{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Hedgecraft Part 1: Building a Minimally Correlated Portfolio with Data Science\n", "\n", "What is the optimal way of constructing a portfolio? A portfolio that (1) consistently generates wealth while minimizing potential lossess and (2) is robust against large market fluctuations and economic downturns? I will explore these questions in some depth in a three-part ***Hedgecraft*** series. While the series is aimed at a technical audience, my intentions are to break the technical concepts down into digestible bite-sized pieces suitable for a general audience, institutional investors, and others alike. The approach documented in this notebook (to my knowledge) is novel. To this end, the penultimate goal of the project is an end-to-end FinTech/Portfolio Management product.\n", "\n", "## Summary\n", "\n", "Using insights from [Network Science](https://en.wikipedia.org/wiki/Network_science), we build a [centrality-based](https://en.wikipedia.org/wiki/Centrality) risk model for generating portfolio asset weights. The model is trained with the daily prices of 31 stocks from 2006-2014 and validated in years 2015, 2016, and 2017. As a benchmark, we compare the model with a portolfio constructed with [Modern Portfolio Theory (MPT)](https://en.wikipedia.org/wiki/Modern_portfolio_theory). Our proposed asset allocation algorithm significantly outperformed both the DIJIA and S&P500 indexes in every validation year with an average annual return rate of 38.7%, a 18.85% annual volatility, a 1.95 Sharpe ratio, a -12.22% maximum drawdown, a return over maximum drawdown of 9.75, and a growth-risk-ratio of 4.32. In comparison, the MPT portfolio had a 9.64% average annual return rate, a 16.4% annual standard deviation, a Sharpe ratio of 0.47, a maximum drawdown of -20.32%, a return over maximum drawdown of 1.5, and a growth-risk-ratio of 0.69.\n", "\n", "\n", "## Background\n", "\n", "In this series we play the part of an Investment Data Scientist at [Bridgewater Associates](https://www.bridgewater.com/) performing a go/no go analysis on a new idea for risk-weighted asset allocation. Our aim is to develop a network-based model for generating asset weights such that the probability of losing money in any given year is minimized. We've heard down the grapevine that all go-descisions will be presented to Dalio's inner circle at the end of the week and will likely be subject to intense scrutiny. As such, we work with a few highly correlated assets with strict go/no go criteria. We build the model using the daily prices of each stock (with a few replacements\\*) in the Dow Jones Industrial Average (DJIA). If our recommended portfolio either (1) loses money in **any** year, (2) does not outperform the market **every** year, or (3) does not outperform the MPT portfolio---the decision is no go.\n", "\n", "* We replaced Visa (V), DowDuPont (DWDP), and Walgreens (WBA) with three alpha generators: Google (GOOGL), Amazon (AMZN), and Altaba (AABA) and, for the sake of model building, one poor performing stock: General Electric (GE). The dataset is found on [Kaggle](https://www.kaggle.com/szrlee/stock-time-series-20050101-to-20171231/home).\n", "\n", "### Asset Diversification and Allocation\n", "\n", "The building blocks of a portfolio are assets (resources with economic value expected to increase over time). Each asset belongs to one of seven primary asset classes: cash, equitiy, fixed income, commodities, real-estate, alternative assets, and more recently, digital (such as cryptocurrency and blockchain). Within each class are different asset types. For example: stocks, index funds, and equity mutual funds all belong to the equity class while gold, oil, and corn belong to the commodities class. An emerging consensus in the financial sector is this: a portfolio containing assets of many classes and types hedges against potential losses by increasing the number of revenue streams. In general the more diverse the portfolio the less likely it is to lose money. Take stocks for example. A diversified stock portfolio contains positions in multiple sectors. We call this *asset diversification*, or more simply *diversification*. Below is a table summarizing the asset classes and some of their respective types.\n", "\n", "Cash | Equity | Fixed Income | Commodities | Real-Estate | Alternative Assets | Digital |\n", "-----|--------|--------------|-------------|-------------|--------------------|---------|\n", "US Dollar | US Stocks | US Bonds | Gold | REIT's | Structured Credit | Cryptocurrencies\n", "Japenese Yen | Foreign Stocks | Foreign Bonds | Oil | Commerical Properties | Liquidations | Security Tokens\n", "Chinese Yaun | Index Funds | Deposits | Wheat | Land | Aviation Assets | Online Stores\n", "UK Pound | Mutual Funds | Debentures | Corn | Industrial Properties | Collectables | Online Media\n", " •

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|\n", "\n", "**An investor solves the following (asset allocation) problem: given X dollars and N assets find the best possible way of breaking X into N pieces.** By \"best possible\" we mean maximizing our returns subject to minimizing the risk of our initial investment. In other words, we aim to consistently grow X irrespective of the overall state of the market. In what follows, we explore provocative insights by [Ray Dalio](https://en.wikipedia.org/wiki/Ray_Dalio) and others on portfolio construction.\n", "\n", "![The Holy Grail of Finance](https://i1.wp.com/macro-ops.com/wp-content/uploads/2017/09/The-Holy-Grail.jpg)\n", "Source: [Principles by Ray Dalio (Summary)](https://static1.squarespace.com/static/56f1d1777da24fd2594c0f51/t/5a35b71e652dea7bc2f59ef6/1513469734986/You+Exec+-+Principles+by+Ray+Dalio.pdf)\n", "\n", "The above chart depicts the behaviour of a portfolio with increasing diversification. Along the x-axis is the number of asset types. Along the y-axis is how \"spread out\" the annual returns are. A lower annual standard deviation indicates smaller fluctuations in each revenue stream, and in turn a diminished risk exposure. The \"Holy Grail\" so to speak, is to (1) find the largest number of assets that are the **least** correlated and (2) allocate X dollars to those assets such that the probability of losing money any given year is minimized. The underlying principle is this: the portfolio most robust against large market fluctuations and economic downturns is a portfolio with assets that are the **most independent** of eachother.\n", "\n", "# Exploratory Data Analysis and Cleaning\n", "\n", "Before we dive into the meat of our asset allocation model, we first explore, clean, and preprocess our historical price data for time-series analyses. In this section we complete the following.\n", "\n", "- Observe how many rows and columns are in our dataset and what they mean.\n", "- Observe the datatypes of the columns and update them if needed.\n", "- Take note of how the data is structured and what preprocessing will be necessary for time-series analyses.\n", "- Deal with any missing data accordingly.\n", "- Rename the stock tickers to the company names for readability." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "

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DateOpenHighLowCloseVolumeName
02006-01-0377.7679.3577.2479.113117200MMM
12006-01-0479.4979.4978.2578.712558000MMM
22006-01-0578.4178.6577.5677.992529500MMM
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" ], "text/plain": [ " Date Open High Low Close Volume Name\n", "0 2006-01-03 77.76 79.35 77.24 79.11 3117200 MMM\n", "1 2006-01-04 79.49 79.49 78.25 78.71 2558000 MMM\n", "2 2006-01-05 78.41 78.65 77.56 77.99 2529500 MMM\n", "3 2006-01-06 78.64 78.90 77.64 78.63 2479500 MMM\n", "4 2006-01-09 78.50 79.83 78.46 79.02 1845600 MMM" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#import data manipulation (pandas) and numerical manipulation (numpy) modules\n", "import pandas as pd\n", "import numpy as np\n", "\n", "#silence warnings\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "#reads the csv file into pandas DataFrame\n", "df = pd.read_csv(\"all_stocks_2006-01-01_to_2018-01-01.csv\")\n", "\n", "#prints first 5 rows of the DataFrame\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* ```Date```: date (yyyy-mm-dd)\n", "* ```Open```: daily opening prices (USD)\n", "* ```High```: daily high prices (USD)\n", "* ```Low```: daily low prices (USD)\n", "* ```Close```: daily closing prices (USD)\n", "* ```Volume``` daily volume (number of shares traded)\n", "* ```Name```: ticker (abbreviates company name)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DateOpenHighLowCloseVolumeName
936072017-12-2271.4271.8771.2271.5810979165AABA
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" ], "text/plain": [ " Date Open High Low Close Volume Name\n", "93607 2017-12-22 71.42 71.87 71.22 71.58 10979165 AABA\n", "93608 2017-12-26 70.94 71.39 69.63 69.86 8542802 AABA\n", "93609 2017-12-27 69.77 70.49 69.69 70.06 6345124 AABA\n", "93610 2017-12-28 70.12 70.32 69.51 69.82 7556877 AABA\n", "93611 2017-12-29 69.79 70.13 69.43 69.85 6613070 AABA" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#prints last 5 rows\n", "df.tail()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 93612 entries, 0 to 93611\n", "Data columns (total 7 columns):\n", "Date 93612 non-null object\n", "Open 93587 non-null float64\n", "High 93602 non-null float64\n", "Low 93592 non-null float64\n", "Close 93612 non-null float64\n", "Volume 93612 non-null int64\n", "Name 93612 non-null object\n", "dtypes: float64(4), int64(1), object(2)\n", "memory usage: 5.0+ MB\n" ] } ], "source": [ "#prints information about the DataFrame\n", "df.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some observations:\n", "\n", "* The dataset has 93,612 rows and 7 columns. \n", "* The ```Date``` column is **not** a DateTime object (we need to change this).\n", "* For time-series analyses we need to preprocess the data (we address this in the proceeding section).\n", "* There are missing values in the ```Open```, ```High```, and ```Low``` columns (we adress this after preprocessing the data).\n", "* We also want to map the tickers (e.g., MMM) to the company names (e.g., 3M).\n", "* Finally, we need to set the index as the date." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "#changes Date column to a DateTime object\n", "df['Date'] = pd.to_datetime(df['Date'])" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['MMM' 'AXP' 'AAPL' 'BA' 'CAT' 'CVX' 'CSCO' 'KO' 'DIS' 'XOM' 'GE' 'GS'\n", " 'HD' 'IBM' 'INTC' 'JNJ' 'JPM' 'MCD' 'MRK' 'MSFT' 'NKE' 'PFE' 'PG' 'TRV'\n", " 'UTX' 'UNH' 'VZ' 'WMT' 'GOOGL' 'AMZN' 'AABA']\n" ] } ], "source": [ "#prints unique tickers in the Name column\n", "print(df['Name'].unique())" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": true }, "outputs": [], "source": [ "#dictionary of tickers and their respective company names\n", "ticker_mapping = {'AABA':'Altaba', \n", " 'AAPL':'Apple', \n", " 'AMZN': 'Amazon',\n", " 'AXP':'American Express',\n", " 'BA':'Boeing', \n", " 'CAT':'Caterpillar',\n", " 'MMM':'3M', \n", " 'CVX':'Chevron', \n", " 'CSCO':'Cisco Systems',\n", " 'KO':'Coca-Cola', \n", " 'DIS':'Walt Disney', \n", " 'XOM':'Exxon Mobil',\n", " 'GE': 'General Electric',\n", " 'GS':'Goldman Sachs',\n", " 'HD': 'Home Depot',\n", " 'IBM': 'IBM',\n", " 'INTC': 'Intel',\n", " 'JNJ':'Johnson & Johnson',\n", " 'JPM':'JPMorgan Chase',\n", " 'MCD':'Mcdonald\\'s',\n", " 'MRK':'Merk',\n", " 'MSFT':'Microsoft',\n", " 'NKE':'Nike',\n", " 'PFE':'Pfizer',\n", " 'PG':'Procter & Gamble',\n", " 'TRV':'Travelers',\n", " 'UTX':'United Technologies',\n", " 'UNH':'UnitedHealth',\n", " 'VZ':'Verizon',\n", " 'WMT':'Walmart',\n", " 'GOOGL':'Google'}\n", "\n", "#changes the tickers in df to the company names\n", "df['Name'] = df['Name'].map(ticker_mapping)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "#sets the Date column as the index\n", "df.set_index('Date', inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Preprocessing for Time-Series Analysis\n", "\n", "In this section we do the following.\n", "\n", "1. Break the data in two pieces: historical prices from 2006-2014 (``df_train``) and from 2015-2017 (``df_validate``). We build our model portfolio using the former and test it with the latter.\n", "

\n", "2. We add a column to ``df_train`` recording the difference between the daily closing and opening prices ```Close_diff```.\n", "

\n", "3. We create a seperate DataFrame for the ``Open``, ``High``, ``Low``, ``Close``, and ``Close_diff`` time-series.\n", " * Pivot the tickers in the ``Name`` column of ``df_train`` to the column names of the above DataFrames and set the values as the daily prices \n", "

\n", "4. Transform each time-series so that it's stationary.\n", " * We do this by detrending with the pd.diff() method\n", "

\n", "5. Finally, remove the missing data." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Date
2014-12-2450.1950.9250.1950.655962870Altaba
2014-12-2650.6551.0650.6150.865170048Altaba
2014-12-2950.6751.0150.5150.536624489Altaba
2014-12-3050.3551.2750.3551.2210703455Altaba
2014-12-3151.5451.6850.4650.519305013Altaba
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" ], "text/plain": [ " Open High Low Close Volume Name\n", "Date \n", "2014-12-24 50.19 50.92 50.19 50.65 5962870 Altaba\n", "2014-12-26 50.65 51.06 50.61 50.86 5170048 Altaba\n", "2014-12-29 50.67 51.01 50.51 50.53 6624489 Altaba\n", "2014-12-30 50.35 51.27 50.35 51.22 10703455 Altaba\n", "2014-12-31 51.54 51.68 50.46 50.51 9305013 Altaba" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#traning dataset\n", "df_train = df.loc['2006-01-03':'2015-01-01']\n", "df_train.tail()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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OpenHighLowCloseVolumeName
Date
2017-12-2271.4271.8771.2271.5810979165Altaba
2017-12-2670.9471.3969.6369.868542802Altaba
2017-12-2769.7770.4969.6970.066345124Altaba
2017-12-2870.1270.3269.5169.827556877Altaba
2017-12-2969.7970.1369.4369.856613070Altaba
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" ], "text/plain": [ " Open High Low Close Volume Name\n", "Date \n", "2017-12-22 71.42 71.87 71.22 71.58 10979165 Altaba\n", "2017-12-26 70.94 71.39 69.63 69.86 8542802 Altaba\n", "2017-12-27 69.77 70.49 69.69 70.06 6345124 Altaba\n", "2017-12-28 70.12 70.32 69.51 69.82 7556877 Altaba\n", "2017-12-29 69.79 70.13 69.43 69.85 6613070 Altaba" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#testing dataset\n", "df_validate = df.loc['2015-01-01':'2017-12-31']\n", "df_validate.tail()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It's always a good idea to check we didn't lose any data after the split." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#returns True if no data was lost after the split and False otherwise.\n", "df_train.shape[0] + df_validate.shape[0] == df.shape[0]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "# sets each column as a stock and every row as a daily closing price\n", "df_validate = df_validate.pivot(columns='Name', values='Close')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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2015-01-05160.3649.13302.1990.56106.25129.0587.03108.0827.0642.14...46.3246.7531.1690.01104.17113.1299.1246.5785.6592.38
2015-01-06158.6549.21295.2988.63106.26127.5386.47108.0327.0542.46...45.6546.4831.4289.60103.24111.5298.9247.0486.3191.89
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5 rows × 31 columns

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" ], "text/plain": [ "Name 3M Altaba Amazon American Express Apple Boeing \\\n", "Date \n", "2015-01-02 164.06 50.17 308.52 93.02 109.33 129.95 \n", "2015-01-05 160.36 49.13 302.19 90.56 106.25 129.05 \n", "2015-01-06 158.65 49.21 295.29 88.63 106.26 127.53 \n", "2015-01-07 159.80 48.59 298.42 90.30 107.75 129.51 \n", "2015-01-08 163.63 50.23 300.46 91.58 111.89 131.80 \n", "\n", "Name Caterpillar Chevron Cisco Systems Coca-Cola ... Microsoft \\\n", "Date ... \n", "2015-01-02 91.88 112.58 27.61 42.14 ... 46.76 \n", "2015-01-05 87.03 108.08 27.06 42.14 ... 46.32 \n", "2015-01-06 86.47 108.03 27.05 42.46 ... 45.65 \n", "2015-01-07 87.81 107.94 27.30 42.99 ... 46.23 \n", "2015-01-08 88.71 110.41 27.51 43.51 ... 47.59 \n", "\n", "Name Nike Pfizer Procter & Gamble Travelers United Technologies \\\n", "Date \n", "2015-01-02 47.52 31.33 90.44 105.44 115.04 \n", "2015-01-05 46.75 31.16 90.01 104.17 113.12 \n", "2015-01-06 46.48 31.42 89.60 103.24 111.52 \n", "2015-01-07 47.44 31.85 90.07 105.00 112.73 \n", "2015-01-08 48.53 32.50 91.10 107.18 114.65 \n", "\n", "Name UnitedHealth Verizon Walmart Walt Disney \n", "Date \n", "2015-01-02 100.78 46.96 85.90 93.75 \n", "2015-01-05 99.12 46.57 85.65 92.38 \n", "2015-01-06 98.92 47.04 86.31 91.89 \n", "2015-01-07 99.93 46.19 88.60 92.83 \n", "2015-01-08 104.70 47.18 90.47 93.79 \n", "\n", "[5 rows x 31 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_validate.head()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [], "source": [ "#creates a new column with the difference beteween the closing and opening prices\n", "df_train['Close_Diff'] = df_train.loc[:,'Close'] - df_train.loc[:,'Open']" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Open High Low Close Volume Name Close_Diff\n", "Date \n", "2006-01-03 77.76 79.35 77.24 79.11 3117200 3M 1.35\n", "2006-01-04 79.49 79.49 78.25 78.71 2558000 3M -0.78\n", "2006-01-05 78.41 78.65 77.56 77.99 2529500 3M -0.42\n", "2006-01-06 78.64 78.90 77.64 78.63 2479500 3M -0.01\n", "2006-01-09 78.50 79.83 78.46 79.02 1845600 3M 0.52" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_train.head()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ "Name 3M Altaba Amazon American Express Apple Boeing \\\n", "Date \n", "2006-01-03 79.11 40.91 47.58 52.58 10.68 70.44 \n", "2006-01-04 78.71 40.97 47.25 51.95 10.71 71.17 \n", "2006-01-05 77.99 41.53 47.65 52.50 10.63 70.33 \n", "2006-01-06 78.63 43.21 47.87 52.68 10.90 69.35 \n", "2006-01-09 79.02 43.42 47.08 53.99 10.86 68.77 \n", "\n", "Name Caterpillar Chevron Cisco Systems Coca-Cola ... Microsoft \\\n", "Date ... \n", "2006-01-03 57.80 59.08 17.45 20.45 ... 26.84 \n", "2006-01-04 59.27 58.91 17.85 20.41 ... 26.97 \n", "2006-01-05 59.27 58.19 18.35 20.51 ... 26.99 \n", "2006-01-06 60.45 59.25 18.77 20.70 ... 26.91 \n", "2006-01-09 61.55 58.95 19.06 20.80 ... 26.86 \n", "\n", "Name Nike Pfizer Procter & Gamble Travelers United Technologies \\\n", "Date \n", "2006-01-03 10.74 23.78 58.78 45.99 56.53 \n", "2006-01-04 10.69 24.55 58.89 46.50 56.19 \n", "2006-01-05 10.76 24.58 58.70 46.95 55.98 \n", "2006-01-06 10.72 24.85 58.64 47.21 56.16 \n", "2006-01-09 10.88 24.85 59.08 47.23 56.80 \n", "\n", "Name UnitedHealth Verizon Walmart Walt Disney \n", "Date \n", "2006-01-03 61.73 30.38 46.23 24.40 \n", "2006-01-04 61.88 31.27 46.32 23.99 \n", "2006-01-05 61.69 31.63 45.69 24.41 \n", "2006-01-06 62.90 31.35 45.88 24.74 \n", "2006-01-09 61.40 31.48 45.71 25.00 \n", "\n", "[5 rows x 31 columns]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#creates a DataFrame for each time-series (see In [11])\n", "df_train_close = df_train.pivot(columns='Name', values='Close')\n", "df_train_open = df_train.pivot(columns='Name', values='Open')\n", "df_train_close_diff = df_train.pivot(columns='Name', values='Close_Diff')\n", "df_train_high = df_train.pivot(columns='Name', values='High')\n", "df_train_low = df_train.pivot(columns='Name', values='Low')\n", "\n", "#makes a copy of the traning dataset\n", "df_train_close_copy = df_train_close.copy()\n", "\n", "df_train_close.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Detrending and Additional Data Cleaning\n" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "#creates a list of stocks\n", "stocks = df_train_close.columns.tolist()\n", "\n", "#list of training DataFrames containing each time-series\n", "df_train_list = [df_train_close, df_train_open, df_train_close_diff, df_train_high, df_train_low]\n", "\n", "#detrends each time-series for each DataFrame\n", "for df in df_train_list:\n", " for s in stocks:\n", " df[s] = df[s].diff()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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2006-01-03NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN...NaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
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2006-01-060.641.680.220.180.27-0.981.181.060.420.19...-0.08-0.040.27-0.060.260.181.21-0.280.190.33
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" ], "text/plain": [ "Name 3M Altaba Amazon American Express Apple Boeing \\\n", "Date \n", "2006-01-03 NaN NaN NaN NaN NaN NaN \n", "2006-01-04 -0.40 0.06 -0.33 -0.63 0.03 0.73 \n", "2006-01-05 -0.72 0.56 0.40 0.55 -0.08 -0.84 \n", "2006-01-06 0.64 1.68 0.22 0.18 0.27 -0.98 \n", "2006-01-09 0.39 0.21 -0.79 1.31 -0.04 -0.58 \n", "\n", "Name Caterpillar Chevron Cisco Systems Coca-Cola ... Microsoft \\\n", "Date ... \n", "2006-01-03 NaN NaN NaN NaN ... NaN \n", "2006-01-04 1.47 -0.17 0.40 -0.04 ... 0.13 \n", "2006-01-05 0.00 -0.72 0.50 0.10 ... 0.02 \n", "2006-01-06 1.18 1.06 0.42 0.19 ... -0.08 \n", "2006-01-09 1.10 -0.30 0.29 0.10 ... -0.05 \n", "\n", "Name Nike Pfizer Procter & Gamble Travelers United Technologies \\\n", "Date \n", "2006-01-03 NaN NaN NaN NaN NaN \n", "2006-01-04 -0.05 0.77 0.11 0.51 -0.34 \n", "2006-01-05 0.07 0.03 -0.19 0.45 -0.21 \n", "2006-01-06 -0.04 0.27 -0.06 0.26 0.18 \n", "2006-01-09 0.16 0.00 0.44 0.02 0.64 \n", "\n", "Name UnitedHealth Verizon Walmart Walt Disney \n", "Date \n", "2006-01-03 NaN NaN NaN NaN \n", "2006-01-04 0.15 0.89 0.09 -0.41 \n", "2006-01-05 -0.19 0.36 -0.63 0.42 \n", "2006-01-06 1.21 -0.28 0.19 0.33 \n", "2006-01-09 -1.50 0.13 -0.17 0.26 \n", "\n", "[5 rows x 31 columns]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_train_close.head()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Name\n", "3M 1\n", "Altaba 3\n", "Amazon 3\n", "American Express 1\n", "Apple 3\n", "Boeing 1\n", "Caterpillar 1\n", "Chevron 1\n", "Cisco Systems 3\n", "Coca-Cola 1\n", "Exxon Mobil 1\n", "General Electric 1\n", "Goldman Sachs 1\n", "Google 3\n", "Home Depot 1\n", "IBM 1\n", "Intel 3\n", "JPMorgan Chase 1\n", "Johnson & Johnson 1\n", "Mcdonald's 1\n", "Merk 3\n", "Microsoft 3\n", "Nike 1\n", "Pfizer 1\n", "Procter & Gamble 1\n", "Travelers 1\n", "United Technologies 1\n", "UnitedHealth 1\n", "Verizon 1\n", "Walmart 1\n", "Walt Disney 1\n", "dtype: int64" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#counts the missing values in each column\n", "df_train_close.isnull().sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the number of missing values in every column is considerably less than 1% of the total number of rows (93,612) we can safely drop them." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "#drops all missing values in each DataFrame\n", "for df in df_train_list:\n", " df.dropna(inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Building an Asset Correlation Network\n", "\n", "Now that the data is preprocessed we can start thinking our way through the problem creatively. To refresh our memory, let's restate the problem.\n", "\n", "**Given the $N$ assets in our portfolio, find a way of computing the allocation weights $w_{i}$, $\\Big( \\sum_{i=1}^{N}w_{i}=1\\Big)$ such that assets more correlated with each other obtain lower weights while those less correlated with each other obtain higher weights.**\n", "\n", "One way of tackling the above is to think of our portfolio as a weighted [graph](https://en.wikipedia.org/wiki/Graph_(discrete_mathematics)). Intuitively, a graph captures the relations between objects -- abstract or concrete. Mathematically, a weighted graph is an ordered tuple  $G = (V, E, W)$  where  $V$  is a set of *vertices* (or *nodes*),  $E$  is the set of pairwise relationships between the vertices (the *edges*), and $W$ is a set of numerical values assigned to each edge. \n", "

\n", "![](https://upload.wikimedia.org/wikipedia/commons/9/9a/Weighted_network.png)\n", "
A weighted graph with ten vertices and twelve edges.
