2XOclwQaXoDxxJSSDXR69ZaqGnmWqJYOt7iWVMe2WHKotdUWQjdlIe5fTThdBcx4p+csrC0tKRbt27mNkNgAkIz5SE0UyY5dctep/tVQmeAVJ0BC7UKS3XhfjRnGiRSdX/1jhfDdgjxrCkPtVpNqVKlzG2GwESEbsrD3D5a8WumVThiQgVlISbCUB5CM+UhNFMm/xbdLNUqrDSF+xTWOTcX/xbNXiUkSUKv1//jmj148AAnJyfi4uL+0fMWFffu3aNcuXLcvn3bLOc3l26CF8fcWgmnu4gxd+iCwDR0Oh1HjhwRuikIoZnyEJopE6Gb8ngVNQsKCkKlUjFixIhc+0JCQlCpVAQFBf3zhv0NNm3aRJs2bShdujS2trZ4e3szZMgQzpw5I+eJiIhApVLh4+OT6/iNGzeiUqmoUqVKrvwqlQqNRkPp0qVp3LgxM2bMIDExMVcZs2fP5o033jAqIz4+njfeeANbW1scHR15//33ycjIKLAuV69epXv37pQrV46SJUvSu3dv/vvf/xrlefToEYGBgTg4OODg4EBgYCCPHz+W9z98+JA33ngDOzs76tWrx9mzZ42ODwkJYf78+UZpTk5OBAYGMm3atALtKyySJDF9+nTKly+PVqulVatWXLhwocD8T58+ZeHChXh5eaHVaqlYsSKhoaGkpaUZ5V26dCnu7u7Y2NhQv359jhw5YrR/3rx5ODs74+zszH/+8x+jfSdOnKB+/fro9foiqee/GXO/F4XTXcSYO3RBYBqWlpZ07txZ6KYghGbKQ2imTIRuyuNV1axixYp89913pKamymlpaWmsX7+eSpUqmdEy0/noo4/o06cPdevW5ccff+TChQt8++23eHp6MnHiRKO8tra23Lt3j6ioKKP0sLCwPOtdsmRJEhISuHXrFsePH+ftt99m1apV1K1blzt37sj5UlNTWblypdFSunq9ns6dO5OcnMzRo0f57rvv2LRpEx988EG+dUlOTsbf3x+VSsX+/fs5duwYGRkZvPHGGxgM/xuS0r9/f6Kjo9m1axe7du0iOjqawMBAef+sWbN4+vQpv/32Gy1btjSyKyoqil9//ZUxY8bkOn9wcDBr167l0aNH+dpYWObOncuCBQtYvHgxJ0+exMXFhfbt2/P06dM886vVarZv386ECROYNm0aMTExrFy5kg0bNjBhwgQ534YNGxgzZgyTJk3izJkzNG/enI4dO8rLIZ87d46pU6eyfv161q1bx8SJEzl//jwAmZmZjBgxguXLl6PRFMPxLArD3O9F4XQXMTlfMoLij8Fg4OHDh0I3BSE0Ux5CM2UidFMepmgmSRLJyRlm+Zga5lmvXj0qVarE5s2b5bTNmzdTsWJF/Pz8ctVr7ty5eHh4oNVqqVOnDj/88IO8X6/XM3ToUNzd3dFqtXh5efHll18alREUFMSbb77JvHnzcHV1pWzZsowcOZLMzEyT7H6WX375RXbuFixYQPPmzalSpQrNmjVj4sSJ7Nixwyi/hYUF/fv3JywsTE67desWBw8epH///rnKV6lUuLi44Orqio+PD0OHDuX48eMkJSUZLbe7c+dOLCwsaNKkiZy2Z88eLl68yJo1a/Dz86Ndu3bMnz+fb775hidPnuRZn2PHjhEXF0dERAS1atWiVq1ahIeHc/LkSfbv3w9ATEwMu3bt4ttvv6VJkyY0adKEb775hp9++onLly/Lefr27Uv16tV5++23uXjxIpDldL777rv5Op21atXCxcWFLVu2FFaCPJEkiYULFzJp0iR69OiBr68vkZGRpKSksG7dunyPOXbsGM2aNaN///5UqVIFf39/+vXrx6lTp+R8CxYsYOjQoQwbNgwfHx8WLlxIxYoVWbZsmVz32rVr06ZNG9q2bUvt2rWJiYkB4IsvvqBFixY0bNjwb9VPkIW5/5eJidSKGBH+oSz0ej0nT56kTZs2qNWiDUoJCM2Uh9BMmeTUrVjOGibIhSnPWkpKJnZ2s/8hy4xJSpqAra2VSccEBwcTHh7OgAEDgKze3iFDhnDw4EGjfJMnT2bz5s0sW7aMatWqcfjwYQYOHEi5cuVo2bIlBoOBChUqsHHjRhwdHeUeYVdXV3r37i2Xc+DAAVxdXTlw4ACxsbFy7/Tw4cNfuN7r16/Hzs6OkJAQOS2r8SMZe3v7PDUbOnQoLVq04Msvv6REiRJERETQoUMHnJ2dC3VOJycnBgwYQFhYGHq9Ho1Gw+HDh2nQoIFRvqioKHx9fSlfvrycFhAQQHp6OqdPn6Z169a5yk5PT0elUmFtbS2n2djYoFarOXr0KO3atSMqKgoHBwcaN24s53nttddwcHDg+PHjeHl5UadOHfbv38+wYcPYvXs3tWvXBmDOnDm0atUql605adSoEUeOHGHIkCFAVph9cHCwSQ07169f5+7du/j7+8tp1tbWtGzZkuPHj/POO+/kOkaSJBo0aMC6dev49ddfadSoEdeuXWPHjh0MHjwYgIyMDE6fPs3HH39sdKy/vz/Hjx8HshoOrly5Qnx8PJIkceXKFXx9fYmNjSUiIoLTp08Xuh6CgjG3jyZ+/RQx5g5dEJiGpaUlAQEBQjcFITRTHkIzZSJ0Ux6vsmaBgYEcPXqUuLg4bty4wbFjxxg4cKBRnuTkZBYsWEBYWBgBAQF4eHgQFBTEwIED+frrr4Gsa/TJJ5/QsGFD3N3dGTBgAEFBQWzcuNGorNKlS7N48WK8vb3p0qULnTt3Zt++fX+rDleuXMHDw8NoHfWFCxfi5uZGyZIlsbOzyzX+um7dulStWpUffvgBSZKIiIiQHczC4u3tzdOnT3nw4AEAcXFxRs41wN27d3M58qVLl8bKyoq7d+/mWe5rr72Gra0tH330ESkpKSQnJzN+/HgMBgMJCQlyuU5OTrmOdXJyksv9+OOPsbCwoGrVqmzZsoWVK1fyxx9/sGrVKqZMmcKIESPw8PCgd+/eua6Pm5ub0WRwDg4OeHl5mXR9su14tv7Ozs751l2tVjNkyBBmzpzJ66+/jqWlJVWrVqV169ayk33//n30en2B5fr4+PDZZ5/Rvn17/P39mT17Nj4+PowYMYK5c+eye/dufH198fPz4/DhwybVS2CMud+Loqe7iDF36ILANAwGA/fv38fR0VH0wCkEoZnyEJopk5y6CZSBKc9aiRKWJCVNKDDPy6JECdN//Do6OtK5c2ciIyORJInOnTvnujcvXrxIWloa7du3N0rPyMgwCkNfvnw53377LTdu3CA1NZWMjAzq1q1rdEzNmjWNQppdXV05d+5cnrbFx8dTo0YN+fvEiRNzjc/O5tk1nYODg+nYsSOnT58mMDAwzx7aIUOGEB4eTqVKlUhKSqJTp04sXrw4z/LzIrvM7HOnpqZiY2PzXNuyj81vHepy5crx/fff8+6777Jo0SLUajX9+vWjXr16RtfueeU6ODjkCuNu06YNX3zxBWvXruXatWtcvnyZ4cOHM2PGDKNJ1bRaLSkpKfL37t27071793yvxdq1a416rnfu3Cnb+qydBdVdkiT27dvHrFmzWLp0KY0bNyY2NpbRo0fj6urKlClT8q3/s+WOGDHCaKLAiIgI7O3tadKkCV5eXpw8eZJbt27Rt29frl+/bhRZICg85vbRhNNdxJhbUIFpGAwGzp8/T4sWLYQzoBCEZspDaKZMcuomAuOUgSnPmkqlMjnE29wMGTKEUaNGAbBkyZJc+7N/g23fvh03NzejfdmOysaNGwkNDWX+/Pk0adIEe3t7vvjiC06cOGGU/9leMZVKle9vvPLlyxMdHS1/L1OmTJ75qlWrxtGjR8nMzJTLL1WqFBqNJt8eVYABAwbw4YcfMn36dAYNGmTUU14YYmJiKFmyJGXLlgWyGjCenXzMxcUl1zV49OgRmZmZBYay+/v7c/XqVe7fv4+FhQWlSpXCxcUFd3d3udxnZzMH+PPPP/MtNywsjFKlStGtWzd69OjBm2++iaWlJW+99RZTp041yvvw4UPKlSv3/IvwF127djUKdXdzczPqlXd1dZX33bt3r8C6T506lYEDB8oTv9WqVYvk5GTefvttJk2ahKOjY57aFlTu/fv3mTFjBocPH+bEiRNUr16datWqUa1aNTIzM7ly5Qq1atUqdH0F/8PcPpr4L1rEmPoiFJgXCwsL2rRpI3RTEEIz5SE0UyZCN+XxqmvWoUMHMjIyyMjIICAgINf+GjVqYG1tTXx8PJ6enkafihUrAnDkyBGaNm1KSEgIfn5+eHp6cvXq1b9ll4WFhdG58nO6+/XrR1JSEkuXLpXTVCoVJUuWzLdHFbKc+K5du3Lo0CGTQ8vv3bvHunXrePPNN+WGGD8/P3mysmyaNGnC+fPnZQcUsiZXs7a2pn79+s89j6OjI6VKlWL//v3cu3ePrl27yuUmJiby66+/ynlPnDhBYmIiTZs2zVXOn3/+ycyZM/nqq6+ArHG42RPYZWZm5hqXe/78+VyT6RWEvb29kVZarRZ3d3dcXFzYu3evnC8jI4NDhw7laSNk6Zaenp5rgjeNRoMkSUiShJWVFfXr1zcqF2Dv3r35ljtmzBhCQ0OpUKGCUd0ha8krc49LVjLmfi8Kp7uIMXcrisA0DAYDt2/fFropCKGZ8hCaKROhm/J41TXTaDTExMQQExOT52zW9vb2jBs3jtDQUCIjI7l69SpnzpxhyZIlREZGAuDp6cmpU6fYvXs3V65cYcqUKZw8efIfsb9JkyZ88MEHfPDBB4wdO1Yeo37kyBFWrlyJSqXKN0IhIiKC+/fv4+3tnW/5kiRx9+5dEhISiImJISwsjKZNm+Lg4MDnn38u5wsICODChQtGvd3+/v7UqFGDwMBAzpw5w759+xg3bhzDhw+nZMmSANy+fRtvb28jBzo8PJxffvmFq1evsmbNGt566y1CQ0PlcdU+Pj506NCB4cOH88svv/DLL78wfPhwunTpkufY69GjR/PBBx/IkQrNmjVj9erVxMTEsGLFCpo1aybnTUlJ4fTp00YToG3ZsqXAa5QXKpWKMWPG8Nlnn7FlyxbOnz9PUFAQJUqUMJolftCgQfJyYJIk0alTJ5YtW8Z3333H9evX2bt3L1OmTKFr167y/Tl27Fi+/fZbwsLCiImJITQ0lPj4+DzXnd+7dy9//PEHI0eOBLImibt06RI7d+5kxYoVaDQak8erC/6Hud+Lr2ZTqBkxt6AC0zAYDFy9ehVnZ2cR9qoQhGbKQ2imTHLqJtrolcG/4VnLdgDzY+bMmTg5OTF79myuXbtGqVKlqFevnjzGesSIEURHR9OnTx9UKhX9+vUjJCSEnTt3/hPmM2/ePBo1asSyZcsICwsjJSUFJycnWrZsSVRUVL7102q1aLXaAst+8uQJrq6ucu+5l5cXgwcPZvTo0Ubl1qpViwYNGrBx40Z5fLNGo2H79u2EhITQrFkztFot/fv3Z968efJxmZmZXL582WgM9eXLl5kwYQIPHz6kSpUqTJo0idDQUCO71q5dy/vvvy87x127ds1zTPru3btl5z2bUaNGcerUKRo3bkyjRo2YNm2avG/btm1UqlSJ5s2by2mJiYnyUmSm8OGHH5KamkpISAiPHj2icePG7NmzB3t7ezlPfHy80XM1duxYNBoNkydP5vbt25QrV4433niDWbNmyXn69OnDgwcPmDFjBgkJCfj6+rJjxw4qV65sdP7U1FRGjRrFhg0b5HO4ubnx1VdfERwcjLW1NZGRkc+9BwT5Y24fTSWZuliiIE+ePHmCg4MDiYmJz/2HICgadDqdvGZnjx49zB42UpSkp+kZO/QsAAtW1sHaxjzL9aRkgs9fUXAxIfACc98AoE/O4KR71j/uhtfHoXmJ4whT9am8fvZ1AI7WOYpW8y/4B5WZDIvssrbfTwJLW/Pa8w+RnJwhL3mUawmi5GSw++uaJCWBbRFfk2Tgr+JJAl7xS56UaeDg7SS0FmqsNMZhsKkpEOCZdQF2xyajLZGVnqGXSNUZaOVmh51l8XMAC6pTfhT3OuVHWloa169fx93dPc8JtAT/Pnbs2MG4ceM4f/68YhtoGjVqxJgxY/Jcs1zw76Sgd525fTVlPmXFGHO3oghMw2AwcOPGDaGbghCaKQ+hmTIRuikPoZnykCSJ9PR0k9aVLgo6derEO++8w+3bt//R8xYV9+7do1evXvTr188s5zeXboIXx9zvReF0FzHmFlRgGq/6+LdXEaGZ8hCaKROhm/IQmimTnJNl/ZOMHj1anmBOaTg5OfHhhx8WOAHdy8ZcugleDHO/F1+deNxiwqsU4vxvwMLCIt8ZJAXFE6GZ8hCaKRMj3TKFE6cExLOmPFQqFXbZQ2EEikHopjzM7aOJnu4iRkzlryz0ej2xsbFCNwUhNFMeQjNlInRTHkIz5SFJEmlpaSJMWWEI3ZSHud+LwukuYsTDpywkSeLRo0dCNwUhNFMeQjNlInRTHkIzZWJuZ0DwYgjdlIW534siFrqIMXfogsA0LCwsaNiwobnNEJiA0Ex5CM2UiZFuIrxcEYhnTXmoVCpsi3p1BcFLR+imPMzto4me7iJGtHopC71ez6VLl4RuCkJopjyEZspE6KY8hGbKQ5IkUlNTzd4LJzANoZvyMPd7UTjdgn89qamp5jZBYCJCM+UhNFMmQjflITRTHsJxUyZCN4EpiFjoIkaj0ZjbBIEJaDQa/Pz8zG2GwASEZspDaKZMjHQTS1ApAvGsKQ+VSkWJEiXMbYbARIRuysPcPpro6S5izB26IDANvV7P+fPnhW4KQmimPIRmykTopjyEZsrDHGHKW7duxdPTE41Gw5gxY4iIiKBUqVIFHjN9+nTq1q37j9inBER4ufIw93tRON0CgUAgEAgEgmLJ06dPGTNmDJUrV0ar1dK0aVNOnjxplCcoKAiVSmX0ee21155b9qZNm6hRowbW1tbUqFGDLVu25MqzdOlS3N3dsbGxoX79+hw5csRo/7x583B2dsbZ2Zn//Oc/RvtOnDhB/fr1C/VjX5IkVqxYQePGjbGzs6NUqVI0aNCAhQsXkpKS8tzjTeGdd96hV69e3Lx5k5kzZ9KnTx+uXLlSpOcwB7Vq1WLYsGF57lu/fj2Wlpb897//fW45rVq1ku8jKysrqlatyoQJE0hPT//bNl64cIGePXtSpUoVVCoVCxcufO4xly9fpnXr1jg7O2NjY4OHhweTJ08mMzPTKF96ejqTJk2icuXKWFtbU7VqVcLCwuT9e/fupXr16jg4ODB48GAyMjLkfYmJiVSvXp34+Pi/XUdB3ginu4gxd+iCwDQ0Gg2+vr5CNwUhNFMeQjNlInRTHq+iZsOGDWPv3r2sXr2ac+fO4e/vT7t27bh9+7ZRvg4dOpCQkCB/duzYUWC5UVFR9OnTh8DAQM6ePUtgYCC9e/fmxIkTcp4NGzYwZswYJk2axJkzZ2jevDkdO3aUHZNz584xdepU1q9fz7p165g4cSLnz58HIDMzkxEjRrB8+fIC9VCpVGi1WgYNGsSYMWPo1q0bBw4cIDo6milTprBt2zb27NnzopcvF0lJSdy7d4+AgADKly+Pvb09Wq0WJyenIjuHuRg6dCgbN27Ms5EiLCyMLl264OzsXKiyhg8fTkJCArGxscydO5clS5Ywffp0eX+2biqVyiQbU1JS8PDw4PPPP8fFxaVQx1haWjJo0CD27NnD5cuXWbhwId988w3Tpk0zyte7d2/27dvHypUruXz5MuvXr8fb2xsAg8HAgAEDGDFiBMePH+fXX3/lm2++kY/96KOPGDFiBJUqVTKpPkrC3O9F4XQXMeYOXRCYhl6v58yZM0I3BSE0Ux5CM2UidFMeJmkmSZCZbJ5PIUNyU1NT2bRpE3PnzqVFixZ4enoyffp03N3dWbZsmVFea2trXFxc5E+ZMmUKLHvhwoW0b9+eCRMm4O3tzYQJE2jbtq1Rz+OCBQsYOnQow4YNw8fHh4ULF1KxYkX53DExMdSuXZs2bdrQtm1bateuTUxMDABffPEFLVq0eO4SbpIksXr1atauXcv69euZOHEiDRs2pEqVKnTr1o39+/fTunVrIMtxmjFjBhUqVMDa2pq6deuya9cuuay4uDhUKhWbN2+mdevWlChRgjp16hAVFQXAwYMHsbe3B6BNmzaoVCoOHjyYZ3j5559/jrOzM/b29gwdOpS0tLRctoeHh+Pj44ONjQ3e3t4sXbq00LZkc+zYMVq2bEmJEiUoXbo0AQEBPHr0SL42c+fOxcPDA61WS506dfjhhx/yvZaBgYGkp6fz/fffG6XHx8ezf/9+hg4dytWrV+nWrRvOzs7Y2dnRsGFDfv7551xllShRAhcXFypVqkTPnj1p3769UeOHJEmkpKSYHF7esGFDvvjiC/r27Yu1tXWhjvHw8CA4OJg6depQuXJlunbtyoABA4yiLnbt2sWhQ4fYsWMH7dq1o0qVKjRq1IimTZsCcP/+ff78809CQkKoWbMmXbt25eLFi0CWBqdOnWL06NEm1UVpmPt/mZhITfCvR6vVmtsEgYkIzZSH0EyZCN2UR6E106XAIruXa0x+vJ8Els9f41in06HX67GxsTFK12q1HD161Cjt4MGDODk5UapUKVq2bMmsWbMK7L2NiooiNDTUKC0gIEB2ujMyMjh9+jQff/yxUR5/f3+OHz8OZIUzX7lyhfj4eCRJ4sqVK/j6+hIbG0tERASnT59+bh0hq0fdy8uLbt265dqnUqlwcHAA4Msvv2T+/Pl8/fXX+Pn5ERYWRteuXblw4QLVqlWTj5k0aRLz5s2jWrVqTJo0iX79+hEbG0vTpk25fPkyXl5ebNq0iaZNm1KmTBni4uKMzrlx40amTZvGkiVLaN68OatXr2bRokV4eHjIebJ7WhcvXoyfnx9nzpxh+PDh2NraMnjw4OfaYmFhQXR0NG3btmXIkCEsWrQICwsLDhw4IDtHkydPZvPmzSxbtoxq1apx+PBhBg4cSLly5WjZsmWua1W2bFm6detGeHi4kQ3h4eE4OzvTsWNHzp8/T6dOnfj000+xsbEhMjKSN954g8uXL+fby3v27FmOHTtGlSpV5LS4uDg8PDyMGkX+KWJjY9m1axc9evSQ03788UcaNGjA3LlzWb16Nba2tnTt2pWZM2ei1WopV64crq6u7Nmzh/bt23PkyBE5xPzdd98lLCzM7D3Brzqip7uIETesstBoNHh7ewvdFITQTHkIzZSJ0E15vGqa2dvb06RJE2bOnMmdO3fQ6/WsWbOGEydOkJCQIOfr2LEja9euZf/+/cyfP5+TJ0/Spk2bAsfg3r17N1eosbOzM3fv3gWyegb1en2BeXx8fPjss89o3749/v7+zJ49Gx8fH0aMGMHcuXPZvXs3vr6++Pn5cfjw4TztUKlUXLt2DS8vr+dej3nz5vHRRx/Rt29fvLy8mDNnDnXr1s01LnjcuHF07tyZ6tWr88knn3Djxg1iY2OxsrKSGyLKlCmDi4sLVlZWuc6zcOFChgwZwrBhw/Dy8uLTTz+lRo0aRnlmzpzJ/Pnz6dGjB+7u7vTo0YPQ0FC+/vrrQtkCMHfuXBo0aMDSpUupU6cONWvWZNSoUTg6OpKcnMyCBQsICwsjICAADw8PgoKCGDhwYK5z5GTIkCEcPnyYa9euAVk90hEREQQFBaHRaKhTpw7vvPMOtWrVolq1anz66ad4eHjw448/GpWzdOlS7Ozs5IiCP//8k/Hjx8v7rays8PLywtb2+Y1HRUXTpk2xsbGhWrVqNG/enBkzZsj7rl27xtGjRzl//jxbtmxh4cKF/PDDD4wcORLIus82btzIzJkzqVGjBn5+fgwZMoTPP/+ctm3botVqadasGV5eXixevPgfq9M/ibnfi6Knu4jR6XTmNkFgAjqdjjNnzuDn54eFhXgclIDQTHkIzZRJTt1EG70yMOlZsyiR1eNsDiwKv9TS6tWrGTJkCG5ubmg0GurVq0f//v357bff5Dx9+vSRt319fWnQoAGVK1dm+/btRr2Bz/LseFxJknKlPS/PiBEjGDFihPw9IiJCbizw8vLi5MmT3Lp1i759+3L9+vVcIcWSJKHX6587NvjJkyfcuXOHZs2aGaU3a9aMs2fPGqXVrl1b3nZ1dQXg3r178vje5xETE2NUJ4AmTZpw4MABAP78809u3rzJ0KFDGT58uJxHp9PJvfKFsSU6Opq33norTxsuXrxIWloa7du3N0rPyMgocFk8f39/KlSoQHh4ODNnzmT//v3ExcURHBwMQHJyMp988gk//fQTd+7cQafTkZqammsCsQEDBjBp0iSePHnCnDlzKFmyJD179pT3ly9fntOnT+e7bFh8fLxRQ8XEiROZOHFivnYXhg0bNvD06VPOnj3L+PHjmTdvHh9++CGQNfRApVKxdu1aWYMFCxbQq1cvlixZglar5fXXXzeahPDKlSusXr2aM2fO0KJFC8aMGUOHDh3w9fWlRYsWRtq9CpjbRxO/fooYUydUEJgXlUpF6dKlhW4KQmimPIRmysRIN7EqjiIw6VlTqQoV4m1uqlatyqFDh0hOTubJkye4urrSp08f3N3d8z3G1dWVypUr88cff+Sbx8XFRe6xzubevXtyz7ajoyMajabAPM9y//59ZsyYweHDhzlx4gTVq1enWrVqVKtWjczMTK5cuUKtWrVyHVe9enV5LPjzKExDgaWlZa78BoOhUOUXhuyyvvnmGxo3bmy079nexIJsKWgoRHae7du34+bmZrSvoLHQarWaoKAgIiIi+OSTTwgPD6dFixZy+P348ePZvXs38+bNw9PTE61WS69evYxm8gZwcHDA09MTgDVr1lCzZk1WrlzJ0KFD861rTsqXL090dLT8/XlzDBSGihUrAlCjRg30ej1vv/02H3zwARqNBldXV9zc3IwaPXx8fJAkiVu3bhkNP4Cs++btt99m/vz5GAwGzpw5Q69evShRogQtW7bk0KFDr5zTbe7fIKLpuogxd+iCwDQ0Go28VqVAGQjNlIfQTJkI3ZTHq6yZra0trq6uPHr0iN27d+c5/jmbBw8ecPPmTblnNS+aNGnC3r17jdL27NkjTzxlZWVF/fr1c+XZu3evnOdZxowZQ2hoKBUqVECv1xst6ZQ9Pv1ZVCoVAwcO5MqVK2zbti3XfkmSSExMpGTJkpQvXz7XWPbjx4/j4+OTbz1fBB8fH3755RejtJzfnZ2dcXNz49q1a3h6ehp9CmoMeZbatWuzb9++PPdlL+UWHx+f6xzZzmd+BAcHc+vWLTZv3szmzZuNHOUjR44QFBRE9+7dqVWrFi4uLrnGtD+LpaUlEydOZPLkyfLM6CqVChsbm3wdOQsLCyObi8LpzokkSWRmZsoTuTVr1ow7d+6QlPS/6JUrV66gVqupUKFCruNXrlxJ2bJl6dq1q3xfZt+vmZmZZp907GVg7veicLqLGHOHLghMQ6fTcfz4caGbghCaKQ+hmTIRuimPV1Gz3bt3s2vXLq5fv87evXtp3bo1Xl5ecrhwUlIS48aNIyoqiri4OA4ePMgbb7yBo6Mj3bt3l8sZNGgQEyZMkL+PHj2aPXv2MGfOHC5dusScOXP4+eefGTNmjJxn7NixfPvtt4SFhRETE0NoaCjx8fG5Qq8hyxn/448/5DG0jRo14tKlS+zcuZMVK1ag0WjyHLctSRKdOnWiT58+9OvXj9mzZ3Pq1Clu3LjBTz/9RLt27eSw7vHjxzNnzhw2bNjA5cuX+fjjj4mOji7yWadHjx5NWFgYYWFhXLlyhWnTpnHhwgWjPNOnT2f27Nl8+eWXXLlyhXPnzhEeHs6CBQsKfZ4JEyZw8uRJQkJC+P3337l06RLLli3j/v372NvbM27cOEJDQ4mMjOTq1aucOXOGJUuWEBkZWWC57u7utGnThrfffhtLS0t69eol7/P09GTz5s1ER0dz9uxZ+vfvX6gogP79+6NSqeQZ2m/dukX16tWNlpgrDBkZGURHRxMdHU1GRga3b98mOjpaHucOsHjxYtq2bSt/X7t2LRs3biQmJoZr167x/fffM2HCBPr06SMPI+nfvz9ly5YlODiYixcvcvjwYcaPH8+QIUNyRRTcu3ePTz/9lEWLFgFQunRpeXb+qKgo9u3bl2/DkpIx93tRhJcXMWq1aMdQEmq1Gjc3N6GbghCaKQ+hmTIx0u3V6/R4JXkVn7XExEQmTJjArVu3KFOmDD179mTWrFly2LJGo+HcuXOsWrWKx48f4+rqSuvWrdmwYYO8PBZkjbHNeV2aNm3Kd999x+TJk5kyZQpVq1Zlw4YNRuHSffr04cGDB8yYMYOEhAR8fX3ZsWMHlStXNrIxNTWVUaNGsWHDBvkcbm5ufPXVVwQHB2NtbU1kZGS+4dRWVlasXbuWb775hrCwMD799FMsLCyoVq0agwYNIiAgAID333+fJ0+e8MEHH3Dv3j1q1KjBjz/+mCt0+O/Sp08frl69ykcffURaWho9e/bk3XffZffu3XKeYcOGUaJECb744gs+/PBDbG1tqVWrllGjxfOoXr06e/bsYeLEiTRq1AitVkvjxo3p168fkDVZm5OTE7Nnz+batWuUKlWKevXqFWps9NChQ9m3bx9vv/220bjr//znPwwZMoSmTZvi6OjIRx99xJMnT55bnpWVFaNGjWLu3LmMGDGCzMxM/vjjjzzXBC+IO3fuGI1JnzdvHvPmzaNly5YcPHgQyBqmcPXqVTmPhYUFc+bM4cqVK0iSROXKlRk5cqTR7Pt2dnbs3buX9957jwYNGlC2bFl69+7Np59+msuG0aNHM27cOKOw/YiICAYPHsyiRYsYP348jRo1MqleSsDc70WVZOoCc4I8efLkCQ4ODnIIkODlo9Pp2Lx5MwA9evR4pSZoSk/TM3Zo1sQoC1bWwdrGPCExKZng89eymzEhUMKy4Pz5oU/O4KT7PAAaXh+Hxjb3bKlFRao+ldfPvg7A0TpH0Wr+BUseZSb/b+mfQi7F8yqQnJyBnd1sAJKSJmCb875KTga7v65JUhIU9QyzyUD2aktJwCt+yZMyDRy8nYTWQo2VxjicMjUFAjyzLsDu2GS0f/2+zdBLpOoMtHKzw86y+DmBBdUpP4p7nfIjLS2N69ev4+7unmv5LYFAIHhVKOhdZ25fTTn/MRSCuUMXBKah0+k4fPiw0E1BCM2Uh9CseJGmN5CU+fxPYmoGBw4dJjE1g+RMA3rRRF/sEc+a8pAkiadPnyL6wJSF0E15mPu9+Op0DRYTzB26IDANtVpN1apVhW4KQmimPIRmxYc0vYFjCSmk6p4/hlGSDOBQnsN3U9BJKu6n6bHRWBa6V1jwzyOeNWVS0GzcguKL0E1ZmPu9KJzuIsbcggpMI3v8m0A5CM2Uh9Cs+KAzQKrOgIVahaX6ec6zGhxdAEjRGdAZJAyiU6dYI5415aFSqbCyenlDrgQvB6Gb8jC3jyY8xCLG3KELAtPQ6XTs379f6KYghGbKQ2hW/LBUq7DSFPyxRE/qxV+wRI+FWGNdEYhnTXlIksSTJ09EmLLCELopD3O/F4XTXcSYuxVFYBpqtRpfX1+hm4IQmikPoZlCUavRVqwOQjfFIJ41ZZLfrOaC4o3QTVmY+70owsuLGHMLKjANtVqNk5OTuc0QmIDQTHkIzZSJSqXGqlTZv749fwy4wPyIZ015qFQqefkzgXIQuikPc/towkMsYjIzM81tgsAEMjMz2b17t9BNQQjNlIfQTJlIeh2PzhxB0otQZaUgnjXlYTAYSExMxGAQDVtKQuimPMz9XhROdxGj0ZhnPWXBi6HRaGjYsKHQTUEIzZSH0EyhqNXYedYS4eUKQjxrykOlUmFra4tKzJugKIRuysPc70URXl7EmDt0QWAaarWaMmXKmNsMgQkIzZSH0EyZqFRqLO1L/fVN9OYoAfGsKQ+VSoWFhfg5rjSEbsrD3D6a8BCLGHOHLghMIzMzk+3btwvdFITQTHkIzZSJpNfx8NQBEV6uIMSzpjwMBgOPHz/+R8OUt27diqenJxqNhjFjxhAREUGpUqUKPGb69OnUrVv3H7FPCZhDN8Hfw9zvReF0FzGi1UtZWFhY0Lx5c6GbghCaKQ+hmUJRayhZoyGoRaiyUngVn7WnT58yZswYKleujFarpWnTppw8edIoT1BQECqVyujz2muvPbfsTZs2UaNGDaytralRowZbtmzJlWfp0qW4u7tjY2ND/fr1OXLkiNH+efPm4ezsjLOzM//5z3+M9p04cYL69euj1+vztUGlUmFvbw/AihUraNy4MXZ2dpQqVYoGDRqwcOFCUlJSnlsXU3jnnXfo1asXN2/eZObMmfTp04crV64U6TnMSWxsLMHBwVSoUAFra2vc3d3p168fp06d4r///S+WlpasWbMmz2Pfeecdateu/dxzqFQqSpcujUajQaVSYWdnR506dYiIiCiSOmzevJmAgAAcHR1RqVRER0c/95jMzExmzJhB1apVsbGxoU6dOuzatcsoz+zZs2nYsCH29vY4OTnx5ptvcvnyZaM8f/eeLq6Y+70onO4iRoztUBYqlYqSJUsK3RSE0Ex5CM2UiUqlwqKEndBNQbyKz9qwYcPYu3cvq1ev5ty5c/j7+9OuXTtu375tlK9Dhw4kJCTInx07dhRYblRUFH369CEwMJCzZ88SGBhI7969OXHihJxnw4YNjBkzhkmTJnHmzBmaN29Ox44diY+PB+DcuXNMnTqV9evXs27dOiZOnMj58+eBLAdoxIgRLF++vMCxpCqVCo1Gw6BBgxgzZgzdunXjwIEDREdHM2XKFLZt28aePXte9PLlIikpiXv37hEQEED58uWxt7dHq9W+MrPenzp1ivr163PlyhW+/vprLl68yJYtW/D29uaDDz7A2dmZzp07Ex4enuvY1NRUvvvuO4YOHfrc82Q/Y+Hh4SQkJHD27Fn69OlDcHAwu3fv/tv1SE5OplmzZnz++eeFPmby5Ml8/fXXfPXVV1y8eJERI0bQvXt3zpw5I+c5dOgQI0eO5JdffmHv3r3odDr8/f1JTk4GiuaeLq6Y+70onO4ixtyhCwLTyMzMZNu2bUI3BSE0Ux5CM2Ui6XU8/PVnEV6uIEx51iRJIlWfapaPJEmFqk9qaiqbNm1i7ty5tGjRAk9PT6ZPn467uzvLli0zymttbY2Li4v8ed7Y9oULF9K+fXsmTJiAt7c3EyZMoG3btixcuFDOs2DBAoYOHcqwYcPw8fFh4cKFVKxYUT53TEwMtWvXpk2bNrRt25batWsTExMDwBdffEGLFi1o2LBhgXYYDAbCw8NZu3Yt69evZ+LEiTRs2JAqVarQrVs39u/fT+vWreW8M2bMkHtw69ata9STGRcXh0qlYvPmzbRu3ZoSJUpQp04doqKiADh48KDcq96mTRtUKhUHDx7MM7z8888/x9nZGXt7e4YOHUpaWlou28PDw/Hx8cHGxgZvb2+WLl1aaFuyOXbsGC1btqREiRKULl2agIAAHj16BGTdo3PnzsXDwwOtVkudOnX44Ycf8r2WkiQRFBREtWrVOHLkCJ07d6Zq1arUrVuXadOmsW3bNgCGDh3KgQMHiIuLMzr+hx9+IC0tjYEDB7Jr1y5ef/11SpUqRdmyZenSpQtXr1410g2gZMmSuLi4ULVqVSZOnEiZMmWKpJEkMDCQqVOn0q5du0Ifs3r1aiZOnEinTp3w8PDg3XffJSAggPnz58t5du3aRVBQEDVr1qROnTqEh4cTHx/P6dOngaK5p4sr5v4N8urEHxUTzB26IDANCwsL/P39hW4KQmimPIRmCkWtoVTd17PCy/WFc5IE5sWUZy3NkMbrZ1//B6zKzdE6R9FqtM/Np9Pp0Ov12NjYGKVrtVqOHj1qlHbw4EGcnJwoVaoULVu2ZNasWQX23kZFRREaGmqUFhAQIDvdGRkZnD59mo8//tgoj7+/P8ePHwegVq1aXLlyhfj4eCRJ4sqVK/j6+hIbG0tERITsyBSESqViy5YteHl50a1btzz3Ozg4APDll18yf/58vv76a/z8/AgLC6Nr165cuHCBatWqycdMmjSJefPmUa1aNSZNmkS/fv2IjY2ladOmXL58GS8vLzZt2kTTpk0pU6ZMLudz48aNTJs2jSVLltC8eXNWr17NokWL8PDwkPN88803TJs2jcWLF+Pn58eZM2cYPnw4tra2DB48+Lm2WFhYEB0dTdu2bRkyZAiLFi3CwsKCAwcOyKHLkydPZvPmzSxbtoxq1apx+PBhBg4cSLly5WjZsmWuaxUdHc2FCxdYt25dnpNmZTcsdOrUCRcXFyIiIpg+fbq8PywsjDfffJOyZcuSnJzM2LFjqVWrFsnJyUydOpXu3bsTHR2NWq2We02z/+r1ejZt2sTDhw+N1u+OiIggODi40A1Nf4f09PRCPSs5SUxMBJAbqYrini6umPs3iPgFJPjXY+6HUGA6QjPlITRTJiqN0E1pvErPmr29PU2aNGHmzJn4+Pjg7OzM+vXrOXHihJGT2bFjR9566y0qV67M9evXmTJlCm3atOH06dNYW1vnWfbdu3dxdnY2SnN2dubu3bsA3L9/H71eX2AeHx8fPvvsM9q3bw9kjZf18fGhXbt2zJ07l927dzN9+nQsLS358ssvadGiRZ62xMbG4uXl9dzrMW/ePD766CP69u0LwJw5czhw4AALFy5kyZIlcr5x48bRuXNnAD755BNq1qxJbGws3t7eckNEmTJlcHFxyfM8CxcuZMiQIQwbNgyATz/9lJ9//tmot3vmzJnMnz+fHj16AODu7s7Fixf5+uuvjZzugmyZO3cuDRo0MOohr1mzJpAVXr1gwQL2799PkyZNAPDw8ODo0aN8/fXXeTrdf/zxBwDe3t4FXsfscP6IiAimTZuGSqXi+vXrHDp0SI4c6Nmzp9ExK1euxMnJiYsXL+Lr6yun9+/fH41GQ1paGnq9njJlysjXDcDBwaFQ2hYFAQEBLFiwgBYtWlC1alX27dvHtm3b8h1/LUkSY8eO5fXXX5frVFT3tCA3r86buZig04kwPCWh0+nYsWMHnTp1MmqZFBRfhGbKQ2imUAx6Hp0+SOn6rRCj0ZSBKc+ajdqGo3Xy7wF7mdiobZ6f6S9Wr17NkCFDcHNzQ6PRUK9ePfr3789vv/0m5+nTp4+87evrS4MGDahcuTLbt2+XncK8eHaMpyRJudKel2fEiBGMGDFC/h4RESE3Fnh5eXHy5Elu3bpF3759uX79eq5GAEmSCjUp1ZMnT7hz5w7NmjUzSm/WrBlnz541Sss5EZirqysA9+7de64zmk1MTIxRnQCaNGnCgQMHAPjzzz+5efMmQ4cOZfjw4XIenU4n98oXxpbo6GjeeuutPG24ePEiaWlpsvOXTUZGBn5+fnkek92bXJixu0OHDmXOnDns37+ftm3bEhYWRoUKFeRw7qtXrzJlyhR++eUX7t+/L4eTx8fH4+vrK59r/vz5+Pv7c/PmTcaOHUtoaCienp7yebp370737t3ztWPt2rW888478vedO3fSvHnz59qfF19++SXDhw/H29sblUpF1apVCQ4OznP8OsCoUaP4/fffc/WE/917urhibh9NON1FzKvUwvxvwMLCgk6dOgndFITQTHkIzRSKWpPlcIvwcsVgyrOmUqkKFeJtbqpWrcqhQ4dITk7myZMnuLq60qdPH9zd3fM9xtXVlcqVK8s9n3nh4uIi91hnc+/ePbln29HREY1GU2CeZ7l//z4zZszg8OHDnDhxgurVq1OtWjWqVatGZmYmV65coVatWkbHqFQqvLy8uHTpUoHXIWf+nOTVUJCzwSV7X1EubZVd1jfffEPjxo2N9j07wVZBtmi1+d9/2Xm2b9+Om5ub0b78nLzq1asDWY0Gz1verFq1ajRv3pzw8HBat25NZGQkwcHBclj6G2+8QcWKFfnmm28oX748BoMBX19fMjIyjOri6uqKp6cnnp6efP/99/j5+dGgQQNq1KhR4Pmz6dq1q9E1fLauplCuXDm2bt1KWloaDx48oHz58nz88cd5PivvvfceP/74I4cPH6ZChQr5lvki93Rxxdy/QUTTteBfj7lbvgSmIzRTHkIzZSImUVMer+qzZmtri6urK48ePWL37t15jn/O5sGDB9y8eVPuWc2LJk2asHfvXqO0PXv20LRpUwCsrKyoX79+rjx79+6V8zzLmDFjCA0NpUKFCuj1eqOJm7LHp+dFv379uHLlijzRV04kSSIxMZGSJUtSvnz5XL2Sx48fx8fHJ996vgg+Pj788ssvRmk5vzs7O+Pm5sa1a9dkhzP7U1BjyLPUrl2bffv25bkveym3+Pj4XOeoWLFinsfUrVuXGjVqMH/+/DwbGR4/fmz0fejQoWzevJlNmzZx69YtgoODgaz7JyYmhsmTJ9O2bVt8fHzkyd0KwtPTk549ezJhwoTn5s3G3t7eqG4FNUQUFhsbG9zc3NDpdGzatMnoWZEkiVGjRrF582b279//XL1e9J4W5MasTneVKlVyrauoUqkYOXJknvmPHj1Ks2bNKFu2LFqtFm9v71zrx124cIGePXvKZeechTKbtWvXUrFiRcqUKcP48eON9sXFxVG9enWePHnyQnV6Vf/ZvarodDr27NkjdFMQQjPlITRTKAY9j6OPgkH8qFIKr+Kztnv3bnbt2sX169fZu3cvrVu3xsvLS3aQkpKSGDduHFFRUcTFxXHw4EHeeOMNHB0djcJ6Bw0aZOQMjR49mj179jBnzhwuXbrEnDlz+PnnnxkzZoycZ+zYsXz77beEhYURExNDaGgo8fHxuUKvIcsZ/+OPP+TfsI0aNeLSpUvs3LmTFStWoNFo8hzbK0kSHTp0oHfv3vTr14/Zs2dz6tQpbty4wU8//US7du3ksO7x48czZ84cNmzYwOXLl/n444+Jjo5m9OjRRXKtc16bsLAwwsLCuHLlCtOmTePChQtGeaZPn87s2bP58ssvuXLlCufOnSM8PJwFCxYU+jwTJkzg5MmThISE8Pvvv3Pp0iWWLVvG/fv3sbe3Z9y4cYSGhhIZGcnVq1c5c+YMS5YsITIyMs/yVCoV4eHhXLlyhRYtWrBjxw6uXbvG77//zqxZs3I11Lz11ltYWlryzjvv0LZtW6pUqQJA6dKlKVu2LCtWrCA2Npb9+/czduxYo2Ozw8ufnSDtgw8+4P/+7/84deoUgLxcmak8fPiQ6OhoLl68CMDly5eJjo42irx49p4+ceIEmzdv5tq1axw5coQOHTpgMBj48MMP5TwjR45kzZo1rFu3Dnt7e+7evcvdu3dJTU3NZcOL3tPFFXO/F83az37y5EmjFpLz58/Tvn37fMd32NraMmrUKGrXro2trS1Hjx7lnXfewdbWlrfffhuAlJQUPDw8eOutt3LNSglZYRLDhg0jIiICDw8POnfuTKtWreRJHt59910+//xzSpYs+UJ1EuMVlYWlpWWBreWC4ofQTHkIzZSJSmNBmUZ/LVejL7rQVMHL41V81hITE5kwYQK3bt2iTJky9OzZk1mzZsm/tzQaDefOnWPVqlU8fvwYV1dXWrduzYYNG+TlsSBrLG7OGa2bNm3Kd999x+TJk5kyZQpVq1Zlw4YNRqG+ffr04cGDB8yYMYOEhAR8fX3ZsWMHlStXNrIxNTWVUaNGsWHDBvkcbm5ufPXVVwQHB2NtbU1kZGSevZhq9f+zd+bxMV1tHP/emcmeSIRKgiBExBZLQ2tfqlIUpS3V1k5ftBRFUUUpShVttbYiqqi+pa1X1VZiDUITa+yxlKC27NvM3PePMbcZWSfC5Mb5fj73kzN3zj33PPd3z82ce57zHA0lS5ZkzZo1LF68mGXLlvHpp5+i0+moWrUqvXr1IiQkBIBhw4YRHx/PBx98wK1bt6hRowYbNmywCCpXGHTv3p0LFy7w4YcfkpqayquvvsrgwYMt1p8eMGAAzs7OfP7554wZMwYXFxdq165t8dIiLwICAti6dSvjx4+nYcOGODk58dxzz9GjRw/AFKytTJkyzJgxg4sXL+Lh4UH9+vUZP358jmU2bNiQw4cPM23aNAYOHMjt27fx8fGhcePGWQbinJ2deeONN1i8eDH9+vVT9ms0Gn788UeGDRtGrVq1qFatGl999RUtW7a0yJP5r5natWvTpk0bJk6cyKZNm4iLi+PMmTP5viZmNmzYoLxYApTgeZMmTVIirj98T6empjJhwgQuXryIq6sr7du3Z+XKlRbLwZmXu8tsC5iWf+vTp4/y+VHu6aKKrftokvwkYtjnk+HDh7Nx40bOnTuX7wXMu3btiouLCytXrszyXaVKlRg+fLjFA+DQoUN06tRJeVPUvXt3goODGT16NKtXr2bt2rXZuvfkRXx8PO7u7ty/fz9LEAnB40Gv17N+/XrAdB8UZK6GLMskJCTg5uaW73vuSZCWamBkf1NglDlL6+DgqM3jiMdDcgZUfxBUNHoIOBfweWVISifCbzYADWJGoXWxL3Cd8tIsxZCiLIOT32VpVE9GEnzlakoPSwQ7F9vW5yEeVztLSkrH1XUGAImJ43DJfF8lJYHrg2uSmAguhXxNkoAHxZMIFK1LniOJGUbCriXipNNgr81dC1mWMaQkoXVyISlD5lJCOpXc7HG1t/yRmZIMIf6mC7DlfBJOzqb96QaZFL2RluVccbUrerPZrLkWZoq6TTm1tdTUVGJiYvDz88uypJDAtsiyjNFotFiGSlD0EboVTXJ71sXFxeHh4aFM13jSFJn/GOnp6fzwww/069cv3zdvZGQk+/fvz3bZgJyoWrUqycnJREZGcvfuXSIiIggKCuLu3btMnDiR+fPn56uctLQ04uPjLTbzfjCt12cexc+czjz/Qa/XK3NOckpnZGRYpM3vSMxpWZazpAGLtNFotEib3StyShsMBot0dnYUJZvM5RfEprS0NHbv3q3YUFRsyjwXqSjoZK7ro+pUGDZl1iwnmzLzNLWnwtDpcdj0sGaF2Z4y87BNZh6XTmbU9iyXjQZkY+a0qV6y4aG0PoP4UxHIGenIsnm/Ptu0hQ4GvWJH5nRRbU852WSuu5psSk9PZ8+ePaSmpmZ77xmNRsUmc9rcecicNtuUUzqza60t0tnZoWabEhIS8rRPbTYVR50errtZt+JiU3HSKbv/ubZ2Ly8yne5ff/2V+/fvW7g25ET58uVxcHAgODiYd99912I9vLwoWbIkK1asoFevXjRs2FBx2xk1ahRDhw4lJiaGevXqUatWLX7++eccy5kxYwbu7u7KZg7qYHYhiY6OJjo6GoBjx44pETQjIyOJiYkBTKPuV69eBUyBMGJjYwHYvXs3t2/fBmDHjh1K4IetW7eSkJAAwKZNm0hNTVWWB9Hr9aSmprJp0yYAEhIS2Lp1K2AKHLFjxw7A5F6/e/duAGJjY9m/fz8AV69e5dChQwDExMQQGRkJmNY8PHbsWJG0adeuXYoe+/btK5BN58+fp1KlStjZ2RUJm8w63blzR7Htxs2bNtMpLlPQkUe1KTOPcu9FR0fj7++PnZ1djjZl5mlqT4Wh0+Ow6fjx4wQGBmJnZ1fo7SkzD9tk5nHYlHmJnsOHD6vqWS7HXiT92gUAki+fIeW66X5LvHiS1JsmOxLOHSX93j94Brci4dwx5DiTHfpzR8iIMwUUun8sHH1i1vgn946EIWekgdGA8cQeDEW0Pf1z0+TxlnL6cLY23YvcgyElSVU23b59mw4dOhAeHm5x75kHBhITE5UfovHx8cqP1IfTYPrBbU4bDAblntXr9Uo6IyODxMREwDR4kpRkul5paWkkJycDppEn83zR1NRUZa3nlJQUJZ2cnKwMWiQlJSkRohMTE5UXGAkJCUqbT0hIUF48xMfHq9omg8GAh4dHsbKpOOr0sE1ml2tzJ6842FScdDp48GCW/7nCvfwBISEh2Nvb87///S/PvDExMSQmJnLgwAHGjh3L/PnzlfkfmcnOvTw7wsLCGD16NLt27cLf3581a9bg7e1Nw4YNOXfuHGXKlMlyTFpamiI+mG5MX19fbt++TalSpZSbV6vVWqT1ej2SJClpjUaDRqPJMZ2RkYFWq1XSOp0OSZKUNJhu7sxpOzs75Y2OnZ0dRqMRg8GgpI1GIzqdLse0wWBAlmUlnZ0dRcGmtLQ05X7p1KkTjo6OVtuUkZFBXFwcnp6eyoOzKOiUkpzBqIHHAZi9pDZ29pJNdEozaqm50PSP5dRgGRf7gtmkSZct3MslJ12B773MmhmNxiw2pclpFu7ldrJd8W9PxlQ0802uUvLQBCR71yJlU3p6OvHx8YpmhdWe0tKMuLl9Bpjcy52d7f61KSEBzQP3MWN8PEYnp8LVKU6PzuNBXe7r0bip41meYpTYeTUOJ50GBzvdgxFvCUmjQTYYQPo3LSNjSE40uZcbJC4n6qnorMHVUYckaUyRzTUaUlM0Fu7ljg560GhNrtjpGbT0dcfVTlPk2lOyAXbHJuMoGbG301rY9G9aiyRJSrqo2wSm3yOurq7odDrlfsvIyODy5ctUrFgRJycnJElSnp9gueyULMtoNBrlB3Z2aTAFrbJV2lz3nNJqs8nciStONhVHnR6uu/mZXVxsKg46paamcunSJcqXL4+Li4vF/9y4uDhKlixpM/fyIrFo6uXLl9m+fbsyPzcvzOHta9euzc2bN5k8eXK2ne78kJaWxpAhQ/jhhx84f/48er1ecVcPCAjg4MGDdOzYMctxDg4OuS4Gn3mdwszpzPOO85PO/FbGmrQkSUra/A85v+mc6l7UbMqcx1y+tTYBHDlyhNatW2db3pO2KbvAHBqNBp1Om2+bClOnzJ7h5odtQWwyPHgjmdmmgt57kIdmDwVafiraU8a/1/dRdHpcNkmSZFU7y6826Q/dVw/bZEaj0aAp4DMi3zppCsemh9OFrpPRiKTRIj3II2ky6aR9KG3Qk3j+OB5BjZCkB/m1Oot0dpj3S5I5v2RhR1FpT5oHbuTmOj5sU3bpom5TRkYGERERtG7dWinfzs5O6bSbO3bmtGKfJGVJm23MLp3bcU8i/XD7zi6tFpuMRiNJSUkW8/DVblN2dS9uNhmNRpKTkxXdioNNuaXVYlPm30CZn4GA8hy0FUXCvXz58uWUKVNGiSBuDbIsW4w4W8vUqVNp164d9evXt5hXBSaXCGsFsrXrgsA67OzsCAkJEbqpCKGZ+hCaqRNJq6NkvWY5dq4FRQ/R1tSHRqPB3d3dooMjKPoI3dSHrZ+LNv9PajQaWb58Ob17984SfXrcuHFcu3aN77//HoBvvvmGChUqKOvd7d27l9mzZzN06FDlmPT0dGVNu/T0dK5du0ZUVBSurq74+/tblH/y5EnWrl1LVFQUAIGBgWg0GpYuXYq3tzenT5+mQYMGVtsjUA9Go5Hbt29TunRp8eBUCUIz9SE0UyeybCQj7h527iVtXRVBPhFtTX2YpyaY3ZQF6kDopj5s3Uez+RN5+/btXLlyxWJ9PDOxsbFcuXJF+Ww0Ghk3bhx169YlODiYr7/+ms8++4wpU6Yoea5fv069evWoV68esbGxzJ49m3r16mUJtibLMu+88w5z587F5cFSMk5OToSGhjJlyhT69+/P/PnzKVeunFX22FpQgXUYjUZOnDghdFMRQjP1ITRTKUYjKVfPgtBNNYi2pk7MQaQE6kLopi5s/Vy0+Uh327ZtlUnwDxMaGmrxeejQoRaj2tlRqVKlHMvLjCRJSsTrzLz88su8/PLLeR6fEwVZK1pgO3Q6Ha1bt7Z1NQRWIDRTH0IzdSJpdbjXbmT6YBCdODUg2pr6kCTJJkGdBI+G0E192LqPZvOR7uKGrd+iCKzDaDRy7do1oZuKEJqpD6GZOpGNRtLv3lTW7hYUfURbUx+yLJOenp6vAaPC4tdff8Xf3x+tVsvw4cMJDQ3Fw8Mj12MmT55M3bp1n0j9bEWlSpWYN2+e8lmSJH799dds81qrW25lZUd+NBFYh62fi6LTXcjYWlCBdRiNRi5cuCB0UxFCM/UhNFMpskxK7BV4gp0BwaNRHNtaQkICw4cPV5Y7a9y4MRERERZ5+vTpo0QuNm/PP/98nmWvW7eOGjVq4ODgQI0aNfjll1+y5Pn222/x8/PD0dGRZ599lj179lh8P3v2bLy8vPDy8mLu3LkW3x08eJBnn302z6C8aWlpyLLM4sWLee6553B1dcXDw4Pg4GDmzZunrGdcWPznP//htdde4+rVq0ydOpXu3btz9uzZQj3Hk+bSpUtZ7oGHt8mTJ+daRkREBO+8806+z5mWlsaNGzd4//338ff3x9HRES8vL5o2bcrChQstdIuNjaVdu3b5LruwNFmyZAnNmjWjZMmSlCxZkjZt2nDo0KFcj0lNTaVPnz7Url0bnU7HK6+8km2+tLQ0PvroIypWrIiDgwNVqlRh2bJlyvfbtm0jICAAd3d3evfubbHiSFxcHAEBARbTiB83tn4uCl/oQsbWrgsC69DpdDRv3tzW1RBYgdBMfQjN1Imk1eJe80EwUeFergqKY1sbMGAAJ06cYOXKlZQtW5YffviBNm3acOrUKYu4Oy+99BLLly9XPtvb2+dabnh4ON27d2fq1Kl06dKFX375hW7durF3716ee+45ANauXcvw4cP59ttvadKkCYsWLaJdu3acOnWKChUqcPz4cSZOnMjGjRuRZZmXX36ZF198kVq1apGRkcGgQYNYvHhxlmUvMyNJEm5ubrz99tusX7+eCRMmMH/+fJ555hmOHj3KvHnzqFSpUo4dH2tJTEzk1q1bhISEULZsWWW/k5NToZRvK3x9fYmNjVU+z549m82bN7N9+3Zln6ura65lPPPMM/k+nyRJ/PPPPzRp0gQPDw+mT59O7dq10ev1nD17lmXLllG2bFk6deoEgLe3t1X2ODk5FYomYWFh9OjRg8aNG+Po6MisWbNo27YtJ0+ezDFulcFgwMnJiWHDhrFu3bocy+7WrRs3b95k6dKl+Pv7c+vWLWUVKKPRyFtvvcXYsWMJCQnhtddeY8mSJbz77rsAfPjhhwwaNIgKFSo8so35xdZ9NDHSXcjY+i2KwDqMRiOXL18WuqkIoZn6EJqpE9loJPXWNeFeriKKW1tLSUlh3bp1zJo1i+bNm+Pv78/kyZPx8/NjwYIFFnkdHBzw9vZWNk9Pz1zLnjdvHi+++CLjxo0jMDCQcePG8cILL1i4F8+ZM4f+/fszYMAAqlevzrx58/D19VXOHR0dTVBQEK1bt+aFF14gKCiI6OhoAD7//HOaN2+e5yo4siyzatUqVq1axZo1axg/fjwNGjSgUqVKdO7cmR07dtCqVSvApO+UKVMoX748Dg4O1K1bl82bNytlmUd7169fT6tWrXB2dqZOnTqEh4cDpg6Ym5sbAK1bt0aSJMLCwrJ1Zf7ss8/w8vLCzc2N/v37k5qamqXuy5cvp3r16jg6OhIYGMi3336b77qY2bdvHy1atMDZ2ZmSJUsSEhLCvXv3lGsza9YsKleujJOTE3Xq1OHnn3/O9jpqtVoL/V1dXdHpdMrnpKQk3nrrLby8vHB1daVBgwYWHXLI6l6eG7IsM2jQIHQ6HYcPH6Zbt25Ur16d2rVr8+qrr/L777/TsWNHJX9m9/L8XJvCci9ftWoVQ4YMoW7dugQGBrJkyRKMRiN//vlnjse4uLiwYMECBg4cmOPLgs2bN7Nr1y42bdpEmzZtqFSpEg0bNqRx48YA3L59m3/++YchQ4ZQs2ZNOnXqpKwutW/fPg4fPsz777//yPZZg62fi6LTXcjYWlCBdYj5b+pDaKY+hGYqRZZJv3tTuJerCGvamizLGJLSbbLldx6sXq/HYDDg6Ohosd/JyYm9e/da7AsLC6NMmTIEBAQwcOBAbt26lWvZ4eHhtG3b1mJfSEgI+/fvB0zLzh45ciRLnrZt2yp5ateuzdmzZ7ly5QqXL1/m7Nmz1KpVi/PnzxMaGsqnn36aLztXr15NtWrV6Ny5c5bvJEnC3d0dgC+//JIvvviC2bNnc+zYMUJCQujUqRPnzp2zOOajjz5i1KhRREVFERAQQI8ePdDr9TRu3JgzZ84AJtf62NhYpZOUmZ9++olJkyYxbdo0Dh8+jI+Pj0WHGkxuyx999BHTpk0jOjqa6dOn8/HHH7NixYp81QUgKiqKF154gZo1axIeHs7evXvp2LGj4o4/YcIEli9fzoIFCzh58iQjRozg7bffZteuXfm6rplJTEykffv2bN++ncjISEJCQujYsWOB3Zvv3LnD9u3bGTJkiLIK0sPktZRYbtfmYcwd9bCwsALV10xycjIZGRl5vpTKiw0bNhAcHMysWbMoV64cAQEBjBo1Sono/swzz+Dj48PWrVtJSUlhz549BAUFkZ6ezuDBg1m4cGGuHiCPA1v/BhG+0IWMrV0XBNah0+my/YcjKLoIzdSH0EydSFotJQLrmz4I93JVYE1bMyZnEOE3+zHXKHsaxIxC65K7+zeAm5sbjRo1YurUqVSvXh0vLy/WrFnDwYMHqVq1qpKvXbt2vP7661SsWJGYmBg+/vhjWrduzZEjR3BwcMi27Bs3buDl5WWxz8vLixs3bgCmkTqDwZBrnurVqzN9+nRefPFFAGbMmEH16tVp06YNs2bNYsuWLUyePBk7Ozu+/PLLbF3/JUkiJiaGatWq5Xk9Zs+ezYcffsgbb7wBwMyZM9m5cyfz5s3jm2++UfKNGjWKDh06APDJJ59Qs2ZNzp8/T2BgIGXKlAHA09Mzx1HMefPm0a9fP2W53U8//ZTt27dbjHZPnTqVL774gq5duwLg5+fHqVOnWLRoEb17985XXWbNmkVwcLBFh75mzZoAJCUlMWfOHHbs2EGjRqZVFCpXrszevXtZtGgRLVq0yPN6ZaZOnTrUqVNH+fzpp5/yyy+/sGHDBt577z2rygK4cOECsiwTGBhosb906dLKdXr33XeZOXNmjmXkdm0exs7OjmrVquHs7Gx1XTMzduxYypUrR5s2bR6pnIsXL7J3714cHR355ZdfuH37NkOGDOHu3bssW7YMSZL46aefGDFiBO+//z7t27enX79+zJgxgxdeeAEnJyeaNGnC7du3GTp0aIE0sBZb99FED7GQyStYhqBoYTAYiImJwc/P74m/cRMUDKGZ+hCaqRPZaCT15lUcvXxtXRVBPimObW3lypX069ePcuXKodVqqV+/Pm+++SZ//fWXkqd79+5KulatWgQHB1OxYkV+//13pVOYHQ+PRMqynGVfXnkGDRrEoEGDlM+hoaHKy4Jq1aoRERHB33//zRtvvEFMTEyWlwCyLGM0GvMcFY2Pj+f69es0adLEYn+TJk04evSoxb6goCAl7ePjA8CtW7ey7cxlR3R0tIVNAI0aNWLnzp0A/PPPP1y9epX+/fszcOBAJY9er1dG5fNTl6ioKF5//fVs63Dq1ClSU1OVFxpm0tPTqVevXr7syExSUhKffPIJGzdu5Pr16+j1elJSUgo80p2Tt8ahQ4eU+cxpaWm5lmGNTuXKleP06dM5lnXlyhVq1KihfB4/fjzjx4+3yDNr1izWrFlDWFhYFu8RazHfs6tWrVI0nzNnDq+99hrffPMNTk5ONG3a1CLo4dmzZ1m5ciWRkZE0b96c4cOH89JLL1GrVi2aN29ucT0eB7buo4lOdyHzJJd8EDw6sixz7949KlWqZOuqCPKJ0Ex9CM1UiiyjT4yDMuWB3DsEOWGQZZIyrBsl12nAUStmvxUEa