\n", "

\n", "\n", "A useful represention of  $G$  is the *adjacency matrix*:\n", "\n", "
$$\n", "A_{ij} = \\begin{cases} \n", " 1, & \\text{if} \\ i \\ \\text{is adjacent to} \\ j \\ \\\\\n", " 0, & \\text{otherwise}\n", " \\end{cases}\n", "$$
\n", " \n", "Here the pairwise relations are expressed as the $ij$ entries of an $N \\times N$ matrix where $N$ is the number of nodes. In what follows, the adjacency matrix becomes a critical instrument of our asset allocation algorithm. **Our strategy is to transform the historical pricing data into a graph with edges weighted by the correlations between each stock.** Once the time series data is in this form, we use graph centrality measures and graph algorithms to obtain the desired allocation weights. To construct the weighted graph we adopt the winner-take-all method presented by [Tse, *et al*. (2010)](http://cktse.eie.polyu.edu.hk/pdf-paper/JoEF-1009.pdf) with a few modifications. (See [Stock Correlation Network](https://en.wikipedia.org/wiki/Stock_correlation_network) for a summary.) Our workflow in this section is as follows.\n", "\n", "1. We compute the *distance correlation matrix* $\\rho_{D}(X_{i}, X_{j})$ for the ``Open``, ``High``, ``Low``, ``Close``, and ``Close_diff`` time series.\n", "2. We use the NetworkX module to transform each distance correlation matrix into a weighted graph.\n", "3. We adopt the winner-take-all method and remove edges with correlations below a threshold value of $\\rho_{c} = 0.325$,\n", "\n", "

\n", "
$$\\text{Cor}_{ij} = \\begin{cases} \n", " \\rho_{D}(X_{i}, Y_{j}), & \\rho \\geq \\rho_{c} \\\\\n", " 0, & \\text{otherwise}.\n", " \\end{cases}$$
\n", " \n", " *Note a threshold value of 0.325 is arbitrary. In practice, the threshold cannot be such that the graph is disconnected, as many centrality measures are undefined for nodes without any connections.\n", "\n", "4. We inspect the distribution of edges (the so-called degree distribution) for each network. The degree of a node is simply the number of connections it has to other nodes. Algebraically, the degree of the *i*th vertex is given as,\n", "\n", "

\n", "
$$\\text{Deg}(i) = \\sum_{j=1}^{N}A_{ij}$$
\n", "\n", "5. Finally, we build a master network by averaging over the edge weights of the ``Open``, ``High``, ``Low``, ``Close``, and ``Close_diff`` networks and derive the asset weights from its structure.\n", "\n", "## What on Earth is Distance Correlation and Why Should We Care?\n", "\n", "Put simply, [Distance correlation](https://en.wikipedia.org/wiki/Distance_correlation#cite_note-SR2007-2) is a generalization of Pearson's correlation insofar as it (1) detects both linear and non-linear associations in the data and (2) can be applied to time series of unequal dimension. Below is a comparison of the Distance and Pearson correlation.\n", "

\n", "\n", "![](https://upload.wikimedia.org/wikipedia/commons/thumb/d/d4/Correlation_examples2.svg/400px-Correlation_examples2.svg.png)\n", "
Pearson's correlation coefficients of sample data
\n", "\n", "

\n", "![](https://upload.wikimedia.org/wikipedia/commons/thumb/9/99/Distance_Correlation_Examples.svg/400px-Distance_Correlation_Examples.svg.png)\n", "
Distance correlation coefficients of sample data
\n", "\n", "Distance correlation varies between 0 and 1. A Distance correlation close to 0 indicates a pair of time series is **independent** where values close to 1 indicate a high degree of **dependence**. This is in contrast to Pearson's correlation which varies between -1 and 1 and can be 0 for time series that are dependent (see [Szekely, *et al*. (2017)](https://arxiv.org/pdf/0803.4101.pdf)). What makes Distance correlation particularly appealing is the fact that it can be applied to time series of unequal dimension. If our ultimate goal is to scale the asset allocation algorithm to the *entire* market (with time series of many assets) and update it in real-time (which it is), the algo must be able to handle time series of arbitrary dimension. The penultimate goal is to observe how an asset correlation network *representative* of the global market evolves in real-time and update the allocation weights in response.\n", "\n", "### Calculating the Distance Correlation Matrix with dcor" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "#imports the dcor module to calculate distance correlation\n", "import dcor\n", "\n", "#function to compute the distance correlation (dcor) matrix from a DataFrame and output a DataFrame \n", "#of dcor values.\n", "def df_distance_correlation(df_train):\n", " \n", " #initializes an empty DataFrame\n", " df_train_dcor = pd.DataFrame(index=stocks, columns=stocks)\n", " \n", " #initialzes a counter at zero\n", " k=0\n", " \n", " #iterates over the time series of each stock\n", " for i in stocks:\n", " \n", " #stores the ith time series as a vector\n", " v_i = df_train.loc[:, i].values\n", " \n", " #iterates over the time series of each stock subect to the counter k\n", " for j in stocks[k:]:\n", " \n", " #stores the jth time series as a vector\n", " v_j = df_train.loc[:, j].values\n", " \n", " #computes the dcor coefficient between the ith and jth vectors\n", " dcor_val = dcor.distance_correlation(v_i, v_j)\n", " \n", " #appends the dcor value at every ij entry of the empty DataFrame\n", " df_train_dcor.at[i,j] = dcor_val\n", " \n", " #appends the dcor value at every ji entry of the empty DataFrame\n", " df_train_dcor.at[j,i] = dcor_val\n", " \n", " #increments counter by 1\n", " k+=1\n", " \n", " #returns a DataFrame of dcor values for every pair of stocks\n", " return df_train_dcor" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "df_train_dcor_list = [df_distance_correlation(df) for df in df_train_list]" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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3MAltabaAmazonAmerican ExpressAppleBoeingCaterpillarChevronCisco SystemsCoca-Cola...MicrosoftNikePfizerProcter & GambleTravelersUnited TechnologiesUnitedHealthVerizonWalmartWalt Disney
3M10.3536450.392340.5379890.3491580.4996240.5485480.5048020.4700290.431732...0.4555520.4508390.4148340.4012420.4708910.6139920.3590240.3966970.3574850.535781
Altaba0.35364510.3511350.3415890.2904450.3125070.3157130.2674520.3431210.246817...0.3021090.311630.246490.2182930.2698130.3370540.2112760.2187580.2093490.37071
Amazon0.392340.35113510.3876740.3735370.3495930.3837190.317870.355120.277101...0.3402490.39930.2745510.2207580.2963250.4027770.2441680.2659550.2547390.402439
American Express0.5379890.3415890.38767410.3513120.4689530.4729190.4234150.4559080.383586...0.4418410.4507440.4214070.3547390.4760440.5356380.3287880.3936640.3739380.505921
Apple0.3491580.2904450.3735370.35131210.2961820.3886310.3033270.3310260.235683...0.3169230.3174690.2244570.1995620.2653350.3432540.2274840.2292730.1910010.346844
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5 rows × 31 columns

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" ], "text/plain": [ " 3M Altaba Amazon American Express Apple \\\n", "3M 1 0.353645 0.39234 0.537989 0.349158 \n", "Altaba 0.353645 1 0.351135 0.341589 0.290445 \n", "Amazon 0.39234 0.351135 1 0.387674 0.373537 \n", "American Express 0.537989 0.341589 0.387674 1 0.351312 \n", "Apple 0.349158 0.290445 0.373537 0.351312 1 \n", "\n", " Boeing Caterpillar Chevron Cisco Systems Coca-Cola ... \\\n", "3M 0.499624 0.548548 0.504802 0.470029 0.431732 ... \n", "Altaba 0.312507 0.315713 0.267452 0.343121 0.246817 ... \n", "Amazon 0.349593 0.383719 0.31787 0.35512 0.277101 ... \n", "American Express 0.468953 0.472919 0.423415 0.455908 0.383586 ... \n", "Apple 0.296182 0.388631 0.303327 0.331026 0.235683 ... \n", "\n", " Microsoft Nike Pfizer Procter & Gamble Travelers \\\n", "3M 0.455552 0.450839 0.414834 0.401242 0.470891 \n", "Altaba 0.302109 0.31163 0.24649 0.218293 0.269813 \n", "Amazon 0.340249 0.3993 0.274551 0.220758 0.296325 \n", "American Express 0.441841 0.450744 0.421407 0.354739 0.476044 \n", "Apple 0.316923 0.317469 0.224457 0.199562 0.265335 \n", "\n", " United Technologies UnitedHealth Verizon Walmart \\\n", "3M 0.613992 0.359024 0.396697 0.357485 \n", "Altaba 0.337054 0.211276 0.218758 0.209349 \n", "Amazon 0.402777 0.244168 0.265955 0.254739 \n", "American Express 0.535638 0.328788 0.393664 0.373938 \n", "Apple 0.343254 0.227484 0.229273 0.191001 \n", "\n", " Walt Disney \n", "3M 0.535781 \n", "Altaba 0.37071 \n", "Amazon 0.402439 \n", "American Express 0.505921 \n", "Apple 0.346844 \n", "\n", "[5 rows x 31 columns]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_train_dcor_list[4].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Building a Time-Series Correlation Network with Networkx" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "#imports the NetworkX module\n", "import networkx as nx\n", "\n", "# takes in a pre-processed dataframe and returns a time-series correlation\n", "# network with pairwise distance correlation values as the edges\n", "def build_corr_nx(df_train):\n", " \n", " # converts the distance correlation dataframe to a numpy matrix with dtype float\n", " cor_matrix = df_train.values.astype('float')\n", " \n", " # Since dcor ranges between 0 and 1, (0 corresponding to independence and 1\n", " # corresponding to dependence), 1 - cor_matrix results in values closer to 0\n", " # indicating a higher degree of dependence where values close to 1 indicate a lower degree of \n", " # dependence. This will result in a network with nodes in close proximity reflecting the similarity\n", " # of their respective time-series and vice versa.\n", " sim_matrix = 1 - cor_matrix\n", " \n", " # transforms the similarity matrix into a graph\n", " G = nx.from_numpy_matrix(sim_matrix)\n", " \n", " # extracts the indices (i.e., the stock names from the dataframe)\n", " stock_names = df_train.index.values\n", " \n", " # relabels the nodes of the network with the stock names\n", " G = nx.relabel_nodes(G, lambda x: stock_names[x])\n", " \n", " # assigns the edges of the network weights (i.e., the dcor values)\n", " G.edges(data=True)\n", " \n", " # copies G\n", " ## we need this to delete edges or othwerwise modify G\n", " H = G.copy()\n", " \n", " # iterates over the edges of H (the u-v pairs) and the weights (wt)\n", " for (u, v, wt) in G.edges.data('weight'):\n", " # selects edges with dcor values less than or equal to 0.33\n", " if wt >= 1 - 0.325:\n", " # removes the edges \n", " H.remove_edge(u, v)\n", " \n", " # selects self-edges\n", " if u == v:\n", " # removes the self-edges\n", " H.remove_edge(u, v)\n", " \n", " # returns the final stock correlation network \n", " return H" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "#builds the distance correlation networks for the Open, Close, High, Low, and Close_diff time series\n", "H_close = build_corr_nx(df_train_dcor_list[0])\n", "H_open = build_corr_nx(df_train_dcor_list[1])\n", "H_close_diff = build_corr_nx(df_train_dcor_list[2])\n", "H_high = build_corr_nx(df_train_dcor_list[3])\n", "H_low = build_corr_nx(df_train_dcor_list[4])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting a Time-Series Correlation Network with Seaborn" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# function to display the network from the distance correlation matrix\n", "def plt_corr_nx(H, title):\n", "\n", " # creates a set of tuples: the edges of G and their corresponding weights\n", " edges, weights = zip(*nx.get_edge_attributes(H, \"weight\").items())\n", "\n", " # This draws the network with the Kamada-Kawai path-length cost-function.\n", " # Nodes are positioned by treating the network as a physical ball-and-spring system. The locations\n", " # of the nodes are such that the total energy of the system is minimized.\n", " pos = nx.kamada_kawai_layout(H)\n", "\n", " with sns.axes_style('whitegrid'):\n", " # figure size and style\n", " plt.figure(figsize=(12, 9))\n", " plt.title(title, size=16)\n", "\n", " # computes the degree (number of connections) of each node\n", " deg = H.degree\n", "\n", " # list of node names\n", " nodelist = []\n", " # list of node sizes\n", " node_sizes = []\n", "\n", " # iterates over deg and appends the node names and degrees\n", " for n, d in deg:\n", " nodelist.append(n)\n", " node_sizes.append(d)\n", "\n", " # draw nodes\n", " nx.draw_networkx_nodes(\n", " H,\n", " pos,\n", " node_color=\"#DA70D6\",\n", " nodelist=nodelist,\n", " node_size=np.power(node_sizes, 2.33),\n", " alpha=0.8,\n", " font_weight=\"bold\",\n", " )\n", "\n", " # node label styles\n", " nx.draw_networkx_labels(H, pos, font_size=13, font_family=\"sans-serif\", font_weight='bold')\n", "\n", " # color map\n", " cmap = sns.cubehelix_palette(3, as_cmap=True, reverse=True)\n", "\n", " # draw edges\n", " nx.draw_networkx_edges(\n", " H,\n", " pos,\n", " edge_list=edges,\n", " style=\"solid\",\n", " edge_color=weights,\n", " edge_cmap=cmap,\n", " edge_vmin=min(weights),\n", " edge_vmax=max(weights),\n", " )\n", "\n", " # builds a colorbar\n", " sm = plt.cm.ScalarMappable(\n", " cmap=cmap, \n", " norm=plt.Normalize(vmin=min(weights), \n", " vmax=max(weights))\n", " )\n", " sm._A = []\n", " plt.colorbar(sm)\n", "\n", " # displays network without axes\n", " plt.axis(\"off\")\n", "\n", "#silence warnings \n", "import warnings\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualizing How A Portfolio is Correlated with Itself (with Physics)\n", "\n", "The following visualizations are rendered with the [Kamada-Kawai method](http://jgaa.info/accepted/2002/HarelKoren2002.6.3.pdf), which treats each vertex of the graph as a mass and each edge as a spring. The graph is drawn by finding the list of vertex positions that minimize the total energy of the ball-spring system. The method treats the spring lengths as the weights of the graph, which is given by ``` 1 - cor_matrix ``` where ``` cor_matrix ``` is the distance correlation matrix. Nodes seperated by large distances reflect smaller correlations between their time series data, while nodes seperated by small distances reflect larger correlations. The minimum energy configuration consists of vertices with few connections experiencing a repulsive force and vertices with many connections feeling an attractive force. As such, nodes with a larger degree (more correlations) fall towards to the center of the visualization where nodes with a smaller degree (fewer correlations) are pushed outwards. For an overview of physics-based graph visualizations see the [Force-directed graph drawing](https://en.wikipedia.org/wiki/Force-directed_graph_drawing) wiki." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plots the distance correlation network of the daily opening prices from 2006-2014\n", "plt_corr_nx(H_close, title='Distance Correlation Network of the Daily Closing Prices (2006-2014)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the above visualization, the sizes of the vertices are proportional to the number of connections they have. The colorbar to the right indicates the degree of disimilarity (the distance) between the stocks. The larger the value (the lighter the color) the less similar the stocks are. Keeping this in mind, several stocks jump out. **Apple**, **Amazon**, **Altaba**, and **UnitedHealth** all lie on the periphery of the network with the fewest number of correlations above $\\rho_{c} = 0.325$. On the other hand **3M**, **American Express**, **United Technolgies**, and **General Electric** sit in the core of the network with the greatest number connections above $\\rho_{c} = 0.325$. It is clear from the closing prices network that our asset allocation algorithm needs to reward vertices on the periphery and punish those nearing the center. In the next code block we build a function to visualize how the edges of the distance correlation network are distributed.\n", "\n", "## Degree Histogram" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# function to visualize the degree distribution\n", "def hist_plot(network, title, bins, xticks):\n", " \n", " # extracts the degrees of each vertex and stores them as a list\n", " deg_list = list(dict(network.degree).values())\n", " \n", " # sets local style\n", " with plt.style.context('fivethirtyeight'):\n", " # initializes a figure\n", " plt.figure(figsize=(9,6))\n", "\n", " # plots a pretty degree histogram with a kernel density estimator\n", " sns.distplot(\n", " deg_list, \n", " kde=True,\n", " bins = bins,\n", " color='darksalmon',\n", " hist_kws={'alpha': 0.7}\n", "\n", " );\n", "\n", " # turns the grid off\n", " plt.grid(False)\n", "\n", " # controls the number and spacing of xticks and yticks\n", " plt.xticks(xticks, size=11)\n", " plt.yticks(size=11)\n", "\n", " # removes the figure spines\n", " sns.despine(left=True, right=True, bottom=True, top=True)\n", "\n", " # labels the y and x axis\n", " plt.ylabel(\"Probability\", size=15)\n", " plt.xlabel(\"Number of Connections\", size=15)\n", "\n", " # sets the title\n", " plt.title(title, size=20);\n", "\n", " # draws a vertical line where the mean is\n", " plt.axvline(sum(deg_list)/len(deg_list), \n", " color='darkorchid', \n", " linewidth=3, \n", " linestyle='--', \n", " label='Mean = {:2.0f}'.format(sum(deg_list)/len(deg_list))\n", " )\n", "\n", " # turns the legend on\n", " plt.legend(loc=0, fontsize=12)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plots the degree histogram of the closing prices network\n", "hist_plot(\n", " H_close, \n", " 'Degree Histogram of the Closing Prices Network', \n", " bins=9, \n", " xticks=range(13, 30, 2)\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observations**\n", "\n", "* The degree distribution is left-skewed.