9qaxtmOBjGjHn+lcjh3fqlSpQq7du0iKSmJ+Ph4fHx86N69O35+fjke4+PjQ8WKFbO4XWfG29tbGbE2c+vWLWVku3Tp0mi12lzzPMzt27eZMmUKu3fv5uDBgwQEBFC1alWqVq1KRkYGZ8+epXbt2lmO8/f3V+aC50V+XhTY2dllyV+YrrXmspYsWaIEnTPz8Mue3OqSW6Awc57ff/89S8CvnLwXcmP06NFs2bKF2bNn4+/vj5OTE6+99ppFRG1r8Pf3R5KkLB3hypUrA/kLTFeYOpUtW5aoqCjl88Pu47Nnz2b69Ols3769UDq3Pj4+lCtXzuIlS/Xq1ZFlmb///tvCEwVM9+k777zDF198gdFoJDIyktdeew1nZ2datGjBrl27Hnun29Z9NNHpLmRs7bogsA6dTpdnkBNB0UJopj6EZupE0mpxq/rgR1AB3Mv1RplbKQb230jGzoo+tJNOQxMfZ9HxLgDWtDVJkvLl4l1UcHFxwcXFhXv37rFlyxZmzZqVY947d+5w9epVZfQwOxo1asS2bdsYMWKEsm/r1q2Ke769vT3PPvss27Zto0uXLkqebdu2ZTv3GmD48OGMGDGC8uXLExERQUZGhvKdeX76w0iSRM+ePXnjjTf47bffspQtyzLx8fG4u7tTtmxZ9u7da+Gmvn//fho2bJijnQWhevXqHDhwgF69ein7Dhw4oKS9vLwoV64cFy9e5K233irweYKCgvjzzz/55JNPsnxnXsrtypUrVruSZ8eePXvo06ePomViYiKXLl0qcHmlS5fmxRdf5JtvvmHYsGE5zut+Uuh0Ovz9/bP97vPPP+fTTz9ly5YtBAcHF8r5mjRpwn//+18SExOVqPBnz55Fo9FQvnz5LPmXLl1KqVKl6NSpkxIoz9w+MjIynsgotK37aOI/WiFja9cFgXUYDAZOnz4tdFMRQjP1ITRTJ7LRSPLfFwocvdwomzreOo2pI52fTaeRSNEb0Ysp5AWiOLa1LVu2sHnzZmJiYti2bRutWrWiWrVq9O3bFzB1nkaNGkV4eDiXLl0iLCyMjh07Urp0aYvOcq9evRg3bpzy+f3332fr1q3MnDmT06dPM3PmTLZv387w4cOVPCNHjuS7775j2bJlREdHM2LECK5cuZLF9RpMnfFz584pSyI1bNiQ06dP88cffyjLhmU3b1uWZTp27Ej37t3p0aMHM2bM4PDhw1y+fJmNGzfSpk0bxa179OjRzJw5k7Vr13LmzBnGjh1LVFRUoUeBfv/991m2bBnLli3j7NmzTJo0iZMnT1rkmTx5MjNmzODLL7/k7NmzHD9+nOXLlzNnzpx8n2fcuHFEREQwZMgQjh07xunTp1mwYAG3b9/Gzc2NUaNGMWLECFasWMGFCxeIjIzkm2++yRKsLT/4+/uzfv16oqKiOHr0KG+++eYjjf7LssycOXPQ6/UEBwezdu1aoqOjOXPmDD/88AOnT58u1Cke165dIzAwMM81th9m1qxZTJgwgWXLllGpUiVu3LjBjRs3SExMVPLMnz+fF154weK4U6dOERUVxd27d4mLiyMqKspiJP3NN9+kVKlS9O3bl1OnTrF7925Gjx5Nv379sozy37p1i08//ZSvvvoKgJIlSyqrAYSHh/Pnn38+kbgvtn4uimFZwVOPOdKiQD0IzdSH0EyNyMgZaYBMQd3LAXSShL02/8frjWKa1qNQ3NpaXFwc48aN4++//8bT05NXX32VadOmKa65Wq2W48eP8/3333P//n18fHxo1aoVa9euVZbHAtOcV43m37Gmxo0b8+OPPzJhwgQ+/vhjqlSpwtq1ay3cpbt3786dO3eYMmUKsbGx1KpVi02bNlGxYkWLOqakpPDee++xdu1a5RzlypXj66+/pm/fvjg4OLBixYpcXY5XrVrFkiVLWLZsGZ9++ik6nY6qVavSq1cvQkJCABg2bBjx8fF88MEH3Lp1ixo1arBhw4YsrryPSvfu3blw4QIffvghqampvPrqqwwePJgtW7YoeQYMGICzszOff/45Y8aMwcXFhdq1a1u8tMiLgIAAtm7dyvjx42nYsCFOTk4899xz9OjRAzAFaytTpgwzZszg4sWLeHh4UL9+/SxzlfPD3Llz6devH40bN6Z06dJ8+OGHxMfHW11OZvz8/Pjrr7+YMWOGco86ODhQo0YNRo0axZAhQx6p/MxkZGRw5swZkpOTrTru22+/JT09nddee81i/6RJk5g8eTJgmhZx4cIFi+/bt2/P5cuXlc/mefRmF21XV1e2bdvG0KFDCQ4OplSpUnTr1i3biP3vv/8+o0aNspgmEBoaSu/evfnqq68YPXp0oXtrFEUk2dYO7sUEs+tPXFwcJUqUsHV1ngr0ej3r168HoGvXrjZ3GylM0lINjOxvCowyZ2kdHBxtExAnOQOqPwgqGj0ErJiGZ4EhKV2JkpvfqLUFJcWQQtOjTQHYW2cvTtq851Wpnowk+Mrk3sWwRLCzrZvbkyIpKR1X1xkAJCaOwyXzfZWUBA9c3khMhMJ2/UsCHhRPIqCSS56YYSTsWiJOOo1VHeHEdCOXEtKp5GaPq72lk1xKMoT4my7AlvNJODnnfUxOpBtkUvRGWpZzxdUan/QCUJBr8STrV5ikpqYqAdYeNYCSQCAQFFVye9bZuq+mnv8YKsHWrgsC6zAYDJw4cULopiKEZupDaKZOZKOBpMtnkY1CN7Ug2pr6kGWZlJQUmwd5EliH0E192Pq5KDrdAoFAIBAIBAKBQCAQPCaKjz9uEaG4rIv5tKDVaqlVq5atqyGwAqGZ+hCaqRNJo8WlYsCDTyKymRoQbU19SJKUr+WlBEULoZv6sHUfTYx0FzK2dl0QWIfBYCAyMlLopiKEZupDaKZOZKOBpJhTwr1cRYi2pj5kWSY5OVm4KasMoZv6sPVzUXS6BU894k2l+hCaqQ+hmRqRkOwceJTI5YInj2hr6kOSRBtTI0I3gTUI9/JCxtauCwLr0Gq1BAYG2roaAisQmqkPoZk6kTQanMtXefBJuJerAdHW1IdwU1YnQjf1Yes+mhjpLmT0er2tqyCwAr1eT0REhNBNRQjN1IfQTJ3IBgMJ544hC1dl1SDamvqQZZmkpCThpqwyhG7qw9bPRdHpLmSEq4m6kCSJkiVLCt1UhNBMfQjNVIokoXN1B6GbahBtTZ3YegROUDCEburC1s9F4V5eyIgGqC60Wi3+/v62robACoRm6kNopk4kjQYnn4oPPgn3cjUg2pr6kCQJR0dHW1dDYCVCN/Vh6z6aGOkuZGztuiCwDr1ez/79+4VuKkJopj6EZupENhiIP/2XcC9XEaKtqQ9ZlklMTHyibsq//vor/v7+aLVahg8fTmhoKB4eHrkeM3nyZOrWrftE6qcGbKGb4NGw9XNRdLoLGY1GXFI1odFoKFeunNBNRQjN1IfQTKVIEvaeXsK9XEUUx7aWkJDA8OHDqVixIk5OTjRu3JiIiAiLPH369EGSJIvt+eefz7PsdevWUaNGDRwcHKhRowa//PJLljzffvstfn5+ODo68uyzz7Jnzx6L72fPno2XlxdeXl7MnTvX4ruDBw/y7LPP5rlUkZ2dHbIss3jxYp577jlcXV3x8PAgODiYefPmkZycnKct1vCf//yH1157jatXrzJ16lS6d+/O2bNnC/UctqJly5ZZ7gVJkhg0aBA3b97Ezs6OH374Idtj//Of/xAUFJSv82g0Gtzc3NBoNLi6ulKnTh1CQ0Mfuf4ZGRl8+OGH1K5dGxcXF8qWLUuvXr24fv16rsetX7+e4OBgPDw8cHFxoW7duqxcudIiz4IFCwgKCqJEiRKUKFGCRo0a8ccff1jkKYz7uahi6+di8XkqFxFsLajAOjQaDRUrVhS6qQihmfoQmqkTSaPBsUw5JKGbaiiObW3AgAFs27aNlStXcvz4cdq2bUubNm24du2aRb6XXnqJ2NhYZdu0aVOu5YaHh9O9e3d69uzJ0aNH6dmzJ926dePgwYNKnrVr1zJ8+HA++ugjIiMjadasGe3atePKlSsAHD9+nIkTJ7JmzRpWr17N+PHjOXHiBGDqPA0aNIiFCxfm6tYqSRIODg706tWL4cOH07lzZ3bu3ElUVBQff/wxv/32G1u3bi3o5ctCYmIit27dIiQkhLJly+Lm5oaTkxNlypQptHPYmoEDB1rcC7GxscyaNQsvLy86dOjA8uXLsxyTkpLCjz/+SP/+/fN9nuXLlxMbG8vRo0fp3r07ffv2ZcuWLY9U9+TkZP766y8+/vhj/vrrL9avX8/Zs2fp1KlTrsd5enry0UcfER4ezrFjx+jbt2+W+pQvX57PPvuMw4cPc/jwYVq3bk3nzp05efIkUDj3c1HG1s/F4vNULiLY2nVBYB16vZ7du3cL3VSE0Ex9CM3UiWwwEHcyQriXq4ji1tZSUlJYt24ds2bNonnz5vj7+zN58mT8/PxYsGCBRV4HBwe8vb2VzdPTM9ey582bx4svvsi4ceMIDAxk3LhxvPDCC8ybN0/JM2fOHPr378+AAQOoXr068+bNw9fXVzl3dHQ0QUFBtG7dmhdeeIGgoCCio6MB+Pzzz2nevDkNGjTItR6yLLNixQpWrVrFmjVrGD9+PA0aNKBSpUp07tyZHTt20KpVKwCMRiNTpkyhfPnyODg4ULduXTZv3qyUdenSJSRJYv369bRq1QpnZ2fq1KlDeHg4AGFhYbi5uQHQunVrJEkiLCwsW/fyzz77DC8vL9zc3Ojfvz+pqalZ6r58+XKqV6+Oo6MjgYGBfPvtt/mui5l9+/bRokULnJ2dKVmyJCEhIdy7d0+5NrNmzaJy5co4OTlRp04dfv7551yvJ4Czs7PFveDt7U2JEiUA6N+/Pzt37uTSpUsWx/z888+kpqby9ttvs3nzZpo2bYqHhwelSpXi5Zdf5sKFC1nO4+DggJeXF1WqVGH8+PF4eno+8gsSd3d3tm3bRrdu3ahWrRrPP/88X3/9NUeOHFFe9mRHy5Yt6dKlC9WrV6dKlSq8//77BAUFsXfvXiVPx44dad++PQEBAQQEBDBt2jRcXV05cOAAUDj3c1HG1s9F0ekuZGz9FkVgHRqNhipVqgjdVITQTH0IzVSKJOHkU+GJu5cbZJmkDCOJVm6pBhHszZq2JsuQnGGbLb/TYPV6PQaDIUvAKicnJ4vOBJg6lGXKlCEgIICBAwdy69atXMsODw+nbdu2FvtCQkLYv38/AOnp6Rw5ciRLnrZt2yp5ateuzdmzZ7ly5QqXL1/m7Nmz1KpVi/PnzxMaGsqnn36aLzt//vlnqlWrRufOnbN8J0kS7u7uAHz55Zd88cUXzJ49m2PHjhESEkKnTp04d+6cxTEfffQRo0aNIioqioCAAHr06IFer6dx48acOXMGMLnWx8bG0rhx4yzn/Omnn5g0aRLTpk3j8OHD+Pj4WHSoAZYsWcJHH33EtGnTiI6OZvr06Xz88cesWLEiX3UBiIqK4oUXXqBmzZqEh4ezd+9eOnbsqLgvT5gwgeXLl7NgwQJOnjzJiBEjePvtt9m1a1e+rmt2tG/fHm9v7yyu4MuWLeOVV16hVKlSJCUlMXLkSCIiIvjzzz/RaDR06dIFo9HyGaPTmeJRGwwGfvrpJ+7evYudnZ3yfWhoaKFEzI6Li0OSpDzn3ZuRZZk///yTM2fO0Lx582zzGAwGfvzxR5KSkmjUqBFQePdzUcXWv0FE9PJCxtaCCqzDPP9NoB6EZupDaKZOJI3GNKcbeFLRy/VGmVspBvbfSMbOyn+nTjoNTXyccdQ+vf+HrWlrKXqo/m3e+R4H0UPA2S7vfG5ubjRq1IipU6dSvXp1vLy8WLNmDQcPHqRq1apKvnbt2vH6669TsWJFYmJi+Pjjj2ndujVHjhzBwcEh27Jv3LiBl5eXxT4vLy9u3LgBwO3btzEYDLnmqV69OtOnT+fFF18EYMaMGVSvXp02bdowa9YstmzZwuTJk7Gzs+PLL7/MtgMkSRIXLlygWrVqeV6P2bNn8+GHH/LGG28AMHPmTHbu3Mm8efP45ptvlHyjRo2iQ4cOAHzyySfUrFmT8+fPExgYqLiRe3p64u3tne155s2bR79+/RgwYAAAn376Kdu3b7cY7Z46dSpffPEFXbt2BcDPz49Tp06xaNEievfuna+6zJo1i+DgYIsOfc2aNQFISkpizpw57NixQ+kUVq5cmb1797Jo0SJatGiR43X69ttv+e677yz2ffPNN/Tu3RutVkuvXr0IDQ1l0qRJSJJETEwMu3btUrwGXn31VYtjly5dSpkyZTh16hS1atVS9vfq1Yu+ffuSmpqKwWDA09NTuWZgGrXOj665kZqaytixY3nzzTeV0fqciIuLo1y5cqSlpaHVavn222+Ve9PM8ePHadSoEampqbi6uvLLL79Qo0YNoHDu56KMrftoT+9/pseErV0XBNah1+vZsWOH0E1FCM3Uh9BMncgGPXHHw5ENT043o2zqeOs0pk50fjedRiJFb0T/lA92F8e2tnLlSmRZply5cjg4OPDVV1/x5ptvWswr7d69Ox06dKBWrVp07NiRP/74g7Nnz/L777/nWvbDo5CyLGfZl1eeQYMGcebMGc6cOcOgQYMIDQ1VXhYMGDCAX375hTlz5vDGG2+QlpaWpQ6yLGMwGPIcEY2Pj+f69es0adLEYn+TJk0UF2AzmYOB+fj4AOQ58p+Z6OhopaNrJvPnf/75h6tXr9K/f39cXV2V7dNPP83ihp1bXcwj3dlx6tQpUlNTefHFFy3O8f3332fr6p2Zt956i6ioKIutS5cuyvf9+/fn8uXL7NixAzCNcpcvX542bdoAcOHCBd58800qV65MiRIl8PPzA8ji3j19+nQiIyPZtm0bdevWZe7cuRZL9nXp0oXTp0/nWM9Vq1ZZ2PZwkL6MjAzeeOMNjEZjFk+D7HBzcyMqKoqIiAimTZvGyJEjCQsLs8hTrVo1oqKiOHDgAIMHD6Z3796cOnVK+f5R7+eijK2fi2Kku5Cx9VsUgXVoNBpq1aoldFMRQjP1ITRTKRoNTr4BoNHAE57WrZMk7LXWuWXqjWLpHmvampPONOJsC5ys+PVZpUoVdu3aRVJSEvHx8fj4+NC9e3elI5QdPj4+VKxYMYvbdWa8vb2VEWszt27dUka2S5cujVarzTXPw9y+fZspU6awe/duDh48SEBAAFWrVqVq1apkZGRw9uxZateuneW4gICALB3nnMjPi4LMLs7m7x52jX4UzGUtWbKE5557zuK7h4Ns5VYXJyenPM/x+++/Z/HeyMl7wYy7u3uu69VXrVqVZs2asXz5clq1asWKFSvo27ev0m46duyIr68vS5YsoWzZshiNRmrVqkV6erpFOb6+vvj7+1O1alX++9//Uq9ePYKDg5WR47zo1KmTxfXLbGdGRgbdunUjJiaGHTt25DnKDab2b7a7bt26REdHM2PGDFq2bKnksbe3V/IEBwcTERHBl19+yaJFi7KUV9D7uahi698g4hdQIWNrQQXWodFoKFOmjNBNRQjN1IfQTJ1IkgZ7j1JIktBNLVjT1iTJ5OJti60g01xdXFzw8fHh3r17bNmyJdv5z2bu3LnD1atXlZHV7GjUqBHbtm2z2Ld161ZljrO9vT3PPvtsljzbtm3Ldh40wPDhwxkxYgTly5fHYDCQkZGhfGeen/4wkiTx9ttvc/bsWX777bcs38uyTFxcHCVKlKBs2bJZ5rLv37+f6tWr52hnQahevboSXMtM5s9eXl6UK1eOixcv4u/vb7Hl9jLkYYKCgvjzzz+z/c68lNuVK1eynMPX17dghmWif//+rF+/nnXr1vH333/Tt29fwHTvREdHM2HCBF544QWqV6+uBHZ7GJ1Op7xI8Pf359VXX2XcuHH5roObm5uFXeaXEOYO97lz59i+fTulSpUqkI2yLOc5Gp1bnoLcz0UZW/8GESPdhUzmG1JQ9MnIyGDHjh20bt3a4m2soOgiNFMfQjN1Ihv03D8WjkdQI8Q7enVQHNvali1bkGWZatWqcf78eUaPHk21atWUTlJiYiKTJ0/m1VdfxcfHh0uXLjF+/HhKly5t4VLcq1cvypUrx4wZMwB4//33ad68OTNnzqRz58789ttvbN++3aJTO3LkSHr27ElwcDCNGjVi8eLFXLlyhUGDBmWp57Zt2zh37hzff/89AA0bNuT06dP88ccfXL16Fa1Wm+38XqPRSEhICN26daNHjx58/PHHvPjiizzzzDMcP36cuXPnMnToUF555RVGjx7NpEmTqFKlCnXr1mX58uVERUWxatWqQr3m77//Pr179yY4OJimTZuyatUqTp48SeXKlZU8kydPZtiwYZQoUYJ27dqRlpbG4cOHuXfvHiNHjszXecaNG0ft2rUZMmQIgwYNwt7enp07d/L6669TunRpRo0axYgRIzAajTRt2pT4+Hj279+Pq6urxbzxh0lOTs7ioeDg4EDJkiWVz6+//jrDhg3jP//5Dy+88AKVKlUCoGTJkpQqVYrFixfj4+PDlStXGDt2bLbnSUpKwmg0Kp25Dz74gDp16nD48GGCg4P55ZdfGDduXK4u5g+j1+t57bXX+Ouvv9i4cSMGg0GxxdPTE3t7eyDr/TxjxgyCg4OpUqUK6enpbNq0ie+//94iyv/48eNp164dvr6+JCQk8OOPPxIWFmYRAd9MQe/nooyt+2ii013IqHXtuqcVrVZLgwYNhG4qQmimPoRmKkWjwdW/tk3cywUFozi2tbi4OMaNG8fff/+Np6cnr776KtOmTVNeKmi1Wo4fP87333/P/fv38fHxoVWrVqxdu1ZZHgtM83Ezj3Q1btyYH3/8kQkTJvDxxx9TpUoV1q5da+Hu2717d+7cucOUKVOIjY2lVq1abNq0iYoVK1rUMSUlhffee4+1a9cq5yhXrhxff/01ffv2xcHBgRUrVmTrTi1JEq6urqxevZolS5awbNkyPv30U3Q6HVWrVqVXr16EhIQAMGzYMOLj4/nggw+4desWNWrUYMOGDRZB5QqD7t27c+HCBT788ENSU1N59dVXGTx4sMWazwMGDMDZ2ZnPP/+cMWPG4OLiQu3atRk+fHi+zxMQEMDWrVsZP348DRs2xMnJieeee44ePXoApmBtZcqUYcaMGVy8eBEPDw/q16/P+PHjcy13yZIlLFmyxGJfSEiIRefS2dmZN954g8WLF9OvXz9lv0aj4ccff2TYsGHUqlWLatWq8dVXX1m4aJtxdHS0cO2vXbs2bdq0YeLEiWzatIm4uDglWnx++fvvv9mwYQNgchHPzM6dO5V6PHw/JyUlMWTIEP7++2+cnJwIDAzkhx9+oHv37kqemzdv0rNnT2JjY3F3dycoKIjNmzdnCbb2KPdzUcbWz0VJlvO7cIMgN+Lj43F3d1dcgASPH71ez/r16wHo2rWrsnRDcSAt1cDI/kcBmLO0Dg6OtnlQJGf8G902v9Fms8OQlE6E32wAGsSMQutiX0g1zEqKIYWmR5sCsLfOXpy06vqnUCAykuArV1N6WCLYudi2Pk+IpKR0XF1Nb/kTE8fhkvm+SkoC1wfXJDERXAr5miQBD4onEVDJJU/MMBJ2LREnncaqOdOJ6UYuJaRTyc0eV3vLUe+UZAjxN12ALeeTcHLO+5iCnCc30g0yKXojLcu54prPsOcFuRYFOU9RIDU1lZiYGPz8/LIsvyUQCATFhdyedbbuq6nnP4ZKsLXrgsA6MjIy+P3334VuKkJopj6EZupENui5e3jnE41eLng0RFtTH0ajkfv37xdqoDPB40fopj5s/VwUne5CpjiNtj4N6HQ6mjVrJnRTEUIz9SE0UykaLSVqNABN8XFVLu6ItqY+JEnCzc0tzyXDBEULoZv6sPVzUTyVCxnR+NSFJEliOoDKEJqpD6GZOpEkCZ2z2YdezERTA6KtqQ9Jkmw+11RgPUI39WHrPpoY6S5kbO26ILCOjIwMfvvtN6GbihCaqQ+hmTqRDXruHtou3MtVhGhr6kO4KasToZv6sPVzUXS6Cxlbuy4IrEOn09G2bVuhm4oQmqkPoZlK0WjxqNtUuJerCNHW1IfZO8HWo3AC6xC6qQ9bPxdFp1vw1GPrRiiwHqGZ+hCaqRNJK3RTG6KtCQQCQdFDdLoLGb1euOGpCb1ez6ZNm4RuKkJopj6EZirFaODekTAwikW61YJoa+pDlmXi4+MRK/iqC6Gb+rD1c1F0ugsZ8YZZXeh0Otq3by90UxFCM/UhNFMpGi0ln20p3MtVhGhr6kO4KasToZv6sPVzUXS6BU89tn7zJbAeoZn6EJqpExFETX2ItiYQCARFD9HpLmTEPzt1odfr2bp1q9BNRQjN1IfQTKUYDdyP2ivcy1WEaGvqQ7gpqxOhm/qw9XNRdLoLGTs7O1tXQWAFdnZ2dO7cWeimIoRm6kNopk4krQ7Phm1EMDUVIdqa+tBoNHh4eKDRFM5P8n379lG7dm3s7Ox45ZVXCAsLQ5Ik7t+/n+MxoaGheHh4FMr5nxbyo9uOHTsIDAx87MuKbdy4kXr16only/LA1s9F0ekuZMQbL3Uh3lSqD6GZ+hCaqRNZltEnJwrdVERxbGsJCQkMHz6cihUr4uTkROPGjYmIiLDI06dPHyRJstief/75PMtet24dNWrUwMHBgRo1avDLL79YfL9q1Sp8fX3x9PRk9OjRFt9dunSJgIAA4uPj82XHunXraNmyJe7u7ri6uhIUFMSUKVO4c+cOBoOh0DQbOXIkdevWJSYmhtDQUBo3bkxsbCzu7u6FUr4tyayzTqejQoUKDB48mHv37lnkq1SpEvPmzbPY17FjR9q0aZNtueHh4UiSxF9//VVodQAYM2YMH330kUXHfNeuXTz77LM4OjpSuXJlFi5cmOv57ty5w0svvUTZsmVxcHDA19eX9957z+K+e/nll5EkidWrV+dZ/7y4dOkS/fv3x8/PDycnJ6pUqcKkSZNIT0/P89jo6Gg6deqEu7s7bm5uPP/881y5ciVLPlmWadeuHZIk8euvvyr709LS6NmzJyVKlKBatWrs2LHD4rhZs2YxdOjQAttm6+ei6HQXMrZ2XRBYh16vZ8+ePUI3FSE0Ux9CM5ViNBB/KkK4l6uI4tjWBgwYwLZt21i5ciXHjx+nbdu2tGnThmvXrlnke+mll4iNjVW2TZs25VpueHg43bt3p2fPnhw9epSePXvSrVs3Dh48CMDt27cZMGAAs2fPZsuWLaxYsYLff/9dOX7w4MF89tlnlChRIk8bPvroI7p3706DBg34448/OHHiBF988QVHjx5l5cqVJCQkFFqH4MKFC7Ru3Zry5cvj4eGBvb093t7exSbgl1nnS5cu8d133/G///2PIUOG5Hlc//792bFjB5cvX87y3bJly6hbty7169fPdx2uXbvG0aNHWbx4cbZ12L9/P+fOneP1119X9sXExNC+fXuaNWtGZGQk48ePZ9iwYaxbty7Hc2k0Gjp37syGDRs4e/YsoaGhbN++nUGDBlnk69u3L19//XW+6p8bp0+fxmg0smjRIk6ePMncuXNZuHAh48ePz/W4Cxcu0LRpUwIDAwkLC+Po0aN8/PHHODo6Zsk7b968bO/HxYsXc+TIEcLDwxk4cCA9evRQ2kVMTAzfffcd06ZNK7Bttn4uik53IWNr1wWBddjZ2dGhQwehm4oQmqkPoZk6kbQ6PINbCfdyFWFNW5NlmbRUg022/HYwU1JSWLduHbNmzaJ58+b4+/szefJk/Pz8WLBggUVeBwcHvL29lc3T0zPXsufNm8eLL77IuHHjCAwMZNy4cbzwwgvKCOnFixdxd3dXOsutWrXi1KlTAKxevRp7e3u6du2apw2HDh1i+vTpfPHFF3z++ec0btyYSpUq8eKLL7Ju3Tr69OmjuCkvWLCAKlWqYG9vT7Vq1Vi5cqVFWZIk8d1339GlSxecnZ2pWrUqGzZsAEwjlJIkcefOHfr164ckSYSGhmbrXh4aGkqFChVwdnamS5cu3LlzJ0u9//e//1mMyH7yyScWnZbc6mLm5MmTdOjQgRIlSuDm5kazZs24cOGC8v3y5cupXr06jo6OBAYG8u233+Z5Pc06ly9fnrZt29K9e3e2bt2a53Evv/wyZcqUITQ01GJ/cnIya9eupX///ty5c4cePXpQvnx5nJ2dqV27NmvWrMm2DmXLlqVmzZq89NJL2dbhxx9/pG3bthadzoULF1KhQgXmzZtH9erVGTBgAP369WP27Nk51rtkyZIMHjyY4OBgKlasyAsvvMCQIUPYs2ePRb5OnTpx6NAhLl68mOe1yI2XXnqJ5cuX07ZtWypXrkynTp0YNWoU69evz/W4jz76iPbt2zNr1izq1atH5cqV6dChA2XKlLHId/ToUebMmcOyZcuylGEeKa9Zsybvvvsut27d4vbt24DpJdfMmTPz9ZIrJ2z9G0T8Jy1kxHwKdWE0Grl//36hzqcSPF6EZupDaKZOZNmIPjEenWvBf+QInizWtLX0NCMj+x99QjWzZM7SOjg45r0UnV6vx2AwZBktc3JyYu/evRb7wsLCKFOmDB4eHrRo0YJp06Zl+cGfmfDwcEaMGGGxLyQkROl0V61aleTkZCIjI6lYsSIRERH069ePu3fvMnHiRHbu3JkvW1etWoWrq2uOo7Hu7u7o9Xo2bNjA+++/z7x582jTpg0bN26kb9++lC9fnlatWin5P/nkE2bNmsXnn3/O119/zVtvvcXly5fx9fUlNjaWatWqMWXKFLp37467u7sycm/m4MGD9OvXj+nTp9O1a1c2b97MpEmTLPJs2bKFt99+m6+++krpKL/zzjsAFnlzqounpyfXrl2jefPmtGzZkh07dlCiRAn27dundNyXLFnCpEmTmD9/PvXq1SMyMpKBAwfi4uJC796983VtL168yObNm/PVmdLpdPTq1YvQ0FAmTpyojLT+97//JT09nbfeeovk5GSeffZZPvzwQ0qUKMHvv/9Oz549qVy5Ms8995xFebIsYzAYuHz5crZ12L17Nz169LDYFx4eTtu2bS32hYSEsHTpUjIyMvJlx/Xr11m/fj0tWrSw2F+xYkXKlCnDnj17qFy5MmByhb906RJhYWF5lpsbcXFxub7EMhqN/P7774wZM4aQkBAiIyPx8/Nj3LhxvPLKK0q+5ORkevTowfz58/H29s5STp06dVi5ciUpKSls2bIFHx8fSpcuzQ8//ICjoyNdunR5JDts3UcTv34KGYNBuOGpCYPBQEREhNBNRQjN1IfQTKUYjSSePw7iZbJqKG5tzc3NjUaNGjF16lSuX7+OwWDghx9+4ODBg8TGxir52rVrx6pVq9ixYwdffPEFERERtG7dmrS0tBzLvnHjBl5eXhb7vLy8uHHjBmAaYVyxYgW9evWiYcOG9OrVi5CQEEaNGsXQoUOJiYmhXr161KpVi59//jnH85w7d47KlSvn2KGSZZmkpCS++OIL+vTpw5AhQwgICGDkyJF07do1yyhonz596NGjB/7+/kyfPp2kpCQOHTqEVqtV3Mjd3d3x9vbGyckpy/m+/PJLQkJCGDt2LAEBAQwbNoyQkBCLPNOmTWPs2LH07t2bypUr8+KLLzJ16lQWLVqUr7oAfPPNN7i7u/Pjjz8SHBxMQEAAffv2pVq1agBMnTqVL774gq5du+Ln50fXrl0ZMWJElnM8zMaNG3F1dVXmG586dYoPP/ww12PM9OvXL0sndNmyZXTt2pWSJUtSrlw5Ro0aRd26dalcuTJDhw4lJCSE//73v1nq4ObmhpubG/7+/tnW4dKlS5QtW9ZiX073nF6vV0Z0c6JHjx44OztTrlw5SpQowXfffZclT7ly5bh06ZLy2cfHhwoVKuRabl5cuHCBr7/+Oos7e2Zu3bpFYmIin332GS+99BJbt26lS5cudO3alV27din5RowYQePGjencuXO25fTr1486depQo0YNpk2bxk8//cS9e/eYNGkSX331FRMmTMDf35+QkJAs00vyg62fi2Kku5CxteuCwDrs7Oyy/LMRFG2EZupDaKZOJK2OkvWamT4YRMdbDVjT1uwdNMxZWucx1yjnc+eXlStX0q9fP8qVK4dWq6V+/fq8+eabFkGvunfvrqRr1aqluOL+/vvvubqAPzyvVJZli31dunSxGF0LCwvj+PHjzJ8/H39/f9asWYO3tzcNGzakefPm2Y6sP1zmw2g0Gtzd3YmOjlZGk800adKEL7/80mJfUFCQknZxccHNzY1bt27lWP7DREdHZxkxbNSoEZs3b1Y+HzlyhIiICIv5swaDgdTUVJKTk3F2ds6zLlFRUTRr1izb38X//PMPV69epX///gwcOFDZr9fr8wz41qpVKxYsWEBycjLfffcdZ8+ezXdwrcDAQBo3bsyyZcto1aoVFy5cYM+ePYpruMFg4LPPPmPt2rVcu3aNtLQ00tLScHFxsboOKSkp2c5nzu6ey27/w8ydO5dJkyZx5swZxo8fz8iRI7O44zs5OZGcnKx8njFjRq5lDho0iB9++EH5nJiYaPH99evXeemll3j99dcZMGBAjuWYR5A7d+6seI/UrVuX/fv3s3DhQlq0aMGGDRvYsWMHkZGROZZjZ2fHN998Y7GvT58+DBs2jKioKH799VeOHj3KrFmz8pwLn1P5tkSMdBcytnZdEFiH0Wjk1q1bQjcVITRTH0IzdSLLRtLv30GWhW5qwZq2JkkSDo5am2zWBPWqUqUKu3btIjExkatXr3Lo0CEyMjLw8/PL8RgfHx8qVqzIuXPncszj7e2tjGqbuXXrVpaRSDNpaWkMGTKERYsWcf78efR6PS1atKBatWoEBARkceM2ExAQwIULF8jIyMj2e1mWle/yegkAWTsOkiRZ9WzNz3x6o9HIJ598QlRUlLIdP36cc+fOWXQkc6tLdqPsmcsHk4t55nOcOHGCAwcO5Fo3FxcX/P39CQoK4quvviItLY1PPvkkT5vM9O/fn3Xr1hEfH8/y5cuVedIAX3zxBXPnzmXMmDHs2LGDqKgoQkJCskTudnFxoUqVKlSvXp0vv/wy2zqULl06S0TznO45nU5HqVKlcq23t7c3gYGBdO7cmUWLFrFgwQILbw+Au3fv8swzz+T7WkyZMsXi+mfm+vXrtGrVikaNGrF48eJcyyldujQ6nY4aNWpY7K9evboSvXzHjh1cuHABDw8PdDodOp1p3PfVV1+lZcuW2Za7Y8cOTp06xXvvvUdYWBjt27fHxcWFbt26Fchl3ta/QUSnu5CxtaAC6zAajZw4cULopiKEZupDaKZSjEZSrp4V7uUqoji3NRcXF3x8fLh37x5btmzJ0UUVTMssXb16FR8fnxzzNGrUiG3btlns27p1K40bN842/9SpU2nXrh3169fHYDBYBBXLyMjI0XX1zTffJDExMccgYffv3yclJYXq1atnmae+f/9+qlevnqMNBaFGjRpZOrYPf65fvz5nzpzB398/y5bfuBxBQUHs2bMn25cNXl5elCtXjosXL2YpP7eXKdkxadIkZs+ezfXr1/OVv1u3bmi1WlavXs2KFSvo27ev8mJjz549dO7cmbfffps6depQuXLlXF/cpKSk5FiHevXqKYH3zOR0zwUHB1s1Cmt+cZJ5+kRqaioXLlygXr16+S6nTJkyFtfezLVr12jZsiX169dn+fLleWpub29PgwYNOHPmjMX+s2fPUrFiRQDGjh3LsWPHsnTy586dy/Lly7OUmZqayrvvvsuiRYvQarUYDAblXsqtveWGrZ+Lwr28kDG/uRGoA51OR+vWrW1dDYEVCM3Uh9BMnUhaHe61G5k+CPdyVVAc29qWLVuQZZlq1apx/vx5Ro8eTbVq1ejbty9gcomdPHkyr776Kj4+Ply6dInx48dTunRpCzfqXr16Ua5cOcXl9v3336d58+bMnDmTzp0789tvv7F9+/YsHV8wReFeu3at0lEIDAxEo9GwdOlSvL29OX36NA0aNMi2/s899xxjxozhgw8+4Nq1a3Tp0oWyZcty/vx5Fi5cSNOmTXn//fcZPXo03bp1o379+rzwwgv873//Y/369Wzfvr1Qr+ewYcNo3Lgxs2bN4pVXXmHr1q0WruUAEydO5OWXX8bX15fXX38djUbDsWPHOH78OJ9++mm+zvPee+/x9ddf88YbbzBu3Djc3d05cOAADRs2pFq1akyePJlhw4ZRokQJ2rVrR1paGocPH+bevXuMHDky3/a0bNmSmjVrMn36dObPn6/sv3btWpbR2woVKuDp6Un37t0ZP348cXFx9OnTR/ne39+fdevWsX//fkqWLMmcOXO4ceNGti8+JElSImlnV4eQkBBWrFhhccygQYOYP38+I0eOZODAgYSHh7N06VKLCOm//PIL48aN4/Tp0wBs2rSJmzdv0qBBA1xdXTl16hRjxoyhSZMmVKpUSTnuwIEDODg40KhRI2XfuHHjuHbtGt9//32+r+f169dp2bIlFSpUYPbs2fzzzz/Kd5mDnwUGBjJjxgyljY0ePZru3bvTvHlzWrVqxebNm/nf//6njEibVxV4mAoVKmT7omXKlCl06NBBeYnQpEkTRo8eTd++fZk/fz5NmjTJt01mbN1HEyPdhYyt36IIrMNoNHLt2jWhm4oQmqkPoZk6kY1G0u/eRBa6qYbi2Nbi4uJ49913CQwMpFevXjRt2pStW7cqI4NarZbjx4/TuXNnAgIC6N27NwEBAYSHh+Pm5qaUc+XKFQt33MaNG/Pjjz+yfPlygoKCCA0NZe3atdlGqX7nnXeYO3euMrfXycmJ0NBQpkyZQv/+/Zk/fz7lypXL0YaZM2eyevVqDh48SEhICDVr1mTkyJEEBQXRq1cv0tPT6dy5M19++SWff/45NWvWZNGiRSxfvjxH19uC8vzzz/Pdd9/x9ddfU7duXbZu3cqECRMs8oSEhLBx40a2bdtGgwYNeP7555kzZ44yapkfSpUqxY4dO0hMTKRFixY8++yzLFmyRNFtwIABfPfdd4SGhlK7dm1atGhBaGio1SPdACNHjmTJkiVcvXpV2Td79mzq1atnsZmXNOvfvz/37t2jTZs2FoHGPv74Y+rXr09ISAgtW7bE29vbIvp2ZmRZJj09XRl1frgOb7/9NqdOnbIY/fXz82PTpk2EhYVRt25dpk6dyldffcWrr76q5ImLi7M4xsnJiSVLltC0aVOqV6/O8OHDefnll9m4caNFfdasWcNbb72lzLcHiI2NVdy788vWrVs5f/48O3bsoHz58vj4+ChbZs6cOUNcXJzyuUuXLixcuJBZs2ZRu3ZtvvvuO9atW0fTpk2tOj/AiRMn+O9//2vhsv/aa6/RoUMHmjVrxrFjx7LEOsgPtn4uSnJ+F0sU5Ep8fDzu7u7cuXMnz7UhBYWDXq9X1g3s2rVrgd5g6fV69u/fT+PGjW3+BiwzaakGZSmX/C6t8jhIzoDqDzziooeAcwFjUBiS0onwM0VgbRAzCq2LfYHrlJdmKYYUmh41PeT31tmLkzbneWXFhowk+MrVlB6WCHYuued/wjyudpaUlI6rq2nUKjFxHC6Z76ukJHB9cE0SE8GlkK9JEvCgeBKBonXJcyQxw0jYtUScdBrstbnPq5UNBuJP/0WJwPokGSQuJaRTyc0eV3vL9/UpyRDib7oAW84n4fTgN19iujHHY3KsXwGOAUg3yKTojbQs54qrXT7PZcW1eJTzPElyamupqanExMTg5+eXbXAnge2QZZnExERcXV2tmususC350W3MmDHExcXlGZH9Ufnnn38IDAzk8OHDBXppUZzI7Vl39+5dSpUqRVxc3COt911QbP4f49q1a7z99tuUKlUKZ2dn6taty5EjR3I9ZteuXTz77LM4OjpSuXJlFi5caPF9RkYGU6ZMoUqVKjg6OlKnTp0srjOrVq3C19cXT09PRo8ebfHdpUuXCAgIID4+3mp7ilLHTZA3Op2O5s2bC91UhNBMfQjN1Imk1eJeswGS1jYv/QTWI9qa+pAkCTc3N9HhVhn50e2jjz6iYsWKj32pqpiYGL799tunvsOdF7Z+Ltq0033v3j2aNGmCnZ0df/zxB6dOneKLL77Aw8Mjx2NiYmJo3749zZo1IzIykvHjx2cJGz9hwgQWLVrE119/zalTpxg0aBBdunRRwtTfvn2bAQMGMHv2bLZs2cKKFSv4/fffleMHDx7MZ599VqC3ILZ2XRBYh9Fo5PLly0I3FSE0Ux9CM3UiG42k3rom3MtVhGhr6kOWZdLS0vIVVVxQdMiPbu7u7owfPx7tY35x2bBhQ4tl8wTZY+vnok27/DNnzsTX19cial3moADZsXDhQipUqMC8efMAUzj6w4cPM3v2bGVOxMqVK/noo49o3749YOpEb9myhS+++IIffviBixcv4u7urtygrVq14tSpU3To0IHVq1djb2+f67qOuWFrQQXWYZ7/Vq5cuXxH5BTYFqGZ+hCaqRRZJv3uTRxKeQNiFE4NiLamTjIyMrC3L/i0K4FtELqpC1v30Wz6RN6wYQPBwcG8/vrrlClThnr16rFkyZJcjwkPD6dt27YW+0JCQjh8+LASSj4tLS2LH7+Tk5MSkbJq1aokJycTGRnJ3bt3iYiIICgoiLt37zJx4kSL6Ic5kZaWRnx8vMUG/66xaDAYFHeSzGm9Xm+RNt8AOaUzMjIs0uY3aua0eX3HzGmwXPfRaDRapM3LXOSUzrwURk52FCWbzOUXxCZJknjuuefQ6XRFyqbMD4aioJO5ro+qU2HYlFmznGzKzNPUngpDp8dhE2ChWWG2p8w8bJOZx6WTGbU9y2WjAdmYOW2ql2ywTCNJlAis/6Ae5v36bNMWOhj0ih2S8d+0bNArNv2bNuaSNtcxl7Qxq03WtqecbDLb8bBNmdNF7Rmh0WiUJa+yu/eMRqNikzkty3KWtNmmnNLKdbFROjs71GoTgKura572qcmm4qjTw3WXJMkiaFlxsKk46ZTd/9yn2r384sWLLFiwgKpVq7JlyxYGDRrEsGHDcg1tf+PGDby8vCz2eXl5odfruX37NmDqhM+ZM4dz585hNBrZtm0bv/32mxK1smTJkqxYsYJevXrRsGFDevXqRUhICKNGjWLo0KHExMRQr149atWqxc8//5xtPWbMmIG7u7uy+fr6AnD8+HEAoqOjiY6OBuDYsWPKOn+RkZHExMQAcOjQISXK4f79+5X67d69W7Flx44d3L9/HzBFFExISABMSwikpqai1+vZtGkTer2e1NRUNm3aBEBCQgJbt24FTGtA7tixAzC51u/evRswRTXcv38/AFevXuXQoUOAyYXf7Ip/7tw5jh07ViRt2rVrl6LHvn37CmTTyZMnCQ8Px2AwFAmbzDrduXNHse3GzZs20ynugU3muj6KTZl5lHvv6NGjHDx4EIPBkKNNmXma2lNh6PQ4bPrrr7+IiIjAYDAUenvKzMM2mXkcNh09elQp//Dhw6p6lsuxF0m/dgGA5MtnSLluut8SL54k9abJjoRzR0n75zopsZeJP30EOc5kh/7cETLi7pnqcywcfWLW2Cf3joQhZ6SB0YBPzAEwGpAz0rh3JAwAQ0oS9yL3mMpLjOf+sXAAMuLuoT9niukix90m/vRfAKTdjiXhnOl6p968SuLFkwCkXI8h+bIpym/6tQvIsRez6JRbe/rn5g1TOacPZ2vTvcg9GFKSsthkPLEHQxF9Rly7do3z58+za9cui3vPPDCQmJio/BCNj49XfqQ+nAbTD25z2mAwKPesXq9X0hkZGSQmJpo0SE8nKcl0vdLS0khOTjZplpqqrGecmppKamqq6bqnpCjp5ORkZc3hpKQk0tPTlfqaX2AkJCQobT4hIUF58RAfH69qmzIyMkhNTS1WNhVHnR62yVzfzPap3abipNPBgwez/M993HPr88Km0cvt7e0JDg5W/gmBaf3AiIgIwsPDsz0mICCAvn37Mm7cOGXfvn37aNq0KbGxsXh7e/PPP/8wcOBA/ve//yFJElWqVKFNmzYsX75cEfhhwsLCGD16NLt27cLf3581a9bg7e1Nw4YNOXfuHGXKlLHIn5aWZrEofXx8PL6+vty6dYtnnnlGEda8oLs5rdfrkSRJSWs0GjQaTY7pjIwMtFqtktbpdEiSpKTBdHNnTtvZ2SHLspI2Go0YDAYlbTQa0el0OabNDxNzOjs7ioJNaWlp/O9//wOgU6dOODo6Wm1TWloaR48epX79+oqXQlHQKSU5g1EDTS9wZi+pjZ29ZBOd0oxaai40vZs7NVjGxb5gNmnSZYvo5ZKTrsD3XmbNgCw2pclpFtHL7WS74t+ejKlo5ptiUMhDE5DsXYuUTQ9rVljtKS3NiJvbZ4Apermzs92/NiUkoHkQl8MYH4/RyalwdYrTo/N4UJf7ejRu6niWpxgldl6Nw0mnwcFO92B0WELSaJTRbXNaNhpJuhSNS8VAkmQNlxP1VHTW4OqoQ5I0plFpjYbUFI1F9HJHBz1otCSmG7kSn0KFEk6mSORGA5JWZxqJUNJGMBqVdGKqnsvJRiq66nDVSUharWn0XZazTyMjabSkZehJ0Rtp5euOk0bOV3tKNsDu2GQcJSP2dloLm/5Na5EkSUmnG2RS0jNo6euOq52myD0jjEYjR48epXbt2tjb2yv3W0ZGBpcvX6ZixYo4OTkhSRJGo1H5v2ceuTOnNRqN8gM7u7T52WurtLnuOaXVZJMsy6SkpCi6FAebiqNOD9sEps6fs7MzGo2mWNhUHHRKTU3l0qVLlC9fHhcXF4v/uffu3bNp9HKrx9knT55M3759rVqrLyd8fHyoUaOGxb7q1atbBEV7GG9vb27cuGGx79atW+h0OkqVKgXAM888w6+//kpqaip37tyhbNmyjB07NseofmlpaQwZMoQffviB8+fPo9fradGiBWDq5B88eJCOHTtaHOPg4ICDg0OWssz7MgdNyJzO7NqQn7R5PUNr05IkKWnzP+T8pnOqe1GzKXMec/nW2uTg4EDDhg15mKKgkxmNRoNOp823TYWpU2bPcPPDtiA2GR68kcxsU0HvvTw1M+SwPx91t8am/KafSHvK+Pf6PopOj8sma9tZfrVJf+i+etgmMxqNBk0BnxH51klTODY9nC50nYxGJI0W6UEeSfNvnsxRyiWtFkmrxa1qkOlzuvHBflOH25zODvN+SZKQNTrlBxyZ9v+b1oBWo6RNx6Y/SJvr+K+WOae1SJp/X5yaya0NaeTMNklZbMouLUn/5s+sTVF6RjRo0IDM2NnZKZ12jUaj2Jq5jZj3ZU4rumWTzu24J5F+uH1nl1aLTZIkKet/Fxeb8rKjuNjkal6WshjZpHadMv8GMtff/GxWnXv5//73P6pUqcILL7zA6tWrlWH/gtCkSROLBeABzp49m2uHvlGjRmzbts1i39atWwkODrb4wQLg6OhIuXLl0Ov1rFu3js6dO2db5tSpU2nXrh3169e3mFsFJrcIa9wRbO26ILAOg8HA6dOnhW4qQmimPoRm6kQ2Gkn++4KIXq4iRFtTH+aRbhs6ngoKgNBNfdj6uWh1p/vIkSP89ddfBAUFMWLECHx8fBg8eDARERFWn3zEiBEcOHCA6dOnc/78eVavXs3ixYt59913lTzjxo2jV69eyudBgwZx+fJlRo4cSXR0NMuWLWPp0qWMGjVKyXPw4EHWr1/PxYsX2bNnDy+99BJGo5ExY8ZkqcPJkydZu3YtU6ZMASAwMBCNRsPSpUv5/fffOX36dJa3xoLihXkeiUA9CM3Uh9BMjcimecyIH5VqQrQ19VGQjltoaKjFEruTJ0+mbt26hVepbLh06RKSJBEVFfVYz6MWRIdbYA0FCqQWFBTE3LlzuXbtGsuWLePatWs0adKE2rVr8+WXXxIXF5evcho0aMAvv/zCmjVrqFWrFlOnTmXevHm89dZbSp7Y2FiuXLmifPbz82PTpk2EhYVRt25dpk6dyldffaUsFwamSfgTJkygRo0adOnShXLlyrF3794s63/Lssw777zD3LlzFdceJycnQkNDmTJlCv3792f+/PmUK1cu39fmca/FJyhctFot9erVE7qpCKGZ+hCaqRNJo8XFr4aFC7qgaFPc2trChQtxc3Oz8EBMTEzEzs6OZs2aWeTds2cPkiRx9uzZx1KX/HZqJ0+erLi5ajQaypYty1tvvZVtoE8wucQ6OztbuMkWhFGjRvHnn38+UhmZ6dOnD6+88orFPl9fX2JjY6lVq1ahnedR6NSpExUqVMDR0REfHx969uzJ9evXcz1m/fr1hISEULp06TxfIMiyTLt27ZAkiV9//VXZn5aWRq9evfD29iYwMDBLwNhZs2YxdOjQRzFN8Biw9XPxkZzbjUYj6enpyuLwnp6eLFiwgI8//pglS5bka6H2l19+mZdffjnH70NDQ7Psa9GiBX/99VeOx7Ro0YJTp07leW5JkpSo19bUKTds7bogsA6DwUB0dDTVq1e3eWMU5A+hmfoQmqkT2Wgg+eoFnH2rgFinWxUUt7bWqlUrEhMTOXz4MM8//zxg6lx7e3sTERFBcnKysmxTWFgYZcuWJSAgwOrzGAwGpZNcGNSsWZPt27djNBq5cOEC7777Lt26dcs2SLA5+JOjo+MjdbxdXV0t5hg/DrRaLd7e3o/1HNbQqlUrxo8fj4+PD9euXWPUqFG89tprFgGaHyYpKYkmTZrw+uuvM3DgwFzLnzdvXraaLF68mCNHjrBz50527NhBjx49uHHjBpIkERMTw3fffcfhw4cf2T5B4WLrPlqBni5Hjhzhvffew8fHhxEjRlCvXj2io6PZtWsXp0+fZtKkSQwbNqyw6yoQCAQCgUAgKATMEddtseXXLbdatWqULVuWsLAwZV9YWBidO3emSpUqFp2rsLAwWrVqBcC9e/fo1asXJUuWxNnZmXbt2ilLrsG/rtkbN26kRo0aODg4cPnyZcLCwmjYsCEuLi54eHjQpEkTLl++TGhoKJ988glHjx5VRrGzGxQyo9Pp8Pb2pmzZsjRr1oyBAwdy4MABZXklMMVIevbZZ3FycqJGjRp88sknFiP6c+bMoXbt2ri4uODr68uQIUOUpZey4+GReHM9M2+VKlUCTJ2P/v374+fnh5OTE9WqVePLL7+0KGvFihX89ttvyrFhYWHZupfv2rWLhg0b4uDggI+PD2PHjrWwo2XLlgwbNowxY8bg6emJt7c3kydPztEOaxgxYgTPP/88FStWpHHjxowdO5YDBw4oS0hlR8+ePZk4cSJt2rTJteyjR48yZ84cli1bluW76OhoOnbsSI0aNXj33Xe5deuWskTf4MGDmTlzpk2iYwuKNlaPdAcFBREdHU3btm1ZunQpHTt2zPI2tVevXowePbrQKqkmisOb5acJrVZbZNykBPlDaKY+hGbqRNJocaloHjUUwdTUgDVtzWAwsH79+sdco+zp2rVrviMJt2zZkp07dzJ27FgAdu7cyZgxYzAajezcuZM2bdqQnp5OeHg4X3/9NWByjT537hwbNmygRIkSfPjhh7Rv355Tp04pQXeTk5OZMWMG3333HaVKlcLT05N69eoxcOBA1qxZQ3p6OocOHUKSJLp3786JEyfYvHkz27dvB8Dd3T1f9b9x4wbr169Hq9UqvxG3bNnC22+/zVdffUWzZs24cOEC77zzDpIkMWnSJMAUOfqrr76iUqVKxMTEMGTIEMaMGcO3336br/PGxsYq6aSkJF566SUaNWoEmDxVy5cvz08//UTp0qXZv38/77zzDj4+PnTr1o1Ro0YRHR1NfHw8y5cvB8DT0zOL6/a1a9do3749ffr04fvvv+f06dMMHDgQR0dHi471ihUrGDlyJAcPHiQ8PJw+ffrQpEkTXnzxRUWvS5cuWbxcsZa7d++yatUqGjdunCWwsrUkJyfTo0cP5s+fn+3Ifp06dVi5ciVgCubs4+ND6dKl+eGHH3B0dKRLly6PdH7B48HWfTSrO92vv/46/fr1y3We8zPPPKMsrP60YWvXBYF1GAwGjh07RlBQkM0boyB/CM3Uh9BMnchGA8mXz+BcsRrCvVwdFMe21rJlS0aMGIFeryclJYXIyEiaN2+OwWDgq6++AuDAgQOkpKTQqlUrpbO9b98+GjduDMCqVavw9fXl119/5fXXXwdMq9N8++231KlTBzB12uLi4nj55ZepUqUKYFrG1oyrq6sygp0Xx48fx9XVFaPRqAS2GzZsmBI/aNq0aYwdO5bevXsjyzLe3t5MmTKFDz/8UOl0Dx8+XCnPz8+PqVOnMnjw4Hx3us31lGWZV199FXd3dxYtWgSYllD65JNPLMrfv38/P/30E926dcPV1RUnJyfS0tJytffbb7/F19eX+fPnI0kSgYGBXL9+nQ8//JCJEycq7vpBQUGKXVWrVmX+/Pn8+eefSqfbx8enwP2GDz/8kPnz55OcnMzzzz/Pxo0bC1ROZkaMGEHjxo1zXPWoX79+HD16lOrVq/PMM8/w008/ce/ePSZNmsTOnTuZMGECP/74I1WqVGHZsmVWxYYSPD5s3UezutMtyzIlS5bMsj8lJYXPP/+ciRMnFkrFBIInhZOTk62rILASoZn6EJqpEQnJzgHR4VYX+W1rWq2Wrl27Puba5Hzu/NKqVSuSkpKIiIjg3r17BAQEUKZMGVq0aEHPnj1JSkoiLCyMChUqULlyZTZs2IBOp+O5555TyihVqhTVqlUjOjpa2Wdvb09QUJDy2dPTkz59+hASEsKLL75ImzZt6NatGz4+PlbbV61aNTZs2EBaWhq//fYb//3vf5k2bZry/ZEjR4iIiLDYZzAYSE1NVeap79y5k+nTp3Pq1Cni4+PR6/WkpqaSlJSUZV3v3Bg/fjzh4eFERERY3BsLFy7ku+++4/Lly6SkpJCenm519PPo6GgaNWpkMe+5SZMmJCYm8vfff1OhQgUAi+sMpk72rVu3lM8zZszI9TyDBg3ihx9+UD5ndrMfPXo0/fv35/Lly3zyySf06tWLjRs3Fnh+/IYNG9ixYweRkZE55rGzs+Obb76xmIvfp08fhg0bRlRUFL/++itHjx5l1qxZDBs2jHXr1hWoLoLihdVzuj/55JNs55QkJydbvDV7Wikub5afFrRaLYGBgUI3FSE0Ux9CM3UiaTQ4l6+CZEVwKafUS5S4vx/P239Q9tZavJIOg1hW54lhTVuTJAmdTmeTzZoOkb+/P+XLl2fnzp3s3LmTFi1aAKaRXD8/P/bt28fOnTtp3bo1kPMyTrIsW5zXyckpSz2WL19OeHg4jRs3Zu3atQQEBHDgwIF819WMvb09/v7+1KxZk/Hjx1O3bl0GDx6sfG80Gvnkk0+IiopStuPHj3Pu3DkcHR25fPky7du3p1atWqxbt44jR47wzTffAOQ6X/lhfvjhB+bOncsvv/xC+fLllf0//fQTI0aMoF+/fmzdupWoqCj69u1Lenq6VXY+fE3N+wCL/Q+7e0uSZNXI9pQpUyyuVWZKly5NQEAAL774Ij/++CObNm0qkGZmduzYwYULF/Dw8FDuV4BXX32Vli1bWthgvod27NjBqVOneO+99wgLC6N9+/a4uLjQrVu3R3KZFxQutv4NUqCR7uwelkePHsXT07NQKqVmMgePEBR99Ho9kZGR1KtXL9/zywS2RWimPoRm6kQ2GEi8eJJSZUtQ9XoolZKuU1JKwNEYh04fh1Yfj84Qz856McoxVa9OwPvur8rnOsD9m/W4UWEYt595BVnzaHMtBblTXNtaq1atCAsL4969exYxg1q0aMGWLVs4cOAAffv2BaBGjRro9XoOHjyouJffuXOHs2fPWriL50S9evWoV68e48aNo1GjRqxevZrnn38ee3v7ArunfvzxxwQEBDBixAjq169P/fr1OXPmDP7+/siyrIxum39fHz58GL1ezxdffKG4aP/0009WnTM8PJwBAwawaNEiJfK7mT179tC4cWOGDBmi7Ltw4YJFnvzYW6NGDdatW2fRN9i/fz9ubm6F6lJdpkwZypQpk2c+c4c/LS2twOcaO3YsAwYMsNhXu3Zt5s6dS8eOHS3OlZycjEaj4d1332X16tVotVoMBoNSj4yMDJu7NAv+xdZ9tHw/kUuWLKlEMAwICLDoeBsMBhITExk0aNBjqaSaeNR1FgVPFkmSlHtboA6EZupDaKZSJAmdSwlqnOqJW2LOrpY6QwLgBkCqvS/JTv4YdCVIl1xwT4jAIzESj1N9SXGaypGGh5E19k/IgKeP4trWWrVqxbvvvktGRoYy0g2mTvfgwYNJTU1VIpdXrVqVzp07M3DgQBYtWoSbmxtjx46lXLlyOc7RBYiJiWHx4sV06tSJsmXLcubMGc6ePUuvXr0AlIBmUVFRlC9fHjc3NxwcHPJV/8qVK9O5c2cmTpzIxo0bmThxIi+//DK+vr689tpr6PV6Tp8+zYkTJ/j000+pUqUKer2er7/+mo4dO7Jv3z4WLlyY7+t148YNunTpwhtvvEFISAg3btwATCN9zzzzDP7+/nz//fds2bIFPz8/Vq5cSUREBH5+fkoZlSpVYsuWLZw5c4ZSpUplGzhuyJAhzJs3j6FDh/Lee+9x5swZJk2axMiRI61afm3cuHFcu3aN77//Pt/HHDp0iEOHDtG0aVNKlizJxYsXmThxIlWqVFECxgEEBgYyY8YMJbjZ3bt3uXLlihIU7syZM4DJcyLz9jAVKlSwuD5gup6ffPIJHTp0oF69eoDJvX706NH07duX+fPn06RJk3zbJHi82Pq5mO9O97x585BlmX79+vHJJ59YND57e3sqVapkcZM/rdjadUFgHVqtFn9/f1tXQ2AFQjP1ITRTGbIBSTaCxg6nspW47DARn0tfcM65Fa7OnugcPdDr3JXNwL/zS89WnMFVZ9P8zMR0IzfuXadpwvdUvLGEePfnLTrcdmk3yHAoOmv+FgeKa1tr1aoVKSkpBAYG4uXlpexv0aIFCQkJVKlSBV9fX2X/8uXLef/993n55ZdJT0+nefPmbNq0Kdeo1s7Ozpw+fZoVK1Zw584dfHx8eO+99/jPf/4DmNyL169fT6tWrbh//z7Lly+nT58++bbhgw8+oEmTJhw8eJCQkBA2btzIlClTmDVrFnZ2dgQGBiojrHXr1mXOnDnMnDmTcePG0bx5c2bMmKG8AMiL06dPc/PmTVasWMGKFSuU/RUrVuTSpUsMGjSIqKgounfvjiRJ9OjRgyFDhvDHH38oeQcOHEhYWBjBwcEkJiayc+dOZckxM+XKlWPTpk2MHj2aOnXq4OnpSf/+/ZkwYUK+rwuYIq1fuXLFqmOcnJxYv349kyZNIikpCR8fH1566SV+/PFHi5chZ86cIS4uTvm8YcMGxSsC4I033gBg0qRJVi1lJkkS58+f5+eff7ZweX/ttdcICwujWbNmVKtWjdWrV1tll+DxYes+miTnd7HEB+zatatQwvEXN+Lj43F3d+fOnTvCzf4JodfrleVOrFl+5OEyDh06RMOGDYuUK15aqoGR/Y8CMGdpHRwcbfOgSM6A6g8CpUYPAecCNntDUjoRfrMBaBAzCq1LwUe68tIsxZBC06NNAdhbZy9O2qcggFdGEnzlakoPSwS7/AfZeRI8rnaWlJSOq+uDDl7iOFwy31dJSeD64JokJoIVgYfyd3LgQfEkAkXrkudIYoaRsGuJOOk02GuzvvX3uLsTv/PjuOX9Bn+XG0rCuaO4Va1Dkh4uJWZQyc0eV3vLEayUZAjxN12ALeeTcHJ+cK50I5cS0qnkZo+bNh2dIYEM+2cAcE48Sf2IRtx55mWulR9KvPvzIEkWxzx8ntxIN8ik6I20LOeKq13+jsvrWhTWeZ4kObW11NRUYmJi8PPzw9HR0YY1FDyMLMtKcDRbj8QJ8o/QrWiS27Pu7t27lCpViri4OJuso56vXz/x8fFK5erVq0dKSoqyBMLDPO2LwVvjTiOwPRqNhnLlygndVITQTH0IzYo+Tsln8Ts/gVJ3NgGgu7aYv8sNwd7TCyTpkQOYy1pHMrT//gDyuLcTCSOl/9lA6X82EO8WzDXf90jy6PRoJ3rKEW1NnYiBLHUidFMXtn4u5qvTXbJkSWJjYylTpgweHh7ZvtExB1F42gMG2FpQgXVoNBoqVqxo62oIrEBopj6EZkUXXcYdKsTMwOf6d2hkPbKk5XrZgVzxG4ektcexjDkYUsHW0M2J677vcd+zNWWvfovXzTWUSDhMiVN9qOTgi5vnOyS4vguIud/WItqa+pAkKd9zwwVFB6Gb+rB1Hy1fne4dO3YoLtM7d+58rBVSO7aOjCewDr1ez/79+2ncuHGRci8X5IzQTH0IzYomnrd/JyD6P9jp7wNwp1R7YqpMJcWlGmCKXh5/+i9KBNbncazVnexSg/OB87lceSI+177D59pinNKuEnxzFgd8OoBDQKGfs7gj2pr6kGWZxMREXF1dhZuyihC6qQ9b99Hy9UR+OFKkIGds/RZFYB0ajYYqVaoI3VSE0Ex9CM2KJilOVdAZEkh0qUWM/wzue7ayzCBJOPlUMLmXP0Yy7MtwxW88VyuMpOTfoZyjKg5O/sqUeUH+EW1NnYgRU3UidFMXtn4uWn32zZs3s3fvXuXzN998Q926dXnzzTe5d+9eoVZOjdhaUIF1iPlv6kNopj6EZkUEowHNvSPKxxSXQI7W20Jkg31ZO9yApNFg7+mF9IR0k7WOXPF5h1jXf5fYcU2IxC79nydy/uKAaGvqQ5Ik7O3txWipyhC6qQ9bPxetPvvo0aOJj48H4Pjx44wcOZL27dtz8eJFRo4cWegVVBu2dl0QWIder2fHjh1CNxUhNFMfQrMigGyEg/1x+rMJ3nf+p+xOcH8epOxXR5ANeuKOhyMbbKObc+IJakV1JCiyLfapf9ukDmpDtDX1Icsy8fHxWLmYkMDGCN3Uh62fi1Z3umNiYqhRowYA69ato2PHjkyfPp1vv/3WYn2/pxVbv0URWIdGo6FWrVpCNxUhNFMfQjMbI8sQMRhiVmAKiJbPH4kaDU6+AWAj3WSNPQatK87J56jzVxucks7YpB5qQrQ1deLk9BQsbVkMEbqpC1s/F60+u729PcnJyQBs376dtm3bAuDp6amMgD/N2FpQgXVoNBrKlCkjdFMRQjP1ITSzIbIMR96H84tB0pDW8HtulMrfslySpMHeoxSSZBvdUpwDOFp/O8nOATim/U2dyBdxjf/LJnVRC6KtqQ9JkrCzsxNuyipD6KY+bP1ctPrsTZs2ZeTIkUydOpVDhw7RoUMHAM6ePUv58uULvYJqIyMjw9ZVEFhBRkYGW7ZsEbqpCKGZ+hCa2QhZhqgxcPZrQILnlqGv8Eb+DzfouRe5x2bu5QDpjuU5Wm8rCW7PYpdxl9pR7XG/F2az+hR1RFtTH0ajkbi4OIzGwl2WT/B4EbqpD1s/F63udM+fPx+dTsfPP//MggULKFfOtIbnH3/8wUsvvVToFVQbWm32c+MERROtVkuDBg2EbipCaKY+hGY24thEiJ5tSjdcCJV7W3e8RoOrf22buZeb0duX5njdjdwr2RKdIZFaR7tS4n64TetUVBFtTX1IkoSLi4sYMVUZQjf1YevnotWLOFaoUIGNGzdm2T937txCqZDasbXrgsA6NBqNsga9QB0IzdSH0MwGyEZIeRB87NmvwP8dq4uQJA12bh4PPtl2NMegc+Nk0DoCT/VFl3GPBLd6Nq1PUUW0NfUhSZJYU12FCN3Uh637aAU6u9Fo5OzZs+zdu5fdu3dbbE87tnZdEFhHRkYGv//+u9BNRQjN1IfQzAZIGnhuKbTaCtWGFqgI2aDn7uGdNnUvz4yscSC65kpO1v4vstbxwU4ROTgzoq0VLVq2bMnw4cNzzWM0Grl//75wU1YZQjf1YevnotWd7gMHDuDv70/16tVp3rw5LVu2VLZWrbKu8/m0Id56qQudTkezZs2EbipCaKY+hGZPkNitYHzQSZY04PNiwcvSaClRowFoipCrsqTFqHNVPla68DGVLnwsOt8PKK5trU+fPkiSxGeffWax/9dff1W9e68kSbi5udnEjm+//RY/Pz8cHR159tln2bNnT675d+/eTceOHSlbtiySJPHrr78WqNxVq1bh6+uLp6cno0ePtvju0qVLBAQEFPngzAsWLKBevXo4Ozvn69rp9XomTJiAn58fTk5OVK5cmSlTpiid9gULFhAUFESJEiUoUaIEjRo1yrIqVHG4brbE1s9FqzvdgwYNIjg4mBMnTnD37l3u3bunbHfv3n0cdVQVan/4P21IkkSJEiWEbipCaKY+hGZPiPOLYWcI7H8TjIZHLk6SJHTOrkVWN9f4w/henYfvlbkEnnsPSS4aI/K2pDi3NUdHR2bOnMm9e/cKrcz09PRCK6ugSJKEVqt94pqtXbuW4cOH89FHHxEZGUmzZs1o164dV65cyfGYpKQk6tSpw/z58wtc7u3btxkwYACzZ89my5YtrFixgt9//105fvDgwXz22WeUKFGi8IwtZNauXcuIESOsunYzZ85k4cKFzJ8/n+joaGbNmsXnn3/O119/DUD58uX57LPPOHz4MIcPH6Z169Z07tyZkydPAsXjutkaWz8Xre50nzt3junTp1O9enU8PDxwd3e32J52bO26ILCOjIwMfvvtN6GbihCaqQ+h2RPg4go4NMiUdqloGuV+RGSDnruHthcZ9/KHSSwRzNnAb5HRUO7G99S8ODrvg4o5BWpr+qScN0Nq/vPqU/KXt4C0adMGb29vZsyYkWOetLQ0hg0bRpkyZXB0dKRp06ZEREQo37ds2ZL33nuPkSNHUrp0aV588UVl/9ChQxk+fDglS5bEy8uLxYsXk5SURN++fXFzc6NKlSpZRh43b95M06ZN8fDwoFSpUrz88stcuHDBKrsedlPeu3cvdnZ2pKWlKXliYmKQJInLly9bVXZuzJkzh/79+zNgwACqV6/OvHnz8PX1ZcGCBTke065dOz799FO6du1a4HIvXryIu7s73bt3p0GDBrRq1YpTp04BsHr1auzt7XMtPy8OHDjACy+8QOnSpZEkyWK7f/9+gcvNzJw5c+jXrx+vvfYa1apVy9e1Cw8Pp3PnznTo0IFKlSrx2muv0bZtWw4fPgxAx44dad++PQEBAQQEBDBt2jRcXV05cOAA8Piv29OArX+DWP1f+bnnnuP8+fOPoy7FAlu7LgisQ6fT0bZtW6GbihCaqQ+h2WPm0o9wsB8gQ8B7UHcWFMYbfY0Wj7pNi5Z7+UPc9OlFdM3vkZGodHMZuqtrbV0lm1KgtvaTa87bnlct864rk3PesHaWeX+rlH2+AqLVapk+fTpff/01f//9d7Z5xowZw7p161ixYgV//fUX/v7+hISEWHhirlixAp1Ox759+1i0aJHF/tKlS3Po0CGGDh3K4MGDef3112ncuDF//fUXISEh9OzZk+TkZOWYpKQkRo4cSUREBH/++ScajYYuXbrkOM83NDQ0y2jbw94JUVFRVK9eHQcHByVPVFQUHh4eVKxYMUuZ06dPx9XVNdftYdfn9PR0jhw5Qtu2bS32t23blv3792db9/yQn3KrVq1KcnIykZGR3L17l4iICIKCgrh79y4TJ07MdRQ9L44ePUrLli2pU6cOu3fvZvPmzXh6etKqVSvWrl2Lh4eHkrcg1+1hGzPrlte1a9q0KX/++Sdnz55V0UBncgAAs5FJREFU6rp3717at2+fJa/BYODHH38kKSmJRo0aPfbr9rRg698gVp996NChfPDBB9y4cYPatWtjZ2dn8X1QUFChVU4geBLYuhEKrEdopj6EZo+Jq+sh/G1TtPIqA+HZLwunw/0ASVv0dbtT5hUuxY/C7+rnOBz+DzzTANz8bV0tm1Gc21qXLl2oW7cukyZNYunSpRbfJSUlsWDBAkJDQ2nXzvQCYMmSJWzbto2lS5cqc2D9/f2ZNWtWlrLr1KnDhAkTABg3bhyfffYZpUuXZuDAgQBMnDiRBQsWcOzYMZ5//nkAXn3V8qXE0qVLKVOmDKdOnaJWrVpZzuHu7k61atVytfHo0aPUq2cZnT8qKoo6depkm3/QoEF069Yt1zLNy/uauX37NgaDAS8vL4v9Xl5e3LhxI9eyciM/5ZYsWZIVK1bQq1cvUlJS6NWrFyEhIfTr14+hQ4cSExNDp06dyMjIYPLkybz22mv5Pv+wYcPo3Lkzc+bMAaBGjRr06NGDgwcPZrlGBblu+bUxOz788EPi4uIIDAxEq9ViMBiYNm0aPXr0UPIcP36cRo0akZqaiqurK7/88gs1atQAHu91EzwZrH4ymx8w/fr1U/ZJkoQsy0iShMHw6PPI1IxeXzTd8ATZo9fr2bRpE+3bt8/yAklQNBGaqQ+h2WPi2kbY9wbIBvDrbVqLuxDcyhWMBu4dCaPksy0p4GInT4yYSuMpEbePUvH7YW93CDkAmqfvXitQW+uWmPN30kNeDq/eyqWgh+6Rzpfyd34rmTlzJq1bt+aDDz6w2H/hwgUyMjJo0qSJss/Ozo6GDRsSHR2t7AsODs623MyDRlqtllKlSlG7dm1ln7mTdevWv9fgwoULfPzxxxw4cIDbt28rI9xXrlzJttPdpUsXunTpYrFPlmXi4+OVUdOoqCjefPNNizyRkZE5dro9PT0LvEzcw6Pu5t/yj0pe5T58HcLCwjh+/Djz58/H39+fNWvW4O3tTcOGDWnevDllypTJ85w3b95k79697Nixw2J/TmtpP8p1M5NZt7yu3dq1a/nhhx9YvXo1NWvWJCoqiuHDh1O2bFl69+4NQLVq1YiKiuL+/fusW7eO3r17s2vXLqXj/Tiu29OErftoVv8XjYmJybJdvHhR+fu0U5zfMBdHdDod7du3F7qpCKGZ+hCaPSbS7oLGASq+YVoerDA73AAaranDXYTdy83Iko7Iqt9hdK4I1d5/KjvcUMC2pnPJeTMvzZafvDqn/OV9RJo3b05ISAjjx4+32C8/iGCfV4fPxSX7Ojz8kkKSJIt95jIyu4537NiRO3fusGTJEg4ePMjBgwcB6wK0ZXYvNxgMnDx5MstI919//UXdunWzPb4gbtKlS5dGq9VmGZm9detWlhFcayhIuWlpaQwZMoRFixZx/vx59Ho9LVq0oFq1agQEBCjXNC+OHDmC0WjM8nLiyJEj2b5oKah7udnGmzdvWriX53XtRo8ezdixY3njjTeoXbs2PXv2ZMSIERYxCuzt7fH39yc4OJgZM2ZQp04dvvzyy8d63Z4mbP0bxOqzZzefRCBQM3q93uYNUWAdQjP1ITR7DFTuBV4twcnnsXWMZYMeSQWdboBUh3IktzuNq4Nj3pmLMU9DW/vss8+oW7cuAQEByj5/f3/s7e3Zu3evMlKckZHB4cOH81wruyDcuXOH6OhoFi1aRLNmzQBTELRH4cyZM6SkpFC2bFllX3h4ONeuXStU93J7e3ueffZZtm3bZjFyum3bNjp37lzg+hek3KlTp9KuXTvq169PZGSkxWhkRkZGvj1ozS9DUlJSlLnbx48fZ/fu3UyZMiVL/oK6l2e28ZVXXlH253XtkpOT0WgsX4xqtdpc1/mWZdkioF5mCuu6CZ4cBXoqr1y5koULFxITE0N4eDgVK1Zk3rx5+Pn5PVJjLQ7Y2nVBYB16vZ6tW7cKt1cVITRTH0KzQsaQDlp7U9qlwuM7j9HA/ai9qnAvV9DY/5tO/ccUfdvF13b1ecI8LW2tdu3avPXWW8pyS2AawR48eDCjR4/G09OTChUqMGvWLJKTk+nfv3+h16FkyZKUKlWKxYsX4+Pjw5UrVxg7dmyux/zyyy+MGzeO06dPK/syu5dHRUUB8PXXXzNs2DDOnz/PsGHDAHLsfBXUTXrkyJH07NmT4OBgGjVqxOLFi7ly5QqDBg1S8syfP59ffvmFP//8E4DExESLYMoxMTFERUUp1zu/5Zo5efIka9euVewODAxEo9GwdOlSvL29OX36NA0aNMiXPc899xxOTk6MGTOGjz76iAsXLjB06FAGDRpE48aNs+R/FPdys401a9akVatWfPfdd3leu44dOzJt2jQqVKhAzZo1iYyMVKKgA4wfP5527drh6+tLQkICP/74I2FhYWzevDnL+Qvzuj1N2LqPZnWne8GCBUycOJHhw4czbdo05U2Kh4cH8+bNe+o73cX5n1xxxM7O7qm/Z9WG0Ex9CM0KkX/2m9bhfm4peL/wWE8laXV4Nmxj+mDIeTSmSHInAna/As7loc2ef19SFHOeprY2depUfvrpJ4t9n332GUajkZ49e5KQkEBwcDBbtmyhZMmShX5+jUbDjz/+yLBhw6hVqxbVqlXjq6++omXLljkeExcXx5kzZ7KUYx6ZjYqK4sUXXyQmJoZatWpRo0YNPvvsM/r168c333yjRLIuDLp3786dO3eYMmUKsbGx1KpVi02bNll4tN6+fdtiCbTDhw/TqlUr5fPIkSMB6N27N6GhofkuF0wvG9555x3mzp2ruPw7OTkRGhrKu+++S1paGvPnz1dGm0NDQ+nbt68yjeBhnnnmGX766Sc++OADgoKC8PX1ZdCgQYwaNerRL9ZDmG2cNWsWH3zwQb6u3ddff83HH3/MkCFDuHXrFmXLluU///kPEydOBExz0nv27ElsbCzu7u4EBQWxefNmZVk7M9ZeN8G/2LqPJsk53b05UKNGDaZPn84rr7yCm5sbR48epXLlypw4cYKWLVty+/btx1XXIk18fDzu7u7cv39frFf+hNDr9axfvx6Arl27FsidTpZlEhIScHNzK5TgIYVFWqqBkf2PAjBnaR0cHG3j3pmcAdW/NaWjh4BzAZ9XhqR0IvxmA9AgZhRal4L/AM5LsxRDCk2PNgVgb529OGmdsuQpdmQkwVcPluIZlgh2jz5vsjB5XO0sKSkdV1fTfLjExHG4ZL6vkpLA9cE1SUyEHOZxFvzkgHn1o0SgEIpPNRjR59a3zUjAeVt9NEkXyaj4NmkNV6DTgKM2/6PQiRlGwq4l4qTTYK/NXQtZljGkJKF1ciEpQ+ZSQjqV3Oxxtbc8X0oyhPibLsCW80k4OT84V7oxx2NyrF8BjgFIN8ik6I20LOeKq50Gki7DprqQcR8CP4D6s7Oey4prkeN5ihg5tbXU1FRiYmLw8/PD0fHpdr8vasiyjNFoRKPR8NJLL1G/fv1c1yJ/Wpk8eTJhYWGEhYXZuiqApW5F6ffj005uz7q4uDg8PDyIi4ujRIkST7xuBQqk9nCABwAHBweSkpIKpVJqxtauCwLr0Ov17NmzR+imIoRm6kNoljepBiP7YpMJu5aY43Z3/zA0SRdJtvflT6/phF1LZF9sMqmPaxTaaCD+VAQYVTg30KUiPL/clD79hSnS+1OAaGvqw/yiRJZljh49KpbezYEtW7Zku9Sbrcism0Ad2Pq5aHWn28/PT5lDkJk//vhDCWn/NGNr1wWBddjZ2dGhQwehm4oQmqkPoVne6I2Qojei00g46TRZNt+4P6hw63tkJKIDF2HnWBKdRiJFn8fo+CMgaXV4BrdSxVrd2eL7iimSOUB4b0i6atPqPAlEW1MfZvfyW7ducfPmTdHpzoHw8HAaNmxo62oomHV7ODiaoOhi6+ei1f9JR48ezbvvvktqaiqyLHPo0CHWrFnDjBkz+O677x5HHVVFblEIBUUPo9HI/fv3xYNTRQjN1IfQLP/YaaQsrs526TepfvY9AK75DiO5VHPMjvR64+MbZZFlI/rEeHSuT94Nr9CoOxP+2Qt3j8D+HvBCGGhU+hIhH4i2pj5kWcZgMODl5SVGTVWEWTetVivcy1WCrftoVj+R+/bty6RJkxgzZgzJycm8+eabLFy4kC+//JI33njjcdRRVYgQ/erCYDAQEREhdFMRQjP1ITR7BGSZqqffwz7jNkkuNblUeeKTO7fRSOL546Dml8laB2iyFuxKwD/7TK7mxRjR1tSHLMskJSWJDrfKELqpD1s/Fwv0unfgwIEMHDiQ27dvYzQaKVOmTGHXS7XY2nVBYB12dnaEhITYuhoCKxCaqQ+hWcHRGFMxap0wSvacrrEUWePwxM4taXWUrGdaf1h10csz41YFnvsOrvwX/LMuW1ScEG1NfWg0GhGAV4UI3dSHrftoBfI9un37NocPH+by5ctotbaJqlxUsbXrgsA6jEYjt27dErqpCKGZ+hCaFRyj1onTNVbwV4Nwkl1rPdFzy7KR9Pt3kOVioFuF100j3vbF+0eyaGvqQ5ZlMjIyxIipyhC6qQ9bPxet6nSfPHmS5s2b4+XlxXPPPUfDhg0pU6YMrVu3zrLu4NOKrQUVWIfRaOTEiRNCNxUhNFMfQrMCIBvB/GNOkkhxqfbk62A0knL1rLrdyzNjnncpy3DlZ5CLnwt2Xm1NdBCKJikpKbaugqAACN2KHrk942z9GyTf7uU3btygRYsWPPPMM8yZM4fAwEBkWebUqVMsWbKEZs2aceLEiafe1bwga0ULbIdOp6N169a2robACoRm6kNoZj2+l2fhmniccwFforcvbZM6SFod7rUbmT6o2b38YQ72g4uh2NeYCB4f2Lo2hUpObc3sVpmcnIyTk9OTrpYgFyRJssmawYJHQ+hWNElOTgaydyW3dR8t32efO3cuFStWZN++fRaLjb/00ksMHjyYpk2bMnfuXGbMmPFYKqoWbP0WRWAdRqOR2NhYfHx8RKRXlSA0Ux9CM+twjT9CxUszkGQDt5/pzD9e3WxSD9loJOP+P9h5PGOT8z82vNrAxVDsTk2lVM1gkku1snWNCo2c2ppWq1WWpQJwdnYWEZeLCGY3ZTs7O6GJihC6FS1kWSY5OZlbt27h4eGR7fRnW/fR8t3p3rZtG2PHjrXocJtxcnJi9OjRzJo1S3S6RadbVRiNRi5cuICXl5foDKgEoZn6EJrlH40hmWqnBiDJBv4p05V/yrxuu8rIMimxV7BzLw0Uox+Vfm/BrZ1IF5ZS79x/OOB+BLTFY8Qqt7bm7e0NoHS8BUUDWZZJS0vDwcFBdN5UhNCtaOLh4aE86x7G1n20fHe6L168SP369XP8Pjg4mIsXLxZKpdSMrV0XBNah0+lo3ry5rashsAKhmfoQmuWfqhcn4JxyjjR7H84HzPt3HrINkLRa3Gs2MH0oTu7lAM9+hfHGThyTLlLpyiyuVv3U1jUqFHJra5Ik4ePjQ5kyZcjIyHjCNRMIBILHi52dXa4Bvm3dR8v32RMSEnKdu+Dm5kZiYmKhVErN2PotisA6jEYjV69exdfXV4zAqQShmfoQmuWPZ+5to3zsEgDOVl+E3s7TpvWRjUbSbsfiUNrHpvV4LOicSas7F6d9nalw7Rtul+1pm2B1hUx+2ppWqxUrzxQhxPNRnQjd1Iet+2hW3SUJCQnEx8fnuImomLYXVGAdRqORa9euCd1UhNBMfQjN8kHabeqcfxeAa+UGcd+zCASek2XS7978N4p6McNQ9mVulgxBI2dQ5dwYW1enUBBtTX0IzdSJ0E192FqrfI90y7JMQEBArt+LOQ22d10QWIdOp6Nx48a2robACoRm6kNoljealGsYJXuSnAK4VGWqrasDmNzLSwQ+mFZW3NzLH3Cy0gycMm5xteJIW1elUBBtTX0IzdSJ0E192LqPlu+z79y583HWo9hgMBS/dT+LMwaDgZiYGPz8/IS7nUoQmqkPoVneGD3qsLfuPkoYb2PUFo0lnWSjkdSbV3H08rV1VR4byU5ViKi3C3td8XAPFW1NfQjN1InQTX3Yuo+W7053ixYtHmc9ig3CxV5dyLLMvXv3qFSpkq2rIsgnQjP1ITTLH3qdOym6ktjbuiJmZBl9YhyUKU+xil7+MJm89DSGZIxaZxtW5tEQbU19CM3UidBNfdi6j1Y8Xu0WIWztuiCwDp1OR4MGDYRuKkJopj6EZrlw9hs4vwTkouclJWm1uFUNQnoaRnFkA+Uvz6bh/kAcU2JsXZsCI9qa+hCaqROhm/qwtVai013I2Np1QWAdBoOB06dPC91UhNBMfQjNciD5OkR9CIfeQXt9o61rkwXZaCT57wvIT0WgIA0e93Zhp79L5fNjH8sZUg1GEjOs21KtnEsv2pr6EJqpE6Gb+rC1VuL1jOCpJyUlxdZVEFiJ0Ex9CM2y4dhHoE+CUs9jKNsJrifZukYPISNnpAEyxdq9HECSuFD1c+pHPE+p279T8s4W7pUKKbTiUw1G9sUmk6K3rhPtpNPQxMcZR23+x0hEW1MfQjN1InQTWIMY6S5kRDAFdaHVaqlXr57QTUUIzdSH0Cwb7h6Bi6Gm9LPzLOYVFxUkjRYXvxpImqdDtxSXQK6XNy3bVuXcGCRjWqGVrTdCit6ITiPhpNPka9NpJFL0Rqzpp4u2pj6EZupE6KY+bK2V1Z3u0NBQkpOTH0ddigW2dl0QWIfBYODEiRNCNxUhNFMfQrOHkGU4MtyUrvQ2lH7OptXJCdloIOnyWWTj06PblUofkmbvjVPKBcpd/brQy7fTSNhr87fZaax/ESPamvoQmqkToZv6sLVWVne6x40bh7e3N/3792f//v2Po04CgUAgEBRfrv4M/+wFrRPUnWHr2ggyYdCVIKbKNAAqXJqFferfNq6RQCAQCIoDVne6//77b3744Qfu3btHq1atCAwMZObMmdy4ceNx1E912Np1QWAdWq2WWrVqCd1UhNBMfQjNMmHUQ+SHpnSND8G5vG3rkwuSRotLxYCnxr3czD9e3Yhzb4wkZ+AeF27r6liFaGvqQ2imToRu6sPWWlnd6dZqtXTq1In169dz9epV3nnnHVatWkWFChXo1KkTv/32G8YCRDqdMWMGkiQxfPjwXPOtWrWKOnXq4OzsjI+PD3379uXOnTvK9y1btkSSpCxbhw4dLMrw9fXF09OT0aNHW5R/6dIlAgICiI+Pt9oGsL3rgsA6DAYDkZGRQjcVITRTH0KzTGh00ORH8H0Nqo/OO78NkY0GkmJOPVXu5QBIEucC5/NXw0P84/W6rWtjFaKtqQ+hmToRuqkPW2v1SIHUypQpQ5MmTWjUqBEajYbjx4/Tp08fqlSpQlhYWL7LiYiIYPHixQQFBeWab+/evfTq1Yv+/ftz8uRJ/vvf/xIREcGAAQOUPOvXryc2NlbZTpw4gVar5fXXTf84b9++zYABA5g9ezZbtmxhxYoV/P7778rxgwcP5rPPPqNEiRLWXQyBanFycrJ1FQRWIjRTH0KzTJRuCM3+CzpnW9ckDyQkOweKfeTybEhxDiDFuaqtq1EgRFtTH0IzdSJ0E1hDgTrdN2/eZPbs2dSsWZOWLVsSHx/Pxo0biYmJ4fr163Tt2pXevXvnq6zExETeeustlixZQsmSJXPNe+DAASpVqsSwYcPw8/OjadOm/Oc//+Hw4cNKHk9PT7y9vZVt27ZtODs7K53uixcv4u7uTvfu3WnQoAGtWrXi1KlTAKxevRp7e3u6du2aZ73T0tKIj4+32DJjMBiUNyqZ03q93iJt9grIKZ2RkWGRlmXZIi3LcpY0YJE2Go0Wab1en2vaYDBYpLOzoyjZZC6/IDYBVK1aFa1WW6RsyuwtUhR0Mtf1UXUqDJsya5aTTZl5mtpTYej0OGySZdlCs8JsT5l52CYzj0snM/m2KeWfXG2SDXqLtNmmf9PGbNPW2iQbDcrotSltqqNssEwDOJevArKMLJv367NNW+iQyQ7JWDCbTGlzHXNJG7PaZG17yskmsx2uCZGUuvHfbHWypj09CZskSSIwMBBZlp+a557abTJrZjQai41NxVGnh23SarVUqVIFjUZTbGwqjjpltkN17uUdO3bE19eX0NBQBg4cyLVr11izZg1t2rQBTG99PvjgA65evZqv8t599106dOigHJ8bjRs35u+//2bTpk3IsszNmzf5+eefLVzHH2bp0qW88cYbuLi4AKYf68nJyURGRnL37l0iIiIICgri7t27TJw4kfnz5+er3jNmzMDd3V3ZfH19ATh+/DgA0dHRREdHA3Ds2DHOnTsHQGRkJDExMQAcOnRIuU779+8nNjYWgN27d3P79m0AduzYwf379wHYunUrCQkJAGzatInU1FT0ej2bNm1Cr9eTmprKpk2bAEhISGDr1q0A3L9/nx07dgCmkf7du3cDEBsbqwTDu3r1KocOHQIgJiaGyMhIAM6dO8exY8eKpE27du1S9Ni3b1+BbDp58iQ7d+5Er9cXCZvMOmWeMnHj5k2b6RT3wCZzXR/Fpsw8yr139OhRwsLC0Ov1OdqUmaepPRWGTo/DpiNHjrB79270en2ht6fMPGyTmcdh09GjR5XyDx8+nKdNh7cuQvqtAkSNY+uWLVlsMuj1GE/sAaMBOSONe0fCADCkJHEvcg8A+sR47h8zzTHOiLtHymnTC+d/bt6wyiY59iLp1y4AkHz5DCnXTfdb4sWTpN402ZFw7ihp/1wj4dwx4k8fQY4z2fF/9u48Pq6q/v/46y6TpUmTJm3Tvene0g0KtKwtUIQKLZvy1e/XBVFQWb6AIqi4AIIKKl9BRRT9oehXtq8oolKhILSllKWUlu6lS5qWNl3SNPtkMvee8/tjkmnSJu1MO8mdM/k8H4955GRyZ+acvOcu595z7/U2LSdacyD2P171Jl794adiHVi+MHZ/b+UzqOytpNrkbVoeq2NNJbUb3gMgUllB3abY/7tpzw7qt64FILyrjMbyjQA079yCrth6WE5Hmp/27Yldiya84d0O23Rgxevk732Nk96dxdj1NxBqKAflo9a8jn8M8xM1lYQ3dW2bdu7cybJly1i0aFGPWe6Z3qY9e/awbNmyjGpTJuZ0aJs8z+Nf//pXvH2Z0KZMzKltmw7dZuhulj70UMFRXHPNNVx77bWcccYZnU6jtWb79u2UlpYe8b2efvppfvCDH7Bs2TJycnI499xzOemkk3jooYc6fc2zzz7L5z//+fiX4NJLL+XZZ58lFAodNu0777zDaaedxttvv82MGTPizz/33HPceeedhMNhPvOZz3D33XfzhS98gRNPPJFp06Zxyy23EI1Gufvuu7nyyis7rEckEiESOXgPz9raWoYNG8a+ffvo169ffG9M6xHU1nLrXs3Wsm3b2LbdaTkajeI4Trzsui6WZcXLENuz07YcCoXQWsfLSil834+XlVK4rttp2fd9tNbxckftSIc2RSIR/vGPfwBw6aWXkpOTk3Sbmpub2bZtG6NHj45nmQ45hRuj3PbF2A6cB347hVCWFUhOEeUw6dexfXPrrtfkZR1bm+xmzbKRDwAwvew2rFz3mL97bTPTWh/WpoiOcPb7ZwOw5MQlhHQo8+cn1YT9cOyUGH1THVZWflq16dDMUjU/RSKK3r3vB6C+/g569QodbFNdHXbLaUKqthaVm5vanGo83D4tdan2sHsfoU2WhXp5FnblEhjxaaLTf39Ym+qjioU7asjNCpHlWKB8LMeNHXGIlxUoFS83R32atM2sQb3o5ZBQm8LK4rUdNeS6Ntkht+VIqoVl27GjrdbBstaayL6dZPcbTIOyKK/3KO1lk5/jYll27Ki0bdMUtpkzJrZj+6XNDeRke2A71DcrtteGGV6QS36WnVCb6ps8yhsVpfku+a6F5Tixo+9ad1xGY9kOkahH2FOcN6yQXFsnND81+rC4opEcS5EVctq1KV62LE5673wK6t5lz4D/YvW4Rwk3Rzl3WCH5ITvh+alJ27z2YS25tkV2lttlbdJaU15ezrBhwwiFQpm93MuQNnWWmcltysScDm2T1prNmzczevRoXNfNiDZlYk5t21RdXU1xcTE1NTWBnEbsJvuCc845h5NPPvmw55ubm3n66ae56qqrsCzrqB3uHTt2cMstt7BgwQJycnIS+ux169Zx8803c+eddzJnzhwqKiq4/fbbue6663jssccOm/6xxx5j8uTJ7TrcAFdccQVXXHFF/PeFCxeyevVqHn74YcaMGcNTTz3FwIEDmTFjBrNmzaKkpOSw987OziY7O/uw57OysoD2V8hrW279wiZabrszIZmyZVnxcusXMNFyZ3VPtza1nab1/ZNtU1ZWFuPGjeNQ6ZBTK9u2cV0n4TalMqe2I8MtyzrmNvnNzbR1PN+9o2bmd/J8AnVPpk2Jlrtlfooe/P8eT05d1aZk57NEs2k+5Ht1aJta2baNfYzLiIRzso/Qpu3PxjrcTi6ceF+neViOG7/4J44bf/5g2QbHjpctxwJPtSwjEmyTUli2g9UyTdsrk1tO+7IF5A6KrcutZtXyfKzD3VruiNWm7tpOtk0u0NxSbq3jwSw7LztYLfe1TnR+snXbNlmHtam1vGXc/3DS8nMZsOcpdgy8mqa80+NtSnh+iqpuaRPAmDFjaCtjl3sZ1KbjySxd25RsO0xs0/jx4zOuTZmYU2vZuOHln//856mpqTns+bq6Oj7/+c8n/D7Lly9n7969nHLKKbiui+u6LFq0iJ///Oft9nq0dd9993HWWWdx++23M3XqVObMmcMjjzzC7373u/jQglaNjY08/fTT7S6y1pFIJMINN9zAo48+yubNm/E8j3POOYfx48czbtw43n777YTbBO3P8xPpz/M8li5dKrkZRDIzT4/OzG+CFS1XKT/h65A3LNj6JEH7PrUb3oufb9xT1Recwu5BsevUjN98G+j0/X/06HnNUJKZmSQ38wSdVdKd7tbhnIf68MMPKSwsTPh9zj//fFavXs3KlSvjj1NPPZVPf/rTrFy5ssO9EY2Nje2OXsDBvRaHjpL/v//7PyKRCJ/5zGeOWI97772Xiy66iJNPPrndSf0QO/G+o87/kRxaP5HebNtmyJAhkptBJDPz9OjMNjwEDdsgdwhMTO9bhB3GssgqHgAdrPN7mm2j7ibqFtG7YTWlu38XdHU61aPnNUNJZmaS3MwTdFYJDy+fNm1afDjV+eef3+4Qvu/7lJWV8dGPfjThD+7duzeTJ09u91xeXh59+/aNP3/HHXewc+dO/vjHPwKxi7h98Ytf5Fe/+lV8ePlXvvIVZsyYweDBg9u912OPPcbll19O3759O63D2rVreeaZZ1i5ciUAEyZMwLZtHnvsMQYOHMiGDRuYPn16wm2C4AMVybFt+6inQoj0IpmZp8dmFt4Na38QK5/0I3Dzgq1PkizbJqdkSMtvh1+lvCfxsvpRPuq7jPngVsZvv5fmKZ+F0OGnngWtx85rBpPMzCS5mSfoPlrCne7LL78cgJUrVzJnzhzy8/Pjf8vKymLEiBF8/OMfT2nlKioq2L59e/z3q6++mrq6Oh5++GG+9rWv0adPH2bPns2PfvSjdq/74IMPWLJkSfyKeh3RWvOlL32JBx98MH5l89zcXB5//HFuvPFGIpEIDz/8MEOGDOn0PToS9NAFkZzW4UFnnnlmux1JIn1JZubpsZlVvQtaQd/TYMR/BV2bpLUOLy+YcDI98V7dh6oYfA199r1IRdEcRoa6/yI8ieix85rBJDMzSW7mCbqPlvC35K677gJgxIgRfPKTn0z44mfJWLhwYbvfH3/88cOmuemmm7jpppuO+D7jxo07bLj5oSzLit9mqq158+Yxb968o9a1M0HvRRHJsW273X0WRfqTzMzTYzMbMg8u+QCitWAZ2HbLInfQcBle3spyeH/KXwh7ipF2VtC16VCPndcMJpmZSXIzT9BZJb1r5nOf+1xX1CNjBB2oSE7rOTnCHJKZeXp0Zr2GAGa23bLt2DndQE8fXt4hrdNuh0SPntcMJZmZSXIzT9B9tIQ+vbi4OH6z8aKiIoqLizt99HRBD10QyfE8j1dffVVyM4hkZp4el9nuV2DPoqBrcdy071Gz+s3Y/arFQVrjlv8JXpgE9duCrk07PW5eywCSmZkkN/MEnVVCR7offPBBevfuHS93dPVyERP0XhSRHNu2mTx5suRmEMnMPD0qM78J9fYXsRu20XTan/CGJ3Yud0NU4R/5rKjuZ9vkDhsHtg3pe5esbucDVtkfoHY90VXfIzL9saO+prvy7VHzWoaQzMwkuZkn6KwS6nS3HVJ+9dVXd1VdMkLQgYrk2LZNSUn6XYFWdE4yM09Pyiy6/iFCDdsIZw1mIbPxd9Yn9jqlqWzyyXFCZDnpsWPbsmyy+rTeAUSGlwN4SrM37PNmybc5d9+ruNv+yJKi/6Yhd+wRX9dd+fakeS1TSGZmktzME3QfLaFPr62tTfjR00Wj0aCrIJIQjUZ56aWXJDeDSGbm6TGZNdfgrv8xAJtK7yQruze5rp3Qw7UtPKVRaXS0W/seB1a8LsPL21A61vGuKzyVfcUXYaGY+OF9aZNvj5nXMohkZibJzTxBZ5XQke4+ffocdUi51hrLsvD9nj0GzXGcoKsgkuA4DtOnT5fcDCKZmafHZLbxZ1jRA9TljmffwP9M6ohms58eR7fbsW3yx0yR4eUdcC2LHaO+S/+qfzFg31/YOeI2GvKndDp9d+XbY+a1DCKZmUlyM0/QWSXU6X7ttde6uh4ZI+ihCyI5tm3LBQANI5mZp0dk1nwANvwUgA+GfQMs8zfELMsm1LtPy28yvPxQDb2nsq/kY/Tf+1dKt97Luqn/F3SVesa8lmEkMzNJbuYJuo+WUKf7nHPO6ep6ZIyghy6I5ESjURYsWMCFF15IKBQKujoiAZKZeXpEZhsehGgNfsEkKvpeQW7Q9UmB1uHlRdNmkuDZaD1O+Yhv02/v3+i7fz69GtbRmDcx0Pr0iHktw0hmZpLczBN0Hy2hTveqVaviV+hbtWrVEaedOnVqSipmKtdN+tbnIkCu6zJz5kzJzSCSmXl6RGYFEyBvBM2T7gIrQzqotkPBxOlgO6TfpdXTQzhvPNtGfY+6gmmBd7ihh8xrGUYyM5PkZp6gs0ro00866SR2795NSUkJJ510EpZlofXhK2A5pxu5nZphLMuioKAg6GqIJEhm5ukRmY34FAy7Et+3YVdj0LVJCcuycHvlt/wmne7OfFj61aCrENcj5rUMI5mZSXIzT9B9tIR2x5eVldG/f/94eevWrZSVlR322Lp1a5dW1gRBD10QyYlGozz//POSm0EkM/P0mMycrMw5yk1seHnVO6/I1cuT4EaroIODEt2lx8xrGUQyM5PkZp6gs0roSHdpaWmHZXG4oIcuiOS4rsuFF14ouRlEMjNPRmd28f/AtgI44WqwM+y8Ptuhz0lny/DyBA3b9hOGbv8fNkz6Awf6zgmkDhk9r2UoycxMkpt5gs7qmD5948aN/OIXv2D9+vVYlsWECRO46aabGD9+fKrrJ0SXC3omFMmTzMyTkZkV7IErvwvvh6FoGAz+aNA1SjnLycDcuojrHcD16xmx9R4OFF8Q2KiHjJzXMpxkZibJTSQj6TXCs88+y+TJk1m+fDknnngiU6dO5b333mPy5Mn8+c9/7oo6GsXzZBieSTzPY/78+ZKbQSQz82RsZpf8GLLD0GcGDArmyGaXUj4Hli8E1bOv1ZKoHcNvxXPyya9/n377ng+kDhk7r2UwycxMkpt5gs4q6V00X//617njjju455572j1/11138Y1vfIP/+I//SFnlTCR7vcziui4XX3yx5GYQycw8GZlZUwV85JFYecL3IBMvomk7FJ1yrgwvT5CX1Y9dQ29kePmPKC37PpX9L+32+7Vn5LyW4SQzM0lu5gk6q6SPdO/evZurrrrqsOc/85nPsHv37pRUSojuFPSeL5E8ycw8GZfZpvshqwk+OANKMvAodwu5iFpyPhx+M1G3iF6NGynZ83+B1CHj5rUeQDIzk+QmkpF0p/vcc8/l9ddfP+z5JUuWMHPmzJRUymQyA5rF8zwWLFgguRlEMjNPxmXW+CFsezRWfvaezDzKDaB8qlcukeHlSfDdQj4c/hUAhpf9EEt179VyM25e6wEkMzNJbuYJOquEjrP//e9/j5cvvfRSvvGNb7B8+XJOP/10AN566y3+/Oc/873vfa9rammQUCjDrl6b4UKhEJdddlnQ1RBJkMzMk3GZrb0PVAQ2zIS15wddmy5jOS7FMz4S+8VXwVbGILuGXseQHQ+THfmQ3rXvUNvnrG777Iyb13oAycxMkpt5gu6jJdTpvvzyyw977pFHHuGRRx5p99yNN97Iddddl5KKmUoHeH9OkTytNXV1dfTu3RsrU49WZRjJzDwZl9mIz0D1B/CDbwEZ0J5OaK3xww04uXlBV8Uoyslj48THCOeOJpLbvbdZzbh5rQeQzMwkuZkn6D5aQsPLlVIJPXxfhqAFPXRBJMfzPF5//XXJzSCSmXkyLrP+Z8CZL8O684KuSddSPrXrlsnw8mNQXTy72zvckIHzWg8gmZlJcjNP0FnJJfdSLOihCyI5oVCIuXPnBl0NkQTJzDySWdfxtaYhmvjQ74aoSvhC5JbjUnxqy44FGV5+zPLq3ifsjgSyuvyzZF4zj2RmJsnNPEH30Y6p093Q0MCiRYvYvn07zc3N7f528803p6RiplJKNkxMopSiurqaPn36YNtJX1dQBEAyM0/GZPbuTWBnwcRvACVB1wZPafaGfZbubiSU4L81qjSVTT45Togs58hDIrVWePW1uPkFKahtzzRy87cYuuPnbBx+J1v6dP32UcbMaz2IZGYmyc08QffRku50r1ixgosvvpjGxkYaGhooLi6msrKSXr16UVJS0uM73TLE3iy+77Ns2TJmz54tC01DSGbmyYjM6rbApl+B9mHYldAr+E630rGOt2tDrpvY/1V7Ck9pVCJHu5WifvNq+kw9g2O42YkA6vNPBGDUzp+zpPfngP5d+nkZMa/1MJKZmSQ38wTdR0v6W/LVr36VSy65hKqqKnJzc3nrrbcoLy/nlFNO4YEHHuiKOhol6KELIjmhUIg5c+ZIbgaRzMyTEZmtuTfW4R50Ueyc7jTiWhZZTmIPN4kL/liOS9G0mViOnIl2rPYNuJKGvBMI+dWcuO+Ro7/gOGXEvNbDSGZmktzME3RWSXe6V65cyde+9jUcx8FxHCKRCMOGDePHP/4x3/rWt7qijkYJeuiCSI5Sir1790puBpHMzGN8ZrUfwLb/jZWn9pxbY2qtaK7ej9aG5pYOLIfyEd8GYErlb3G9mi79OOPntR5IMjOT5GaeoLNKutMdCoXil8YfMGAA27dvB6CwsDBe7smCDlQkRynFmjVrJDeDSGbmMT6zNfeAVjDkEug7PejadB+lCO/4AEzNLU3s738p9bnjyVa1DN/9/7r0s4yf13ogycxMkpt5gs4q6U73tGnTePfddwE477zzuPPOO3niiSf4yle+wpQpU1JeQdO4rgzDM4nrusyePVtyM4hkZh6jM6tZD9uejJWn9Jyj3BAbXl445QwZXn68LJstQ78GwMidD2P7DV32UUbPaz2UZGYmyc08QWeVdKf7hz/8IYMGDQLg3nvvpW/fvlx//fXs3buX3/zmNymvoGmC3osikqOUYufOnZKbQSQz8xid2dofABqGXg7F04KuTbfSStFctQdtYm5ppqL/ldRkjUBbNr0aNnbZ5xg9r/VQkpmZJDfzBJ1V0l3+U089NV7u378/8+fPT2mFTBd0oCI5Sim2bNnCgAED5OqThpDMzGN0Zif9CLKKYPS1Qdek+2lNuGI7ocJ+QOIXYBOH05bLv0b8iaLiMfTKze+yzzF6XuuhJDMzSW7mCbqPdszH2ffu3cvGjRuxLIvx48fTv3/X3gbDFEEPXRDJcV2XWbNmBV0NkQTJzDxGZ9ZrCJz6i6BrEQjLcSic1HIOuy87lI/XgZwJFDpZXfoZRs9rPZRkZibJzTxB99GS3jVTW1vLZz/7WYYMGcI555zDrFmzGDx4MJ/5zGeoqenaq3KaIOi9KCI5SinKy8slN4NIZuYxMjPlBV2DwGmlaNq7U4aXp5pWFFe+gKWiKX9rI+e1Hk4yM5PkZp6gs0q6033ttdfy9ttv889//pPq6mpqamr45z//ybvvvssXv/jFrqijUYIOVCRHzskxj2RmHiMze+vzsHAeVK8NuibB0Zrmqj2gddA1ySiT37+USas/Sf89z6T8vY2c13o4ycxMkpt5gs4q6U73Cy+8wO9+9zvmzJlDQUEBvXv3Zs6cOfz2t7/lhRde6Io6GiXooQsiOa7rcuaZZ0puBpHMzGNcZnVboPxJ2PUCqKagaxMYy3EomHAyluMEXZWMcqD4AgCGlT8A2k/pexs3rwnJzFCSm3mCzirpTnffvn0pLCw87PnCwkKKiopSUimT+X5qV6Cia/m+z+bNmyU3g0hm5jEus/U/jt2Xe9BHofiUoGsTGK0U4YpyGV6eYhWDryHqFtMrvJn+e/+a0vc2bl4TkpmhJDfzBJ1V0p3u73znO9x6661UVFTEn9u9eze333473/3ud1NaORNpGYZnFK01Bw4ckNwMIpmZx6jMGnfC1sdj5UnfDrQqgdMar75GhpenmHLz2TnsBgCGlf8ktoMnRYya1wQgmZlKcjNP0FkldJx92rRpWNbB24Vs2rSJ0tJShg8fDsD27dvJzs5m3759fPnLX+6amhoi6KELIjmu6zJ9+vSgqyGSIJmZx6jM1j8AqhlKZkHJ2UHXJlCW49B77NTYL3L18pTaNeQ6hm7/OXkN6+hb+QL7+1+Skvc1al4TgGRmKsnNPEH30RL69Msvv7yLq5E5gh66IJLj+z6bNm1i7NixOHLeohEkM/MYk1nTPtj8aKw88VvB1iUNaKUI7yojd/DIoKuScfxQH3YN/RLDyx9gWPlP2N9vHljHfy90Y+Y1ESeZmUlyM0/QfbSEOt133XVXV9dDiMCEw+GgqyCSJJmZx4jMNv0a/HDsPO5BFwZdmzSg0dEIoIHj7xCK9nYNvZEhOx4BwI3ux8vql5L3NWJeE+1IZmaS3EQyjvk4+/Lly1m/fj2WZTFx4kSmTZuWynoZS/Z2mcVxHPnuGkYyM48xmU28HXL6Qf7olBx1NJ1lO+SNnNjyW/oPL/e1piGaeD0bogo/wFP8oln9WTH9DcK5Y1L2fTNmXhNxkpmZJDfzBN1HS7rTvXfvXv7zP/+ThQsX0qdPH7TW1NTUcN555/H000/Tv3//rqinMYIeuiCS4/s+69ev54QTTgh8ZhSJkczMY0xmTg6MvT7oWqQNrXwad2yh17DRpPuRbk9p9oZ9lu5uJJTgJWKjSlPZ5JPjhMhygmlfuNfYlL6fMfOaiJPMzCS5mSfoPlrSVy+/6aabqK2tZe3atVRVVXHgwAHWrFlDbW0tN998c1fUUQghhOg6fjMo2WFqMqVjHW/XhlzXTujh2hae0qg0uPiw49XQf/czQVdDCCFEF0n6SPeLL77IK6+8wgknnBB/buLEifzyl7/kwgvlHDjZ22UWx3GYPHly0NUQSZDMzJP2mW3+NWx6BE68H4ZdHnRt0oZlO+SVjmv5Lf2HlwO4lpXwUetmPz2O3tt+A9Pfmkooup9wr9HUF5x6zO+V9vOaOIxkZibJzTxB99GSPtKtlCIUCh32fCgUQikzVspdKeihCyI5vu+zYsUKyc0gkpl50jozvxnW/wRqN0LTnqBrk1a08mkoW4eWUQBdSjl57O97EQDDy39yXO+V1vOa6JBkZibJzTxBZ5V0p3v27Nnccsst7Nq1K/7czp07+epXv8r555+f0soJ0R1yc3ODroJIkmRmnrTNrOyP0Pgh5A6CUZ8LujZpxsIKZZPu53Nngg9Lv4bGom/lC+TVrz6u90rbeU10SjIzk+QmkpF0p/vhhx+mrq6OESNGMHr0aMaMGcPIkSOpq6vjF7/4RVfU0ShBD10QyXEchwkTJkhuBpHMzJO2mSkP1t0fK0+4LXYhNRFn2Ta9ho7GspPeVBBJCvcay76SjwMw7DiOdqftvCY6JZmZSXIzT9BZJb0mHTZsGO+99x4vvPACX/nKV7j55puZP38+y5cvZ+jQoV1RR6N4nhd0FUQSPM9j2bJlkptBJDPzpG1m2/8M9Vsguy+M/XLQtUk72vep27QKLcMnu8WO0tsA6Lf3OXIbNh7Te6TtvCY6JZmZSXIzT9BZJXUhNc/zyMnJYeXKlVxwwQVccMEFXVUvY1lyb1ejWJZFUVGR5GYQycw8aZmZVrD2h7Hy+K+AmxdoddKSZeHmF8o9y7tJY/5kKvvNo1/lPxm2/X+oGfdo0u+RlvOaOCLJzEySm3mCziqpI92u61JaWhr4iejpLOihCyI5juMwZswYyc0gkpl50jKzPQuhZg24vWHcjUHXJi1Ztk3uoFIZXt6NdpTejrYcNDbo5O9llpbzmjgiycxMkpt5gs4q6TXpd77zHe644w6qqqq6oj7GC3rogkiO53ksXbpUcjOIZGaetMxswHkw+99wys8gqyjo2qQl7fvUbnhPhpd3o/qCU3jnjA1sOuHXxzTCIC3nNXFEkpmZJDfzBJ1V0vfp/vnPf87mzZsZPHgwpaWl5OW1H5L33nvvpaxyJrLliIBRbNtmyJAhkptBJDPzpGVmlgUDZwddi/RmWWQVD5Dh5d2sOXvQMb82Lec1cUSSmZkkN/MEnVXSne7LLrss8DHx6SzoQEVybNumtLQ06GqIJEhm5km7zKL1EMoPuhZpz7JtckqGtPymAq1LT9SrcSNFNSthyOcTfk3azWviqCQzM0lu5gm6j5Z0p/vuu+/ugmpkjqCHLojktA4POvPMM3HdpGcHEQDJzDxpldm+N2HhR2H8V2Hq3cHWJc21Di8vmHAycq/u7tWrfg0nv3sGys4hfMI8CA1I6HVpNa+JhEhmZpLczBN0Hy3hLn9jYyM33ngjQ4YMoaSkhE996lNUVlZ2Zd2MFPReFJEc27YZPXq05GYQycw8aZXZ2h9AtBbCHwZdk/RnWeQOGi7DywPQmDeJ2t4n46gwWZt+nvDr0mpeEwmRzMwkuZkn6KwS/vS77rqLxx9/nLlz5/Kf//mfvPzyy1x//fVdWTcjBR2oSI6ck2Meycw8aZPZgZWw6wWwbDjhG8HWxQCWbZNVPECuXh4Ey6J82K0AhDb/MrajKAFpM6+JhElmZpLczBN0Vgl/+l//+lcee+wxfvOb3/Dzn/+cF154gb/97W9y+7BDBD10QSTH8zxeffVVyc0gkpl50iaztffFfg7/BBSMDbYuBtC+R83qN9G+zGtB2Nd3HnW547GiNbDpVwm9Jm3mNZEwycxMkpt5gs4q4U73jh07mDlzZvz3GTNm4Louu3btOuYP/9WvfsXUqVMpKCigoKCAM844g3/9619HfE0kEuHb3/42paWlZGdnM3r0aH73u9/F//74449jWdZhj6ampvg0TzzxBMOGDaO4uJjbb7+93ftv27aNcePGUVub2F7lQwW9F0Ukx7ZtJk+eLLkZRDIzT1pkVrsRtv85Vp70reDqYRLbJnfYOJB5LRiWzZYhX4mVNzwIXvioL0mLeU0kRTIzk+RmnqCzSvjMf9/3ycrKav9i1z2uvQZDhw7l/vvvZ8yYMQD84Q9/4LLLLmPFihVMmjSpw9d84hOfYM+ePTz22GOMGTOGvXv3HlaHgoICNm7c2O65nJwcACorK7n22mt5/PHHGTVqFHPnzuXcc89l7ty5AFx//fXcf//9FBQUHFObgg5UJMe2bUpKSoKuhkiCZGaetMhs3Y8ADUMuhT5TEn5Zk6/wOrpwdxTyW/Zb10cVRGNPN0QVvj7+6qYDy7LJ6tO35Te5enkQdvb7D6buug+7cTuUPQ5jj3xaX1rMayIpkpmZJDfzBN1HS7jTrbXm6quvJjs7O/5cU1MT1113Xbt7df/1r39N+MMvueSSdr//4Ac/4Fe/+hVvvfVWh53uF198kUWLFrF161aKi4sBGDFixGHTWZbFwIEDO/zMrVu3UlhYyCc/+UkAzjvvPNatW8fcuXN58sknycrK4mMf+9hR6x6JRIhEIvHfW4+MNzU1UVBQEB927zhOu7LneViWFS/bto1t252Wo9EojuPEy67rYllWvAyx4RJty6FQCK11vKyUwvf9eFkpheu6nZZ930drHS931I50aFM0Go3//1unT7ZNTU1NLFy4kPPPPz8+M6ZLTq2UUnieDiQnpRxaB8RorYFja9Ohi7nj+e61zax1JEvbNh2qR8xPSsX/x1prLEirNh2aWarmp9h38qBD29T6P1FN+7HKn8YC1MRvojpYXnTUpigWS3bWEfYUlu2glQ9YWLaNXe9zMUUALN5Rg58Xez7qeVRGFDm9swnhg21jWXZsiHa7soNlWfGy1hpLeWgdywblYznuIWUFSsXLrcO+Y2WN5ThopUB3UiY2D6NUS1vsdm3Svg/WwbJWPjVr3qZw0gy0dmKf5Xto7bZr06GD5rq7TfFsWpabR2pTu/a1fH86alMqc4rVywatYnXATrhNCpvo+NvIWvs9dMt3+kjLCN/3WbhwIbNmzSI7Ozuzl3sZ0qbOMjO5TZmY06Ft8n2ff//738yePZusrKyMaFMm5tS2TW37DUFIuMv/uc99jpKSEgoLC+OPz3zmMwwePLjdc8fK932efvppGhoaOOOMMzqc5u9//zunnnoqP/7xjxkyZAjjxo3jtttuIxxuP+Sqvr6e0tJShg4dyrx581ixYkX8b2PHjqWxsZEVK1ZQVVXFsmXLmDp1KlVVVdx55508/PDDCdX3vvvua9fuYcOGAcSPsK9fv57169cDsGrVKjZt2gTAihUrKCsrA+Cdd95hx44dACxdupSKigoAFi9eHL8y/Kuvvkp1dTUACxYsoK6uDoD58+fT1NSE53nMnz8fz/Noampi/vz5ANTV1bFgwQIAqqurefXVV4HYkf7FixcDUFFRwdKlS4HY6QPvvPMOAGVlZfH/2aZNm1i1alVatmnRokXxPN54441jatOmTZvo168fjuOkRZtac9q/f3+8bbv37Aksp5qWNrXW9Xja1NbxfPfWr1/PgAEDcByn0za11ZPmp1Tk1BVtWrVqFYMHD8ZxnJTPT20d2qZWlbU+bxb9Fk5+kIrm4Qm3yVPQuGMz1u4ycl0be9dmnMrt5Lo21ocfxN/f2rGOUO2e2DRl7+PW7UdpqF23jGjNgVh9Vr2JVx/bOXtgxev44YZYeflCdDQCymdQ2VugfHQ0woHlCwHwww0cWPE6AF59LdWr3gQgWnMAb9NyAHRNJbUb3gMgUllB3ab3AWjas4P6rWsBCO8qo7E8tn4qqNqGX7EVgMbyjYR3xb5v9VvX0rQnlk3dpvdpPrCX/DFTqNv0Promlo23aXmHbWoriDb5FVspqNp21DZFKmPft9oN7x21TanKqXbdMgByGqrwtqxIuE3NO7egK7YSHXkNq0b+nQ/0+cCRlxH79u1j+vTpLF26tMcs90xv04EDB5g+fTqLFy/OmDZlYk6Htqm189faB8mENmViTm3b5DixncdBsfShhwq62erVqznjjDNoamoiPz+fJ598kosvvrjDaT/60Y+ycOFCPvKRj3DnnXdSWVnJDTfcwOzZs+Pndb/11lts3ryZKVOmUFtby89+9jPmz5/P+++/z9ixsQvnPPfcc9x5552Ew2E+85nPcPfdd/OFL3yBE088kWnTpnHLLbcQjUa5++67ufLKKzusS0dHuocNG0ZVVRVFRUWy96kb2hSJRPjHP/4BwKWXXkpOTo7xbWrNKdwY5bYvrgbggd9OIZRlBdKmiHKY9OvYvrl112vyso7xSHezZtnIBwCYXnYbVq7bZTlFdISz3z8bgCUnLiGkQ5k/P6km7Idjp8Tom+qwsvLNb1MCOUUiit697wegvv4OevUKHWxTXR12y2lCqrYWlZubdJvCyuK1HTXkujbZIbfdEVSrzufs8bH3X7KxFtVypLsuHKW8IcqIghzyHJXwke76ZsX22jDDC3LJz7ITOoJa3+RR3qgozXfJd62Ejgo3eBbbapoo7R2id04o4aPC9Z6mvN6jtJdNfk77o8JNYZs5Y2Ij3l7a3EBOdve2ybId6pqilNdFGVGYQ56rj7tNqcwJpWjwbbbVNlGaF6J3biihNkWiHmFPcd6wQnJtnTbrJ5OWEdImaZO0SdrU2o66ujoKCwupqak55tOIj0fgd3MfP348K1eupLq6mr/85S987nOfY9GiRUycOPGwaZVSWJbFE088ET+q/tOf/pQrr7ySX/7yl+Tm5nL66adz+umnx19z1llncfLJJ/OLX/yCn/88dq/LK664giuuuCI+zcKFC1m9ejUPP/wwY8aM4amnnmLgwIHMmDGDWbNmdXjORnZ2druh9m3rCLTbm9K23PqFTbQcCoWOqWxZVrzc+gVMtNxZ3dOtTW2naX3/ZNuklGLBggVceOGFHb5fd7epbd1b2baN6zoJtymVObUdiWO13Kv3WNrkNzfT1vF8946a2SE3VOgR81P04P/3eHLqqjZprXnppZcSns8Szab5kO/VoW0CoFdL3Y9lGaFiw8pbb5ll2QensZz2Zctu87zlt5TdNtMcuWxZFtp246dM0Ob5g2UbHDtejr22uaXcWseDy46Oyy07AlracqQ2ad+j6t1FFE2bGfvslvq2LXek+9vU0g7bP2qb2pYtXx2xTanKCccGX4Flx+uQaJssOzY/O44DWsPOf+KGCqBkFnD4PBSNRvnXv/7FhRdeGP9uZ+xyL0PadLyZpWObEq27yW2KRqPttkUyoU3Jlk1rkzHDy7tKVlYWY8aM4dRTT+W+++7jxBNP5Gc/+1mH0w4aNIghQ4a0G8Z+wgknoLXmww8/7PA1tm0zffr0+PCEQ0UiEW644QYeffRRNm/ejOd5nHPOOYwfP55x48bx9ttvJ9WetoGL9Oe6LjNnzpTcDCKZmSewzHKBh4B3PgXNB7r3szOB7VAwcTq06cSKAG34KSy6BFZ8PdYB74AsH80jmZlJcjNP0FkF3uk+lNa63bDtts466yx27dpFfX19/LkPPvgA27YZOnRop++3cuVKBg0a1OHf7733Xi666CJOPvlkfN9vd45gNBqND21IVOtRJmEGy7IoKCiQ3AwimZknsMwuAPKA+g8gdOzXHOmpLMvC7ZUv81q6GPEZcHJg/9uwd2GHk8jy0TySmZkkN/MEnVWgne5vfetbvP7662zbto3Vq1fz7W9/m4ULF/LpT38agDvuuIOrrroqPv2nPvUp+vbty+c//3nWrVvH4sWLuf322/nCF75Abm4uAN/73vd46aWX2Lp1KytXruSaa65h5cqVXHfddYd9/tq1a3nmmWe45557AJgwYQK2bfPYY4/xwgsvsGHDBqZPn55Um4IeuiCSE41Gef755yU3g0hm5gkkM68RPtpSHvs14uO/RcK071H1zivxK4qLgOUOgFFfiJXX3tfhJLJ8NI9kZibJzTxBZxXocfY9e/bw2c9+loqKCgoLC5k6dSovvvgiF1xwARC74t327dvj0+fn5/Pyyy9z0003ceqpp9K3b18+8YlP8P3vfz8+TXV1NV/60pfYvXs3hYWFTJs2jcWLFzNjxox2n6215ktf+hIPPvhg/JZnubm5PP7449x4441EIhEefvhhhgwZklSbgh66IJLjui4XXnih5GYQycw8gWS2/Y9QCOwFhnR8QUxxFLZDn5POjg0vz5Sbj5vuhNth86Ow+2XY/y70PbXdn2X5aB7JzEySm3mCzirQT3/ssceO+PfHH3/8sOcmTJjAyy+/3OlrHnzwQR588MGjfrZlWfHbTLU1b9485s2bd9TXi8wR9EwokieZmadbM1NR2NxybZB/Al8MHXFy0bnOLpYmApI/Ako/Bdv+F9bdBzP/ctgksnw0j2RmJslNJEPG26XYofeNFemts/v9ivQlmZmn2zPb9iSEd0A1sLh7PjIjKT92H2qV3LVNRBeb+I3Yzx3PQc36dn+S5aN5JDMzSW7mCTor2UWTYrLXyyyu63LxxRdLbgaRzMzT7ZltaRlF9S9ATrc7drZD0SnnyvDydNNnEgy9DOq3QbSm3Z9k+WgeycxMkpt5gs5KjnSLHi/oPV8ieZKZebo1s/NehCk/gX9330dmKrmIWpo6/Q9w0Qrod/phf5Llo3kkMzNJbiIZ0ulOMZkBzeJ5HgsWLJDcDCKZmafbM3N7wajrIdw9H5exlE/1yiUyvDwdZRVCB7e/keWjeSQzM0lu5gk6K+l0p1goJBfsMUkoFOKyyy6T3AwimZmn2zJrqgStuvYzehDLcSme8RG5mFo6i9bD+v+Bpr2ALB9NJJmZSXIzT9BZSac7xbSW895MorWmtrZWcjOIZGaebstsyX/A/Kmwf1nXfk4PobXGa6yXeS2dvf5xWHEbbIxdrV+Wj+aRzMwkuZkn6Kyk051iQQ9dEMnxPI/XX39dcjOIZGae7sjMrnoL9i6Eug8gZ2CXfU6Ponxq1y2T4eXpbOz1sZ8fPAzNNbJ8NJBkZibJzTxBZyWd7hQLeuiCSE4oFGLu3LmSm0EkM/N0R2ahTT+OFUZ8FvKGddnn9CSW41J86nkyvDydDb0UCidCtBY2/UqWjwaSzMwkuZkn6Kyk051iSsn5hCZRSlFVVSW5GUQyM09XZzZ52B7c3S8A1sF7GHegyVfURxN/NERVj75TltaKaF01Ws6TT1+WDSe0fOc3PohqbpDlo2FknWYmyc08QWclne4U830ZhmcS3/dZtmyZ5GYQycw8XZ3ZNy9ZEisMvxIKxnU4TZOveKOikYU76xN+LN3dwN6wh6d6aM9bKeo3rwbZqExvI/4L8kqhaS96y2OyfDSMrNPMJLmZJ+isZMxYigU9dEEkJxQKMWfOnKCrIZIgmZmnKzMbVVLFf56xJvbLxDs6nc5TEPYUrm0Rsg+/1VJHtKfwlKan9rktx6Vo2szYL750vNOWHYITbod3/xvng58y55JNseeEEWSdZibJzTxB99HkSHeKBT10QSRHKcXevXslN4NIZubpysw+fdYqHFvjlVwIxdOOOn3ItshyEnu4HdwHuSfRWtFcvV+Gl5tg1BcgdxC6eDr7dm2W5aNBZJ1mJsnNPEFnJZ3uFAs6UJEcpRRr1qyR3AwimZmnKzO797lz+OiPPk30hHtS/t49nlKEd3wgw8tN4ObCvI34ZzzF6g8qZPloEFmnmUlyM0/QWcnw8hRzXfmXmsR1XWbPnh10NUQSJDPzdG1mFi+tGovqc/Sj3CI5luNSOOWM2C8yvDz9hXrjgiwfDSPrNDNJbuYJuo8mR7pTLOi9KCI5Sil27twpuRlEMjNPl2QWrYs9RJfRStFctQct85oxlFLs3vwGatXdoHvoxQgMI+s0M0lu5gk6K+l0p1jQgYrkKKXYsmWL5GYQycw8XZLZhp/S6+WxXHve8tS9p2hPa8IV26XzZhDVXE+/ZR/FXvM9qHgx6OqIBMg6zUySm3mCzko63SkW9NAFkRzXdZk1a5bkZhDJzDwpzyxaDxt/jhU9QG04OzXvKQ5jOQ6Fk6ZjOU7QVREJcnMKcCdcF/tlzb2yw8QAsk4zk+RmnqCzkk53igW9F0UkRylFeXm55GYQycw8Kc9s82+guQqVN5pn356YmvcUh9FK0bR3pwwvN4hSih35n0Db2VD5JuxdGHSVxFHIOs1Mkpt5gs5KOt0pFnSgIjlyTo55JDPzpDQzPwIb/geA6NjbUFpWY11Ga5qr9sjRUoMopdixL4oedU3siTXfD7ZC4qhknWYmyc08QWclWyspFvTQBZEc13U588wzJTeDSGbmSWlmZX+E8C7IHYI39NPH/36iU5bjUDDhZBlebpDWec2e9E2wQ7DnVdi3NOhqiSOQdZqZJDfzBJ2VdLpTzPf9oKsgkuD7Pps3b5bcDCKZmSdlmakorL0vVj7ha+DI+dxdSStFuKJchpcbJD6v5QyGkVfHnlz7g0DrJI5M1mlmktzME3RW0ulOMS3D8IyitebAgQOSm0EkM/OkLLPKN6GxHLL7w5gvp6ZyonNa49XXyPByg7Sb1yZ9E7L7QvEpoGXHSbqSdZqZJDfzBJ2VjIlIsaCHLojkuK7L9OnTg66GSIJkZp6UZVYyC+ZugPrN4PaCSPPxv6folOU49B47NfaLL502E7Sb1/JHweU7ZURImpN1mpkkN/ME3UeTI90pFvTQBZEc3/fZsGGD5GYQycw8Kc2sYCwMvuj430cclVaKxg+3yPBygxw2r0mHO+3JOs1Mkpt5gs5KOt2ixwuHw0FXQSRJMjPPcWWmfKjdlLrKiARpdDQCyPBJkxw2r2kNFQtgjZzbna5knWYmyU0kQzrdKebIVV6N4jgO06ZNk9wMIpmZ57gz2/EX+Od4WHZDaismjsiyHfJGTsSyZV4zRYfzWu0GeG0OrPou1G4MrnKiQ7JOM5PkZp6gs5JOd4oFPXRBJMf3fdasWSO5GUQyM89xZaYVrP0+oCG7JOV1E53Tyqeh/AO0knktKL7WNEQV9Qk+apqirFy1uv28VngCDLkE0LDu/sDaIjom6zQzSW7mCTorueqXEEKI9PXh81C9GtzeMOGWoGsjRLfxlGZv2Gfp7kZCCR4i0crHaYgy1lfktT2qM+nbsPMfUPa/MPkuyB/RJXUWQgjRMTnSnWJBD10QyXEch8mTJ0tuBpHMzHPMmWkNa+6NlcffDFlFqa+c6JRlO+SVjpPh5QFROtbxdm3Ide2EHiHXRQ0ag7YOyazfaTDwAtA+rPtRMA0SHZJ1mpkkN/MEnZV0ulMs6KELIjm+77NixQrJzSCSmXmOObNdL8CBFeDmwfivdEndROe08mkoWyfDywPmWhZZTmIPF4Xa0ckVlSd/J/Zz6++gcWf3NkJ0StZpZpLczBN0VtLpFj1ebm5u0FUQSZLMzJN0Zm2Pco+9EXL6pb5S4igsrFA2YAVdEZEwC0LZHSdWMiv2UM2w/ifdXTFxBLJOM5PkJpIhne4UC3rogkiO4zhMmDBBcjOIZGaeY8qsoRzqNoGTCyd8resqJzpl2Ta9ho7GsmVTwRSWbWMPHInd2bw26TtQcAL0O7N7KyY6Jes0M0lu5gk6K1mTppjneUFXQSTB8zyWLVsmuRlEMjPPMWWWPwIuK4dz/gE5ctXyIGjfp27TKrQMnzSGVj7+tjX4fifz2sCPwNw1UPqJ7q2Y6JSs08wkuZkn6Kzk6uUpZlkyDM8klmVRVFQkuRlEMjPPMWcW6g0Dz++aSomjsyzc/EKQec0gFlZeAVZnpwRYFnK6QHqRdZqZJDfzBJ2VHOlOsaCHLojkOI7DmDFjJDeDSGbmSTqzvUti53SLQFm2Te6gUhlebhDLtrH7D+98eHkrLwwbfxF7iEDJOs1Mkpt5gs5K1qQpFvTQBZEcz/NYunSp5GYQycw8SWW293V4ZSa8fBbIVbMDpX2f2g3vyfByg2jfx9+yEv9o89qu+bD8Zlh1J0Rru6dyokOyTjOT5GaeoLOSTneK2XJEwCi2bTNkyBDJzSCSmXmSyqz1iuV9poLcHzpYlkVW8QAZXm4Sy8LqU3L00QlDL4eCCRCthg8e6Y6aiU7IOs1Mkpt5gs5KvikpFnSgIjm2bVNaWiq5GUQyM0/Cme17E3a/DJYLE7/ZPZUTnbJsm5ySITK83CCWbWP3HXz0ec12YNK3YuUN/wNeQ9dXTnRI1mlmktzME3RW8k1JsaCHLojkeJ7H4sWLJTeDSGbmSTiz1qPcI6+KXb1cBEr7PjVrl8nwcoNo38fftPzow8sBSv8L8kdBpBI2/6brKyc6JOs0M0lu5gk6K+l0p1jQe1FEcmzbZvTo0ZKbQSQz8ySU2f53oeJfYLU5AieCZVnkDhouw8tNYlvY/YclNjrBdmHiHbHy+p+A39S1dRMdknWamSQ38wSdlXxTUizoQEVy5Jwc80hm5kkos9aj3KWfgt6ju6di4ogs2yareIAMLzeIZdlYfUoSXz6OvAp6DYVwBWx5rGsrJzok6zQzSW7mCTor+aakWNBDF0RyPM/j1VdfldwMIpmZ56iZeQ3QsA2wYPK3u7Nq4gi071Gz+k20L/OaKbTv4W94O/Hlo5MVO9o95BLof3bXVk50SNZpZpLczBN0Vm6gn56Bgt6LIpJj2zaTJ0+W3AwimZnnqJm5eXDRitgQ84Lx3Vs50TnbJnfYOLBtkNO6zWDb2IPHJLd8HHs9jLuh6+okjkjWaWaS3MwTdFbS6U6xoAMVybFtm5KSkqCrIZIgmZknocwsG/rN6J4KiYRYlk1Wn74tv6lA6yISY1k2VkHf5LZF5Jz9QMk6zUySm3mC7qNJDzHFotFo0FUQSYhGo7z00kuSm0EkM/McKbPmHX+nPlxHfVQl/GjypQPYHbTvcWDF6zK83CDa9/DXLT22YZSNH8I718P6B1JfMdEpWaeZSXIzT9BZyZHuFHMcJ+gqiCQ4jsP06dMlN4NIZubpLLPIgXVkvX452u3LwpPfJeoWJfR+ua7NWYN6dUVVRVu2Tf6YKTK83CS2jV066diO6OxZBJt/DaE+MPpayOqT6tqJDsg6zUySm3mCzkqOdKdY0EMXRHJs26a4uFhyM4hkZp7OMrPX3YeFprrgNNycvuS69lEfrm0R9hSeHOzucpZlE+rdB8uSec0UlmVj5RUe2/Kx9D+hcCJEq2HDgymvm+iYrNPMJLmZJ+is5JuSYkEPXRDJiUajvPDCC5KbQSQz83SYWc063PInASgv/TpZjpXQI2TL+afdRfseVe++JsPLDaJ9D3/1YrxjWT7aDky5J1be8CA0Vaa2cqJDsk4zk+RmnqCzkk53irmujNg3ieu6zJw5U3IziGRmng4zW3UnFordxfOo631ycJUTnbMdCiZOj3XGhBlsB3vsKTjHunwcdgUUTQOvDtb/JLV1Ex2SdZqZJDfzBJ2VdLpTzJKrgBrFsiwKCgokN4NIZuY5LLP978KOv6Cx2DD8O8FWTnTKsizcXvkyrxnEsiysnLxjz8yyYWrL0e4PfgHh3amrnOiQrNPMJLmZJ+ispNOdYkEPXRDJiUajPP/885KbQSQz8xyW2fvfBsAr/TT1vU4IsGbiSLTvUfXOKzK83CDa9/Dff+3Yhpe3GjwX+p4GfliOdncDWaeZSXIzT9BZyZiIFAt66IJIjuu6XHjhhZKbQSQz87TLzI9AVhHYWTRPuhuqg66d6JTt0Oeks2PDy30ddG1EImwH+4Qzjn14OcTu233iD6HiRTjh66mrm+iQrNPMJLmZJ+is5JsierygZ0KRPMnMPPHMnGw4+2lo3IUODYTq+mArJo7IcmReM04qMhs4O/YQ3ULWaWaS3EQyZHh5inmeDMMzied5zJ8/X3IziGRmng4z6zU4uAqJxCifA8sXgpKbdBtD+ag1r+OnevnoR1L7fiJO1mlmktzME3RWgXa677vvPqZPn07v3r0pKSnh8ssvZ+PGjQm//o033sB1XU466aROp3n66aexLIvLL7+83fNPPPEEw4YNo7i4mNtvv73d37Zt28a4ceOora1NpjmA7PUyjeu6XHzxxZKbQSQz87iuy8UXfRR37Z1QXxZ0dUSibIeiU86Vq5ebxHawJ888vuHlbR14H/49G975cmreTxxG1mlmktzME3RWgXa6Fy1axI033shbb73Fyy+/jOd5XHjhhTQ0NBz1tTU1NVx11VWcf/75nU5TXl7ObbfdxsyZM9s9X1lZybXXXssDDzzASy+9xB/+8AdeeOGF+N+vv/567r//fgoKCo69ccIYQe/5EsmTzMyjtz2Fte5+eOk0OWpmELmImoFSmZlqhj2vwbb/hZoNqXtf0Y6s08wkuYlkBNrpfvHFF7n66quZNGkSJ554Ir///e/Zvn07y5cvP+prv/zlL/OpT32KM844o8O/+77Ppz/9ab73ve8xatSodn/bunUrhYWFfPKTn2T69Omcd955rFu3DoAnn3ySrKwsPvaxjx1Tm2QGNIvneSxYsEByM4hkZh6vOUzz8jtiv4y/JXZet0h/yqd65RIZXm4S5aPWv5m64eV9p8PQy0ArWH13at5TtCPrNDNJbuYJOqu0Oqe7pqYGgOLi4iNO9/vf/54tW7Zw1113dTrNPffcQ//+/bnmmmsO+9vYsWNpbGxkxYoVVFVVsWzZMqZOnUpVVRV33nknDz/88FHrGolEqK2tbfcAsO3Yv9T3fXzfP6zseV67slLqiOVoNNqurLVuV9ZaH1YG2pWVUu3KrV+6zsq+77crd9SOdGpT6/sfS5ts22bevHmEQqG0alPre6VLTq11Pd6cUtGmtpl11qa2etL8lIqcuqJN9rbHyde7IacEb/SN8fr6nofWsbL2j1TW7cpaa7w2+bVt+9HmIa0VuqVeWh2h3NrRbFPWyker1nod7Ihq/5Dnj7FNljpYbj3C3L6sjlBOTZvatcOyKZ7xEcA6ak7tcgigTVr50Fr3I7SpXbmbc6Ib2oRt45x4HlhW6pZ7U1ru2739GTiwKu2We6Yvyx3H4bLLLot/Xia0KRNzOrRNoVCo3fDyTGhTJubUth2hUIggpU2nW2vNrbfeytlnn83kyZM7nW7Tpk1885vf5Iknnuh0bP4bb7zBY489xm9/+9sO/15UVMQf/vAHrrrqKmbMmMFVV13FnDlzuO2227jpppsoKytj2rRpTJ48mWeffbbD97jvvvsoLCyMP4YNGwbAmjVrAFi/fj3r168HYNWqVWzatAmAFStWUFYWO6fxnXfeYceOHQAsXbqUiooKABYvXkxlZSUAr776KtXV1QAsWLCAuro6AObPn09TU1O7Czk0NTUxf/58AOrq6liwYAEA1dXVvPrqq0BsaP3ixYsBqKioYOnSpQDs2LGDd955B4CysjJWrFgR/3+vWrUqLdu0aNGieB5vvPHGMbVp3bp1rFy5Eq11WrSpNaf9+/fH27Z7z57AcqppaVNrXY+nTW0d73dvzZo1aK07bVNbPWl+SkVOKW+TF8ZfeTcAetK3eWfFunib3nvnLaiJtaN23TKiNQdi9Vn1Jl59bEfmgRWv44djpxwdWL4QHY2A8ln08ouH7bU+tE2tKisreXfp6wD41fuo3fAeAJHKCuo2vQ9A054d1G9dC0B4VxmN5bHrixRUbcOv2ApAY/lGwrti2TSUrY+/f/3m1UQqY9l4W1aQ01B1TG0aVPYWKB8djcQuYAb44QYOrIjV3auvpXrVmwBEaw7gbYqNCtM1lSlpU/3WtTTtiWVTt+l9IpW78Brrqd2wHN2Sk7dpeYdtaiuINvkVWymo2pZAm2I51W5476htSlVOteuWAZDTUIW3ZUWXtsk7sA/d1MC7S19P3XKvaCqRgVfEwl19Z9ot90xflu/bt4/a2tqMalMm5nRom7TWvPTSS/GDbpnQpkzMqW2bDt1R390sHXQNWtx444288MILLFmyhKFDh3Y4je/7nH766VxzzTVcd911ANx999387W9/Y+XKlUDsCzB16lQeeeQRLrroIgCuvvpqqqur+dvf/tbp5y9cuJDbb7+dRYsWMWbMGJ566ikGDhzIjBkz2LRpEyUlJe2mj0QiRCIHz0usra1l2LBh7Nmzh5KSkvjeGMdx2pU9z8OyrHjZtm1s2+60HI1GcRwnXnZdF8uy4mWI7dlpWw6FQrEjQS1lpRS+78fLSilc1+207Ps+Wut4uaN2pEObIpEI//jHPwC49NJLycnJSbpNTU1NvPLKK8yZMyc+SiEdcgo3Rrnti6sBeOC3UwhlWYHkFFEOk34d+7+su16Tl3VsbbKbNctGPgDA9LLbsHLdY/7utc3MsqzD2hTREc5+/2wAlpy4hJAOZf78pJqwH45dg0LfVIeVlZ8+bdr4U1j5dRqtEkJXbMFyc+J1rwk3s3h3I71CLiFiR+ksy44dGWxXdrAsC+17NGubsKeYOSAHV0Hv3vcDUF9/B716hQ62qa4Ou+W6HKq2llo3myV7mshxIMsCy3FiRwi17riMpsGz2FbTRGnvEL1zQi1HIC0s28aq8zl7fOz9l2ysReXFnq8LRylviDKiIIc8RyXUJmyH+mbF9towwwtyyc+yQflYjhvbSIiXFSgVL9c3eZQ3KkrzXfJd67jbFDu6fbCslU/1+2/QZ+qZNGiH8nqP0l42+TluuzY1hW3mjMkD4KXNDeRkd2+bLNuhrilKeV2UEYU55Lm60za1Ldd7utM2pTInlKLBt9lW20RpXojeuaEua1PE82hcvZSzzzmPovzc1C33qtdhzZ+ChUJd8Baq6JTgl3sZsiz3fZ9XXnmF2bNnk52dnRFtysScDm2T7/u89NJLXHjhhWRlZWVEmzIxp7Ztqqqqol+/ftTU1ARy3a60uOTeTTfdxN///ncWL17caYcbYh3qd999lxUrVvDf//3fQGyoQmtoCxYsoLi4mG3btnHJJZfEX9c6vMB1XTZu3Mjo0aPbvW8kEuGGG27gT3/6E5s3b8bzPM455xwAxo0bx9tvv93u/QCys7PJzj78vMScnBwg9gVp1bbc9uh8IuW2QyGSKVuWFS+3fgETLXdW93RrU9tpWt8/2Tbl5OQwb948DpUOObWybRvXdRJuUypzajsy3LKsY26T39xMW8fz3TtqZn4nzydQ92TalGi5W+an6MH/7/HklPI2NdfAulinuNdpP4KcfNpy3FhHB9rfD/pIZcvXWJaFGwphNbc/0n1om1rF5iG3ZRoby4n9j6w203Rcbuk0t1y922pzFW/LaV9uaUbsectPqk2tdde2G9+RRJvnD5ZtcOw27XCB5paynfo2OQ7Fp54X+71ZxevbUWZtdX+bWtph+0dtU7v2+UduU6pywrHBV2DZ8Tp0VZtsbJwps8jOzY3PAylZ7vWZCCM/C2V/wN7yG+zTH4s9b/h2RDosy13XZe7cubRlepuOpR2mtcm27XbbIpnQpmTLprUp6OHlgXa6tdbcdNNNPPfccyxcuJCRI0cecfqCggJWr17d7rlHHnmEV199lWeffZaRI0fiOM5h03znO9+hrq6On/3sZ/Fh4G3de++9XHTRRZx88smsWLGi3ZDFaDQa39OSiLbnEYr0p5SiurqaPn36tNtIF+lLMjOI5cC4/0bvepEDBRfTRynJzCBaK7z6Wtz87j8iII6N1grdUINSvUj5GYRT7oSSWTDyqtS+bw8n6zQzSW7mCbqPFmin+8Ybb+TJJ5/k+eefp3fv3uzevRuAwsJCcnNzAbjjjjvYuXMnf/zjH7Ft+7DzvUtKSsjJyWn3/KHT9OnTp8PnAdauXcszzzwTH54+YcIEbNvmscceY+DAgWzYsIHp06cn3KZkOugieL7vs2zZMmbPni0LTUNIZgYJ5cPU7+FN+BbLXlsomZlGKeo3r6bP1DNIo0vAiCNRClW+FjVqQFIva/IV3tG2R7NHwPCrY6OJWkYJuDbkOPLdOB6yTjOT5GaeoPtogXa6f/WrXwFw7rnntnv+97//PVdffTUQOwF/+/btXfL5Wmu+9KUv8eCDD5KXFzsfLTc3l8cff5wbb7yRSCTCww8/zJAhQxJ+z6CHLojkhEIh5syZE3Q1RBIkM/OEsrIlMwNZjkvRtJmxX3wZxWUCy3FxJp7Zbpjl0TT5ijcqGgkftdd9kK0iZEX3YuWVctagXtLxPg6yTjOT5GaeoPtogQ8vP5rHH3/8iH+/++67ufvuu4/pPSzLil/1uq158+Z1eM5oIoIeuiCSo5SisrKSfv36yZ5KQ0hmBmjYDm9+FibfBQNnS2aG0loRrTlAqLAo6KqIBGmt0LX7UYMSH17uKQh7Cte2CNnWUacvqH2Hyes/TySrhCWTX4kdIXeO+jLRCVk+mklyM0/QfTT5lqRY0IGK5CilWLNmjeRmEMnMAGvugb2LYc29oLVkZiqlCO/4IH6vaGEApVC7Nh/TvBayLbKcoz/8XiPIilbSp+5dSg4s6IJG9CyyfDST5GaeoLOSTneKJTOkSwTPdV1mz54tuRlEMktztRth6+9j5RN/CJYlmRnKclwKp5zR6VXKRfqxHBdnwmldOq9Fswewa2jstq0Ttt8DWq5lczxk+Wgmyc08QWclne4UC3ovikiOUoqdO3dKbgaRzNLcqjtBKxhyCfQ/A5DMTKWVorlqT8u9o4UJtFbo6r1dPq99OPwWom4fChrX4Jb9vks/K9PJ8tFMkpt5gs5KOt0pFnSgIjlKKbZs2SK5GUQyS2NV78H2/wMsOPEH8aclM0NpTbhiOyRw/RWRJpRG7dvR5TtKvFBfyoZ/E4CsNXdCtK5LPy+TyfLRTJKbeYLOSjrdKRb00AWRHNd1mTVrluRmEMksjb3/ndjPEZ+CPlPiT0tmZrIch8JJ07EcuUqWKSzHwRl7Ck43zGsfDv4i9TmjsSN7YO19Xf55mUqWj2aS3MwTdFbS6U6xoPeiiOQopSgvL5fcDCKZpanKt6HiX2C5MOV77f4kmZlJK0XT3p0yvNwgWinU/l3dMq9pO4v1I74f+6V+i4yIOEayfDST5GaeoLOSTneKBR2oSI6ck2MeySxN9Z0OZz4JU+6C3qPb/UkyM5TWNFftkc6USbRGV+/tth0le4ouovH8t+HsZ8A6+u3GxOFk+Wgmyc08QWclYyJSLOihCyI5ruty5plnBl0NkQTJLE1ZNoz4rw7/JJmZyXIcCiacHPvFlw1LE1iOgzP6pG4ZXh77QAtVfGr3fFaGkuWjmSQ38wTdR5Mj3Snm+3LrDJP4vs/mzZslN4NIZmnGj0C09siTSGZG0koRriiX4eUG0Uqh9m1HBTGvhStg9T2xuxeIhMny0UySm3mCzko63SmmZRieUbTWHDhwQHIziGSWZjb8FP4xFrb/udNJJDNDaY1XXyPDy42i0Q21aLo5M78ZXjwFVt8F257o3s82nCwfzSS5mSforKTTnWJBD10QyXFdl+nTp0tuBpHM0kjjTlj7A2jaG9vo7oRkZibLceg9dqpcvdwglu3gjJiM43TzvOZkwbibY+WVd4DX0L2fbzBZPppJcjNP0FlJpzvFgh66IJLj+z4bNmyQ3AwimaWRld+IbVz3OzN2m7BOSGZm0krR+OEWGV5uEK0UandZMMPLJ3wF8kZAeCesf6D7P99Qsnw0k+RmnqCzkk636PHC4XDQVRBJkszSwL6lLcNILTj150e9crFkZiKNjkagu4cqi+OgIRoJJjEnB076Uay87sexkTAiIbJ8NJPkJpIhne4Uc2QYnlEcx2HatGmSm0EkszSgFSxvGUo6+gtQfMoRJ5fMzGTZDnkjJ2LZkpspLNvBHjYhuHlt+H9A/7PAb4T3vxVMHQwjy0czSW7mCTor6XSnWNBDF0RyfN9nzZo1kptBJLM0sPX3ULUcQgVw4g+POrlkZiatfBrKP0Aryc0UWvmonZuCm9csC05+MFYu+yPsfzeYehhElo9mktzME3RWcva/EEKI5FSvjf2ccjfklMSfbvIVXgen//q+otnX1EcVjjo4DL0hqvBl5LIQxvK1piF6yExfcArZI7+ADvWhOWcUHPJ314YcR475CCF6Ful0p1jQQxdEchzHYfLkyUFXQyRBMksDp/wURvwXFJ0Uf6rJV7xR0Ui4o143QGEpu3a3P/8tqjSVTT45Togs58jnhIvuZ9kOeaXjWn6Ti6mZwLId7CFju2VbxFOavWGfpbsbCR3ahx7409hR730A9e3+lOvanDWol3S8W8g6zUySm3mC7qPJEi/Fgh66IJLj+z4rVqyQ3AwimaWJvtPBDsV/9RSEPYVrW+S6drtHjq2xPtxIjq3bPe/aFp7SKDnanZa08mkoWyfDyw2ilY/a0T1XVFY61vF2bQ6b53NDzsGyY5Hr6Pg8H/Y6HhHTU8k6zUySm3mCzko63aLHy83NDboKIkmSWQC0hjU/gPqtR5wsZFtkOYc+bNzsbLIcu93z7lGueC6CZmGFsgHJyRwWhLK7NTHX6miejz2KGldz6qqLGLnrYbIci5At36WOyDrNTJKbSIZ0ulMs6KELIjmO4zBhQoBXehVJk8wCsvOfsOo78K9pEK1N6qWWbdNr6GgsW1Y5JpHczGPZNvbAkdhpsnzMq19FYc0bDN/2Y0LNe4OuTlqSdZqZJDfzBJ2VrElTzPO8oKsgkuB5HsuWLZPcDCKZBcCPwHtfjZXH3hC7ankStO9Tt2kVWobhGUVyM49WPv62Nfh+eiwf9w78FHX5J+H6tZSWfT/o6qQlWaeZSXIzT9BZSac7xSwZLmkUy7IoKiqS3AwimQVg40NQvwVyB8GkY7j3rmXh5hfGLqwkzCG5GcjCyivASpdTAiybrWN/BMDAXY+T17A24AqlH1mnmUlyM0/QWUmnO8WCHrogkuM4DmPGjJHcDCKZdbPGXbDm3lj5pB9BqHfSb2HZNrmDSmWYsmEkN/NYto3df3jaDC8HqO1zFpX9L8NCMXbLt2LXhxBxsk4zk+RmnqCzkjVpigU9dEEkx/M8li5dKrkZRDLrZiu/CV4D9D0dRnz6mN5C+z61G96TYcqGkdzMo30ff8tK/DRbPpaN/j7KyqJv9auUHFgQdHXSiqzTzCS5mSforKTTnWK2HBEwim3bDBkyRHIziGTWjSrfhm3/Gyuf+nOwjvF/bllkFQ+QYcqmkdzMY1lYfUrSbnRCU+5Idg69AYBhe/834NqkF1mnmUlyM0/QWbmBfnoGCjpQkRzbtiktLQ26GiIJklk36jMFptwNTfti9+U+RpZtk1MyJHX1Et2ifW5yY2UTWLaN3XdwWm6L7BhxO/U5o9ja79OcE3Rl0ois08wkuZkn6OVi+i2VDRf00AWRHM/zWLx4seRmEMmsG7m9YMpdMP3h43ob7fvUrF0mw5QNI7mZR/s+/qblaTe8HMB3C9k16PNoS473tCXrNDNJbuYJOivpdKdY0HtRRHJs22b06NGSm0Eks27ghUGlsKNlWeQOGi7DlE0juZnHtrD7D0u74eWH8cPwwSOgZQSFrNPMJLmZJ+is5JuSYkEHKpIj5+SYRzLrBqu+Cy9Nh8p3UvJ2lm2TVTwg/TsCoh3JzTyWZWP1KUnv5aNW5L52Drx7I2z6VdC1CZys08wkuZkn6Kzkm5JiQQ9dEMnxPI9XX31VcjOIZNbFajfCxp/BgRXQvD8lb6l9j5rVb6J9ycwkkpt5tO/hb3g7vZePlo034upYeeU3oWFHoNUJmqzTzCS5mSforKTTnWJB70URybFtm8mTJ0tuBpHMupBW8M6XQHsweC4Mvig172vb5A4bB5KZWSQ389g29uAxab98jI6+DvqdCV49LLu+R9+7W9ZpZpLczBN0VvJNSbGgAxXJsW2bkpI0H4on2pHMutAHv4S9i8HNi90iLEUsyyarT1+sY73lmAiE5GYey7KxCvqm//LRsuG0/wd2Fux6AcqfDrpGgZF1mpkkN/MEnZV8U1IsGo0GXQWRhGg0yksvvSS5GUQy6yJ1W2JDPQFO+hHkj0rZW2vf48CK12WYsmEkN/No38NftzTwYZQJKTwBJn0nVl5+MzRVBlufgMg6zUySm3mCzko63SnmOE7QVRBJcByH6dOnS24Gkcy6gFbw9hfAb4SSc2Hs9al9f9smf8yUlA1T9rWmIaqojx688nF9y+9tH23/1hBV+D13BOuxSXFuohvYNgyfSJPf8TzR0SPQeWPiN6BwMkQq4f1vBlSJYMk6zUySm3mCzkpulphiQQ9dEMmxbZvi4uKgqyGSIJl1gWhN7KebB6f/Ljb0M4UsyybUu09K3stTmr1hn6W7G/GbDu61fn1XAzm9muO/O40NXBT/Wz1NOYrKJp8cJ0SWI7fASkT73OTWTibwtcVeO5839zYRSnA2jiod3LzhZMWGma+5ByZ/t3s/O03IOs1Mkpt5gu6jSQ8xxYIeuiCSE41GeeGFFyQ3g0hmXSCrCM5/DS58E/JHpvztte9R9e5rKRmmrHSs4+3akOMeXIXluDa5bR6H/s21LTylUXK0O2GpzE10D9/z6Ld5KY722s0PR3oEPm/0Ow3OfQHySgOqQLBknWYmyc08QWclR7pTzHXlX2oS13WZOXOm5GYQyayLWDb0mdI17207FEycDnbqhna5lkXbkWJZDu2O0tltylmOhWvJ0e2ktc1NxuabwXaoHDqVIY6b8FHrZj/N5o26LdB7dNC16DayTjOT5GaeoLOSI90pZsmGnVEsy6KgoEByM4hklkIf/BLevRm8hi79GMuycHvlS2aGkdzMY1kWXlaemZkpH96+Fv45DirfCro23UbWaWaS3MwTdFbS6U6xoIcuiOREo1Gef/55yc0gklmK1G2BFV+HD34B5c906Udp36PqnVdkmLJhJDfzaN9j8JYlZmZmO6CiLRd2vBb85qO/JgPIOs1Mkpt5gs5KOt0pFvTQBZEc13W58MILJTeDSGYpoBW8fc3Bq5WPurprP8926HPS2SkdXi66geRmHtthd2lqT+XoVif/FLL7Q81aWHd/0LXpFrJOM5PkZp6gs5JOt+jxgp4JRfIks+P0wSOwd1HL1cofS/nVyjtiOZKZiSQ382hTO9wA2X3hlJ/Hymu/DzXrgq1PN5F1mpkkN5EM6XSnmOcZOKSrB/M8j/nz50tuBpHMjlP9Vlj5jVj5pB9B/qiu/0zlc2D5wtg5m8Ickpt5lM+gsrfMzqz0kzB4Xmyo+dvXmt2WBMg6zUySm3mCzko63Skme73M4rouF198seRmEMnsOGgFb33h4LDysdd3z+faDkWnnGvukNeeSnIzj+1QMfJ0szOzLJjxK3B7Q+WbsOlXQdeoS8k6zUySm3mCzko63aLHC3rPl0ieZHaM6jbBgfe7dVh5KyMv7CQkNwNZmXBkuNdQOOn+2PnduYOCrk2Xk3WamSQ3kQzpdKeYzIBm8TyPBQsWSG4GkcyOQ8F4mLsWzvq/7hlW3kr5VK9ckvHDRDOO5GYe5TOwfFlmZDb2Opi3AYZ/POiadClZp5lJcjNP0FnJmIgUC4VCQVdBJCEUCnHZZZcFXQ2RBMnsOPUaHHt0I8txKZ7xkW79THH82uXmq2ArIxJiOS67Rp/NiEy4AJ5lQ3bxwd/9CDjZwdWni8g6zUySm3mC7qPJke4U01oHXQWRBK01tbW1kptBJLNjsPWP8OE/Avt4rTVeY71kZhjJzTxaa9zmhszLbMdz8PdRUL026JqknKzTzCS5mSforKTTnWJBD10QyfE8j9dff11yM4hklqT6rbDselh8KVQsCKYOyqd2XYYMee1JJDfzKJ9+H67KrMy0hk2/hvAueOMT4DUEXaOUknWamSQ38wSdlXS6UyzooQsiOaFQiLlz50puBpHMkqAVvHVNy9XKz4GBwQzxthyX4lPPk3s+G0ZyM4/luOwedUZmZWZZcOb/Qu7g2H27l90Q64hnCFmnmUlyM0/QWUmnO8WUkvPeTKKUoqqqSnIziGSWhE2/gr0LwekFp/+uW69W3pbWimhdNVpLZiaR3MyjtSLUVJt5meWUwFlPxZZhZX+Erb8PukYpI+s0M0lu5gk6K+l0p5jvZ9CQrh7A932WLVsmuRlEMktQ1Xvw3tdi5ZN+1L1XKz+UUtRvXg2ycWIWyc08SlG8e0NmZlYyC6Z+P1Z+90aoXh1sfVJE1mlmktzME3RW0ulOsaCHLojkhEIh5syZI7kZpCdn1uQr6qMdP1rVRxX19ftQiz8GKoI/6GIYd0OAtY4NeS2aNjOzhrz2AJKbeSzHZc+IGZmb2cRvwKCPgt8ES/4DonVB1+i49eR1mskkN/MEnVWGLpWDE/TQBZEcpRSVlZX069cP25Z9UCboqZk1+Yo3KhoJe4cvYxyvgYtayq/vqmfw/r9yYmM5DTkjeXfko5ymIMfp3vq2pbUiWnOAUGERVkBD3EXy2uYmzKC1IrvxADq/Pxl5XMWy4Yz/hRenwcALwM4KukbHraeu00wnuZkn6D6afEtSLOhARXKUUqxZs0ZyM0hPzcxTEPYUrm2R69rtHjnuwUV5jmtTOeRzrD7hj6w44QnqKKCDfnr3Uorwjg8yc8hrJpPczKMUBZVlmZ1ZTj+46H049RcZcd/unrpOM53kZp6gs5Ij3SnmuvIvNYnrusyePTvoaogk9PTMQrZFlmO1e87WB3/PciyUY1E98GM0+5rge9yxIa+FU84IuhoiSe1y84P/HomjsxyXfcNPZkSmDi9vlV18sKw8aNoNvYYGV5/j0NPXaaaS3MwTdB8t0CPdixcv5pJLLmHw4MFYlsXf/va3I07/17/+lQsuuID+/ftTUFDAGWecwUsvvdRumt/+9rfMnDmToqIiioqK+MhHPsI777zTbponnniCYcOGUVxczO23397ub9u2bWPcuHHU1tYeU5uC3osikqOUYufOnZKbQSSzTjhAEWRFdgddk8NopWiu2oOWzIwiuZlHa0VOfWXmXb28M+E98OpH4N/nG3t+t6zTzCS5mSforALtdDc0NHDiiSfy8MMPJzT94sWLueCCC5g/fz7Lly/nvPPO45JLLmHFihXxaRYuXMh//dd/8dprr/Hmm28yfPhwLrzwQnbu3AlAZWUl1157LQ888AAvvfQSf/jDH3jhhRfir7/++uu5//77KSgoOKY2BR2oSI5Sii1btkhuBpHMDmf7DVAE5MDILd8KujqH05pwxfaMurdujyC5mUdp8qt3guohmVkO1G+Bug/gnS8b+V2VdZqZJDfzBJ1VoMfZL7roIi666KKjT9jioYceavf7D3/4Q55//nn+8Y9/MG3aNCB2FLut3/72tzz77LP8+9//5qqrrmLr1q0UFhbyyU9+EoDzzjuPdevWMXfuXJ588kmysrL42Mc+dsxtCnrogkiO67rMmjUr6GqIJEhmh9CaMZtuhRDgw9Yx9wVdo8NYjkPhpOlBV0MkqV1uMrzcCJbjUDn0RPKdAK+c2J1y+sFZz8Ars6D8KSg5B8Z+OehaJUXWaWaS3MwTdB/N6AupKaWoq6ujuLi402kaGxuJRqPxacaOHUtjYyMrVqygqqqKZcuWMXXqVKqqqrjzzjsTPuoeiUSora1t9wCIRqNA7F5wrfeDa1v2PK9duXWvS2flaDTarqxb9uK2lrXWh5WBdmWlVLuy53lHLPu+367cUTvSqU2t738sbYpGo5SVlaGUSqs2td0blw45tdb1eHNKRZvaZtZZm9rKlPnJ97z4kFHtHywP3v4L+u/7G2jgADSHStpME2uH101t0spHq7blWB1VNEp4zw60Umj/4PPa96GDNh1e1u3LWreU22etW56Pldt+d1W753W8vkcot7SDNuW2bWqdtrV8vG3SWmOpg+WD9dWH1L2zcmra1LasPI+mvTtR0egR2nH4PBdEm7Ty4xcPO1Kb2pW7OSe6oU3K9+hVuxsVbU7bNrWWU7bO7TMdfeIPY++//BZ01Yq0XpYfWvY8j/Lycpqbm41dP/XEbVilFFu3bm23bWJ6mzIxp7btCPpIt9Gd7v/5n/+hoaGBT3ziE51O881vfpMhQ4bwkY98BICioiL+8Ic/cNVVVzFjxgyuuuoq5syZw2233cZNN91EWVkZ06ZNY/LkyTz77LOdvu99991HYWFh/DFs2DAA1q5dC8D69etZv349AKtWrWLTpk0ArFixgrKyMgDeeecdduzYAcDSpUupqKgAYsPoKysrAXj11Veprq4GYMGCBdTVxc5Zmj9/Pk1NTXiex/z58/E8j6amJubPnw9AXV0dCxYsAKC6uppXX30ViA2vX7x4MQAVFRUsXboUgB07dsTPfS8rK4sP2d+0aROrVq1KyzYtWrQonscbb7xxzG3atGkTSqm0aFNrTvv374+3bfeePYHlVNPSpta6Hk+b2jqe797q1avZvHkzSqlO29RWpsxP773zFtTE2lG7bhnRmgMUVC9h5NbvxBpaC0TBDzcAcGD5QnQ0Aspn0csvdkubdMVWmnduAaCxfCPhXbF2NJStI7I7Nky5btP7RCpj3zdvywpyGqratQmgetWbePWxHZkHVrzerk1EI1jaJ7p6MbR2Ilv44QYOrHg99t71B8/vjNZU421aHqtjTSW1G94DIFJZQd2m9wFo2rOD+q2x5Xd4VxmN5RsBKKjahl+xtYM2rY+/f/3m1cfVptacBpW9BcpHRyOxth7WplqqV73Z0qYDKW9T/da1NO2Jfd/qNr1P8/4Kmqv2UPfBCnTLd8/btLzDNrUVRJv8iq0UVG07aptac6rd8N5R25SqnGrXLQMgp6EKb8uKLm9TTn0l3ub30rJNzTu3oFu+eyld5w75Egyeh6Ui6Nf/Ay9clbbL8kPbtG/fPnbu3Mlrr71m7PqpJ27Dtl69vPWgWya0KRNzatumoDvdlm7dnREwy7J47rnnuPzyyxOa/qmnnuLaa6/l+eefj3eoD/XjH/+Y+++/n4ULFzJ16tRO32vhwoXcfvvtLFq0iDFjxvDUU08xcOBAZsyYwaZNmygpKTnsNZFIhEgkEv+9traWYcOGUVVVRVFRUXxvjOM47cqe52FZVrxs2za2bXdajkajOI4TL7uui2VZ8TLE9uy0LYdCodjRrZZy61Hc1rJSCtd1Oy37vo/WOl7uqB3p0KZIJMI//vEPAC699FJycnKMb1NrTuHGKLd9cTUAD/x2CqEsK5A2RZTDpF/H9s2tu16Tl3VsbbKbNctGPgDA9LLbsHLdLsspoiOc/f7ZACw5cQkhHcqI+akm3Mzi3Y30CrmE8MmK7uHk5TPJat7L3v5XULLquVib/2M3OpSP9j2atU3YU8wckENhblaXtimsLF7bUUOua5MdcluOZllYth074mUdXq4LRylviDKiIIc8R4FtY1l27Chau7KDZVlo36Pesyiva6Y0z8FR8NGxPwfgpc03k5MbAuVjOS5WQx1njx0U+59sqqDWzqa8UVGa75LvWliOEztCqHXHZTQNnsW2miZKe4fonRNq1yarzufs8bFrfyzZWIvKO/Y2YTvUNyu214YZXpBLfpYdb4fWuk1ZgVLxcn2Tl9I2dZaT9n3qPU15vUdpL5v8HLddm5rCNnPG5LXk0EBOdve2ybId6pqilNdFGVGYQ56rj7tNqcwJpWjwbbbVNlGaF6J3bqjHtikS9Qh7ivOGFZJr69Suc5ur0POnYYV3oEdchTf9/6Xlsly296RN0qZg2lRXV0dhYSE1NTXHfO2u42HkCcjPPPMM11xzDX/+85877XA/8MAD/PCHP+SVV145Yoc7Eolwww038Kc//YnNmzfjeR7nnHMOAOPGjePtt9/mkksuOex12dnZZGd3fn9Ip835VG3Lbc8nSKQcCoWOqWxZVrzc+gVMtNxZ3dOtTW2naX3/ZNsEsb1tI0eOTIs2ta17K9u2cV0n4TalMqe2I8MtyzrmNvnNzbR1PN89OJhZh3Vvf/AzY+Ynx41tQEPstkBOc4RoqC/RUH+2jP2feKfbsix0yzSWr7EsCzcUOiy/lLdJKSzbwWqZxrLbZGZZNO3ZQc6AYVhtXms5Dlh+vE0Hn++8bPkq1slwXCzt0ZZlWdAyfev/qrUce5/mlnJrHdtM02G5pdPc0pa2bTq0Ha0fdyxtaq27tmMbOu3bcUibWuveDW3SShGuKI/l1vL9sZz238OOdH+bWtph+0dtU9uy1XKeemdtSlVOOHbsnHjLjtehq9pE1COveifklaZtmyw79l1K+To3uy/W2c/AsuuwJn49bZflh5Z932fz5s2MHDky/lmmrZ964jas7/uUl5fHtx8zoU3Jlk1rU2snPijGDS9/6qmnuPrqq3nyySeZO3duh9P85Cc/4d577+XFF1/k1FNPPeL73XvvvVx00UWcfPLJ7c4vgNg5AMkGlCYDB0SCtNYcOHBAcjOIZBbTlDuKlSe/xpqpf0E5eUFX58i0xquvMfLKwj2a5GYgTVZTLbGLPPRA/c+Ai1ZAn0lB1yRhsk4zk+RmnqCzCvRId319PZs3b47/XlZWxsqVKykuLmb48OHccccd7Ny5kz/+8Y9ArMN91VVX8bOf/YzTTz+d3btj96PNzc2lsLAQiA0p/+53v8uTTz7JiBEj4tPk5+eTn5/f7vPXrl3LM888w8qVKwGYMGECtm3z2GOPMXDgQDZs2MD06cldcTfoK+OJ5Lium3TGIlg9PbNQtBKc/gAoN59mNx/bawi4VkdmOQ69x3Y+4kikp3a5ydXLjWDZDgcGnkBh25EmPU2bUS7segkKT4C84cHV5yh6+jrNVJKbeYLuowV6pPvdd99l2rRp8dt93XrrrUybNo0777wTiJ18v3379vj0jz76KJ7nceONNzJo0KD445ZbbolP88gjj9Dc3MyVV17ZbpoHHnig3WdrrfnSl77Egw8+SF5e7ChRbm4ujz/+OPfccw/XXHMNDz/8MEOGDEmqTUEPXRDJ8X2fDRs2SG4G6cmZFTSs4sx3pjC0/KdGHX3UStH44Zb4VZaFGSQ382il6F1VLpkB7PgrLJoLr30UIlVB16ZTPXmdZjLJzTxBZxVol//cc8894qH+xx9/vN3vCxcuPOp7btu2LaHPtiwrfsXrtubNm8e8efMSeg+RGcLhcNBVEEnqkZk1V3HKhs/g+vUUVi/hw+FfAayga5UgHbtKck8d8mqstrmZ8l3r6TS214zMa0DxdMgdBLXrYdE8mP0KuL2CrlWHeuQ6LQNIbiIZxp3Tne4OveCTSG+O4zBt2jTJzSA9MjPlk/P2Z8mLlBPOGcHGif+v/RDKNGfZDnkjJ7a/uJpIe5KbeSzboaZkrGQGkDcMzn0Rsoqg8k1Y8glQ0aO/rpv1yHVaBpDczBN0VuZstRki6KELIjm+77NmzRrJzSA9LjOt4J1rcXe/iG/nsGriE3ih4qBrlRStfBrKP2i5PZUwheRmHq18Ciq3Smat+kyCc/4JTi7segHe+VLanZrT49ZpGUJyM0/QWUmnWwgh0pXW8O7NsPVxtOXw3tjHqM+XC5IJIUTC+p8JZz0DlgNbH4f3vxV0jYQQPZBcajvFgh66IJLjOA6TJ08OuhoiCemWWZOv8I7hmkWuDTnOUfZ77l0Im34JWESm/5497jxyj6WSSTqWNjVEFX4nB5As2yGvdNzxV0x0q/a5yYW5TGDZDrX9RlEsw8vbG3oJzPgtvP0FiFTGRhClySk66bZOE4mR3MwTdB9NOt0pFvTQBZEc3/dZtWoVU6dODXxmFIlJp8yafMUbFY2Ej6HXnevanDWo15E73gPOg5MfBCcXr/TTsLP+OGqbmGNtU1RpKpt8cpwQWU77i25p5dNYvpFepePlXFODtM1NLqRmBq18CvduQudNQAYzHmL056H3aOg/E6z0+T6n0zpNJE5yM0/QfTTpdIseLze3O44dilRKl8w8BWFP4doWITvxjbio0oS9lqPJHa2rlQ+tndMJX2l90fFWNyHH2ibtKTylUR0e7bawQtlIx800kpt5LJSbhWTWiZJZB8vKg5p1UBT8KTvpsk4TyZHcRDJkN2iKyd4usziOw4QJEyQ3g6RjZiHbIstJ/HHEzuyWx+CVWdBc3W3170iybXKPcOTIsm16DR2NZcsqxySSm3ks26auuFQyOxqvERZfAS+fCfuXBVqVdFyniaOT3MwTdFayVE4xz/OCroJIgud5LFu2THIzSEZntu1pePuLULk0dsGfDKF9n7pNq9By+o1RJDfzaOVTtHu9XL38aCwH/DB4DbDwYqj9ILCqZPQ6LYNJbuYJOivpdKeYlUbnCYmjsyyLoqIiyc0gGZvZh3+HNz8LaBhzHYy/JegapY5l4eYXptV5lCIBkpuBLJpzCpDh5UfhZMOsv0LRybELq702B8IVgVQlY9dpGU5yM0/QWUmnO8WCHrogkuM4DmPGjJHcDJKRme1+BZb8B2gPRnwWpv8yozo6lm2TO0iGvJpGcjOPZds09BkimSUiVADnzof80dCwDV77KDTXdHs1MnKd1gNIbuYJOitZKqdY0EMXRHI8z2Pp0qWSm0EyLrO9S2DRZaCaYdjH4PTfpc2tbFJF+z61G96TYcqGkdzMo32f4l1rJLNE5Q6A816CnAFQvQoWXwZ+U7dWIePWaT2E5GaeoLPKrC27NGDL3mWj2LbNkCFDJDeDZFRmyovdN9ZvhEEfhTOfBDsDbyphWWQVD8ioo/c9guRmHsuiKb+fZJaM3qPh3H+B2xuq3oXqNd368Rm1TutBJDfzBJ1VBm7dBSvoQEVybNumtLQ06GqIJGRUZrYL5/wDVn8PTvt/sfMMM5Bl2+SUDAm6GiJJ7XPrnlvWieNj2TaNBQNleHmyiqfBOc+Dkwd9T+3Wj86odVoPIrmZJ+g+miyVUyzooQsiOZ7nsXjxYsnNIBmRmW4z9LNgPJz1JLi9gqtPF9O+T83aZTLk1TCSm3m079Pvw/cls2Mx4DzoN+Pg7/uXdcvF1TJindYDSW7mCTor6XSnWNB7UURybNtm9OjRkptBTM8sO7yN05efRr/qV4OuSvexLHIHDZchr6aR3MxjW9T3GQK2ZHZcatbHrmi+4Ayo2dClH2X6Oq2nktzME3RW8k1JsaADFcmRc3LMY3JmvWve4qTl55LXuJGJ277b/oh3BrNsm6ziATLk1TCSm3ksy6Ypvx9Whl2Msds52ZDVFxrK4eWzYN/SLvsok9dpPZnkZp6gs5JvSooFPXRBJMfzPF599VXJzSCmZtZ/z/8xdeVcsqKV1OafyDsn/BmsnnGrEe171Kx+E+2blVlPJ7mZR/se/be/J5kdr/xRcOFS6DsDmqvg1fPhw+e75KNMXaf1dJKbeYLOSjrdKRb0XhSRHNu2mTx5suRmEOMy05rhZd9nwrovYKsIlf3msfzEl2jKHhx0zbqPbZM7bByYkpmIkdzMY9vU9hspmaVCTn84/1UYPC92G7HXPwabHk35xxi3ThOA5GaioLOSb0qKBR2oSI5t25SUlEhuBjEpM0tFmbDuakq33Q/AjuFfZf3kJ1FOXsA1616WZZPVp68MeTWM5GYey7KJ9CqSzFLFzYNZz8Hoa0ErWHYdlD+T0o8waZ0mDpLczBN0VvJNSbFoNBp0FUQSotEoL730kuRmEJMy05aL7+SjLJcPJjzCttH3Qg/cGNa+x4EVr8uQV8NIbubRvseAbe9IZqlkuzDjNzDlbiiZBUMvS+nbm7ROEwdJbuYJOiu5T3eKOU7POEczUziOw/Tp0yU3gxiVmWWxedyDVAy+hvqCk4OuTXBsm/wxU2TIq2na5tYzrvlnPtumauAEBsu8llqWBVPugknfAjsUe06r2LDz47zdo1HrNBEnuZkn6Kyk051iQQ9dEMmxbZvi4uKgqyGOoMlXeKr9c1m9+9DoA746bPqwOvhcvafw1eHTdMa1Icc5vnm4qPJFBux5ig0TfweWg7azenaHm9iQ11DvPkFXQySpfW6Jz0ciOJZlE80pyLjh5R2tBxKRimV6O60dboCVd8CeV+HcF2gK9Tuu+sl2iHlk+9E8QffRpNOdYkEPXRDJiUajLFiwgAsvvJBQKHT0F4hu1eQr3qhoJNxma0b7HmrdUuyJZ2I5hy/CmnU4Xl64s55cO/FDdLmuzVmDeh3bRprWDP7wl4za/C0sFDWFZ1Ix9MvJv08Gah2mXDRtZoeZifTUNjc5G80M2vcYuPVN9OSzgKygq5MSHa0HEnVcy/QjCe+BrY9BZD9qwZm8d8JfqAqNPKb6ndYvxKJ/vyLbIYaR7UfzBN1Hk62fFHNd+ZeaxHVdZs6cKbmlKU9B2FO4tkXItgDQTgg14VTsrBCWZR32Gkcf3LiyrdhGTSKiShP2Wo6mJDkCyVJRxmz+GoN2/R6AikFXs3vwF5J7k0xmOxRMnA62DMMzStvcfB10bUQibIfKoVMZkkHzWkfrgUQczzL9qHIHwAVL4bWPYtdv4ZQVH2HVhMeoLZ6ddP20LdshJpLtR/MEnZV8U1Kso06ASF+WZVFQUBB0NcRRhGyLLKd13rIgv3en02p1cB50rbavOzpPJd+xCHkHOOmDqymuXojGomz0D9k57L9j5wAKIDafub3yg66GSFL73KTTbQLLsvCy8jJyW6T9eiAxx7JMT1jBOLhwKf5rc8mufo/pay7jw6H/zbZRd6OdnITrZ1kWvWU7xDiy/WieoJeLMl4sxYIeuiCSE41Gef755yU3g2jfo+qdV9Li6rxW/RbOWn0BxdUL8Z081k15hp3Db5IO9yHSKTOROMnNPNr3GLxliWTWXXIHEj5vIdsGXAPA0A8fZvKqy0En3tn3ZDvESLL9aJ6gs5JOd4oFPXRBJMd1XS688ELJzSS2Q5+Tzk6Tocqa3MiHNGUP5f2TX6Gq38VBVyg9pVVmImGSm3lsh92lcipHt3LzWDP6p6yc9GeaQ/2pGPLlpHa8OrIdYiTZfjRP0FnJN0X0eEHPhCJ5gV6MK1IF2bErlur8MawY+xvCfU6HXoOCq5MB5AJqZpLczKOlwx2I/X0/yrunv4/vHhxyXFD9Bk05pTTnDD3ia2U7xEySm0iGHOlOMc+TIV0m8TyP+fPnS24mUT4Hli8E1c03DlY+rP8pPD8c9r4ef3p330tpzh7YvXUxTVCZieMjuZlH+Qwqe0syC0jbDncosoeJaz7FyctOp/+eP3f+GtkOMZJsP5on6Kyk051istfLLK7rcvHFF0tuJrEdik45t3uHT9ash5fPhhVfA68Byv63+z47EwSRmTh+kpt5bIeKkadLZmnAVmGackYQ8qqZsO7zjF93DU60+rDpHNkOMZJsP5on6Kyk0y16vKD3fInkddtFgpQHa++Hf02D/W+B2xtm/BZmPNo9n59B5MJOZpLczGPJUe60EMkdwfsnv0L5iG+isSnZ8wwnLzuDwgOvHzatbIeYSXITyZBOd4rJDGgWz/NYsGCB5GYS5VO9cknXD5+sXgMLzoD37wAVgUEfhblrYcy1cnXyZHVXZiK1JDfzKJ+B5cskszSh7RDbR36H909+mXDOSHIiO5iy8mJGbPlu/ArnvmyHGEm2H80TdFbS6U6xUCgUdBVEEkKhEJdddpnkZhDLcSme8ZGuv8BT1XKoehdCfeD038O58yFvWNd+ZobqtsxESklu5rEcl12jz5bM0kxd4WmsmL6U3YOuwkLjRg/Ed966sh1iJNl+NE/QWclSOcV0EvdmFMHTWlNXV0fv3r2x5OilEbTW+OEGnNy8lGdm+2EgP/bLyKug8UMY9XnoNTiln9PTdGVmouu0zU2YQWuN29yA1tIRSDe+25tNEx5hf79LqO4z8+AfajdSF42SP2CKLB8NItuP5gm6jyZHulMs6KELIjme5/H6669LbiZRPrXrUjt80vFqGFV2D+eumA7NB2JPWhZM/rZ0uFOhCzIT3UByM4/y6ffhKsksjVX1uwjl5sd/z37vv8l79RTUu7dA074AayaSIduP5gk6K+l0p1jQQxdEckKhEHPnzpXcDGI5LsWnnpeS4ZOOV8uwbT9i+puTGbnjJ/Rq3kFo+1MpqKVoK5WZie4juZnHclx2jzpDMjOE4zdg2Q42Hs6mX8DfR8PqeyFaH3TVxFHI9qN5gs5KOt0pppQKugoiCUopqqqqJDeDaK2I1lWj9bFnFuts/5jpb05iRNm9hLwDNPQaz7vj/0R0zA0prK2A1GQmup/kZh6tFaGmWsnMEL6TR+PZ86k99S/oolPAq4PVd8I/xsCmX4GKBl1F0QnZfjRP0FlJpzvFfF+GdJnE932WLVsmuZlEKeo3r4ZjXHjafgOnvn0SI8ruIeQdoLHXODZM/D1vnfI2u/tekuLKCuC4MxMBkdzMoxTFuzdIZgZRSvFmWR7e+W/AWU9D/mho2gPLboBtTwRdPdEJ2X40T9BZyfijFAt66IJITigUYs6cOUFXQyTBclyKps08+oRtX6Oa0XYWAMrJo6p4DgW1b7F9xB3sK/k4WA74GpAN1a5wLJmJ4LXLzZd5wwSW47JnxAxGyPByY7iue3A7pPSTMPQK2PJbKH8aRnz64ISR/ZDdN5hKisPI9qN5gu6jyVI5xYIeutBT1UcVbpLD6VwbsiyorKykX79+2Lb5Az+afIWX5FfQ1wrH6rjtjVFoHRBTH1XtuqRHet2hVLKVOgKtFdGaA4QKi7CO8vmO38DQ8kcZsuMXrJ72Ao15EwHYOvZ+fCc/1tluw9eahmjidW2Iqlhf/Rh012d1Z5s6k0xmIn20zU2YQWtFduMBdH5/0nUwYzovZ2OvSXzdBsdfv/qIx/59VRT1bd0OcWHk9TDiOvCt2A4v1UyvF2eg8sfQNOlu6Htakp+TXJtauTbkOOn5PYLUb/N0pqP/g1Iqo7Yfe4Kg+2jS6U6xoAPtqV7fVZ/0hWNyXZvT+mexZs0aZs2aZfxCs8lXvFHRSDiJNZCvNVURRXG2g9PBHS8iHkABEPsfZ7uJve4w4Sj9WuupFMd1AyKlCO/4gFDv6dDJxkCO8vnEgX1csHk62d5+AAbu/B1bxz0Qq79beNhrPKXZG/ZZuruRUIJfhajSVDb55DghshL6R3TvZ3Vnm44ogcxEGmqbW5p24MQhlKKgsgz6pecR0XRfzia9bktB/d6sqMfeshp77CmdbscU17zB6Y07cBu2kr9nAQfyprF94OfZ1e/jsR3IKW5Tq1zX5qxBvdKy490V2zyd6ej/oJTKmO3HniLoPpp0ulPMdeVfGgTXtshyE1/oRZWOLahtl9mzZ3dhzbqPpyDsKVzbImQntjZp9BRNnsLOccjt4P/X9plc1453uo/2usO0meZ4R6lajkvhlDM6/FuvhnUM2/VH/lGxlmI/dmuIcO4oto/4JntLPnHE91U6thHk2iTWJkB7Ck9pVJJHObrrs7qzTUdypMxE+mqXmwwvN4LluOwbfnLaDi9P9+Vs0uu2VNQvFKLX5CMvH8N9Z/LmqcsZvu2HDK78K0UNKyjasoJJ277N7pJPUj70FppyR6SsTXBwO8lTgHPUybtdV2zzdKSz/4PrZs72Y08RdB8tPZfKBgt6L0pPFbKtpI/KeUqjlGLnzgoGDRqUMXsqk/lfNPux6Vyr49e03YgIORZZTmKvO0yCK8REaKWIVu8j1Kc/VtvMtGLSqivJadoOwIehLPaW/oSGIZ8DO/FFXcJt4uD/4Vh112d1Z5s60mlmIq21zU2YQWtFTn0lOn8g6Tw6Id2Xs91ZPwcNNXuPunxU+aNYM+43vNL/bs5ofJbhex6nV3gzQyv+H3uHXoPqpL7H0qZWXir3vnaRVG7zdKaj/4NSioqKzNp+zHRB99HkW5JiQQcqkqOVYsuWLZKbSbSmaddWiivnM279l7BUc+x5y2b3oKvY2/divjZkFB8fNYkdJf+ZVIdbdBGtCVdsB53+G3CiDcnNPEqTX72TlA5VEV1LJTefNbn9KBtyM8tPW8Gqk/7J9tLbaMifEv/7qA9uY/QHt9Krfk1X1VgQ296X7UezBJ2VbI2mWNBDF0RyHNdl1qxZQVdDJKhX/RoGVPyJkupnyNq3D4DKfpdS1X8eADtGfJOICrNwj1xRNJ1YjkPhpOlBV0MkqV1uMrzcCJbjUDn0RPKdNBwPLDp0zMtHy6Km6Fxqis6NP+VGqxhU8XtsFWHwzt9QU3A65QM+x47seUBWimosILa9L9uPZgm6jyZHulMs6L0oIjlKKcrLyyW3NBbyDjB056+YtuwsTll2OkM/fJis6D6aQ/35cOh/05g3IegqiqPQStG0dyda5jOjSG7m0UrRq3a3ZGaQVM5nntuHtVP+TGX/y1CWS2HtW0zddD2fWzeRkzZ8jj5Vr6agxgJk+9FEQWclh2VTLOhARXK0UuzcuZMhQ4bIOTnpQitorobsYgByIjsZv+XrACgrxP6+F7HNP4OmSV+EUE6AFRUJ05rmqj1k9x0YdE1EMtrllvpz/UUX0Jqc+krQQ4KuiUhUKpePlk118Wyqi2cTiuxmYMX/UrLrcXpFyhm0/znCfWZQXRy7+JcbPUBO0zbq808EuZVj0pRsPxon6D6adLpTLOihCyI5juty5plnBl0N0bADdr/c8ngF+p8Fs/4GQF3eZHYN+BSNBaewb8CVeKH0vBWO6JzlOBRMODnoaogktctNhpcbwXIcqgZPpkCGlxvDchx6d8HyMZo9kB0jbmf9oK8S3vMWUyP/5kD/ufG/9638J+M2XE8kayAH+s6hqu8cqovOw3d7p7wumciV7UfjBN1Hkx5iivm+H3QVRBKU77O5fCsjR47EkY2U7rXrX7HH7pehdkP7v+1/t91FZdaPfzR+pVGtFE17dpAzYJhcCdsQkpmZ2uYmzKCVIq96JzqvFDmD0AxaKcIVXbh8tGz25J3KpoFnkp918P1DzZX4Th7ZzbsZWPEHBlb8AWWFqOlzNlV9P8qHJZ8CClJfnwzh+z5lZWWy/WiQoPtoskROMS1XeTWKRnPgwAHJrYs5fh15Q3e2f3LtD+GDX8Q63JYNfU+Hyd+FjyyGy8rA6mQ4q9Z49TVyRWWTSGZmktwMpMlqqgUkM3MEM599WPpV3jx7O6tPfJ6dQ68nnDsKW0cpOvAaozZ/E0tFD05c8TLsehEi+7u1julMa9l+NE3QWcmR7hQLeuiCSI7juEyfLldVTqVQ8x7y61aRV/8++XXvk1+/itzwFvStFsu/862DE474NBROgkEXwoDzIKsoofe3HIfeY6d2Ue1FV5DMzNQuNxlebgTLdjgw8AQKbTnyZgrLdsgPaPmo7Wyqi8+nuvh8to75MbnhTRRXvkR2UznRrP7gtcz3a+6BfUti5fxR0HcGFE+HvtOh+GRw8wKpf5BcV7YfTRN0H016iCkW9NAFkRzl+2zY8gFjx46V4UHJ0prcpjIsdxjajt2KZMSW7zJs+4MdTt5cU0BOyb6DT4y97tg+VinCu8rIHTxShiobQjIzU9vchBm0UvSuKkfnjUYGM5pBK0Xjh2mwfLQswr3GsXP4uNjvfpujggUnQNMeqNsE9Vtjj/KnY3/LHQxXtBnJVr0GcgZCdt/OR6xlAN/32bRpk2w/GiToPpp0ukWPpoFwOBx0NdJab6uGsc46Bu5dT+/mbeSEt5HVuIXZ9WvIVrWsPPk16gpje3vDuaPRWIR7jaE+/0Qa8k+kvveJNDgnwKz/S1GNNDoaQYZPmkQyM1Pb3DJ34zmzaGyvGZnXTGLA8vG038R+Nh+IXXOlahnsXwb734GiQy4C9+/zIFIJoT7Qe2z7R5/JUHRit1e/q8j2o0iGdLpTTPZ2mcVxHKZNmxZ0NQLlqkbyG7dSXFtOTlMZOeFydg++msa8EwC4NPspftj7eth4+GuVlUV2U3m8071vwH+wr+RKlJvffsLGKKEU1deyHfJGTkzRu4nuIJmZqX1uMrzcBJbtUFMyliIZXm4Mo5aPWUUw6ILYo5XXpuPpNYLTcivPaHWsc1617ODfB34EZr988Pdl/w25AyF/NOQOOvhwe6f9UXLZfjRP0H006XSnWNBDF0RyfN9nzcZ1nHDCCYHPjKlk+w1kNe8l1LyXUPM+sqJ7qS46l6bcUQAU7X+JUZu/SSiyj5Bffdjr63ufFO90l/uj2ekPI7e4lObckTTljqDGHc5GxlLQbzJ5OQfvla2crj+vSyufxh1b6DVsNJZsWBpBMjNT29zkSLcZtPIpqNyKzhuLDC83g1Y+DeWbzV0+urltyr3g8h2xznf9lthw9LaPvqcdnDZaC5t+2fF7Or1gxKfgtN8efG79A5Bd0qZjPgC0S1Dfc9/3Wb9+fcZtP2ayoPtogXe6H3nkEX7yk59QUVHBpEmTeOihh5g5c2an0y9atIhbb72VtWvXMnjwYL7+9a9z3XXtzw39y1/+wne/+122bNnC6NGj+cEPfsAVV1wR//sTTzzBN7/5TRoaGrjmmmv4yU9+Ev/btm3buPDCC3n33XcpKJBbJYhg5bq1WFXLwK6H5hqItjxayyM/G7uICeDsfonzll9PTnQfjmo87L02nvCbeKcboFfjpng56hQQyR1JU24pTTkjaew1Lv63JdELOLNqO//v3AZyWpYY9c2K/XXN9G45l1sIIYQQAoh1vvtMiT06ozWc+IOW88S3QVMFNO4Crw78Q7ZhonWw4vZ2T+UD8wDPKWDfgCvZPP7n8fcdu/FGPLcQz+3T8rMIL9QHVxfQO9oXGNOmHip2BxUhuligne5nnnmGr3zlKzzyyCOcddZZPProo1x00UWsW7eO4cOHHzZ9WVkZF198MV/84hf505/+xBtvvMENN9xA//79+fjHPw7Am2++ySc/+UnuvfderrjiCp577jk+8YlPsGTJEk477TQqKyu59tprefzxxxk1ahRz587l3HPPZe7cuQBcf/313H///cfc4Za9XWlOKyztYSsfx4/iKJ/JYwdBdD9EvNiFP5zs2LSR/RDeBcoD7YH2QUVBNccefWfEpgeoWQd7Xz/4t7YPPwKjr4HC2JFjKhbA+p/E9gT7jS0/wwfLZ/4J+l8GwKSSN8ha+J3O21N0UrzTjfbIi5TH/+TbuUSzSmgO9W/5WRL/W13BdFadNJ9qqz+bIkUM7tOf/GwzvruW7ZBXOu7oE4q0IZmZqX1uMrzcBJbtUNtvFMUmHjHtoXrs8jGrECZ96/DnvQYIV0DbnfqqGUZeFdsmC1fEHs1VALh+LZY+eATT8esZWPHHTj+2pPBSPuj7p9gvWjFzYQG+nYNyeuHbeSgnF9/JQ9m9qOlzFptKv9vh+ziOw+TJk5NvtwhM0H20QDvdP/3pT7nmmmu49tprAXjooYd46aWX+NWvfsV999132PS//vWvGT58OA899BAAJ5xwAu+++y4PPPBAvNP90EMPccEFF3DHHXcAcMcdd7Bo0SIeeughnnrqKbZu3UphYSGf/OQnATjvvPNYt24dc+fO5cknnyQrK4uPfexjR617JBIhEonEf6+pqQFg//7YPQxbhzA4jtOu7HkelmXFy7ZtY9t2p+VoNIrjOPGy67pYlhUvA3ie164cCoXQWsfLSil834+XlVK4rttp2fd9tNbxckftSIc2RSIRGhsbGa/+zthXv4SFxkLFOtb4WFoBivdO/Bd1uScAmtJdv2RU+Y/iuSmgtk2uDWfPR/c/A9/3yN7ya3LWdrywBag//VnUgPNi7doyn16rbu902rB7EpGSfjiui7t7G7lbX+l02qbKfTRYB2iO1rOvLpsDaghk9Qa3EBXqjXYLsLIKUU4+UW8I7K9G+T5hNZ4tpX9FZfVFZfVHhQrQWgEWlm2jlQ9VB2JlH7Cm0ORDbWOEPLuaaMhF+x7YNpZlo32PZmWjmmJZVx+oIztkoX2PsLIIN3jUeBbNWS1naysfy3Fj90GMlxUohRXV5KkmAHZXVVPbnIVWCqfluxcv+z4ajePEyo1RRV1thIilcG0Ly3ZQXjPNO7eSPWxsy3+spX2+D5aFZzXj18fqXOvWgt3Urk3tyw6WdYxtclwaox5N9VFqdTbNDqA0luOglQLdpozGsg+Wm5RFuK6ZGt8hmhWKZdM2p0PaZNk2jZEo4bBPrc6i2VLt2mGrJmpj/16qDtSgQ15ataldZpqE2pRITpYPEGt4dU0t4Ygbb5PVWB+ft6uqq2lwGgk3QY2yabat426T1eBTS+x7VlVVg2o69jZhO4Q9RVN9hBqVTbNrHzUnrRXhZi+lbTr0u6e1IrprK6FBI2nCJtyoqPGgOctt16ZIkw0t/4vqmnrC4e5tk2U7NDZHCTe0/N9tfdT5Sfs+YaU7bVMqc0IpmrRNuL6ZGs8hmh3qsjY1ej6hHVuoHjqK5uxQRrTpWHICCDdHCYc1Ncql2dZp1SZsiyYfmuoiVHsO9XvKCA0aieW6adEmrXw8pWnWFrtCEXqFbGzHwfc9LKxY2fOwWrbr2pbbbuO12w6MRnFatvdaywC+52E7sbb6nocbCqF131i5qbpl+1TjjvtZu23V+nAjq3fvppdVj2VlE9lfheU4WNF6VvT7OiG/FjdajevV4qpaXK8GJ1rDnkgxNdVVNLsOjm6itrF1PdIEVMW3xSwgGulNdZ8avGiU6jwPle3G26e1ZtWqVUyZMgXXdWW73IA2VVdXAwHer1sHJBKJaMdx9F//+td2z99888161qxZHb5m5syZ+uabb2733F//+lftuq5ubm7WWms9bNgw/dOf/rTdND/96U/18OHDtdZaV1VV6d69e+v33ntP79+/X48cOVK/+OKLev/+/Xr06NF6+/btCdX/rrvu0sQ2H+UhD3nIQx7ykIc85CEPechDHmn+2LJlS0J9vVQL7Eh3ZWUlvu8zYMCAds8PGDCA3bt3d/ia3bt3dzi953lUVlYyaNCgTqdpfc+ioiL+8Ic/cNVVVxEOh7nqqquYM2cOX/jCF7jpppsoKyvj0ksvJRqNcvfdd3PllVd2WJc77riDW2+9Nf57dXU1paWlbN++ncLCwqT/HyIYtbW1DBs2jB07dsg5/IaQzMwjmZlJcjOPZGYeycxMkpt5ampqGD58OMXFxYF8fuAXUrMOuSWA1vqw5442/aHPH+09r7jiinYXVlu4cCGrV6/m4YcfZsyYMTz11FMMHDiQGTNmMGvWLEpKSjhUdnY22dnZhz1fWFgoM5+BCgoKJDfDSGbmkczMJLmZRzIzj2RmJsnNPLYdzIXzArtcX79+/XAc57Cj2nv37j3sSHWrgQMHdji967r07dv3iNN09p6RSIQbbriBRx99lM2bN+N5Hueccw7jx49n3LhxvP3228faRCGEEEIIIYQQPVxgne6srCxOOeUUXn755XbPv/zyy5x55pkdvuaMM844bPoFCxZw6qmnEgqFjjhNZ+957733ctFFF3HyySfj+z6e58X/Fo1GA7+nmxBCCCGEEEIIcwU6vPzWW2/ls5/9LKeeeipnnHEGv/nNb9i+fXv8vtt33HEHO3fu5I9/jF36/7rrruPhhx/m1ltv5Ytf/CJvvvkmjz32GE899VT8PW+55RZmzZrFj370Iy677DKef/55XnnlFZYsWXLY569du5ZnnnmGlStXAjBhwgRs2+axxx5j4MCBbNiwgenTpyfUluzsbO66664Oh5yL9CW5mUcyM49kZibJzTySmXkkMzNJbuYJOjNL66Cumx7zyCOP8OMf/5iKigomT57Mgw8+yKxZswC4+uqr2bZtGwsXLoxPv2jRIr761a+ydu1aBg8ezDe+8Y14J73Vs88+y3e+8x22bt3K6NGj+cEPfnDYbcC01px99tnccccdzJs3L/78P//5T2688UYikQjf//7347czE0IIIYQQQgghkhV4p1sIIYQQQgghhMhUgZ3TLYQQQgghhBBCZDrpdAshhBBCCCGEEF1EOt1CCCGEEEIIIUQXkU63EEIIIYQQQgjRRaTTfYgvf/nLWJbFQw89dNRp//KXvzBx4kSys7OZOHEizz333GHTPPLII4wcOZKcnBxOOeUUXn/99XZ/f+CBBxgwYAADBgzgwQcfbPe3t99+m1NOOUXuFd6Bu+++mwkTJpCX9//bu/+YqOs/DuDPi19nCIagGBJaO35YgCE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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = rp.plot_hist(returns=Y,\n", " w=w,\n", " alpha=0.05,\n", " bins=50,\n", " height=6,\n", " width=10,\n", " ax=None)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### 2.4 Calculate efficient frontier" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The problem doesn't have a solution with actual input parameters\n" ] }, { "data": { "text/html": [ "
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MO MSFT NI PCAR SEE T TMO \\\n", "0 0.0000% ... 10.2422% 0.0000% 5.6465% 0.0000% 8.8630% 0.0000% 0.0000% \n", "1 0.0000% ... 5.6054% 0.0000% 5.9885% 0.0000% 9.2228% 0.0000% 0.0000% \n", "2 0.0000% ... 0.0000% 0.0000% 7.4434% 0.0000% 9.7238% 0.0000% 0.0000% \n", "3 0.0000% ... 0.0000% 0.0000% 4.7880% 0.0000% 8.6779% 0.0000% 0.0005% \n", "4 0.0000% ... 0.0000% 0.0000% 0.0001% 0.0000% 6.8826% 0.0000% 2.0224% \n", "\n", " TXT VZ ZION \n", "0 0.0000% 28.2496% 0.0000% \n", "1 0.0000% 30.2239% 0.0000% \n", "2 0.0000% 33.1218% 0.0000% \n", "3 0.0000% 33.0473% 0.0000% \n", "4 0.0000% 32.0412% 0.0000% \n", "\n", "[5 rows x 25 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "points = 50 # Number of points of the frontier\n", "\n", "frontier = port.efficient_frontier(model=model, rm=rm, points=points, rf=rf, hist=hist)\n", "\n", "display(frontier.T.head())" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting the efficient frontier\n", "\n", "label = 'Max Risk Adjusted Return Portfolio' # Title of point\n", "mu = port.mu # Expected returns\n", "cov = port.cov # Covariance matrix\n", "returns = port.returns # Returns of the assets\n", "\n", "ax = rp.plot_frontier(w_frontier=frontier, mu=mu, cov=cov, returns=returns, rm=rm,\n", " rf=rf, alpha=0.05, cmap='viridis', w=w, label=label,\n", " marker='*', s=16, c='r', height=6, width=10, ax=None)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting efficient frontier composition\n", "\n", "ax = rp.plot_frontier_area(w_frontier=frontier, cmap=\"tab20\", height=6, width=10, ax=None)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Estimating Risk Parity Portfolios for Square Root Semi Kurtosis\n", "\n", "### 3.1 Calculating the risk parity portfolio for Square Root Semi Kurtosis." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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weights2.5334%2.6996%2.4343%3.6101%4.2748%4.0051%4.0332%6.4981%4.6227%2.5405%...5.6576%2.9168%5.8968%3.4460%4.6167%3.9412%3.5702%3.2022%7.6373%3.4864%
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1 rows × 25 columns

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" ], "text/plain": [ " AAPL AMZN APA BA BAX BMY CMCSA CNP \\\n", "weights 2.5334% 2.6996% 2.4343% 3.6101% 4.2748% 4.0051% 4.0332% 6.4981% \n", "\n", " CPB DE ... MO MSFT NI PCAR SEE T \\\n", "weights 4.6227% 2.5405% ... 5.6576% 2.9168% 5.8968% 3.4460% 4.6167% 3.9412% \n", "\n", " TMO TXT VZ ZION \n", "weights 3.5702% 3.2022% 7.6373% 3.4864% \n", "\n", "[1 rows x 25 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "b = None # Risk contribution constraints vector\n", "\n", "w_rp = port.rp_optimization(model=model, rm=rm, rf=rf, b=b, hist=hist)\n", "\n", "display(w_rp.T)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### 3.2 Plotting portfolio composition" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = rp.plot_pie(w=w_rp,\n", " title='Risk Parity Square Root Semi Kurtosis',\n", " others=0.05,\n", " nrow=25,\n", " cmap=\"tab20\",\n", " height=6,\n", " width=10,\n", " ax=None)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### 3.3 Plotting Risk Composition" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = rp.plot_risk_con(w_rp, cov=port.cov, returns=port.returns, rm=rm, rf=0, alpha=0.05,\n", " color=\"tab:blue\", height=6, width=10, ax=None)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Due to semi kurtosis use an heuristic based on lower semi cokurtosis matrix to approach portfolio lower semi kurtosis, the solution is only an approximation." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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XX0RERFC9enWbfdeqVasMu1U3bdoUf3//XL/PgAED2LNnD4cOHWL27NmEhYXRsGHDdPMlJyezbt06OnfujIeHR7o8k5OTbbo3//777zz11FN4eXnh5OSEs7Mzs2fP5tixY+nW3aRJE7y9va3/Dg4OpnDhwtnuO0svAsvj3m7YGWnbti0XLlxg8eLFjBw5ksqVK7NkyRKeeeYZm1bSDRs2ULlyZapVq2azfK9evbJcf3Zys0/uzzO3+z8zy5cvx9nZGWdnZ0qWLMl3333HV199Rbt27azzrF+/Hk9PT7p27WqzrKXnw7p166zz3Tvd4rnnnsPT09M634MYMGAAly5d4tdff2Xo0KEUL16cn3/+mUaNGvHJJ59Y5/vrr79o0qQJRYoUsdknbdq0AUg3EnDbtm1tuo6Gh4cD2Gz/vdMvXLjwQOUvUaIE1apV448//siwS/eDePbZZ3M874YNG4D02dSpU4fw8HBrNmXLlsXf359Ro0bxzTffcPTo0Rytv06dOhw4cIDBgwezatWqHA+yZrl8I6OeHjk9Pi1atWqFq6srI0aM4Pr16zl6/6wULlwYs9lMTEzMQ69LCOG4pJIqRB4JDw+nVq1aNo+aNWvm2fpv376NyWSiWLFiuVrOco3byJEjrSfFloelgnjjxg2bZQIDA23+bekSePfu3QctPgC+vr7p9lGRIkWsr2fUlfDmzZsZTrcsZ7mGyl5lv3r1KgcPHky377y9vVFVNd2+y6w7ZHYaNmxIuXLlmDVrFj/99JP1Fg73u3nzJkajka+++ipdmdq2bQv8l+eiRYvo1q0bRYsW5eeff2bHjh3s3r2bAQMGkJycnG7d9+87SNt/2e27sLAwm3LkpJueu7s7nTp14pNPPmHTpk2cPn2aSpUqMWPGDI4cOWLd1pCQkHTLZjQtp3K7T+7PMzf7PyuWH2x27tzJTz/9RKlSpRgyZAhbt261ea+QkJB0n4PChQvj5ORk/ezfvHkTJyendD9eKYpCSEhIumMkt3x9fenZsydffPEFu3bt4uDBgwQHB/Puu+9au5VevXqVZcuWpdsnlStXBtLvE8vI5haWa0Qzm55RNjnh7e3N+vXrqVy5Ms899xxLlix5oPXcKzfHeFbXeBYpUsT6uq+vL5s2baJ69eqMHj2aypUrU6RIEcaOHYvBYMh0/e+88w6ffvopO3fupE2bNgQGBtKsWTP27NmTZbksx7Sbm1uGr+fk+LRo3rw5ixcv5tSpUzRp0iTdNcS5ZSnTw/69EUI4NrkmVQgHERAQgF6vTzfYRnaCgoKAtJOZLl26ZDjPvQNn5KeMKmWBgYEZXp9raQmwbJ+9BAUF4e7uzvfff5/p6/fKaBty6oUXXuC9995DURT69euX4Tz+/v7o9Xr69OnDq6++muE8pUuXBuDnn3+mdOnSLFiwwKZc9w+687CWLVtms857f3jIqRIlSvC///2PYcOGceTIESpXrkxgYGCGrSkZTXNzc8twu27cuGGTUW73yf155mb/Z8Xygw1A3bp1qVu3LtWqVWPw4MFERkai0+kIDAxk165dqKpqU45r165hNBqt2xUYGIjRaOT69es2FVVVVYmJiaF27drZlic3KleuTI8ePZg2bRonT56kTp06BAUFUbVqVT766KMMl3mQz0ReCQgIYO3atbRo0YJu3boxf/58m+9CV1fXDPPPrHKfm2Pc8sNPdHR0uh8Yr1y5YvPZrFKlCvPnz0dVVQ4ePMjcuXMZP3487u7uvP322xmu38nJiREjRjBixAhiY2NZu3Yto0ePplWrVly8eDHT23tZ3vfWrVs52o6Mjs97tWnThj///JNOnTrRpEkT1q9fT3BwcI7WfT9Lmez93S6E0DZpSRXCQbi7u9OoUSN+//33HLXUWFSoUIFy5cpx4MCBdK2Ylse9XTxzKictbHmhWbNmHD16lH379tlM//HHH1EUhSZNmuR6nblpXW3fvj1nzpwhMDAww333sKMa36tfv3506NCBN998k6JFi2Y4j4eHB02aNGH//v1UrVo1wzJZTowVRcHFxcXmpDomJibPuj1aVKlSJdPW8fslJCSQmJiY4WuW7raW5Zs0acKRI0c4cOCAzXy//vprumVLlSrFwYMHbaadPHkyXVf2h90nudn/uVGuXDneeustDh06xIIFC4C0z35iYmK61r8ff/zR+vq9///5559t5lu4cCFJSUk299/NzXF78+ZNUlNTM3zt+PHjwH9ZtW/fnsOHDxMWFpbhPsnPSir8V1GtWrUq3bt3Z+HChdbXMvrsrF+/PtPPaUYy+06xXL5wfza7d+/m2LFj6e6NDGmf0WrVqvH555/j5+eX7rsvM35+fnTt2pVXX32VW7duWUcsz4ilG/WZM2dspufm+Lxfq1at+PPPPzl79ixNmjR54O66Z8+eJTAw8IEruUKIgkFaUoXII4cPH043ci2kdYXMzTWkWZk6dSoNGjSgbt26vP3225QtW5arV6+ydOlSZs2alWllc9asWbRp04ZWrVrRv39/ihYtyq1btzh27Bj79u3j999/z3VZLL/6L1iwgDJlyuDm5kaVKlUedhPTGT58OD/++CPt2rVj/PjxlCxZkr///puZM2fyyiuv2IyGmpuyA0yePJk2bdqg1+upWrWqzW0pLIYNG8bChQtp2LAhw4cPp2rVqpjNZi5cuMDq1at544030t2w/kEVKVIkR90Rv/jiCxo0aMDTTz/NK6+8QqlSpUhISOD06dMsW7bMeo1i+/btWbRoEYMHD6Zr165cvHiRDz/8kNDQUE6dOpUnZc6tEydO0KpVK3r06EGjRo0IDQ3l9u3b/P3333z77bc0btyY+vXrA2n7/vvvv6ddu3ZMmDDBOrqvpYJ0rz59+vD8888zePBgnn32Wc6fP8+UKVPSHXt5sU9yuv9za+TIkXzzzTd88MEHdOvWjb59+zJjxgz69evHuXPnqFKlClu3bmXixIm0bduW5s2bA9CiRQtatWrFqFGjiI+P56mnnrKO7lujRg369OljfY/cHLcbNmzg9ddfp3fv3tSvX5/AwECuXbvGvHnzWLlyJX379rW2Do4fP541a9ZQv359hg4dSoUKFUhOTubcuXMsX76cb775JteXKuQ1f39/a4tqjx49+PXXX3nuuefo06cP77//PmPGjKFRo0YcPXqU6dOn4+vrm+N1W/bhF198Qb9+/XB2dqZChQpUqFCB//3vf3z11VfodDratGljHd23ePHiDB8+HEi7pnfmzJl06tSJMmXKoKqq9bZULVq0yPR9O3ToQEREBLVq1aJQoUKcP3+eadOmUbJkScqVK5fpcsWKFaNMmTLs3LmToUOHWqfn5vjMSMuWLVm6dCkdO3a0tqjm9hKInTt30qhRo4fqlSKEKADyc9QmIQqCrEb3BdTvvvvOOu/Dju6rqqp69OhR9bnnnlMDAwNVFxcXtUSJEmr//v3V5ORkVVUzHt1XVVX1wIEDardu3dTChQurzs7OakhIiNq0aVP1m2++Sbct949km9E6z507p7Zs2VL19vZWAbVkyZJZ7qeMtvFeWY36eP78ebVXr15qYGCg6uzsrFaoUEH95JNPsryx/L24b/TOlJQUdeDAgWqhQoVURVFsRuXMaJTYxMRE9b333lMrVKiguri4qL6+vmqVKlXU4cOHqzExMTbv8+qrr2a5H3K6zRYZje5r2d4BAwaoRYsWVZ2dndVChQqp9evXVydMmGAz38cff6yWKlVKdXV1VcPDw9XvvvtOHTt2bLrRjTMre2aj5j6o27dvqxMmTFCbNm2qFi1aVHVxcVE9PT3V6tWrqxMmTFDv3LljM//Ro0fVFi1aqG5ubmpAQID64osvqn/++We6z6PZbFanTJmililTRnVzc1Nr1aqlrl+/PsORYB92n6hqzvd/RrI6FmbMmKEC6g8//KCqqqrevHlTHTRokBoaGqo6OTmpJUuWVN955x3r8W5x9+5dddSoUWrJkiVVZ2dnNTQ0VH3llVfU27dv28yXm+P24sWL6nvvvac+9dRTakhIiOrk5KR6e3urdevWVb/66iubUbRVVVWvX7+uDh06VC1durTq7OysBgQEqDVr1lTfffdd60itmR2nlu+Y33//3WZ6Rt9JuRndN6PjKzY2Vq1Tp47q5OSkLliwQE1JSVHfeusttXjx4qq7u7vaqFEjNTIyMtPRfe//frR455131CJFiqg6nc7m82kymdTJkyer5cuXV52dndWgoCD1+eefVy9evGhd9vjx42rPnj3VsLAw1d3dXfX19VXr1Kmjzp071+Y97i/TZ599ptavX18NCgqy/j148cUX1XPnzmW7f95//33V39/f5rOUm+Mzq+/ctWvXqu7u7mqFChXUy5cvW6dn9513+vRpFVAXLlyYbfmFEAWboqqq+gjqwkIIIUSe2LhxI02aNGHDhg00btw4v4sjhEO6cuUKpUuX5scff6R79+75XRwg7b7WP/74I2fOnMHJSTr7CfE4k2tShRBCCCEeM0WKFGHYsGF89NFH2d426lGIjY1lxowZTJw4USqoQgi5JlUIIYQQ4nH03nvv4eHhweXLlylevHi+liUqKop33nnnoe+DLIQoGKS7rxBCCCGEEEIIzdBMd99JkyahKArDhg2zTlNVlXHjxlGkSBHc3d1p3LhxuptIZ2ThwoVUqlQJV1dXKlWqxOLFi9PNM3PmTEqXLo2bmxs1a9Zky5YtNq9/+umnBAcHExwczOeff27z2q5du6hZsyYmk+nBNlYIIYQQQgghRIY0UUndvXs33377LVWrVrWZPmXKFKZOncr06dPZvXs3ISEhtGjRgoSEhEzXtWPHDrp3706fPn04cOAAffr0oVu3buzatcs6z4IFCxg2bBjvvvsu+/fv5+mnn6ZNmzZcuHABgEOHDjFmzBjmzZvHr7/+yujRozl8+DAABoOBQYMG8c0336DX6+2wN4QQQgghhBDi8ZXv3X0TExN54oknmDlzJhMmTKB69epMmzYNVVWtF/WPGjUKgJSUFIKDg5k8eTIvv/xyhuvr3r078fHxrFixwjqtdevW+Pv7M2/ePADq1q3LE088wddff22dJzw8nE6dOjFp0iR+++03pk6dys6dO63zjxw5kueee46JEydy9epVvvjiC3vtEiGEEEIIIYR4bOX7wEmvvvoq7dq1o3nz5kyYMME6PSoqipiYGFq2bGmd5urqSqNGjdi+fXumldQdO3ZYb45t0apVK6ZNmwZAamoqe/fu5e2337aZp2XLlmzfvh1Iuyn3yZMnuXDhAqqqcvLkSSIiIjh9+jRz585l79692W6X2Wzm3LlzODs729yQ2tXVFVdX12yXF0IIIYQQoiBSVZWEhASKFCmCTqeJjp05kpycTGpqqt3fx8XFBTc3N7u/j5blayV1/vz57Nu3j927d6d7LSYmBoDg4GCb6cHBwZw/fz7TdcbExGS4jGV9N27cwGQyZTlPeHg4EydOpEWLFkDa9bLh4eE0b96cKVOmsGrVKsaNG4ezszNffPEFDRs2TFeOK1euEBYWlt0uEEIIIYQQ4rF08eJFihUrlt/FyJHk5GRKl/Qi5pr9x6QJCQkhKirqsa6o5lsl9eLFi7z++uusXr06ywDubYWEtF9e7p/2IMtkN8+gQYMYNGiQ9d9z587F29ubevXqUaFCBXbv3s2lS5fo0aMHUVFR6VpHvb29gbTrW/38/KyDLHl4eFjv/6XX6zEajSiKYn2u0+nQ6XSZPjcYDOj1eutzJycnFEWxPgcwGo02z52dnVFV1frcbDZjMpmsz81mM05OTpk+N5lMqKpqfW4pe2bPZZtkm2SbZJtkm2SbZJtkm2SbZJsy26Zbt25RunRp6/myI0hNTSXmmonze0vh422/1t/4BDMla54jNTVVKqn5Ye/evVy7do2aNWtap5lMJjZv3sz06dM5ceIEkNYyGhoaap3n2rVr6VpB7xUSEmJtEc1omaCgIPR6fZbz3O/GjRuMHz+ezZs3s2vXLsqXL0+5cuUoV64cBoOBkydPUqVKFZtlLBXe0NBQAgMDs9sd4hExGAwsX76ctm3b4uzsnN/FEf+SXLRJctEmyUWbJBdtkly0yWAwAOkbjRyBl7eCl7f9ym3G8faJPeRbJ/BmzZpx6NAhIiMjrY9atWrRu3dvIiMjKVOmDCEhIaxZs8a6TGpqKps2baJ+/fqZrrdevXo2ywCsXr3auoyLiws1a9ZMN8+aNWsyXe+wYcMYPnw4xYoVw2QyWQ8sSPvlKqtb0Vh+4RLa4OTkRMuWLSUXjZFctEly0SbJRZskF22SXLRJ8hDZybdPiLe3NxERETbTPD09CQwMtE4fNmwYEydOtLZaTpw4EQ8PD3r16mVdpm/fvhQtWpRJkyYB8Prrr9OwYUMmT55Mx44d+fPPP1m7di1bt261LjNixAj69OlDrVq1qFevHt9++y0XLlyw6d5rsWbNGk6dOsWPP/4IQJ06dTh+/DgrVqzg4sWL6PV6KlSokOf7R9iPfDFqk+SiTZKLNkku2iS5aJPkIvKSSTVjsuO9UUyq2X4rdyCaHk7rrbfeYtiwYQwePJhatWpx+fJlVq9ebdN//cKFC0RHR1v/Xb9+febPn8+cOXOoWrUqc+fOZcGCBdStW9c6T/fu3Zk2bRrjx4+nevXqbN68meXLl1OyZEmb97979y5Dhgxh1qxZ1pHHihYtyldffcULL7zARx99xA8//IC7u3um22A0GvNqd4g8YDQaWb58ueSiMZKLNkku2iS5aJPkok2SizZJHiI7+X6f1IIqPj4eX19fYmNj8fX1zXS++7sPC/uyDChgGYBAaIOWcnF2dkav1+drGbRCS7mI/0gu2iS5aJPkok1xcXH4+fkRFxeHj49PfhcnRyzn9jEnSth94KSQChccat/Yg/R/yCeqqhITE0NsbGx+F+Wxk5MRosWjp6Vc/Pz8CAkJ0Ux58tO9o0cK7ZBctEly0SbJRQjHI0esnWXWncFSQS1cuDAeHh4PdTKsqiqpx4/jGh7+wOt4XJjNZhITE/Hy8nKom0cXdFrJRVVV7ty5w7Vr1wBsRhZ/HBmNRlavXi2jYmqM5KJNkos2SS7a5Mjdfc2YsedVo/Zdu+OQ7r52YukSkFFTvclk4uTJkxQuXDhPbk+TtHMnF/q/QIm5c/B88smHXp8Qj7ubN29y7do1ypcvL11/hRBCiDyW1XmyVlnKfOVEMbt39y1S4ZJD7Rt7kKYkO8voNwDLNageHh558h7xK1am/X/lyjxZX0Gmqqr1ZtVCO7SWi+XYfNyvF1dVlfj4eM3kItJILtokuWiT5KJNjpyHSVXt/hBSSbW7rLoz5MX1bqrJZK2cJqxchZrFPVtF2pdiQkKCQ385FkRay0WuRU1jNBrZsmWLQ3fLKogkF22SXLRJctEmyUNkR65JtTN7X/9wZ+9ezHFxAJhiY7m7bx8etWvb9T0dmU6nw8/PL7+LIe4juWiTs7Mz7dq1y+9iiPtILtokuWiT5KJNjnx9sBkVM/b7Ud2e63Yk0pJqZ2azfS9+Tli9BizXzOn1xK9eY9f3c3SWoei10mKnJf3796dTp0758t72yGXu3LlS8X1IZrOZW7du2f17TOSO5KJNkos2SS7aJHmI7Egl1c5Mdux+q5rNxK9YAZb3MJmIX7EC1Y4Hfv/+/VEUhUGDBqV7bfDgwSiKQv/+/e32/pBW+VAUxfoIDg6mQ4cOHDlyJNtlVVUlKSkJVVUpVaoU06ZNs2tZM7Jx40ZCQ0MzrZDNmjWLatWq4enpiZ+fHzVq1GDy5Ml2L9cXX3zB3LlzM31948aNKIpic9ukK1euEBERQYMGDR7qdkrjxo2jRo0aeVpJ7d69OydPnsyz9T2OTCYTu3fvtuv3mMg9yUWbJBdtkly0yZHzMKNisuNDWlLTSCXVzuzZnSH54EFMN2/aTDPduEHyoUN2e0+A4sWLM3/+fO7evftfWZKTmTdvHiVKlLDre1v4+PgQHR3NlStX+Pvvv0lKSqJdu3akpqZmuZxOp8PX1zdPb3OS3Xveb+nSpTzzzDMZXvc4e/ZsRowYwdChQzlw4ADbtm3jrbfeIjExMa+KmylfX99ctTyeOXOGBg0aUKJECVavXv1ArZaWFlRFUdDr9Xmai7u7O4ULF86z9T2OnJ2dadWqlUN3yyqIJBdtkly0SXLRJslDZEcqqXb2MN0Z4les4MqotzN9xEz46L+uvhZ6PTEfTshyufgVKx5qm5544glKlCjBokWLrNMWLVpE8eLFqVGjhs28K1eupEGDBvj5+REYGEj79u05c+aM9fUff/wRLy8vTp06ZZ322muvUb58eZKSkjItg6IohISEEBoaSq1atRg+fDjnz5/nxIkT1nm2b99Ow4YNcXd3p3jx4gwdOpTExEQMBgONGzfm/PnzDB8+3NoiC2ktetWrV7d5r2nTplGqVCnrvy3dYidNmkSRIkUoX748586dQ1EUFi1aRJMmTfDw8KBatWrs2LEjXdktldSMLFu2jG7duvHiiy9StmxZKleuTM+ePfnwww9t5pszZw7h4eG4ublRsWJFZs6caX3NUpbffvuNp59+Gnd3d2rXrs3JkyfZvXs3tWrVwsvLi9atW3P9+vV025UTBw8epEGDBtStW5c///wTDw8P6/tGRkZa54uNjUVRFDZu3Aj81xq7atUqatWqhaurKz/99BMffPABBw4csGZhadG9cOECHTt2xMvLCx8fH7p168bVq1et6z9w4ABNmjTB29sbHx8fatasyZ49e4D03X2zmldkzGw2c+3aNemWpTGSizZJLtokuWiTI+dhuSbVng8hAyfZ3cMchClRUcT9+WfaP3Q6yGjE0fu7S5hMJB87RvKxY7bTVRX+LYtzyYdv7XzhhReYM2cOvXv3BuD7779nwIAB1sqIRVJSEiNGjKBKlSokJSUxZswYOnfuTGRkJDqdjr59+/LXX3/Ru3dvtm/fztq1a5k1axbbtm3D09MzR2WJjY3l119/Tdu2f3+ZO3ToEK1ateLDDz9k9uzZXL9+nSFDhvDaa6/xxRdfsHDhQqpXr87//vc/XnrppVxv/7p16/Dx8WHNmjU2XVTfffddPv30U8qVK8e7775Lz549OX36NE5OaYfakSNHiImJoVmzZhmuNyQkhE2bNnH+/HlKliyZ4TzfffcdY8eOZfr06dSoUYP9+/fz0ksv4enpSb9+/azzjR07lmnTplGiRAkGDBhAz5498fHx4YsvvsDDw4Nu3boxZswYvv7661xt+/bt2+nduze9evXiq6++eqDWz7feeotPP/2UMmXK4ObmxogRI1ixYgXr1q1DURR8fX1RVZVOnTrh6enJpk2bMBqNDB48mO7du1s/Z71796ZGjRp8/fXX6PV6IiMjM/11NjfzijRms5nDhw/TsGHDPG3lFg9HctEmyUWbJBdtcuRKqng0pJJqZ5bKyYMoNHgwrqVKceXd91BTU9NXSDOT0Xx6PYq7O0U+moBP27YPXCaLPn368M4771hbz7Zt28b8+fPTVVKfffZZm3/Pnj2bwoULc/ToUSIiIoC0azCrVq3K0KFDWbRoEWPHjqV2NiMUx8XF4eXlhaqq3LlzB4BnnnmGihUrAvDJJ5/Qq1cvhg0bBkC5cuX48ssvadSoEV9//TU+Pj7o9Xq8vb0JCQnJ9fZ7enryf//3f7i4uABprZcAI0eOtI4i+MEHH1C5cmVOnz5tLdeff/5Jq1atcHNzy3C9Y8eOpUuXLpQqVYry5ctTr1492rZtS9euXa1/XD/88EM+++wzunTpAkDp0qU5evQos2bNsqmkjhw5klatWgHw+uuv07NnT9atW8dTTz0FwIsvvpjlNaiZ6dy5M927d2fGjBm5XtZi/PjxtGjRwvpvb29vXFxcCA0NtU5bs2YNBw8eJCoqiuLFiwPw008/UblyZXbv3k3t2rW5cOECb775pnX/litXLtP3zM28Io2TkxNNmzbN72KI+0gu2iS5aJPkok0Pc36c3+x9L9Pcrnvz5s188skn7N27l+joaBYvXpxpz7iXX36Zb7/9ls8//9x6jgyQkpLCyJEjmTdvHnfv3qVZs2bMnDmTYsWKPcSWPBz5ScnOHvaXIp+2bSmzbClulcIzbknNCUXBrVIlyixblicVVICgoCDatWvHDz/8wJw5c2jXrh1BQUHp5jtz5gy9evWiTJky+Pj4ULp0aSCtwmDh7+/P7Nmz+frrrwkLC+Ptt9/O9v29vb2JjIxk7969fPPNN4SFhfHNN99YX9+7dy9z587Fy8vL+mjVqhVms5kTJ0489AA9VapUsVZQ71W1alXrc0uF69q1a9Zpf/75Z6ZdfS3L7Nixg0OHDjF06FAMBgP9+vWjdevWmM1mrl+/zsWLF3nxxRdttm3ChAk23ajvL0twcLC13PdOu7dsOdWxY0cWL17Mli1bcr2sRa1atWz+raqq9WFx7Ngxihcvbq2gAlSqVAk/Pz+O/dtTYMSIEQwcOJDmzZvz8ccfp9sH98rNvCKN2Wzm8uXL8ou3xkgu2iS5aJPkok2SR95JSkqiWrVqTJ8+Pcv5lixZwq5duyhSpEi614YNG8bixYuZP38+W7duJTExkfbt2+frAFdSSbWzvDgIXYoVo9SvvxL48v/SKqo57a7ybxfhwJf/R6lff8GlWNGHLsu9BgwYwNy5c/nhhx8YMGBAhvN06NCBmzdv8t1337Fr1y527doFpB9saPPmzej1eq5cuZLltagWOp2OsmXLUrFiRV5++WX69OlD9+7dra+bzWZefvllIiMjrY8DBw5w8uTJLH8V0ul06SqwBoMh3XyZdUW+t/uo5TpXy2cgJiaGffv25eh+bREREbz66qv88ssvrFmzhjVr1rBp0ybrur777jubbTt8+DA7d+7Mtiz3T3uQz+esWbPo2bMnbdq0YdOmTdbplpbee/dfRvsOMt5/9+93VVUzHFzq3unjxo3jyJEjtGvXjvXr11OpUiUWL16c4XvmZl6Rxmw2c+bMGTmZ0BjJRZskF22SXLTJkfMwP4JHbrRp04YJEyZYe9hl5PLlywwZMoRffvkl3aVOcXFxzJ49m88++4zmzZtTo0YNfv75Zw4dOsTatWtzWZq8I5VUO8ur7gyKszOFhw2jxJw56P39s6+o6nTo/f0pMWcOhYcNQ7HDtXetW7cmNTWV1NRUa7fSe928eZNjx47x3nvv0axZM8LDw7l9+3a6+bZv386UKVNYtmwZPj4+vPbaa7kuy/Dhwzlw4IC10vHEE09w5MgRypYta/MoV64cgYGBKIqCi4tLul+IChUqRExMjE2F6d6BgB7G0qVLqVevXoYtzlmpVKkSkPZLWXBwMEWLFuXs2bPpts3SSm1viqIwa9Ys+vTpQ9u2ba1dvAsVKgRAdHS0dd6c7jtXV9d0ldJKlSpx4cIFLl68aJ129OhR4uLiCA8Pt04rX748w4cPZ/Xq1XTp0oU5c+Zk+j65mVekfX81bNjQobtlFUSSizZJLtokuWiT5PHomM1m+vTpw5tvvknlypXTvb53714MBgMtW7a0TitSpAgRERFs3779URbVhlRS7SyvfynyfLIu/j175mhe/5498Xyybp6+/730ej3Hjh3j2LFj6O8fZZi0bryBgYF8++23nD59mvXr1zNixAibeRISEujTpw+vvfYabdq04ddff+W3337j999/z1VZfHx8GDhwIGPHjkVVVUaNGsWOHTt49dVXiYyM5NSpUyxdupQhQ4aQkpJivU/q5s2buXz5Mjdu3ACgcePGXL9+nSlTpnDmzBlmzJjBioccDdli6dKldOzYMct5XnnlFT788EO2bdvG+fPn2blzJ3379qVQoULUq1cPSGsRnDRpEl988QUnT57k0KFDzJkzh6lTp+ZJOXNCURRmzpzJCy+8YG2ZdHd358knn+Tjjz/m6NGjbN68mffeey9H6ytZsiRRUVHs37+fGzdukJKSQvPmzalatSq9e/dm3759/PPPP/Tt25dGjRpRq1Yt7t69y5AhQ9i4cSPnz59n27Zt7N6926YCa5GbecV/zGYz58+fd+hfvAsiyUWbJBdtkly0yZHzsOc9Ui0PgPj4eJtHSkrKA5V38uTJODk5MXTo0Axfj4mJwcXFBX9/f5vpwcHBxMTEPNB75gWppNqZPQ7C+BUrrCP1ZvHGxK9cmefvfT8fHx98fHwyfE2n0zF//nz27t1LREQEw4cP55NPPrGZ5/XXX8fT05OJEycCULlyZSZPnsygQYO4fPlyrsry+uuvc+zYMX7//XeqVq3Kpk2bOHXqFE8//TQ1atTg/fffJzQ01NoFdfz48Zw7d46wsDBrK2B4eDgzZ85kxowZVKtWjX/++YeRI0fmdrekk5SUxLp167K8HhWgefPm7Ny5k+eee47y5cvz7LPP4ubmxrp16wgMDARg4MCB/N///R9z586lSpUqNGrUiLlz5z6yllQLRVGYPn06AwcOpH379qxdu5bvv/8eg8FArVq1eP3115kwYUKO1vXss8/SvHlzmjZtSqFChZg3bx6KorBkyRL8/f1p2LAhzZs3p0yZMixYsABI+5Hk5s2b9O3bl/Lly9OtWzfatGnDBx98kG79uZlX/Eeu5dImyUWbJBdtkly0SfLIXvHixfH19bU+Jk2alOt17N27ly+++IK5c+dmeAlVVjK77OpRUdSHHUFGZCg+Ph5fX1/i4uLSVeKSk5OJioqidOnSmY7ympnUc+c407pN+hd0ugwrrmGrVuKSya1MxKOzaNEi3nvvPY4ePZrfRRE58DDHqBBCCCGyltV5slZZynzwaGG8ve3XzpeQYKZqpWtcvHjRZt+4urri6uqa5bKKotiM7jtt2jRGjBhhc/slk8mETqejePHinDt3jvXr19OsWTNu3bpl05parVo1OnXqlG8/6EtLqp3l9ahY8avX2F6P+u8vHG6WPub3/uKh0xG/enWevr+jU1WV5OTkhx7dN7e8vLyYPHnyI31PR5JfuYismUwmTp8+na+j+4n0JBdtkly0SXLRJskje5beipZHdhXUjPTp04eDBw/aDLZZpEgR3nzzTVatWgVAzZo1cXZ2Zs2aNdbloqOjOXz4MPXr18+z7cktuWrZzvL6pDt+xXKwrFOvR+fmRuhHH+HTuhXxK1dyZfS7qCkpafdKVVXiV6wg6KWX8rQMji4/vhjvvRhdZEz+YGmPqqrcvn2bUqVK5XdRxD0kF22SXLRJctEmR/5R+kFG4M3t+nMjMTGR06dPW/8dFRVFZGQkAQEBlChRwnq5mIWzszMhISFUqFABAF9fX1588UXeeOMNAgMDCQgIYOTIkVSpUoXmzZs/7OY8MKmk2llejl5muHyZlGPH0/6hKLhFRFBs6mc4F027tYxP69a4V6nCpeEjSD50CFSVlKPHMFy5gnMG90R6HCmKkuntY0T+kVy0ycnJidq1a+d3McR9JBdtkly0SXLRJhndN+/s2bOHJk2aWP9tGaS0X79+zJ07N0fr+Pzzz3FycqJbt27cvXuXZs2aMXfu3AwHRn1UpLuvneVl61C8pRleUQh6ZRClfvnZWkG1cC5alFK//kLgoJetXX8T7mm+f9ypqsrdu3cd+he8gkhy0SaTycTx48ellVtjJBdtkly0SXLRJkfOw4yCyY4PM7kbrKhx48aoqprukVkF9dy5cwwbNsxmmpubG1999RU3b97kzp07LFu2jOLFiz/gHsobUkl1IMlHj6IPCqLE3LkUGjoUxfIrlKrC9evW+RQnJwq//jol5s5FHxTE3SNH8qnE2iQVIW2SXLTp7t27+V0EkQHJRZskF22SXIRwPNLWbmd52UweOnYs6HTo3N1tX7hyGf5aBu07QNFi1smedetQds3q7G9X8xhRFAUPD4/8Loa4j+SiTXq9nho1auR3McR9JBdtkly0SXLRpvzsRvqwzGraw57rF9KSand52Z1B5+mZvoIKcOZM2v/Pnkm/jLs7OrnWz0q6lWqT5KJNJpOJw4cPO3S3rIJIctEmyUWbJBdtkjxEdqSS6ujM5v8qp2fOSKupEEIIIYQQdmLP61EtDyGVVLuze3eGmBhISUl7npKS9m+RKUVRcHd3R1HkC0BLJBdt0uv1REREOHS3rIJIctEmyUWbJBdtkjxEdqSSamd2784QddY6ii+KkvZvDVAUhSVLluT5vA9LVVXu3LmTYbfSjRs3oigKsbGxj6Qsj8K4ceOoXr16fhcjW1nlcq+CmJGWmUwm9u/fL92yNEZy0SbJRZskF21y5DykJfXRkEqqI1NVOHM67f8Z/dsO+vfvj6IoKIqCk5MTJUqU4JVXXuH27ds280VHR9OmTRu7lGHu3LnWMiiKQmhoKN26dSMqKipHy2fWWle/fn2io6Px9fW1vo+fn1+elHnhwoXUrVsXX19fvL29qVy5Mm+88UaerDsrI0eOZN26dZm+fu7cORRFITIy0jotISGBxo0bU7FiRS5evPjA753b/ZeTVtT7MxL2557RdfAi30ku2iS5aJPkIoTjkdF97cyu3RmuXYX7h1W/exeuXYPgYLu9bevWrZkzZw5Go5GjR48yYMAAYmNjmTdvnnWekJAQu70/gI+PDydOnEBVVY4fP87LL7/MM888Q2RkZJb73NKt9H4GgwEXFxe7lHvt2rX06NGDiRMn8swzz6AoCkePHs2y8phXvLy88PLyyvH8169ft/64sHXrVoKCgh7ofQ0GQ67mzyyX+9krI5ExvV5PxYoV87sY4j6SizZJLtokuWiTI3f3NasKZtV+rZ32XLcjkZZUOzMajQ++8JnTsGFd5o9tW//r6muhKLBtS9bLnTn9UNvk6upKSEgIxYoVo2XLlnTv3p3Vq1ffV4z/uvCmpqYyZMgQQkNDcXNzo1SpUkyaNCnT9Y8fP57g4GCb1r37KYpCSEgIoaGhNGnShLFjx3L48GFOnz7N7t27adGiBUFBQfj6+tKoUSP27dsHpHUrTUpKQlEUvvnmGzp27IinpycTJkyw6Uq6ceNGXnjhBeLi4qwttuPGjWP8+PFUqVIlXXlq1qzJmDFjMizrX3/9RYMGDXjzzTepUKEC5cuXp1OnTnz11Vc28y1btoyaNWvi5uZGmTJl+OCDD2w+P4qiMGvWLNq3b4+Hhwfh4eHs2LGD06dP07hxYzw9PalXrx5nzvw3ynNuuvtevHiRp59+Gm9vbzZs2GCtoGbUHdvPz896k2hLa+xvv/1G48aNcXNz4+eff85w/wHcvn2bvn374u/vj4eHB23atOHkyZMkJSWhqirnz5+nQ4cO+Pv74+npSeXKlVm+fDmQvrtvVvOKh2c0Gtm9e/fDfY+JPCe5aJPkok2SizZJHiI70pJqZw81EExsLJw8aVlRxvPc37VXVeHGjbRHZvP65F1XybNnz7Jy5UqcnZ0znefLL79k6dKl/Pbbb5QoUYKLFy9m2I1UVVWGDRvGkiVL2Lp1K+XKlctxOSytcAaDgYSEBPr168eXX34JwGeffUbbtm05deoUXl5e1l/vxo4dy6RJk/j888/R6/U23YXr16/PtGnTGDNmDCdOnADSWiVjY2P54IMP2L17N7Vr1wbg4MGD7N+/n99//z3DsoWEhPDrr79y+PBhIiIiMpxn1apVPP/883z55Zc8/fTTnDlzhv/973/Wclp8+OGHTJ06lalTpzJq1Ch69epFmTJleOeddyhRogQDBgxgyJAhrFixIsf7DuDEiRO8+eabPPHEEyxYsABXV9dcLQ8watQoPvvsM+bMmYNer89w/0Fal/FTp06xdOlSfHx8GDVqFO3atbP+kPDqq6+SmprK5s2b8fT05OjRo5m2BudmXpF7iqLg7+8vA1ppjOSiTZKLNkku2uTIedj7ulG5JjWNVFLt7KG6M9SsBb5+sGkDmEw5v9Y0o/kUBZycoFETKFv2wctEWsugl5cXJpOJ5ORkAKZOnZrp/BcuXKBcuXI0aNAARVEoWbJkunmMRiN9+/Zlz549bNu2jWLFiuW4PJcuXeKTTz6hWLFilC9fPl1FcNasWfj7+7Np0ybat2+Pm5sbAL169WLAgAHW+e6tpLq4uODr62ttsbXw8vKiVatWzJkzx1pJnTNnDo0aNaJMmTIZlu+1115jy5YtVKlShZIlS/Lkk0/SsmVLevfuba0MfvTRR7z99tv069cPgDJlyvDhhx/y1ltv2VRSX3jhBbp16wakVQrr1avH+++/T6tWrQB4/fXXeeGFF3K87yz69u1L/fr1Wbhw4QN/ZocNG0aXLl2s/85o/1kqp9u2baN+/foA/PLLLxQvXpyVK1fy3HPPceHCBZ599llri3Vm+xXI1bwi9/R6PWUf8vtC5D3JRZskF22SXLTJkbv7ikdDuvva2UN3ZyhbFp7rDg94baBVUBB06/7QFVSAJk2aEBkZya5du3jttddo1aoVr732Wqbz9+/fn8jISCpUqMDQoUPTdQ0GGD58ODt27GDLli05qqDGxcXh5eWFp6cnxYsXJzU1lUWLFuHi4sK1a9cYNGgQ5cuXx9fXF19fXxITE7lw4QKqqpKYmAhArVq1Hmj7X3rpJebNm0dycjIGg4FffvnFprJ7P09PT/7++29Onz7Ne++9h5eXF2+88QZ16tThzp07AOzdu5fx48dbryH18vLipZdeIjo62joPQNWqVa3Pg/+97vje7sfBwcEkJycTHx+fq23q2LEjW7duZeHChbla7l452Z/Hjh3DycmJunXrWqcFBgZSoUIFDhw4gKqqDB06lAkTJvDUU08xduxYDh48mOn6cjOvyD2j0cj27dulW5bGSC7aJLlok+SiTY6chwmd3R9CKql2p9PlwS728YGOnaHGE2n/zmkXCct8NZ5IW97b5+HLQlqlq2zZslStWpUvv/ySlJQUPvjgg0znf+KJJ4iKiuLDDz/k7t27dOvWja5du9rM06JFCy5fvsyqVatyVAZvb28iIyM5dOgQiYmJ7N2719qy2b9/f/bu3cu0adPYvn07kZGRBAYGkpqaCmDtmuzp6fkgm0+HDh1wdXVl8eLFLFu2jJSUFJ599tlslwsLC2PgwIH83//9H/v27ePo0aMsWLAAALPZzAcffEBkZKT1cejQIU6dOmVt+b237PBfV5mMppnN5lxt0+jRoxk7diy9e/e2lunedd5/a5iMBkbKyf7M7BYzqqpaf1UdOHAgZ8+epU+fPhw6dIhatWqlu37XIjfzitzT6XQULVo0b77HRJ6RXLRJctEmyUWbJA+RHenua2d5dhDq9VCnLhQtBuvWQHJy1t1/FQXc3KBZCyhaNG/KkImxY8fSpk0bXnnlFYoUKZLhPD4+PnTv3p3u3bvTtWtXWrduza1btwgICADgmWeeoUOHDvTq1Qu9Xk+PHj2yfE+dTpdp950tW7Ywc+ZM2rZtC6QNCHTj32t0FUXJ8fWWLi4uGd7Hy8nJiX79+jFnzhxcXV3p0aMHHh4eOVqnRalSpfDw8CApKQlIq8ifOHEiX7skvffeezg5OdG