\n", "* The average node is connected to 86.6% of the network.\n", "* Very few nodes are connected to less than 66.6% of the network. \n", "* The kernel density estimation is not a good fit.\n", "* By eyeballing the plot, the degrees appear to follow an *inverse power-law* distribution. (This would be consistent with the findings of [Tse, *et al*. (2010)](http://cktse.eie.polyu.edu.hk/pdf-paper/JoEF-1009.pdf))." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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BxX4GNm3axHPPPUezZs2YNm0a/v7+nDhxwiGn8mqv9wA7duwgLCzMrRrgvXv3IssyISEh6rTY2FiX5zg8PNwhhzQ2NpbatWu7LLdq1Spyc3Px9PTkzz//BGz5mA8//DBHjhzBx8eH3r1789JLL7m8FpZmz549AA7fzdjYWKpXr065cuWc9sdkMnHq1CkiIiLKvK2ZM2cSGhrKgw8+WGLubosWLcjJyeHAgQP/aerSf+Wag8+qVasCcO7cOZfzT548SWZmJi+//LLDj2u/fv0A2w+W/UercePG6oXM7q233lL/b7FY6NChA71792bFihVqNb1dy5Yt1eb/qKgo4uPjWbFiBTNmzECSJH7//Xd++uknJk+ezGOPPaYu161bN/X/CxcuJDk5mbVr16pfsHbt2pGdnU1MTAyPPvqo0z7apaSkFHsBudLKlStJSEhg0aJFtG7dGrD9YF64cIEPP/yQ/v37O1wwevTowYQJE5zWk5eXx8yZMx2O4cyZM3zxxRc8++yzjBkzRp0eEhLCoEGD2Lp1q0P5olq2bOlwE9G0aVNq1KjB4MGDOXr0KPXq1SM8PBwvLy/MZnOpTUTHjx9n3bp1jBkzRg3goqKi0Gg0fPTRR4wYMcLhc1G9enWHgDQ9PZ13332X1NRUKleuXOK27F544QWGDx/OmjVrePDBB12Weeutt2jZsqVDzVObNm3o2rUrX375JZMnT6ZevXro9Xr8/f2djrNFixbs3r2bMWPGYLVa2bt3L48++iiLFy9WL6K7d++mfv36amD+ySefoNfr+eqrr9QfsPbt2xMdHU1MTIzaAgCu39eiMjMzGTlyJOfOnWPp0qWl5oi5s+3w8HC1Ka1u3boEBQUVuz77+ahUqZLLz0Bubi5Tp05VA82WLVvy22+/sX79enXanDlzUBSFxYsX4+/vD0CHDh04e/Yss2fPvqbg035dKtpx5n//+5/6f6vVStu2bUlISODbb78tU5rGo48+yoIFC9iwYYP6+Tp27Bh//fUXH3zwgdvrGTFiBMuWLSMmJsZl0xy4d45q1KhBQEAAOp3OrSbblJQUAgICnH50S6LVapk7dy46nU6dNm7cOA4ePEizZs0A23mxUxSFFi1aYDKZ+PLLL3nxxRcdbgRzcnJYtWoVvr6+AFSoUIH+/fvz66+/cv/992O1WomJiaFjx44OvwEVK1ZUryNlOUdlVdr+lcZisWA2m8nNzWXDhg388ssvdOnSxeGcZ2VlsXLlSipWrKhOu7Ljk6IovP3229SpU4dFixap57Bdu3YOy1zt9R7gr7/+ol69eqUe07Fjx1i0aBEPPfSQQ6pIZmamy4Dc19fX4UYhMzPT5e+jn58fYDsfnp6e6nf2hRdeYPDgwYwfP57Dhw8ze/ZsUlJSypyLnJOTw9tvv01YWJjDecjMzFTfX1f7c2WHQHfs27ePVatWsWrVqlLL1qlTB1mW+fvvv+/K4POae/dc2dv9SiEhIfj4+DB16lRWr15NSkpKmda/a9cuhg4dSuvWralXrx7169cnISGB+Ph4p7JX3snXrl0bo9HI+fPnAdi5cyeSJPHwww8Xu70dO3bQuHFjtXbE/oqKiiIjI4PY2Ngy7X9x9u7dS+XKldXA0+6BBx4gPT3daTv33HOPy/XodDq6dOniMG3Xrl1YrVYeeOABh2No3Lgxnp6eLnvz2RmNRubOnUvPnj1p1KgR9evXV3uQuzrn7hyn/biuPM6i8+2uDALsd8pl+dy0bduWNm3aMGfOHIemfbuEhAROnz7N/fff73B+PDw8aNq0qVvNa23atOGvv/6isLCQf/75h6ysLJ566in0er26/O7dux3e371799K5c2eHC7WXlxfR0dFO58HV+2qXlpbGoEGDKCgocCvwLOu2r4dy5co5NK/p9XpCQkIcamt27NhBp06d8Pb2dvquHTt2jJycnKvevv26VDSH7fDhwzzzzDO0a9dOvZbs3LmzzJ/r4OBgoqKiHFJxli1bRkBAQLHfU1f8/Px4/PHHWb16NSdPnnRZ5kaeo7Jo166dQ+Dp6nuZlpbGa6+9RpcuXWjQoAH169fnww8/JCsry6mncZMmTRx++O2tWPb1nT17lrNnz9KzZ0+H5bp27ep0838jzlFp+1eae++9l/r169OqVSveeOMN7r//fqdUjcaNGzsEnq6cPHmSpKQkBgwYUGwrzrVc78H2vpVW65mWlsbo0aOpUaOGU8rD9Wb/7j7wwAOMGzeO1q1b8+STT/Lss8+yadMmNa3FHuDbX65iEbPZzPjx40lNTeWDDz4otuLoejAajbz22msMHz6c8PDwUsvrdDq8vb0dbpDvJtf8Ttjz8YrrLejt7c2iRYv45JNPeOONN8jNzSUiIoKxY8c69Kxz5ciRIzz99NNERUXx1ltvUbFiRWRZZsqUKS6He7DfsdjZm54KCwsByMjIwNfXt8Rq+/T0dE6dOlVsE2ZJOTRVq1Z1yBksSWZmpssLj/2O8sq7ruIuUv7+/k5NKvYLfXE/hCUdwwcffMCSJUsYPXo0TZs2xdPTk9TUVMaMGaOex7KwH8eV+2//+8rjLO09dNeLL77Iww8/zIoVKxyaiODy+Zk8eTKTJ092WrZatWqlrr9169YYjUb279/PP//8Q506dahQoQLNmjVj9+7dVKtWjQsXLjgEYCW951eeB1fvq92///5LRkYG48ePd7uzSlm2fT24qgnR6/UO39v09PQSawkuXrxYYjpHSezXJfsxp6SkqD8KU6ZMoVq1amrte3GBX0kGDRrEyJEjOX78OEFBQaxZs4aBAweWuVPY8OHDWbJkCbNnz+a9995zmn8jzlHVqlXZtWsX+fn5btd+XllDdOX30mq1MmrUKNLS0hg7diyhoaEYDAY2bdrE3Llznb6/pa3P3pJ2ZU6qRqNRazftbsQ5Km3/SvPxxx9TuXJlPD09qV69ukN6hl1pgSdcvlYXl/4C13a9B9sxlfS5vXjxIk888QQAX3zxhdO59PHxcUqFAOca0eLK2ffPXtb+G1C0dhdsLWbvv/8+R48eJSwsjHvuuYekpCR1/vTp09UWVbjccWnXrl3MmzfPoYXNvr2iy1+5P65qRUuycOFCsrKyGDp0qHqc9r4wubm55OTkOJ07g8Egcj6v1rZt2zAYDCXmm9WtW5c5c+ZgNps5fPgwn332Gc8//zyrV692mQNi9/PPP6PRaJgzZ47DXXdWVtZV5d34+/uTmZlJQUFBsQGon58fAQEBLoMSoMRhEdq2bcvOnTs5fPgwDRo0KHFffH19Xda42Gtpr/zgF63BKW26/cv75ZdfujxPVwZ4Ra1fv54+ffowevRoddoff/xRbPnS2I/j/PnzDjV09h+Xsn7B3dW4cWOio6P59NNPeeONNxzm2Y9//PjxLps7in7WihMZGYm/vz9//PEH//zzjxpktmnThg0bNlC1alV0Op3aJAm2Y7W/v0WdP3/e7fcbbE2KderU4b333sNgMDBs2LBS97cs275Z/Pz8aN68OSNGjHA53900C1fsHYmaN28O2GrHsrOz+fDDDx1+yK/2wt+pUyeqV6/OsmXLqFOnDrm5uU552u7w9PTkmWeeYcaMGTz55JNO82/EOWrbti3Lly9n+/btpVYAuOv06dMcPnyYd99912Fs2K1bt17V+uyB2ZU1phaLhYsXLzpMu5Gfo6sVERHh0AHHlZK+43b2QLtoR5krXcv13j7fVVAItibrJ598koyMDL7++muX5zI8PNyp8xnYRs4oWgMYHh7Ozp07XZarVq2aOgRSabWG9hrgTz/91OFm9so0oalTp7JhwwZmz57t8jofHh7Opk2bnG7C4uLi0Ol0pb5/ro7j3LlzLlN4+vbtS506dZw6FGdmZjrdTN0trin4/Omnn9iyZQuPPfaYW3fQWq2WJk2aMG7cOLZs2UJcXBy1a9dW77oKCgoc7gzy8/ORZdnhS/r777+TnJxcYj5acdq3b8+8efNYsWJFsR2HOnTowJIlS6hWrZrLnqAlGTBgAF988QVvvvmm01BL9uM5cOAA7dq1o1WrVmzcuJE///xT/YEEWLduHYGBgW5V2xenffv2yLJMcnKyQ+96dxQUFDg1TbhKmtbr9eTm5pa6Pnv+6Pr169UevmDrwAC2YTBulOeff54HH3yQr7/+2mF6aGgo1atX58SJEzz99NMlrkOn07ms7ZAkiVatWrFr1y7i4uIYNGgQYAs+P/jgA7y8vGjUqJHD96Jly5Zs377d4Q44JyeHrVu3lvk8PPXUU2g0Gt5++20URWH48OEllr+e27Yr7ty4q0OHDhw4cICIiIir6kRQnAMHDrB06VK6deum5rDaayCKfrbj4+PZv39/ibVKxZFlmYEDBzJv3jz27dtHu3btrnpsxkGDBrFgwQI+/PBDp3nuniO9Xu/2e9G9e3dq1arFe++9R8uWLZ2aXM1mM7/99hudO3d2+xjsQXzRGzeTyaR+z8vK3hdg48aN6jA4YOt8c+Vg7Tfqc3QrqFWrFtWrV2fFihU88sgjLgPWa7neg+16mJiY6DQ9Pz+fp59+mqSkJBYtWlRsMBYdHc27777rMPzSmTNn2L9/P+PHj1fLde3alZUrV7Jnzx71mmO/Bt13331quY4dO6LX6/ntt98cRl3YsWMHgFqxc2WH46JmzJih9vcoLt81OjqaOXPmsHHjRvr27QvYPvs//vgjUVFRZW7FGDFihLqeovv8+eefM3PmTKeKq3PnzlFYWCjG+SzNP//8w8WLFzGZTCQnJ7Nt2zY2btxI+/btHT5gV9q6dSvLli2jW7duBAUFkZ+fz+LFi/H09KRp06bA5R5oCxYsoGPHjsiyTMOGDenQoQMLFy5k4sSJPPTQQ8THx/PJJ59c9Z1smzZt6NGjBzNmzCAlJYU2bdpgNpvVfLjWrVszfPhwfvzxRwYNGsTw4cOpVasW+fn5nDx5kn379pU4NIqfnx9z5sxh1KhR9O3b12GQ+YMHD7J06VJ69OhBu3bt6Nu3L4sWLWLs2LG88MILVK5cmbVr17Jz506mTZtWYu/E0tSoUYMRI0bw5ptvEh8fT6tWrTAYDKSkpLBz504GDBhQ7JhpHTp0YNWqVdSuXZuaNWvy888/uxybNCwsjG+++YYff/yR4OBgPD09CQ0NdSpXu3Zt7rvvPmJiYrBYLDRt2pQDBw7w6aefct9995V4AblWkZGR9OrVi3Xr1jlMlySJqVOnMnr0aEwmE/feey/+/v6cP3+eAwcOUK1aNXWYj/DwcPbt28fWrVupUKEC/v7+6o1P69at1ffK3qO9Xr16amejZ5991mG7o0ePZtu2bQwfPpwRI0YgSRKff/45+fn5TmXd8fjjjyPLMtOnT8dqtapNY65c722D7dxs27aNDh064OPjQ6VKlcr03XzuuecYMGAAgwcPZsiQIVSvXp2srCyOHz9OYmJisZ1wioqLi6N8+fKYzWbOnTvHzp07Wb16NeHh4bz55ptquXbt2qHVavnf//7H448/zrlz55gzZw5Vq1YtNW+9OP3792fOnDkcO3bsqp5KZKfX63n22WfVzpJFuXuOwsLCyMjI4JtvvqFBgwYYDIZiv1tarZaYmBgef/xx+vTpw2OPPab+oP/7778sW7aM0NDQMgWf9hu6WbNmIcsyWq3WrafRFEeWZcaMGcOUKVOYPHkyPXv2JDExkc8//xxvb2+HIOx6fI5uVZIkMWnSJMaOHctjjz3Go48+ir+/PydPnuTChQs899xz13S9B9uN6cKFC7FarQ55pWPHjmX//v1MnjyZ/Px8hyEO7Z3cAB5++GG+/vprRo8ezbhx45AkSR1kv2hrgH2YrpdfflkdhmjevHkoisJTTz2llvP39+eZZ57hk08+wcvLizZt2nD48GE+/vhj+vbtW2qN5Lx581iwYAEPPfQQISEhDvsdEBCg3iTWq1ePXr168fbbb2M2mwkKCuLbb7/lzJkzTikwhw4dIikpSX0KY2xsrNqTv1OnTpQrV46wsDCnkS7szfpXDkUF8Pfff6vn/27kdvBpHxzXYDAQGBhIvXr1+OCDD+jZs2eJzQc1a9bEw8ODTz75hHPnzuHp6UnDhg1ZsGCBWuPQpUsXBg0axDfffMPHH3+MokubCW0AACAASURBVCj8+++/dOjQgSlTprBgwQJ+/vlnIiIiePfdd90aG684H3zwAZ9//jmrVq1i0aJFeHl50bBhQ3XsTG9vb5YuXcrHH3/M559/TlpaGt7e3tSqVcutp9y0bNmS1atX88UXX/DVV19x9uxZdDodoaGhDB48WK0hK1++PIsXL2bmzJm899575ObmUqtWLadmq6v14osvEhoayjfffMM333yDJElUqVKFtm3bOuVAFjVlyhQURVFrYTp27Mj777+vnh+7ESNGEB8fz+TJk8nLy6NVq1bFDoc0ffp0goKC+P777/n000+pVKkSTz31lEPPzBtl3LhxbNy40am2pFOnTixZsoS5c+cyZcoUCgoKqFixIo0bN3YY9+3FF1/k1Vdf5fnnn6egoIC+ffsyY8YM4PKgxw0aNFBrEzUaDS1btmTLli1Oncnq1KnD4sWLmTVrFhMnTkRRFBo3bsySJUuc8pHcNWzYMLRaLW+++SYWi6XYpscbse1XX32Vt956i5EjR2I0Gh1GNHBHtWrV+P7775kzZw4ffPABFy9exM/Pj4iIiGJHKbjS//3f/wG2AM7Pz486derw2muv0adPH4eai4iICGbOnMns2bMZNWoUNWrUYPz48ezYsUMdhqWsAgICaNWqFf/+++81P36zX79+fPHFFyQkJDhMd/ccDRgwgL///ptZs2aRlZVF9erV2bJlS7HbCw8PZ/Xq1Xz55Zf88MMPxMTEoCgKNWvWpHv37g6jgbhDr9fz8ccfM23aNP73v//h6+vLQw89RLVq1ZxGJXHXgAEDyM3NZeHChaxZs0Z9D0eNGoW3t7da7np8jm5l3bp148svv+STTz5R08GCg4Md0m2u9noPtgczxMTEsG/fPodWEHtNo/07VlTR/Mry5cuzcOFCpk+fzoQJE1AUhbZt2zJp0iSHpwnJsszcuXN55513eOONNygsLKRJkyYsWrRIHZ3C7tlnn8XT05NvvvmGL7/8kooVK/Lkk086pIMVx77f33//Pd9//73DvKLXb/txzJo1S+0YV6dOHebPn++URvj111/zww8/qH9v3LhRDT43b958VS2x27Zto379+mVu3r9TSMrV3vYLgiDcxTIzM+ncuTPDhg3j+eef/693565w6NAh+vfvzzvvvHNHBJa3iqFDh1KjRg2HYa2EG6ewsJCoqCgmTJjgVLFzt7hx4w4IgiDcgdLT0zl58iSLFi1CURS1NUO4vhITE/nmm29o3rw5Xl5exMXF8dlnnxEUFHTdOkoJNs8//zyPP/44zz333H/SQetus3TpUgICApxyRO8mIvgUBEEog23btvHKK69QrVo1ZsyYUewwc8K18fDw4Pjx46xatUod4aRdu3aMHz++TAPkC6Vr3rw5r7zyCklJSSL4vAn0ej0zZsy4oeOO3upEs7sgCIIgCIJw01zzE44EQRAEQRAEwV0i+BQEQRAEQRBumrs34UAQBEEQBOEWcHT/Piw3cP0e3r5ERETcwC2UjQg+BUEQBEEQ/kMWoPoNjMhSrxjr+r8mgk9BEARBEIT/kgLcRf2/Rc6nIAiCIAiCcNOI4FMQBEEQBEG4aUTwKQiCIAiCINw0IudTEARBEAThvyZyPgVBEARBEATh+hM1n4IgCIIgCP8xxSpqPgVBEARBEAThuhPBpyAIgiAIgnDTiOBTEARBEARBuGlEzqcgCIIgCMJ/SrmreruL4FMQBEEQBOG/pIDC3RN8imZ3QRAEQRAE4aYRNZ+CIAiCIAj/tbuo2V3UfAqCIAiCIAg3jaj5FAThulMUhcKkQrJ2Z1AQn4fVqCBpQOOrw6elL14NvJEN4t5XEAThbiSCT0EQrquCxHzOr03DfNGEooCsl5F0EgDmiybSN54j/efzeLf0JaBLIJJG+o/3WBAEQbiZRPApCMJ1k3ssh3MrzwISkkFGlhwDS0lv+1uxKGT9noEp1UilR6oga0UtqCAIdzfxeE1BEIQyKkjMtwWesoRskJGk4ms0JY2EXE4mPz6P86vTiI+PR5IkJEkiISHh5u20IAiCcNOJ4FMQhBI98cQTamDYr18/l2UUReHC+nOggKxz77IiSRKyh0zusRyMyYXXc5cFQRBuLwq23u436nWLEcGnIAjFys7OZvny5erf69atIzU11amcMaUQ4wUjUhk7EUmSBApk/ZV1zfsqCIIg3B5E8CkIQrG+/fZbcnNzqVChAiEhIZhMJhYuXKjODwkJQZIkJj0/iaELhhH5Sj2i372HHw9uUMvM+ulDar4USv+PH2bG+ndoOrUFzaa2ZMrK1ygwFSIbZArj85y2bTQamTlzJg0aNMDT05NatWoxduxYLl68eFOOXRAE4W6yfft2evTowT333MO8efNclvnxxx/p1asXvXv3Zvz48er0unXr0qdPH/r06cPIkSNL3ZYIPgVBKNb8+fMB6N+/P4888ggAX3zxhVO5j76fjb+nP01rNiUuLY7Ri8dw6MwhhzL7Ev5kx/GdRNftQk5hDot3LWH6+hlIsgSyc37oY489xoQJE8jLy2PgwIFUqVKFmJgY7rnnHiwWyw04WkEQhLuTxWJh2rRpzJ8/n/Xr17Nu3TpiY2MdyiQkJDBv3jy+/fZb1q9fz6RJk9R5Hh4erF69mtWrVzN37txStyeCT0EQXDp06BB79+4FYODAgQwcOBCA48ePs337doeyQ1oPImbIbJaN+ob61eujKArf/rHUoYxfOT++e3YZ7w+cycTeEwBYunsZioucpMTERJYtWwZAu3bt8Pb2plmzZgD8+eef7Nix4/ofsCAIwn9EQUFRbtyrNAcPHqRmzZoEBwej1+vp3bs3mzdvdiizfPlyBg8ejK+vLwCBgYFXfbxiqCVBEFz6/PPPAahWrRodOnRAlmXq1KnDsWPHmD9/Ph07dlTLRlaLtCXMA7UrR3Ak6QhJGckAWM1mAGr6ByHnGTGbFWpXCgegwFTAhZwLgGPN5+nTp9X/f/311077lpiYeN2OUxAE4W6XmppKlSpV1L8rV67MwYMHHcrYRyIZOHAgVquVMWPGqL8DhYWF9OvXD61Wy9NPP023bt1K3J4IPgVBcFJYWKgGfcnJyWg0Gof53333HXPmzFH/PnExFsWsIGkk/j17HIDqftVQLGYUqxWAUxfPkF+Yj5eHgaOnDwPgofMgwDOAvJxch/XXqFFD/f+OHTuIiopS/46NjSU8PPw6Hq0gCMIt4AaO85menu4wWskjjzyiplK5y2KxcOrUKRYvXszZs2cZMmQIa9euxcfHh61bt1K5cmUSExMZNmwYtWvXdriOX0kEn4IgOPn+++9JT08HoHfv3mi1ly8Va9euJT8/36FGcvH2JZw7d47zeRc4mnwUSZJ4uNXDmPPz1UrNzPxMBi1+ktqVwvnx6M8A9G/SB3NWLugdcziDg4Pp378/3333Hffffz99+vQB4J9//mHPnj1uNSMJgiAINgEBAaxcubLY+ZUrV+bs2bPq36mpqVSuXNmpTOPGjdHpdAQHBxMSEkJCQgKNGjVSywYHB9OqVSuOHj1aYvApcj4FQXBi72jUuXNn1q1bx6pVq9SXPRC0lwGYMmkKWQVZHDh1gLCKocQMnk2DihEA6mDzLWo0pXNEB7bF7qC8vjxD2g5iSt/XkHUG5Kr56rrMhbYxP5csWcI777xDUFAQ3333HWvWrMFqtTJlypSbcg4EQRDuFg0bNiQhIYHExESMRiPr168nOjraoUy3bt3Ys2cPYKtJTUhIIDg4mMzMTIxGozp9//79pbZOiZpPQRCcbNmypdh5Re+eQ0JCAKhZqyar5q8iY3s6soeMYjKquZ6XSbzYbQzje76AMScPXflyyFYdspeGNk/3wjg8m6y4k+SeiOd8Tj4+4aFMmDCBCRMm3IAjFARBEOy0Wi2vvfYaTz31FBaLhYceeoiIiAg++ugjGjRoQNeuXenQoQM7d+6kV69eaDQaJkyYgL+/P/v372fq1KlIkoSiKIwYMUIEn4Ig3Bx+Uf6YUgvJOZqNggkkkPX6IiUUkCWsRiMGPx8Kzmdj8JGpMjgY2SAjG7wIbNIIv7p1yE44Requ3ei8vfAJD6Vc5UolPq5TEAThdvdfpxN16tSJTp06OUwbN26c+n9JknjllVd45ZVXHMo0a9aMtWvXlmlbotldEITrQpIlAu8LQFM5B0nRohTilECvKKCYJawFFgwB5cny/gfFYHQoozHo8YuMIKhHV7xqBJFx9BjJm7aRHZ/gojZVEARBuN1Iyn8daguCcEdQFIWLh/5GU96TvBMXUS4Ekh9bAIqCJGuwGk3IOh2yl4ImuIDqfZtw/uhx0v46Rp1He6E16Itdb8H5C2TFnqQw/SLetWriHRqC1sPjJh+hIAjCjXFwzx4qFzo/6e16Sa9Qmbp1696w9ZeVaHYXBOG6yE08jWK2oPfxJd8rlYqdq5J57ATmCwq68j5kx5/Ep24QsreZzGNpWIx5VGpSh/wLGZxct52IvtFIsnNjjCRJlKtYgXIVK2DKziErLp7kTdsoV7UyvuGh6C8NeCwIgnA7u5vqAkWzuyAI18yYmUFeYiK+deuRFRuHT3gY5txsdN4GyoV44FnXC41/AdoADZbcbLxCapAVGw9AjS6tUKxWEn/dV+p2dN5eBDZpSPXu0ei8vEjdtYezv/1O3tnUu+rCLQiCcDsTwacgCNfEajKRcfQIPpF1MGXnoFgslKtSBVN2FpJGg8ajHLLO1qRuLSxE1hsoX7USuafPYDWZkGSZsPs7kRmfxLmDx93apkZfNC80mIyjx0jatFXkhQqCINwGRPApCMJVUxSFzGNH8ahYCUNgIFmxJ/AJDwcUzLk5KFarLfjUakCWMOflofPxxWosoFyVSmTH2x6jqfUwENG3K0k7D5CVeLbkjRYhyTJeNYKo2qUjgU0akXc2jTM/bebi0WOYCwpu0FELgiAI10IEn4IgXLW8M4lYjSa8Q8MoSDsHVoVyVSpjzstF1huwFBai8SiHpNEgSRKWggJ0Pn6YsjLwCQ8lK+6k+vhND38fQnt35OS6Xym4mFWm/bDnhVZu24qqHdtjNZpI3rSNc/sOUJiReSMOXRAE4TpSbKOD3KjXLUYEn4IgXBVjZia5p0/hW68+SBJZsbH4hIcjSRKm7Cy0Xt5YCvIvBZ9akMBSUIjOyxtLfj46H2+05TzIS7lc0+lToyrV2jUhdtUWzIXGErZePIe8UG8v0n6/lBeaIvJCBUEQbgUi+BQEoczUPM/addCWK0dBWhooCh6VKwFgzslC61EeWaNB1mptvdglCavFgqIoaL28MGVn4hMeRlbsSYd1V2ociU/Nqpxc96taK3o1HPJCawaTcexfkjZtJUvkhQqCcAtSFOWGvW41IvgUBKFMbHme/+BRoQIeFSuiKApZJ2LxibDVelotZswF+SBLaDzKqcvJGg2yRlOk6T2T8tWqYM7Np/BihsM2gju3BAUSt5XeA740kizjFRxE1c4dqNC0Efmpl/JCj/yDOV/khQqCINxsIvgUBKFM8pLOYCksxDvM9uzegtRUkCQ8KtlrPbPRlvfEeinf007SaECWLwWfvpiyMkCS8Amr5VT7Kckyofd1IishiXN//3td9luSJDwqVKBym1ZU7dQeq9lM8maRFyoIgnCzieBTEAS3mbKyyD2VgF/9BkiybKv1jL1c6wlgyslC5+Wj5nvaSVoNIF2eroC1sACvWjXIT0l1qoXUeugJ79uVpF1/kXU65boeh87Li8DGtrxQvY+3LS90xy7yUs7ekk1UgiAIdxIRfAqC4Bar2UzG0cP4RESiLWcLKvPPpoKswaNiRbWcKTsLnbevLcgsV6TZXasFRcFSUIAkSeh8fDFmZaLR6/EMrk72yQSnbao94NdvL3MPeHdo9Hp8a4fb8kJDapBx7LgtL/SkyAsVBOEmUm7w6xYjgk9BEEqlKAqZ//6DISBQbV5Xaz3DL9d6WoyFKBYLGo9ymPOvrPm8HHwCl5veAZ/wUNsA8RaL07Z9alSlersmxP6wGXPB1fWAL41jXmhjCtLOibxQQRCEG0QEn4IglCo/OQlLfr6a5wmQf/YsskaDR8UK6jTzpSZ3xWIBq0V9shGArNOhWKwOwac5OxvFakXn7YXB35/c02dcbr9i40h8alXn5Lpt19QDvjS2vNBAKrVpSdVOUSIvVBCEm0b0dhcEQbjElJ1NdkI8fvUa2DoNgVMP98tls9B5Fxnfs8g8jUGPYrGowaes1SF7eGDOzQZstZ9ZsSeLvVAGd2oBkkzi1r036lAd6Lw8RV6oIAjCDSCCT0EQiqXmeYbXRlu+vDo9PyUFWafDUOFyraeiKJhystG66GwEIOsvBZ/GQrX2Uu/jhzHLVqPoUcm2roK08y73xdYDviNZp1NI++vYdT3OkrjMC/1F5IUKgiBcLRF8CoLgkqIoZB0/ht7Pn3KVKztOj41zqvW05OchaTRo9AanzkZgq+lElm3zC4vkfWba8j4lSVJrP4ujNegJ7xtN8u9/k3Uq+Xoebqkc8kKbXZkXmn9T90UQBOF2JoJPQRBcyk9Jxpybh094hMP0vOQUZL0eQ2Cgw3RTThY6bx8ALPnONZ+SRoOskZH1erXpXevlhdVYiNVkAsCzRhCFFy9iys4pdr88/HwIu68TJ3/cQUH6zc/DdM4LtZC8+VfO7dtPYUZG6SsQBEFwRTzbXRCEu5kpJ4fs+JP41a+v5nkCKFYr2bHOuZ62ZWydjQDMLprdJa1tkHlZq1WDT0mS0Xr5YLrU9C5rNHjXCimx9hPAO7gK1ds35cSqLZgLCq/1cK+aLS+0waW8UB/S/thLisgLFQRBKJEIPgVBcGA1m8k4chifsAi05T0d5uWlpCAbDBgCAhymK1Yr5rxctF7eKFYrVmMhGoOHQxlJY3vGu3TpEZt2et/LQy4BeIeGkJuYhMVY8rBKFRvVxi80iLi1v2K13Lge8O5Q80K7d8U7pGaRvNB4kRcqCEKpFERvd0EQ7lK2Xuz/ovf1pVyVKo7zrFaXuZ4A5txstB7lkDVaLIUFaPQGJNnx8iJrNEiShCQ7Bp+6S52O7BdIbTkPylWtTE786VL3N6hjc2SNTOLWPVd7yNeVLS+0epG80POc+WmTyAsVBEEoQgSfgiCo8s+mYM7OwSeittO8vORktB4eeFyR6wm2JnftpSZ3V52N4NKz3SWwP2LTTmPwQNLIWPLz1Gk+4aFkxcWXOqanJMuE9u5I9pmzpB24eT3gS+OYF9oBq6VIXuhFkRcqCMIVFOXGvm4xIvgUBAEAU24O2SfjbM9tL5LnCY61ni6XzS65sxHYmt3titZ8gq320573CWDw90PrWY685LOl7rfGoCfiwa6k7D5IZsLN7QHvDp2XJ4GNGlC9e1dbXujuvaRs30lessgLFQTh7iSCT0EQsFosZBw5jHdoGFpPT6f5eUnJaMuXd8r1BLCaTViNRjU/1NUYn8DlAeqtViyFhQ6Bl97H1yH4hEu1nyfi3Np/g583ofd1JH7DDvIv3JpPItLodZfzQkNDyDh+QuSFCoJwVxLBpyAIZJ/4F523D+WqVHWap1itZMWVUOuZk43W0wtJsl1Oig0+tVpAwWoyIev0WAsv91LXevtgys1GsV5+tnv5alWxFBRSmH7RrWPwDqpCUFQzYldtxpz/3/WAL40ky3gFVadqpygqNG9CwTlbXmj6YZEXKgh3M8Wq3LDXrUYEn4Jwl8s/m4IxKwufiNpOHYkAcs8kofUsj8Hf3+XyRZvcFUVxOcwScKkDkoLVaELj4eHQ9C5rtGjLe2LKzr5cXpLwDq9V6rBLRVVoGIFfWDBx67b95z3gSyNJEh6BAVRqbcsLVayX8kL3irxQQRDubCL4FIS7mDk3l6y4WPzqNUDWap3mK1Yr2XFxTgPNq/MVBXOR8T2tJiOyRuNyXZIkIWk0tmGYPDwwFzjW8tnyPh2DLu+QGuSfTcOc536NYFDH5shaLYlbdt82OZUOeaF+vmpeaG5yym1zDIIgXCPlBr5uMSL4FIS7lGKxkHH0MN61QtF5ebksk3vmDFovLwz+fi7nWwsLUVCQL43pWVxnIztZp3NZ8wmu8z5lnQ7PGkFkn0xw+7gkWSa0Vweyk9JuqR7w7tDodfhGhBHUvSs+oSFkHo8l6ZctZMWJvFBBEO4cIvgUhLtUVuwJtJ5elKtazeV8xWIlO+4kvsXkesLlpxrZm+uLy/e0k3RaW86nweAUfGrKe2I1mbAYHfM1fcJrkR1/qkzBl8agJ6JvNGf3HCIzIcnt5W4VkizjqeaFNqXg/IVLeaFHRV6oIAi3PRF8CsJdKD/1LMaMi/jUjnSZ5wm2Wk+dtzd6P9e1nuD4SE0oPfiUtTrbM951OqfgU5IkdC5qP3VeXhgCA8g9fcadQ1MZfL0Jva8T8T/+Rv6F2zOH8nJeaAuqdu6AYrWKvFBBEG57IvgUhLuMOS+PrNgTxeZ5gq1JPruEHu5gz/fMLlvwqdEgabVOTzmyswWfzkGVT0QoWbEny5z/6B1UmaCOzYldtQVzvvP2bic6T1teaFAPe17oPpEXKgh3EPF4TUEQ7kiKfTzPkFrovL2LLZebeAadrw96X99iy5jzcpH1emSd7vK0Yp5uZCdpNMhaDZIsYykscLoo2oLPLKfpHhUCQZYpSD1X2iE6qdAgHL/wGpeeAW8pfYFbnKyz54VG4xNaS+SFCoJw2xHBpyDcRbLiYtGWL0+5atWLLaNYLGSdPIlPePG1noBDL3fAFvhYLMg6fbHLSBotkkaDYrYgazRYTUaH+Rq9AVmnw5yX67icJNkGnS/DsEtFBXVohqzTcnrz7dMDvjS2vNBqrvNCyzA6gCAItwAF8XhNQRDuPPlpqRjT0/GJrFNsnidATmIiel/fEms9wTa+p9bbucm9pHVLWo1tuCWT0dbj3UVTeHFN757B1SnMyMSYle00rzT2Z8Dnppwn7cA/ZV7+VuaYF9oRrFaSt4i8UEEQbl0i+BSEu4A5P4/sE8fxq1+/2DxPsD1mM/tkfIm5nmCrHTUX5KHzvDxEU2n5nmBrdpdk6fJwS4Wugk8/p05HYMsX9QkNueraT41eR3jfaM7uOUxmfNk6L90udJ7lCRB5oYIg3OJE8CkIdzjFaiXjyBE8a4aoTyIqTu7p0xj8/ND7lFzOlJuNtrwnkqxRp7kTfMoaLcgyVqMRjUc5152OvL0x5+VitTjnL3qH1iTvTDKWQqPTPHcYfLwIvb8z8Rt23rY94N3hkBcaVjQv9CRW043LC1WsCqbzRnKPZJOxPZ30Tee5+Gs6OYeyMaYVolhEACwIAhRfBSIIwh0hOy4WjYcH5asHlVjOajaTHZ9AhRYtSl2nKdsx3xNswachsGKJy0kaDZIkYTGaMHj5Ys7Lcy4ja9B5emPOzkLvF+AwT+PhQflqVchOOIVfpOunLpXGu3olgjq1IPaHzdQZ1BtdeY+rWs/tQJJlPKtXw7N6NQoupJMVe5KMY8fxqlkDn9BaaMuXfLPgLnO2mZy/s8nafRFroe2xpopZASRAAY106QlXEt7NffBu7ovOX1fiOgXhbnMrPoP9RhE1n4JwBys4l0bhhfP4lpLnCZB7OhGDvx96n+J7wdtdOb4nlP50I7AFn0i2x3BqDB5YClx3jNH5+GJ00fQO4B0eSnZcPIr16p/dXqF+GP61Q4hbu+2O6AHvDse8UOVSXuifFKZfvOp1KlaFzN0ZnIk5xcVtF1DMCrJBg2zQoPHUovG89K+HBtkggwSZf2SQ9Mkp0rdeuBSgCoJwtxHBpyDcocz5+WQd/xffeg0chkNyxVbrGV9qD3cAq9GIYjahKVdenaZYrViMhWgMJdciSlotEhT7iE07na8fpkzXzeIGP190Xp7kJiWXuq8lqd6hGVqDntOb7pwe8O6w5YXWt+WF+vuRtvdPUn79jdyksuWFWnItpCw8Q/ov55E0EppyGiRtyT8pajm9TObOiyR9dhrTRdO1HpIg3AFu3Bift+L1TQSfgnAHUqxWMo8exrNGzVLzNwFyTp3GEBhQ4tifdlc+UhPAUliARm9AkksLPjQoKJdyPm3Bp6sLo8ajHIpiLTY49QkPI+tE2Qedd9gXSaJWrw7kpp4ndf/Rq17P7UrW6fANDyPonuhLw1jFkfTzFrJiS88LteRaSPnqDIVJhcgeMpKm5Fr1K0myLQg1ZZhIWXBGBKCCcJcRwacg3IGyT8Yh6w2UDwoutazVbCYnIQGfsNJrPcEWfGpd5HuWNLi8nazRgqJgNRnV2ljFxcDokiShL2bIJYByVStjNRqvqckYLvWAfzCa1L1HyDh5Z/aAL409L7RqpygqtGhKQXq6bbzQQ0dd5uQqVoXU5cmYLppstZilpHOUROOhwZJv4eziJKzGq0+jEIQ7gnIDX7cYEXwKwh2m4Pw5Cs6l4VunrluBQc6pUxgCA9F5e5VaVlEUW82nd9nzPeFSzafVitVkRlGUYnu8g23IpeLyPq910PmiDD5ehD3QmYSNO8k/f23B7O3OIzCASq1aULVLR0Ahect20vY45oVm7clUazyvB42HBkuWmYtbLlyX9QmCcOsTwacg3EEsBflk/XvM9tz2UvI8AawmMzkJp/AJD3N7/ZKsQaM3OE13K/jUasBqsQWhplLyPr19MWdnoSiua8S8atagIO2cy9q5svKqVongzi04sWoLprzb+xnw14POszwBDW15oYYAP85dygvNOn6Gi1suIOvla6rxvJJkkMn+M5PClMLrtk5BEG5dIvgUhDuEYrWScfQI5YNrlPp0IrucU6fwqFABnVfptZ7gupc7lCH