7d2/MZjM9e/YEoFChQkRHR1vnO3XqlE3rbmYy2n+VKlXCaDSya9cua3ffmzdvcvLkSapUqWKtZBcvXpxBgwYxaNAg3nnnHb777rtMW+tzM6/IHZ1Ol2H3fJG/JBdtkly0SXLRJkeupKp2Ht1XldF9Aamk2l2ed2coWhQqVYZ9e7Oft1Jlu1dQARo3bkzlypWZOHEi06dPT/f6559/TmhoKNWrV0en0/H7778TEhKS7h6anTt35qeffqJPnz44OTmla23NqbJly/LTTz9Rq1Yt4uPjefPNN60DK93b3Tc7pUqVIjExkXXr1lGtWjU8PDysldGBAwcSHh4OwLZt27Jcz7hx47hz5w5t27alZMmSxMbG8uWXX2IwGGjRogUAY8aMoX379hQvXpznnnsOnU7HwYMHOXToEBMmTHig/fAg3n77bfR6PX369MFsNtO7d2+aNm3K9OnTefLJJzGbzYwaNSrLgbIsMtp/5cqVo2PHjrz00kvMmjULb29v3n77bYoWLUrTpk1RVZXhw4fTpk0bypcvz+3bt1m/fr11X99v2LBhOZ5X5J6lm1z9+vVxcpI/F1ohuWiT5KJNkos2OXJ3X/FoOO7PGA7CLr8UnT2T/SBKqpo23yMyYsQIvvvuuwxH7fXy8mLy5MnUqlWL2rVrc+7cOZYvX57hvunatSs//PADffr0YdGiRQ9Ulu+//57bt29To0YN+vTpw9ChQylcuLD19Zy2pNavX59BgwbRvXt3ChUqxJQpU6yvlStXjvr161OhQgWb6ysz0qhRI86ePUvfvn2pWLEibdq0ISYmhtWrV1OhQgUAWrVqxV9//cWaNWuoXbs2Tz75JFOnTs2XX3/ffPNNpkyZQr9+/fjpp5/47LPPKF68OA0bNqRXr16MHDkyRy3Hme2/OXPmULNmTdq3b0+9evVQVZW///7bOiqvyWTi1VdfJTw8nNatW1OhQgVmzpyZ4XvkZl6RezqdjrCwMIf+xbsgkly0SXLRJslFmxw5D8vovvZ8CFDUzC4SEw8lPj4eX19f4uLi8PGxvRY0OTmZqKgoSpcubXO9YY7ExcL8eemnK0rGFdcevcA37245I9KoqkrFihV5+eWXGTFiRH4XR+SxhzpGhRBCCJGlrM6TtcpS5tWHSuLpbb9KdlKCmZZVzjvUvrEHx/0Zw0HkeXeGs2czHjgpqFD6aYoCUWfz9v0dnKqqxMfHZzqAT05cu3aNqVOncvny5Qe63YtILy9yEXnPaDSyfv166ZalMZKLNkku2iS5aJMj52FSdXZ/CLkm1e7yvDvDmXu6+lrufdq4CZQJS3tt4wYwGdPmUVU4fRqq18jbMjg4y/WpDyo4OJigoCC+/fZb/P3986hU4mFzEXlPp9MRERHh0N2yCiLJRZskF22SXLRJ8hDZkUqqneXpQZiQADdv/PfvQoWheQvw9k77d1gYFC4Ma1fDtWtp027eSFvOMs9jTlGUHA36kxVp7ct7eZGLyHs6nc7mem6hDZKLNkku2iS5aJMjV1LNKJjt2BnVjJxngnT3tbuM7if5wO7tuvtETejYKX3l09s77Z6oT9TMeLnHnNlsJi4uLtf3ERX2Jblok8FgYNWqVXn7PSYemuSiTZKLNkku2iR5iOxIS6qd6fX6vFvZjRvg7gHNm0ORLG4to9NB7Tppt59ZuzZtOQGktdh5enpa78cptEFy0Sa9Xk/t2rXz9ntMPDTJRZse91xUVeVOwl10eh3untoZcO5xz0WrHDkPe4/AK6P7ppFKqp1l1Z0h161GTzdM+39Ou0UWKQo9e+XuPQo4RVHkPmkapLVcpEU3jU6nIyAgIL+LIe4juWhTQc1FVdUsf0A0mUws+3o1i7/4mytnrgIQ/mQ5ur/Viac61XlUxcxUQc3F0Tlyd1/xaGjnrLCAyqg7g4uLCzqdjitXrlCoUCFcXFxy14JkMuW+IA+yTAFkNptJTEzEy8tLviA1RCu5qKpKamoq169fR6fT4eLikm9l0QKDwcDq1atp2bKlXDOsIZKLNhWkXFKTU/nr23Us/WYN0Wev4ubpSuNu9eg6rB3FKxSxzmc2m5nU+ws2/b4D5Z7WnxP/nGZcl094cVJveozqlA9b8J+ClEtB4sjdfe09Aq9Jxj4B5D6pdmO5l1JsbCy+GdynNDU1lejoaO7cuZMPpXu8mc1mqaBqkJZy8fDwIDQ09LGvpKqqSkJCAt7e3tIVW0MkF23Sei6GVCPrF2xn+fcbiTl/Hd9Ab1r0bkCb/o3w8vO0zpd8J4VRrSdyfNdpVFQsY7jonXQ4OTsxafnbRDxVEYB1v2zh4z5fZvm+/3d4KiUrFbfbdmVH67k8ruLi4vDz83Ooe4Fazu0XHyiHp7f9uisnJZjoXO2UQ+0be5CWVDvL7AvRxcWFEiVKYDQaMUkrpxCaodfrcXJykpMZ0r6/Huc/kFoluWhTfuSiqiqHd5xi5U9biY66hm8hb5o8W5f67arj5PzfKV5yUgqjO33KkR0nUXQKqlkl9lo8s9//jaXfruWzVe9SuHggAL9MWMSJf06nG8neZDRjNhsY330av0ZNx8nZiSXTV6DTKZjNGbd36Jx0/DVrDa9+McB+OyEbcrxokyP/jU0b3dd+5bfnuh2JVFLtLKvuDJbbbkj3k0fHYDCwfPly2rZtK/tdQyQXbZJctEly0aa8zCUh9g7rF/7DxVMxuHu68lS76lSoUcrmxN5kMjP11Tms+20ner0OkymtN8qOvyMpW60EkxaNwNs/rYV09pjfOLbrFADqPRVKVVW5cfk2E/vNYNr6MaSmGPjru3WZVjotldvtf+6hYdcnOXf4QqbzApiNZs4cOPdQ++JhyfGiTY7c3Vc8GlJJtTMtDQYj0vJo2bKl5KIxkos2SS7aJLloU05yuXLuBkd2nwEUqj4ZRvC/rZf3Wvf7Lr4Y+StGgwmdXgeo/DFzLdWfrsB7//cSnj7uAMyfupz1v+8E0iqs8N+gb2cPX2Ly/75jwu/DSIq/y8ofNmVamTSbzBz75wynIs/h7uFKUlzWlyHpnfWc2hdFw65P4uLmQnJSSqbzKoqCWz6P9CvHizY5ch5mdJjkPql257ifECEekCN/MRZkkos2SS7aJLloS+zNRBLi7uAb4IFbBnWy2BsJfPbGr+zZcOy/iQo82TyCEZ/1xPvfa0L3bTrGp6//aL0O1GT873Kgg9tP8dHA75j421BSUwws/noNmY0qYjaZ2bPuCBdORBN3I57U5KxbrRSdwtEdp6jbpnr2G6uqOLmkff6efvZJVn6/DpMx4xHRVVWlQee62a/TzuR4EcLxaGOUkgLMaDTmdxHEPYxGI8uXL5dcNEZy0SbJRZskF+04vPssb/X6mp51P+DVDlPZsGkdn4/+jevRsdZ5ku+k8Fa3r9i3+YTtwir8s/4ob/eYYa1E/jp1BbpMrtUzm8zs33KCE5HniTp8icTYrFs8FZ3Cvo1H0elycH2bmjZ/cMkgipYLIatL4kxGM3Xa1gCgy7B26PS6DK8v1Ol1BBUNoEnPp7J/fzuS40WbHDkPy+i+9nwIqaTanfx6py1OTk60bdtWctEYyUWbJBdtklzs7+j+83w8cj79mk9hYNupfDdlOdEXb9nMs3PdUUb1/oYje6IAMKSYmD16B+sW7eP1Ll9y/UosAGv/2M3FM9cwm9K3NppNZs4evcKmZftIuJ3EkX/OZHmNp95Jx/a/I21aWDOjkNYSG1atJG6erlnOq6oq1RqGoygKPUd1IrPehnq9jkr1ylOxdhgAJSoWZcKyd3DzcgMlrXx6p7RTy0LFA/lk3VjcNdDdV44X7ZE8RHbkEyIeO0ajUb4cNUhy0SbJRZsklweTEHeHTasOc+NqHH4BXjRsFUFAkLfNPPO+2cCPX66xDkYEsOSnbSz7dSdjpz9PzQblSU0xMnXUAlRV/a/LrQIubnqS4lOJu5XE/03+i3e+eJ7Vv+1CIdN6H4pOYc3v/1C9fvlsy68oCnfvpFAyvAjOrk4YUjJvjTKbVcJrlcHNw5VnXm7O79OW2wyaZKHT66jWMJyS4UUBaNHnaWKirvHzR4vQOekwG83o9DrMJjMlKxVj7O/DbVpOn2helfmXZrHuly2c+Oc0eicdtVrXoF6HmjYjDOcnOV5EXjKjwyzXpNqdtKTamSN3ZyiIjEYjq1evllw0RnLRJslFmySXjKWmGIm5fJvY20kZvr7wx230bDaFGROX8fvcrcz6ZAXPt/iEOV+usQ44tHfrSX78cg3w32BEAGaTitFgZPxrPxN7K5Gda4+QEHvH5ppQZxc9fcbUwdlFj9lkZuvKQ8TdSuL2tfhMrx2FtBFzb12Nx6+QNx5eWbc6Go0mSpQPwdPHgxY9n/p3YKX0dHodpSoVJbxOWotn3/e6ULd1NetrkFY5BihePpS3Zw+yLqsoCn3HduX/DnxC5yGtqdOmOo2ee5Jxf4xgxq6P8C+c/t7vHt7udBjUkpHfD2b4t4N4uktdTVVQ5XjRHslDZEcb3yAFmAx3ri3Ozs507Ngxv4sh7iO5aJPkok2Si6342Dv89N1GVi2NJOXfazsrVyvO8y815om6ZQBYsWgP33220rqMZaAfVYUFszfj4upE75ebsPiHbdZWw/upKhhSTaxeuBdTqgG9k85mwCBDiolv3thq/bfZZObq5VsUKurPzavx6e47aqHTKRQu6o+zixOtn3+KJd9tyPD9UcDVzZkmXWoDMPCDrpyKPMfpAxdQUa1NtTq9Dp8AT96dM8ja4uns4sTY+a/zz6qDrJi7keiz1/Ar5EPzXk/RuGtdXNxc0r1difCivDzl+Uz3u6OQ40WbHPn82KQqmFT73cvUnut2JFJJtbPM/iiJ/KGqKgkJCXh7ezv0jaQLGslFmyQXbXqcckmIv8vq5Qc5sP8cAFWqlaBVu2r4+HoAaRXU1wfMJubKbcym//7eHjt0idGv/cSoD7vQsFklfpy+Lsv3+e37LXR+vj6H9kRlXEH8l6qqHNx9llr1y9q8H4CigF9hD2Kv/dfC6uHlRuue9Ti291ym6zSbVVr1eBKAXsPbsHfDUS6evmpTDp1eQTXDsKnP4+mddgsaD283Pv37LVb+tIXlczdz9cINvPw9adGjPh0GNiEg2LbFU6fT8WSb6jyZkxF8C5DH6XhxJHJ+LLIj3X3tTLozaIvRaGTLli2Si8ZILtokuWhTQclFVVXOnbvOgcjzXLl8O93rB/afp3eXr5g1fQ07tp5ix9ZTfDdzHb27fMXef84C8NN3G9NVUCGt4qeq8PmHS9m/6yy3byZmWZaUZAN7tp5Mq2lmQ1EU6reMSDfdyUVP56FVcXLRoyhQomwwRUsF0bhjTcpXL5HhKLs6nUJE3TCeapPWFdfTx53Plr5Bl5eb4uH9X9ffKvXK8fEfQ2ncqZbN8q7uLnT8XzNmbf+AJZdm8POhKfR7t1O6CurjrKAcLwWNI+dh+vc+qfZ8CFBU+SnDLuLj4/H19SUuLg4fH5/8Lo4QQgihGXt2n+Wbr9cRdfa6dVpElWIMfrUFFSqGcv1aPC/0/JrUFGO6FhdFASdnPd/MeYkhfb61dvHNkALPdKnFsnk7sy3T62M6sn31YfZtP5Wu0vvfeysMGNGKri82ZNro31n9++5MW4Tend6HBq2rAnAnMZlvxi1i/aI91i7CTs56WnSrw//e74SbR/rRd40GE3E3E3DzcMXTxz3b8gvhSBzxPNlS5rn7q+Hhrbfb+9xJMNG/xgGH2jf2IN197cwyGIPQBrPZTGxsLH5+fuh08kuVVkgu2iS5aJPWc7l1O4nlKw4QefAiigJPVC9Jm1ZV8fNL66K7fdtJxrz3R7rljh65zLChP/L5l33YufkkhtT0FVRIuzbUZDSzcP6urCuogJNex927qTkqd5ESgXTp14A9W05m+LqiKLi4OdHy2bTWzFfHdcZkNLN20R50eiXtvqBFPLh19S6D3u1kraBCWrffEZ/24sXRz3Ai8gKKAhVrlMTbzzPzsjvrCQzxy1HZRea0frw8rhz5/Nis6jDb8V6mZmk/BKSSancmU/b3MhOPjslkYvfu3TRt2lT+WGmI5KJNkos25Xcu8Ql3uX4jAW8vNwoXsv2Vf8euM4z7cDEGg9lawdy77zw//rydCeO7UL1KCT7/bAVAuhFvzWYVo9HMl9NWYbxjyPJ+oWazyr5/70+aFbMKhYv4EV6tOCcOXcpwnYqiEFzUjyo1S6LT6XjxjdbM/mylzS1odDoFZxcnxs3oi8+/lW1nFyfemNKdHoObsnn5Qe4k3iGoHDRq1Bi/AO907wPgG+BFnaaVsi23yDv5fbyIjMn5sciOdPe1E0fsxiCEEEJkJvpqHLPmbGLzthOY/q3shVcIZWCfp6lVoxSXL9+m/0uzMZlM6SqgigLOzk688VpLJk9alu17hQZ5czU6Lst5Cgf7Utjfg+OHL2dZof3610EoqIzo+x0pKQabrrw6nYJOpzBxVn+q1iptnX7y8CWW/bqTY5EXcHbWU7dJOO2616FQqF+2ZRdCZM8Rz5MtZf5uX027d/d96Ym9DrVv7EFaUu3MkbszFERms5kbN24QFBQkv6hqiOSiTZKLNtkrl0vRt1mz+RhxCXcJDvKhVeNKBPzbHTU6JpaXh/9EYmKytYIKcOJkDCPf/43x73Ti0MGLqGZzhvcEVdW0e3yuX380R2UJLerPjWsJNvcqvZderyM8oiht2lVj9JCfM5xHp1Oo26A8ZcoFAzDt55eZ8+Uadm06YW3lrVq7NP2HNKdi1eI2y5aPKMYbE7vmqKwWcrxok+SiTXJ+LLIjlVQ7k4NQW8xmM4cPH6Zhw4byx0pDJBdtkly0Ka9zMZrMTJ21lmVrDlpbFk0mlVk/bWZgrwY8/2xdZs7emK6CCv9dOzX5yxX4urqme9223CrnLt7IUZmataxC5J5zmb5uMpnp9GwtIqqVYNSHXZg2YSkpqUac9DrMato9Sus8VY63J3SxLlMyrDDjvuhN3O0kbt1IwNffk4CgjLvlPgg5XrRJctEmRz4/NmPfe5k67p7JW9Ld104csRuDEEKIgufG7UQWrz7A6q3HSbqbQqmigXRuWY2m9cqj1+n4cvZ6/vh7X4YtoACv9mvMrP/bkO1gHn7ubsTH381ynmLF/Ll1JY7kLAY8Cgn15adfBrPg5+18P2sDOp1i7c5red5nwNP0fbGRdZmkxBQ2rj7ExXM3cPdw5elmlawtqEII7XHE82RLmWftq4m7l/3a+e4mGnlZuvtKS6q9OfIvRQWR2WwmOjqa0NBQ+UVVQyQXbZJctCmjXOIS73Ir7g7+Ph74ef93u5IzF64zeOxvJN1NsVb0DiZeJvLYJdZsO85bLzZj0YrITCuoAL8s2pVtBVWv1xEY6EVSUjKmTG7fotfrqBpRnBItq/LtN+szXdf/Xm6KTqfQs+9TlC0fwsIFuziw7xyqClWql6Brj7rUrV/OZhlPL1fadamVyRofDTletEly0SZHPj82o8Nsx3uZ2nPdjkQqqXbmyAdhQWQ2mzlz5gzBwcHyx0pDJBdtkly06d5czkff5uvft7Jl31nMqooCPFm1FK8814CyJYJ4c/ISmwpq2vJpz7ftPcNUlEyv+7SIjb+T7SmT2WzmiSdKEhV1PdN5TCYznZ55grJhhVFVlR/mbCE11WhtHfX0dGXI0JY0ahxuXab2k2HUfjIs232iBXK8aJPkok1yfiyyI9197cQRuzEIIYTQnlvxd9h34hImk5lKpYMpHuwPwMnz1/nfh/NJNRhtrgXV6RSc9DoGda7PjJ82Z7luTxdnUu6kZtmSiqpSJMCHq9fiMp1PURR+nzuIVWsOM3vOZpsuupZbuQx+uSnPPVvbukxSUgrbtp4kNvYOhQt7U79+eVxc5bdzIR4HjniebCnz9L117d7dd0jNXQ61b+xB/hrYmfxSpC1ms5mLFy9SvHhx+UVVQyQXbZJc8ldyioFPf93AX9uO2FRC61Uuyf/aRDDt932kGIzpbr9iNqsYVTM/Lv3H5l6fGUlKTkWf3U/VikLfHvWY8sXKzF6mU7vqFAry5vme9ahYPoTfF+3h4KGLKED16iXp9mxtqlcrYbOcp6crLVtVyebNHYccL9okuWiTnB+L7Egl1c7kINQWs9nM5cuXKVq0qPyx0hDJRZskF/tLTjWyIfI0F67exsfTjWY1ylHY3wuzWeWNr/5kz7GL6a4H3X/yIhsDTByPisn0/qBmVSUuMRmn7EagVCAowItbt5MyvO5Up1OoXb0U7VpWRa/X8fnMNSQnG9JG0TWrqKh0aF2dIf9rZl2mVs3S1KpZOt26Cjo5XrRJctEmRz4/NqNgxp6j+9pv3Y5EuvvaiSN2YxBCCPHorN5zggk/ryXxbipOeh0msxkFhWcbVqV+pRKM/HJppsvqVMCYzRuYVfSZD6ILQHCQN2NeacMbH/6ByWS2qfTqdQpeXm7M+rg3RUP9ALhzN5WNW08QHROLl6crjRtUJLiw/I0TQuSOI54nW8r85d4n7d7dd2jNnQ61b+xBWlLtzGQy5XcRxD1MJhNRUVGULl0avV6f38UR/5JctElyeXgnLl1n3YFT3E0xUDokgNY1K+Dh6sL2I+d457vl1vmM/3bJVVH5Y/MBdh2Msrmu8156HdQq5cu+U3FkOeaRklYJvXErMdP7l/bqUIsaVYrz9aRezJm/ne17z6Cq4OSko8XT4QzoUZ+Qwr7W+T3cXWjbouB00c1Lcrxok+SiTY58fmxSdZhU+7XK23PdjkQqqXYmDdXaoqoqt2/fplSpUvldFHEPyUWbJJcHdycllbfnLGfz4Sj0OgVFUTCazHzyxyY+eL4lP6zYDQoZDkSkqnDpehxKFoMUFQ1wY78SD2T+N8bNzYXP3unCyI8XE3M9HuXfufU6BZNZpWPzqjzbqgYAFcKC+fjdziQmpZCQlIyfjzvubi4PvR8eJ3K8aJPkok1yfiyyI9197cQRuzEIIYTIOaPJzJZjURw8H42TTke9CiWpUboIiqLw6szF7Dh2Pt11npYrjZRsuuHqjCo6Mq7EWvh7uBMXdzfT119+tj4DOj3JneRUVm0+xtrtx0lISqF0sUA6tahK9fBiKIpc+ySEePQc8TzZUuZP9zSwe3ffkbW2OtS+sYd8bU/++uuvqVq1Kj4+Pvj4+FCvXj1WrFhhfb1///4oimLzePLJJ7Nd78KFC6lUqRKurq5UqlSJxYsXp5tn5syZlC5dGjc3N2rWrMmWLVtsXv/0008JDg4mODiYzz//3Oa1Xbt2UbNmzRx1VXDk7gwFkclk4vjx45KLxkgu2iS5ZO7oxau0mTCb179fyg8b9vJ/6/6h//Tf6DVtHluPRLHt6LkMByJSIdMW0nspTrpMK6h6HTSsGECv1jV45bkG6PU6FCXttjM6RUGnU+jbvjYvdKwLgIebC51bVmPGuO78+ElfPni9HTUqFZcKah6T40WbJBdtkjxEdvK1u2+xYsX4+OOPKVu2LAA//PADHTt2ZP/+/VSuXBmA1q1bM2fOHOsyLi5Zdz/asWMH3bt358MPP6Rz584sXryYbt26sXXrVurWTfuDvWDBAoYNG8bMmTN56qmnmDVrFm3atOHo0aOUKFGCQ4cOMWbMGP766y9UVaV9+/a0aNGCiIgIDAYDgwYN4ttvv5VrGxzU3buZtzyI/CO5aNPjnEuq0cTWk+eIiU0gwNOdRuFlcHdx5sqteF6c+Qd3U9OaQ433jFJ5/PI1Rv+00tqlNiNm0lpUs6oimlQzFYoHcebSzXTd4px0OkL83encqCq+3h50bBzB6h3HuX47kQBfT1rWq0CQn9dDbr14EI/z8aJlkovIS2ZVwZzdyOkPuX6hwe6+AQEBfPLJJ7z44ov079+f2NhYlixZkuPlu3fvTnx8vE2LbOvWrfH392fevHkA1K1blyeeeIKvv/7aOk94eDidOnVi0qRJ/Pbbb0ydOpWdO3da5x85ciTPPfccEydO5OrVq3zxxRdZlsMRuzEIIYRIs+LACT5asoHbd+5ar+X0dHVmaKuniLkRzy9b9mdaCVWMoFeVDFtSbeZRMh4YCcDDzZm/Jr7It4u3s2TTIQz/jpCkKPB0tTBG92tOoK/nw26mEELkC0c8T7aUecrup+3e3fet2lscat/Yg2aGjzKZTMyfP5+kpCTq1atnnb5x40YKFy5M+fLleemll7h27VqW69mxYwctW7a0mdaqVSu2b98OQGpqKnv37k03T8uWLa3zVKlShZMnT3LhwgXOnz/PyZMniYiI4PTp08ydO5cJEybkaruEdphMJg4fPiy5aIzkok0FPRezWeXs9Vscj75OUkqqdfraw6cZ+etybt9Ja32xVCOTUgxMWrqRhbsOZ1pBBUBHlhVUAFd3J3w8XNHrbH8xt/TAHd2rGX6e7rz1fDNWfP4yn772DJMHt+fPyQOZ8mp7oi9GFdhcHFVBP14cleSiTY6chxkdJjs+zLmsnm3evJkOHTpQpEjamAj3N+6NGzeOihUr4unpib+/P82bN2fXrl0286SkpPDaa68RFBSEp6cnzzzzDJcuXXrYXfVQ8r2SeujQIby8vHB1dWXQoEEsXryYSpUqAdCmTRt++eUX1q9fz2effcbu3btp2rQpKSkpma4vJiaG4OBgm2nBwcHExMQAcOPGDUwmU5bzhIeHM3HiRFq0aEHLli2ZNGkS4eHhDBo0iClTprBq1SoiIiKoUaMGmzdvznL7YmNjiY+P5/bt29y+fZuUlBRMJpP14DQajTbPLTc3zuy5wWCweW5pCLc8V1U13XPA5rnZbLZ5bjQas3xuMplsnlvKm9lz2SbZpgfZJsu6C9I2FYScVFUtcNtkMpn4Y/dBWk37ng5f/UC3b37hqY+/4cOl67iVkMAnf2/GSQHnfyuQegWc/n3upCikpKStx0mnoP+3Uul8z3MnvYKT7r/plnqoiz7tuU6n0LVBBD++3YPG1cvi5qyzdv2tVKIQ0159hjZ1Klq3ycfTjfoRJWlaqzwhgd6PzWfPEbfJMm9B2qaCmJNskza2SeSNpKQkqlWrxvTp0zN8vXz58kyfPp1Dhw6xdetWSpUqRcuWLbl+/bp1nmHDhrF48WLmz5/P1q1bSUxMpH379vn6Y0K+V1IrVKhAZGQkO3fu5JVXXqFfv34cPXoUSOu6265dOyIiIujQoQMrVqzg5MmT/P3331mu8/7BIFRVTTctu3kGDRrEiRMnOHHiBIMGDWLu3Ll4e3tTr149Bg4cyOLFi5k6dSo9evTIstJcpkwZfH19CQgIICAggEmTJnHw4EFOnToFwP79+4mKigLgn3/+4eLFiwBs376d6OhoIO0Xkhs3bgCwfv16YmNjAVi9ejUJCQkALF++nOTkZIxGI8uXL8doNJKcnMzy5Wn34UtISGD16tVAWsV5/fr1QFql3VLRjo6OtrYmX7x4kX/++QeAqKgo9u/fD8CpU6c4ePAgAMeOHePYsWMADrNNe/fuJSIiggsXLhSYbSoIOV27do3Y2Fj0en2B2aaCkJNeryc4OJht27YVmG0CmLNuC7fOnODy7Xgq+3kysHwoKUYTp6Oi+OWvlVy6FUfdEF+6li0EQONi/nQoHQhAy5L+NC/jD0C7soE0LJH2vEvFQtQtmnY/0V5VgmlfvTgA/WqGUrFQWrfcl+oUpWygB8WD/KjsmYKHXuWTl9szunUYs0d0YumEF+ha2Zva5YpkuU3r1q0jIiKChISEAvvZc8RtMhgMREVFodfrC8w2FYScDAYDFStWZNWqVQVmmwpCTps2bcJRmVWd3R+50aZNGyZMmECXLl0yfL1Xr140b96cMmXKULlyZaZOnUp8fLw137i4OGbPns1nn31G8+bNqVGjBj///DOHDh1i7dq1D72/HpTmrklt3rw5YWFhzJo1K8PXy5Urx8CBAxk1alSGr5coUYLhw4czfPhw67TPP/+cadOmcf78eVJTU/Hw8OD333+nc+fO1nlef/11IiMjMzxobty4QZ06ddi8eTP79u1jwoQJ1gO6UKFCrF+/nipVbG9ubum3fvbsWQIDA62/RHh4eODklNaPXa/XYzQaURTF+lyn06HT6TJ9bjAY0Ov11udOTk4oimJ9Dmm/Wt373NnZ2doa4uzsjNlsxmQyWZ+bzWacnJwyfW4ymVBV1frcUvbMnmt5mwwGA0ePHqVy5crodLoCsU0FISeDwcDBgwepXr06iqIUiG0qCDnpdDoOHDhA5cqVcXV1dZhtMhgMbIm6yLy9Bzh3/RbOzs60rVSO56pXJsWk0nbaHJx0CqlmFZ2Sdm2owaymtZiqCobUtOe6e6YrioLRrOKkKChmMBtVnHQKqqpiUtNaTM33PP/htW7EJaXyfyt3ciAqGrMKPm4utKsbzqC29fFw0T9wTikpKRw7doyIiAiAAvnZc8RtMplMHDhwgOrVq1vX4+jbVBByUhSFgwcPWu/6UBC2qSDkdO3aNYKDgx3qukvLuf3Ef5rgZsdrUpMTjYyus4GLFy/a7BtXV1frZzgziqKwePFiOnXqlOHrqampfPnll0yYMIHTp08TFBTE+vXradasGbdu3cLf3986b7Vq1ejUqRMffPBBnmxXbuXr6L4ZsfwBzsjNmze5ePEioaGhmS5fr1491qxZY1NJXb16NfXr1wfSRgeuWbMma9assamkrlmzho4dO2a4zmHDhjF8+HCKFSvG7t27bboo3NvVISN+fn5ZHnyWL5ecPnd2dn6g54qiWJ9bvixy+vzeUYxz8lzL2+Tk5IS7uzt6vd5aZkffpoKSk6enZ4HbJkfPyWQy2fyw5gjbZFZV3lu+nj8PHUOvKJj+/R125tZ/+Gl3JC3KhqEoaRXUtPn/u37UpILJnHZ/UpOKdVmTivWGpcZ//x9eJIhT0Tett4kxmFVrl93uDaoTUbIIAE9VKsXN+CTupBgo5OuFm0v6P7sPkpO7uzs6nc66XwvaZ88Rt0lRFOv3WEHZpvu3zxG3yfI95uzsbO0x5+jblNVzR9wmR2NCwZTl+OwPv36A4sWL20wfO3Ys48aNe6B1/vXXX/To0YM7d+4QGhrKmjVrCAoKAtIulXRxcbGpoILtpZD5IV8rqaNHj6ZNmzYUL16chIQE5s+fz8aNG1m5ciWJiYmMGzeOZ599ltDQUM6dO8fo0aMJCgqyqVz27duXokWLMmnSJCCtRbRhw4ZMnjyZjh078ueff7J27Vq2bt1qXWbEiBH06dOHWrVqUa9ePb799lsuXLjAoEGD0pVxzZo1nDp1ih9//BGAOnXqcPz4cVasWMHFixfR6/VUqFAh022U29Roi16vp2LFivldDHEfyUWbtJzLzaQ7rDl1moSUVEoF+NO4TCmc9Xp+3h3Jn4fSuqVZKpmQVhFNTEnlr8Mnsh7USAeqAnoyHp1XAfy93fnxte58v34P87dGEn837YfVIgE+vNC0Fs/Vq2qzTKCPJ4EPv8lWWs7lcSa5aJPkok1yfpy9jFpSH1STJk2IjIzkxo0bfPfdd3Tr1o1du3ZRuHDhTJfJ6HLJRylfK6lXr16lT58+REdH4+vrS9WqVVm5ciUtWrTg7t27HDp0iB9//JHY2FhCQ0Np0qQJCxYswNvb27qOCxcuWH8BAqhfvz7z58/nvffe4/333ycsLIwFCxZY75EKade63rx5k/HjxxMdHU1ERATLly+nZMmSNuW7e/cuQ4YMYcGCBdb3KFq0KF999RUvvPACrq6u/PDDD7i7u2e6jZYL0IU2GI1G9u/fT40aNWx+3RP5S3LRJi3mYjSbmbJhCz/s3Y9ZVdH921oa6OHOxDYtmLNzb6bLmlQVs9GEXlHS3Xv0Xk7OOhQTYLYdpdfyp/r9Ts3wcHVhSJv6vNyiLpdvxeOkVyji74tOZ/8/6FrMRUguWiW5aJMjnx8/yHWjuV0/gI+PT551hfb09KRs2bKULVuWJ598knLlyjF79mzeeecdQkJCSE1N5fbt2zatqdeuXbP2RM0P+Xq0zp49O9PX3N3dWbVqVbbr2LhxY7ppXbt2pWvXrlkuN3jwYAYPHpzlPO7u7pw4cSLd9IEDBzJw4MBsywbpB2gS+UtRFPz9/SUXjZFctEmLuXy0bhM/74u03hbG0lp6685dXlm4FCU182UBdHoFsyHzCqpep9C+WkWee6IKk5Zu4Mjl/257VjLIj5HtGtKkUph1mrOTnlKF/TNald1oMRchuWiV5KJNkkf+uvfyypo1a+Ls7MyaNWvo1q0bkDa41uHDh5kyZUq+lVF+UrIz6c6gLXq9nrJly+Z3McR9JBdtyq9ctl44z5z9+9hz+TI6RUejUqV4oUYNCnl42lRQ76VCzq4Q0kFhH09uJtyx6Q4MaQMlOev1vNigFmGFA/ltaG9OX71JTGwCgV4eVCxSSBMnVnK8aJPkok2SizY58vmxCex8TWruJCYmcvr0aeu/o6KiiIyMJCAggMDAQD766COeeeYZQkNDuXnzJjNnzuTSpUs899xzAPj6+vLiiy/yxhtvEBgYSEBAACNHjqRKlSo0b948D7csd/L9FjQFnSN3ZyiIjEYj27dvl1w0RnLRpvzI5YudO+i7aCGbz50jITWVuJRk/j55gi7z5zFp4+YsK4lmNfvKqklVGdm6IU+VTbu8Q6coOP17OUeglwez+3UhrPB/V5CWDQ6kQYVShBctrIkKKsjxolWSizZJLtokeeSdPXv2UKNGDWrUqAGkjb1To0YNxowZg16v5/jx4zz77LOUL1+e9u3bc/36dbZs2ULlypWt6/j888/p1KkT3bp146mnnsLDw4Nly5bl648J0pJqZ/deLyvyn06no2jRopKLxkgu2mTPXE7eusHlhHgC3T2oUigYRVHYfvECX+zcAdgOemR5vuLkKfSKQoZNqQAKqHpQM/kZWq8ohPh407ZyeTpUqcjJqzfYdCKKVKORiqGFaVS+NE567X8G5XjRJslFmyQXbXLkPB7VNak51bhx4yzHWVi0aFG263Bzc+Orr77iq6++ytV725NUUu3MkQ/Cgkin06UbIEvkP8lFm+yRy97oy4zZso4jN+651tPHj9H1G7Hw8FGb28ako4DJlPWtvRU9PFulMgsjj9isSwH8PNz5rmcn9P9+L5cPDqJ8cFCebNejJMeLNkku2iS5aJOcH4vsyCfEzqQ7g7YYjUY2b94suWiM5KJNeZ3L3ujL9PhzAcduXreZfiE+lpdX/smOSxcyr6ACZp1KVj1u9YpCqwrl+Kh9C+Y+/ywtKpalTKA/VYoE81bzhqx4pR9hhfLyZjD5Q44XbZJctEly0SZHzsOk6uz+ENKSanfyS5G26HQ6wsLCJBeNkVy06UFzORt3izUXTpNsNFDBvxDNSoThrNMzbuv6tNvA3FcRtfzrjsGQ9YoVKBrgw6Wb8SjY9vrVKwperi6MbNQARVGoV7oE9UqXyFW5HYUcL9okuWiT5KJNkofIjlRS7UwOQm2xXJsitEVy0abc5pJkSOWNzctZce4kOkVBh4JRNVPI3ZNRNRty6PrVLJc3o6JXdOkqsdbyKArPVqlMGR9/pm7ezvnYWCCtK2/DMqV4t1ljSvr75bi8jkqOF22SXLRJctEmRz4/VlEw23F0X9WO63YkUkm1M0fuzlAQWbr9NGzYUG7qrSGSizblJhdVVXll3Z9suXIOALOqYv63rfNm8h3e3pL9fa/Rq6jGzCuorno9PSKqUMjTk7YVy3Pi+g0SU1Mp5utLiLdXrrbNkcnxok2SizZJLtok58ciO3K02pkj/1JUEOl0OiIiIiQXjZFctCmjXAxmE2svneLQzRicdToaFwmjelAR9l27wqbLURmu57+W0ax/HVZ10LdGdX6OPIB6z3I6RcHNyYn/e6YThTw909akKFQsXOiht9ERyfGiTZKLNkku2uTIedj7ulG5JjWNVFLtzJEPwoJIp9NRuHDh/C6GuI/kok3357L/+mVe3rSQ68lJOCk6VODLQ9uoEVSE8l7BOCk6jKo5w3WZSRv0SFGVTO8g4+HszFv1n2ZgjVrMO3SQfy5fQq/oeLpkKbpFRBDk4ZH3G+mA5HjRJslFmyQXbZLzY5Ed+YTYmSG7gUDEI2UwGFi1apXkojGSizbdm8u5hFv0XjuPm8l3ADCqZkz/VkgP3oxm+fnjqJlWP/n3HqZZ3z7mzbpP4+7sTFEfH0Y+1YDfuvVg3nPdGFynjlRQ7yHHizZJLtokuWiTI+dhVhW7P4RUUu1Or9fndxHEPfR6PbVr15ZcNEZy0Q6j2czWq2dZeO4A266fo0bNmuj1emYf+4dUs9F6nem9TKpKvCGZLO4eA4CPuyvTW3Yg0N22wunl7MLYBk3pX6VGXm5KgSXHizZJLtokuWiT5CGyI9197Uy6M2iLTqcjICAgv4sh7iO5aMPKS8cYv38V15MTrdMCXD14p1pzlkYdzfIepjonMJkyf12vKPSuWJ12ZSvQsnRZtlw8x+XEBALd3WlSogzuzs55ui0FmRwv2iS5aJPkok2OfH5sQofJju189ly3I5G9YGeO3J2hIDIYDPz999+Si8ZILvlvzeUTDN2x0KaC6oqOEeZSvPfPXyQaU7NcXkWl9L+3f7m/o5JeUSjh7ccrVesC4KzX07RUGH0iqtM2rIJUUHNJjhdtkly0SXLRJslDZEcqqXYmw51ri5OTE08//bTkojGSS/4yqyofRa5ONz0VM18Zz5CKOW3QoyzWoVcUmhQvzdSGbSnh7Wed7qLT07VcBIs69MbX1S3vC/8YkuNFmyQXbZJctMmR85BrUh8Nx/2EOAhFkQ+aliiKgo+PT34XQ9xHcnk0jsdF8+PZ7WyMOY7BbKKCTwg9Sz9JYVdfLt+JSze/ClxVU9Ke60xgzvx3TZOq0qNcdSr4FaJL2cqcibtFstFICR8/fFxc7bVJjyU5XrRJctEmyUWb5PxYZEdaUu1MujNoi8Fg4M8//5RcNEZysb/10cfouWUWKy4fItGYQorZyOHYy7yz/w++OrY+w2Vc0fGpSxVc0aHoVEr5+KO778TC8q/BEfWp4Jd231JFUSjrF0hEULBUUO1Ajhdtkly0SXLRJkfOw4zO7g8BiqpmNx6jeBDx8fH4+voSGxuLr69vfhdH/EtVVZKTk3Fzc5Nf8TREcrGv2ylJtFj7GQazMcObxJjNCimp6a8LVQAfnIgnbblZT3Vj79Ur/HxyH/GGtBbWkt7+DK5cj+fCqkp2j4gcL9okuWiT5KJNcXFx+Pn5ERcX5zAt3ZZz+yFbO+PqZb+xFFISDUxvsNih9o09SHdf8dhx5OsgCjLJJW/EpSZxLuk6rnonynkXQa/o+PPSfgxmU6Z3MdUp4KLTYTDb3mBGBZL/velMITcvGoWWpWmR8gyt2oBLiXG46PUU8/SVE798IMeLNkku2iS5iLxkUhVMdrxu1J7rdiTSnmxnRqMxv4sg7mE0Glm+fLnkojGSy8O7lZLIuEPzabfpIwbt/oYXdk6n46ZJ/H5hO4dvX856YUUFfQoKis3gSK7o+MilMm7oeL9GK/RK2p8MV70TYb6BFPfykwpqPpDjRZskF22SXLRJ8hDZke6+diLdfbVJVVWMRiNOTk5ycq0hksvDiTPc4cWd04lJjsWkmtO9HupahLPxNzFn2pYKCgpf1urDhMjVnEu8ZZ1e2t2PkdWb07JYRbuUXeSeHC/aJLlok+SiTY7c3fflzc/avbvvrIYLHWrf2IP0fxCPHcsfK6EtksuD+/XcZqLv3s60EnrhTgzmLL7u9SjULRRGo9CyNAwJ48CtK1y9m0CQqwcVPYPwcHe3V9HFA5LjRZskF22SXIRwPNLd186kO4O2GI1GVq9eLblojOSSc8mmVG6lxJFqTttXqqqy5NI/WbaSuurBw8kFfSatCCZU+oc9BaSNzFs9sCitilWkql8oa9eskVw0Ro4XbZJctEly0SZHzkNVdZjt+FBVqZ6BdPe1G0uXgMe9qV4IkTeiEi/z64VVbL9xEDMqLjpnmgfXpnPRpjy39bMsl9WhUCugPIduXedGSiIKCioqekXBrMLoKu3oXqrOI9oSIYQQjztHPE+2lPl/m57DxY7dfVMTDXzb6HeH2jf2IH0f7Ex+A9AWVVVJSEjA29tbrk3REMkla0fjonjn0AyMZpO1xTTVbGBl9E62Xz+Is6LHoJoyXV5RFIp5+jOpem+WXz7IpqvHSTYZqeRbhK4la1HcMyDD5SQXbZJctEly0SbJRZsc+fzYhIIJO47ua8d1OxJpT7YzR+7OUBAZjUa2bNkiuWiM5JI5s2pmyvEfMZqNmLEdFMmMmXjjHQq7uVtH3s2ISTXTKrQGHk4udC1Zi6/qPM939fozvFLLTCuoILloleSiTZKLNkku2iR5iOxId187ccRuDEII7dl/+wSjD83Mch6zWUeq0YtUszHdtak6FOoElmPqEy9IK4IQQghNcMTzZEuZX9jYDRcvF7u9T2piKnMa/+ZQ+8YepCXVzszm9LeDEPnHbDZz69YtyUVjJJc0V5Ovsen6NjZf38615OtA2si8SjZdf3Q6M69XaE2Iu1/av+9ZollIVSZWe/6BKqiSizZJLtokuWiT5KJNkofIjlyTamcmU+bXiYlHz2QysXv3bpo2bYpOJ7/RaMXjnku8IYFZZ+cQGXvIZnoNv6qU84xAzWLkXouKvkX5vcGb7Ll1hlMJ0bjonGhQqCKh7pl3583O456LVkku2iS5aJPkok2OfH5sGYXXnusX0t3XbhyxG4MQ4tFLMaXw/pGPiL57Nd01pzp0FHYN5nh8fJa3mAlw8eHHuh9keV2qEEIIoRWOeJ5sKXO/DT3s3t33hybzHWrf2IOc0diZdGfQFrPZzLVr1yQXjXmcc9l6YyeX70anq6BC2sBIMSnRVPMrnWWX314lWtmlgvo456Jlkos2SS7aJLlokyPnYUax+0NIJdXuHPkgLIjMZjOHDx+WXDTmcc5l0/VtWVZAFRScdXdoUrgmAHpFh17R/XvdqUKfkm1pG/qUXcr2OOeiZZKLNkku2iS5aJPkIbIj3X3txBG7MQghHr3X94/iRuqtLOcp7FqIz6tP5HxSDBuu7SHekERhN3+aB9chyNXv0RRUCCGEyCOOeJ5sKXOv9b3s3t3316a/OtS+sQcZOMnO5JcibTGbzURHRxMaGioDKGhIQc/FpJo4FLuX7Tc3cCvlOt7OvtQNbEhN/3oEugZyM/V2poMjKSgEuaQNflTSM4T+pds/snIX9FwcleSiTZKLNkku2iTnxyI7Ukm1MzkItcVsNnPmzBmCg4Plj5WGFORcUs2pfHvmM04kHEZBh4qZaykxnE48zoarK6gf2IoTCacyXV5FpUnhpx9hif9TkHNxZJKLNkku2iS5aJMjnx/L6L6PhnT3tRNH7MYghMh7f1z8gc3X12TYUqpDR3nvKlxPNXEmMSrdCL46FMp5hTE6/A2cdPKbohBCiILBEc+TLWXuse55u3f3nd/sZ4faN/YgVXU7c+Rfigois9nM+fPnJReNKai53DXdYfuNDZl25TVj5njCAV4s1YunC9VHr+itrzkpehoVasBbFYflWwW1oObi6CQXbZJctEly0SZHzsOMglm140NG9wWku6/dOfJBWBCZzWYuX75M0aJFpduPhhTUXC4kncWgGrKf7+4Z/lemPz2LP8uZpHMAhHmWxtvZy84lzFpBzcXRSS7aJLlok+SiTXJ+LLIjlVQ7c3KSXawlTk5O1K9fP7+LIe5TUHPJ7bUU3s7eVPerYpeyPIiCmoujk1y0SXLRJslFmxz5/Fi1871MVWlJBaS7r92ZTKb8LoK4h8lk4vTp05KLxhTUXEp4lEavZP+HOMyzwiMoTe4V1FwcneSiTZKLNkku2iR5iOxIJdXOZFwqbVFVldu3b0suGuPouZhVE8fjd/LX5en8eWka/9z8i2RTEh5OntQNeBolk69aHTrKe1UixL3oIy5xzjh6LgWV5KJNkos2SS7a5Mh52PV61H8fQkb3tRtHHLVMCJF7t1Nj+OXcWG6lRqNDj/rvf86KC12Kv0kpz6rMOP0xUUmnUFDuGURJoZBrYV4v/z6+zv75ug1CCCHEo+SI58mWMj+7th/OnvYb3deQlMrC5j841L6xB2lJtTPpzqAtJpOJ48ePSy4a46i5GM0Gfop6n9upVwEwY0LFDKgY1FR+vzCJ26lXeK3cuzxf8mVKeZbF19mPYu4l6VqsD29V/EjTFVRHzaWgk1y0SXLRJslFmxw5D8t9Uu35EDJwkngM3b17N7+LIDLgiLkci99GrOFqJq+mtZjuuLGEzsVHUDewIXUDGz66wuURR8zlcSC5aJPkok2SixCORyqpdqbX67OfSTwyer2eGjVq5HcxxH0cNZfj8TtR0P3bepqeGRPH43c84lLlHUfNpaCTXLRJctEmyUWbHPn82N7Xjco1qWmkPdnOHLk7Q0FkMpk4fPiw5KIxjpqL0ZyaaQXVOk8O7pOqVY6aS0EnuWiT5KJNkos2SR4iO1JJFUKIB1TYrWSmI/emUSjkWvyRlUcIIYQQ9mX+9z6p9nwIqaTanSN3ZyiI9Ho9ERERkovGOGouTwS0ume03oyo1Als/8jKk9ccNZeCTnLRJslFmyQXbZI8RHakkmpn0p1BW0wmE/v375dcNMZRc/F3CaF16EsAGbSoKpT3rkN1/+aPvmB5xFFzKegkF22SXLRJctEmR85D7pP6aMjASeKx4+7unt9FEBlw1FzqBLbH3yWU7dcXcv7OYQD8nIOpE9ieOoHt0SmO/Wuxo+ZS0Eku2iS5aJPkIoTjkUqqnUl3Bm3R6/VUrFgxv4sh7qPlXEyqkaiE7Vy8swdVNRPsXpHyPs1w1v130lPOuyblvGtiMKdgVk246NxRFMf/JVTLuTzOJBdtkly0SXLRJkc+P5bRfR8N6e5rZ0ajMb+LIO5hNBrZvXu35KIxWs3ldupFfj7bl5VXxnE0dgXH4laxIWYqc05341LS/nTzO+tccdV7FIgKKmg3l8ed5KJNkos2SS7aJHmI7Egl1c4KyslqQaEoCv7+/pKLxmgxl1TzXZZcGEGi4RoAKiZU0q6hMZjvsOzSO8SmXsrPItqdFnMRkotWSS7aJLlokyPnIdekPhpSSbUzR+7OUBDp9XrKli0ruWiMFnM5GbeWJOPNDO+DqqJiVk0cuLUoH0r26GgxFyG5aJXkok2SizZJHiI7Ukm1M+nOoC1Go5Ht27dLLhqjxVzOJGyBLO5VpmLidMKmR1egfKDFXITkolWSizZJLtrkyHlIS+qjIZVUO9PpZBdriU6no2jRopKLxmgxF4P5LmR5D1QwqimPpjD5RIu5CMlFqyQXbZJctEnyENmR0X3tTA5CbdHpdJQsWTK/iyHuo8VcCrmV5Wrycet1qPdT0BHkWvoRl+rR0mIuQnLRKslFmyQXbXLk82MVMGfR0yov1i+kJdXuHLk7Q0FkNBrZvHmz5KIxWsylsl+HTCuoACpmqvh3enQFygdazEVILloluWiT5KJNkkfe2bx5Mx06dKBIkSIoisKSJUusrxkMBkaNGkWVKlXw9PSkSJEi9O3blytXrtisIyUlhddee42goCA8PT155plnuHQpfweHlEqqnTnyL0UFkU6nIywsTHLRGC3mEuRWhieDBgBprab/Sfv1tJx3E8p5N8mHkj06WsxFSC5aJblok+SiTY6ch9auSU1KSqJatWpMnz493Wt37txh3759vP/+++zbt49FixZx8uRJnnnmGZv5hg0bxuLFi5k/fz5bt24lMTGR9u3bYzJl/mO9vSmqqkqrsh3Ex8fj6+tLXFwcPj4++V0cIcQDOh2/mX235nMt+TgAPs5FqB7wLBF+z6BTZHRCIYQQIrcc8TzZUuamfw/CydPVbu9jTEphfbtvHmjfKIrC4sWL6dSpU6bz7N69mzp16nD+/HlKlChBXFwchQoV4qeffqJ79+4AXLlyheLFi7N8+XJatWr1MJvzwBz3ZwwHId0ZtMVoNLJ+/XrJRWPyOxezasSkpmb4WlmfhnQrNZP/lf+bl8otpU+Zn6jq3/mxqKDmdy4iY5KLNkku2iS5aJMj56G1ltTciouLQ1EU/Pz8ANi7dy8Gg4GWLVta5ylSpAgRERFs377drmXJigycZGeO3J2hINLpdEREREguGpNfuUQn7eB47E9cu7sHUPFxLk15v56U8emIotiWxUXn/kjLpgVyvGiT5KJNkos2SS7aJHlkLz4+3ubfrq6uuLo+XAtucnIyb7/9Nr169bK20sbExODi4oK/v7/NvMHBwcTExDzU+z0M+YTYmRyE2qLT6ShcuLDkojH5kcvJ2AVsjh7K9bt7sYylF284x57rE9l1dSyqan5kZdEqOV60SXLRJslFmyQXbXLkPB5VS2rx4sXx9fW1PiZNmvRQ5TYYDPTo0QOz2czMmTOznV9VVRQl/+7Z6rifEAdhMBjyuwjiHgaDgVWrVkkuGvOoc0lIPc/+G58BaaP0/ietsno+cSUXElc/krJomRwv2iS5aJPkok2SizZJHtm7ePEicXFx1sc777zzwOsyGAx069aNqKgo1qxZY3Ota0hICKmpqdy+fdtmmWvXrhEcHPzA7/mwpJJqZ3p9wb9uzZHo9Xpq164tuWjMo87lTPzi+0bstaWg42TsgkdSFi2T40WbJBdtkly0SXLRJkfO41G1pPr4+Ng8HrSrr6WCeurUKdauXUtgYKDN6zVr1sTZ2Zk1a9ZYp0VHR3P48GHq16//4DvqIck1qXbmyN0ZCiKdTkdAQEB+F0Pc51HncjvlRLb3QI1LPfXIyqNVcrxok+SiTZKLNkku2iTnx3knMTGR06dPW/8dFRVFZGQkAQEBFClShK5du7Jv3z7++usvTCaT9TrTgIAAXFxc8PX15cUXX+SNN94gMDCQgIAARo4cSZUqVWjevHl+bZa0pNqbdGfQFoPBwN9//y25aMyjzkWvuGK532lmdIrLIymLlsnxok2SizZJLtokuWiTI+ehqordH7mxZ88eatSoQY0aNQAYMWIENWrUYMyYMVy6dImlS5dy6dIlqlevTmhoqPVx78i9n3/+OZ06daJbt2489dRTeHh4sGzZsnxt8Zb7pNqJ5V5KsbGx+Pr65ndxxL9UVSUhIQFvb+98vRhc2HrUuZyJW8Se65kPQKCgp5R3W+oEj7F7WbRMjhdtkly0SXLRJslFm+Li4vDz83PI+6Q+9ecQu98ndVvH6Q61b+xBWlLtTL4QtUVRFHx8fCQXjXnUuZTwbo2bPgiFjH4hVACF8n69HklZtEyOF22SXLRJctEmyUWbHDkPM4rdH0IqqXbnyN0ZCiKDwcCff/4puWjMo87FWedBk6IzcdOnDR6QVlnVpT1TXGgQOgU/17KPpCxaJseLNkku2iS5aJPkok2Sh8hOrrv7Xr16lZEjR7Ju3TquXbvG/YubTJkPRvI4ke6+2qSqKsnJybi5uTn0r3gFTX7lYlJTuZS4npg7OzGrRgLcKlHauz0u+se3e8295HjRJslFmyQXbZJctMmRu/vWXTLU7t19d3X60qH2jT3kenTf/v37c+HCBd5//31CQ0PlgBcOx8lJBrXWovzIRa+4UNK7NSW9Wz/y93YUcrxok+SiTZKLNkkuQjieXB+1W7duZcuWLVSvXt0OxSl4jEZjfhdB3MNoNLJ8+XLatm2Ls7NzfhdH/MseuZjMycQkLef6nQ2Y1RS8XcIp5t0Nd+eiebL+x4EcL9okuWiT5KJNkos2OfL58YOMwJvb9TuyS5cuoSgKRYs+3PlWrq9JLV68eLouviJz8uudtjg5OdG2bVvJRWPyOpckQxTbLrXh6I13uX5nHTfvbuFc3P+x9VJLLsUvyJP3eBzI8aJNkos2SS7aJLlok+RRsJjNZsaPH4+vry8lS5akRIkS+Pn58eGHH2I2mx9onbmupE6bNo23336bc+fOPdAb3uvrr7+matWq+Pj44OPjQ7169VixYoX1dVVVGTduHEWKFMHd3Z3GjRtz5MiRbNe7cOFCKlWqhKurK5UqVWLx4sXp5pk5cyalS5fGzc2NmjVrsmXLFpvXP/30U4KDgwkODubzzz+3eW3Xrl3UrFlTrr91UI78611Blle5mNVU9kW/SIrp+r9TLD+qmQEzx26O4+bdHXnyXo8DOV60SXLRJslFmyQXkZfMqmL3h6N59913mT59Oh9//DH79+9n3759TJw4ka+++or333//gdaZ60pq9+7d2bhxI2FhYXh7exMQEGDzyI1ixYrx8ccfs2fPHvbs2UPTpk3p2LGjtSI6ZcoUpk6dyvTp09m9ezchISG0aNGChISETNe5Y8cOunfvTp8+fThw4AB9+vShW7du7Nq1yzrPggULGDZsGO+++y779+/n6aefpk2bNly4cAGAQ4cOMWbMGObNm8evv/7K6NGjOXz4MJA2GtmgQYP45ptvcnSDW/li1Baj0cjq1aslF43Jy1yuJq0h2RQNZPwjkoKe87GzH/p9HgdyvGiT5KJNkos2SS7aJHkULD/88AP/93//xyuvvELVqlWpVq0agwcP5rvvvmPu3LkPtM5cj+77ww8/ZPl6v379HqggFgEBAXzyyScMGDCAIkWKMGzYMEaNGgVASkoKwcHBTJ48mZdffjnD5bt37058fLxNi2zr1q3x9/dn3rx5ANStW5cnnniCr7/+2jpPeHg4nTp1YtKkSfz2229MnTqVnTt3WucfOXIkzz33HBMnTuTq1at88cUXWW6HZQSwx31kLiEetcPXRxGT+DdqJpXUNArNSx1CUbL/oUkIIYQQecsRz5MtZa65cLjdR/fd++znDrVv3NzcOHjwIOXLl7eZfuLECapXr87du3dzvc5cdQg3GAxs3LiR999/nzJlyuT6zbJiMpn4/fffSUpKol69ekRFRRETE0PLli2t87i6utKoUSO2b9+eaSV1x44dDB8+3GZaq1atmDZtGgCpqans3buXt99+22aeli1bsn37dgCqVKnCyZMnuXDhAqqqcvLkSSIiIjh9+jRz585l7969Od4uuX5XW1RVJSEhAW9vbxmZWkPyMhezakAlu+NORcX07/1RRWbkeNEmyUWbJBdtkly0Sc6PC5Zq1aoxffp0vvzyS5vp06dPp1q1ag+0zlx193V2ds7w+s6HcejQIby8vHB1dWXQoEEsXryYSpUqERMTA0BwcLDN/MHBwdbXMhITE5PlMjdu3MBkMmU5T3h4OBMnTqRFixa0bNmSSZMmER4ezqBBg5gyZQqrVq0iIiKCGjVqsHnz5iy378aNG8THx3P79m1u375NSkoKJpPJej2r0Wi0eW65uDiz5waDwea55SC3PFdVNd1zwOa52Wy2eW7pcpHZc5PJZPPcUt7Mnmt5m5KTk9myZQspKSkFZpsKQk6pqals3rzZ+n4Ps01ezhGAimp2RjWnVUJVszOqmvZ1p5pc8XAKQ6e4SE7ZbJPRaGTz5s0kJycXmG0qCDndvXuXLVu2kJqaWmC2qSDkZDAYrN9jBWWbCkJOllzu3r1bYLapIOT0IC1rWqHa+XpURxzdd8qUKXz//fdUqlSJF198kYEDB1KpUiXmzp3LJ5988kDrzPU1qZ07d2bJkiUP9GYZqVChApGRkezcuZNXXnmFfv36cfToUevr9//qpapqtr+E5WSZ7OYZNGgQJ06c4MSJEwwaNIi5c+fi7e1NvXr1GDhwIIsXL2bq1Kn06NGDlJSUTMtStmxZfH19rdfsTpo0iYMHD3Lq1CkA9u/fT1RUFAD//PMPFy9eBGD79u1ER0cDsHnzZm7cuAHA+vXriY2NBWD16tXW63OXL19OcnKydah1o9FIcnIyy5cvByAhIYHVq1cDEBsby/r164G0SrSloh0dHW1tTb548SL//PMPAFFRUezfvx+AU6dOcfDgQQCOHTvGsWPHABxmm/bv30+7du24dOlSgdmmgpDTjRs38PHxwdnZ+aG3yXCjNjqcSTnXB9PtJwBIOTsQU1xlAJJPD8bP2E9yysE2OTs7U6dOHXbs2FFgtqkg5LRhwwbatWtHUlJSgdmmgpCT5eTd2dm5wGxTQcjJZDLRqlUr1qxZU2C2qSDkdP+ApcKxNWrUiJMnT9K5c2diY2O5desWXbp04cSJEzz99NMPtM5cX5P60Ucf8emnn9KsWTNq1qyJp6enzetDhw59oIJYNG/enLCwMEaNGkVYWBj79v0/e/cdH0W1twH8md1NxSQkQBISkRoQDCrSBK+ASBGuiuUKilTFKy+oBC5iB0TKBRVRUBELYKHYEJWWIF1axCBFlGIglERMSANStpz3j5i9WZKQ7Cab/c3yfP3sx8ns7Nkz++wsc2bOnPkZbdq0sT/fr18/1K5du9xrY6+55hqMHTvWocvvG2+8gTlz5uDEiRMoLCxEYGAgvvjiC9x77732ZcaMGYO9e/di8+bNpcpMT09Hhw4dsGXLFvz888+YOnWqfYOuV68eNmzYgNatWzu8prjfenJyMsLCwuxHmgIDA+3DbhuNRlgsFmiaZp82GAwwGAzlTpvNZhiNRvu0yWSCpmn2aaDoqFXJaR8fHyil7NM2m83+D6nNZoPNZoPJZCp32mq1Qillny6ue3nTktfJYrHg/Pnz9m4/3rBO3pCTxWJBZmYm6tSpAwBVXqeM/A34JW0CABtgKISy+QCaDZpmRT3/f6J1+H9hNJqYUwXrZDQakZmZiaCgIPj6+nrFOnlDToWFhbhw4QKCg4OhlPKKdfKGnGw2GzIyMlC3bl1omuYV6+QNORkMBmRlZeGqq66Cr6+vV6yTN+T0119/ITw8XFfXXRbv27f5chyMge67JtV6sQBJ/5qtq8/GHZxupDZu3Lj8wjQNf/zxR5UqdPvtt6NBgwZYuHAhoqKiMHbsWEyYMAFAUZfA8PDwCgdOys3NtR9RAoA+ffqgdu3aDgMntW3bFu+88459mVatWqFfv36YMWNGqTIHDRqEjh074sknn8SKFSswZcoU+5Gm0NBQbNy4ETfeeKPDa4q/yOnp6fYdb/I8s9mMDRs2oHv37ryptyDuyCWn4CBOZC/CXxd/gE2ZcZVvc1wTPAj1r+oHTXO6E8kViduLTMxFJuYiE3ORqfiAjp4aYmykOtq3bx9iY2NhMBjsZ93Lc/311ztdvtN30i0+rV8dnn/+efTp0wcNGjRAbm4uli1bhk2bNmHt2rXQNA1xcXGYPn06YmJiEBMTg+nTpyMwMBADBw60lzFkyBBER0fbG5djxoxBly5dMHPmTPTr1w8rV67E+vXrsW3bNvtrxo0bh8GDB6Ndu3bo1KkTFixYgJSUFIwcObJUHRMSEnDkyBF8/PHHAIAOHTrgt99+w5o1a3Dy5EkYjUa0aNGi3HXkD6IsPj4+6N27t6erQZdwRy7Bftehdbhr10FQEW4vMjEXmZiLTMxFJj3vH9ugQYP7rhu1ubHs6nTjjTciLS0N4eHhuPHGG6FpWpkDYmmaZj8D7wynG6nV6c8//8TgwYORmpqKkJAQXH/99Vi7di169uwJAJgwYQLy8vIwatQoZGZmomPHjoiPj0dQUJC9jJSUFBgM/zsr0rlzZyxbtgwvvvgiXnrpJTRt2hTLly9Hx44d7csMGDAAGRkZmDJlClJTUxEbG4vVq1ejYcOGDvXLy8vDE088geXLl9vfIzo6GnPnzsXw4cPh5+eHxYsXIyAgoNx1LL5AnGSw2WxIT09H3bp1Hb435FnMRSbmIhNzkYm5yMRcZOL+sf4lJyejXr169unq5nR330ceeeSyz3/00UdVqpC3KO4SkJGRgbCwME9Xh/5msRSNVtqlSxf7dRzkea7kYrFlISdvI6y2C/D3aYar/Dry9gLVjNuLTMxFJuYiE3OR6dy5c6hTp474Lq0lFe/bX//FeLd39933wGu6+my2bNmCzp07l9rGLBYLtm/fji5dujhdptON1JKDDQFFff0PHDiArKwsdO/eHV9//bXTlfBGerxJMZEeKGXF6ayZ+Cv3QyiY7fP9TI3QsM5sXOXXzoO1IyIioorocT+ZjdTyGY1GpKamIjw83GF+RkYGwsPDa6a7b1n3SbXZbBg1ahSaNGnidAW8HbszyGKz2ZCamor69euz248gzuRyMnMS0s9/AsDx+FqBJQVH/nwILSJXItC3lRtre+Xg9iITc5GJucjEXGTS8/6xTWnQ3HgvU5sO75Na3i1CMzIySt0JprKqpd+DwWDA2LFj0a1bN/tIvFREzxuhN7LZbDh27BgiIiL4j5Uglc2lwHKizAbq36VAwYLU7DfQtN77bqvrlYTbi0zMRSbmIhNzkYn7x97hvvvuA1A0ONKwYcPg5/e/M8xWqxX79u1D586dXSq72jrnHzt2DBaLpbqK8xq8/kEWk8nkUr94cq/K5nLuwkoABgDldRuxIjsvAVZbDowGfXSRkYzbi0zMRSbmIhNzkUnP+8dKFT3cWb5ehISEACg6kxoUFOQwmKyvry9uvvlmPPbYYy6V7fQ3ZNy4cQ5/K6WQmpqKVatWYejQoS5VwpvxSJEsNpsNJ0+eRIMGDXhEVZDK5mKxZkCDVuZ51BKlwWLLYiO1GnB7kYm5yMRcZGIuMnH/2DssXLgQANCoUSOMHz/e5a69ZXG6kZqUlOTwt8FgQL169fD6669XOPLvlYgboSw2mw2nT59GdHQ0/7ESpLK5+JqioHD5bUqDD0yGOtVdxSsStxeZmItMzEUm5iKTnvePldKg3HjdqDvLdpdJkyZVe5lOj+5LlaPHUcuIpDNb/8T+0zej/O6+RoQF9kOjunNqsFZERETkDD3uJxfXudWyCW4f3ffXB2fp6rMBgC+//BKff/45UlJSUFhY6PDczz//7HR5Th9S6t69O7KyskrNz8nJQffu3Z2ugLdzZchlch+r1YqjR48yF2Eqm4uPMQL1Q8aW86wRRkMQ6tcu73lyFrcXmZiLTMxFJuYik57zKD6T6s6H3rz11lsYPnw4wsPDkZSUhA4dOqBOnTr4448/0KdPH5fKdLqRumnTplKtYwDIz8/H1q1bXaqEN+OJalmUUsjMzGQuwjiTS2Twk2gQ+kqpLr1BfjejRcQ38DM1dFc1rzjcXmRiLjIxF5mYi0zMw7u88847WLBgAebNmwdfX19MmDABCQkJeOqpp5Cdne1SmZW+JnXfvn326V9//RVpaWn2v61WK9auXYvo6GiXKuHN9Dx6mTcymUxo3769p6tBl3AmF03TUC9oKOpeNRAXCn6GVV2Ev08TNk7dgNuLTMxFJuYiE3ORSc/7x7xPamkpKSn2W80EBAQgNzcXADB48GDcfPPNmDdvntNlVvobcuONN0LTNGiaVma33oCAAMydO9fpCng7PXdn8EZWqxVHjhxBTEwMjEajp6tDf3MlF03zwVX+Hd1csysbtxeZmItMzEUm5iIT94+9S2RkJDIyMtCwYUM0bNgQO3fuxA033IDk5GSXz5pXupFa/CZNmjTB7t27Ua9ePftzvr6+CA8P58ZPupCXl+fpKlAZmItMzEUm5iITc5GJuVB14n1SS+vevTu+++473HTTTXj00UcxduxYfPnll/jpp59w3333uVQmR/d1Ez2OWkZERERE5G563E8urnPzz551++i+hx/+r64+G5vNBpvNZu/G/fnnn2Pbtm1o1qwZRo4cCV9fX6fLdOmGUZ988gluueUWREVF4cSJEwCAN954AytXrnSlOK/G7gyyWK1WHDhwgLkIUzIXm+08cs4vROrZu3E6rRvOZvwbefnbOMiCB3B7kYm5yMRcZGIuMuk5j6Izqe4c3dfTa+g8g8HgcJ1x//798dZbb+Gpp57CX3/95VqZzr7g3Xffxbhx49C3b19kZWXZv2ShoaGYM2eOS5UgIgIAs+UkTv/ZFeeyXkBB4U8wW37HxbzV+DP9AWRkjodS+r35NxEREdGVIi0tDU8++SSaNWvm0uudbqTOnTsX77//Pl544QWHa1DbtWuH/fv3u1QJb8brdGUxGo2IjY1lLsIYjUZcd911yMgcCqv1TwDq7wcAFB0IO39xCXLPf+SpKl6RuL3IxFxkYi4yMReZ9JwH75P6P1lZWXj44YdRr149REVF4a233oLNZsPEiRPRpEkT7Ny5Ex995Nq+m9ON1OTkZLRp06bUfD8/P1y4cMGlSngzPXdn8EZWqxVJSUnMRRir1Yo9e9ahoDAZxY3SsmSffxdKMbuawu1FJuYiE3ORibnIxDy8w/PPP48tW7Zg6NChCAsLw9ixY3HnnXdi27ZtWLNmDRITE/HQQw+5VLbTjdTGjRtj7969peavWbMGrVq1cqkSRDUpICDA01WgMhhNpwBc/siq1XoGFuupmqkQAeD2IhVzkYm5yMRcqDqpGnjoxapVq7Bw4UK89tpr+Pbbb6GUQvPmzbFhwwZ07dq1SmU7fSfdp59+GqNHj0Z+fj6UUti9ezeWLl2KGTNm4IMPPqhSZbyRnrszeCOj0Yhrr73W09WgSxiNRjRqfBbZuZZKLM3rUmsKtxeZmItMzEUm5iIT94+9w5kzZ+wnKZs0aQJ/f3+MGDGiWsp2+kzq8OHDMWnSJEyYMAEXL17EwIEDMX/+fLz55pt48MEHq6VS3sRiqcxON9UUi8WCxMRE5iKMxWLBb4euh812+eswDIa6MBkb1FCtiNuLTMxFJuYiE3ORSc958JrU/7HZbPDx8bH/bTQaUatWrWop2+kzqQDw2GOP4bHHHkN6ejpsNhvCw8MBAKdPn0Z0dHS1VMxbaJp+vmhXAk3TEBoaylyE0TQN9eq2gMl4NWwqBWVfl6oh+KoR0DSXfrbIBdxeZGIuMjEXmZiLTMzDOyilMGzYMPj5Fd03Nj8/HyNHjizVUP3666+dLrtKe3t169YFUDTE8LRp0/DBBx8gLy+vKkV6HXZnkMVoNLo8FDa5T1EuMSg0f4S0v+6DzZaN/3XrNQCwIdC/N0KCRnuwllcebi8yMReZmItMzEUmXe8fu/vCUR1dlDp06FCHvwcNGlRtZVe6kZqVlYXRo0cjPj4ePj4+ePbZZ/HEE09g8uTJeO2113Dddde5PMSwN9NzdwZvZLFYsHv3bnTo0MHhpsPkWSVziY7YjNwLn+D8xa+gbLkwmWIQfNVQBAb8E5qm43/UdIjbi0zMRSbmIhNzkYn7x95h4cKFbiu70ltrySGG165di7Fjx2Lt2rXIz8/HmjVrqjyCk7cyGJy+7JfcyGAwIDo6mrkIUzIXg6EeagePQ+3gcZ6u1hWP24tMzEUm5iITc5FJ13m4+7pRHV2T6k6VbqQWDzHco0cPjBo1Cs2aNUPz5s0xZ84cN1ZP/3S9EXohg8GAhg0beroadAnmIhNzkYm5yMRcZGIuMnH/mCpS6W+IO4cY9mbsziCLxWLBli1bmIswzEUm5iITc5GJucjEXGTScx5Kuf9BTjRS3TnEsDfjkSJZDAYDmjZtylyEYS4yMReZmItMzEUm5iIT86CKVLq7rzuHGPZm3AhlKb42hWRhLjIxF5mYi0zMRSbmIpOe94/dfS9TPd0n1Z0q3Uh15xDD3kzP3Rm8UXG3ny5dunCUPw9RtvMoLNgAZcuGwXgNfPz+AatVMReBuL3IxFxkYi4yMReZuH/sfQ4fPoxNmzbh7NmzsNlsDs9NnDjR6fIqvbW6c4hhb6bnI0XeyGAwIDY2lrl4gFIK+effxsXzbwLqf/dTNhjqIyB4FnMRiNuLTMxFJuYiE3ORSdd5KM29I/Dq8Ezq+++/j//7v/9D3bp1ERkZCU373zpomubeRiq5RtcboRcyGAwIDw/3dDWuSHnn5yAv9/VS8222NFzIGobQOsthMDAbSbi9yMRcZGIuMjEXmbh/7F2mTp2KadOm4Zlnnqm2MvkNcTOz2ezpKlAJZrMZ69atYy41zGbLRF7uW+U8q2Cx+mL9hj+YizDcXmRiLjIxF5mYi0x6zoOj+5aWmZmJBx54oFrLZCPVzYxGo6erQCUYjUa0b9+eudSwwrxVAMq//sRoKMC1Td8F1JmaqxRViNuLTMxFJuYiE3ORiXl4lwceeADx8fHVWia7+7oZuzPIYjAYEBYW5ulqXHFstgwARpTXUNU0G4KvSgZwDgBvui4FtxeZmItMzEUm5iKTrveP1d8Pd5avM82aNcNLL72EnTt3onXr1g63LQWAp556yuky2Uh1Mz13Z/BGZrMZ8fHx6NWrV6kNiNzHYIzC5c6kWqz+SNw7FT161gNTkYPbi0zMRSbmIhNzkYn7x95lwYIFuOqqq7B582Zs3rzZ4TlN02qmkTpjxgxERETgkUcecZj/0Ucf4a+//qrWC2a9AYc7l8VkMuHWW29lLjXMz78PLmjPO4zqW5LRYEHbGzbBz29ADdeMLofbi0zMRSbmIhNzkUnPefA+qY6UUti4cSPCw8MRGBhYbeU6fa79vffew7XXXltq/nXXXYf58+dXS6W8SckhmMnzNE1DcHAwc6lhmuEq1AqeVM6zBmgGH9Sr/xRzEYbbi0zMRSbmIhNzkYl5eA+lFJo3b47Tp09Xa7lON1LT0tJQv379UvPr1auH1NTUaqmUN2F3BlnMZjNWrlzJXDzAv9YgXFX7TRgMUQ7zjT43IjDkK6xafYS5CMPtRSbmIhNzkYm5yKT7PJQbHzpjMBgQExODjIyM6i3X2Rc0aNAAP/74Y6n5P/74I6Kiosp4xZVNz90ZvJHJZEKvXr2Yi4f4Bd6P2hE7EFx3JYLCPkbteptQu9638A9ozVwE4vYiE3ORibnIxFxkYh7VZ8uWLbjrrrsQFRUFTdPwzTffODz/9ddfo3fv3qhbty40TcPevXtLlVFQUIAnn3wSdevWRa1atXD33Xfj1KlTla7DrFmz8PTTT+PAgQNVXJv/cfobMmLECMTFxcFsNqN79+4AgB9++AETJkzAf/7zn2qrGJG78IfRszTNCB/ftqXmMxeZmItMzEUm5iITc6HqJO2a1AsXLuCGG27A8OHDcf/995f5/C233IIHHngAjz32WJllxMXF4bvvvsOyZctQp04d/Oc//8Gdd96JPXv2VOp2QYMGDcLFixdxww03wNfXFwEBAQ7Pnzt3zql1AlxopE6YMAHnzp3DqFGjUFhYCADw9/fHM888g+eee87pCng7i6X8EU2p5lksFqxevRp9+/blKH+CMBeZmItMzEUm5iITc5GJ+8fVp0+fPujTp0+5zw8ePBgAcPz48TKfz87OxocffohPPvkEPXr0AAB8+umnaNCgAdavX4/evXtXWIc5c+Y4Xe+KON1I1TQNM2fOxEsvvYRDhw4hICAAMTEx8PPzq/bKeQMevZPFZDKhb9++zEUY5iITc5GJucjEXGRiLjLpOo8auk9qTk6Ow2w/Pz+3tLf27NkDs9mMXr162edFRUUhNjYW27dvr1QjdejQodVeL5e/IVdddRXat29fnXUhqhEWi0XfP45eirnIxFxkYi4yMReZmAvpUYMGDRz+njRpEiZPnlzt75OWlgZfX1+EhoY6zI+IiEBaWlqlykhJSbns89dcc43T9arUFnvfffdh0aJFCA4Oxn333XfZZb/++munK+HN2J1BFovFgvj4eHb7EYa5yMRcZGIuMjEXmZiLTPreP9b+frizfODkyZMIDg62z63pXqtKqUrfKqhRo0aXXdZqtTr9/pVqpIaEhNjfmPeacg5/EGXx8fFBv379PF0NugRzkYm5yMRcZGIuMjEXmbh/XLHg4GCHRqq7REZGorCwEJmZmQ5nU8+ePYvOnTtXqoykpCSHv81mM5KSkjB79mxMmzbNpXpVqpG6cOFC+/SiRYtceqMrlVI6vOGRF1NKITc3F0FBQTzYIghzkYm5yMRcZGIuMjEXmXS9f1xD16TWlLZt28LHxwcJCQno378/ACA1NRUHDhzArFmzKlXGDTfcUGpeu3btEBUVhVdffbXCnrhlcfo+qd27d0dWVlap+Tk5OfZb0tD/6Ls7g/exWCzYunUrc3EDm/kgzFlPo+DPm1HwZ0eYM5+ErXBPpV7LXGRiLjIxF5mYi0zMRSbmUX3Onz+PvXv32u9/mpycjL1799qvEz137hz27t2LX3/9FQDw+++/Y+/evfbrTUNCQvDoo4/iP//5D3744QckJSVh0KBBaN26tX20X1c1b94ciYmJLr1WU04eyjAYDEhLS0N4eLjD/LNnzyI6Ohpms9mlinibnJwchISEIDs7u0ZO1RN5kvXil7BkP4Oi417F1x0YAVhhDHoepqtGeK5yREREJIoe95OL69zgnckwBPi77X1sefk4OWpypT+bTZs24bbbbis1f+jQoVi0aBEWLVqE4cOHl3q+5EBM+fn5ePrpp7FkyRLk5eXh9ttvxzvvvFNq8KbyXDoSsVIKqampmDx5Mn777Td7A9oZlR7qbN++ffbpX3/91WG0J6vVirVr1yI6OtrpCng7m83m6SpQCTabDVlZWahduzYMBqc7ElAZbJY/YMl+FkX9U0peGF80bc2dDoPvTTD43lR+GcxFJOYiE3ORibnIxFxk4v5x9enWrdtlu08PGzYMw4YNu2wZ/v7+mDt3LubOnetSHWrXrl2qO71SCg0aNMCyZctcKrPSjdQbb7wRmqZB07Qyu/UGBAS4vGLezJXRrMh9rFYrEhMT0b17d/5jVU1sFz7F5Ue5M8J64ePLNlKZi0zMRSbmIhNzkYm5yKTr/WOlFT3cWb7ObNy40eFvg8GAevXqoVmzZi7f/qnS3X1PnDgBpRSaNGmC3bt3o169evbnfH19ER4eDqPR6FIlvJEeuzEQuaLwr39CWQ5dfiFDOPwidtZMhYiIiEg0Pe4n27v7vv2y+7v7jp6kq89my5Yt6Ny5c6kGqcViwfbt29GlSxeny6x007Zhw4YAeHreWfy8ZLHZbEhPT0fdunV5RLXaVOZzvPwyzEUm5iITc5GJucjEXGTS8/6xUkUPd5avN7fddhtSU1NLjVmUnZ2N2267zaUz5y5trZ988gluueUWREVF4cSJEwCAN954AytXrnSlOK+m543QG9lsNhw4cIC5VAOlFPIOHoTBrysu/1NihMGv22XLYi4yMReZmItMzEUm5iIT8/AuSqkyb/GUkZGBWrVquVSm052E3333XUycOBFxcXGYNm2avWUcGhqKOXPm8IbJl3C1Hza5h8lk4q2SqsnFXbuQMmw4Gnz4KnyamACYUfbNvRSMtYZctizmIhNzkYm5yMRcZGIuMul6/9jL7pNaFcX3P9U0DcOGDYOfn5/9OavVin379qFz584ule30mdS5c+fi/fffxwsvvOBwDWq7du2wf/9+lyrhzXikSBabzYbTp08zl2qQs2YtACA34SeYQt8B4APHnxQjACNMtV+Hwefay5bFXGRiLjIxF5mYi0zMRSbm4R1CQkIQEhICpRSCgoLsf4eEhCAyMhL//ve/8emnn7pUttOHMZKTk9GmTZtS8/38/HDhwgWXKuHNuBHKYrPZcOzYMURERPDalCpQVity1v7dSF27DpEvvQTf8A2wXlwKW8FWADYYfG+GMXAgNFOjCstjLjIxF5mYi0zMRSbmIpOu9485uq/dwoULAQCNGjXC+PHjXe7aWxanG6mNGzfG3r177QMpFVuzZg1atWpVbRXzFrruzuCFTCaTSyOMkaOLe/bAlp0NALBmZSHv558R2L49TEH/AYL+43R5zEUm5iITc5GJucjEXGTi/rF3mTRpEiwWC9avX49jx45h4MCBCAoKwpkzZxAcHIyrrrrK6TKd/oY8/fTTGD16NPLz86GUwu7du7F06VLMmDEDH3zwgdMV8Ha6PlLkhWw2G06ePIkGDRrwiGoV5MYnAEYjYLUCRiNy4hMQ2L69y+UxF5mYi0zMRSbmIhNzkUnP+8eaKnq4s3y9OXHiBO644w6kpKSgoKAAPXv2RFBQEGbNmoX8/HzMnz/f6TKd3lqHDx+OSZMmYcKECbh48SIGDhyI+fPn480338SDDz7odAW8nZ43Qm/Ea1OqTtlsyFmzpqiBCgBWK3LWrIGqwmfKXGRiLjIxF5mYi0zMRSbm4V3GjBmDdu3aITMzEwEBAfb59957L3744QeXytSUcv1uPOnp6bDZbKXuiUP6vEkxUWXk7d2L4w8+VGp+o+XLEHDDDR6oEREREemJHveTi+vcYM4UGAL83fY+trx8nIybqKvPpm7duvjxxx/RokULBAUF4ZdffkGTJk1w/PhxtGrVChcvXnS6zCp1CK9bt25VXn5FcOXmteQ+VqsVycnJaNy4scPo1PQ/OWvW4PymzeU+X3Ds2P+6+hYzGpH2ylT4NW1a7uuu6tYVwX36lPkcc5GJucjEXGRiLjIxF5m4f+xdbDZbmZmeOnUKQUFBLpXpdCM1IyMDEydOxMaNG3H27NlSp+vPnTvnUkW8VRVOVJMbKKWQmZmJRo0aeboqYhUkJyN75cqiPwwGoIybM+PSHyKrFfmHDiH/0CHH+UoBf/9G+DS8ptz3ZC4yMReZmItMzEUm5iKTrvePObpvKT179sScOXOwYMECAEX3TT1//jwmTZqEvn37ulSm0919+/Tpg2PHjuHRRx9FREQEtEt2YIcOHepSRbyNHrsxEBXLWb0aZ154EaqwsHSD1BlGIzRfX0RNm4pgF3+kiIiIyLvocT/Z3t33jVfc39137Eu6+mzOnDmD2267DUajEUeOHEG7du1w5MgR1K1bF1u2bHHp0lCnz6Ru27YN27Ztww289qxS2J1BFqvViiNHjiAmJobdfi4juG9f+F9/PU6PHYv8AweLzog6S9Pg36oVot94A75XR192UeYiE3ORibnIxFxkYi4y6Xr/WP39cGf5OhMVFYW9e/di6dKl+Pnnn2Gz2fDoo4/i4YcfdhhIyRlON1KvvfZa5OXlufRmRBLw+1s5vldfjUZLluCvt99GxnsLirr9VmY0PoMBUAp1Hv836o0eDc3Hp1Lvx1xkYi4yMReZmItMzIXI/QICAvDII4/gkUcesc9LTU3F008/jXnz5jldntPdfRMTE/Hss89i4sSJiI2Nhc8lO6B6OS3tbnrsxkBUngs7d+H0f8bCmpl9+YaqwQBjaCiiX38dtW7uWHMVJCIiIt3Q436yvbvv6zXQ3fc/+unu++uvv2Ljxo3w8fFB//79Ubt2baSnp2PatGmYP38+GjdujF9//dXpcp2+T2rt2rWRnZ2N7t27Izw8HKGhoQgNDUXt2rURGhrqdAW8na67M3ghq9WKAwcOMBcnKOsZBFz7BWrflQmg4s8t9KGHnG6gMheZmItMzEUm5iITc5GJeXiH77//Hm3atMGTTz6JkSNHol27dti4cSNatmyJvXv34osvvnCpgQq40N334Ycfhq+vL5YsWVLmwElE5D2U5RTUuX8BtmzkblRARb19bTbkrF2Lek+MrpH6EREREdUoXpNqN23aNIwcORLTpk3DggULMH78eIwcORJfffUVunTpUqWyne7uGxgYiKSkJLRo0aJKb+zt9NiNgehStswngIIfUHjKiuRBZQw4YUCZDdem69bCt2FDt9ePiIiI9EeP+8n27r6v1UB33/H66O5bu3Zt7N69G82bN4fFYoG/vz++++479OnTp8plO93dt127djh58mSV3/hKwe4MslitViQlJTGXSlDWDKBgPQArcjdrgKHE8SytaNq/+d/zSvaoMBiQEx/v1HsxF5mYi0zMRSbmIhNzkUnXeRTfJ9WdD53IyclB7dq1AQAmkwkBAQFo3rx5tZTtdHffJ598EmPGjMHTTz+N1q1blxo46frrr6+WihG5i6tDYV9xrKdQfJo0d6P2vzOmRgXNF6j/jBVB3UzI3XkHUqdshiooKLqnqlLIWbMGdR97zKm3Yy4yMReZmItMzEUm5kLkPr/++ivS0tIAAEop/P7777hw4YLDMq60D53u7mswlD75qmkalFLQNE3fR0aqkR67MRCVpCzHoNL7wJwG/PHg3119NQX/lkDURBt8IgFAgxb0IixZ3XFq7Djk799vv6dqsw0/wCcqymP1JyIiIpn0uJ9cXOdrZk11e3fflAkv6uKzMRgM9nbgparaPnT6TGpycrLTb3Ils1gsnq4ClWCxWJCUlIQ2bdrAZHL6639lMTYBjE2Qu7V4m1eoM1ihzhAFzf7RaYB/L/hER6DRks+K7qk6/z1AKeQmJCBs6NBKvRVzkYm5yMRcZGIuMjEXmbh/7B3c2S50emttyMFQnMLRj2XRNA2hoaHMpRI0TQOCxqLg8FMwhilEvWRDYBuHJYCAB6EZI4r+MpkQPmYMat3cCaf/8x/kHTzo1HsxF3mYi0zMRSbmIhNzkUnXeXB0Xzt3tgudHjgJAA4fPowFCxZg6tSpmDJlisPDGTNmzED79u0RFBSE8PBw3HPPPfj9998dlhk2bBg0TXN43HzzzRWW/dVXX6FVq1bw8/NDq1atsGLFilLLvPPOO2jcuDH8/f3Rtm1bbN261eH51157DREREYiIiMAbb7zh8NyuXbvQtm3bCk9fG41ljIhKHmM0GtGsWTPmUkmaf29ETnoRTZaYENhGQ9FxLQOKGqgPQAt+odRranXsgGYJ8ag/aVKl34e5yMRcZGIuMjEXmZiLTMyDKuJ0I/X9999Hq1atMHHiRHz55ZdYsWKF/fHNN984VdbmzZsxevRo7Ny5EwkJCbBYLOjVq1epi23vuOMOpKam2h+rV6++bLk7duzAgAEDMHjwYPzyyy8YPHgw+vfvj127dtmXWb58OeLi4vDCCy8gKSkJt956K/r06YOUlBQAwP79+zFx4kQsXboUS5YswfPPP48DBw4AAMxmM0aOHIn58+dXuJGxO4MsFosF27dvZy5OMNYdDOM1O6AFvwzUGg7tqnHQ6v4AQ8hUaJpPma8xBATAUKtWpd+DucjEXGRiLjIxF5mYi0zMgyridHffqVOnYtq0aXjmmWeq/OZr1651+HvhwoUIDw/Hnj17HG4A6+fnh8jIyEqXO2fOHPTs2RPPPfccAOC5557D5s2bMWfOHCxduhQAMHv2bDz66KMYMWKE/TXr1q3Du+++ixkzZuDQoUO4/vrr0b17dwBFo1IdOnQIsbGxePXVV9GlSxe0b9++wrqUNdAUeY7BYEB0dDRzcZJmCAICH4S7OucwF5mYi0zMRSbmIhNzkYl5UEWc/oZkZmbigQcecEddkJ2dDQAICwtzmL9p0yaEh4ejefPmeOyxx3D27NnLlrNjxw706tXLYV7v3r2xfft2AEBhYSH27NlTaplevXrZl2ndujUOHz6MlJQUnDhxAocPH0ZsbCyOHj2KRYsWYerUqZVaJ26EshgMBjRs2JC5CMNcZGIuMjEXmZiLTMxFJj3noaHodvFue3h6BYVw+hvywAMPID4+vtoropTCuHHj8I9//AOxsbH2+X369MFnn32GDRs24PXXX0diYiK6d++OgoKCcstKS0tDRESEw7yIiAj7PXzS09NhtVovu0zLli0xffp09OzZE7169cKMGTPQsmVLjBw5ErNmzcK6desQGxuLNm3aYMuWLeXWJT09HTk5OcjMzERmZiYKCgpgtVrt17JaLBaHaZvNdtlps9nsMF085HPxtFKq1HTx51s8bbPZHKaLu1yUN221Wh2mi+tb3rTkdcrPz8eWLVtQUFDgNevkDTkVFhZi8+bN9vfzhnXyhpwsFgs2b96M/Px8r1knb8gpLy8PW7ZsQWFhodeskzfkZDab7b9j3rJO3pBTcS55eXles07ekFNeXh6ILqdSjdS33nrL/mjWrBleeuklDBs2DK+//rrDc2+99ZbLFXniiSewb98+e3fcYgMGDMA///lPxMbG4q677sKaNWtw+PBhrFq16rLlXTpqWPF9epxZZuTIkfj999/x+++/Y+TIkVi0aBGCgoLQqVMnjBgxAitWrMDs2bPx4IMPlttobtq0KUJCQhAWFoawsDDMmDED+/btw5EjRwAASUlJ9uGbd+/ejZMnTwIAtm/fjtTUVADAli1bkJ6eDgDYsGEDsrKyAADx8fHIzc0FAKxevRr5+fmwWCxYvXo1LBYL8vPz7dfv5ubm2g8uZGVlYcOGDQCKGtHFjezU1FT7meSTJ09i9+7dAIqGl05KSgIAHDlyBPv27QMAHDp0CIcOHQIA3azTzz//jKZNmyIlJcVr1skbcjp79izMZjMMBoPXrJM35GQwGFCvXj38+OOPXrNO3pDThg0b0LRpU+Tk5HjNOnlDToWFhcjKyoLBYPCadfKGnAoLC9G4cWPEx8d7zTp5Q06XO8EjntLc/9CBNm3a4KabbqrUwxWaKuvuq5do3Lhx5QrTNPzxxx9OV+LJJ5/EN998gy1btlTqvWJiYjBixIhyr4u95pprMHbsWIwdO9Y+74033sCcOXNw4sQJFBYWIjAwEF988QXuvfde+zJjxozB3r17sXnz5lJlpqeno0OHDtiyZQt+/vlnTJ061b5R16tXDxs2bEDr1q3tyxff8Pf48eMIDQ21H2kKDAy036fLaDTCYrFA0zT7tMFggMFgKHfabDbDaDTap00mEzRNs08DRUetSk77+PhAKWWfttlssFqt9mmbzQaTyVTutNVqhVLKPl1c9/KmuU5cJ64T14nrxHXiOnGduE5cp/LWKSMjA3Xr1kV2djaCg4OhB8X79g3/Ow0Gf3+3vY8tPx8nnn1B/Gfz8ssv26fz8/PxzjvvoFWrVujUqRMAYOfOnTh48CBGjRqFGTNmOF1+pRqp7qKUwpNPPokVK1Zg06ZNiImJqfA1GRkZiI6OxoIFCzBkyJAylxkwYAByc3MdRgHu06cPateubT9T27FjR7Rt2xbvvPOOfZlWrVqhX79+ZX6QgwYNQseOHe31nTJliv1oU2hoKDZu3Igbb7zRvnzxFzkjI6PUNbbkORaLBVu2bEGXLl14U29BmItMzEUm5iITc5GJuch07tw51KlTR3xDrCR7I3VGDTRSn5PfSC1pxIgRqF+/Pl555RWH+ZMmTcLJkyfx0UcfOV2m09ekTpkyBRcvXiw1Py8vz+n7pI4ePRqffvoplixZgqCgIKSlpSEtLc3eT/38+fMYP348duzYgePHj2PTpk246667ULduXYczoEOGDLGP5AsUnRGNj4/HzJkz8dtvv2HmzJlYv3494uLi7MuMGzcOH3zwAT766CMcOnQIY8eORUpKCkaOHFmqngkJCThy5AhGjx4NAOjQoQN+++03rFmzBgsWLIDRaESLFi3KXEc9XxjujQwGA2JjY5mLMMxFJuYiE3ORibnIxFxkYh7e5Ysvvijz5OGgQYPw1VdfuVSm04eUXn75ZYwcORKBgYEO8y9evIiXX34ZEydOrHRZ7777LgCgW7duDvMXLlyIYcOGwWg0Yv/+/fj444+RlZWF+vXr47bbbsPy5csRFBRkXz4lJcXhy965c2csW7YML774Il566SU0bdoUy5cvR8eOHe3LDBgwABkZGZgyZQpSU1MRGxuL1atXo2HDhg51ycvLwxNPPIHly5fb3yM6Ohpz587F8OHD4efnh8WLFyMgIKDMdeRGKIvBYEB4eLinq0GXYC4yMReZmItMzEUm5iKTrveP1d8Pd5avMwEBAdi2bVupXrHbtm2Dv4tnnZ3u7mswGPDnn3+iXr16DvM3bNiAAQMG4K+//nKpIt6muEtAeno66tSp4+nq0N/MZjM2bNiA7t27w8fHx9PVob8xF5mYi0zMRSbmIhNzkUnX16ROr4Huvs/rq7vvf//7X0yePBkjRozAzTffDKDomtSPPvoIEydOxLPPPut0mZU+kxoaGgpN06BpGpo3b+4wCq7VasX58+fL7Cp7pTMajZ6uApVgNBrRvn175iIMc5GJucjEXGRiLjIxF5n0nEfx/UzdWb7ePPvss2jSpAnefPNNLFmyBEDR7TwXLVqE/v37u1RmpRupc+bMgVIKjzzyCF5++WWEhITYn/P19UWjRo3soznR/+i6O4MXMhgMHMhKIOYiE3ORibnIxFxkYi4ycf/Y+/Tv39/lBmlZKt1IHTp0KICi29F07tyZXSYqqfgmyiSD2WxGfHw8evXqxe+wIMxFJuYiE3ORibnIxFxk0vX+Ma9JLVNWVha+/PJL/PHHHxg/fjzCwsLw888/IyIiAtHR0U6XV6lGak5Ojr1PdJs2bZCXl2cfgfdSeuk7XVM43LksJpMJt956K3MRhrnIxFxkYi4yMReZmItMzMO77Nu3Dz169EBISAiOHz+OESNGICwsDCtWrMCJEyfw8ccfO11mpb4hoaGhSE1NRXh4OGrXru1wPWoxpRQ0TbPf5JeKlPVZkedomsYDKSUoaxrUxWVAwXpAFQA+N0ILfBia7401Wg/mIhNzkYm5yMRcZGIuMul6/5hnUksZN24chg0bhlmzZjncgaVPnz4YOHCgS2VWqpG6YcMGe3/+jRs3uvRGVypdd2fwQmazGatXr0bfvn2v+G4/qjAR6twIAAUAbEUzraeg8lcCVz0F7aonaqwuzEUm5iITc5GJucjEXGTi/rF3SUxMxHvvvVdqfnR0NNLS0lwqs1KN1K5duwIALBYLNm3ahEceeQQNGjRw6Q2vNOzOIIvJZEKvXr2u+FyULRcq83E4NFABAEU9IdT5twDTddD8b6uR+jAXmZiLTMxFJuYiE3ORSc95cHTf0vz9/ZGTk1Nq/u+//17qtqWV5dTQWiaTCa+99hq79JKu6fmHsdrkrQDUBTg2UEsyQF38qCZrxFyEYi4yMReZmItMzIXIvfr164cpU6bYz5BrmoaUlBQ8++yzuP/++10q0+nxn2+//XZs2rTJpTe7ElksFk9XgUqwWCxYvXr1FZ+LKkysYAkbUJgIpWrmcB5zkYm5yMRcZGIuMjEXmXSdh9Lc/9CZ1157DX/99RfCw8ORl5eHrl27olmzZggKCsK0adNcKtPpQ0t9+vTBc889hwMHDqBt27aoVauWw/N33323SxXxVjx6J4vJZELfvn2Zi7Cr8pmLTMxFJuYiE3ORibnIxDy8S3BwMLZt24YNGzbg559/hs1mw0033YQePXq4XKbT35D/+7//AwDMnj271HMc3Zf0wGKxXPE/jppve6iChMssYQB82tXo6HvMRSbmIhNzkYm5yMRcqFpxdN9SPv74YwwYMADdu3dH9+7d7fMLCwuxbNkyDBkyxOkyne7ua7PZyn2wgVqarrszeCGLxYL4+HjmEnAvoAUAKK8RaoNWa3iNVYe5yMRcZGIuMjEXmZiLTMzDuwwfPhzZ2dml5ufm5mL4cNf2J51upJYnIyMDc+bMqa7ivAaHO5fFx8cH/fr1u+Jz0QzB0Gq/B8APjj8DxqL/1RoNzf/2GqsPc5GJucjEXGRiLjIxF5n0nEfx6L7ufOiNUqrM3nenTp1CSEiIS2VWqe+DUgrx8fH48MMPsXLlSgQHByMuLq4qRXqdmhp4hipHKYXc3FwEBQXp+0bS1UDz6wjUWwt1cQmQvx5AIWC6HlqtQdB829VoXZiLTMxFJuYiE3ORibnIxP1j79CmTRtomgZN03D77bc7dKu3Wq1ITk7GHXfc4VLZLp1JPX78OCZOnIiGDRuib9++8Pf3x6pVq1y+Was3Y3cGWSwWC7Zu3cpc/qYZo2AIGg9DvbUw1NsAQ+icGm+gAsxFKuYiE3ORibnIxFxk0nUeqgYeOnHPPfegX79+UEqhd+/e6Nevn/3x4IMP4r333sOnn37qUtmaquShjIKCAnz99df44IMPsH37dvTp0wcDBw7EQw89hF9++QWtWrVyqQLeKicnByEhIcjOzkZwcLCnq0NEREREJIIe95OL69xk4nQY/P3d9j62/Hz8MeV5XX02ixcvxoMPPgg/P79qK7PSZ1Kjo6Px7rvvYsCAAThz5gy+/vpr/Otf/6q2ingrm83m6SpQCTabDefOnWMuwjAXmZiLTMxFJuYiE3ORSdd5uPt6VB2dSS3WvXt3/PXXX/a/d+/ejbi4OCxYsMDlMivdSLVarfY+x0aj0eU3vNJwxGNZrFYrEhMTmYswzEUm5iITc5GJucjEXGRiHt5l4MCB2LhxIwAgLS0NPXr0wO7du/H8889jypQpLpVZ6UZqamoq/v3vf2Pp0qWIjIzE/fffjxUrVvAi9AroefQyb+Tj44PevXszF2GYi0zMRSbmIhNzkYm5yKTrPIRdk7plyxbcddddiIqKgqZp+OabbxyrqxQmT56MqKgoBAQEoFu3bjh48KDDMgUFBXjyySdRt25d1KpVC3fffTdOnTpV6TocOHAAHTp0AAB8/vnnaN26NbZv344lS5Zg0aJFzq3Q3yrdSPX398fDDz+MDRs2YP/+/WjZsiWeeuopWCwWTJs2DQkJCTwqUgZdd2fwQjabDWfPnmUuwjAXmZiLTMxFJuYiE3ORiXlUnwsXLuCGG27AvHnzynx+1qxZmD17NubNm4fExERERkaiZ8+eyM3NtS8TFxeHFStWYNmyZdi2bRvOnz+PO++8s9JtO7PZbL8edf369bj77rsBANdeey1SU1NdWi+XRvdt2rQppk6dihMnTmDVqlUoKCjAnXfeiYiICJcq4c24Ecpis9lw4MAB5iIMc5GJucjEXGRiLjIxF5l0nYewM6l9+vTB1KlTcd9995WuqlKYM2cOXnjhBdx3332IjY3F4sWLcfHiRSxZsgQAkJ2djQ8//BCvv/46evTogTZt2uDTTz/F/v37sX79+krV4brrrsP8+fOxdetWJCQk2G87c+bMGdSpU8e5FfqbS41U+4sNBvTp0wdffvklTp06heeff74qxXmlkvcLIs8zmUzo3r07cxGGucjEXGRiLjIxF5mYi0zMo2I5OTkOj4KCAqfLSE5ORlpaGnr16mWf5+fnh65du2L79u0AgD179sBsNjssExUVhdjYWPsyFZk5cybee+89dOvWDQ899BBuuOEGAMC3335r7wbsrCo1UkuqV68exo0bV13FeQ1dHynyQjabDadPn2YuwjAXmZiLTMxFJuYiE3ORSc95uHNkX/sIvwAaNGiAkJAQ+2PGjBlO1zUtLQ0ASvV2jYiIsD+XlpYGX19fhIaGlrtMRbp164b09HSkp6fjo48+ss//97//jfnz5ztdbwDgYQw30/NG6I1sNhuOHTuGiIgIGAzVdoyGqoi5yMRcZGIuMjEXmZiLTNw/rtjJkycd7pNalXuQXjrQrVKqwsFvK7NMSUajsVRDt1GjRpV+/aXYSHUzdmeQxWQyoUuXLp6uBl2CucjEXGRiLjIxF5mYi0zcP65YcHCwQyPVFZGRkQCKzpbWr1/fPv/s2bP2s6uRkZEoLCxEZmamQyPz7Nmz6Ny5c6Xep3Hjxpdt0P7xxx9O152HlNyMR4pksdlsOHHiBHMRhrnIxFxkYi4yMReZmItMzKNmNG7cGJGRkUhISLDPKywsxObNm+0N0LZt28LHx8dhmdTUVBw4cKDSjdS4uDiMGTPG/hg1ahQ6deqE7Oxs/Pvf/3ap7jyM4WbcCGUpvjYlOjqa3X4EYS4yMReZmItMzEUm5iKTrvePXRiB1+nynXD+/HkcPXrU/ndycjL27t2LsLAwXHPNNYiLi8P06dMRExODmJgYTJ8+HYGBgRg4cCAAICQkBI8++ij+85//oE6dOggLC8P48ePRunVr9OjRo1J1GDNmTJnz3377bfz000/OrdDfNKVUhR+FMwMizZ4926WKeJucnByEhIQgOzu7yqfqiYiIiIi8hR73k4vr3PS56TD6+7vtfaz5+Tg24/lKfzabNm3CbbfdVmr+0KFDsWjRIiil8PLLL+O9995DZmYmOnbsiLfffhuxsbH2ZfPz8/H0009jyZIlyMvLw+2334533nkHDRo0qNK6/PHHH7jxxhuRk5Pj9GsrdSY1KSnJ4e89e/bAarWiRYsWAIDDhw/DaDSibdu2TlfA21X2JrhUM6xWK5KTk9G4cWMYjUZPV4f+xlxkYi4yMReZmItMzEUmPe8flxyB113lO6Nbt2643DlHTdMwefJkTJ48udxl/P39MXfuXMydO9e5N6/Al19+ibCwMJdeW6lG6saNG+3Ts2fPRlBQEBYvXmy/uDYzMxPDhw/Hrbfe6lIlvFklTlRTDVJKITMzs0qjjVH1Yy4yMReZmItMzEUm5iIT94+9S5s2bRwGTlJKIS0tDX/99Rfeeecdl8qsVHffkqKjoxEfH4/rrrvOYf6BAwfQq1cvnDlzxqWKeBs9dmMgIiIiInI3Pe4nF9e52bPTYfRzY3ffgnwc/W/lu/tK8PLLLzv8bTAYUK9ePXTr1g3XXnutS2U6PXBSTk4O/vzzz1KN1LNnzyI3N9elSngzPXdn8EZWqxVHjhxBTEwMu/0IwlxkYi4yMReZmItMzEUm7h97l0mTJlV7mU43Uu+9914MHz4cr7/+Om6++WYAwM6dO/H000/jvvvuq/YKElW3vLw8T1eBysBcZGIuMjEXmZiLTMyFqpWw0X09JScnx36mt6KBkQIDA52+N67T3X0vXryI8ePH46OPPoLZbAZQdEPeRx99FK+++ipq1arlVAW8lR67MRARERERuZse95Pt3X2fqYHuvjPld/c1Go1ITU1FeHg4DAaDwzWpl9I0DTExMXjnnXfKHIm4LE6fSQ0MDMQ777yDV199FceOHYNSCs2aNWPjtBzsziCL1WrFoUOH0LJlS6/u9qOUBYX561GQvxZQ+TD6XAv/wIdgNEZ4umplulJy0RvmIhNzkYm5yMRcZNLz/rG00X09ZcOGDfaRe0sOsluWgoICfPPNN/i///s//Pbbb5Uq3+lGarHU1FSkpqaiS5cuCAgIgFLqsi1oIqoZVusZZGcMhNVyBIARgALyV+Fi7mxcVXsWAgIf9HQViYiIiEjHunbtWuZ0eW688Ubs3r270uU73d03IyMD/fv3x8aNG6FpGo4cOYImTZrg0UcfRe3atfH66687U5zX0mM3BtI/pazI/KsnrJajAMo6SqkhpM4y+Pr9o6arRkRERARAn/vJxXWOedr93X2PvCq/u29F16GW5Mp6GJx9wdixY+Hj44OUlBQEBgba5w8YMABr1651ugLeTs/dGbyR1WpFUlKS1+ZSWLABVsvvKLuBCgAGXMyt3hs1Vwdvz0WvmItMzEUm5iITc5GJeehf7dq1ERoaWqmHK5zu7hsfH49169bh6quvdpgfExODEydOuFQJopoUEBDg6Sq4TWF+Aoo2a0s5S1hhLtwGpfKhae47CugKb85Fz5iLTMxFJuYiE3Oh6sRrUouUvA71+PHjePbZZzFs2DB06tQJALBjxw4sXrwYM2bMcKl8pxupFy5ccDiDWiw9PR1+fn4uVcKb8SJ9WYxGo8s3FdYDpQpRmbHLlTKLaqR6ey56xVxkYi4yMReZmItM3D/Wv5LXoU6ZMgWzZ8/GQw89ZJ939913o3Xr1liwYAGGDh3qdPlOd/ft0qULPv74Y/vfmqbBZrPh1VdfrfSQwlcSi6W8M1rkCRaLBYmJiV6bi8mnFQDbZZcxGKKgaVfVTIUqydtz0SvmIhNzkYm5yMRcZNJ1HqoGHjqzY8cOtGvXrtT8du3aOTVYUklOn0l99dVX0a1bN/z0008oLCzEhAkTcPDgQZw7dw4//vijS5XwZhzxWBZN0xAaGuq1ufgHPoALOf8FUN4ZVQ0BVz0qbv29PRe9Yi4yMReZmItMzEUm5uFdGjRogPnz55caQPe9995DgwYNXCrT6UZqq1atsG/fPrz77rswGo24cOEC7rvvPowePRr169d3qRLejN0ZZDEajWjWrJmnq+E2BkMogkPfRE7mKBR1lCgemKDoHwMfv38goNYjnqpeubw9F71iLjIxF5mYi0zMRSZd7x+7+2ynDs+kvvHGG7j//vuxbt063HzzzQCAnTt34tixY/jqq69cKtPp7r4pKSmIiIjAyy+/jO+//x6rV6/G1KlTUb9+faSkpLhUCW+m6+4MXshisWD79u1enYtfwF2oXfcb+Pr3RNF9UgGDsQFqBU9ESNjH0DRfz1awDFdCLnrEXGRiLjIxF5mYi0zMw7v07dsXR44cQb9+/XDu3DlkZGSgX79+OHz4MPr27etSmU6fSW3cuDFSU1MRHh7uMD8jIwONGzfmkNKXMBicPg5AbmQwGBAdHe31ufj4tkVI2IdQygbADE2TPajZlZKL3jAXmZiLTMxFJuYik57z4Oi+Zbv66qsxbdo0h3kZGRmYM2cO4uLinC7P6W+IUqrMfuTnz5+Hv7+c0UKl0PNG6I0MBgMaNmx4xeSiaQbxDVTgystFL5iLTMxFJuYiE3ORiXl4L6UU1q1bh/79+yMqKqpUw7WyKn0mddy4cQCKLnR+6aWXHG5DY7VasWvXLtx4440uVcKbsTuDLMXdfjp37gyTyemOBOQmzEUm5iITc5GJucjEXGTS9f4xr0kt0/Hjx/HRRx9h0aJFOH36NAYOHIhVq1a5fPeXSm+tSUlJAIpax/v374ev7/+ua/P19cUNN9yA8ePHu1QJb8YjRbIYDAY0bdqUuQjDXGRiLjIxF5mYi0zMRSbm4R0KCgrw9ddf44MPPsD27dvRp08f+/1Sn3vuObRq1crlsivdSN24cSMAYPjw4XjzzTcRHBzs8pteSbgRylJ8bQrJwlxkYi4yMReZmItMzEUmXe8f80yqXXR0NFq1aoVBgwbhyy+/RGhoKADgoYceqnLZTn9D5syZU+Yp+nPnziEnJ6fKFfI2uu7O4IUsFgs2bNjAXIRhLjIxF5mYi0zMRSbmIhPz8A5WqxWapkHTtGq/rZDTjdQHH3wQy5YtKzX/888/x4MPPlgtlfImuj5S5IUMBgNiY2OZizDMRSbmIhNzkYm5yMRcZNJzHsWj+7rzoRepqan497//jaVLlyIyMhL3338/VqxYUeYgu85y+huya9euMi+A7datG3bt2lXlCnkbPW+E3shgMCA8PJy5CMNcZGIuMjEXmZiLTMxFJubhHfz9/fHwww9jw4YN2L9/P1q2bImnnnoKFosF06ZNQ0JCgsu3J3X6G1JQUFDmKXqz2Yy8vDyXKuHNzGazp6tAJZjNZqxbt465CMNcZGIuMjEXmZiLTMxFJl3noWrgoUNNmzbF1KlTceLECaxatQoFBQW48847ERER4VJ5TjdS27dvjwULFpSaP3/+fLRt29alSniz6u6fTVVjNBrRvn175iIMc5GJucjEXGRiLjIxF5mYh/cyGAzo06cPvvzyS5w6dQrPP/+8S+U4fcOoadOmoUePHvjll19w++23AwB++OEHJCYmIj4+3qVKeDN2Z5DFYDAgLCzM09WgSzAXmZiLTMxFJuYiE3ORSc/7x+6+blRP16RWpF69ehg3bpxLr3X6G3LLLbdgx44duPrqq/H555/ju+++Q7NmzbBv3z7ceuutLlXCm+m6O4MXMpvNWLVqFXMRhrnIxFxkYi4yMReZmItMzIMqoimlvKi9LkdOTg5CQkKQlZWFkJAQT1eH/qaUQm5uLoKCgqpl5DGqHsxFJuYiE3ORibnIxFxkys7ORu3atZGdnY3g4GBPV6dSivftW46eDqOfv9vex1qQj0NvP6+rz8YdXDrXfuzYMbz44osYOHAgzp49CwBYu3YtDh48WK2V8wb8QZRF0zQEBwczF2GYi0zMRSbmIhNzkYm5yMQ8qCJON1I3b96M1q1bY9euXfjqq69w/vx5AMC+ffswadKkaq+g3rE7gyxmsxkrV65kLsIwF5mYi0zMRSbmIhNzkUnXeXB031L27dtX7nPffPONS2U63Uh99tlnMXXqVCQkJMDX19c+/7bbbsOOHTtcqoQ3M5mcHpuK3MhkMqFXr17MRRjmIhNzkYm5yMRcZGIuMjEP79K7d2/88ccfpeZ/9dVXePjhh10q0+lG6v79+3HvvfeWml+vXj1kZGS4VAmimsQfRpmYi0zMRSbmIhNzkYm5UHXSauChN//3f/+H22+/HampqfZ5y5cvx5AhQ7Bo0SKXynS6kVq7dm2HChRLSkpCdHS0S5XwZhaLxdNVoBIsFgtWr17NXIRhLjIxF5mYi0zMRSbmIhPz8C4TJ07E3XffjR49euDcuXNYsmQJhg8fjo8//hgPPPCAS2U6PbrvhAkTsGPHDnzxxRdo3rw5fv75Z/z5558YMmQIhgwZwutS/8bRfWVSSsFiscBkMvGifUGYi0zMRSbmIhNzkYm5yKTn0X1b/Z/7R/f99V19ju47ePBg7Nq1C6dPn8aSJUvQr18/l8tyuv/DtGnTMGzYMERHR0MphVatWsFqtWLgwIF48cUXXa4IUU0p/seKZGEuMjEXmZiLTMxFJuZCVP2+/fbbUvPuuecebN68GQ899BA0TbMvc/fddztdvsv3ST127BiSkpJgs9nQpk0bxMTEuFKM1yo+2pKeno46dep4ujr0N7PZjNWrV6Nv377w8fHxdHXob8xFJuYiE3ORibnIxFxkysjIQN26dXV1trB43/66ke4/k3pwvvwzqQZD5a4a1TQNVqvV6fJdbqQCRV0oit+cHBV/kaV/wYiIiIiIapIe95PZSK1ZTg+cBAAffvghYmNj4e/vD39/f8TGxuKDDz6o7rp5hSocAyA3UEohJyeHuQjDXGRiLjIxF5mYi0zMRSZd58H7pFZKVlZWlV7vdCP1pZdewpgxY3DXXXfhiy++wBdffIG77roLY8eO5TWpZeDoZbJYLBZs3bqVuQjDXGRiLjIxF5mYi0zMRSbm4V1mzpyJ5cuX2/9+4IEHEBYWhujoaPzyyy8ulel0d9+6deti7ty5eOihhxzmL126FE8++STS09Ndqoi30WM3BiIiIiIid9PjfrK9u+/j02H0dWN338J8HHxPX919mzRpgk8//RSdO3dGQkIC+vfvj+XLl+Pzzz9HSkoK4uPjnS7T6TOpVqsV7dq1KzW/bdu2PCpSBpvN5ukqUAk2mw3nzp1jLsIwF5mYi0zMRSbmIhNzkYl5eJfU1FQ0aNAAAPD999+jf//+6NWrFyZMmIDExESXynS6kTpo0CC8++67peYvWLAADz/8sEuV8GaujGZF7mO1WpGYmMhchGEuMjEXmZiLTMxFJuYik57z0JT7H3oTGhqKkydPAgDWrl2LHj16ACi69tjVrF26adSHH36I+Ph43HzzzQCAnTt34uTJkxgyZAjGjRtnX2727NkuVcqbcLhzWXx8fNC7d29PV4MuwVxkYi4yMReZmItMzEUm7h97l/vuuw8DBw5ETEwMMjIy0KdPHwDA3r170axZM5fKdLqReuDAAdx0000Aiu6VCgD16tVDvXr1cODAAftyvC1NEXZnkMVmsyE9PR1169at9P2dyP2Yi0zMRSbmIhNzkYm5yKTr/WN3j8CrwzOpb7zxBho1aoSTJ09i1qxZuOqqqwAUdQMeNWqUS2U63UjduHGjS290pdL1RuiFbDYbDhw4gC5duuj6HyulFHLNySi0ZiPQpz4CTZGerlKVeEsu3oa5yMRcZGIuMjEXmbh/7F18fHwwfvz4UvPj4uJcLtPp0X3//PNPRERElPncvn37cP3117tcGW+ix1HLSB/OXNiC/RlzkWP+4+85GiICbsaNdcch2LeJR+tGREREVBE97icX17n1CPeP7rv/A/mj+3777bfo06cPfHx88O2331522bvvvtvp8p0+pNS6desyK/Laa6+hY8eOTpU1Y8YMtG/fHkFBQQgPD8c999yD33//3WEZpRQmT56MqKgoBAQEoFu3bjh48GCFZX/11Vdo1aoV/Pz80KpVK6xYsaLUMu+88w4aN24Mf39/tG3bFlu3bi21ThEREYiIiMAbb7zh8NyuXbvQtm3bCi8G5pEiWWw2G06fPq3bXFJy1+LHtLHIMSeXmKtwNm8Xfjg1FDmFyeW+VjK95+KtmItMzEUm5iITc5GJeejfPffcg8zMTPt0eY97773XpfKdbqQ+88wzGDBgAEaOHIm8vDycPn0a3bt3x6uvvupwE9fK2Lx5M0aPHo2dO3ciISEBFosFvXr1woULF+zLzJo1C7Nnz8a8efOQmJiIyMhI9OzZE7m5ueWWu2PHDgwYMACDBw/GL7/8gsGDB6N///7YtWuXfZnly5cjLi4OL7zwApKSknDrrbeiT58+SElJAQDs378fEydOxNKlS7FkyRI8//zz9mtuzWYzRo4cifnz58NoNF52HbkRymKz2XDs2DFd5mK15ePn9Bl//+XYAULBBqvKx97012u+YtVAz7l4M+YiE3ORibnIxFxk0nUeqgYeOmCz2RAeHm6fLu/h6ui+Tnf3BYBffvkFgwYNQn5+Ps6dO4ebb74ZH330UbndgCvrr7/+Qnh4ODZv3owuXbpAKYWoqCjExcXhmWeeAQAUFBQgIiICM2fOxOOPP15mOQMGDEBOTg7WrFljn3fHHXcgNDQUS5cuBQB07NgRN910k8PtdFq2bIl77rkHM2bMwOeff47Zs2dj586d9uXHjx+PBx54ANOnT8eff/6JN998s9x10WM3BpItJXcddp19voKlNNzZcDUCTOE1UiciIiIiZ+lxP9ne3ffRGuju+6H87r6Vdfr0aURHRzv9OpeuIG/SpAmuu+46HD9+HDk5Oejfv3+VG6gAkJ2dDQAICwsDACQnJyMtLQ29evWyL+Pn54euXbti+/bt5ZazY8cOh9cAQO/eve2vKSwsxJ49e0ot06tXL/syrVu3xuHDh5GSkoITJ07g8OHDiI2NxdGjR7Fo0SJMnTq1Uut07tw55OTkIDMzE5mZmSgoKIDVarUfVbBYLA7TxUeWyps2m80O08XHGIqnlVKlpgE4TNtsNodpi8Vy2Wmr1eowXVzf8qYlr1NhYSFOnDgBs9msu3XKLTgNDUZAGQDb30O320pOGwGbERctabpZp+IMLBYL/vjjD/tRN2/87ulxnWw2G44fP47CwkKvWSdvyKmgoAAnTpyAxWLxmnXyhpysVqv9d8xb1skbcrJarTh+/DgKCgq8Zp28IaeCggLoFe+TWjlpaWl48sknXb4FjdON1B9//BHXX389jh49in379uHdd9/Fk08+if79+9v7JbtCKYVx48bhH//4B2JjYwEUrRyAUg3giIgI+3NlSUtLu+xr0tPTYbVaL7tMy5YtMX36dPTs2RO9evXCjBkz0LJlS4wcORKzZs3CunXrEBsbizZt2mDLli3l1qVx48YICQlBWFgYwsLCMGPGDOzbtw9HjhwBACQlJSE5ueg6wt27d9tvhLt9+3akpqYCALZs2YL09HQAwIYNG5CVlQUAiI+Pt3d7Xr16NfLz82GxWLB69WpYLBbk5+dj9erVAIDc3FzEx8cDALKysrBhwwb7Z1Fc/9TUVHsj/eTJk9i9ezeAooMFSUlJAIAjR45g3759AIBDhw7h0KFDAKCbdUpMTMTp06d1uU4nk8KgYIOW0wKm5MEAAEPWDTCl9C+aPtceplP3wNcQopt1KpnToUOHYLPZvPa7p8d1Km6kFl+v7w3r5A05rV+/HqdPn0ZmZqbXrJM35HTx4kXs37+/6KCil6yTN+R08eJFnDp1CmvXrvWadfKGnDZt2gTSv6ysLDz88MOoV68eoqKi8NZbb8Fms2HixIlo0qQJdu7ciY8++silsp3u7uvn54exY8filVdesd+I99ixYxg8eDBSUlJw6tQplyoyevRorFq1Ctu2bcPVV18NoOhLfsstt+DMmTOoX7++fdnHHnsMJ0+exNq1a8ssy9fXF4sXL8ZDDz1kn/fZZ5/h0UcfRX5+Ps6cOYPo6Ghs374dnTp1si8zbdo0fPLJJ/jtt9/KLHfRokVYuXIl5s+fjxYtWiAxMRGnTp3Cww8/jOTkZPj5+dmXLe4ScPz4cYSGhtqPNAUGBsJkKrrzj9FohMVigaZp9mmDwQCDwVDutNlshtFotE+bTCZommafBoqOWpWc9vHxgVLKPl3cP7x42mazwWQylTtttVqhlLJPF9e9vGmuk3vWKc98DmtO9S06mqqMgMFcdCYVxdMmBPvGoNc1n9iPVEpfJ2/MievEdeI6cZ24TlwnrtPl1ykjIwN169bVVZfW4n3764e7v7vvvoX66O47atQofPfddxgwYADWrl2LQ4cOoXfv3sjPz8ekSZPQtWtXl8t2+j6p8fHxpd6wadOm2LZtG6ZNm+ZSJZ588kl8++232LJli72BCgCRkUX3fkxLS3NopJ49e/ay3YsjIyNLnWkt+Zq6devCaDRedplLpaenY8qUKdiyZQt27dqF5s2bIyYmBjExMTCbzTh8+DBat25d6nXBwcGX/YIV/7hUdrr4wICz05qm2aeLfywqO11ycKjKTEteJ6UUjh49isaNGzscLNDDOtXyq4sWtQfjt6xFgPb3gAMGG4DiaSuur/t/9n8w9LBOxdNKKRw/fhyNGze2/wN2ubrrYZ28YXuyWq1ITk5G48aNvWadKjsteZ0MBoP9d8yZ9ZO8Tt6Qk9VqxYkTJ+y/Y96wTiWn9ZpTyd8xTdO8Yp0uN62XdSp+T9K3VatWYeHChejRowdGjRqFZs2aoXnz5pgzZ06Vy3b6G1Jei9hgMOCll15yqiylFJ544gl8/fXX2LBhg31HqFjjxo0RGRmJhIQE+7zCwkJs3rwZnTt3LrfcTp06ObwGKGpcF7/G19cXbdu2LbVMQkJCueXGxcVh7NixuPrqq2G1Wu19/AHHPvllrSPJoZRCZmambnOJDRuNa2s/Ag0mABq0vzdhH0Mwbo6Ygfq1bvFsBV2k91y8FXORibnIxFxkYi4y6ToPju5rd+bMGbRq1QpA0ZhF/v7+GDFiRLWUXelGat++fe0DGwFFXWOL+5UDQEZGhr2SlTV69Gh8+umnWLJkCYKCgpCWloa0tDTk5eUBKDoaFBcXh+nTp2PFihU4cOAAhg0bhsDAQAwcONBezpAhQ/Dcc8/Z/x4zZgzi4+Mxc+ZM/Pbbb5g5cybWr1+PuLg4+zLjxo3DBx98gI8++giHDh3C2LFjkZKSgpEjR5aqZ0JCAo4cOYLRo0cDADp06IDffvsNa9aswYIFC2A0GtGiRYsy17HkESTyPJPJhPbt2+s2F00zoHWd0bir0Vq0rfcCYsOeQKeImbir0To0uKqnp6vnMr3n4q2Yi0zMRSbmIhNzkYl5VJ/c3FzExcWhYcOGCAgIQOfOnZGYmGh/XimFyZMnIyoqCgEBAejWrRsOHjxYLe9ts9kczpAbjUbUqlWrWsqu9Ddk3bp1DiNxzZw5Ew899BBq164NoOhs4u+//+7Umxff/qVbt24O8xcuXIhhw4YBACZMmIC8vDyMGjUKmZmZ6NixI+Lj4xEUFGRfPiUlxaHbQOfOnbFs2TK8+OKLeOmll9C0aVMsX74cHTt2tC8zYMAAZGRkYMqUKUhNTUVsbCxWr16Nhg0bOtQlLy8PTzzxBJYvX25/j+joaMydOxfDhw+Hn58fFi9ejICAgDLXsbwzrOQZVqsVR44cQUxMTIX3uJXMzxiKJsGu3RxZIm/JxdswF5mYi0zMRSbmIpOe94/dPQKvs2WPGDECBw4cwCeffIKoqCh8+umn6NGjB3799VdER0dj1qxZmD17NhYtWoTmzZtj6tSp6NmzJ37//XeH9pQrlFIYNmyYfVye/Px8jBw5slRD9euvv3a67EoPnGQwGJCWlma/aWtQUBB++eUXNGnSBADw559/IioqStdfuupUfHH1uXPnEBoa6unq0N+sViv27duH66+/nv9YCcJcZGIuMjEXmZiLTMxFpszMTISFhelicKBixfv2Nwx1/8BJvyyu3MBJeXl5CAoKwsqVK/HPf/7TPv/GG2/EnXfeiVdeeQVRUVGIi4vDM888A6Do9j8RERGYOXMmHn/88SrVdfjw4ZVabuHChU6XzXPtbsYfRFmMRiPatGnj6WrQJZiLTMxFJuYiE3ORibnIpOv9Y3dfN+pE2cXj4vj7OzaaAwICsG3bNiQnJyMtLQ29evWyP+fn54euXbti+/btVW6kutL4rKxKX5OqaZp9VLSS8+jyeGZZFqvVigMHDjAXYZiLTMxFJuYiE3ORibnIxDwqlpOT4/AoedllsaCgIHTq1AmvvPIKzpw5A6vVik8//RS7du1Camqq/U4ml969JCIiotRdTqSp9JnUivocl/XBEREREREReQtNKWhuHJ24uOwGDRo4zJ80aRImT55cavlPPvkEjzzyCKKjo2E0GnHTTTdh4MCB+Pnnn/9X5iUnFpVS4k82VrqROnToUIe/Bw0aVGqZIUOGVL1GXkbX3Rm8kNFoRGxsrKerQZdgLjIxF5mYi0zMRSbmIhP3jyt28uRJh2tSi08UXqpp06bYvHkzLly4gJycHNSvXx8DBgyw38oTANLS0lC/fn37a86ePVvq7Ko0lW6kurPPsTdjdwZZOICCTMxFJuYiE3ORibnIxFxk0vX+cQ1dkxocHOzUoFK1atVCrVq1kJmZiXXr1mHWrFn2hmpCQoL92uzCwkJs3rwZM2fOdEftqw0HTqIrTnm3CyLPYi4yMReZmItMzEUm5kLebN26dVBKoUWLFjh69CiefvpptGjRAsOHD4emaYiLi8P06dMRExODmJgYTJ8+HYGBgRg4cKCnq35ZbKS6GY/ayWI0GnHttdd6uhp0CeYiE3ORibnIxFxkYi4y6Xn/WNp9UrOzs/Hcc8/h1KlTCAsLw/33349p06bBx8cHADBhwgTk5eVh1KhRyMzMRMeOHREfH1/le6S6W6VH9yXXWCwWT1eBSrBYLEhMTGQuwjAXmZiLTMxFJuYiE3ORiXlUn/79++PYsWMoKChAamoq5s2bh5CQEPvzmqZh8uTJSE1NRX5+PjZv3qyL67R5JtXNpI+cdaXRNA2hoaHMRRjmIhNzkYm5yMRcZGIuMuk6D0H3SfVmbKS6mZ67M3gjo9GIZs2aeboadAnmIhNzkYm5yMRcZGIuMnH/mCrC7r5uxu4MslgsFmzfvp25CMNcZGIuMjEXmZiLTMxFJj3nUXxNqjsfxEaq2xkM/IglMRgMiI6OZi7CMBeZmItMzEUm5iITc5GJeVBF2N3XzbgRymIwGNCwYUNPV4MuwVxkYi4yMReZmItMzEUmXe8f85rUGqHjb4g+6Lk7gzeyWCzYsmULcxGGucjEXGRiLjIxF5mYi0zMgyrCM6lupusjRV7IYDCgadOmzEUY5iITc5GJucjEXGRiLjLpOQ9p90n1VmykupmeN0JvVHxtCsnCXGRiLjIxF5mYi0zMRSbuH1NF+A1xM3ZnkMVisWDDhg3MRRjmIhNzkYm5yMRcZGIuMuk6D1UDD2Ij1d14pEgWg8GA2NhY5iIMc5GJucjEXGRiLjIxF5mYB1WE3X3djBuhLAaDAeHh4Z6uBl2CucjEXGRiLjIxF5mYi0x63z/mdaPup+9viA6YzWZPV4FKMJvNWLduHXMRhrnIxFxkYi4yMReZmItMzIMqwjOpbmY0Gj1dBSrBaDSiffv2zEUY5iITc5GJucjEXGRiLjLpOg+lih7uLJ/YSHU3vXdn8DYGgwFhYWGergZdgrnIxFxkYi4yMReZmItM3D+mivAb4mbsziCL2WzGqlWrmIswzEUm5iITc5GJucjEXGTScx7F90l154PYSHU7k4knqyUxmUy49dZbmYswzEUm5iITc5GJucjEXGRiHlQRfkPcTNM0T1eBStA0DcHBwZ6uBl2CucjEXGRiLjIxF5mYi0y63j92971MeSYVAM+kup2euzN4I7PZjJUrVzIXYZiLTMxFJuYiE3ORibnIxDyoIppSHELKHXJychASEoKsrCyEhIR4ujr0N6UU8vPz4e/vr++jeF6GucjEXGRiLjIxF5mYi0zZ2dmoXbs2srOzdXOmu3jfvv29U2Hy8Xfb+1jM+Uhc8aKuPht34JlUuuLwOgiZmItMzEUm5iITc5GJuRDpDxupbmaxWDxdBSrBYrFg9erVzEUY5iITc5GJucjEXGRiLjLpOg9VAw9id193YXdfmZRSsFgsMJlM7PYjCHORibnIxFxkYi4yMReZdN3d954a6O77Dbv78kwqXXF0ffTOizEXmZiLTMxFJuYiE3Oh6sT7pNYMNlLdjD+MslgsFsTHxzMXYZiLTMxFJuYiE3ORibnIxDyoIuzu6ybFXQKu9FP1REREREQl6XE/ubjOHe5+xe3dfXd/+5KuPht34JlUN+MxAFmUUsjJyWEuwjAXmZiLTMxFJuYiE3ORiXlQRdhIdTN2Z5DFYrFg69atzEUY5iITc5GJucjEXGRiLjLpOQ9ek1oz2N3XTfTYjYGIiIiIyN30uJ9cXOeOd7m/u++u79jdl2dS3cxms3m6ClSCzWbDuXPnmIswzEUm5iITc5GJucjEXGTSdR68T2qNYCPVzaxWq6erQCVYrVYkJiYyF2GYi0zMRSbmIhNzkYm5yMQ8qCLs7usmeuzGQERERETkbnrcTy6u883/dH93352r2N2XZ1LdTNfdGbyQzWbD2bNnmYswzEUm5iITc5GJucjEXGRiHlQRNlLdjBuhLDabDQcOHGAuwjAXmZiLTMxFJuYiE3ORSdd5KOX+B7G7r7vosRsDEREREZG76XE/2d7dt+8U93f3XT1RV5+NO/BMqpvp+kiRF7LZbDh9+jRzEYa5yMRcZGIuMjEXmZiLTHrOg/dJrRlspLqZnjdCb2Sz2XDs2DHmIgxzkYm5yMRcZGIuMjEXmZgHVYTdfd1Ej90YiIiIiIjcTY/7ycV17nSH+7v77ljL7r48k+pmPFIki81mw4kTJ5iLMMxFJuYiE3ORibnIxFxkYh5UETZS3YwboSy8NkUm5iITc5GJucjEXGRiLjLpOQ9ek1oz2N3XTfTYjYGIiIiIyN30uJ9cXOfOvd3f3Xf7Onb35ZlUN7NarZ6uApVgtVpx9OhR0bnYlA1X2rEjPeRyJWIuMjEXmZiLTMxFJl3nYVPufxAbqe52pTU2pFNKITMzU2Qum/48iMd3zcct8S/ilvgXMGr3+9h29pCnq1UjJOdyJWMuMjEXmZiLTMxFJuZBFWF3XzfRYzcG8px3D6/D4uRNMECDDUWbZPH0v5v1xCNNu3u4hkRERETVQ4/7yfbuvj1edn933/WTdPXZuAPPpLqZrrszeCGr1YrffvtNVC57zv2BxcmbAMDeQC05veBoAg5mnfRE1WqMxFyIuUjFXGRiLjIxF5mYB1WEjVS64uTl5Xm6Cg6+TNkBo1b+pmjUDPjq5I4arJFnSMuFijAXmZiLTMxFJuZC1UmDm0f39fQKCmHydAW8ndFo9HQVqASj0Yg2bdp4uhoOfs0+Casqfyh2q7LhYPapGqxRzZOYCzEXqZiLTMxFJuYiE/ePqSI8k+pm7M4gi9VqxYEDB0Tl4mOo+FiRbyWW0TOJuRBzkYq5yMRcZGIuMuk6D6Xc/yA2Uok8rWv4dTBcpnOHARq6hreqwRoREREREXkOG6luxu4MshiNRsTGxorK5f5rboaPwQitjIaqARr8jD64p0EHD9Ss5kjMhZiLVMxFJuYiE3ORSc95uPV61L8fxEaq2+m6O4MXslqtSEpKEpVLVEAoZt80DP5Gn6KL8e3/AYEmP8xpOxx1/bx7CHKJuRBzkYq5yMRcZGIuMjEPqoh3X+hGVIaAgABPV6GUtnWa4tuuz2L1mZ+xN/M4NAA3hTVBn6g2qGVy3724JJGYCzEXqZiLTMxFJuZC1Ur9/XBn+QRNKV6d6w56vEkxEREREZG76XE/ubjO/7htMkxuPIFgseRj28bJuvps3IHdfd3MYrF4ugpUgsViQWJiInMRhrnIxFxkYi4yMReZmItMes5DU8rtD2Ij1e00jbfklUTTNISGhjIXYZiLTMxFJuYiE3ORibnIxDyoIrwm1c30PHqZNzIajWjWrJmnq0GXYC4yMReZmItMzEUm5iKTrvePbX8/3Fk+8Uyqu+m5O4M3slgs2L59O3MRhrnIxFxkYi4yMReZmItMzKN6WCwWvPjii2jcuDECAgLQpEkTTJkyBTbb/1q6SilMnjwZUVFRCAgIQLdu3XDw4EEP1rpy2Eh1M4OBH7EkBoMB0dHRzEUY5iITc5GJucjEXGRiLjLpOQ9J16TOnDkT8+fPx7x583Do0CHMmjULr776KubOnWtfZtasWZg9ezbmzZuHxMREREZGomfPnsjNzXXHx1Nt2N3XzfS8EXojg8GAhg0beroadAnmIhNzkYm5yMRcZGIuMnH/uHrs2LED/fr1wz//+U8AQKNGjbB06VL89NNPAIrOos6ZMwcvvPAC7rvvPgDA4sWLERERgSVLluDxxx/3WN0rwm+Im7E7gywWiwVbtmxhLsIwF5mYi0zMRSbmIhNzkUnXeagaeKDoljclHwUFBaWq8o9//AM//PADDh8+DAD45ZdfsG3bNvTt2xcAkJycjLS0NPTq1cv+Gj8/P3Tt2hXbt2+vvs/EDXgm1c14pEgWg8GApk2bMhdhmItMzEUm5iITc5GJucjEPCrWoEEDh78nTZqEyZMnO8x75plnkJ2djWuvvRZGoxFWqxXTpk3DQw89BABIS0sDAERERDi8LiIiAidOnHBf5asBG6luxo1QluJrU0gWh1yUAtLTgXr1PFsp4vYiFHORibnIxFxk0vX+sVJFD3eWD+DkyZMIDg62z/bz8yu16PLly/Hpp59iyZIluO6667B3717ExcUhKioKQ4cOtS936S1/lFLibwOk42+IPui6O4MXslgs2LBhA3MRxiGXM6eBr78ETp/ydLWueNxeZGIuMjEXmZiLTMyjYsHBwQ6PshqpTz/9NJ599lk8+OCDaN26NQYPHoyxY8dixowZAIDIyEgA/zujWuzs2bOlzq5Kw0aqm+n6SJEXMhgMiI2NZS7COORy7FjRzD+OebZSxO1FKOYiE3ORibnIpOc8NOX+R2VdvHix1GdpNBrtt6Bp3LgxIiMjkZCQYH++sLAQmzdvRufOnavl83AXdvd1Mz1vhN7IYDAgPDzc09WgS9hzsdn+1zg9dgy45VaA25DHcHuRibnIxFxkYi4ycf+4etx1112YNm0arrnmGlx33XVISkrC7Nmz8cgjjwAo6uYbFxeH6dOnIyYmBjExMZg+fToCAwMxcOBAD9f+8vgNcTOz2ezpKlAJZrMZ69atYy7C2HM5fRooHr2uoAC4pHsK1SxuLzIxF5mYi0zMRSZd51F8Tao7H5U0d+5c/Otf/8KoUaPQsmVLjB8/Ho8//jheeeUV+zITJkxAXFwcRo0ahXbt2uH06dOIj49HUFCQOz6daqMp5c4rf69cOTk5CAkJQWZmJmrXru3p6tDfbDYbsrKyULt2bR7FE8Sey68HYfj1YNEPtKYB18UCt/zD09W7YnF7kYm5yMRcZGIuMmVlZSE0NBTZ2dkOgwNJVrxv37XTizCZ/N32PhZLPjbvmKqrz8YdPLq1btmyBXfddReioqKgaRq++eYbh+eHDRsGTdMcHjfffHOF5X711Vdo1aoV/Pz80KpVK6xYsaLUMu+88w4aN24Mf39/tG3bFlu3bnV4/rXXXkNERAQiIiLwxhtvODy3a9cutG3bFlartcK68AdRFoPBgLCwMOYijMFgQFhoKAx/HPvfEUSlgGNH3TuCHl0WtxeZmItMzEUm5iKTnvPQbO5/kIcbqRcuXMANN9yAefPmlbvMHXfcgdTUVPtj9erVly1zx44dGDBgAAYPHoxffvkFgwcPRv/+/bFr1y77MsuXL0dcXBxeeOEFJCUl4dZbb0WfPn2QkpICANi/fz8mTpyIpUuXYsmSJXj++edx4MABAEXdE0aOHIn58+fDaDRWuI667s7ghcxmM1atWsVchCnK5XuY8/Mdn8jLA86e9UyliNuLUMxFJuYiE3ORiXlQRcR099U0DStWrMA999xjnzds2DBkZWWVOsN6OQMGDEBOTg7WrFljn3fHHXcgNDQUS5cuBQB07NgRN910E9599137Mi1btsQ999yDGTNm4PPPP8fs2bOxc+dO+/Ljx4/HAw88gOnTp+PPP//Em2++edl6FHcJyMrKQkhISKXrT+6llEJubi6CgoLE3x/K6xw7CqSUfeNopRRys7IQlJ4OreRPkqYBdesCoaHll3tNQ6Bps2quLAHcXqRiLjIxF5mYi0zZ2dmoXbu2rrq0Fu/bd+vwgtu7+27aPU1Xn407iD/XvmnTJoSHh6N58+Z47LHHcLaCsyo7duxAr169HOb17t0b27dvB1A07PKePXtKLdOrVy/7Mq1bt8bhw4eRkpKCEydO4PDhw4iNjcXRo0exaNEiTJ06tdL1z8rKQk5ODjIzM5GZmYmCggJYrVZ7V2GLxeIwXTxkdHnTZrPZYbr4GEPxtFKq1DQAh2mbzeYwXXyvqvKmrVarw3RxfcublrxOVqsVwcHBpdZPz+ukm5yysmA7fBjmI0eAI0dgO3IElqNHgSNHoI4eRWB6BjSlYANg+XtHwqoULOnpwJEjsP79sE8fPgwcPgxrZiZzctM6aZqGq666yv7+3rBO3pCTxWJBcHBwqfXT8zp5Q04AEBAQAE3TvGadvCEnAAgKCoLFYvGadfKGnHifVKqI6EZqnz598Nlnn2HDhg14/fXXkZiYiO7du6OgePTPMqSlpZW6OW1ERIT9Jrbp6emwWq2XXaZly5aYPn06evbsiV69emHGjBlo2bIlRo4ciVmzZmHdunWIjY1FmzZtsGXLlsuuQ6NGjRASEoKwsDCEhYVhxowZ2LdvH44cOQIASEpKQnJyMgBg9+7dOHnyJABg+/btSE1NBVB07W56ejoAYMOGDcjKygIAxMfHIzc3FwCwevVq5Ofnw2KxYPXq1bBYLMjPz7d3j87NzUV8fDyAoobzhg0b7J9H8TqkpqbaG+onT57E7t27AQDJyclISkoCABw5cgT79u0DABw6dAiHDh0CAN2s065du7By5UocPXrUa9ZJNzm1bYesTrdgQ92iWwGk+/hiS2gdQCmc8vPHqohImDUNJwMCsbt20ZnT5MBaSAqpDSiFI7Wuwr6gYEApHLoqCIdCagO398Q+o4k5uWmdzGYzvvvuO2zevNlr1slbclq5ciXS09O9ap30nlNubi5Wr14Ns9nsNevkDTnl5ubi22+/9ap18oaciuulS6oGHiS7u++lUlNT0bBhQyxbtgz33Xdfmcv4+vpi8eLFeOihh+zzPvvsMzz66KPIz8/HmTNnEB0dje3bt6NTp072ZaZNm4ZPPvkEv/32W5nlLlq0CCtXrsT8+fPRokULJCYm4tSpU3j44YeRnJwMPz8/h+WLuwQkJycjLCzMfqQpMDAQJlPR7WmNRiMsFgs0TbNPGwwGGAyGcqfNZjOMRqN92mQyQdM0+zRQdHSq5LSPj4/96LuPj4/9jGLxtM1mg8lkKnfaarVCKWWfLq57edOS16n4KKGPjw8AeMU66S6nrCz4bNoA219/waZpMCkFK4CLBiOuslmhAIf5ChpMKJoGACMAa716QPfbYawdKmOdvDEnqxUmkwkXL16Er6/vZddPT+vkDTmZzWZYrVb4+vrCZrN5xTp5Q05KKVy4cAFXXXWVw/rpeZ28ISej0Yj8/HyYTCb7v/16XydvyCk9PR316tXTVZdWe3ff9jXQ3TeR3X1Nnq6AM+rXr4+GDRvaj+CUJTIy0n5GtNjZs2ftZ07r1q0Lo9F42WUulZ6ejilTpmDLli3YtWsXmjdvbr8hrtlsxuHDh9G6desyXxsaGnrZL1jxj0tlp4t/YJ2d1jTNPl38Y1HZ6ZIDRFVmWvI6FV+PYjQaHab1vE66yyksDOh3Lwx7foIh6WdA02BQCv6qqAuQAYDh72NnRbX9e1rTikb6bXMTjG3bAX+vi4h18sacDAYopeDr62sv3xvWqbLT0tdJ0zQYDAZ7HbxhnSq7HpLXyd/f3+vWSe85KaXg4+Njb+R5wzpdblqP66Q3mlKO42e4oXwS3t33UhkZGTh58iTq169f7jKdOnVCQkKCw7z4+Hh07twZQNGZ1rZt25ZaJiEhwb7MpeLi4jB27FhcffXVsFqt9v79gGN//LKwz70sJbvHkAcZjUCHjsCddwP+/rAYDFgdUd9+LWopmgb4+xct36GjvYFK7sXtRSbmIhNzkYm5yMQ8qCIePZN6/vx5HD161P53cnIy9u7da79+c/Lkybj//vtRv359HD9+HM8//zzq1q2Le++91/6aIUOGIDo6GjNmzAAAjBkzBl26dMHMmTPRr18/rFy5EuvXr8e2bdvsrxk3bhwGDx6Mdu3aoVOnTliwYAFSUlIwcuTIUnVMSEjAkSNH8PHHHwMAOnTogN9++w1r1qzByZMnYTQa0aJFi3LXseQRJPI8k8mEvn37MhcpoqOBVtfB9PMe9P0zFabLHT1sdV3R8lRjuL3IxFxkYi4yMReZdJ2HUu69hzvPpALwcCP1p59+wm233Wb/e9y4cQCAoUOH4t1338X+/fvx8ccfIysrC/Xr18dtt92G5cuXIygoyP6alJQUezcFAOjcuTOWLVuGF198ES+99BKaNm2K5cuXo2PHjvZlBgwYgIyMDEyZMgWpqamIjY3F6tWr0bBhQ4f65eXl4YknnsDy5cvt7xEdHY25c+di+PDh8PPzw+LFixEQEOCWz4fco+Q1HCTAH8cApWAxGMpvpCpVtFy79jVbN+L2IhRzkYm5yMRciPRHzMBJ3qb44ur09HTUqVPH09Whv5nNZqxevRp9+/bV9fUQXiM7C1i2FGZNw+qI+uj7Zyp8lCrq3lvWT9ODAwHed7jGcHuRibnIxFxkYi4yZWRkoG7duroaHKh43/62m56DyejGgZOs+dj48wxdfTbuwEaqmxR/ka/0LxjRZSX9DCTuLt0grRcO/HXJPZE1reh61Bvb1Fz9iIiIqNrpcT+ZjdSapauBk/SIxwBkUUohJyeHuUhxrKirrwKQY/KB8vEBevYC7rsf6NELMPkUNU6BooZsiWvYyf24vcjEXGRiLjIxF5n0nEfx6L7ufBAbqW7H0ctksVgs2Lp1K3ORIDcXyCi6wbdF07C1Tl1Y7r0faNK06PmmTYH+A4B69f73moz0otdRjeD2IhNzkYm5yMRcZGIeVBF293UTPXZjIKpR+34Bdmwvmr6pLdC2HWAo47iZzQbs+Qn4eU/R3506A9ffUHP1JCIiomqlx/3k4jp3v/FZmIx+bnsfi7UAG/b+V1efjTvwTKqb2Ww2T1eBSrDZbDh37hxzkSA9HQgIBO66G7a27XAuK6vsXAwGoH0H4K67i5ZPT6/5ul6huL3IxFxkYi4yMReZmAdVhI1UN7NaMM6nDAAAMsFJREFUrZ6uApVgtVqRmJjIXCS4tQvw0EAgKrpyuURFFy1/a5eaq+MVjtuLTMxFJuYiE3ORSdd5FN8n1Z0PYndfd9FjNwYiIiIiInfT436yvbvvDc+4v7vvLzN19dm4A8+kuhm7M8his9lw9uxZ5iIMc5GJucjEXGRiLjIxF5l0nYetBh7ERqq76Xoj9EI2mw0HDhxgLsIwF5mYi0zMRSbmIhNzkYl5UEXY3ddN9NiNgYiIiIjI3fS4n1xc59tjJ7i9u+8PB2bp6rNxB55JdTMeKZLFZrPh9OnTzEUY5iITc5GJucjEXGRiLjIxD6oIG6luxo1QFpvNhmPHjjEXYZiLTMxFJuYiE3ORibnIpOs8OLpvjWB3XzfRYzcGqjlKKew5dQbLf96Po+kZCPLzQ99WzXF3bEsE+vp4unpEREREbqPH/WR7d9/rnnZ/d9+Dr+rqs3EHnkl1M10fKfJCNpsNJ06c8GguSilMWbcRAz/+HN//+hsOpp3FrhMnMXHND/jngo9xOjvHY3XzFAm5UGnMRSbmIhNzkYm5yKTrPHgmtUawkepmut4IvZCEa1M+2/MLPtvzCwDAaiv6ISr+OUrLycXjn6/EldbBQUIuVBpzkYm5yMRcZGIuMjEPqggbqW5mMpk8XQUqwWQyoXPnzh7LxaYUPtj5U7nPW5XC4bPp2HXiVA3WyvM8nQuVjbnIxFxkYi4yMReZdJ0Hz6TWCDZS3cxqtXq6ClSC1WrF0aNHPZbL6ewcnMnOvewyRoMB25NTaqhGMng6Fyobc5GJucjEXGRiLjIxD6oIG6ludqV125ROKYXMzEyP5WKzVfy+GgCrurK6wXg6Fyobc5GJucjEXGRiLjLpOg9bDTwIOj7Xrg+67s7ghUwmE9q3b++x948KCUJYYADOXcwrdxmLzYabro6qwVp5nqdzobIxF5mYi0zMRSbmIhP3j6kiPJPqZuzOIIvVasVvv/3msVx8jEYMbncjtHKeN2oaooKD0K1Z4xqtl6d5OhcqG3ORibnIxFxkYi4y6TkPTSm3P4iNVLoC5eWVfxazJvy7c3t7I9Sg/a+5atA01PLzxbv9+8FouPI2TU/nQmVjLjIxF5mYi0zMhUh/NKXrTuFy6fEmxVRzLDYbVv/6Oz776Rckn8tELV9f3HXdtXi43Q2ICLrK09UjIiIichs97icX17lHzFiYjH5uex+LtQDrj7yhq8/GHdgh3M303J3BG1mtVhw6dAgtW7aE0Wj0WD1MBgPujm2Ju2NbeqwOkkjJhRwxF5mYi0zMRSbmIhP3j6kibKQSERERERFVhk0Bmhs7olbiThBXAjZS3YxH7WQxGo2IjY31dDXoEsxFJuYiE3ORibnIxFxk4v4xVeTKG52lhrE7gyxWqxVJSUnMRRjmIhNzkYm5yMRcZGIuMuk6D6Xc/yA2UunKExAQ4OkqUBmYi0zMRSbmIhNzkYm5EOkPu/u6GbszyGI0GnHttdd6uhp0CeYiE3ORibnIxFxkYi4y6Xv/2N1nO3kmFeCZVLezWCyergKVYLFYkJiYyFyEYS4yMReZmItMzEUm5iIT86CK8Eyqm2ma5ukqUAmapiE0NJS5CMNcZGIuMjEXmZiLTMxFJl3n4e7rRnlNKgA2Ut1O390ZvI/RaESzZs08XQ26BHORibnIxFxkYi4yMReZuH9MFWF3XzdjdwZZLBYLtm/fzlyEYS4yMReZmItMzEUm5iKTrvOwKfc/iI1UdzMY+BFLYjAYEB0dzVyEYS4yMReZmItMzEUm5iIT86CKsLuvm3EjlMVgMKBhw4aergZdgrnIxFxkYi4yMReZmItMut4/VraihzvLJ55JdTddd2fwQhaLBVu2bGEuwjAXmZiLTMxFJuYiE3ORiXlQRXgm1c10faTICxkMBjRt2pS5CMNcZGIuMjEXmZiLTMxFJl3nwdF9awQbqW6m643QCxVfm0KyMBeZmItMzEUm5iITc5GJ+8dUEX5D3IzdGWSxWCzYsGEDcxGGucjEXGRiLjIxF5mYi0y6zoOj+9YINlLdjEeKZDEYDIiNjWUuwjAXmZiLTMxFJuYiE3ORiXlQRdjd1824EcpiMBgQHh7u6WrQJZiLTMxFJuYiE3ORibnIpOv9Y16TWiN0/A3RB7PZ7OkqUAlmsxnr1q1jLsIwF5mYi0zMRSbmIhNzkYl5UEV4JtXNjEajp6tAJRiNRrRv3565CMNcZGIuMjEXmZiLTMxFJl3noeDmM6nuK1pP2Eh1M113Z/BCBoMBYWFhnq4GXYK5yMRcZGIuMjEXmZiLTNw/porwG+Jm7M4gi9lsxqpVq5iLMMxFJuYiE3ORibnIxFxk0nUexdekuvPhhEaNGkHTtFKP0aNH/11dhcmTJyMqKgoBAQHo1q0bDh486I5PplqxkepmJhNPVktiMplw6623MhdhmItMzEUm5iITc5GJucjEPKpPYmIiUlNT7Y+EhAQAwAMPPAAAmDVrFmbPno158+YhMTERkZGR6NmzJ3Jzcz1Z7QqxkepmmqZ5ugpUgqZpCA4OZi7CMBeZmItMzEUm5iITc5FJ13nYbO5/OKFevXqIjIy0P77//ns0bdoUXbt2hVIKc+bMwQsvvID77rsPsbGxWLx4MS5evIglS5a46QOqHmykupmuuzN4IbPZjJUrVzIXYZiLTMxFJuYiE3ORibnIxDzco7CwEJ9++ikeeeQRaJqG5ORkpKWloVevXvZl/Pz80LVrV2zfvt2DNa0Yz7W7GbszyGIymdCrVy/mIgxzkYm5yMRcZGIuMjEXmXSdRw3dJzUnJ8dhtp+fH/z8/C770m+++QZZWVkYNmwYACAtLQ0AEBER4bBcREQETpw4UU0Vdg+eSaUrjq5/GL0Yc5GJucjEXGRiLjIxF9KjBg0aICQkxP6YMWNGha/58MMP0adPH0RFRTnMv7R7tVJKfJdrNlLdzGKxeLoKVILFYsHq1auZizDMRSbmIhNzkYm5yMRcZNJ1HjU0uu/JkyeRnZ1tfzz33HOXrdaJEyewfv16jBgxwj4vMjISwP/OqBY7e/ZsqbOr0rCR6mY8eieLyWRC3759mYswzEUm5iITc5GJucjEXGRiHhULDg52eFTU1XfhwoUIDw/HP//5T/u8xo0bIzIy0j7iL1B03ermzZvRuXNnt9W9OvAbQlcci8XCH0eBmItMzEUm5iITc5GJuVC1sikAbrwm1eZ82TabDQsXLsTQoUMdvuuapiEuLg7Tp09HTEwMYmJiMH36dAQGBmLgwIHVWetqxzOpbqbr7gxeyGKxID4+nrkIw1xkYi4yMReZmItMzEUm5lG91q9fj5SUFDzyyCOlnpswYQLi4uIwatQotGvXDqdPn0Z8fDyCgoI8UNPK05Ry5/BUV66cnByEhIQgOzsbwcHBnq4OEREREZEIetxPLq7z7aFDYTL4uu19LLZC/JC5WFefjTvwTKqb8RiALEop5OTkMBdhmItMzEUm5iITc5GJucjEPKgibKS6GbszyGKxWLB161bmIgxzkYm5yMRcZGIuMjEXmXSdh1JF142668EGPAB293UbPXZjICIiIiJyNz3uJ9u7+9YeApPmxu6+qhA/ZH2sq8/GHXgm1c1sNpunq0Al2Gw2nDt3jrkIw1xkYi4yMReZmItMzEUmXedRQ/dJvdKxkepmVqvV01WgEqxWKxITE5mLMMxFJuYiE3ORibnIxFxkYh5UEXb3dRM9dmMgIiIiInI3Pe4n27v7Bj3s/u6+uZ/p6rNxB55JdTNdd2fwQjabDWfPnmUuwjAXmZiLTMxFJuYiE3ORiXlQRdhIdTNuhLLYbDYcOHCAuQjDXGRiLjIxF5mYi0zMRSZd58FrUmsEu/u6iR67MRARERERuZse95Pt3X2vGuj+7r7nl+jqs3EHnkl1M10fKfJCNpsNp0+fZi7CMBeZmItMzEUm5iITc5FJz3kom83tD2Ij1e30vBF6I5vNhmPHjjEXYZiLTMxFJuYiE3ORibnIxDyoIuzu6yZ67MZARERERORuetxPLq5z94ABbu/uuyFvua4+G3fgmVQ345EiWWw2G06cOMFchGEuMjEXmZiLTMxFJuYiE/OgirCR6mbcCGXhtSkyMReZmItMzEUm5iITc5FJ13nYlPsfxO6+7qLHbgxERERERO6mx/1ke3dfv/7u7+5b8LmuPht34JlUN7NarZ6uApVgtVpx9OhR5iIMc5GJucjEXGRiLjIxF5l0nYdSgLK58cHzhwAbqW7HE9WyKKWQmZnJXIRhLjIxF5mYi0zMRSbmIhPzoIqwu6+b6LEbAxERERGRu+lxP7m4zreZ/gWT5uO297EoMzZavtTVZ+MOPJPqZrruzuCFrFYrfvvtN+YiDHORibnIxFxkYi4yMReZmAdVxOTpChDVtLy8PE9XgcrAXGRiLjIxF5mYi0zMhaqVsgFw4+jESscjH1cjj55J3bJlC+666y5ERUVB0zR88803Ds8rpTB58mRERUUhICAA3bp1w8GDByss96uvvkKrVq3g5+eHVq1aYcWKFaWWeeedd9C4cWP4+/ujbdu22Lp1q8Pzr732GiIiIhAREYE33njD4bldu3ahbdu2lz0KVFBQAACwWCwV1pdqjsViwcqVK5mLMMxFJuYiE3ORibnIxFxkKs6jeH+Z6FIebaReuHABN9xwA+bNm1fm87NmzcLs2bMxb948JCYmIjIyEj179kRubm65Ze7YsQMDBgzA4MGD8csvv2Dw4MHo378/du3aZV9m+fLliIuLwwsvvICkpCTceuut6NOnD1JSUgAA+/fvx8SJE7F06VIsWbIEzz//PA4cOAAAMJvNGDlyJObPnw+j0VhuPYo3uosXLzr9uZD7XLx4ES+//DJzEYa5yMRcZGIuMjEXmZiLTMV56LGRqmzK7Q/ycCO1T58+mDp1Ku67775SzymlMGfOHLzwwgu47777EBsbi8WLF+PixYtYsmRJuWXOmTMHPXv2xHPPPYdrr70Wzz33HG6//XbMmTPHvszs2bPx6KOPYsSIEWjZsiXmzJmDBg0a4N133wUAHDp0CNdffz26d++O22+/Hddffz0OHToEAHj11VfRpUsXtG/fvno/DCIiIiIiIpI7cFJycjLS0tLQq1cv+zw/Pz907doV27dvL/d1O3bscHgNAPTu3dv+msLCQuzZs6fUMr169bIv07p1axw+fBgpKSk4ceIEDh8+jNjYWBw9ehSLFi3C1KlTK70elzvbSjWvOA/mIgtzkYm5yMRcZGIuMjEXmXSdh1vvkWrjNal/EztwUlpaGgAgIiLCYX5ERAROnDhx2deV9Zri8tLT02G1Wi+7TMuWLTF9+nT07NkTADBjxgy0bNkSPXr0wKxZs7Bu3TpMnjwZPj4+ePPNN9GlS5dS9Si+s09xF+Li61cDAwNhMhV97EajERaLBZqm2acNBgMMBkO502azGUaj0T5tMpmgaZp9Gijq519y2sfHB0op+7TNZoPVarVP22w2mEymcqetViuUUvbp4rqXNy15nTIzMwEA586ds5ep93XyhpzOnTsHX19fZGZmes06eUNO58+fh6ZpyMjIAACvWCdvyKk4j3PnzsFsNnvFOnlDTpmZmfD397ffk9Mb1skbciq+RCw9Pd2+b6b3dfKGnIp/x/R4J0wLzIAbq22B2X2F64jYRmoxTdMc/lZKlZrnymsqWmbkyJEYOXKk/e9FixYhKCgInTp1QosWLZCYmIhTp07hwQcfRHJyMvz8/BzKM5uLvmC33HJLBWtIntC4cWNPV4HK0KhRI09XgcrQpEkTT1eBysDfMZn4OyZT06ZNPV0FKkPx/rIe+Pr6IjIyEtvSVrv9vSIjI+Hr6+v295FMbCM1MjISQNGZ0fr169vnnz17ttRZ0EtfV3xGtKzX1K1bF0aj8bLLXCo9PR1TpkzBli1bsGvXLjRv3hwxMTGIiYmB2WzG4cOH0bp1a4fXNGrUCMeOHYOPj49D49fPz69Ug5aIiIiI6EqhlEJubi6ioqI8XZVK8/f3R3JyMgoLC93+Xr6+vvD393f7+0gmtpHauHFjREZGIiEhAW3atAFQdD3p5s2bMXPmzHJf16lTJyQkJGDs2LH2efHx8ejcuTOAotDbtm2LhIQE3HvvvfZlEhIS0K9fvzLLjIuLw9ixY3H11VcjMTHR4aiPxWIp81Y0BoOBZx+IiIiIiMoQEhLi6So4zd/f/4pvPNYUjzZSz58/j6NHj9r/Tk5Oxt69exEWFoZrrrkGcXFxmD59uv2s5fTp0xEYGIiBAwfaXzNkyBBER0djxowZAIAxY8agS5cumDlzJvr164eVK1di/fr12LZtm/0148aNw+DBg9GuXTt06tQJCxYsQEpKikP33mIJCQk4cuQIPv74YwBAhw4d8Ntvv2HNmjU4efIkjEYjWrRo4a6PiIiIiIiI6Iri0UbqTz/9hNtuu83+97hx4wAAQ4cOxaJFizBhwgTk5eVh1KhRyMzMRMeOHREfH4+goCD7a1JSUmAw/G+Q4s6dO2PZsmV48cUX8dJLL6Fp06ZYvnw5OnbsaF9mwIAByMjIwJQpU5CamorY2FisXr0aDRs2dKhfXl4ennjiCSxfvtz+HtHR0Zg7dy6GDx8OPz8/LF68GAEBAW75fIiIiIiIiK44ihy8/fbbqlGjRsrPz0/ddNNNasuWLZddftOmTeqmm25Sfn5+qnHjxurdd98ttcyXX36pWrZsqXx9fVXLli3V119/7fD8p59+qq6++moVGhqqxo8f7/BccnKyiomJUdnZ2VVfOR1zJpczZ86ohx56SDVv3lxpmqbGjBlT5nLMpeqcyeWrr75SPXr0UHXr1lVBQUHq5ptvVmvXri21HHOpOmdy2bp1q+rcubMKCwtT/v7+qkWLFmr27NmllmMuVefsvy/Ftm3bpoxGo7rhhhtKPcdcqs6ZXDZu3KhQNK6nw+PQoUMOyzGXqnN2e8nPz1fPP/+8uuaaa5Svr69q0qSJ+vDDDx2WYS5V50wuQ4cOLXN7adWqlcNyzIXKwkZqCcuWLVM+Pj7q/fffV7/++qsaM2aMqlWrljpx4kSZy//xxx8qMDBQjRkzRv3666/q/fffVz4+PurLL7+0L7N9+3ZlNBrV9OnT1aFDh9T06dOVyWRSO3fuVEop9ddffyl/f3+1bNkytXv3blWvXj31/fff219/xx13qK+++sq9Ky6cs7kkJyerp556Si1evFjdeOONZTZSmUvVOZvLmDFj1MyZM9Xu3bvV4cOH1XPPPad8fHzUzz//bF+GuVSds7n8/PPPasmSJerAgQMqOTlZffLJJyowMFC999579mWYS9U5m0uxrKws1aRJE9WrV69SjVTmUnXO5lLcSP39999Vamqq/WGxWOzLMJeqc2V7ufvuu1XHjh1VQkKCSk5OVrt27VI//vij/XnmUnXO5pKVleWwnZw8eVKFhYWpSZMm2ZdhLlQeNlJL6NChgxo5cqTDvGuvvVY9++yzZS4/YcIEde211zrMe/zxx9XNN99s/7t///7qjjvucFimd+/e6sEHH1RKKbVr1y4VERHhsPysWbOUUkp99tln6u6773Z9hbyEs7mU1LVr1zIbqcyl6qqSS7FWrVqpl19+2f43c6m66sjl3nvvVYMGDbL/zVyqztVcBgwYoF588UU1adKkUo1U5lJ1zuZS3EjNzMwst0zmUnXO5rJmzRoVEhKiMjIyyi2TuVRdVf99WbFihdI0TR0/ftw+j7lQeQxldwK+8hQWFmLPnj3o1auXw/xevXph+/btZb5mx44dpZbv3bs3fvrpJ/sIwOUtU1xmTEwMLl68iKSkJJw7dw6JiYm4/vrrce7cOUycOBHz5s2rrlXUJVdyqQzmUjXVkYvNZkNubi7CwsLs85hL1VRHLklJSdi+fTu6du1qn8dcqsbVXBYuXIhjx45h0qRJZT7PXKqmKttLmzZtUL9+fdx+++3YuHGjw3PMpWpcyeXbb79Fu3btMGvWLERHR6N58+YYP3488vLy7Mswl6qpjn9fPvzwQ/To0cNhDBjmQuVhI/Vv6enpsFqtpe6VGhERUeqeqsXS0tLKXN5isSA9Pf2yyxSXGRoaisWLF2PIkCHo0KEDhgwZgt69e2P8+PF48sknkZycjDZt2iA2NhZffvllda2ubriSS2Uwl6qpjlxef/11XLhwAf3797fPYy5VU5Vcrr76avj5+aFdu3YYPXo0RowYYX+OuVSNK7kcOXIEzz77LD777DOYTGWPcchcqsaVXOrXr48FCxbgq6++wtdff40WLVrg9ttvx5YtW+zLMJeqcSWXP/74A9u2bcOBAwewYsUKzJkzB19++SVGjx5tX4a5VE1V/91PTU3FmjVrHP5tAZgLlU/sfVI9RdM0h7+VUqXmVbT8pfMrKvPee+91uGfrpk2bsH//fsybNw/NmjXD0qVLERkZiQ4dOqBLly4IDw93fsV0ztlcqqNM5lIxV3NZunQpJk+ejJUrV5b63JhL1bmSy9atW3H+/Hns3LkTzz77LJo1a4aHHnqo0mUyl4pVNher1YqBAwfi5ZdfRvPmzatUJnOpmDPbS4sWLRxuO9epUyecPHkSr732Grp06VLpMplLxZzJxWazQdM0fPbZZ/Z7b86ePRv/+te/8Pbbb9vvwsBcqs7Vf/cXLVqE2rVr45577nG6TOZyZeKZ1L/VrVsXRqOx1NGgs2fPljrCUywyMrLM5U0mE+rUqXPZZcors6CgAKNGjcJ7772Ho0ePwmKxoGvXrmjRogWaN2+OXbt2ubqKuuRKLpXBXKqmKrksX74cjz76KD7//HP06NHD4TnmUjVVyaVx48Zo3bo1HnvsMYwdOxaTJ0+2P8dcqsbZXHJzc/HTTz/hiSeegMlkgslkwpQpU/DLL7/AZDJhw4YNAJhLVVXXvy8333wzjhw5Yv+buVSNK7nUr18f0dHR9gYqALRs2RJKKZw6dQoAc6mqqmwvSil89NFHGDx4MHx9fR2eYy5UHjZS/+br64u2bdsiISHBYX5CQgI6d+5c5ms6depUavn4+Hi0a9cOPj4+l12mvDJfeeUV9OnTBzfddBOsVissFov9ObPZDKvV6vS66ZkruVQGc6kaV3NZunQphg0bhiVLluCf//xnqeeZS9VU1/ailEJBQYH9b+ZSNc7mEhwcjP3792Pv3r32x8iRI9GiRQvs3bvXft9v5lI11bW9JCUloX79+va/mUvVuJLLLbfcgjNnzuD8+fP2eYcPH4bBYMDVV18NgLlUVVW2l82bN+Po0aN49NFHSz3HXKhcNTtOk2zFQ2t/+OGH6tdff1VxcXGqVq1a9lHInn32WTV48GD78sW3oBk7dqz69ddf1YcffljqFjQ//vijMhqN6r///a86dOiQ+u9//+swtHZJBw4cUM2aNVPnz59XSil18eJFVadOHfXBBx+o77//Xvn5+alTp065+VOQx9lclFIqKSlJJSUlqbZt26qBAweqpKQkdfDgQfvzzKXqnM1lyZIlymQyqbffftthSPqsrCz7Msyl6pzNZd68eerbb79Vhw8fVocPH1YfffSRCg4OVi+88IJ9GeZSda78jpVU1ui+zKXqnM3ljTfeUCtWrFCHDx9WBw4cUM8++6wC4HALDOZSdc7mkpubq66++mr1r3/9Sx08eFBt3rxZxcTEqBEjRtiXYS5V5+rv2KBBg1THjh3LLJO5UHnYSL3E22+/rRo2bKh8fX3VTTfdpDZv3mx/bujQoapr164Oy2/atEm1adNG+fr6qkaNGql33323VJlffPGFatGihfLx8VHXXnttmfdzstlsqnPnzuq7775zmP/dd9+pa665RkVERKj333+/elZSh5zNBWXcPLphw4YOyzCXqnMml65du5aZy9ChQx3KZC5V50wub731lrruuutUYGCgCg4OVm3atFHvvPOOslqtDmUyl6pz9nespLIaqUoxl+rgTC4zZ85UTZs2Vf7+/io0NFT94x//UKtWrSpVJnOpOme3l0OHDqkePXqogIAAdfXVV6tx48apixcvOizDXKrO2VyysrJUQECAWrBgQbllMhcqi6bU3yP9EBEREREREXkYr0klIiIiIiIiMdhIJSIiIiIiIjHYSCUiIiIiIiIx2EglIiIiIiIiMdhIJSIiIiIiIjHYSCUiIiIiIiIx2EglIiIiIiIiMdhIJSIiIiIiIjHYSCUiqgbdunVDXFxcjZZTXe9JV5ZGjRphzpw5nq5GtRk2bBjuueeeKpXx0ksv4d///nf1VKiSvv/+e7Rp0wY2m61G35eISA/YSCWiajds2DBomlbqcccdd3i6ag5qspG3aNEih88iIiICd911Fw4ePOiw3Ndff41XXnmlRupUnqSkJNx5550IDw+Hv78/GjVqhAEDBiA9Pd2j9aqKyZMn2z97g8GAqKgoPPzwwzh58mS1v8+NN95Y4XIXLlzAM888gyZNmsDf3x/16tVDt27d8P3331drfcqSmJh42QZZWeuwdetW1K5dG08++SSUUi6/tzu2uTfffBOLFi1y+fV//vkn3nzzTTz//PP2eWfPnsXjjz+Oa665Bn5+foiMjETv3r2xY8cO+zKXNvaVUvjPf/6DoKCgMn//Sj4WLVqEO++8E5qmYcmSJS7XnYjIW5k8XQEi8k533HEHFi5c6DDPz8/PQ7WRITg4GL///juUUjh9+jQmTJiAf/7znzh8+DB8fX0BAGFhYR6t49mzZ9GjRw/cddddWLduHWrXro3k5GR8++23uHjxokfrBgBmsxk+Pj4uvfa6667D+vXrYbPZcOzYMYwePRr9+/d3aHjUlJEjR2L37t2YN28eWrVqhYyMDGzfvh0ZGRluf+969eo5tfyqVavwwAMP4Omnn8bLL7/s0ntWJbeKhISEVOn1H374ITp16oRGjRrZ591///0wm81YvHgxmjRpgj///BM//PADzp07V2YZVqsVjz32GL777jusX78eDRs2tD83ZswY5OTkOPweFtd5+PDhmDt3LgYNGlSldSAi8jqKiKiaDR06VPXr16/c5zdu3Kh8fHzUli1b7PNee+01VadOHXXmzBmllFJdu3ZVo0ePVqNHj1YhISEqLCxMvfDCC8pms9lfU1BQoJ5++mkVFRWlAgMDVYcOHdTGjRsd3mvbtm2qS5cuKiAgQNWuXVv16tVLnTt3Tg0dOlQBcHgkJycrpZQ6ePCg6tOnj6pVq5YKDw9XgwYNUn/99Ze9zPPnz6vBgwerWrVqqcjISPXaa6+prl27qjFjxpS7zgsXLlQhISEO87799lsFQO3bt88+79Jy3n77bdWsWTPl5+enwsPD1f3331/usmvWrFHBwcFq8eLF5dajIitWrFAmk0mZzebLLrdq1SoVExOj/P39Vbdu3dTChQsVAJWZmamUUmrSpEnqhhtucHjNG2+8oRo2bGj/e/fu3apHjx6qTp06Kjg4WHXp0kXt2bPH4TUA1LvvvqvuvvtuFRgYqCZOnKiUKvrsbrrpJuXn56caN26sJk+efNk6l1Wft956SwFQ2dnZ9nnvvPOOatKkifLx8VHNmzdXH3/8scNrTpw4oe6++25Vq1YtFRQUpB544AGVlpamlFL2z6DkY+HChWXWJyQkRC1atKjc+ipV8fe7+Dv13XffqebNm6uAgAB1//33q/Pnz6tFixaphg0bqtq1a6snnnhCWSwW++saNmyo3njjjUp9Vp999pny9fVVb775Zqn3LWnFihWq5C5FcRkffvihaty4sdI0TQ0ZMqTcbW7Tpk2qffv2ytfXV0VGRqpnnnnGIc8vvvhCxcbGKn9/fxUWFqZuv/12df78eaVU6d+byy1bltatW6t58+bZ/87MzFQA1KZNm8p9jVL/+xzz8/PVvffeq66++mr166+/llrucr+Hx48fVwDUsWPHLvteRERXGnb3JaIaV9zlb/DgwcjOzsYvv/yCF154Ae+//z7q169vX27x4sUwmUzYtWsX3nrrLbzxxhv44IMP7M8PHz4cP/74I5YtW4Z9+/bhgQcewB133IEjR44AAPbu3Yvbb78d1113HXbs2IFt27bhrrvugtVqxZtvvolOnTrhscceQ2pqKlJTU9GgQQOkpqaia9euuPHGG/HTTz9h7dq1+PPPP9G/f3/7+z799NPYuHEjVqxYgfj4eGzatAl79uxx6jPIysqyd/Mr7wzTTz/9hKeeegpTpkzB77//jrVr16JLly5lLrts2TL0798fH3/8MYYMGeJUXUqKjIyExWLBihUryu3WefLkSdx3333o27cv9u7dixEjRuDZZ591+r1yc3MxdOhQbN26FTt37kRMTAz69u2L3Nxch+UmTZqEfv36Yf/+/XjkkUewbt06DBo0CE899RR+/fVXvPfee1i0aBGmTZtW6fdOS0vD119/DaPRCKPRCABYsWIFxowZg//85z84cOAAHn/8cQwfPhwbN24EUNSd85577sG5c+ewefNmJCQk4NixYxgwYAAAYMCAAfj/9u49Joqr/QP4d7ksLLvcvFs1UEGuKQpRyyUUUIHWXowS2hCVqtVqNVK0bQSqgERpJLZpJFSKUavYqlVEK92arQpWJQKCCxVWlBWKWikopIIKluV5/yDMz4Fd2P29qeWtzyfZxJ15ZuacOWd0j+fMOR999BG8vb2FOtW3r79x48ZBqVQOyOvThqrfAPDo0SPs2LEDhw4dwqlTp1BUVIQFCxZAqVRCqVQiNzcXOTk5OHr0qNH3pk9WVhaWLl2K3bt3Iy4uzuTj6+rq8P333yMvLw9qtRo7duzQ+8zduXMHc+fOxYwZM1BZWYmdO3di9+7d2LJlCwDg7t27iImJwbJly6DRaIQ86qufpsQCQFtbG65evYrp06cL2xQKBRQKBY4fP46urq5B89jR0YHXX38d1dXVuHjxIjw9PU26R05OThgzZgzOnz9v0nGMMfav98+2kRlj/0bvvvsumZubk1wuF33S0tKEmK6uLvL19aW3336bvL29afny5aJzhISEkKenp6jndMOGDeTp6UlERHV1dSSRSOjOnTui42bPnk2JiYlERBQTE0NBQUEG06mv93PTpk0UEREh2nbr1i0CQLW1tdTe3k5SqZQOHTok7L9//z7JZLIhe1IBkFwuJxsbG6En6a233jKYpry8PLKzs6MHDx4Mmv6srCyyt7ens2fPGry+KZKSksjCwoJGjBhBr776KmVkZAi9hUREiYmJessGJvak9tfd3U22trZ08uRJYRsAio+PF8UFBwdTenq6aFtubi6NHz/e4LlTUlLIzMyM5HI5yWQy4f7HxcUJMYGBgbRixQrRcdHR0TR37lwiIlKpVGRubk6NjY3C/urqagJApaWlBvOtz7lz52jixIlkaWlJ06dPp/j4eLpw4YKw35j63Ven6urqhP0rV64kGxsbam9vF7ZFRkbSypUrhe/G9KRKpVICQLt37x6w39ieVEtLS2pubhbF6XvmkpKSyN3dXVSfsrKySKFQkE6no/LycgJADQ0NetP7dE/lULH9XblyhQCIypSI6OjRo+To6EjW1tYUGBhIiYmJVFlZKYpxcnIiqVRKI0eOpD/++MPgNYYaWeLr60upqalGpZcxxp4X3JPKGPtbhIWFQa1Wiz5r1qwR9kulUhw4cAB5eXl4/Pix3tlG/f39IZFIhO8BAQG4ceMGdDodKioqQERwc3MTej4UCgXOnTsHrVYL4P96Uk1RXl6OwsJC0Tk9PDwAAFqtFlqtFk+ePEFAQIBwzIgRI+Du7j7kuW1tbaFWq1FeXo7s7Gy4uLggOzvbYHx4eDicnJwwefJkLF68GN9+++2A90Lz8vIQHx8PlUqFsLCwQa/v7e0t5Om1114zGLd161Y0NTUhOzsbXl5eyM7OhoeHB3799VcAgEaj0Vs2pmpubsaqVavg5uYGe3t72Nvbo6OjA42NjaK4p3u5gN4ySktLE5VRX+/cYO/Nuru7Q61Wo6ysDFu3bsW0adNEva8ajQZBQUGiY4KCgqDRaIT9kyZNwqRJk4T9Xl5ecHBwEGKM9corr+DmzZs4c+YMoqKiUF1djeDgYGHSLGPqNwDY2NjAxcVF+D527Fg4OztDoVCItjU3N5uUvokTJ8LPzw8ZGRm4e/euScf2cXJyMur9V41Gg4CAAFF9CgoKQkdHB27fvo2pU6di9uzZeOmllxAdHY1du3ahra1N77lMiQWAx48fAwCsra1F26OiovD777/jhx9+QGRkJIqKiuDn5zdggqaIiAg8fPgQ6enpQ+bTEJlMNize92aMseGEJ05ijP0t5HI5XF1dB40pLi4GALS2tqK1tRVyudzo8/f09MDc3Bzl5eXCcM0+fT/QZTKZianuPe+bb76Jbdu2Ddg3fvx40VBLU5mZmQn3xMPDA01NTXjnnXfwyy+/6I23tbVFRUUFioqKoFKpkJycjNTUVJSVlcHBwQEAMG3aNFRUVGDv3r2YMWOG6Id+f0qlEn/99ReAoe/NyJEjER0djejoaHz22Wfw9fXF9u3bsW/fPqNmdzUzMxsQ13ftPkuWLEFLSwu+/PJLODk5wcrKCgEBAXjy5Ikorn+96OnpwebNm7FgwYIB1+3f2HiaVCoV7r+3tzdu3LiBDz74ALm5uUJM//tHRMK2p/9sKMYUlpaWCA4ORnBwMBISErBlyxakpaVhw4YNRtXvvnM8TSKR6N1m6jIntra2OH36NCIiIhAaGorCwkK88MILAIwrW2BguRmi7/71nV8ikcDc3Bw///wziouLoVKpkJmZiU8//RQlJSV48cUXRceZEgsAo0aNAtA77Ld/g9ra2hrh4eEIDw9HcnIyli9fjpSUFCxZskSImT17NuLi4jBv3jzodDpkZmYaleentba2mjyZFWOM/dtxTypj7B+h1Wqxbt067Nq1C/7+/oiNjR3wQ/rSpUsDvk+ZMgXm5ubw9fWFTqdDc3MzXF1dRZ9x48YBAHx8fHDmzBmDaZBKpdDpdKJtfn5+qK6uhrOz84Dz9jW8LS0tRWlra2vD9evXTb4H69atQ2VlJfLz8w3GWFhYYM6cOcjIyEBVVRUaGhpw9uxZYb+LiwsKCwtx4sQJrF27dtDrOTk5CXmZMGGC0emUSqVwcXHBw4cPAfT2Huorm6eNHj0aTU1NosaMWq0WxZw/fx5xcXGYO3cuvL29YWVlZdQyN35+fqitrR1QPq6urjAzM/6ftU2bNuHgwYOoqKgAAHh6euLChQuimOLiYuE9Qy8vLzQ2NoqWrampqcGff/4pxOirU8by8vJCd3c3Ojs7jarffzdHR0ecPn0ajo6OCA0NxZ07dwD0lm17e7tQH4CBZWuIvvvj5eWF4uJiUV0pLi6Gra2tUE8lEgmCgoKwefNmXLlyBVKp1OBzY0qsi4sL7OzsUFNTM2Tavby8RHnuEx4ejoKCAuzZswdr1qwxaYmezs5OaLVa+Pr6Gn0MY4w9D7iRyhj7W3R1daGpqUn06WuA6HQ6LF68GBEREVi6dCn27t2Lq1ev4vPPPxed49atW1i/fj1qa2tx8OBBZGZm4sMPPwQAuLm5YeHChYiNjcWxY8dQX1+PsrIybNu2DUqlEgCQmJiIsrIyrF69GlVVVbh27Rp27twppMPZ2RklJSVoaGjAvXv30NPTgzVr1qC1tRUxMTEoLS3FzZs3oVKpsGzZMuh0OigUCrz33nv45JNPcObMGVy9ehVLliwxqXHUx87OTuid0ffDtqCgADt27IBarcZvv/2G/fv3o6enZ8DQYjc3NxQWFgpDf/8bBQUFWLRoEQoKCnD9+nXU1tZi+/btUCqVmDdvHoDe5VO0Wq1QNt99992AYZChoaFoaWlBRkYGtFotsrKy8NNPP4liXF1dkZubC41Gg5KSEixcuNCo3u/k5GTs378fqampqK6uhkajweHDh7Fx40aT8jp58mTMmzcPycnJAHonxPrmm2+QnZ2NGzdu4IsvvsCxY8fw8ccfAwDmzJkDHx8fLFy4EBUVFSgtLUVsbCxCQkKEIcnOzs6or6+HWq3GvXv3DE68Exoaiq+//hrl5eVoaGiAUqlEUlISwsLCYGdnZ1T9fhbs7e2hUqkwatQohIaG4vbt23j55ZdhY2ODpKQk1NXV6S1/Q/Q9c6tXr8atW7ewdu1aXLt2DSdOnEBKSgrWr18PMzMzlJSUID09HZcvX0ZjYyOOHTuGlpYWvZMUmRIL9PYKz5kzR/SfE/fv38esWbNw4MABVFVVob6+HkeOHEFGRobwDPQ3a9Ys/Pjjj9i3b59JDdVLly4JIwgYY4w95R94D5Yx9i+nb3kXAOTu7k5ERJs3b6bx48fTvXv3hGOOHz9OUqmUrly5QkS9E6ysXr2aVq1aRXZ2duTo6EgJCQmiyVWePHlCycnJ5OzsTJaWljRu3DiaP3++aEmXoqIiCgwMJCsrK3JwcKDIyEhhcp/a2lry9/cXJtLpWw7j+vXrNH/+fHJwcCCZTEYeHh4UHx8vXLu9vZ0WLVpENjY2NHbsWMrIyPh/LUFD1LukiYWFBR0+fFjId995zp8/TyEhIeTo6EgymYx8fHyEuP6xREQ1NTU0ZswYWr9+/aDlMxitVksrVqwQljRxcHCgGTNmDFhK5eTJk8LSOMHBwbRnzx7RxElERDt37qRJkyaRXC6n2NhY2rp1q2jipIqKCpo+fTpZWVnRlClT6MiRIwMm9QFA+fn5A9J56tQpCgwMJJlMRnZ2djRz5kzKyckxmC9DExpdvHiRANClS5eI6L9bgoaIqLOzk6KiosjBwWHQJWjS09MpICCARowYQdbW1jR58mSKi4sTPRND1W99dUpfPvtP3GPKEjR9Hjx4QEFBQeTi4kKNjY2Un59Prq6uZG1tTW+88Qbl5OToXYKmP0PP3GBL0NTU1FBkZCSNHj2arKysyM3NjTIzM/Xmb6hYfU6dOkUTJkwgnU5HRL1lmJCQQH5+fmRvb082Njbk7u5OGzdupEePHg16H8+dO0cKhYJWrlwp/H0x2MRJ77//vmhSK8YYY70kRCaMS2GMsWckNDQU06ZN0zuhEht+ioqKEBYWhra2NuF9Wcb+FxAR/P39ER8fj5iYmGd23ZaWFnh4eODy5ct635dljLHnGQ/3ZYwxxthzSyKRICcnB93d3c/0uvX19fjqq6+4gcoYY3rw7L6MMcYYe65NnToVU6dOfabXnDlzJmbOnPlMr8kYY/8reLgvY4wxxhhjjLFhg4f7MsYYY4wxxhgbNriRyhhjjDHGGGNs2OBGKmOMMcYYY4yxYYMbqYwxxhhjjDHGhg1upDLGGGOMMcYYGza4kcoYY4wxxhhjbNjgRipjjDHGGGOMsWGDG6mMMcYYY4wxxoYNbqQyxhhjjDHGGBs2/gMRhu8I5onvkwAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting the efficient frontier\n", "ws = pd.concat([w, w_rp],axis=1)\n", "ws.columns = [\"Max Return/ Semi Kurtosis\", \"Risk Parity Semi Kurtosis\"]\n", "\n", "mu = port.mu # Expected returns\n", "cov = port.cov # Covariance matrix\n", "returns = port.returns # Returns of the assets\n", "\n", "ax = rp.plot_frontier(w_frontier=frontier, mu=mu, cov=cov, returns=returns, rm=rm,\n", " rf=rf, alpha=0.05, cmap='viridis', w=ws,\n", " marker='*', s=16, c='r', height=6, width=10, ax=None)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.9" } }, "nbformat": 4, "nbformat_minor": 4 }