41GhRLBZkvQ6L2unIdY93WadD9vDAnJNTzHwtXjWCyYqLd2vfSxNYL4yAOrWIW7MVq/nu6AFfGnteaPVLeaEXf0vBnJOH1Wy8ro/sk2QJRYGs3Xfu2KuCIFwmgk9BuEPkxJ9E0urwDK7hcIkXMwAAIABJREFUVnmryUROQgLebtZ6wqXxPa9oclcUxf3gU5JAlpF1+suP2Cym5hO4lPfpuukdwDu8FjkJibbnyl8H1ds3RVvOg1Ob/rgle4heT0888YRt7E1Jol+/fiWWlWSZ8lWrQnogGi8DisWMMSsLc37+NQ15VZRskMk9moMlXwT+wt3H9gh20dtdEITbSMGF8+SnpeLnZp4nQE7CKTwqVUTn6elWecVqxZyXg9bLsUe81WQEjabEx3YWJWu0yFqtOtySuYTg0zbeZ/G1YTpPTzwqBJJzKtGtbZdGkiRq3RtFXlo6qfuOXJd13oqys7NZvny5+ve6detITU0tcRnTeSOK0YrGoENb3lMdGcGUnY05LxfFxROpykKSJZDAmCya3oW7lFW5cS83bN++nR49enDPPfcwb948l2V+/PFHevXqRe/evRk/frw6/YcffqB79+50796dH374odRtieBTEG5zloICso4dw69ufWS93q1lrCYTOadO4RPmfq2nOS8HjUc5W4/1otvPz0frRq2nnaTRIGm1JT5i007r6Y21oACrufiheHwibB2PrtfdvUavI+LBaFL3HyUj7voEtbeab7/9ltzcXCpUqEBISAgmk4mFCxeq80NCQpAkicmTJ9O+fXs8PDzofG8Xzlw8w/R1M2j4ahNa/V87vt6/Ar2PD5JGy9p9a+j5Xi8aTGlM6IQImk5twciFo0nOsI3Hmph+hpovhbp8JabbRho4euYo/R57iGrVquHt7U2zZs344osvsF6qXd22bZtaW7t48WLCwsLw9PSke/fupKSk3PwTKQh3CIvFwrRp05g/fz7r169n3bp1xMbGOpRJSEhg3rx5fPvtt6xfv55JkyYBkJGRQUxMDMuXL2fFihXExMSQmVl8ixWI4FMQbmuK1UrGP0coHxSE3s/P7eWyExLwqFQJrZu1nuD6kZrgfr6nnaTVIGs1WO0djgqLDz4lWUbr7V1i07shMABZqyX/bJrb+1AavY8nYQ90IeGnneSdu/N6wM+fPx+A/v3788gjjwDwxRdfOJWbOXMmoaGhVK5cmd/3/07vmD5sOPQT7cLbkpaVxuurppFw4RQag4HUgnQCvQK5t949DGjaF2+DFxsObWTc1y8A4O3hxRMdhquv6n7V1OleBk+OJB2l37wBbNy1kfDwcPr27cuRI0d46qmnmDx5stO+vfTSS3Tq1Ily5crxyy+/uCwjCIJ7Dh48SM2aNQkODkav19O7d282b97sUGb58uUMHjwY30t9CgIDAwH47bffaN++PX5+fvj6+tK+fXt27NhR4vZE8CkIt7GchHgkWYNnjZpuL2M1mcg9ddrtHu5219rZyE7SaJE0MhajbaxPxWIpMWdT5+NXYvApSdKl2s84t/fBHV5VKxLcpRWxq7ZgynPdKep2dOjQIfbu3QvAwIEDGThwIADHjx9n+/btDmVHjRrF4sWL1ea1rIIs5g77hM+GfUqgZyD/z96bx0dy13fe7zq6qu9DLal1XyNpRnP4vo0NOAYSyC4ETCAsZ8ISNryybLJP8vAk+zjHK9eGJfuw7CYkIQuBGELAgBdzGAMGxzYhxsfYc+s+W1d3q8/q6q7j+aOknpF1tTQae8bU+/WaF7JUXVVd3XR/6vv7fj8fy7Z4fuYEAL98x/t4/yt/he5ELwFvgIEm5/315MRP0PQSUX+U33vjvfzeG++lt7GX2ZU5/IqfT//K3xELxPjM43+PbugMdQ7x6KOP8tnPfpY/+qM/AuDjH/84lUpl3bndf//9/O///b/5yEc+4hxn9Tm5uLjsnoWFBVpaWmr/nUgkNrTiTExMMD4+ztvf/nZ+8Rd/sfZ5Uc9jX0h9TVouLi6XHXo6hTY/T/yGG3dle5Mfn8CbSCD7/TtvvIplGJh6Gdm/sVJqljWUaEPd+xIkCRCxKlUEQahVP0V584l7JRwhOz+LbdtbPs9ARzuZ509RyeZQIjsnOtVLfKiPcjrL6AM/YPCtr0WUpX3b90vF3/7t3wLQ1tbGHXfcgSiKHDp0iDNnzvCpT32KO++8s7btsWPHAIjFYrXfDSYGAAh6g6SKKQp6EbD54Gf+A9859d0Nx7Ntm8XlGTqbuhE9Cl/+yVe492u/jyqrfOp9f8ONvTcCMJdxlucPdg5uOL6maSwvL6/b78033wycr77k8/m9XxQXl8uASzkYlE6n1w0Wvu1tb6utetSLaZpMTk7yuc99jvn5ed75znfy9a9/fU/n41Y+XVyuQExdJ3vmNJGhw0h19nkCmJUKxakpwgf6dnU8o5DDEwhtGp9Zb7rRGqIkgSg4g0qAvMPEu6h6EQRxS0smcJbnQ329+2I6/0LabrsGT8DH5MM/uiynRneDruvcd999AMzNzSFJTkLRmTNnAPjyl7+8rldLXh0iu1D0y7WeX+daWBWdTCpZE57/5ed+m3N/8Cz//Rf+tPYYwevFtuGBf/0Kv/2lj+ARZf76PX/F7QO31bZpiznL8MPz5/vMTpxwqqo+n4/GxsZ1z8Wz6mO7n36jLi4vVxoaGvjKV75S+/dC4ZlIJJifn6/998LCAolEYsM2d911Fx6Ph87OTnp6epiYmKjrsS/ErXy6uFxh2LZN9vRJ/G3tqBdUpOqhMD6Br2V3VU/YesndMgws00T01C+ABUlGMC2s1WXUneyWBEHAs2q5JPu2Pu9QXzezD30f8+gQkqpuud1uEQSBnp+7nbP/+G3mnzxJ601H923fLzb3338/6XQagDe84Q01cQnw9a9/HU3TauJ0K6xqBcswzgtx28bn8RNUgxT0Al96+qucSZ7jkeHzS/iCIDKameI/f+V3MC2Tgy0D/OD0I/zw7KMIAnz4Nf+Rd9/2Lr729AOcHDvJK1/5Snp6evjiF78IwK//+q+j7OImy8XlSuSlvLc9duwYExMTTE9Pk0gk+MY3vsHHPvaxddvcfffdfOMb3+Atb3kL6XSaiYkJOjs76erq4i/+4i9qN66PPfYYv/mbv7nt8Vzx6eJyhVGYGAcEAt09u3qcWalQnJ6m+fbbdt74AmzbpprPoTZuvJM1y86k+26qT4IsIVg2VsWZYJfU7Sfewen71JcX8CVat9xGUlX87a3kxyaJDg1uud1ekDxOBvzpz38TX0OYaH99XqqXG2uDRq961at48MEH1/3tzW9+M1/96ldr24Dz2hvFInrq/JK3Wa6AYLP2ituWjSzJ/I+3fZQ/+uZ/ZTw1iVfy8ut3/iq//63z1c9UIUXVdF7zU/NnODV/pva3973ivRxtP8JXPvBP/NXY3/KTZ37C008/zdDQEB/84Af59//+3+/3pXBxcbkAWZa59957ef/7349pmrzlLW9hYGCAj3/84xw9epSf+Zmf4Y477uDxxx/n9a9/PZIk8du//du1lpxf+7Vf45577gHgQx/6ENEdBmAF+0pfR3Jx+SlCz6TJnj5F/Pobd13dy549i1U1iB09sqvHmXqZ3OhZokNXbRCZ5eVFqrksob6BuvdXnJnCLJcpTEzTdvfPoM3PU04tETtybMvHWIZB5vmnabj6hk2X/teoZHMsPPYjOn7uNdtut1cKySVGvvo9Bt/6WvxN9fe5XknYto1RyKOnltFTy1imE4dqlDSqYw1UJxREn4ipaWDbCLLsJBRZFoIgYpSd9CNBFJBUBUGStq6M27ZTSa1WsU0Zf3+A1nddmcLexeViePbxHxGe3X5I52LQjx1kaGjoku1/t7g9ny4uVwimrpM9fcrp89yl8DR1ncL0DKFd9nrC+SX3zaqbu510B2fZHZxcedu2d1x2BxBlGdnnp1rIbbudEgnjCYcozszu6pzqJdjaRNddNzsT8MWXzwS8bVlUVjLkR4dJPfljcufOUsnlMCsGtmXjbUzQdNMtNL2mF9swqBaKCJKI6JERJWlVeDoC1KyaCKKAIEsgCNv3yQoCoqIi+fzO+yuWJHfuDEap9OI9eRcXlxcdV3y6uFwBOH2ep/C1tqHGdl9xy4+P429tRd7FYNAam0VqrrHbYSNwBo5s03SM5te8PncQn7Cz5dIa4f4D5Ib3z3T+hTQc6iV+uJ+RB67sDHjbNNFTy2TPnWH5yX+hMDmBWa0ieDxUSyUkVSV6+AhNN9+Kv7OTwsQEy889gdypIQqqY/YuyVim4fwsezCrRu0mRfIoIAh1NbJZuk1gKEzz665D8vnIPH+c7NnTGKXipb4MLi4uLwGu+HRxuQIoTk5g2zbBnt5dP9bUdUozs7uecIe1nr88nhdEatb2re2t8mmbJpLHg1WpIKrq6rLr9kLOs0PO+xq+lmYsw0BPpXd1Xruh7barUUJ+Jh9+4oqagLeqVbTFBVZOn2T5yX+hlJxD9CiOsM/nMbUyvtY2Ere9gsjBIZRIhPLiIvOP/IDC1DSRQwNEblORggK2KTvJU6vVS1MvY1UtJFUG20ZUPI4Q3eH6WBULURVpfEMzksdDoLOb+PU3IgeCZE48R/bMKarFwot0hVxcXF4M3IEjF5fLnMpKhtLcLPHrd+fnuUZ+bBx/WyuS17vrx5paEdGjbNqzZ1sWZkVHUne3X0F2Kp+i4sGqrnp9ql5MXd92Cl8OBLEquiNYt5l8FgSBcH8fueExvI3xXZ1bvQiCQM/PvoKzX/w28/96gtabt+5XfakxdR09nUJPLWMU8ngiUZRIFNnnR1tapJrP42tpdQTfBVXsaqlE5tnjVHI5/O1t+FoTlOdn8bd1IP58meUv57CrAnJw9ebBcCIwBWxsUQSEHZfdrYrzmMTbW5GC57+ORFkm0NGJv7UNbT5J9uQJ5FCIQGfXljdCLi5XNjZ2nRnsLwdc8enichljViqsnDpF5ODe7IPMcpni7Cwtr7h9T8ev5nPIW1U99TKiou56sEeQJGzTQFSU8xPvq0vv24lPQRDwhCJU8lm88aZtjxHs7mTl1FmqxSKeXUSI7gbJI9P/xldz+vPfxNsQITZw+QzKGFoJPeUITrOsocYa8CVasJtbKC/OkxsdwRtvJNw/gBKNrbupsUyTlVOnKM3MoUTDJG6/DT29SCW1SOjAQSqZNKaZInQ3lB4PYmkWplnFNG1krwKWibhm4bRF5dO2bayyhaiIJH6pFW/n5tVzQZLwt3fga2lFW5gne/okciDoiNAtWkFcXFwuf1zx6eJymVLr82xpQY3vrYKXHxsn0N62p6onOMNG3qaWTf9mlrU99ZA6fYImosf3Aq/PnQd4PJEo1ezKjuJTlGWCPZ3kR8dpuOrS+XIqoQD9b3w1w1/5LmokiL/5pZmAd9ojCqsT6ilsw0CNxwl29yDIHke4nTuL5PXib20jcujweYF4AcXpaVbOnEWQROLXX4MnGKQwOYonFCbUP4SWnHFaHySR0GArDdfEmL3vJMaYAFUBfAK2aSMpqwbwrBefa6JTAHz9fhp/vhk5uPPXkCBJ+Nvaz4vQs6eRfD4CHd0oqznTLi5XPD89hU9XfLq4XK4UpyaxTXNPfZ7gVD1Lc3Mk7njFnh5vmyaGVtq633MPk+6wOnBkmIh+T91G82t4whFKs1PbRm2uET7Qy9z3fkh06BCi59J91AVaGun6mVsY+dr3Gfp3b8AT2P012Qu2bVPNZZ0KZ3oZQRBQ442EBwYRvT70pUVyo6OYZQ1fSysN11y3ZRVYz66QOf48pqYR7O0heOAA1fQS+fFz+Nu7USIxitMTGMUCyBJqOIo33kRpYR7lYIayZKIUE5gLFrYpYFcELMN0xGYFTMFAkETHkL7XT+SWKN6+3fnDgpNk5W9tw5dooby4QG74LJKqEujsxhOJuGlHLi5XCK74dHG5DKmsrFCamSF+/fa+ltuRHxvD396+57SfajGP7PMjiJvnmZuahie8+6qTIMu1ZXezen7ZvZLJ7PhYSVERZRmzVEQObJ4Fv4bs9+NtaqIwOUW4f/fDVruh4WAP5dQKIw98n4O/+LOXLAN+zRJJTy2jZ9JIiooajxMdOoro81HNrlCcnqacWkaNxQh296A2NGz5HjKrVTLPPUd5cRlvU5zmW24GUaQ4NYZVrRDuH0JUVIqTY5h6GUFRkFUVX6INy6iSHxnGrNgUS0sMvOkg+bMTGCmRYHMHlXkdSzfRlrJErmlFbfeitqnIEc9FXwdBFPG1tOJtTlBeXiQ/OoyoePB3dG1oI3Bxcbn8cMWni8tlhlWpsHL6JOFDh/a8XG5oZYpzSVr2WPWErSM11zDLGt7mzZfkt2VVGIiyjFF0rHTqrXyCY7lUyWV3FJ8A4YE+lp98mtCB3ksuSFpvvRotnWXiO0/Q+3Ov2LfjWYZBJZNGT6WorKSRA0HUeJxAZzeS14uhaWjzSbT5JIIk429tJdQ/gLTNUJZt2+RHR8mPjiF5vTTdehNqNEa1kKc4NYYSjRHsPgACFCZGsAwD0esF28bf3o0gCOTGRh27Jk2g+epBjPwKllUmcLiV2NF47ThzD58mdtd1l8T0XxBFfM0teJsS6MtLFMbHECSJQGcXSqzBFaEuLpcprvh0cbmMsG2b7JnTeJsTeOONe95PfmyMQEfHRWWcG/kcgc6eTf9m2/ael90df0jJ8fmsDRztHLG5hiccQZufg9b2HbdVG2KIioKWXMDftgehvAsEQaD3dbdz5ovfZv5fn6f15qv2vC+rUnEm1NPLVHM5POEIakOcUN8BREXBNk3KS0uUknNUiwV8zQliR48hB0M7Cq7y8hKZ505gGQbhQ4OEunuwbRttYY7y8gKBzl6UcBTbssiPDYMNsj+AqZUI9Q0iCALVfI7y4iLIXrKT4xy+4zqyZ57H0HSCnZ3rrokgy1iGsa0YvlgEQcDb1Iza2ISeWqYwOYEwNemI0Ia4K0JdrgiuJNu2i8UVny4ulxGl6Skso0q0d+/LxIamoSWTJO64Y8/7sKoVLKOK5Nu8R9CqVkCUNh1aqQdBkhAlwdkPTi67WdGdpJwdKmSeYJh8adgxqpe2X94WBIHwQB+5kbFLLj4BRI/sZMDf943VCfjuuh9rlrVa/6ZRLKLEGvA2JQgPDiHK8mqPZw5tfBRtcRElHMHf3o433rjjdQAwtTKp489SyWTxt7cQPXwEcdXovzA1BrZNZOCII24tk/zoOQRJRgoFqWZShA4cQhBF5wbp7BmsqkHF9BAfOoClFRE9XgRRxBNe3yMsehxLrUspPtcQBAFvYxNqvJFKOkVxeori1CT+zi7UeKMrQl1cLhNc8enicplQyWYpTk9dVJ8nQH50jEBnB5K69y/7aiGHHNi6irbXSfc1REkGUapVPgVRdHpAKzryDtVUQZKQA0Gq+RxKNLbjsQLtbWSeP0VlJYsSvfST0UrQT/+b7mL4/odRw0H8ic2dCmzbxiyVnP7N9DJmpYIai+Nv70KJRmvvAVPXKczNoiXnsG0bf0sbTTfeXHdLhmVZZM+coTg1jScUInHH7XiCTstCNZ+lMDWOGm/Cl2hzIjJNk9zoWURFxROOUF6YI3TgUO1GozQ3i1mp4Ik3Mf/PJzn8rp9Hmx7DLOsokY0xrKIsY6/29r5YrA1fKQ1xKpl0TYQGOrtQG5tcEepy2WHbbuXTxcXlRcaqVlk5dYLwwUN7Wspew+n/mydx596rnrB9pCbsLdnoQgRZQhCF2rQ7rPZ9auUdxSeAEo5Qya3UJT4FUSTU10tuZIzGG67d8znvhkAiTtfdtzDywCMcesfrUYKOf6lt2xj5XK3Cads2akMjwd4DeMLnp7Vty6K8tEgpmaSSXcHb2ETk4NCuJ7pLc7OsnDoDAjRcfRX+1tbaeWjzs+jpZYJdfbXX2jIM8iNnkPwBlGiM4swE4b6DtaqlqesUJsexdAPDrhI90ImsejBKJar5IqG+ng3nsFb5fCkQBAG1IY4Sa3DCGi6ohHqbml0R6uLyEuGKTxeXl5han2dTM97G7f0rdyI/Okqgq/Oiljht26ZayONLtG25zV77PdcQJBkEAcswarZJkteLqdc/dFQeG677eKHebmYf+h5mubznIa7d0jDYQzmVZeSB79P72psxcivoqRSCR0ZtaCR88DByILBOAFULebRkEm1hHtkfwNfaWlse3w3VfJ708eNUCyWCPZ2EBw8irlVSKzrFyTEESSQyeATR40yfW9UquZEzeEJhlFicwsQIwZ4D617n3OgwIBLo6mbsoSc59PafRU8v4wmHKc4tE+jo2HAuL6X4XEMQBNRYA0o0tuoIMEVxepJARyfepsQlGYZycXHZGld8uri8xJRmZrAqOtEjF2eGbpRKaPMLtFxk1dPUywiisG1splnWUKJ7N1QXJAksyxlGWe0H3M3QkeTzY5smpl6uK95TUhX8HW3kxyaJHj645/OuF9s00TNp/A0KK+d0Jh56nM5XXkf02NUb2hWsahVtYR5tPolZqeBvaSV+3Q3bpj1thWUYZE6cQEsuoMZjtLzqRmTv+aGzSjZDcWYCb1ML3qaWmvC1KhVyI6dRog0oDY3kx84R6OjGEzjfv6mn01SzK9imTSmjEepI4G2IkDkxAYKE6PFs2opxOYjPNQRBQInGUKIxKjUROkWgvRNvosUVoS4vLdZLfQIvHq74dHF5CanmchSnJmi47uL6PAFyo2MEurq2zT2vByOf3dZiCfaj8ilhGwaSxzGalxQF2eulksvV93hBwBOOUM1lkZrqq2SG+/uYf/QJIgf76xrQ2S1WtYqeSaGnUlSzK8jBEGq8kYF7fpbhrz1CbjZDsNOJ4LRtGz2dRpufQ0+na5Pse7UHsm2bwsQEuXMjiKqHxpuuX+eWYFsWpeQ01ewKwZ4BPBfYVJm6Tm7kNN54E2q8mdzoGXyJNpRI7ILHm+RGzmEZFuGBgww/8Cj9b7oLs1x2/ukmakN003O7nMTnhSirGffVXI7izCTFmSn87Z34Ei2X5P3h4uJyHld8uri8RNT6PAcPXtTwDoBRLFFeWKDllXde9HlVCznU2NY2T5ZhOPGYFyFyxbWIzQvz3VUvZnmh7n0o4QiVlTTepkSd24dQomGKM7MEu/cnh93UdfS0E2lpFPIokej5lCH5vJl6/xvv4sznv4kS8KEEJLT5JJKi4GttIzJ4qLb0vRf0dJr0c89jVSqEB/oI9vatE7CmXqYwOYqoKIQH1y/hm+WyIzybW/HGm8iNnkWNxTfElxampkAUkH1+iotZfPEogUSc0uw0SqyB7NlRYkePbHp+gsdTd0X7pcATDhM9fIxqPk9xZorSzHQtT94VoS4vJu7AkYuLyyVlza5GjTfibWq+6P3lRkcJdHddlIgBp0JWLRYIdG5t9bRW9byYYQ1BllZTjjzn7ZZ2YTQPjt9ncXqirqjNNcL9B8icOEWgq3PP52+USjXBaZY11FgD/tY2J1lnE7FiGQZGfoX4wQRT3/8xHbcdoeGqa2oT53vF1HXSzz2HvpzG19JM7OjRDa+/nklRmp3C19KGGl8/YGNoJfIjZ/C1dqA2NJKfGEb2B/A2t65/vlqJ0twMlm4Qv+56zt7/PXpec6uz/9QyamMzVtXA17q5lZXo8WDk8xf1XF8MPKEQ0aEjVAsFSjNTlGan8bU5InSvlmIuLi6b4/4/ysXlJaA0O4tZLhM9vHm1aDcYxSLlxcV9qXoapSKS6t32y9Ysa3VNpG+HIMlYVQ3Rc0Hl0+vF1PW6xaToURAVFaNY2DJ//oX4Ek1knrMoL6fwNdVn4m/bNkahUBOctmmgNsQJdvc4E+qbtEvYtk0lu4KWTFJeXkKJRokfPoSvpZPpHzxJdOhQXcfeDMuyyA+fIz8+hSfop/n2W1HC69skbNOkODeFUcgT6htE9q/3azVKRXIjZwm0OybsxelxBFHC39617trbtk1u+ByS14cS8VGYTyN7VYIdCQyt5LQarGSRfV6kLW581rxErxQ8wSCRQ4cxikWKM1Oknn4Sf2s7vtY2V4S6XFLcyqeLi8slo5rPU5wcp+Ha6/dlwCE3Okqwu/uiq56wc6QmXHy/J6z2fJqmU/lctVtyjOclpwe0zmQmp+9zpW7xKQgC4f4+csNj24pPx9A963hwplIIolhbTt8uRcgslymtRV0KIr7WVpr6DtSej7epiXImx8jXvs/Bt/0skmd3H8Gl+XlWTp4CyyJ2dIhAR+eGbQytRHFyFMkfIDJ4ZEM1tloskB896yQZRWOUktNY1Qqh3sENz6u8tIiplzHyJaK3HeXsPz1M++3XIAiCU/WMx8lPzKI2bu5lCpdvz+dOyIEAkYNDGKWSI0Kf+ld8rW3429rXtVS4uLjsHld8uri8iFiGwcrJE4QGBvc0zfxCqoUC5cWlfal6guPv6d8httIsa6gNF2cJtTZwJCo+zAuEydrEe73iUwlHKc1NQ9tGEbYVga4OMifPUC0U8QTPVwRty6Kyklk1fU8jqSpqPE70yFEkn39LwWmbJuXlZSfqMp/D15wgevgIntBGw3WA1puPUU6tMPHtx+n7+TvrqvJWi0XHOimXJ9DZTuTQEOILRKUzxLSMlpzB39aJEtsYK1nN58iPDxPsPoASiaItzq9WRw9uuBGyDIP82AiC5CHY20sxmXJSkPo6nGOllgj2HKB64ty2ldwrVXyuIfv9RAYPYWgapZkpUk89ia+lFX9bx77c8Lm4/DTiik8XlxcJ27bJnT2DEovha65vSGYn8qOjBHt69uVL0DIMTF1D9m/fi2iWNaSLHJASZWfgSFEUjGKx9nun71ODSH1JRHIwhKlpWIZR95KoKMuEervIjY4TO3KISiaNnlqmspJBDgRR440EOru39QO1bZtqPo82P4e2uIgnGMLf2or32FV1RX72vO52zv7Tt0n+6Dhtt12z5baWabJy8hSl2TmUWISWO+/Y9KbFNk2KMxOYZY1w/+ZBBZXcCoWJUUI9/XjCkdXJ/EXCF6QXXUhhYgw5EKSSyRLs6uLsl75Dy01HEQQBo1TENi1MvYJtWni3qSKLHg+WYWx7Ta4EZJ+P8MBBzLJGcWbLCoMuAAAgAElEQVSa1NNP4ku0OCL0RYgOdXF5OeGKTxeXFwltbg6jVCJ+3fX7sr9qoUB5OUXLPvSNAhjFPB5/cNtWANuyMHW9Lm/N7agtu3s8G1OOdjF0JIgicjBENZ9FjW299HshVqWCJxQg9fTzmMUMSjSGGo8TOtCP6NleRJiViuPJmZzDNk18La003nDjrntgRVmi/42rGfDxKA0HezZsU5iaInvmLKIsE7/+WnzNmw+mGaUihclRPKEw4YHDm75+lZU0halxQn2DeIIhKvkspeQ04b6Dmwqnaj5PeWkRy4TI4CCF5DLVQql2nvryEmq8kdLsHJ5QYNv3jHCFVz5fiOT1Ee4fxOzsojQzQ+qZn+BtSuBv76i7Yu/isgF79d9PCa74dHF5Eajm8+Qnxohfe92+2bfkRkYJ9nQj7rJvcCuq+RzyNpGa4Nj2iIp60b2qgiSvTrsr64SJ5PWuq4TWw5rf53bi0yxrTqRlahmjVEKJxVAbYyjxZqIHB7bdv21Z6OmUE3W5ksHb2Eh44KCTv34RE/+egI/+N93FuS9/BzUSJNDiVA8r2RXSzz6HWS4T6ush1D+w6XFs20ZfXkBbTBJo797S9F9PpyjOTBI+cBA5EMQoFSlOjRPs6d+0QmrbNtnhsyjRBqq5PN5EgpGvfo+WG48iiCK2bVNOLRMePER2eBx/Yvsq/tp7xTbNl5V1kaR6CR3ox9/RSWl2hvSzT+Ftal4VoS9OipaLy5WKKz5dXC4xlmE4fp79AxumjvdKNZ9HT6W29Fbc0z4LOYLxA9tusx+T7rD5wBE44lNPpXa1LyUSJbeQXDclb9s2ZqlYy1A3KxXUhjj+zi6USBRBFPE2ZVj68VNEBvs3FXfVYqEWdSl5ffhbW4kOHd7XiWd/cwPdr7mNkQceYfCtr6E4Pkp5cRlvc5ymW2/ZMibVMgyK0+NY1Srh/qEtxU45tURpbprwwCFknx9TL5OfGCHQ2bPOaP5CSslZBFFAm18gft11aEsZSktpDvzbVwNgFAsIguM2YGpl/J0bIzUvRBCE2sS79DISn2tIqkqo7wD+jk602RnSzz6NGm8i0NH5okW5urwcsN1pdxcXl/3Btm1y586iRKL4Epv7IO4Fp+rZs29CyKzo2Ja54xT7fky6w9rA0XqTedj9sjuAuCq8zLLmWP+sCk5sGzXeSLC3H0944/CP2hBD8qqU5uYJtDvelpZhrC6rJzH1Mr6WVuLXXrdvNw2bEe3vJDs8xrkvfJOmw2003XoTajS25fbVQp7i1BhKNEaw+8CWVejy0gLa/ByRgSEkrw+rWiU/fs5JLwpvnkZkVnQKkxMo4Rhqo4ISiTDz4A9JXHcYUXaEozPl3oS26AQCKJHtq+Vwfujo5SzGJEUh2NuHv6OD0tws6eNPOzc8HV0XHSLh4vJywxWfLi6XEC2ZxCgWiF93w77ts5rPo6fTxI5dXBb8+n06Fks7LSObZQ1PqL5hoO0QJAnbMp1sd8OoVS0lrw9TL9ft9WlbFpXsCjYCKyeeQ5Bl1IZGIgcPIwcCO+4jPNBHbmQU2adSmp9DT6VQYw0Ee3tRYw2XPOu7vLRE+vkTyLKBr7mBUh5aI5sLQ9u2KS8mKS8vODZJWwhIAG0hSXlpgfCgUxW1TZP8+DnUWOOG9KILyY+O4I03UZyZJXHbbZQzOXJTSbpfe1vtHPTUMpFDh8k8fxIlEqnTk/Xl1fe5HaJHIdjdi7+tg1JylsxzzzhBBB1d++Jw4eLycsAVny4ul4hqoUB+fJT4NfvX5wmQGxkh1Nu7r8u/1UIOpQ5RaWoa3qaLr+AKguBcE8s6vySrKM5zEgTsahVhqyVn01w3oS75/Mj+ALaqEDlYfxuCoWmYlTKVzAqZ06cIdXcT6R98USaXDU0jffw4lZUs/rZWokcOgy1w9p8eYu6J47Tfvn4C3qpWKUyNOVZHA0e2PEfbttHmZ9HTKUd4Kiq2ZZGfHEEOBDekF12InklTyeWQVB/Bri4kr5fpR5+m6epDSIrjpmAU8giShOTzo6+sEOrdOgnrQl4uE++7QfR4CHb14G/rQEvOkjlxHCUSJdDZdUkr6S4uVwKu+HRxuQTU+jwP9CMH9u+LppLLoWdWiB07tm/7dBJ8cgR28Mq0bXvflt1hre/TqPV9rvU3OklH5XUCy6pW0dMp9HSKanYFTyjspAz19iEpqnO9n38G27K2rVZapkl5aREtOYdRLOJNJAj19WLq+qaG7fuNZZpkz5yhOD2DEg6ReMXt62I2+9/4ak5//hv44hEaDvUCUM1nKUyNo8ab8CXatvYbtW1Kc9NUsytEBg8jejzYtu2kF0ky/raurR9rmeRGzuFraaUwPkHs6FEq+SKZ4UmO/fIv1LYrr065G1oJU6/ib2+r63m/3Cbed4MoywQ6u/G1tqPNJ1k58RyecAR/R9dFR6y6vLywLbfn08XF5SLIDZ/DEwrja9m60rSn/Y6MEurdv15PAFMrIcieHW2GrGoFRGnfju1MvG/e92mUHfG51r9pFAoo0Rje1ZShFybMiLKM5PNhFPJ4wusruGtpRaVkkvLSIko4gr+9A29jE4IoYlYqzH77exhaGdl36XoSi7OzZE+dBlGk4epj+Fs3CjdPwEf/G50JeCUcQBR09EyKYHfftslTtm1TmpmkWiwQHhxClD01MWoZ1U3Ti9ad2/QUsj+AlpwnMjCAKMssPPUMjUf6a9fEtm0q6WUih6+iNDuDKMt4AvUtI19pEZuXAlGWCXR04m9tQ5tPkj11AjkUItDRhSdUX0KXi8vLBVd8urjsM6Vkkmo+R/z6G/d1v5VcjsrKCg1XXwWsViILJpUFnUpSp5qqYBuACFJQQm3zojQreOIKgrS18KgnUhP2b9hojdrQkUepTbwbpRL2WrIOOAMbre0o0diOrQuecIRKbqUmPk1dR5tPUppPgg3+1laabrplgxejpCgEOtvJj00QO7L3zPWtqOTzZJ49jlEqEezuIjQ4iLhNddbf3EDXXTcx8tXv0vWqY0QHj2wbImDbNsWpccdgfuAQouR8rJeX5jGKeUIHNqYXXYihlSjOzhJo76SaK+Bra8PQyiyfHOHIu/9tbbtqLouoKMg+H9r8Imps657TFyJ6PNg/5eJzDUGS8Ld34GtpRVuYJ3vmJHIgSKCzC88OVmcuL19s4FIOu+/dFO7S4IpPF5d9xCgWyY+N0HD1tRviDy+W3PAIob5e7Crknlkh+6MVzJzh9EiaNgggCKsfYDYIYtb5xBEEgteECd8QQWnazFA8h7dp58Qls6zt69SuIEuYRhUEKM3PUZqbcrwgZQVPIEj08NFdDfx4wlGKU+NoiwtoySSVXBZvUzPRQ0N4wtsPxoT7+0j+8DEihwb27XUzDYOV5593hFpjjJYbb6hr2ruSzSCYWRqGeph/eoLI4NaC2LYtChNjWEaVcP+hmkDX08voqSXC/efF6OaPt8mNnMPf3kFhYoLYVVchCAILz5wh1t+NEjrfMrI25W7bNpVcflc2X6LHs2v/1pc7giThb2s/L0LPnkby+Qh0dKPUmfDl4nKl4opPF5d9wjZNJ7e978C+93JVsln0dBYh3UnqCxPYpo0gCQiquOO0sW3a5J/KUng6i9rhpfENzXgaHRFqWyaGVsQT2HnZz9T2p/Jp2zbV7ApmuUx++CxmuYIcCBI5eBA5GKK8tIS2kNyV8Kzm8xSTsxilIubMNL62dqJHj9UtJD2hIGosRnFqhlBv916fGuA8v8L4OLnhEURVofGmG/DGd05fsi2LUnKaam6FUM8A0cMBJr79OBPfepy+f/PKDa+zbVnkx0fAtglfUN2s5LKU5mec9KIdWinKy0tYegWrauCJRFBjMcxKlaVnz3Dol16/7lh6epnYsWuoZFewqia+lvojYn+apt13iyCK+Fvb8CVaKC8ukBs+i6SqBDq78dTpJuDicqXhik8Xl30iN3wOORjc9z5PgPSPR6keb6OiZxFVEVGpX5gJkoDkkxyrnpkys38zTeyuOOGbIlSLBWSvv65pfLOsbZmisxO2aVJZWXEqcukUkupFlCSU5gR2xcSsVGpLjrKvPq9Pq1pFW5inlJzDrhr4WloQwlG88UbUbeyEtiLc30f6uRMEe7YezNmJcjpN5vhzjvn7wAGCvX117cvUyxQmRxEVlfDAkVpfbfdrbuXcl77D3BPP0n77tbXtbcskPzaMIIoEewdqwtMoFShOjxPaIr3oQizDID86QvhAP+nnT9B8yy0ALD13jlBnK97Y+SXgSnYFyetDUr3kRkaRvOqWBvib4YrPnRFEEV9LK97mBOXlRfKjw4gejxOMEI25IvTlzqVed7/McMWni8s+oC3MU8lmiV9/w75/SaR/mKTwQw+yX0Ly7X1J2PHRlLBNm/R3l9FGigTvMOvuM9ttz6dlGFRWJ9QrKxnkQBA13kigqxtJ9ZIfG0UUJWxFolo4vyQrqVuLT9uy0DNptGQSPZNGjccJHxhAiTlfzuWlBSq57J7Ep7fZibcsLy3ja97d482yTvq54+ipDL6WZqJHjyDtUHVcQ8+kKM1O4WtpR403rXv/iLLEgTe+itP3fRNvQ4T4UB+2aZIbPev4SfYcqG3vpBeNEujsQfIFqCxXnH7gOR0ja2AbFggCgiygNCkY9hJyOEZpfpFAezuy349lmCw8dZKBX7h7/TmmllHj56+Pt3HnSu6F/DRaLe0VQRTxNbfgbUqgLy9RGB9DkCQCnV0osQZXhLq8LHDFp4vLRWKUiuRGhmm4+pp9nUIHyP7LCpnvppF8HkTv/vQiCpKA6BXRJjT0dIWWd20fjwiOkLRWJ9O3w6xUqKSX0VMpx7g+HEGNNxI60L9hCbgWsal6nUn6td97PGBZWIZRu55GqUQpOYc2P4+kqvhaW4kcPLRhEMcTjlCam6nbpH7d+QgC4f4+csNjdYtP27bJnT1LfmISTzBA8+23ooTrE/O2aVKcm8IoFggdOIjs23xy3ONfzYD/0kMoIT9WMYXk9RHo6q09R6taITd6DqnaTOYbJbTxZcBpALYtEC4olNs2FE5Y2GYFQVaxjSrhmyJUGipkkxP4mhrwN5+vcNuWRSWTJtDVjWUYGMUS0UO7G8z6abZa2iuCIOBtakZtbEJPLVOYnECYmnREaEPcFaEvQ9yBIxcXl7pw+jxPEurtwxPcX7uUwvM50g8tYgsm0j7H8wmCgKgKGMs2mW/mSfxSCEHc+uNpreq52ReeoWk1wWmUSiixGN5EC+GDQ9uKcVGWMCsVZM96qyWnQuulWixgFouUkknMsoYv0ULDNddsmUkOTtVUkCRMrbQnI+9AVweZk6ep5gt4Qtv37ZaSSVZOngIgdvQIgY6dRfwahlaiMDmK7A8QGTi8Y9uDvylG1903M/K179P7muvWCU+jXGH5O8PoZ73YlSK2DaIqbvt6GloZSVWxqhVEVaHwbIHCswX0SobG1x5aJ96dqnUASVEpLcxjGRZqU2PdzxXcafeLQRAEvI1NqPFGKukUxekpCqsiVI03uiLU5YrEFZ8uLhdBbmQY2e/Ht4ln48VgZKssP7iEZVeQfSqX5L7VthC8Itq4Rv7pHOEbtp6wNctl5NUld9u2MUpFJ2EolcKsVhxLpM4ulEi07kEhx+dTq5nMr+27srKCZRikn33GMZLv7kZtiNe9X084QjW3sifxKUoSod4eciNjxK+9atNtqoUi6ePHqebzBDo7iBw6VPdgk23b6OkltOQs/rZO1Ib6RJxVrSAaeeJD3cz++ByhvgNIHg/aVImFf5zEKkmIXgnRu/M1cqrMwmph1Eb2KoBAVSsjVr0UflDGmJyj8d8kkMMyemqptuRemkviCQZ27QggviBG1WX3CIKAGm9EaYhTyaQpTk9RXBOhjU3udX0Z4JrMu7i47Ii2uEAlkyF+w437+sFvWzZLDyxiVU3AQlS29ni8uOOYiJKEIImkH17Gd8CPJ7b5sYxyCQSB/PgoeioFgBqPEzzQjye0cyb8ZtSW3RUFs1IhPzGOlkwiSCKS14e/sZFQd8+u96uEo2iLSXwt7bt+LECor4e5hx8heuTQuqEaJ7XqFKXZJEosQuKVd+DZYql8MyzToDQ9gamXCfcfqrt/1qzo5IbPoDY00jl0jImHnmDs64/REDhK9kfLIIAcUnfeEY7YtCoVx5C/VFo9h9UKaqmMEvYjeJwbktm/nCT2ujh6NUOw5wAAeiqNL7H7eFVBFBFEEdswnLYKlz0jCAJqQxwl1kBlJUNpVYT6O7vwNjW7ItTlisAVny4ue8AolcgNn6Phqv3v8yydK6JPadhUkLyXqOoJq/2WHgRBwNYs0g8tkXj7+QqubVlUsitOhTOTAknG29hEZOgwsj9w8V9ygki1UCBz8gS2YVBJlVHVfswVkeLpFPmMRkoYqfUsCh4RpUlB7fKitntRW1XkyEYh4wmFyY8PO56he/DslH1efK0JChNTRAb7V03cp8iePYfokWm84Vq8Tc272qdRKlKYHMUTChPuOlx3FdfUy+SGz+BtSuBLOC4KHbffyNhfPE9an0fyy6uV8fqw9LLTf2kYCBekVZmrledaxKlPwjYslv/PAkpPGOEGGbNcxixX6o7UfCFrE+/bGea71I8gCKixBpRojGp2xamETk8S6OjE25TYlVWZi8uLjSs+XV7WmEWDykIFfV7HzBlYFQssG0GREH0iarOCklCRGzzb9shdiG2arJw6QbC795LE4mWfyGDbJljWJfuitm0LAGF1EkXwimijJSrpMpaVXxWcGWS/HzUexyiphAcObTkUU/9xbar5HFoyibYwD4KIqvRSOWFTfVpGEHPYpo2z+GQjesXz0tsCPalTntGcxCYb1A4vkVti+Pr9tRQnQZKQ/QGqhRxKJLan8wz397H4L0+ixuOsnHges6wT7Osh3N+/K9Ft2zb68gLaYpJAe/eurKrMskZu+Ay+lrZaCIBZMln4hySyHaBqFpEEmXpvTmzTwDZNJFXFKBSQA+fbEqoFDU9gfSVWkEWQLSoTMksPLOC9TgfL3lWy0YW4E++XBkEQUKIxlGiMSk2EThFo78SbaHFFqMtliSs+XV5W2KaNNlIi/0wWfbaMqVkI4moCEJz/nl71VBPktV8IKM0KgSNBgleFkQJbV8zyoyPOsnC7s6z7gx/8gFe/+tXObrcZV+zp6WFycpJPf/rTvPe97910m8pShUpSx7Krl7zqWasK2ja2aWDqBgv/5wShG1VnSb33AJKiOObn87NI6t5zz82KjjY/jzaf5E0f/DWeeOYZfuu9v8EHD/wyZVHHKinIYWq9hLZpYurV9UJPYlVgiqunbaPPlFn8chJRFYm+soHQ9REEUcATjlLNZfcsPuWAH9s0WXziR/jbmmm69WYkpf4KIzjL9MXpMSzDINx/eEOs53YYpSK50bME2jprtlGWbjH/D7NUl8qIHhOvL0Q5k0eUpDpuUmxMXXecBXQd0aMgiM61NqtVbMta7f1c/xgsAyngp3iyQHk5j2dwby0W4E68vxgokShKJEo1l6M4M0lxZgp/eye+RMueVgFcXmRcn08XlysLI29QeDZH7scrWLrlTPwqolM52+LLcnxpnL/54ad4fPgJktkkHtFDU7CR67uv48Pv+TA3vuVm1HZ13ePLi4vo6RTx6/e3z3ONwok8lmGCfemqnuCIOwQBUythWxaCJCGoIn9z/1f5yke/xvj4OJIk0dzczNHDh/mL//s/07jLCoptWeipFKX5OSorK3gbmwgPHkT2O9VifaKK3Q1iSEI0XiCzRQHbsrbdvyAICKv2U7ZhkXpomcLzeZrelEAJRyhMjOzqfGHVOml4hPzYOJIqgyDTeP0Nu95PtZCnODWGEm0g2N2+u7SmYoH86FkCnT2osfN+mqlvL1FJlrElw5nqF0TUSJDySh5fPFITk5thVSoIooAgCphVA/mCBK5qca3quf79bBmG874QRETVpjIuoXbt3j91DVGW3Yn3FwlPOEz08DEn+WtmitLMdC1P3hWhLpcDrvh0uaKxqhYrP0yT+/GKIzg9Ql1+mI+de4xf+fQHKFfLNAQaeM3huwl6g0ympvj6c9/ghkduoLPQjtKq0vTGBJ64gqFp5IbPEjt29SUThuXxErZZRfLvf9XTtixs08AyHAEgiBKioqx+GQn8/WOf5Y8e/BP8fj9vfvOb8fv9jI6O8tDDD1P8zf9U93GqhQLafBJtPonk9+NvbSM6dARBksg/nUOfcwzkBVlAENcq0qIzCb26D6FmTGlTz3UQZBFRstHndGY/OU3s7jimYmBW9LorltriIpnnT4BlET08iL+ji7mHvo+ezqA21FdBtW2b8mKS8vICgc5elPDulqirhRz5sWGCXX0o0fPH1EZLFI5nsaUqkqrWro+kKHgCPsqZPN6GzaMYbdvCrFaR/X4nIlVVzvuDGgaWYSJHN14j2zAQav3MFrZooz0tYtxmIId2/9Xhphy9+HhCIaJDR6gWCpRmpijNTuNrc0Tofvequ1wk9k9V4dMVny5XLvpsmcWvzmOsGE7kZJ09m7qh8xv/+H9RrpY51nGU+z7wOSL+8zZD6WKakq4hqCJ6Uufh3/8On3j2f/HMmZ9Q1DQGBgf50Ic+xPve9z7ELSpamUyGD33oQ3zrW98iEAjwkY98ZMM2n/nMZ3jf+95Hd3c3v/qrv8rHPvYxLM3kP7zi/dx2+A7+ny//LiMLo1zbfQ3//Zc+RkvEmTJ+76d+mdPJM2SKaQB6Gnt4z+3v5t/d+g4AfjTyL7z9k87Pf/G2j/L/Pfw/WMovc33XNfy3t/4ZiWgLtmlsWEb/5+HHAHjPPe/hL//+L2u/Xxg+i7L6PDOZDPfccw+nTp0inU4jyzKHDx/m//6t3+Lnbr8NLTmHWanwgxMn+Z+f/Rxnzp6lWCwyMDDAX334L2mdTbAmJnPlHB/+0m/z/XOPEvaG+PWf+TXeefu7AHhy/En+7Ot/xtnFESqGTlOomaG2Q3zqfX+z5esqCKsxoqZN+qFl1IEglfYVfE3bZ5AbJY308eNUsln8ba1EDx+ufTGHDvSSGxmj6abrt90HOBZGhakxsCEyeGTHXPUXUsllKUyMEOzpRwmffz+aZZPFryax7VXh+YIKp8fvwzZMKtk8anSjwb1ZLjvtE6aFbVnrggKqRQ2P38tGgW9jWyaS7F19blUE0cY2BZYfXCTx9tZdV/5d8fnS4QkGiRw6jFEsUpyZIvX0k/hb2/G1trki1OUlwe1EdrniWIuHTH56BjNrIPmkuoeFAH4y/hSLuUUAfuO1H14nPAEaAg10NLQjCAJnUmd58yfv4duPfZuucDdvfMObOHnyJO9///v53d/93S2P8e53v5svfOELCILA6173Oj7xiU8wPT296bZTU1Pcd9993HnbnWRKK/zJd/4b7/jrd9Ed76YhEOOJkR/xX7/50dr20+kZbu67ibfd9DZedehVDC+M8Dv3/xceH36CNdGwxh8/+Kfc3HsjXo+Xx0Z/xMe+9wnA3nSJNhF2RNqnPv8pXv/61/P7v//7PPLII3hsE1/EuUalUomlpSXuvvtu3v/+93P7Lbfwk5/8hH/3zndy4umnCfYe4GvPn+Ttv/pBHnv8cYaGhnjHO96BVTCZfGxitQ3COd5nHv8sK1qW67qvZT63wL0P/CFTKecaffi+3+AnU89wffe1vPXGexhI9PPj0R9v/8KuspbgVD4rkHk4s2UfrmWaZE6cZP7RR8G2SLzidhquumrdl3GotwttfhFD07Y9ZiWXJXvuFHIgROjAwd0Lz2yGwsQIob6BdcITIPPIEkaujORTtlxaV8IBxyP1gphSwKly2zaix+OIUO95oWmZJmaliuzb2MvrLLmfH2ayqk7alLg6mKaNlnb1/MAVn5cDciBA5OAQsaNXY2olUk/9K4WpidpqiIvLi4V7y+NyRWFVLRa/PI82UnKEzC5E5xpL+aXaz13xbsARdK/4kztrv7+l72a++Gtf4DOP/z26oXOweYAvvvcLSD6JI4eO8Dt/+Dt8/OMf5w/+4A827H9+fp4HH3wQgL/7u7/jF37hF1hYWKCjowNrkz5GSZJ45JFH8KYsHvnu91nRstx64Bb+17s+wWcf/xz/71d/j+PTz9W2/4cP/D3fOfkwC9kFZEkiHmxgKb/MD0//gBtbjmLqem3bv37PX3Fj34389Q/+lj958E95bvo5bHPzftL/9Nr/yEhyhH+Z+DHf+ta3+Na3vgVAX1cXX3/gaxxubKa9vZ1//IfP8X++9CVmJybobW7C5/Wilcs8MzvHzfE4H/2oI5Tf8Y53cN9997HyRIZMdwrTY657vW7rv5W/f9cnEVQfV917LQW9wInZE3TFO6mYjvXPHf23c/PALfQ19aHK9Q/sCKKA5JPRTpdZ+ec0sTvXZ5EXZ2ZYOX0GQRJpuPoq/K2tm+5H9HgIdHWQH50gdnRow99t20Kbn0XPpAh29+EJ1heteSF6JkVxeoLQgYMb0psMrULuyTSiV14Vg1s+Y9RIiHI6iyHLyF4VsLF0Hcnrw6pUEUQBUT7/uhurVc9Nl+oN44L3iHNDI64mXAkCZJ9Ywd+/OxN/0ePBKO1etLrsP7LfT3jwEIamUZqZIvXUk/haWvG3dbhWWD/FPProo/zxH/8xlmXx1re+lQ984APr/v6Vr3yFP//zPyeRcAoV73znO3nrW98KwNDQEIODgwC0trbyyU9+cttjueLT5YrBMiwWvpCkPKUh+rYeJNqJptD5oYnp9DQDiX5C3iC/fMd7efTsY4wsnh9UmcvMATDYOojkl7F0k7YZZ/lb0zSWl5c37H9qaqr28+HDhwFIJBI0NjYyPz+/Yfva355+krA3zIqWZSAxAEDQ6wznFHWnovXs1HF+8S/fhm5UNuxnObfo2BSZ5wXuULgHPbNCCKcSV9DymGUdq2qAIDjXcPV/G5Qw/+DsnnUAACAASURBVPDuz5BuWeK4+Rw/fOJx/vFLX2Jsaoo//W8f468/+lHu//znec9v/dam1cSFhQUAJicnAbj99tvR53VWHkkhqiLSCwYdrum6BhAQRYGwL0xBL9Se55//4n/lTx/8M/7om3+GbduIgsirD72Kv3z3/8TrqW/qXpBEBAVWfpjCfyCA2u6lksuRPn4cs6QR6O4kMnhwx2GgcH8vyUceI3JoYF1V1KzoFCdHESTZWWaXd/+lraeWKM5OE+4/tCGRybYsUo+Ogi0iqTtXUgVRRI2FKaeziJKIbZkIsowgihilEnLgvE2WbVkYegVf4yY9qbYjNgVpdcndNMEG0eM8d0EV0ac0qukqnob6n7NrtXT5Ift8hAcOYpY1ijPTpJ5+El+ixRGhyu6q9y4Xi72tW8qlxjRN/vAP/5BPf/rTJBIJ7rnnHu666y76+/vXbff617+ee++9d8PjvV4vDzzwQN3Hc5fdXa4IbNNm8UvzjvDcZoK9Hm7ovb4mQD/x3f9FUS8S9Uf5vTfeyzVdV194VFpDjpn4yOIoAKIqcXbuHAA+n4/Gxo3xiJ2dnbWfT51ysr8XFhZYWlrasC2ALMvoqRS2ed5aSN5kedW2LR546mvoRoXOWAc//q1HGL73GQ409gFgWdaGDy9lddhGWOvpEwQEWUJSVUSPZ3WaWcC2bZ4af4p8MUez6ufnDh/jT979K7zqOqfXcfHcCPOP/yv/8KX7sW2bG48c5cw3HmLikX8mvDo5XVpcIjs8SueqBdWj3/s+C/8045yTaFM11wtmjyiDIDiWVy/oObyt/zYe+o0Hee6//Jivf/hrdMe7+N7p7/PN57696TXcCtEjY9sWi/cnWX7yGRYf/xGSV6XllXcSPTRU1xS6JxhEjTdQnJqp/a6SzZAbPoUnEiPYO7An4VleWqA0N0P4/2fvvMPkqsv2/zl1+s72ls0mm2TTE0ghIaGXKEWUHkAUVBDUnxhfFMWOgryvyqsg0lQEAREpr4XQSQhJSCB905NN2Ww222fbtFO/vz/O7OxuNgkEVKLufV177cyZM6fPOff3eZ77fqonDCaeQtCzbzfpzdJRdbiSFSWrgHdNC0X34ZgGsqYOSNlbiRSq39dP2NUH1xmYcheWlRmgZDxhJQkB9KzpOqr9HbJaOnah+APkjBlL/vHTEY5L+7rV9OzeNSCLMoR/b9TU1DBixAiGDx+Oruucf/75vP766/+w9Q1FPofwL4GON2Neqv0DRDx74VN93HXFT7n+dzewtm4tp//PWcwZfSIRfyRTN+nBMQw+NftK/lqzkK2N27j8viuoyKvg+Q1eSv2auZ9GlQb/hMrKyjjvvPN44YUX+NznPsfChQtZunTpIVPuvejeuZOcSSMHf5Axg0e42IkERUHPpLy5u5k7XvopTd3N1Hd4dZJCgGM6A46Pa7vIqozcGzkT4Jo2rmEhqSqypiFrKoqq8PDbj7Nk+5ucOH02I6pKaW9uZvGa1QBc/JlrGPmJ8xj16gvw9gq276vj9kcfZtOWLaR6H1CuwOqJ88UrruLr/3MnTz33LHtW11FVMIItTVu55awFzB45E9fxol+OaeKaFsJ2szJPx7JwDINzf34eZdFShkXLELJEY5cXMc4NHl1aW5IVkNOkm0zc9TYlF8/EX1Dw7l88CDljRhFbX0NoxHBSjfuxejqJjKxGPShN/l6Ram4k3dpMztgJg4RfQgiSB/bhdNmIpIrkP7rrXdF1FF3BNmzUoItrmgOslYTrYqcNAgWHVuIL2xpQszrqO5MA+OONf2DOmBMBz1UivqmH/HnvrTc9DFkt/StA8fmJjB5DsGI4yYb9xNavwV9YTLCi4gP5/A7h3ZGxnv7Q0NzcTGlpX+vckpISampqBs33yiuvsGrVKqqqqrj11lspy5QsGYbBxRdfjKqqfP7zn+fss88+4vqGyOcQjnkYB9J0v9XxgSOe/XHauFNZ+NW/8eDiB3mrdgUv1LxIQPNTlFPMFbPn84mpH0PYNseNmsFzX36W/33p59Tsr2FTw2ZGF4/h6jlXcfnUy+h8IwaHCEz9/ve/50tf+hIvvfQSL7zwAl/72te45557sinp/hCui2vZhCrLQe4Tg9jJeDbyIABZ1bh27qfY1ryD17cvYdnuFVxz0qdBknhn7+rMskR2GQCKruDaLo6RiTpKoEdzQPJEJMK2sRNJXMfh3LFnkk4l2Va7mRXrV6BqGhPHj+Oayy/jhi98AYAf3XEH+w8cYNGiRSxevozvfve73HnnndTV1REoKaJw+nF8bfpxjJkxix/f8mN2ttRS07iJqsKRlJaOwJcbzfoMypraF5Hrd1qF63DqmJNYsnMp6/atxxWCspwSLj3+Qk4qnY7R0ZktF+grHWDQNCFERqXt2W+5TVEkx4dr2UiqclTXkr/II6yxdWvxFeaRM3YS8hFrMA+PZGMDRqzNI56HsIHatHI5/3v3Pbz51mr2NzagKRpFkUJmjpzJDad/nrGl1UdcvmtZKLqKJAnSnd3o4eCACKedSqP69ENGfYVws76vve8PCUXCSTg4KQcl8N58I4cER/86UHw+IqNGE6oYTvLAfmLr1+IrKCRUUZkRrQ3hXw2xWIyLL744+37+/PnMnz//qJZxxhln8LGPfQxd1/njH//IN77xDX7/+98DsHjxYkpKSqivr+eaa65h7NixVFZWHnZZkvgwiwyGMIR3gbAFDQ/uw+603pN/599lncLFSSZR/IEjGjILVyAMl9JrK/BXvL8bshCClhUrCZQUg3DoeDmO1aghqQJJkb0aQ0VBWLZnFK5pnk9jb3ca08ROJFF8OoZhItI2vmjAi246XhRU9euZaJeFoike6dN1LxLluriWhWtZCCGBLaGd1IYR60CLhNACOv6ifKLV1YPaLx4JXSs66Hi9HfldiIljpJEUBVlRsXp60HL6RzaFNy0SYaAVUKY2KvMnMiGD3mm9+4SbaQpP5uuWjFzRhVTS4VkOaaqn4Na0bAS473X/9yqOkSaxfz+uLSg5aXZ2nqNttZk6sB+zq4Oc6vGHVMS/8NwzXPrJT5FKpymIFjC7YhaRUIS69n2s3buWH158G1fOPvwDQwiBk0ygBAIIV2B0dqP4fOiRUN82tHXgz49mu0n1h2uZCNfNRrlcy6Lq1nHAwMgngGu6lFxZTmDke7suXMuiackSyt8lIjKEYw+uZZE8sJ9UUyO+/AKCFZWogfd+PxjCu2PNkmWoGwcHJ/5e0M+azoQJg0WTvVi3bh333nsvv/3tbwF48MEHAbjhhhsOOb/jOMyaNYs1a9YM+uyb3/wmp59+Ouecc85h1zcU+RzCMY2OpTGsDus9R1c+OAROKpWthzwSJFlCSND6f00Mu7ESWXvvJdTCdTG7OunZswc7ESfZYCBcgV6Zh9Omo4Y0jwQbJiJtIOs6aiQ8IIIlXCdLPEWGaApAUjRk1Utlu67ATptoQT9qAOy0jXBthOviAEggazpqKISbFvhHByg7dzLCdUm3d9CxaTOp5hid215B1jQCxYUESrw/PSdyaKW0K+ha2QnqeyRmApAkvI7u/U3lJSQ5Yz4/YD190U7oT0tFRkxlIskKaiiEpCiejYzrIgU1pFSI4ReeBJLAtews8T7Ua8c0seIJzO4uj/irGmZXDwdefxPXcTwTdkU9BHEdPE3SVKyuDlzTIFw1CsewEC6ZyK93Tntam/ncjV8klU4zY8YMHvvsIwQ6A8g+7/Ne/1mALQe2ctdL/0vN/o0kjAQjC0fy6blXc8mUC7z1yQortr7BPUseYlvjNhzhMqZkDNfNuYazq0/PEs/H33qCB5f8mtbuVuZNOov8QC6PrHg86/bgWoOFba7r8qdVT/P7ZY9Rd/s+onlRzjjjDO68804qKioOe5qlzGBHuO5Qv/F/MciaRnhEFcHyCpKNDXTUrMOXl++R0GDw3RcwhGMeU6ZMYe/evdTX11NSUsLChQu56667BszT0tJCcbGng1i0aBGjR48GoKuri0AggK7rxGIx1q5dy3XXXXfE9Q2RzyEcs3ASjpdu9/3zHlSOaYIkIb/HrjiyX8Huskls7iFyfPSI87q2jdERI9V4ALOzCzIPYl9eHuGqKny5uSBk6jbVYiVSIGxk3YcaicAgkufVV0qyjOLzYSUSKLKEi0eKkWUk2SNYiiphJQ1Uv4bqU3FtFytloQW8TjfCthGKApJEdI5XByjJMoGiAlL5QaLjpyDrOmZXD6nmVpLNrbTXbEU4jkdGM4TUn5+LJMuk96ZwU+57Om8eqRTZ14OIpiR5EUzlyMtyLQsn7REzNRAYEFWUFAXXspB1H67hkNqdJFgdQvHpR1SR26kk8bpdBEoqCQ0bgaQodGzZhps2KJh+HEIILyJ9MIG1bVyzb5qZSmF2dma3oX1tTT+yayPJMpKq8NaGdTRlRGlfmX8Vvg4Jxza8iLQkEdXC5OoRNu2r4eL75mPYBrOqTqAifxjPr3+Bbzx9K3saa7n1wm/x+sZX+dzvb0QIwRnjT8MnNF7e8TpfrFvLHRf9kKtPupqXNr7Mt5/7LgBnTjiDnnSchTUvDrzKbGfQcfnJiz/l/sUPUhQu4rwTz6ND6eDxxx9nyZIlbN68mUgkcthzLakqrm2jDCmp/yUhaxrhypEEyytINR6gY9MG9GguoeGVg0RzQzh6CPfDS0Srqsr3vvc9rrvuOhzH4ZJLLqG6upq7776byZMnc9ZZZ/HYY4+xaNEiFEUhGo1y5513ArBr1y6+//3vZ+/h119//SCV/KD1/TN2aghDeD+Ib+wGwfvy8nw/EI6NsKyjvolKikTXW52Ej8sZFAl0LZN0awuppiasnh6EK1B8Pq+ziKaTqK+nYIanKDfa2ujZtQepUCDtj6LmDO633QsrkfAipdEIrmlmbGwy9XQCJEVFclxUXcYybFRNyUZAJdlB9etYSQMkGS3kx0kaSCrIuSmECCJJEq7jpe5l3SOpvtwcfLk55I4bndmGJKnmNpLNrXTV7sFOJPEX5kNzIa6hZERO73LuMmr3Aa/7c09ZRrgC6TBBaOE62MkUuC6yrnHqXR9hf0cDP5v/Ey474VKeXvUMX3vqFobllrP8228iHBh/8gTqW+r53e9+x7XXXjt4mUJgxFpJNTYQLB+OL79PVBMZNZIDrywmd/IEFF1H0rUjqtGFEMT37kKP6OSMHjcomi6EwE7E6d61HWN/nwBowozpSCsV9nft57Sfz8tOnzVyJpW5w7Pes0988iGEEIyJjuAni+7mkZVP8OVTb+ShJb/xiGf1qTx02d0I1+UHL93JH9Y8zUNLfsNVs+bzxIo/AHDm+DN4+LO/QdgW1/7uepbsWJo9tgdXZZm2ySPLvBqvqcOmkBvMoWx0GUuXLqW+vp5nn332kMe0F711n0Pk818bsqoSGl5JoKycVFMjnZtq0HKiBCsq0cLvT4T3H48PW3EEnHbaaZx22mkDpn3lK1/Jvr755pu5+eabB31v+vTp/O1vfzuqdQ2RzyEckxCuoGvFUaRuP+j6hNvXAeYoRU2SJmF3WBgNBv4KP46RJtXURKq5CSeZQgiBGgoRrhpNoLgYxe/3aj3fWkHOmDGkGpvo2b0b4Qoio0eRO6GQAw/U41oCWRu8LY5h4Jo2WjiIJMs4pons82HbfeIQSZKQFAnJlZAUxet7r8jYaRM9J4JrpNECOq4AozOOqgfIPTNCvG4365cu4b6nn2XJsmU0NTURyclh4sSJfPnLX84aCgNooSDaqEpyRlVmtssk1dLGt++6nXteuZ9ZlTN44prfeqllNSMuOoS1Ty/BkSR58M1Xlg8pehFC4KRTXjRRUVDCYSRZ5vITLqMz1Zn1SR3wHcdBUr32m4eD69gk6/fiGGlyxoxH8Q+sa1P9fgLlpcT31BEdd2Thj3Bd4ntrEa5Lzphx2TpdITwvVte2sZNJenbvRIvmU5Tf5z+7Y+MmZluFBBU/18z+JMt2rWBX225wBQe6PO/ZMQWjcB0XEFQXegOCtJ2mvbst6w5QXTgqW/s7LnNMDnQewE6laYg1eMvJ97xgFU1lbMFolrAU17ax4okB58NOp2lpayBleRHm17cv4vXtiwbsc93u3UcUdA0p3v+9IKsqoYrhBDMktGvLJtRIhFBFZaZWewhDODSGyOcQjkmk96Rwk84/SWQkcNLpTJ3n0f8kJEnCcVzaXtmDPj6GYxqAhB6NEh4/El9h4aD+yammJhzDoGv7dhSfj5yx1fiLirIP7IJzi2j9awtCHZiGdh0bO5lC0TVkTffaIEoSjuPgZlI2diqJ6tMAL82pCRvTdpFcF0XXsHoSaDlhrzbSttCDYWy1m9b6vezQUsy/5mrS6TSlRUVceM5HUcIRVq5cyRNPPDGAfB4MxacTGlaGZHv7KqsqaiiAa9k4aQM7ngBZ7quFVNWBRL837X7QsTWMFIF+ZRCOaeCmDZAk1GBwgMfmVz5y0+FOEsJxPN/Pw5BPOxknXrcbLZJDTuXEbL2pcJxMmtzGtW30vDxiNZuxhISqKLimjWMYOIaZtY9yTQsrHkdkRE9NK7d69Y6Z/uq929T7T7CXSsuiKJpLa1cnP/vVvTx80fFE9TDf+cjXueWv3/PIpyQxLK8c9sCu2B7UoA9cwa7YHgD8qp+CaAHluWXUddRT274bWZaQNIWdGa/a8txy9JwIFQXD2dW2m71d+/HlRXFSKWo79nrbpCpeXWa/8yPLMvmhfPyan7SV5mcf/zEXf+QjKKO6cSybxuYmIj4/O5/8S5+gq9fKS/MixDImbes3owRD2c+V3vn0gXWyiq5m6leH6kOPdUiKQnBYBYHSMlLNTXRt24waChGqGHGQiHAIR8J/kvx7iHwO4ZhEz4buf9oP0TE9UcV7rfPshUdKTFzbRriC9G6Z4Iwo0QnD0KPRQz40XcsiXreP7p21aDkRcidMwJefN2i+0JQI8c1xUrVJlGBfxMyOJ5BkKdutxjUMJEX2hEmuQJI8w2jFp+OYBsI0kXUNXXEw0xay44IsY8UT6JEQjiPhuiblVw6no93P584+lXQ6zaxZs3jmvl/iy5QhBIdXUttwgGXLlnHzzTdTW1tLd3c34XCY2bNn89Of/pQpU6ZwzdXX8NiixwBYufttqr7pKaWXfetNhuWW8dTbf+Kxtx5nb3sdYV+Y2SNm8rWzbqKieAQIwRUPXs3be1Zx9ZyraOpqZtnO5Xz+5M8wd9wpXPHAVQDcddEd/OKN+4klOzihaiZ3XnoH5bnlAJx0xyns72jgp5f/N5fOuLiv25MQuKaZVcYDdNXu5cCbb7NizWp+dP8vqWtsIJ5KEfT5mTq6mq9fdjXV5RUgSXzr4fv48/IlfPSEE/HrPl5b8w7zZszizuu/5JnkywqyqmQdCoTroPhUtEgERfeh+PVMjakPxe9D1jXSrQe8B3R5pUe8FIXHRhRy4YUXsm7nds558BJOHDmbSDDCyr3vAB4X/OTM+fxlw0K2Ne/gyt9ey7BoGQs3vwzAp2ddga5oXDvrKlbuWcWiHW/y+ae+QkAP8NKW1wD47IlXI1yHT865kiXbl/DK5le5/nc34Dh2NuUuIWVU733pcVnXCUaifHrup3hoya/5zos/5K3EavJG5rFz506WL19ObW0tI0eO7OeiYOOYffWwibq9KP4Asi+AY1nYyRSmeVDNrGnj9KujlfoPWPR+ZFVTM4S1H8HVNGS9n/hL753uRd//XlZtQzg0JEUhWD6MQGkZ6eYmunZsRfEHCA0fgR49ck38EP6zMEQ+h3BMwtifRtYk5t93JSt3v82CeTfx1Y8u+Luvp7fOU3lPdZ4C1/YIp3CcDOmQsw86YUkEi4dxyw++wR//+EdaWlooKCigra0NxzCI79lLon4/aiSMGgpSPHfOYR+GkiRRdGEJjY/sx2q3kP0ydm+dZ04kI2oxvfo5v88TrSgSOG52mbKmI2zLSzWbJq6QcGwXLaDiWg5mVxLV56d4fhmptp1sqN1FW3cnANfM/Qi6I5NTPQ5hW8RrdzDMH6Cmtha/38+FF16Iz+dj+fLlvPzyy+zcuZPt27dz1klnsnFZDevrN1AaLeW8qZ7VRsQf5icv/swTqkSKOGfKObR0t/DXTS+wat9aXvjicwRlX5YsPrHiSaZWTOHC4y6gPFzqpYAz+Onr93DKqLks3fUWb2xbwmd//Tme+8zjyBnCBHikpiuOk05nTp3AsRywUlnymWxuJV5XT/3u3eiKwrzZc/H5fKzZtoVlG9dTH2tl5Z+fxxcMEnjeq/t8ZfXbTBg3jss+8QkqonmMverCAaTGdWx6ard7D9zKqkO7AQhBvG4Xvmg0O48QAjuZ5NRp01j6l7/wv7/6FW8ue4cXNr6IXw9QHC5i/sxLuXDaJzi+eibPfflpz3u2fiObD2xhdGEVV06/lMuPvxDhuJxZfRqPfvJ+7lv+W9Y3bMR2HKaUT+L6Uz7DuZM+gp1K8dHJ87jj4h/xwBsPsWznW5w18UyuOvEKHl/xBxTZK4E4VOemW8//BqOKqnj8rSd47e3XEO8IRo4cyYIFC7Idv3qFcIrPN8AG1+7u8EpQRox4958b9EWeMwTWsazs6/5CL8f0iGx/AutaVobEeq+FMzAam4269iOwsu5F5JXstP5kti+COxSNPTIkWSZQVo6/pJSRI0awb/9+7v3RbVz//76MFs1910GAcEWfd28//OAHP+C2227jtNNO44033vgH7sEQ/tEYIp9D+Kfi9NNPZ8mSJQBcc801PPLII9nPvve97/GjH/0IgGG5w1j+7Tc5d+q5TBw2gWkjpv3dt6V/nefhb4aizwczU18nKQqK7rWn7J+WFMLh2Sef4Z577sHn83HDDTeQn5NDx8bNTJ13Fvubm/nNAw/wsUmTiI4f9643YCWgUPapYTQ+1oDRmMR1bGSfip1KesIVySO+ij+AbFkIFFz6emf3mq4L20ZWFAJhhe62HkISqHoQxzDQT0wTmVhIyMzhwKI3st+dNu9UGt/ZQbrLZNipM8nNzSfZ2MiZo0cRuvIq1u/ZQ3tnJxNHj6Gmpobdu3ez6m8v8ZEx01lTNZf19RuozK3g1jO+CkJgpEweWfYoAJNLJhCSfFRFh/OO6qOxu4mXN73CxVM/nl3/1PJJPPWph7PH6O29q7Kf/eqSu5hcNoFtzTv5xG+vYGvzdja2bGXacK9XPHjCFjXo7+vsJMloQb/3eYY4FE2fRPGMaj5/1mymXXoBK1e+TWtrKzMLctm6exd1DQ10hv2MHz8WPccTUVRUVLB2/Xp0Xafh5dcxu3vwF3hdp1zbort2O1ooTLBixBGI5x6sRAI9nEvXli1Y8Th2IuFtczjM2KoqfvPAA1gHFDpe7kb2ZSLfrotrW9jJJOOjI3jwsp/3nui+CC9e+YNrWcytnstJY+d6BM71yhmUYBDXSHu1wobBBcd/jE+eeCVOOoUaDDH/fi+6PDzXs0ySFIW6n+0esA+yLHPF7PnMP+4yKr4yEjXy3h8jR2s036uQP7hs5f2gt5mDZ6PVn8D2ElbvtZ1KY3b3ZAlsluD2I7UDorEZ0qpo2qBpHsEdSGD7R3D/XaKxn/3sZ/nd734HwEUXXcRzzz0HkBkUe9evlhOlZ1ctb63fwMevux7oq/cGcJIOPWu76X6nEyfuICkQnBAmOicXX9mQsf2/G4bI5xA+NDz55JP893//N6WlpaRSKe6///4Bn0uSxLUnf/oDr8e0TXR1sLrWSaeRDlHn6XXGMRGWlYmkSUiKjBLwZx6Ch35YCBc2rdsEwAnTZ3DHDTditLcjZ9Kt4HWXQVbwFxUdchmDoDn4Z3WTfjUOXSEkSUUJ6kiSjBWPZ5YrkCUJVAU3s/3C9Xw+JUnBtU0kRcUxTIKRIE7aASlO4ESX7rZ9pP98ADXgI2z3HYeNi5Zw6qSpJPfVs+Oxeq9LkKpw5x8e4dGXnz/kpu7ZUENRpTYg1S0cByToSHSQsrwo5OLaNwd9tynZhqz1dTqaPXImiuJZEDmmPaAEY8rY6fg0P5Oj07PTWs0u9Eg464yg6Dqq358lLZLkpY1ds8+30oi1EqwYwTe+fxu/+MUvDrlPzc3NjB8/Pvt+7lwvOgqQM3oU3bW78Rfk41oW3Tu3okVzCZYP96KZjoOVSGDH41g9PdjxOGZ3N8Jx0HJysOUkWk4OgfJytHDYG8z0g6kZxNwur8Y1Y5ovXJGxZtIRlpkdEAGZlH/GVkrTABfXdlB0Dce0PE9SVcFJuaiBAHYyycn/cxrnTf4oZdFS1tbXsHLXSvyan6tnXo6kHqHe2gXJJ6OEj64mW9K0vmj0PxleNNYrfzi8P8G7Y0AdcKZkwLEG2mv1klYzmR7sI9uvrEA4bqbRwSFKCPTB3rGKPpDA9o/gvpsv8T8KPT09/OlPf8q+f/7552lubqakpGTAfHpOlPzpM/HV789OM2Lt6Hn52J02jY/ux+lxkHUJOSiDgMSWOMmtcQrOLyZy/L9/7eh/Us+fIfI5hA8FBQUFtLe3c++993L77bfzyCOP0NbWlp3ei0Ol3VftWcUvX/sVWw5spTvVRUVeBXdccjtzxpzIzX/8Os+sfpbzpp5LQAvw8qZXOGfKR7nrip8ONOZOxxlZMIJPn/xpLj/hMiSgqb2B7//1h6yqW0tPuofcYC7VJWO4/ZLbGV08CtM2eXjxr3l29XPUx+rJC+Uys2omXz/na1QWDOfrf/4Gz671RvzLVrxF4fRpnHbqqSx5s49s3fjVBdyIZ2mxeNEiL33eT8ziWjaOYWLE2km3x7DjCeyUiRgGemU59rYgTsoCSSCEg2vaiEzHHwkLRZWw43Hsfg7skiQhTAMcGQkXpagbt7iVZIdA0VSM9g5EOMCMCRMoysujtaODBxY+y6lzT6CwopJ0T4L2bfU0Gp38eYW3L1++7nq+9YUbWb1yJRd86UsAFJ1wPOUTZ6M/+ZK3bkXGl+fZFGHVogAAIABJREFUB5WGg1mhys+v/F8umvZxhO3tc2Osgah/4INFV3RcV6BmopT978lb67dw/Kjp7GjemZ1Wnlf+rtec1KuczywsUDoMPSc3G32/+eab+fGPf8zatWuZM2dOZr0DHwb+fq0FwyMr6dy2nXRHB4l9u1H8AZy0RUdNjXcO0mnUYBAtHEYNh9Hyokg+hejYiYe1GvLqentItbSQbGzCdSO4KZBUj1BLioKTNjwClznFXpMBG5A8X9fMgMS1hVd/Cp79ltYnQhOOg+IPcFz5ZF7Z/Bo9RpziSBHnTz2Pm+b9P0aFyg7ZgakXruESPu7QTQaOBFnTsHp6juo7xxoGRGMDHywi1z8am62PHeAT65FVO5XG7Y4PiNAOjMhm2sge3OhA71cL229aX0T2ENHao4zGPvnkkyQSCQoLCwmHw+zdu5dHH32UW265ZdC8jz76KJ/5zGey7/0FXpnGXVf9N8cVTefWv36LXS276U5149N8TCqfyM3z/otZC2eil/bV5Ash+O53v5vtwnPZZZdx11134ff76ejo4NJLL2XLli3EYjFUVWXixInceuutA9pLDuHDxRD5HMKHgnPPPZelS5fywAMPcOutt/Lzn/+ccDjM1Vdfzd13333Y772xbQmf+e3ncIXLpGGTOHviWexo3klDR8OA+V7c+BLVxdV8fNoFVBVWsblhCxf98pKMMfdMynNKeWHTy3zj6VvZ3biTr591E//z0s94eevrTCibwPnHn097vJ11detp6W5hdHEVX33yZp7fsJCIP8IFx53HxobN/HXd31i6fSnP3/gMc4fPpLZ5BxsaNlFaUMi5c0+hsqSUqnAuTy9+lUQqxdxJUxldXkFlUQnbfvf0Qb3J+7ZfkqRsj3bhuqgBP+idqNPiiLYwTr0fbBUJBSQX2zHR/TpmIo0vEkTWVHBB2F46WFIE4ak5pOzt5Jw8meduX8NZH5tEbnUVwdIi6l5cQsUps3n0iSe46KKLWLdtG2fccB2nn3wyWiTCO2+/zYjCUgpCOXR1d7Nw0eukELz22mvZbTbamlFzFIZFhwGwob6Gbz3zbfJC+XztIwv41IlX8eulD3Pr09/itZpXCPmC7I3tY03dOhYtWEi57u8N4mX8UD2SJKvygGNz4+P/j5NHzWHZnhUATCgbz/HDj3vXa0647gAS29ubvby8nM7OTv7v//6Prq6uAft0qGUYsZiXKu/pQQv7ia1e7UUaozJyWMNfXIw2apTXYSlDns2uThINdUSrxw8inkIIrO5uzw+2uQnXdrCTJq4t8E3Ix9qqIulepN5NG5lj4YmctHDIq/21vdaiSiCAJEu4RhrXdtGCOq7jGcX3RlZlTcM1TdRgiEeufciLxIb7bHFc28JOJA+b6hZCIMmQc0LuIT8/EoaslgaifzT2g2BwNHagaGtA04Pu9CAC20tqHcvO/OaUQTWvyiEIrKxpPPir+wC48Lzziebmctc9d/Pb3/yGr91886AWrhMnTuSSSy7h2WefBeCmm27Caksy0j+CWKIZ0zY5c8IZBPQAWw9s5Z09q/j8YzeyaMGrhFb2XaPLli0jHo9z3nnn8dRTT3HfffehKAr33HMPyWSS1tZWzj77bKLRKLW1tbz88stceeWVbNiwYUAm41jDf1Dgc4h8DuHDgaIo3HTTTdx8883Mnz+fnTt3ctNNN5Gbe+QH2kNLfo0rXGaOnMEzX/pTdoRuOQMfaGXRUp7/6l/wqd5o+et/+oZnzF06jseufBBJlhhbOJqfvH43j678A18+5UYMywBgQlE154w+naq8ERSE8nAchz27t/L8hoUA3HHud/jo+LNJ22lOu/c8OpKdPL36Wb548vXsidWxoWETI8uH8cOvfNW7Yasqr69bRSKV4opLLuaaa67xUvGZmlGzI0a6vQ1h2wRLy7w0bChE69r1JOoOEB03mryJ47L7JoSg4dU3iBRNxGmVaV/XCDEFyVWRhQquAo6CGlVRi0AKW7h6jKLTx9G5NY7b1sKMC09i04adTDQMgqVFVJw5l/2L3uL0c05jzZo1/Pi2H/Dm8uU8+/zzhEMhJk2ezOdu+hKlkVy+8IUvUFtfz4q33uL222/n6quv9s5pMEjXzhrOm3oWL289m7d2reSJlU+SF8hlwcmf55azF1BVOJI/vPMUb+5ahhCCYdFyrp19FTlqGMfsMzWXZBkJCVd4rRj7R2Junfdf/GzxL+lKdnHKmJO48/I7kd9FACKEwDUNZFkZVDXx6KOPcsMNN7B582ZWrlw5YJ/SbW10bd9OOhONT7e00LNrF2o4jBIMoAb9JJs6GH7+GYcla1aih8T+vUSqqrM904UQmJ2dpFtbSLe0IFwXO21jJQxCFcPIm1yJnhslvquBlvUdCMvta7YgPAKphcM4pmfxBKCGgl5kNJXEtV3UYMBrpWo7A8QbsqripFL01i8L28G1ray4yLUsb1B0mGMqTIFWqKOXHj1hOtqazyG8N/zdo7G2PaDm1TmoLta1LJxUmg3r1rO2ZgMAZ088jrDu4y5gx86dPPGd25k1fhJ2IglA69pNlBRXcvmJp2bJ57ev/izGZhVjl4zsE9x27rdYuecd2lOdTCyfyOq9a+hKdbGxZRP5W/Oz25ifn8/y5cvx+/1MmzaNBQsW8Jvf/Ia7776bYcOG8cwzz/DCCy/Q1NTE+PHjefPNN0mlUrzxxhvHNPn8T8IQ+RzCh4brrruO2267jYULF6IoCgsWLODRRx894nd6I5wzRs4YQEg0ZWAV14yRM7LEE+BAh2fMXV1YhSx7PdDH5PcZc3eZPfzXvK/Qke7i+c0v8lzNXwEYXzqOez95N530qa0nV09HiwRRDJWRBSNYv7+GZqMDPTeKkrFr8uXnUnHWKdnv9NZjhUdWEqkagRGLkWo6gBGL4csvIHfcOPS8/Ow+9dTtI7m/MWPHNHbAvpkdnV7k6fhiJEmiTd5MS3OS8WNGU/fGDkafN4f88RXImky8fi+Kr4BEfZzuvfXkjq+m/sVXmXTWqexcvhkjkMuBJSsZecHZlJ00g/pX3qT6Y2fxwP/ciRbJwZdfSM/uXZidMXInTkYNhthYu4OmtzfSWrOdYVOnYxsGZkcn6fYYRns7WtDg3k/chezz6ixlTcuay1819yqumHFptv+6Y9m4tuORJtPmsaseQlIV1EzUU1KUQeGA86acw7kT5qGGgllfTccwUHw+ln976YB5L515MRdPPR8kCUX34aQc3rrjRYZ/YUpWZX78xIkse+EFrzYz89fw2mvZlLms6zzy8MM8EYkg+3xIkoSdStJdu43ImDEIdw/xunpyRlcNul7tdIp43S5ClVUo/gBGezup1hbSba2AhJO2MTrjhMrLyJ9SSaCkCIRLz959NK9YhSRLKCW52E0+BF4E3LVN1EAAJ53K2oRp4TCSImOnkgjHzbofCBSEsJEGuqdmWo7aCNtGCfhxUmmksIIkyZ5A7QhRT+EKoiflvS+hzBD5PPYhyTKKrr+nLlR/fvxhwMseXPb1ryDLMuMf+iXbtm3j1YZdfPJH30H9ntcRJ7e6iqLpkwn3xPrWpQjctA1C4XfLH+P2l35yyPW0xdsQtsgOTseMGZMtgZk8eTIAqVSK1tZW3nrrLS6++OJD1k82NzcfxZEYwj8SQ+RzCB8acnJyuP7667nrrru46KKLqKoa/PA+GMPyhrG3rY61dWsH9AG3HGsAAe1PPIXrUhYuBqC2dTeSIiMcl10xT8XrV32ECJIbyeWPX/wDlmNT176Pn774M17a+DK/XvowC/qZl2/dW8OIKWXYmsK+Dq94vjyvPNMKdPA2CyGQe+19WpppWbEcRdcJlJUTHTt+kNDE6OwkVrMZ13YpmXvCoId8fF894crh2em6LAjk5yJkB6E6SH4JWZMz9YPdBIqqSektpA4cIG/saHLGjKJr607OuvF8nvvhHzj36hNpXrmOslNmYacN6l5aQv64cvxFJUiyTM6YalJNjcRq1pNTPQ41FCY6shgZkwPL13Bg2Wryx5YTLi8lOm4sflWm47UYkup40RLhRdhc00I4tmdLhYSdMrw0rADhCBRN8bwlVa+lpnAFsqYMIitaOIQVT2AnEl4E0ufDTiRx0gZqOJRN9QnH9kiuqiGrWrazkBw16dhYg5NKD1CZa+Ew/uJiIqNHowaDh438ee0wdxCqGIEvvwDGyLStXU9k1MiBDQFMk57dO1CDOST37yfd1oakqLimS6qlE39xETnVVYSGlWWFQl07auncXosa8KOFdYQDVkErcmwkqt+H65rIqoaTSnmiMlegRSIeeTfSXuckx/XsuKzMvAg4KP3pkUATJMk7NrqDk0qj+H0I4dUCHwqu4aKX6IQmvr8WikPk898HhmHwxBNPAHDgwAGUg66xZ555hrt//vPse8dIYna0IuKdfTO5JkpEwULhufXegP/8yefwsyt/RtxIcMIPZwPe/UGNqkgx7/dVW1tLOp3G7/ezaZMn8gwEAhQVFfHoo48ihOCkk05i4cKF+Hw+SktL6erq+o8S9BzrGCKfQ/hQ8e1vf5tzzjmHiRMnvqf5rz/1OlbUrmTVntVccPcnmFIxhd0tu7nshEu59IRLDppbeJExw+TqWfP5S03GmPuRz1GRW8bCTa8A8OnZVxEMBrjlue9S27aL0UVVhIJhauprAMgNRCnx53HuxHm8uOVVbv3bbSzZu5LNDVuIJWJEA1EuP+FST4l8UDtQ17bp2r6dYUVF7G1o4Fe/fZhtdfuYd845fHzmrEH755gmLW+vxrVcik+c4dV69t8jxyHZ0EjZGadm3+u6TGFRKW484ZGfzP3VNQwEAtnnJ1BahhHrxEokiY4dTf2Lr1E+YSxT5k1j45r9TBgToWtXHfkTxmAn07Rv2ul5fAqBnUhgGxaS4qNz80Zc00EJ5xAozmfspaPp3NNI06rNqNFCouMK0HwOHa93IGkaMhKOYSCERzQlRcVKpEGS0EJBjJ4ksuLVdMqahmOaSKpHVD0i17c/fZCyBNSKx9HCYfRoBCdtYnX1IPs0ZEVGuF4E0DVNnHQa4YLkKmjlLrKiEBo3Di0UGkT+jwQr3kPP7h2EK6vQc700oK8wH1lVSTW1ECwrwXUc0i0txPfuwjEtFH8K13RJNvWgRyNEqiopnjM7W+fnGAaxrdvpqt2DL5qDvyCMcCDd3k2guJDKT5xAutah7a9NOK6VjWEKN1PjqSheo4NMswPF58u0TRJe1yvBIL9OSVURGbIJZAh8AscwvEHUIfw9heMN9oouKu0rAThKSJqGa9vvPuMQjnk8++yzxGJeFPO8c85ByTg8CMfhxcWLSaVSPHTnj/sNNiR8+QWMmdpXn/25b36TsvxiPlNxI8U5xWxp2sY7dav5wV9+yLq69dn5hCPImZULGS1jLBbjpJNOYsqUKTz11FOAZ/ckSRLl5Z74cOPGjSxYsICamhqSyeQ//oB8QHjCwP8ccjxEPofwoSIvL4+zzz77Pc9/xoTT+dMXn+SeV+9la+NWdjTtoCKvgmF5wwbMJ4SLlfDImCRLTK6YxNPX/Z5fLL6PjQ2b2dK4ldFFVVw57RIuO+4iJFnixOoTqO3YxaKdS0hZaQqC+Vx2/EV8Yc61gMQvPvULpi59hOfW/Jm/rvsbecE8Ljj+Y3ztnP+iNFqKk3JQwt5PyrVtOrduIdXagmtY/OBb32LBbbexY8cOtt5/P75gkI9//OMHbbOgdfVahC2IjBxOqLx00P4nm5rRc6OoQa/nuJVM0NbSw+ippcQ27MiSDgAr3o0WzkGSJHz5+WhhP9276yiYMoFo9Wg6N2/jhEtO5slbfoN9QjWtq9bjL8glPLyEnt172PuXV/HlBpAVGV9BPv7CIrScKpL765BVjUjVSGRVpbSwgLzqEdS9uoKO7XsZfvpM1EIbo95C9ksogYBX0xhP4rouqk9DyApGdwI9J5RpF6pjpS30oGfVJEkSsq5llfwnjprN9m+twTRcbNNC1TXUcAi7J+ORqWfENLoCjoNj29kWkbKqISkyblrgHxEgb1oZ6ZZmfO9SX3wwrJ4uevbUEh45Gj2n77uSJBEZNYKuHTtItzVjdsRAkhGOIB1LIesOkarhFEw/Hi3TmQrATiTp3F5Lz959BIoKCJXlIxyB0ZlAUhRKT55NoNhTAytTHNoWJaBNAU/M7tl/+XSEcHHNtGfM7QovNW9ZSKpnsQQMItiSJHu1r9lIrXee7MwA5uBou1cz65J/ZgF64fsXx/RGk7MlFUP4l4AQAmFZ2KkkdiqFk0ryQEYYOnfa8Tz6wx94NdCBIEogyFWfv4G/PP88Ty1ajJxJ37uWQbKhjkJN4pYbr+fhp57hb68vBuBTD3yB74vvkbS+xYb6Dazc9TbfvuBWPv/IjQAoQYXw8ZEs+Tz55JM57bTTuP/++wmHw1x77bX85Cdeyv62225j3759LFq0iFdffZXvfve73HnnndTV1f2Tj9oQjgRJDMWhh3CMwYnb7PvFXmS//D7qygRO2vNFlHUN4dhIqoawMybxmQercFxQJITlABKu6xEeJeAD4fkp2mkLx3Iy3TYkVF1FDwcyEavB2+UkbUIzJchrQZJkAmVlCNfr4140e9a77kvntu307K0HIVPxkdMO+XBuWfEOwWHlhCs9E/D2XXuoWfQOZ1w/n7rFa2jeUMuoc+dQOK6Snr216NE8fHkFAHRs3kjiQBsV887AtSzqX3iNklNOpG1vEzteX8XoCaUYXT0Ei3KRNRkj7qDoOsPnnTwgBS1cl55dtZhdnZk6UI9QGZ1dNK1YS2xHA5HcCpR95ch+BasnjmPZKD4dNRjA6OzBtR30iB8nbSErMq4ARZWRZHBMBznTQtQxTRzDQlYUL6oiy+D2puidLNn2UvQaSCJjESRhxRNIsoyWEeK4aYfi+WX4q3x01Kwl/7gZSPJ7I0BmVyfxul1EqqrRIp4tlGuapNvaSLe2YHZ14hgWSjiHVGMbwnaIjKkip6oSX97AtoJmdw+dW3eQaGgkVF6KrLi4joOVtDG7eig4bhKRqsrs9SJcl7Y1qzGaezDWFIKtgOp6zQVUBTuVxLW8jltq0HM6cNIpFF8As6cHhBjU2lA4Dk465TVM8Ad6p2J193hR6UiY3mtcCIFIu/hHBSm5oux9Rz170bh4McVz5qD4h4zDjzUI18VOJXEyBLOXaNrJFEigBgIogWCGZAay/w8uUXEdB6uzg3R7C1a8OzvYkTU9k+EwCBSV4i8s8URvriD2ejs973T2Bf+EQJIltGKdksvLUKMfxJ312Mfqxctg9a5/2PJDH5vFhAkT/mHLP1oMRT6HcMxBCasofhnhAkcRHHFtO/tAlX26J6bw+bHT6Wy3HwQgk30tayqOaSNrKsJ2cJJpJFVB1lT0kA9Z03FdMHuS2GkT2+hGkiRUv4YW9CPreqa20MI1XeSISs7ESR5BEYKmpcvImzzpXYlnqrmF7l17cdIWw+Ydmng6hkG6PUbhCX3m6vG2GGnLze4/coaMZfwiQ8P62hgGSksxYh101e72utzoCo2Ll+IvyqegooADLQbDRxQjqwo5I0sJVoxg30tv0rRiLaVz+wRekiyTUz2WZOMBYjXr8BcWk26L4aRS5I0dQens6ex7cy1GqgupR0XWJY+ACUE61o2iq/iiYcyunowoBq8W06/iGDay4p0bTxDjZMiOC7KELIFp2mihgGcnhYQQLnZPHMcwUYOBbIrZl5uDnTYwu3qQFR29IEhgVBBJllCDIayeHvTou0c/jY4Yifo9REaPRVZ1Eg37Sbe0YPV0o+fm4goZKyUwYgnUuEVkVBn5U44bZDOTjnXQuWUH6dZ2QpXl5FSV4ZoGjqWSONBGdOxoyk6dM0Ds45gm7WvXYnV3g6aQ8xGN+GIZN+2JghzTq/PsFWbJmjfgQpazxPxQ157rWF4K3DBRMhxQOC4CkGQJxzRRdK/+0027+Cr8FF/6/tPt/dFb9zlEPj8ceFFsM0MyPWLZSzRd00DxB7IkU8+JopSUoQYDSKp2xPuYa1uYnR2k29uw491IikdIZU1Hj+bjujZOvAc9mpclnb2QZImCeYVET8wlsakn21I4OD6Mb5jv36IL1BAGYoh8DuGYhF7uJ70n+Z5Sc0IIr6bPsVH8AYTreK8DAa99pqbjGGlvhJ3pvuMZbXs1crIqe4prWQK818IVaKFgtl7JnxtCkiPYhoXZk8RKmVgp01Mj6yqq34ei+8k/YTSyz7vpJhoaUP1+/AUFR9x+K5Gkde06hAMF06ag50QOOV+ivoFgWekAcmKnkqB5dXuu7WRv0nYy4XX0sWxSzS0ZJXoMPUene9duIiMrKZx2HK3vrCV/ymTyZwZ44uaHGDbtHNLbt+AviBJWFIbPO5m6hYtoW7eFoumTsut1LStjdm6RamxAzy+g8ISZyIpC1649uD0d2KXdaPUjQFFxTAszk2ZXfTpGZzeK34esKliJJKru9ZuXJDIDBNkj0rKEazpooaDXHUoIJFXFSpv4NM1LORsGsl8Hw8pEaKSMUlfKdDnSsLvTpCO1xPdphEcMQ8uJYnV3viv5NGJtxOv2ouXk0rV9O3YigS8vH1n34zopOrbsI1he4llhCYP2tZvJHTuhT/QkBKnmVjq37sDqiROpqkSP+rGTCYQWJH6gk0BJEcPPPWtASh7A7O4mtm4dAi8aHB0/mnDlcMzYCuxtFdhxEyH1mcv3XjeunRF1ZbpLoRwsnBIZlXswIwJzsnWjCOF1P0okkWQFYUoEqgIUX16GrP99+pkPiY7+OegdjNtJL5LZP6IpKeqAyKUvLw8lEEDxB46K6LmWidERw4i1YSfiXoYCr7mBFs3FV1CE2RHD6u7AX1hMePjIrL/uoaBGVKJz8v4eu/8vCPEfJYgaIp9DOCYRmhQmtefdi8Q9EpT2eiX7w7imAa6LGugjjqKfYkUI73ksqwqObeOZdctIkpe6VYN+ZFdgp1JYPQkvkqYp3nIlCQkZPagi/AquC3ba8tLzKRfX18Hul/ZScvx4guWldNfuIn/qlCNvv+PQtmo1ih5AjQaIVFUedt5E/X5yJw8UZmk4BDIpVdd2QLgkm5qx2/djdcfp3tXg1WsW5BOuHE6quQHRliA6thpJksidMJaOTVspPWUOZ1x/DosefoVzP3UCsU215IwahRoMUPnRU9nz/CKUgI9IZRnxvXUkGxsJFBVScPw0lKCfri2b6dhYQ9feZlKtXeRPHE3JidNoe6mZjjdbcU0DPexHwsXq6UFRZRAOdsrKtAbMKNyFNzhQ/T5PhZ0R0ciZgYNAoIdCJGPdaAEdYVvImu61jtR0ryNUxlcwaxVjQd4pJfiPK6Z5xVo6d+ymYOo4rO52Dgc7mSRetydriaT4g6jhXKykS2zzHvwFeUSqKik9eRayppFubyXd2k5wWDnxffVEx1WTaGikc8sOXNsiZ9RIRHEudk8naiTXqwVVTMpOORF/Yf6g9ScPHKBr2za0/HzidfspnHY84coKOrduJVRVRGBWCU1/3IXVKIMKit/Xr4OTiyQr2GlPPHTww144Tuaa9/qTu7aFoiheMwJZRpIVJNmH3WOQf1oJeWcUDhLSfRDIQ6Kjvxt6B94DUuSZ/65to/oDKMEgaiCAL78gG9E8nJXWe4FjGJgd7Rgd7TjJJJKqIITr1SAHQwTLhiPrOqmWAyTqduMrLCY6YcoRSecQ/vMwdDUM4ZhEaEKY9hdbPYWtMvjBJ4Tr2c1k6twkRcZJp+gVTgjXU7qrwSB2IpGpK3LBawSDkza8G6Ys4zouss9L+drJFFokhK6GMXsS2KkUkun1zBbCRZK8FKcS8CFJMr6cTH1TV5oOfT9ta1vZv2YPwVw/0WG5hBNe/+7D3exjNZsQyNiJBKWnzDls1MHs6sYxTfyFfVFU17LQVAldcml5exXxffVYSRMrHidQEiJn2lQCJaUDlykc0u0dpFraCJYUERk1ks7ttaTbY1RNr2b70s24jkW0uorGZe9QMe9UlICf0llTaHjjHbp37iRv/BhKTz4pmzZ1LItURxKrpxt/jp+CCdMAQduq1Rh0oYSKwfR5aXTXRdF1tHAQozsByEiq7PWeT6Q9iyjHxTHS4LqZc02GnLooupbVyFjJNHoklPUQlSTZEyHF4x4BFQJJqCgRlbwzC5B1mapPzCO2ZScNi1bgywsSqkqiBYNemUIyQbqlhXRrqxcpVxUCpRUYHXFim/egBgNEqoZTNGPqABcCs6uDVPMBckaPw06maVyynO5ddciaRs6YkbhWCjPWgq+gCMuUSOyso+D4yYRHVAwW9rgu3Tt3kmpuJlAxnM6t28mfMolwZQVWPE6qsZGiuXPp2bkVZXwM3+hy4m+ZSK7qkXfHRspca72DL+kg2yTXtpEytmSyqmGnUii6AMdFUnSclIOW58M32UAua0dSiw55Tb5fSEORz6OGmxH79I9g2qmkN/DWtL4azGAIX0EhaiCY9aT9e8BJpzBi7Zgd7TiG0VfeoXgtPf3FZej5hQjbIt18ALOr0yOd46d8IKI7hH9fDF0VQzgmIesykek5dL/ThRIYmHp3TdO7Afp0VF0HgUcSZTnTQUbgGJ6C2jOR9FK1wjIRroMkFJSAH9cwvPSucDL1cgqu5WDFE2jhEGrA56V6HRfHdlHDQRRdw7UtnHQKORNtk4SELy/IzAUXEG9q58CqLTSt206qp5WmLS8SKgj+f/beK8iuO8/v+5x8bo4d0d1oNBo5gyBBcEgOJ8/shLWtrS1prNJqtaUHl60XuyxXufzmKlf5QdbrSiWrVLJly1XSxgk7gRzmAIJEDo3QOdy+Od+T/344FxdoNsAhZ4ezDP2tYgHdvLj39Okbvuf3+wZy+8YZOr6f6MjI4M24tbSMVargtnuMPX8ORX+8oL6zskp01zhWqYxdrWJVqritJg3LI59JE5vYhbFQI5DbJKZ3o9BnWXDXAAAgAElEQVQgMjy87cNHT6XRIhrNe4tER4aQFYVMf/o59uUv8dwffZXWzSv4ySyiWKHw+ttIhOv8kSePUrx4CyWWDCOfCgVa84tY5SqKpqBHw9am7voqciRO4fIy+aP7mPxvDrLxb1dxah1QZdyejRDgWQ5mMgKSNGjhgVBTqkbD2kiECDWggKwooR7RstCjBp7jY3wgWFWSZNRYPCSgLQslajL+w6nBylhSFHLHDpLcM8Xar15j5acvkdo7gW/3EL5PZGgYNRbDbrTx2j16m3dJ7Jli4pvPP1IOEbYXLRGb3ENraY3GrTuIAKLjo2hxHWtzNcxL1eNUrtwmfXCW0WeeQla3y0kCx6F65QoIgTkyRmPuLvHdu0jOhPm3jdu3ic/M0NtYxe1YmLkhOmsrjPzjY9i3FNpXmqFm1tTD9V3gD87bA4QE9b4D+b7Zw+s4BK6EFlVJP5sjeTYFwmfzzTcxh4Z+rXTk42Bn7f5oiCAI1+QPmXzCSWa3X50aHUwuzfzQ4OtPIjVACIHf62LXQsIZeB6KYRD4HsjhNsnIjxAZ24WsKPiOTW9tGadRxcjtkM4d/HrsPDt28KlF8okUzfONQZi8CPywFlCSBr3Z9yegsqoi99uFAscBpHAN2w2biQLbDh2ZfVemJMshIQ1E32DhoxhqyH8kCa/dQTFNjFQStxsSE6/TRXj6wNQSuC6e1QVfJfNCDlmVSU4MIQczZMZM5NQI6+/epHZvjV5zkZV37hIfipHbt4vU9BjNu/PIikH64OwjV6++bWNXqvTKFdoLSyBLOLU6Ri5LanYvnmMx96PX+Mo//TaKqoC4CrKMZ/Uws7FHOrklRUGNJ+lsLA+0fonp3dRv3aFXKqNHTQQKCy++ydSeDO3VArmj+9AScbxOh/TuPI3rl2mpGm7Pxus5xCbGyRwJMzMBVl5+F6XTYuKZQ2SPHsHrWtj5u6jWFIqqE0g+dr0VOtYRyIqK27VRdWWQLCBJ4YWE57cB+tNrKexnDwRGKkFzvUzg+9uMPZIsI2sRRGARTC3TKavoQ7PA1h71SCZC4Ol01jeRNAMzl6d6Yx6va5HcM0X+1DRG7vFNPp7Vo3nvNsJTWH/xDcyhHMNnn8AqbmDXKmiJcfTMCJUrt4mOjzL13a+hRiKPvC+31aJy8SLm8DCBF9BeXMJIR8kcDnW2VrmM124Tn5ygvbyA0+wRGUliZFIkZsdIzELsjETz/QrOPQ2v4SJ8CQKJwBYgi9B/5PsQKAhbEAReOHUWKlLCRpuuMPXDLyNr98+nTObIEerXrzN87tzHykP9MHyR+92FEASug9/tbZtk+raFYpgDLaaWTBAZGQnX5NqHm31+W8fmddr9lXoVRIASiRJeFYb1tGoiTWx88sHWw7HpbKzg1O+TzuM7pPNvgS+Q5HOHfO7g0wstpxPdH6M71wbFI3Dc0KSihVMbEYRxMWF8x0Pfc90wNLvbDd3SSkg0JVnG96zwBS5CUbzXs5Bkqf/BHCDrCoHjh6t520ExDfREPJxGWDaB5+M0WmjxWP8xFQLh4keW6RX9sI7y3j2yJ09gZDIMHZrG7dkUr95j/cJNWqU6nfo84s3bZCeTRFMx0qk4vusSOA523xhkVar4to2RzaAYBmo8xvgLz22ZcmxcvkrH8kPiyX3DEfjdLtrU5GPPqzk0glWp0V4tkNi9C0mRSR3cR+XiFRRTJbAsxnYlQYLYcIru6hqxqQn0VAojl2PjjYtY1SrxXSNMff+rqP2wdKfdZe4/vwyyxL7vPUN36S61a1coXVsmfXyazO/PUvj3a9ibHbRYBOG5OC0L1QxCSYSkIoSPJD1MJiV8N0CLKkhBGJUValsFetTEbveIpB607dx3ZysRjeEf5qnfLVK7fguv10GPm1jlErKiYg4NkTxwkPq168haBKtYoVeoYGQT7P79b6JFt5p/Pgi70aR84QJOvUNsYpzRL5/DazVozc9h5IewmzZ2fQElGmHshWcws483UfQKBeo3bpDcf4DuZhG31cbIp4iNjaPoOiIIaMzNkZjZQ2dlgW6hTv7UCTbffo/Jb31lcD9up0LmSyNo30nTuLlO4+I62FF0LYff9hCewLcc1LiGMRrDnDIxxkx8pUX9xiXUWPIh4tl/ruTzmEND1G/dInvsw/XLHxWypuF1Or/+hp9hCN/fpsG8/yeSjBqNDCaXkdRYONE0t0cWfeLHKQReq9mfcFbDi9NYHEXX8aweXreNGokRm5zeYs4LHIdecQOnXsHIDvUnnZ/vKKQd/HaxQz538KlG4pxG+7oFQajnu6/vE76Pb/eQdeOhN73QKIQg7KpWFJAIXe922LATruEZTNDCrMhQ0+k7HoqhIRuhS1z4Pm6rjZaID9ZbXruLrGs4zRaKaSKhMfT7u4jMqnTXV+iur6ImougPBZhrEYNdTx1m11OH6ZTqzP/4ZWorVWprbeqFDus3f0osGyWejxIfyxMdH2NoZg9aMoEkSZQuvE9yz/S29ZrTbhHID97wQ8d+2O+txZOPPJ9CiDB0HUHz7h2cWgm33girFoMAPInI8BCRRJa//j/+ku//zz/EXVmmW2pgt2yq1++iJ2MMnTxMc2EF+ukBjaUN5v7sZUZO7mfqy6f64e4HKbz+BunJNLmjs6gRHf9wGeEESL0kihFBiytYtcYgG19W1UEiAQASaBENSVaQdRnfCU0xXqeNZmp0qm0iqRih4ztAeILYgRjZ7+Tx7SaR0SEktYRTKRI4KbLHTmDXW7QWVuiuX0eNaqT2z5Ka3YXTaNAttVn56SuMnDtNbHxk2/lzW21qN+ZoL68SHRtm4ptP4jRqtG7fQM9kSew9SO3mbXzbxUgnGP/qc4+dWAkhaN29S3d9ncyJkzTmbgMSqX17sIoFImNhU0t3bQ1ZU3FqZZy2TXLfXup35kkf2ofad8j7Vjg505IpJEnCbleQMz0i4xnyJ3cNXjOV98+TPXlmyxTT7fgIITBy26fvAMl9+yi9/TbdQoHo6Pbig4+Lz8vaXQhBYNsfmGD2I4v6UVL3tZh6OkNkbDzUYv6WJsi/8XEHAW6rgV2r4tSqyLqOlkihJpJ47SZOs4as6UTHJzHyw8gPEeLA7ZPOWp90Hjj2d/7zfJ6w43bfwRcOQgi8uoezaWOv27glm8AJG1MkTUaJK5iTEfQRHW1IR9Y+2Sv0wHVp3LmDVSqR+eYMjV/ZDEKvfW+wopKUB+YK37L62igTWdNw2+2Be1cEfl/fKRAivHKXVDVc12va4GuQkPoRiZKuETguXqeLGouh6DpySsFptsOg5K6LkrMwZ3f1zSj72HzjdYxcisata0THJwdkQPg+dr1B6/YcybxJxEjjo9Lr+DRWq/Q6AZ16jdJCncTQBtnZXWT270FPp+kVimSPH912jmTfQ088mPoFnt9v1vGQzZBwu+02XqsV/tnutwEZ/Yoc38Uul1FjcZIHD+LbDrVrN8hMTmLm8pz47jle+lc/4ev/8Fnqb71HEMD4c2dI75/pH4DM8s9eRcsPsX7+Bvt+8DzZfeHE1e30WPjrl0jP7iYxkaN2+X3keJ7y3D2O/OMv07lRpfu+QdDzkXwJWZNwWy6KokEg43pO6G4XEoELMjLIAcL1kU0DgnDKK8sSdr2DakSQdYn0NyOIeJXyxduo0Sjm0DBGfpjy+5fplddpza9jZNMkZqYYPnuSXnEDr9UkcFUyx46TU1Ray+sU3riAmc8y/NSJsAa0Vqd+8zbdzRJmNsHQk8dQdIP6jatoiSTJA0dozi9TufY2mUP7GXn6CdZ+/qvQwBbbPkUNXJfq1asIzyN76jTl9y+hJxJkjh6i8v67ZI6eQJIkAtelefcu0V2jeO0OCBXFNPE6XdIHZgf3Z1fLGJn84OKst1lGxicyPPzgNrUqajyxjSw4jXooP3mEsQ/CC4LMsWNULl7ESKf/1vmcnzXyGXje9glmt4tnhXKfh7WYRiaLEo2G702fomxKEfg4jTpOrYpTr6GYEbR0BjM/hNOoYVeLSLKCnskTHdu17TkSks4CTq2Mkc3vkM4d/K2xQz6/4HCKNs13G3SuthB+mEMk/FAHyUNvnsIXdK60QJZCzd24Qepchui+2G81hgWgt7lJ/dYtzKEhRp55Jsx1XNmge6eLpAeDIGRJlkP9lGX32SKo8TiSJIfaNtEnkJ4bmpI6nf7kU0LWw1V94Dih+1fVUITA7VqoER0lYvannHrYN65Y4aRTUdDTSZx6G2SIPgnLP36R0WeeQHgOajRG+vBx7EqJ9tJ82BjScbBrDRQzNDApeoTo7AhDT54CwHc9yreWKFy8TX1hg24roP76HOr5u2THE0QyMexyGXNoaPCGL3wfVYH0aJ7A88L8yYiEairomkTx1VeB8Hxo8Th6Ok1sYoJACLorq9jVCloyihLPkTt6MLxPIahcuoLbbGPm8hx4epbqxassv/gO2QO76RVLg7pHgMzhWcrX7tKt3OX4H3+PSDaMfHI7Peb/8pek900z8mS4qhUo1G9eZ88LR7DKGyRP7EM1XKovFZADEyxQBAhPAILA9/uPIkEg47fDaB4RaAQOYRZoVEU3oniehbGvgzpm4akJIslhkjN78Xo2rYWVsDVKAtVUCQIJI58ltW8PCIHf7RA4NpmDRwYa2cTUOLHxYSpXbrL4lz9DT8YRvkdq/16M4STCcbCKRdRolNTBI3QLZdZfeoPY5DhT3/06ap+cxXdP0rq3QPb4g3xUALfdpnrpEkY2S3RyiuJb54lNjJM+dIDmnTnMoRG0RGhuas3Po2dSeN0O7dUSYy88x8bLrzN89okHVZVBgF2rkJw9OPjatzooMRXzoWmmXSlj5rY7161iCYSE22g89jWpp1LEJiaoXb9O7vTpvxWx+jSSzzCyqBdOMLtbJ5nC91EeavQxcnnUiX5k0ae4IjTwPdx6DbtWxW3WUaMxtHSWaDyBXSlhFdeRkFDjSeK7JtAise334br9SWcZPbNDOnfw28MO+fwCQghBd65D440a9oYNhO7yjzrNFELgbNgU/6yArMskn0yRPJve5kr/uPAti/qtW3jtNtljxzCyDz44c98bxvrTe7gNFy0ZIfA8AtsJs+UiEQLHQtbNweTHd2xAPIibkcPbOW5zy2NKqoqwLZSYgd/roWj3J6kOSjQSru9VFc+yQJZDB70vUM0oxqke7c018scPs/n2+6gRGTM/xMbLr+F1OuiZNHoqhhYDM7+b1vI68ckpuhtF8qePD45B0VRGju1l5NhenHaXzct32bh4G7vZoV21aGy2KcyViGUjZPeOEsllwklGy2K3GbD5yiuosRiaqeC5PsKIMXT2FLKuh1NXIbCKRRpzt/E6HWK7p0ju30fj5hW664UB+UQIjHSM+u15GovrNO6usGt2lDdfus0f/OF3iVcrrL/6Nrt/72t0SzVu/aeXSO+dQNcCKhevs+srT+P17O3EMwiY/8V7pPaM4RU6OEsRmqXNfguTg5pQwAfhykiBjPCC0GRGeEEhDapM+w1VASAkAstD0gLk4S7GTBotaeC2OnRWNylfvEXguCSmJxl/4Rx6JoVVKlO9dJn26jqB5xHJRUFRwvpIIQaPcj8Y3qlW0eNhL73vg9dtIBwbNRojdeAgbsdi47XzqBGT8a89i5HeWmGZ3LuH9ZdeJX3oQL+NCXrFIvXr10nu24caj7P5+lukDuwjOTON06hjVyvkz5wFwqzRzsY6RjJKt9Qid+o4rflFzKE8kZEHJNJp1sOAcCMkvVa1gRYzQBL9Kthweuc26yT27ttyjEII7EoVI5fFqdfDgPrHGEYSMzOUzp+ns7JCfOrxebS/DtLfUc6nEALhuVtc5A9HFim6MegnV+NxzKHQUX7/dfRZQOC5OLUqdq2K12qiJhIYmRzm8ChWcQNrcw0hBIoRJbF7Fj3zaKlF4LpYpQ3sahk9kyN14OhAV7+DTwb9YJYvDHbI5xcMXsuj/KMivXvdcG35G/SnS5KEZPYbXDxB/bUarQsN8r8/QnTf9qvnXwchBN21NZp37hCbnCR77NgWfaMQgl5xkejTLdqvxnDrXeSIghqLIskKvm2HmkA1DMwOXBfhhhl0qhkJw7OlMFQbIRBIg1e5dL+GEECWkTUFt91Dixnh+dFCnagfyHjdLgQSCJnMN5MoIzriXorNt99DixkIX6K7UQozHCd3DSZTvutQfvddIrkETr3M0NlTj41H0eNRJp45xviZA1Tn5ll94zKdutt3ggf0ilW6m1VUU6VQbTNz+gjZ2RkUw2DhX/4/4cXA/lQYi+J6tFdXaS8toeg68endREZHB8elpzK0N+q4nS5aLIpvWwhk7GqNIGgy9e3nSUyOUZfjvPxv/obv/o9/QHe9wNJPX2FzboO9336aoaN7CTyf5Z+9yvpr79Ja3SSzf8+AeAKsvHoJ2TGQr6XobNogJFD6NaaGFLrYhY8Sl0EKCBwfWTXxOjaBHxAgMOIxED6B7yMpYSyTpKooWhS/KFH/UYCWFwTDdfScjp4wSB08SmRkZHBBEhkeInPsKLVr1+isrOLUYkx86wXad2/jtZpoyTTt5TXqN2+DJJE5vJ/ornGcepXGrZs4tQaSFiE2PU75/Wu47S75U8eI7hp95GtIjUUxh/K0l5ZJ7N1Da36ezsoKuVOn8B2XzTfeIXfyOLFdY/18z9sk9u4bkL/63BxGMkbgSxiZLHoyQenCJSa//bUtj2NXSxjZB2S0WyijqNIgyxPAqVXRkqltxNJtNQn8gOjYKJYqY5VKRMfGHvnclGSZzLFjlM+fx8jlBukGHxeypn2ibncRBNs0mPf/hIf7ySNowyOP7Sf/rCBwHOx6aBjyOm20ZAojlyc2NY21uUF3YxUR+Miqjjkyjjk8tkXHueW+PBerWMCultDTO6RzB58cdsjnFwRCCDpXW1R+WiJwxW9EOh8FSZVQVIXACdj8/zaIHY6T+87QR56Cup0O9Rs3EL5P/syZwbpxcNxBQOPWDdxmE6fXI/G1CN034/idoK9v9Ak8N6xpbLf7fcJhLWOoCVUQjo2sh091EZ6MLa1HIWn1Bh+KiqYiAhC+i2JGcNttFF3D7zp47R7qgTrt+hKmkiU5M0Vi7zQbr7xDZGSUyOgQxbcv4nVt0gf3IkkStWs3kVSDzmadxNQI3ZV5AmsYc2RsIAdwWy28dnugzQwPTGb82CSxqSk61Q7luVVWrq8QzafQoy4L8yXUxmUql+bIzI730wAiCM+nfuMGnfUNzHyO7IkTGJntNZJGNk90qEpzYYXIUIb1l9/BaYf97F6nTXwiNJec+S+/xP/7P/2f3HnjOtRsglqF2W89Sf7o3v75Uxh95gnm/+xviIzktxDP2t01aq9UScpT2J6FEtORFbUvl7BQNAVJVQncsI9cMQyE30U2JDTdwOv2kAMQdJE0NUwmeEjnKzwfWfbwvQDRjqG6h8gcy6NP+3SWl+iuLhObmsYcCjNPzeE8RiYVyiEcQeGN90jNjFG/fY/eZhU1GiF74gjRsRHcRp361Uv4jo0aj5A6fIzNNy+w/qs3iI2PMfntrw4mmo9Dct8M5Xffw2018G2b4aefplcqU716neGzZwalAd21VWRDx8yHJNKu1QisDmo8QW9jk13feIHCa++QPXJwS8C9b1v4vR568sHvt1soIfk+WvqBw96ulDDy21fudq1KYHuYQ3kkCaxi8bHkE0CLxUjs3Uvt6lWGnnrqNyJs919v9yPUfhNs7Sd/aJLZ7eE79lazz8foJ/+swLet/oSzgt/rhn3pQ6OoM0mcSpleYY3AdZAkGT2dJTI28aDx6xHYRjr3Hx1kwe7gd4cdw9EOPlcQgaD6izLNdxshWfxbrscfBVmXQ4J7o429ZjH2j3ahph6vDRJBQHtxkfbSEomZGWJTU9s+FOxancbcDQLbwRwZI3tqOoxQOuKx+R/XsVe7BMJBkgnjS2KhG95tt8Jj6k95ROD39XzhajUAHuKeIflxHJRoFM+2UUwDp9VGjRih5isQ+G0X2VAJdq0hZwNGn3thkNnYWlgkc2A3Vq2DO7/M+NeepfjORTrrBRJTYzjVGko8gZ6Ihy03zQa9QoHuxhp+z0FW9YE20xgaQovHkTSNjRdfJn/mOEYmTXwKRk4exLMdStcXWHrlAnlPRo7G6XU9Sj+/igz49Ta1Gzcxjs0wfPapbWT+YYSTMInqjTmcepf4rjzDTx0mMT3D+ouv0llZIz41gaIqPPcPvsydv3iF8eMz7P7W82y89g6pmQm0WBS302Ppp6+QOTRLe2Wd2q17ZA7upX2vwca/WSNuTIAWoKjKoGJPCInAE8hSgHAdJElC1o1wNUpYGRiSE3DdAE3W8Do2iq4SePZgR6XEoqjxGN1KAyEHSDKUf1zCnIqQ/8ERAtGhs7RAZ3mJ6MQkdq2MOZzHHB6lMXcbu1SmsLGBFjUYfvpJIkM53GaT+rXL+JaFMTSMaDWQMFl/6XUSuycYOnOS0vtXWfrJS4yee4LI8OMD2BXTQJIEgesx9NRTNO8t0Lw3z+iz59CTYSKBb1m0V5bJnTo9kEk05m6iGDqtxXVGzj1Fd30zrOmc3bP1NVItY2RyW0hgr1zFjEmYQyHZDDwXt9Ukue/gtuOzNovIuh6mOQwP07h9GxEEH0oqY5OTWKUSrYUFknv3PvZ2j0NoApQRnof0a/SDge9vNfls6SdX+hPMkGRG05mB/OCzOsX8MHi97oBwBo6Nns4SHZtAS6Zwm3V6hXW85XuAhBZLEJ+eRYvFP/Q+A8/DKhWwK0X0dJbk/iMo/bzkHezgk8QO+fycQwSCyo9LtC43kQ05NBJ9QpCkkNj6TY/1f7vK+B9PoKa3f7g4jQa169dRDIOhp5/eErwthMCp1WjenSewO6ixGLnTZwZ5h1alTG9jA3l/FS0Ww7kVQVYMZE3uu8pDLZncd64LEfS1g+HfwyDM0NQyOG5ZIfB8vJ41MB6ETmM/DDtXI6gTAnmiSOrYUTbfeJfCq28y/tXnQZZpLSyQP/MEWjxO8cIV1n/1JkOnj9DpSwkUU8drVFAjEaxCATUeJ7prCklTcaolfMsiOjaKns0NCLhVqSLJMvoHdISqoTN2+gBBt8jb59eY3TPG+oWbYTC+6yMFEpWlOp67QHV+nfSeMWLjY0SGh7cYBQLfp/zelTCzNKIxcuYZJMkJia8kkTl2iMr7V4hNjFO5tcTGyxfQR/KsbnY4PD5C5vB+Nl59h9Fnnwpd7X2Np9PYx+KPX8JZlaj/so2mRFFiCsJ1kI0Hv2ev20PWFCSZfrA8+L1O6LqWwummrMhhDWogkFUZ4UthBBZgpBK4rfYgfFuPR7DqHfRYBFkR2Cs91v/VCiM/HCdz4hR2uUTz7lw4CUpmscp17EYHWVFQozE8x0aSBbXrV/E6bWKTu1FiMerXrtErtdCTCSa+/jx6KiSMU99+geb8MmsvvUFsYoyhM8dRza0f2la5TO3qVcyRUex6k9q1m/SKRcaefxY1+uBcNO/dIbZrF2okdMV3lhaRZHA6Honp3WjJJIXXzzP67NktpEqIvtFoZv/ge263h6KGBO++2ciuVtBS6W1Sj8DzcJotIiOhI14xDLR4HLtSGRDXR0GSJDJHjlB86y3MfB49lXrsbR+H+6YjWdPC15xt9cnl76af/LOAQctQv9ZS+D56JktschotkcS3LLrrK7SX7vZ1nBFikzMYD72PPA5bSGdqh3Tu4HePz/erdwfUXizTutREjvx21uwfBbKp4Hd9Nv79GuP/ZAIl3l+Teh7Ne/fobWyQOnAg1B/2jyk0xZRozc/j2w5qRCM2MUlseg9+r0dzZZleoYBiGETGxjBHRmgZdxn+6hEqPypjF2wkwA8ckKQtrvDBh65gQEJFEOD1whB6EQT94xChVrLfCe82u2hJnciJHkPfOkLxzSpuo0Hm2CEat25TePMdIkNZVNOkt75Os90m6LbRIiobb7yHkYoQGc7TWS1gDg8zdG57raKZzeG2mnTXlukVNwbxTJ2VVWKT27u/7/9MiiRQFdCDBvteOEigxbj156/j+wIjFUdPZ2jVWhTvXCUxukw0pZPePUp0fCwMvX/7Mr7rM/rUEXyrhV2ro0UlzKEw2zIyPIRs6Cz8+BUqC0WO/vBb6Nkk/+F/+NcsXZ5n6vgBOqsbLPzFz0gf3DdYteupBNnRM1T/pgxygJGN49tWXzcW/iyB6/aNLRpC9PW3UmgmUmNhrWaYoegQuD6qGl483K+3tKoNrFoTRVPCPEXDQDMNeqKF57iouoZkhlKQwv+9Tv6/yuN5GxjDY/QKZTbfuICWiDBy9hSe7dBdXSHwoH7tKvGZvaQPHaZXLLHx8htIKAw9eZLY+NZ8S0mSSO3dTXxyjPL711n4879h6PRRUv0YqvbiIu3FRbInTqAlEqz85OcQ+Iw+/6Ut60+rUsbrdkgfCh3xvm3T21xH0qMEjQaZIwepXLxKdHx0WwuW22yEJhnzAZHtFsoYqSjCDS8kAOxyicjI9lW606gjfLbEMZnDw/SKxQ8lnwCKaZI6dChcv58795Fc3w/3kwshaNyZC2PTBv3kfS3mJ9RP/lnA1pahCgBGJkd8zyxqLExd6G2s0V68hwg8ZEXDHBrDHBn7aL8D38MqbWKXi+ipNMl9R1CMHdK5g989dsjn5xjduQ6Ndxq/NX3nx4FiKngNj9JfbDLyX49jVyrUb9xAz2QYfuaZwQewCAK66xu05heQZJno5Dh2sUBkLDTsVN5/D9/qERkZJXvyJFosTuC5lN97l9T+gxiZCGN/PEHvTpf6GxW698L6Te4bovqtOL5jh7pCETxkNlJQogaSIuPbThg67ykIX0Y2BfpBj+hBFyOj0VtbITE9Qfm9K0SGcxipCE6thluvE5vchRKJbF2Zv/I6nfUKgVcmuX8Wp95i+ScvMvbcWYzM1knR/ZxIp1Gjs7qErGlYxX6F6NYAACAASURBVCIjz31p23m163Va8/eo1zoMjSQZevosWixGr1xGj2gkpifR42bolN+skZ4exUhEaRTKFG9fw4jeQlUgOZlj7PQRIsPDNG5dpTG/Sno6P8hwdJodass1zAic+JMfoMdCgvPVf/odfvWvf8If/q//iF61hSRDYvIBMWu+16DxSpsAD1mR8O0wBivsEPfDaCvHRTXUUJrbn4DdX8W6rXY4CQ0EkqogqTJOz8N8aDouyRJ6Mo7TaOO0upiaiiQrGPEITruHmg0vPMJQeo/N/7CCfrKLxwrJvdNMfu8EfrdNe3E+nL6pEqDQq1vY1+ZpLxforG2QOjBD7tiRD13hKrrOyNOnSO2bZvOt96nfnic2kkb4HkNPP42sqhTfuYAajaLFE1uIZ+D7NO/eIbX/wOAxGreugyTTXt5g/CvP4TSatJfXmPy9r217bLtawvhAdFK3UEaSBGgakiyFushOGz2zvWHJrlZCSUv+gWwgMjxM6fx5xOHDv/Y9Izo6ilUs0rx9m/ShQ8Aj+skf6im/X9d4v7BBiyeIjIx+Yv3knxUIIXBbTZyHWob0TI7k7EGUSDRMJCgXaS/NE7g2kiSjpdJExyc/8rQy8D3s0iZWuYiWTJPcd2iQjrCDTw++QJLPHfL5eYXf9Sn91SaSKn2iq/YPgxyR6S10KfzoOlKqSvrwYcx8mBMZeB6d1VXa84uosSjpQweRNIXmrZvIpklrYR49nSG+e3e4RnqIADTv3cXI5jD6MSGSLBE9EMNXC8hTXbyNOM6ijXD8cNUeSEiqDKoChNpU4YOsaAS2QJIDEDKB5RDbF0OfEfh6GVkz6RVW8Ho6WsxA1qPEd0/QXlln9Nmn2Xz7AsKxUcwo8d27B8dXvzWHoqlkD81Su3WPXrHK2PNn6ayus/rzV8geP0T64OyWD3dJkjDSWfRUhubdOxi5OL2NVaLjE8i6Qa9QoL24hO84RIbzbBZbHPzmCwPHsdNoIKuhISc+lmP/976E27UoXp1n4+IcnWIdTZdAVrADicJciW7rEtGESnIyTyQTJQgCZFWjdm+V23/xKuNnj6D4bazCJvreaQB2n9zLxKEJ5v7jTxh/8gjx8SE2Xn+H6e99g968Q+UnRZxeByMdByHwur0w37TTCcX0fXmAHgvNYIHrISER2G64XtdUJDkIzUWKHF4wfACSEl5MGZkkdr1Jr9JAj0fRYhGsjcpAsxi4bqjZ9cC9mmbsj48SmUrgOza9ep3AddFTaZxOG+FaSMLHrddwm3VGz53+WHFCZi7D+FfPUX7nPN1CCT0/TOB4FN86j5HNkD9zmvWfv4RvhZpigM7yInoyOXgedzfW8Hpd7IZD9sghtESctV++Qvb44W3TKd+x8bod4rtnt3y/WyhhRAVqIrzACaNysoMM04dhbZZQ4zFk/YEcQ43FwoKGRmNLS9fDCPvJw3OrZzM0b9/G63ZABNv7yRMJIkMjKNEIsvYgssjrXUKLxQfT2S8aRBDgNhthrWW9iqwbGJkcyQOHB/ILp9mgc/smXq8DCNRonNjUDPqH6Li3PY7vY5U3sUqbaMnUDuncwacGO+Tzc4rKT0sIO0D+BMxFHxXC8/Adi95FjYn/7in0rInvOHSWlmkvLWNkMuROn0Tpk02nWgZFxcjmSR8++kh3plUu4Tbq5J54EoDA9bBrNaxyhe7qMpIiI09YpI7nUPUU7VtrmPE9OOsubs3CaTgIJ0A2BEoc1JyEnHIQegfXLkPUIIgkELaLMTyK0+iippJEh5MEtk1i734kWaF2Yw5Vl7F6Es0798KGo+kpeptF2ksrZI4cpvTuJaa//w0q1+ZY/tGL7Pral5j8zlcpvP4OnbUCo196cotzGUISapfrRHaNIytQv3kV33KQZI3E3hnM4WGaC/Osr1R5dvTBxMppNkLiFqoHAFAjBtGEQsz0iUwkUTJ5qvMbKJrC0LFZQFC6vUK7ajG0L09rpUTlzo+or9bZ/188T3bfFFalyuZb7xKfnkRWFNxOj11piYVbTcbSWWK7RknsnmT9xffwr4zg9LpoUQ2JYJBCEDgOstZvknJ9FL0fMu75BI6LpKpIqoJqhlWpgeuEE1O/P6H+wHNAUpRQemAYyLKEmojjdrpg2aimhtPuIkmifxsdNRUhsALKf14m9XubWOUCkZFR8k88haRptJfXKK9cRgQBetJECIXK1btERsdQ9I8WqG1XKlSvXCGxZw/m6CjF85dZe/FXREZGyRw/iizLRCfGaS0skj50ALfToVvYIN9/Hnu9Lt3VZXwHtGiExN5pWvNLACRmdm9/vGoZPb31oizwwhYtTYti5HL94yoTGZ/Y9u99y8KzLKJju7b9P3NkhF6xiJZIfHg/eX9NHh0fp7dRIHf6FFoi+ZHMPrKqfuqC5j9pCP9+y1AFp1HrNyLliI5PDAihZ1u0Fu7gNhsIESDrBtGJ3Zi5oY+1vdohnZ9NiOCLM/rcIZ+fQ1jLPbq32kjm343jU4gAv2chRICWiBI4UP1FGfNYi87aOpGRYfJPnsG3urQWF3BbTWRFIb53fz+X8dFvsoHr0LwzhzE8Rv3GHHalittuo6dTqBET2TBQoyZDT4Yh3b5lYdeXSR6L4bXbdAsdlGKJysUVRr5xiMDpoCYSaPE4anyY9qJEZGSE2MQE7cV5hO+TO32cpR+9SPbQt2jevo7bapA9dpjln/wCLRFl4htnWfzRL6levgaSRP3mTXInT1B65yJDZ0+jJWKMnjtN/fY8yz/5FaPPPsnkt79C5fINln70S0bOPUF84oEez7csrEoVNWqG2ruRYcyRDF6rifAdRODTq9WxPIHS148Gnod3PyC/f+56xRJrL7+D0+ySP3WIodNHQ0NWIGgsF9i4eJvS9QUS43kS06NIqsXm7Qqe7ZOdGaY5d4OgUSQyMoKeSNCaXyQ6Ps78X/6S7IEZ5OlZXvzTH/P3//c/IXf8MIv/8gpBu4uqE9Y0CoGsKkiqFoZ62x6qpuNb3fA4ZAlFl5F1FS2ewLetwTkIp3T954AEfGByLyuhQUwx7uewBpiZJG67C46DcF1kXQ2neqoGCJA97JJF+12Fkb93BsUwsao1yu9dIXA9hs89iVVexS7VEZ6Pa9ks/fgldn/3Kx8aUSOEoLO8TGt+nszx45i5HHa1ht9ukNw3S2txjZW/eZmRp0+TnJ1h87U3Se7bS/PuHPHd0yi6gfB9mrdv4nYsnIbFrm99hcBxqF65wdgLz2x7PQghsGtlEtNbA+N7pSrR4RSS5GPmsvj93nE9tX2CaddrCE9gDuVDIvpQ4LrbamBXaljlzY/RTy7RXlome/z4tsd6FD6NLUefBALPw2nUcGoV3GYDNRZHz+SITU4PoowC36eztoxTLRP4HpKsYuSGiYyOf2xT1YB0ljfR4slwdf+QJngHO/i0YId8fg7ReLuOECD/HQj1AyecWsmGjqqH7TCBcGhf6aHPqmRPHsOpVqleuYgaT6BGTIRnkj58DDW6tQNbCIHX7WJXqvTKFbxmLewvL1Uwslkyx45gpFNIikL5vfdQIyZaIkl7cRG33cZp1Alch+qlS2HkkBCg6iBAMSOkD+/f8sbsd7tY5QqxiQkio2NULr5HfHoP8YkxarfmSe6epr20QPLAERRDwam1kBBMvPAMay+/SfnCRZL7Z2jeWSQ2Ob7FpJLeP4ORTrL2q7ewD8yQO3mE6PgIhdffpbNWIH86PC+16zfCKshYjNHnnx801Pi2TW9jlfr1y0iePVjNAbjtJrIeQdZUhB9QvXaL2vsWid3jTP/gG1tc2JIskZ4eIz09xv7vfYnyzUVW37pGc61ENBNh9PAMAon16wvoi00SoxUMQ2CVyqy/eZn0gTBAfsjz2Lx2m4VfvIpeiyDacZBcZD2Couv4dg+ksP5UVlV8z8FrtcOmKUNFMQx8x30QYC09CP4f/F1RwPcxTAXhe4N8T0lVCKx+M5eq4dv2oGJVjZhYjQ6BAMUML1gCx0FSVdSkiTMP1rJFu3yN7sYm2eOHSezZTXd9GVU3kEfz+JaP0unQqzSZ/7OfMvH1Z4g8IiNT+GGeqtNsMnT2LGo0SrewSfm9S+RPnyQ6NkL2yEHqt+dZ+dkrJGemUONx6jduIvxgMHVsL83jWzZOo0f+yVOopknx/EXiU7semc/qthrImr7lOQCh3lOPmfi9LkY6iVUuDmKYPthP3t3YwLdtGnduomjaln7yeDqD22iROX4K/SOuxZP79lF6+226GxsfmhN6H59n8hm4Lk49jETyWi3URCitiE/v7V8M9Q2W5SJWsYDvWEhIaMl0OAX9Dcii8H2sShGrVAhJ594d0vmZw07D0Q4+y/BaHr07HWTjdzv1FIGP3wvNPmosNtD7Cd9D1nSEqtK92cVza0RGx8ifeYrexjpOo0bm2MkwXFwI3EYTq1rFroT/IYGRy6GaOiJiMnLmyTCYvR/I3igVcRsN3GYz1HX2m4yMTAZJU5A1neRMmEXYWlrF6YSk5b4B5mEY+TyNudthbIkZQUskscol8qcOs/jXL5I5NIusqjRv3yIyPIyWTLH59gV2fe3LxMfz2NUarXtLyJrByDNntp2jyHCe3d//OmsvvYlVrTP23FNMfucFim+9y/ovfokWjxG4PkNPPkFkeCvZUQyD+PRe3HaL+s1rfOUrs9iVMno2h9duIhtmGL1SrhFJRTj4B9/40PxJCMPh/Z6N1+ow89w+etU2xesLICuMnNhPNJ+itVpk9eoC2dEokqbiNcsUXnsFEQQcODnGtV8tMO2cwnW66DG9H1flI1wf4bshhzQ0tGQcu95C1kJdgKQoCLeL0ic3D18mSQMiGrZRebaPJFvIuh7qBvtrd9+ywigmIdASMSRZxrcttKhJ4HqhI15X0RPxvqFF4Lo26//XPOkfmOz+/jeRNY1uYQ3f6pKY2U/92iUyR49Tu3KN+EQEu9Fl5WevkTs8TXJ2Fi3xIJuzcvEiaiTC0NmzyKpKa2mZ2vVbDJ97CjMbGnwkWSZzcJbE9ASlC1dor5XobpaZ+NaXkSQJq1zEadTplZpEd40TGx/DKlfprheY/L2vP/L3ZlfLmNntZLhbKKEZHiDR2yzQK6whKSqld97c0k+umGFtrJ5KMXz23COna5GREexi8SOTT1lRyBw9SuX99zEymYFx7bG317SwMexzAt+xcWpVnFoFr9tBS6Yxc8Noe/cPsm0hbJTqFtbwO22EEKjRGImZ/VtKAj4OdkjnDj6r2CGfnzO0LjXDqefvzGQk8O1wuqSYRugs7/UQQRCuRKWw8lJSVPz1JPl/sBdJguadOXzbJjo+RXtpGatSxa7WUEwTM5chMjJC6uABQODW6zTv3UWLxym9+VYYhRSPD4LZAyfseJd1nezxE4Mjs6+V0XP5B0fqe4PVtCSHBOZhqJEIsq7jNpvoqRSRsXG6q8tkT5wmPjlG7cYdUrNTNG5eJXngCHoqRa9QpPDG2xD46NkhrOJmGNfkByiPcPBq0QhT33mBwmvnWfjPP8FMRYiMDiFpw9Ru3EGL6hj5DyeN9VqXlhQjUd6kV9zAaXcpXl7G61lEh3MMHZv9tcTTsx3u/vXr9KpNTvzJ9+ks3SYxHEclYOiZpyhdX2T+lxfQYyaxTITIcBojItNrWnRqNmrUxNBb7I7txan0UKMqshbq+PyuHUbnxB6sZ33bCbWAgSDwRDjBlqUH+sAPTD77JaiARBAIlGg0fF75fp+XhvehJmK4zXZYgWpb4Qd94CIC0BMJvJ6NVWuGhPT+BFRKYEhh7qlVLuLUqyRnDyKrGmoigddukTt1kvKF94lkk2iJJLXby3idDkYmjZbJ0rx9h/jUFPE9Yeh7fe4O7cUlRp8790hDiGqajD37FMV3L1C7ucjGK+8yfPYEvfVFrEoLISRyJ48iAkHpvUvkTh59pN7Ud2y8dgs9laNX2Bisy91ul/bKOqmpDEKS8LodRBAQ3zuDFo1t6Sd3W02ad+eJT409dq1rDg/TvHuXxMzMhz6PHoaeShGbmqJ27Rq5J574UI3i52Hy6VtWaBiqVfGtHno6gzkyhp7cmqnqOw7d9RXcZq3/vqgTGZ/EyA8/tuby10EEPla5hFXaQIslSMwc2DYJ38EOPs3YIZ+fM3SutpDU3w3xFL6H17OQlLAW0bcdEOFUC4nBG60ciQASgeXTvL6O21shcF3sege71kLPZoiNj5GYngp1au023bUVmnfmUEwTEfhoiQSxiUm0eBwlGn2QDxoEtObn0ZJxIqNbsxjddptk/AEREF6Y+Sn1Sc8HySeAmc9jlSvoqRRGNkvr7m3cTpv8ySMs/tUvQjONquPUyhjpNMl9e9h4+U2yJ47SvLuArEcQQqL41nlGnzv3gVBwgV2t0l5cQrgdoqN5Ousl0sfHiO8aJXBsOqsF1l9645FmJAC/16W42WTs9AzmaI7iOxfQ4zr5Q+Pom118Sf+1q5vOZpVb/+klUrtHOfFPvgeSRDvwMXJDxHc5BJ024yemSA2p1O+t0yh2WX5vhUgmSn52nPTMGJUbi2ze3SDXyiOrAfgCr+uHBiPPRzb0LbpAt9tDjZoI3yVw/dAFbzxMrvolAPe/ku5Tz/snL/zK69lhhWp/xS4pSjjBtWwkRSLwfRQzguN0cXsOeiyC1+7gWRaSoqLFoghX0HyrjjHj0StuDIgngJZM4zYbGNk8uTOnKZ9/Fy0WJ7VvD817SyjRGJ1r1zFyWcx+OHv18jWsapXR55995O/sPpxmA3ybkadP0ry7SOvuLXwX7Hqb8a88j6yqNG7fQ9Y0YpPjeJ3OFi2m3+vi99ugOssLW/rJdU+g3NogcH1ik5NosRiypmJmstuPo14jcH3M4fwjjjKEkc3idTphBeqvmWI+jMSePZTKZTorKx+aFiBpGoG3Pcng046wZagS1pI6NnomR3TXBFoitdX85ftYxQ3sSim8+JYV9HSeyPgEyt8iHF8EAXalSK9YQI3Fd0jnDj6z2CGfv2O88MILvPLKK/zRH/0R/+7f/btt3//yl7/Myy+//Bvdt/AEXtX9RIxGb919m7//pz8EQmKgKzrZaIZjE0f5h0/8Ic/MnA2NIVK40lZMMySgXkhQhecRONC+UcbYI6Fn8xjZPF6ng1Mu4VYrDyomMxlik5Oo8ThWqUh3bTWsHnzElOB/+ef/nP/tX/wLzp08wRsX3ht837f7zTgPRdQEvh9mR0ph5NCjyKeRz9FeWIS9M0iSTGR0jN7GOsnZ/cQmxqhem2Pimy/Qnp/DrlepXLpC5thBalevYw4NM/61Uyz+1S+RFInyhYvknzwN/SzT9tJSOI2a3k32xHFkVaVbKLH28ltkD++jVygy9sIzNOdX+mak08Qnxrccn9ftsrJYZHR4lbtvnieSTxHfPYbvCNKajGcLhNj+c93H5uU7LPziPHu+8RQjJ0LDittpI6t6OI0ULr31JQIrR3OpSGJ6N/v+8ASe7bBx4SYrr13EvXCP5EiabHQMqSUhJAnH8lB0FUkRSLKE2+5ALEDWdYQfIPwAWZERKKiRKHatsbUXfZulPfxd35d+Os0mimGgp5JhMLlth/mgvjf4t4phDnShRszAbrRxhY8ajaBpKm67i1Wpo8WjuLWAxuVVsmf3bclK1JMpmoV1hBDIikL+yTOU3jmPlkoRHUnTKxTJnT6F8BxqVy7htm1kTWfsuWceYcJ5ACECmnfmSMzMomeyWIVVtFSaxqU7gER7eQWrvEl3bQ09FqX09htbzD5aMoU5PEJ3fTmsTYzGttx/bW6B+GgGYXcw8zmsyibx6UdPLXvlMsIPPrSZSJJlzKEhrFKJ2OTkY2/3qH+XOXqU8vnzGNnsY6OUZE1DfAYmn0II/G5nMOG83zIUn5xGTSS3THdDI1gVa3M91DwjocWTJMYnt+nZP/ZxBAF2pUSvuDFY1e+Qzs8XwoXOF0f0uUM+P0dwSk64yvyEjUZ/78QP8ITP5dWr/PzGL/n5jV/y33/tn/HPvv7fhpXbnodn2+HqVH4waZQkgVdV0Kd9JCFQ43EiIyOoicQjHcW+ZdFauEf22MnHxre4jQbAQAs4+H67NaiKvA/h++Fa9kMmn0Y2S/XS5X4Djxoaj96/QGLPXiLZBK2lVRTDJLprd6j9HB1FiyVAkhGei6LrTH3reRb+6kUIAgqvvYlwbfRUitSBAxj5rdV30dEhpr/3dVZ+9jLC91GjUfInjxAbG2HjjfN0/n/23jzMrqs88/2tPZ+x5llVkizJsmbPyHjCNmYyTQfHbm5jkr6XEBIMSXg6IVz6dhwaQpILJA0Jt9M06YQASYAONgFswMYYPMm2LMuaZU2lqebpzOfsaa3+Y+06pbIkYwMGrqn3efxYVWeoffbeZ693f9/3vu/IBF2XbcKwLJRSlEfHmZ4oEk1OM/S6a0DVcVraKJ6eY27Ux8vbZNI1KieHSfcNNAU9Moo4+p0nKJ0YZ9OvvZFMT7tW1k9NUhsdIWrUEaaN6TmURwqURiu0rb2Anis26QW4WiPlGXQvb0UqiESK+HAeRaxV656DIRRRIJGRJqJhtYHhB8hIYro2Mgo00VMKwzaTKqaJmbSEF194FTKItfG/Aqclj0gIqTAc4iBARmHz2Ee1OiJr6VnjZBYUIRCO2zy3nFyW2AsJihWENIlO5bBes3gBN1x90xQ36lrVbVm0b9nM5LZt+rgPrmD0h0+x7LXXEIc6Sct0BeWjh8kMrTgnyZBxTOX4MUDfPNQnRjEci/KxUzhZF7ezjcJzwyAE2WXdtG3efM588qBcxLDts4gnaLGRlbIJA4GZclFh2JxPff62BHNFvK4fHcGY6u6mevr0SyKfAHYmQ271aub27qXryivP+d39RbZaUkoRVcpNwokQWjCUpAw9f7+F1Qr1sdNE1TJKqsT3dzVOa9tPfC1WUuLPJqQzlSG3cg3WOY7/Epbw/zf8fLx4lvCiMDk5yXve8x5WrVpFOp1m7dq1fOhDH6JcLjefI4Qmmx//+Me57PrLuOiPN/DO//kuJooTfOCrH2Tdf9rINX96Pd/e853ma4Io4L8/9D+4+RNv4KIPbeDqj13HXfd8mGKteN5tUSy0RN933bv55L/9E77z3nu444q3AfBfH/wMe4/vRgY+ftDgc49/njf999vY9LFXcf1fvoEP3/unVFQVi266t27l4ltuIbdiBR/79Kd5wy23kEqlWLduHV/72tf031OKuYP7+JdHHudV111HLpejv7+ft7zlLezatQuAX3/HO/jE3/4tAI9t397cF8ePHyeqVLTC/czPEM1XPg1d+ZRnk0/DsnBaWvBnZwFdTXPyLdTGx2hMjpMb7Gd273PUp2dBgdeaY3r7s/RecxUAxYOHQUraVveh4gB/tkCqf4DOyy/D6+o852JkZ9Nkl3VjZdOcuPf7BOUqqZ5Olr/5tUg/4OS9D1I4MszR/3WvnnvE5MJ3/ArZoX6iahk7m9OtbtOkXoqpB2mEYVDYv4fa6CnqM3Ps+rtvETcCNt5xM6pRYvrp7Uw9/RRhpYLd2kp+1SraNmzE7ejCzni4bXna113A7J6DnPzmA4z+YBsYgr7rt+KkbQzfw7ZSODkXIUykHxI2IjAM0p2tmK6jF3E/IgoiUAoVS+KGr1u5jo2TzxJWakn7VZNPGUWE5QoyjBGGwHAcpKJJPLWwrdZ8P01sEvP6egO/WNJ+nS15rLROPFp8fE3srItwDcp7Skw9c2QR6RVCNFvvoM37Z3bsIDM0hJQK27NoW7+asR88gplK0Xv9tXResRUznWZ21zPM7n6WyvFhSkcOM7dnF1NPbWPyiceojYxgOK4eOwh87FwbMojouXorfddcTf9rrgIUpRPjzB08ppO5ngd/dhq3/dyt8tr4FCoOtRivVsHtOPe5FhYLKLk4UvN8cDs7CRIz/peKzLJlGLZN+dixcz7+izbzqZQiKBWonDjG3K6nqZw4hjBN8msuom3TJTpPPZtr7tM4DKicGGZ29w5Kh/cTNxp4PQO0bb6M1nUbcdvafyLiqaSkMT1J8eBuwnKR3Io1S8TzFY9E7v5y/fcLhqXK588JTz31FO9///ubPx85cmTR49Vqlauuuopjx46xevVq3v72t3Pffffx53/+5zz88MM8+uijiy5uH/3oR3nLtW9hdGSEBw98n9d+8vUsaxvg8hWX8fChR/j9L3+Aq1e/mnwqz3/88h/wzWe/xWD7IP/mkjdzeOII//DYF3jmxDP86+/eg/m8NJTY94lrC4v4vA7ZxOAPX/t7/NP2r6JQ3H/oITau2Mwf3v2f+Nbue/X7X3wLh8cO8cWn/plnR/bw9ffevei9//RP/5TbbruNrVu38oMf/IDbb7+d7du3c1FfDx/99F/zV5//B1zX5W1vexvHjh3jm9/8Jg888ABPPPEE1118Mfv37GHH7t0MDAxw2223AZDP5wnHRvC6exb9LRnHWPMzn8JAxueeOXM7O/CnZ5oLdKqvn+Khg3jd3WRXrmT4nvtJd2XpetVllA8fJL92JV5nG7mVg0zv2E319Enyq1dh5duZ3XOQ0pFh3NZW0n095/x7MghpTE0zcPMNlI4c58S9D9J/3avI9PfQecUWTn3nB5z+3hN4XS3Ynk1+WR9CCKJaRc/U2g4qSuYtZQxKkFm2HK+7l7kDB5H1U/Rv7sMwoLBvN15nF7kLVuG0tiIMg9KR57DSGcJqnclnD+NlbOozRU7d932yy5fRvfXSRZWyKdtFTQc4nouVdZFRiJ2yiYKYerFK7AdYnoOVThPXagjDImzoBCPLsxFKaoGYlFieQ1AqY6U8pB8igwgz5WrnAiVRCASiGc2pktEJpNDOWem0Vk0rRez72NlMU0Rjp1zqc2XiKErm7BQy8LWwyLOJ7JDpJ4cpDA8z9NqrcFt0i9jOt+BPTyIjSem552jdsIFUTw+55csZf/QxonqA09bK3MHjCKETz9T8LAAAIABJREFUsuJGA2FZSL9BdaSEncni9fWTb2mldPQwViZLdnCIwv7dZJatYGLbDqxMmqBQxOtoZ/qZ3fS++nLctjYmtz/L8Ne/S8+rLiE7qMcuZBgSVUpkl6046/yJA13NlW02wnEJZqbJrVpz1vMAPavoB3hd55/3nIdhWThtbTSmp1+UfdKZEELQtnEjk9u24XV2npWWJCwLJWUzjernAZ0yVMCfmyUozGI6Lk57By0XbTynYlzGsc5Fn5lEhgFCGDit7aT6BzFfYOTipW6TPztNY3IM00uRXbEaK/3LmQK1hFc2lsjnzwkHDhzgwIED53387rvv5tixY1iWxaOPPkpPTw/bt2/nyiuv5PHHH+exxx7jmmuuaT7/Ix/5CP9h06/xgYLL3237e2p+jX/6rS/hWi7r/p+NVP0qRyeP0dPSzTef/RYAl624lKybYePABnae2Mme03t56th2rlq9FdAXwqBYmh+/a0III2lzG+TTadozbcxUZ5muzTJWmeJbu+/V77/8EtKmy8bBjew8vZs9I3t56uhTXMDCwvie97yHv/7rvwbg0ksvZefOnXz2b/6GP/q1O/jcV74KwMc+9jF+//d/H6UUmzZtYt++ffzVX/0Vf3LHHRwZPsaO3btZvXo1n/rUp5rvO3n4ILkLFkcPzguOEEIrqs/RdgctOprdtbv5s5XRivr06l6EYWDYAivbSm10ChkqzLjB+A8fxkylaFm7isrJkWblJyxXqU1MMfX0M/Rec9U5fRuro6OkujuxXJf2DWtx21oZ/eETuO0tVE5PYmfTDL3hGoqHjlAq1unu1yKSsFzCSgRVMiGfhBKkJCgWmXh6Nyqo4eTSODkPhCK36gLc9sVVsahWJarFTO86iDAEsS0wLJP+m67B61jIBFdKMrvvIJMHRmmPLkRYJkpJVBRiuB6uaxAGsSb5jk4akmGEYRnYro2ZThHVfMKGVr5bjkAYmqjEiXDNzmcRwiBuNHT1T4DlGMT1ulZsm9rz00ql8BslwkpVE29bk8tr/t8bGJkb4ZNv+zi3X3EbTpL3nmrNEvs+wjCb4iKBQd/GS2m4oxz4x3vp27qZ7ovXYqYy1MYmUHKCzNAgQalAfWIUv1AirNQxLAMn69J64RBzB0/Sf/2VZPp7m2MfMgypjZymcuwIfi5PWK3SctE6KieOYWVzlI6dRBiCzssvYebpZ4nDCCuTJrOsHyEEAze8msrIeDMrvudVlxDVStj5tnNmoNcnZkj1tBH7IW5HHiVl87x4PhrT0wjTxMq8uHnBVHc3jcnJl0w+QduDtV50EbN799Kd5NzPQwihW+9R9IIm/j9t6JShOW2LdJ6UoUXPV4qgOEd9fJS4UQcUdiZPboVuwf/UtktK/LlpGhMJ6Vy+6qf6/ktYwi8alsjnzwnnExzN4+TJkwB0dnbS06MrZps2bTrr8XnMP9aS0nNenblO2jKaOJiGSSxjqn6FkbmFat/Xn/nXs7ZrrDiW/Esldi165k7GC21AJSUqDFEhVPwqs9U5ADqcFk6OLFRwv77zG2e9/+mpk0w88hjS136by7M5pnc8gzBMVvcPsHPnTo7u3ctctU69rqutqzq7qJw6hTBM1q1azb59+xg+eBDD85pegUrKRPFsoOIIFUWLVLpaOBAjqwIjcokKSgtXumNMb/GCbufzyCAgqtexUikqJ05gpjL4szPURg/SsekipnYewB6zcFo8TNekdf06UslxihsB08/spvtVl9F9xWZOPfAownCZeOxJ+m64Fvt5C3/11Aj51QviEBVFyFhSHZ0k3d3O0Btv0O3itM2u+x/HGJujcmoUGZTwurTCXwYhpqVw3QgjmGHyyQnChqJ366WkknZ/WC5RGz1FY3KcVN8AYdWnMnyK8onTuhXb38PAdVdSHx+hNjFD+fipJvmMA5/S0UMMP7iH5TddSfXeGBkHEBgIy262xTPtOWZPT+Hl0jgZj7f/7a/z1Mkd/NsNt/Bnt/wXTMfCzaVACKQfIEOFlGBYBiqShJUKH/zXu7j72W9w65a38PG3flTP0WUy+pyLIwzH00RS6DQkuzWTkITSWe0lN5uiPD6Lk7J1G98+g+gYUDtapvUNHdjeesZ37Gdq515al+UxbAu3vQ1hCKxUDjAJT03QvfUKnFyWySeepGXtWlLdPYw+vJ3B111LqkvbWxm2TXbFSlK9fUw/sx0BFA/uR8URbmcftZH9dF91OamuTgzbpnjgMMte95pFNwTZgV7Sv/J6ZvceZPgbD9CxYZDcBeeuZlbHp0h3thAWZhC2idtx7nlO7SRRw+t+8VGNXnc3xUOHfuwKZaq3l/rUFKVDh2hdv37RYyJpvb/c5FNGEUHhjJShbJIyNLRi8flwBqJajdrYaaJKMZnjTJEdXInT/qNnZV8KlJL4szM0JkcxHI/M8lXYS6Tzlxa/gN3xlw1L5PMXFEOJTcn09DSTk5N0d3ezd+/esx6fh2VZWtSTSH8t49yZ7gNtC+rpf3nvV7hi5RXNn49PH2dF5wpAi32EEJiOSRzGzbxwABlJ4ihGGfDx739aC4uE4HXrb6LVW1DQfuU3/oHLV1yOMHSl8fj0SVa0r6B1QyciaVMdnZwg3deLiiXPDev5sIGeHnoHh0h5HvVGg71793Dtli3IOGbfPr0PenI6a91MSI9fKDD+8CNJtUwhhMXJf/wBsuqiSi6ybEPkUjVKpPwVTH25gBCCGXkQ4YHVobC6BFaHwO42MFyXwv4D2Pk85WPHyV2wksbECErpvGzLNTDTLp2XXUZcr9KYHsduaUkEKhsYffBhyidOkVs+yMANV3H8G98j3d3KxKPb6Lvh2uaCG1arhOUKqZ5ugnKFkYe2URubpWVgJa0XrWV213Mc/8qj9GzdQlSrMTpS5PI3XMvk07vIr+zEzrdRPPQcZlwAYVD3Qyb3T9J7yUWsfO0liwiDlc3htPVSOXGc4OABUAIjlSb0Yzo2X0TP5foGxmnrwC/MMXvwJJ2XbiIszlEdOcHEvknyKwbovGgNtW8dIw4rCMvBtBZIvhCCXGcL5aki6bTdrNQZpoGdcgjrPmHN1z9nUjiZFDKMiOo+cRihfLUo33h+XEn6vv6HMAlKZV3pNMyk4jkvspv/j0SMpDBMA9MyCesBdtol9pOKqpQoCY1TBmHJx2tvYeimyyk9d5jaTBWnrY18WxvZ5SspDR+ndOQYPa/e2qxcd115JZNPPkXbhnX0XXsFp+5/hGWvvYZ0z0I7uzY2itvWTrp/gNLhA8ggpj6+l1R3G+l+XUlUgJVysXNnEw7DMmnfuA7baaN+cpRTT++gbf0aUj3tCFtgdzqYKZPa+BTZnhyRYaBCH/ccaUygLZaUEmcFGLwQTNfFzmbxZ2bwul78685E60UXMbltG42pqUXv8XIq3p+fMmTn8zhtHWRXLqQMnfWaKKQ2NkJQmE0StWzcrl5SPf0Y56g4/yRQShLMzlCfHMNwXDJDF2jh4hKW8EuCJfL5C4pbb72Vu+66i+PHj3Pttddy3XXXcd999wGwdetWXv3qV5/1GitnnW1Z8zz0t/bzps1v5L7d3+adf/ebvG7DzQAcmTjCs6d2ceKTx5BRiAwjhGUgMDBMxZk3+//t8c8RS8mzI7s5PqsrsL93/Z1sGNyEEPDGDTfz7X0P8Jv/+DvcvP5GUHBk6ii7Tu/hyEd3MvXkdmQQAPC3X/gCE2PjTM/Nsnv/foQQ/Pb730/Xxg2873d+h0984hN87DOf4fDkJMPDwxw4ehTXdXnnbb+K19XJmi3aVH7X4cN89O5/oS3Vyu9e+RvUD0d6kYkUwgQrLYjqNUzXJooCzJQNKgbDAqmIJiAcB2EohKmwV+SQXaXEj9Kleuo0ECeCjgZuPkPc8JnbsxeUwkxZTG17nLgRaiN0qZh6agfF/fsxbJtUq0swN4MwTE5/53t4Xe0YpkVYqSLCFCf+4QnCSQX1Trx4gGBcMPnMKJBHhmlG9h7HME3W1DehHpZYuV5qByrUR/aQHuzGDx1qMxVmj47StWkVQ6+5rHm8glKZ8vApysMnAUFu5SDZFWuIKiWqp0/Ssa6fzo0LIwq63aewUg6lI8+hooBG3aY2XWbLu24kHA8QpsCwDIjPvlV3Ui6OZyOlWohoN7QbwPqP65udD77+D/j2nu9ycOI5lrcP8bG3foRL+9bz9r//DZ46qS2z7t71De7epavnh/9oJ34Y8IXt/8zX997LqdnTdGTaueGi6/nAmz5APpXTYwfJXZKKdRVVGALbs/BrmnwK08SwdaVWAaohyQ6uxC9MUjl0gLZNG+nK5Dj+3ccY/u52ei4uEBRm6b32auzsgtjDzmXpuvJypp7cTvvmjfRf/ypOf+9RBm58NZm+bqJaldr4KB1bLqV89DmyK1ZROHgMDH3KVYaPIRyPsNbAtAT+XAG3rZWoEFIfrtM4Vcc/3SCaDZEyQhg5hMwxc3QGYRZ0oIMSmBkTv+xiXQCxaeJ12+cVpfhzs8R1H6/zR897ngmvu5v65OSPTT4N26Ztwwbdfr/qquaN109b8T6fMuTPzRAvShlae17yqJTSc5xTE8ShjxAGdksr6b5zt+F/UiilCOZmEscDh8zgSuzzjEgs4ZcPS1ZLS/i5I5PJsG3bNv74j/+Y+++/ny996UsMDg7ygQ98gP/8n//zOZMxnB4HXkRL6FNv/0u2DG7m7h33cN/ub2ObNss7hvid174vURM3NPEUAiV0S/TMCtrXdn0Dx3ToyLRz89obuePyf8dVQ1cgfR9hCD7x5o+yqX8j/7r7Xr699/7m+7/v+jvJb+qj8/WbMRP/zf/7997PtqeeZPvOnawaGuQP/693sjyMGb3/e7z/jbfQbZh84etf5+6vfY10Os0bb76ZD7zznVxy8cU0piZ4+zvfyX0//CEPPvAgn/3sZ2lLt/Gu3K9jpEwMx4QFC0dEg6QSJ/TsYBQvtPzOWGdUJAmHLeIDBkZbHWulj3IatF60Gn96ijj0Gbj5esa3PYPpuXRfvpmwUqZ85DlaN12MYWoxReHQEaqnRui66koA6pMzTGx7hnRPG3E9wjT6qD1moKpJddC2ELYB9jxnU9pv0hVgGMgwxPNMwvEAxiwQusocdFQxempkMjG5i3sRosqpe7+t51qlBKkwbBsn72E6NnG1RGHffmoTM1ieg9ueobB/Nxg2huPpvPRGhNfiUhubxO3oZvKZ3ay88VKCQgF/KkIGAYbjENd9ZBwtVN2T08+yBH49WjRXe6YP5l9+79PcsuVN1KM6hyeP8B+/8gd8511f5/Xrb2amNsfR6WOs6ljJq1duRaDHPj74jbu4d/93GWwd4JaNr+fI5DG++MQ/sfPks9z97n/EwGz2rQzb1gKsOMbOpvGrAWAsqnoJQBlQ3H+YoDpJ5+WXY+f12MqqX7mRU/fdT+n4SZzOHgz37Pask8/TecVlTG/fQcfFWxi44SpGvv84/ddvJZgZIzO4nPrYaaxsjrDq05iZJX/BIC0XXkjl5HHqRw+RX9mHMG1mHz+OKHTTGE7GSABhCYQnEH6cCGAEVsYmqjW02CzlQV1i1LL4+w0ULtUxF9cskVmfw3AWBxw0pqZ1frvnnvVZXgip7m6mnnoKtX79j91ydjs6SPX2UjhwgPbNm/XM509B8b6QMjRD3GjgtLaR6unHaWlBnKf7o5QiLBX1HGe9qmMuM1lyQytxzmFP9dPAItJpO4l6/uX5W0tYwo+Lhx9+mI997GNIKbn99tt597vfvejxu+++m49//OPNUcB3vOMd3H777QDcc889/M3f/A2gtRxvfetbX/BvLZHPnzHOZyB/rt/39vby2c9+9gXf78w7JRlK3nf9nfzu69+3aJE49vHDi17jWi6/fcNv8ds3/Nbz342wWtUkwWCBOAjBVWu2cviPdqKUQpgWMtCLhrAMhFLN1BklwTZsfuOyO/iNy9+h5/Is7eVIbOIOJv6Fyfat2riBj37yE1RODBOUSrRt1AuTjCLieoP3bVzPb995p87xrteJanWCuTmqJ08iLJPS03v41Bs+TLjxT8AUGI6BCgMM8+zWmlJ6POBHVYcREkWAMmPkXIpgziO3NYfb3pYY3q9HmCadF69n+Ov3075xLXY2h93SSn30NJnBFQjDoHXtGhqTM5SPnqB983rslRmiSsTM/SOIuTzVuAAYiLSFk9Hk4sxjIaMIoigRExkIYRL6EXbKxkjiRONQEoxKGPUQ6RiW1TBaKxgqJD3QS3awH69Dt4pVLFEyJqzWGXtsB9mBbpysjem4mF6aqF5B+hVkwyCu1TRhmalQGS/ScUEPUblAuTBLcEoho5Q+hIYgqlT1jYreyQCYpiCdPYOwKbXI2up91/8W773u3ew5vYe3/u0dnC6OUqXKHZf+O3af2sPR6WNs6tvAH73uD8AwGCuOc+/+7wJw8cBmMk6GDX3reHZkN3tH9/P06d28es3Z3QDT9ZCNBm7Ow6/USbefcV4oRdzwCUt1uq7e2rwRkVHE9PZnsFMunRdvZGrfSfZ/4Zssf+1W8ssXm/67ra10XnYJ0zueoePSS1l209WceuARsss6SPX10ijUyCxfzeiDP8ROO7RceGGSBqZQeITHbSrPhqiGgelVMFLWou/ufDrOwrkhsNIpTNchrNYIo0ZCMnVVXtYNZu6dYuY70+QuydN6bTtm2iSqVnWqUc+Ptlh6PqxMRovnisWzVOsvBS2rVzP5xBPUx8ZI9/f/WORTKUXcqBPMzuDPzSDDUI82DAxh5/IvOJcaN+rURk8Tlos6fc1xSQ8sx+188TOwLxVKKYLCDPWJMQzLWiKdS/iFRRzHfOQjH+Hv//7v6enp4bbbbuPGG29k9erFwt03velN3HXXXYt+VygU+MxnPsPXvvY1hBDceuut3HjjjbS8QJDFEvl8BcGwDexWm6gSIeyXfjGN6vWkPSUxTJc4IZ/C0rNZhq3VqcQxdjZDWK3q5BrbTNTjUregXbsZtxkHISqIdBtfmkzu3kat3o46I1ovLJepjY7QcekVzUXAsCyMXPasWbjqqVOYnoNSEjPqovSDgLgeIzyJUKCiUPtL1uooJREiqdoaQueKh9oLUUl5tql5GOqIUJRW80chwlZgWtSejag8O0zuug7CUgF6e7GzGXIrB5nd8xzdV2wms2yIub3P4nZ2Y6V0BGj3lZdy+v6HSPV0oQppSt9WMNtCTIhhGRi2dYYASRNOGerWvY6OtLBcbcweVmsEysCKJVEQImJFWKnj5FPEjQARWKgjeVRbisH3bMZpPbvCFVbrjHz7UVovXEHP5ZsoHNijY0tzeVQcUzl5jLBUxGnNgoKZEwUwHFbfdJ0mmHHMVHEfoedhpmxdRSqWsHIZlFTEjUYysmFhnlEtnK84z2Nz3wZtx5NbyKCv+lXa062Y1ryZvJ4VDhohpwvjzed9c9+3z/pco3OjTfEZaNJmuF5y/E1o1JBh3BTOKBkT1WoIw6Ztw8Ym8Yz9gMltT2Fl07RvXk9Uq7DyjddQHB7hxP3byA31suz6y7HOqB667e10XHIxM8/spOOSLWQHWmlMl6iePEHr+s1MPrkDJ5chd8FyTNclrFQp7DqBU7qQxkyMadlIt46UDUToIBynua9UHJ1TFCNMEyefwy+UkvNcIAyB6VnJ6xSl7UUqu8t0vaUHlZlDxfJFWSydC15PD/XJyZ+IfArTpG3TJmZ27MBpa3vR5FN/n6sESYVTSannN5dfgHWG9+a5IKOI+sQowex0UqG3cDu6SfX2nzfX/qcBTTpndaXTtMgMLP+R27qEJfw8sXv3bpYvX85gEipxyy238OCDD55FPs+FRx99lKuvvprW5Ppw9dVX88gjj/DmN7/5vK9ZIp+vMKQ3ZCk+Ngcv0XZOBgFIieF5WqwhSFJnJIZlEYehFghEMViCuF7HyeeIG/WkoqbV8KbnaAFJtaoXyBZtnRNVfWQYEIYlZg8WE5IHM7v2Md7TT3b50DltZM6EUorqqVOkly9n9jujxGN69tA6o8Km4og4CJLoOZWo9bXAJPYDvZ1KkyTDNglLJR0DqpQmKpbZtIARwkAphZP2CKt1VGhTfdQlWDtL7oIQw7Lp3LIuqX5eiJXySPcPUj05TP5C3aI0PZeOzRcz+qVjqEKOOGhg2ALTsLSPZRwTNeqJafo84bQxvNSiEQoZh0SxxHJtrLSDX6wgGg0sO4kJFQIz6xHVfdSszalPHaHrVwbIbWlpLnhhtc6xf/1ek3jOV5HMVIqoXqNy4ihWOkvbxkuIA5/CgX10r+shqi+Q9NrYacxsGmEm2etCIGyLsFQBgTaFb4Sk2jLE9XqzEqXPj4XPY2IQhxGcUQ1VUiFjqfcNNLPe3YzDQGtv83lfuuN/snXtVkzXoTFT4ERxhMHcAIucs6TUHqO2rX090xniqExUq+obo/nMcmkhHH3eRbUa4489Qbqvl7YN65BBQH18BKUULSsHWP8f3sLII8+w/x++weANV9J24fLmn/M6O2nfvInpp58h1d+D156nfGqasL5HK7pdk+zy5chIMvq1A6hjQ4ROjOHp8RZhpQjLFZSURNWqvvmx9Hadr308v1+tlIMMQmQUEzUaWJ6LMAVmykSGkon/NYbVXUd2hHgdHed9rxdCqrubuT17aLnwwh/r9fNw8nmyy5czt3cvbmcnstE45/MWpwzNgDBw2zrIrlxzzpSh57/Wn56iMTVOHDQAgZNvJdW/DOsc/p0/TSwmnSaZgSGsbH6JdC7hR+Pn7AU/MTFBb+/Cdbanp4fdu3ef9bz777+f7du3s3LlSj70oQ/R19d3ztdOTEy84N9bIp+vMOQuyVN6fG6hxfwioOKY2PexMhlkqE24tbJYG30LQ1c2ZRhiZtJ6cXQs4ob2XkRBWKlpv8ZGoCMT02mk7xOVK2AYGMKl8+ZBclvXUTp6goc/+0X8QhFhCvxSjfC5Y8ztO4TX2U6qt5t0bw9O6+KLdlgsEocRpR9UCU9ksXKGro6d+VkWWcLoapDAABOgjpnyEPUA0/VQMkQBhmklJuSa8MgwWqjICAiKJW234tqoOMLflWHSOUz7df2YqdRC9fPKLXjdvTSmJgjmZnHbO/BHG0z9cxFZ9MBoYOd1yzRuNFChrv7Kho+ZSmGlnt96PwNSEoURjiN0PKQA03GIgwjLdYijhv6sloGwBUoqJr5yksrePH3/x3Iiv7GIeAJaaSwEQWGO+vgI6YFB3DZdGQvrESM7TrDsihXIoE7hwG7cjm78wiyp3tWUmSQOAuKEPCgUTjZHWK1jug5R3SdqBLoazjz5XLiyGqahiZYfL/qd6VgMtGol+A+OPMp/+c6fs6x1gHe/5p28ccPr+Pa++7nza+/nNauuA6kYnjvBnvF9DP/ZISI/aF68pR5W1vutWk0iXs0kTcnH9FK68taIMSyhfVEff4qWNauatlem6yJMi7hew0pnMB2boZteRftFKzh+/zZmDw4zdOOV2FlduTZTLmbKISoX8bq6ad/Uw8hD20h35unYfDEyUIz+3TGC0w5Oq/bJnYcwTE02DRPTcZGBj2yEyQ2ZOud5oU3aFSQ3fnZWi+D8RoCd1dGghm2gLIl/AsToAOHVMW7vS7/s2/m8Tp+qVM6b1/5ikV2xgsb0NGG5vDj+VkrCcolgbga/MIth2bhtHeTXrMNMOgkvhLBcojY+Qlyr6O9rKkN25YW4LT9+tfbFQncA5qhPjOqUr/5kDGCJdC7hFwSzs7PceuutzZ/f9ra38ba3ve0lvccNN9zAm9/8ZhzH4ctf/jIf/OAH+cIXvvBjbc8S+XyFwW618VakqQ/XMFM/2h5EKalV4KkU87dewrSSWTOjSRfmlanzQgEVxwjDJK772PksblsLQamsIw9NTUYtz8FMp4lqdWLfpzi9A3F8Ba3rVtO+4UIaszNMbX+GOBDUp2dREoLaBI1SleKho6AUqZ5u0r3dpHq7qZw8hRrtpXYgwMq5ZxFPIEnAOc9prRQqihJP0DqGY2FnM2dVlqK6bt9a2Qyy0UCGMVYm3awEKwSVJ2PC6iHMrgpRI6A4VUIFNexcBmHZlIePUDlUZPabFWQUY6a0ql6FIVGSSS5si6geYKXcpBJrn5NMx0FAXG9gC6ETgGwTpyWHEAZWHBOUK6DkgrIcgdOSJvJ9qnuLnPj/9uO3DdO6foF4AoS1CiDwZ6b0Ap+oe2UU89zdD9G95SIMKySODBQO9dFTGI5LozRKWPbB0gRYoQl0fbaYnCsGqFi3zxdGFRdVJpXStkiGufB55z/7v7/sNp4cfppnR3bzjzu+yobedfz26+7kv77tk2x65O/419338b3DD2GbNoMtA/zW1ndSmpjFtMyFfSAM/EodJSV2ysU0LUQUIpVCxgqChh4ZsWz82hzT25+hY8tGMssGFu1/J99KWCosUpBnB3pY/2v/hrEnd7P/i99i4NpLaF9/AaXDh8gM9BOWi1ROjiJDSdvaFRQPn6Q2XmHm7gaNU3WsFm8R8ZyH6brEtQZm3sH0vGZFXN/sOYlg68x50AjDtpJxF30sTMch9gPCcgXDtrEyKZASYSsENuOfP03PHf14gy+tAiiEaBrO/6TkUxhGM/3IymbxC7MEszMEhTlMz8Np66D1PClDz0fs+9THThOU5pIRIIdU3yBeV8/PhPgtIp3CINW3DDvXskQ6l/Bj4eVUu7e3t3P33Xef9/Genh7GxxfGmyYmJprConm0tS2Ejtx+++184hOfaL72qaeeWvTaK6+88gW3R6hfJm3/Lwnqx2pM/PMowjV+5EUwqun2uOl6xH5Dt51NGxn6IAyk38DK5LQKvlHX1dBkXlIIXV2SQYCdzyWRj3WiekOrny0TFUUYZor02izW2mltWSQE2WUDxFGNlgtW43V1I+OY6sgEhYNHqY5OJO1yhdfRov0hKxXkSA4mu8COsc/TeotqVUzPW0wolSIOAqJaDcPGT0lHAAAgAElEQVSxieohTksW4gjDcReJFHT1pYzpupieR1AqIQzjrAU3LFcxDIfeO5bhrXAZe3Q7AC2rlhFVa1QPzVB7MqMrq9YZorBIYjg2KtIpPUopwmodK+UiwzCZcRXIINBjAnGsnx/HTE+X6VnWBTLC9BaM6pVSNGYLGKYBwkQYBk5OPx6HIcFsDSMXsOL3NmLn9e+jaoXS0ecQpkXruk2L9sGx7z6BX6xw0e03URs5hV8sUR2bIqxHqCgk29tC+ds54kCnFwnT0ClYZyjNZRQlSVIGcSPQLeFY4uUzevw2uZGJoxgr7TVngOcreYZj6XMglshYYpgmTks+OQ/1+WW4LnHd1+eiAVEQNbPkDdPA9hwsz0FGMUJGyFghFchY4eVcpC8x8iHmReN0bNlEdmjwrPNJp9uM0bJ2/VmPAdSmZjlx/zZA0r6qC8s1aLloE9M7niUslzAcm9zytUx8cRxCB8MT2Jnz53OHpTJmOrkRTEQxZ0aLnklCw2pNj4wkFWwnvyBkmZ97ln6A4WqCamXSEOvj3PfrA7gDL81KqDE9TenIEbq3bn1Jr3s+5lOGiocPExbLpAf78No7cVrbmy4YLwQZRzQmx/FnpvRNsjBx2jpI9Q381GIufxS0Yr5AfXwEhCDVO7BEOpfwE+Gp7z1M9QfnTz38SdF7x3WsW7fuvI9HUcTrX/96Pv/5zzcFR3/xF3/BmjUL4RbznuMADzzwAJ/73Of46le/SqFQ4NZbb+Wee+4B4K1vfSt33313cwb0XFiqfL4C4a1M4V2Qpn70haufsa9bpqbr6fk6pYVGoEmAYS9uCwIgE9sXYRBVKhimwnBswnIFJ5fFSqcwXIewWEaGIYbtIoMA3zlC2/ItdFy8meJzhykeOpxUIg060lnsTJrcUD+5oX6UlNQmpikcGqZyYgR/rowIHMyxNoQdg1QEhWLSVrR0xTBpT57Zdp9ftGUQIhIzcjuTJfILyYcSLHLPh6RFaySVp0aymJx9f2Z6NjKImbxnnGV3Lqfr8s0M3/NdnJYMpb2jyOf69NydYyJsW2+TUsR+oC2pTFNny0uJaRl65lYpgkIpqT5rA3XhOgSVOpanZ1G1CGfxMdUVWV2djv0AkgVYE+kqZtZBBA7HP7Obnn8/gJ2xaEyNY6XSesE8g3hO7z/GzIFhhq67hJMPPU1lZILq+AzCFGQ6s2R721ExWO0xYtZBOCLZLhO/WMIwDf0ZY4mMFaZtNQ3ljbqPCgKUbSbimBSGktpAXrNXvRGJG4JS+liK5EYk9n1M19WZ8UFAXKuBYSKDEDvj4aU0sQ6rNeIwIo5i/GIFJ2XrFCXHhlgR+3X8ssIyHYw2H689R/nYUWojp0n19OD19DQJop3NU64dbs7jPh/prnbW3Hojx+97EBn6xFYL/mwRv1DC62ghmKtQ/l6IaWSJqCCMF67mGZ5L7PuJGM1pfvdML9U8n6PE5kqGEZbnEMNZ4hkhBHYmjfQcwlJFV1QUGI6B9CXjXxqh752DOF0vPl3IbW8nqlYX5mVfAnTK0CzB3GySMpQj1dNDVK5iWB6pnheO71ywKhrT1y0Fdi5Prn8QK/3iokJ/GlggnaMgINW7DDu/RDqX8JND8fOd+bQsi7vuuot3vetdxHHMr/7qr7JmzRo+/elPs3HjRm666Sa++MUv8v3vfx/TNGlpaeHP/uzPAGhtbeXOO+/ktttuA+C9733vCxJPWKp8vmIRlSNG/tsJTUrss1t8MgqJG43m8L4MfD2bmfggxo0ahusR12rJLGioCVLSdjdsR1fnGg3MTBqZVOnmK3egCEo1ZCPGXFWh9aoOZvcdIjfUT371EJVjR/C6+yk+d5i40cBuaaFzyybcM7LEQV/sa+PTjP2Pk8i6iekJ4iBOtsNKFNgRKN3GFqhkYQ4XKkWJkjkolnBbW6nPFnGyaSDGMC2EqRfu2Pf1tuRyeh6xUsXO54iqFb2fzrRxSRS4Qnik1ri4m0pUR0YhBn9HL0K5GLYmgIvNqjXBFLaFnezXOAiQfgCIpr+q4Tha+R6Eej4SKBZqtLalwdAKbj3HaIAwaMyV8NryhJW6zj7PpIhqDUzPxU7rCmtcCYk7RvHWxPRedxXlY0dRhkdQDalNzFIZm6Y+XcBpyZDvb8eyFIaIsVJWkmnvkhnox87nqe2RFH5YQDgSGYWoWBL7OhZUmAaW52KlPZCKsFIBQFgWMozAMHBzWa04r9f1VdcAFSm0uX0KGYfIQAcdyCDGTHlEtTpuW0szylPFMVG9plvrZ8zXyTAkqutwABkEYFmE9YCoETYr9rZrYmBSyp4gv9Ym153G6x4AGVKfnNTBAL29pHp6qI2cINXdh9O6+Nycx9y+Pag4xHBTTDx7gsb0LMuuvxR/chQ11kd9fwyWxLAt4kaA6TnJfO+5oAhKZUzHWlTdXvQMqWe0w0oDO6Mru6aXOmdM5bxwRylttWU4NlY6jfQldrvNwG8OIawXT5xmd+/GbWsjM3h2lfj5kGGQmL7PElXK2PkWnLZ2nNZ2faPUaDDx+OMIw6D94otxz7FYhdUK9bHTRNVyEnOZJtXbj9Pa9jMlfE1v0IkRPQ7UO4Cdb10inUv4qeHJ7z1M9aGXr/LZ944Xrnz+rLFU+XyFwspZdLyxi6lvTKKsxeIjJSVxvYGVPmOOMY4wnQXLn3n1N+jkEBXFmJ7O1NYVTadJ8uJaHSubIarVCctV7FwGEJi2h9OlqHtHmdk1Qddlm2nMFSns3YPT3kVuxRD5C1ZQn5pmdvc+xh5+FDOVon3juubsnRCC2s4GhC52q7Z8slK2rq4FYVOKYTg2SIlUirhS0znejoMwE4IqVTN6dB5n/qxi3c41HBuE9q60MulkfMBCRVFigbOwDxGCOK5T2dOgWp3A7DPw99o4KoWZtgBFXK8nUX3zFjh6NlOGIf5cQVdZXQertUW3URNEDZ/Ij/BacwgD/GodJ5vWYxG2k/hmSmQUgwxRUhFVqsRRjEAQVesI08AwDWSoK5FxHMBYB3MMM7bna6AU6Z52sr3tZDqzqKBM1+qVGEIiI4mVzuK05Yn9OoabpnDoND1Xr9TnxEAFKaeJKz4qjjEdCyulQw5kEOo51nqj2V7HMPRx8jyKEwUsT4tqhDDAgHieZMe6ki7rYfOYKZVk17suUaXWtN9SMk5ITEA8P25hWlq4oxQqCrGyGZ1ak5C9OAgTizBF0Ijw2xoEcYrybIQMT1Ca9skNDZFd1kFcKTL99NMIAVGlRn7turNa5v7sDFG1jJVOk1+9hvpUETfncfKhHbR0DCGGbYQboyKJ6bmYrktQLIMCK30uAqpvql6oJCAMfQ4IM2jOe+oXnC1MUnGkv4uuo0dOanWCQhEz5RHOQOGxWdquf/EK+FR3N9XTp89LPmPf14KhuVniehW7pQ2vqxtn9dqzKsfzs+OtGzYwt2cP3VddlThrBNRHTxMU5/QxNm1S3QN4Pb0/Vr78TwKlFGG5qNvrSpHq6cdu+dkS3yUs4ZWIJfL5CkZmU476cJ3KnnLT0kUTolqi5NWLgYoihLUgZlhQyusFTcVSWxcJAcLXuqSkDWml04TlMnG9jp1JE1ZqhJUqppXCTJv0v2MZuIOcfvAxJp/ehZNLk1veQ21shvLxB+jZeinp3i4GbrqeoFJlduduprY/w/Sze2hZvYp093JKT5QwU5oAGraeebPSqWT+L9CEOAgwLFPPDBomhqNP7ahW1xVQy9SfJo4XlufEYkl7aFa1XZHnEVX1bOh8Io+RVOyEaehqZBQxv3cECqkk5tQQPa9dxsjjw8R2gIlu8xuOSxz4mI4gDsKmOtxwbFQYYecWKqpOLoM/VyKKJKYlcPNpTMdGBj5hGGO7jq5AniOb2q80sPM5ZKlK7AeYjp7zC8pVLbBBC3qEMkkVl9F2ZQbL0m4AGBFxZQ7bFoSVOtkVy2lduxohoPjcPrLLV1IbOUVUbzCz/wjlk+MUjpwk5a/FsBysjEtU97GzKU1ULW1qLuYFVEqLaeb3Z7olpYmnoT1YYz/ESqX0vjGM5tC9/p8AQzSr6sFcUTsRCE0+Tc8jrPlYjnYQEKapCbnQ+37+BkpDIUMf07EJyhHuoE3XhiHG9xyjODpHx1ArQ5v6CKbH2PXQ0+T6uujaeAGZzjT1kZNMP/20roj29JDq6cFKpSgdeQ7DNMmvXkv15AhxtUbvq7ZgipjGE3lko4JhK+0AUKthZzI4rTlNQFHnaBnrSFLphyjv/I4VMowwHVtbVSmavqWG4yw6P1Qc65Qsy9IkPJNBuhFRtYZSAYWHJem1WdzeF5d65HZ2Mrd3b3IDOt8lqSeWSLM6ZaitjXRfv64MvgBZnL/+eJ2dNCYnmXl2J1bKRoZBEnPZTrp/2Tkrui83mqRzYhSkXCKdS1jCTxlLbfdXOJRUTP7LOLXnqhgpLSBSSiU+mNAko1666SupZJyYsWvvSTOVbi4iMvDP8PTUlRsZRcS1GobnYjoOwVwNYcGyO9fgdiczpEox+dRO5vYfwXRteq6+AqRicvsuUt0ddF+xpWm2HgcBs7v3UT09QnyiFTmex2lP68U7q9v6836e84RU2LqNp6KkGiiSuVXLwnSTRdL3tSjK1/ZEpmshTJM4CPW8q6WrnrHv4+R13rKK42Zr3LCsppI+rGglsunZWJ6HDHTak4okYb2M29rSJBEyCvS2JC4CmnCaTUP2+UpeHIQ05soIAU5eW1VZ6TQqjpibKZNvz2HNVz6bxynW83Tlmo4MTTw/Lc/FsHQkp5IyMUXXPpoiNvA2x5h9RfxClaim/U/dfAZh6nqwnumTCMdBCYfyqVGqEyVM2yTVkaFj3SqY7qbwSIGoUUmyxuPEYN7UBF+QCF0WCLYM9c1CUA+x0x5CxejYS4Oo4YMEuyWLDHyimm5Ry1hCHOtKoRBElRpm2sFMTOSDUhnT0+4Hcb0BBgihTe3nq4tK6TEKfcOUIij6zOZOcuUHXq+PZ91n9JmDTOw+SkunjeVaFCdqoAxqUwXS7Wn6rtxEy7KuZPZwApTCSjukBwZxWtoZefCH9F1/NcWDB5Cnu6kflMRhjaihK8GGJUBKrExGzzAWK88LGdBiGhXH+obQtM4rwAlKZR0feobYaP47gVIJCbV0lTeKcc5KGlHEjYCo7GO2mgz93oW6cv0iML1jB15HB8I2COZmkVGI29qO09bxI1OGFm2BUow99BBedwcy8PFni3hdneRXr8bO/HzyzjXpLOn2ehzj9Q7gLJHOJfwM8OQDD1P5/v6X7f37f/36X6i2u/nhD3/4wz/vjVjCywchBJmLsoSFEP9kFSmjZLFL5uOiKDG5XiiCq1irmoWh25eGZS9cfIXQJvRS6sqWSOYOlTZxJzKx8y7WxmniqEC6v1e3vaOI+uhJ2rdsoDo6RXn4JAjof81VhOUq449tB6XwOtsxbZtMfx/ZFSsp3l9FES20bwUJaQsxbUcLnCxdYZNBgJPPYabcJKkJVBQjo5g4CJP2vJOIqSyEknqWNYpB6jZgVK9jp1KacDYaOoYvyWo3Hd1Kjuo+lmPjtOSbn02FJnE5wm7RSu+44RM3/KQC5ySzqHbiF6pnQA3L0rO2ShH7IX6pgtuaw854hEnbP67XAUW13CDl2sRRTFhtEJRrRDUfJWOE0Ibt84lJlmtjWgLt0SowTJPY1yIVO5PGsGzCcYjzUwhhUhgrYhgm3a+6lK7LLiazfIiw1qB4YpzC8DS1qQJ2yqFlWStu1sF2beJalViV8Y/oRCxkvBCbqlQSCZpERSbCIRVF+gbAMDFcByEj4iDGyWWbCnaSFCUhII4kwtJzvAL9e8tziYMAIcwz4jBjlIz1SEY6hbDshPDHmK4+3mGlgunoWUsZKsyUxYmZZ+nbvAon42HaFq1DvQxcsY62tasIyxXSWcH44Ulq5QDLNimfnuT0E/uJIkG6rw+DBqbrURubpHL8OF5nO4YhCGaqNJ5NIUztsuC15pFBSNQIEKbeD6bj6DGCeiMZeUk+S+jrmWrTSuZWF9KOzkRYqWHYphbYWRamk1TFE3GbDENNTKXCOOOG5YwrgxbspSzicszciX3YbdZZ3rrNa4JSRNUKjYlxgsIs/swMTksL6d4BMkMrcdva9djDiyBpUa1K5eQwtVPHiao1LM8jM7ScdF8/1ZOnyC5f0fz+/qygZ2NLVE8OE5TmSHX3kV62vJlUtoQlvNwYOXaCYHjqZXv/3JYVdHV1vWzv/1KxRD5/CSAMgdUbU5s4hajmURG6wiV0JVO3J+db7hLpN5oKWxmFzZYdaP/Ehbxp1WydCUxkPcJs8+n7P1fSumGQwsHDhKUKqd5uSoefw85mya+8gNaLVhHWGpSHT1E6epyOjWtp37SW4uFhpnfux8llcFpyVPZVqO4rYufTmlxI2TR/t9LpRb6HSuq0IMN2tGDH0lUjK+XpGUCps8VVrJ+nyZGpq2SJkl/n1SdJQ4bAdD1dXTMNpB9oMgm4LfnmQitMg7jhI2tApIjDGsLURMltzet2c7KPZBjosYEzFlZhWUTVGv+bvfMOs6uu8//r9Ntn7vSZZDKTTCppEAIhdFBAml2wsTYsK8oqKq6KrmXVVbGgq7uWta2KhSKKoKB0JCQhpPdMMiXT2+2nf39/fM/cNLD8HnUt834eHp7MnDn3tHvO+3w+78/7HXgBsboaVE2LtlHGacq89BBNkZpJzTTQ4xZmKoGRsNAMHUURqApouooaTdVPT+zr0SCKahj4pTKhH0gDczck0ZFhcmKCusVdtK5dweAjGxjfcYDhDTvI9wyQnt1K/aJ2ElmdTEcbWtygPFqi4bRTSLS04OQn8EY9qFioMV2SeBFWqVIY6U9RpLRDVmVVWSX1PXzbwxcKuqESeoGUgqhAKOTLhBdGk/QCzYxFA2+gR8NHknAp1XQuPaooT5Ow0HGqhFfqLSMfUzek9pw6lDrBVO8wTUuOJBUBqKpKalYbZjpFJgOzVi/GLthM9E9QLjoIz0XYBYyYwdSQKxOpNIVYQx3FQ4fwD8fwRw2ELz9XNQypudS16IUhjF5mohjaii09O3UtitOU9l+hK712j9dKSrmJIweFBGiGccy0+/T+T3+OInfqGSuSiqKiKCpWIkuxtJdCTz+xhjr0mFUlZJWhQUo9B/Byk2jxBInWWZQPD1K38uQ/mHAGnkdloI9ibzf22DAiCIg1NONXHNLzuojVN0SDUA7lwUHizX85n06/WKDUdxA3N0msqYXkDOmcwf8BDnf34HT/+chn5uQZ8jmDvzBCz2N801PUnd5Fdk0rTr+NP+VLQqCCph+x5pn28tQi/0v5UDxCPuWCkSbP91BUg9CWFbbsxVmC9EFQHOItraTmzGJy226c8QlCr0L2pGVVnV+6vY1YfR257l4Kh/oQQUDL2tVY2RpGntxM8fAQ5XUBYSVABB6gYKSScsre9wltR1bAVEW2myNfyRPymhVZ+Zs29TYScVkFlZwIRVWq0Y+KqmCkUqi6jghkBKdv2wRlO9LNSa/JagvZ9wkqDqEXgqMCMk7TqInLqEg/kLo8kLpFz0M1I9slBL7tYk8V5Daq4JVsvFKFMAhQNUk6FJA+mgoYCSsiKJJACt+PLIg8fNfHytbglR2EADOTOsrrVMjUJj+AQJ4rTTdwRgP8dI5kY4bBJ7fj2R66qZNsSlC3aBa66mMk49QsXkK8pRVnbBQ9Fqd44BCVoWHizc2M9xzCdJuia0HBTKfRYjHpwWk7qFG+u0w6ksdYBD6hF0jZgqqgRPGn0/s2PTAU+hH5RKDFovUZuiSRilKtGiqKQhgI9HjsqNMu07aEkNP3iqahahqhJy3EGp/fTLqllq0/eZh5566UHqnHQU8kserqsAf7aZjfRnNXLV3PO5fALpFtS7Hzgf1UJnIUDo8xNZCT2tNEArqbpNyBKNVJSDKt6gZ6PIYIQklCg0AGMUTHChFElcvpWE2FwHai6udR32dXugsc0dOazxjBGfouwpO62NBzq8ERJ5BQTSHIC2a9aAVoAYOPrsceHcWdGMYvFTBSKRKzO0i0tWPW1KLH49ijo/Ll5nd4loowxB4dpnjoAJWhfqkLz9SQnreQZFs7RjqDPTKCnkxWfXStbJbCoUNRdn3mWdf9p4BXzFPqO4Q7NR6Rzs4Z0jmD/zP8uSufM+RzBn9RCCGY2LIFs7aWdGcnWkIjdXIGLa1TOTSF4usIH1BCQqeCalryYTltY+R7coL4aCN2ILS9yLBaIb2qhqaXtpKcnwFFodx/GC1uYdVmiTc3ML5pG1ZDE8m2lmO2zcykqF04j8rIOKXDQ+QOHCQzr4NUWyPOyAjuTkum6Fhm5HtpRtPhVmTUHhA6DoEjK5Kqrj9rPnwYBFELXZP6TU1FNaLYUFf+TkBEaALZHg0CaXBuGLIiOZ025LhyOddDMQzwNPAlSRShQEvqqLqGVypVNXt+xUZE7WG3UMYtlCWZ0rWIPIBm6MTqajHilvQv1aWhv5y5UaJEHpn9rlsxFN3AK5arMZuarsigI1VFt6yqN6ZXjBKbknGMZFySZsclLEMYmyLWkKR1zXLazj4FK2Mg7BJevoxR20Dt0pPQDBN3corK8DChU8GeKDDn0ucysfMA8VqpHw4mTRRTqw6hiMjDlDCU15OuVyfFRRiiaAp6LCavJT+ISPmRlrs8aaFsuatKteItE7TkeZPHT0dPxPHLlWOmx0M3Iluajp5MRLpdDyVQaXxxC1ZrDDMZY3RvP4qiUDP7mW/KqmkSa2qmMjyEXy4Tq69B8wuk2jvoOG81xd5+3EAlN5rHK1Rw+0PUiSSh8NETMXTLlNeN40SVdSLCaeKVKvi2ix6z0GKmJOVuEGmUo6q6I6+Ro79/0xV4JSK2WvyZqo9CVkeZ7hKYMjTCdU4goYoCoePjFabQavMkmutw8mVKg1NkurpIzp6NFnUUqsfX83CnpohHhtPVT418MIs93ZQHevHyObRYnFT7PFIdsj1/9AuiPTaGZllVoqmoKlZtLZPbthFvaaleT39KeMWCbK9PjhNrbCbZ3okeT86Qzhn8n2KGfM7g7wrFgwfxi0Xqli+v3lwVRUGJl9Hbi9Su6sDLV3AHK9JgXqhRprSOCInyx1XwIXQFhMi2veGRWhsjfrJNw7nzUK1oYjtbiz08gjM6gtVQT6n3EPGWRgoH+1FUldhxPp6qrpPp6kBVVQqH+skfOIgzOUmyfh72Pi9qYftSJ3h0a1FRZTvZsmTiUhDIipCIdIJHyQiE7xF6sjWrKBC4srqmJ+IQymlgI5mQLeswsjDy/KrdlGJE5Lua7KRG0+5RBbhy5CEuQsAICByP0AtwSxVZzfQC0NQoclIhDAXx+hrMVALViKpyjiRM02k205PedsXFDwVmRGSmW6LOVF62dXUV3/YwMylCX5I9RCBjGRVF5nwbRhS7WCZw5b6pikZ28RzaLl1KUC6Q27UTr5An3TmXzPwFTO7cT25/N5XBQYo9fSRmtaLp4NkB9vAwfn6K7Irl1J/RRX7DEEpoSkLPkeEuRAiqhpFIROfIxSu7GNHQjSLk8JrnC6x0Mhq0kZXhwA0jPfJ0ipJWbe0Lz5ek1PGk3pQj0ovQdeTEv2VFRuwx2YZ2BWp9icQyqsbgeszkwINP03nmsmf9DimaRqyxCWdiHGdkGNW0qFl0ElPbd5FuqmHJyy6hrsnCyiRQhmqhohOKgMD28MpOJIGIo5lG1aNTBAFG3CIMfLxiBVVTIjcFee1ME1Cgam02Db8klxehNI5/Js9QEUj/VUXXqwROtuOn7bDcyAvXl7IFIMypNL1gEanZ7dTMn4tVn2Vk/RZK/YPEG49NH9JMk/zevaQ6O+UQn12h1HuIUt9BnIlxUFQSrbNJz1tArKHpWQennMnJKuGsrjtatnjoEIm2tj8ZKfSm2+tHk87EDOmcwV8H/tHI54zV0t8x7PFxin19NK1Zc2zlUggqI4MkmlsJ3QLmwkEaLjsJ4VjY/SUK2wdQhYXwBF7eRktqGNk4sTlxrBYLs9mkMt4HCpQH8gR2pTr5rigKdaesZPjRx5ncthVF12k49TSSs+dw+DePouo66blzqtvilUoUe3qoDA2SXdRBoW8Er+Qy+VQvitKEnjDxbRvfkRVHPZVA1Y4moQqv+vYbWNf9JC8+5YV86op/49ybL+JwbrC6jKVbzMnO5qpTX8Ibzn09YKOZJnP/dVF1mZuv/jQvWnY5YSAHZ675/hvZ0LsJgBctv4L/uOIjUYtfjQif1DhOa/hQiIgreAUfLaZhJON45QpWTRq/XEZPJHFyBYyYjp5JIHwPP3IfkBGnJoHtYKTT1QpuYFdw3YB4wpB+o56HX5YT1Jplompyqr/qVBD4kvAJGQkaej5OTubL65aJkYrLyXgVdCtBcccYffH9JGc1EGtsAATx1lk44xMYKQt3Kkd5pEzDqStJtbcxue1pDBPsiTyKlSY9ZzbOxDjJtSHlx6RPp6JRjctE1SK7n5DAsQlc2cqX9lUh0hlLxVClDGHaY1YW9YQkmqFa1fAGrnQOMFJygt4rlY7sv6IQRtpSRdfkYBwCL59HCElgU6frlAcOUxkaJNneQcPcJrblS0z1jVDbfmwV72goioKRSOA4FQLbYWrPHirDI8y++ALcfB5vcoJ5l5xD3+5DuE4RNZHBK9v4totTqOCW7Ggd0vRfiQb3NEOTVe0wIHBDjGQCv2Lj5ouYmZR0j8jb8qVKkTZUYRCgxQyEGz5rpX86eOFYWy5RPT7S0kmVcojIa1Z4gK1BxBOTrU3MfcFFTOzcR8/dv6F2yXzqly+W1eZkEtUwyO/bQ+CUqy+IVn0jsea2PzjmUo2u6eOR6uzEHh2l2NNDurPzD1rXs8ErFagMDRC6NvGmNsy6+uMsuGYwg78O/COZD82Qz79TBLbN5LZt1K1YcUIUnl8qIAIfr1SiMjBA7bIV6AnZElVTLkrWIDNfmorjr48AACAASURBVEjndu/EasgQazj2jckSDRQO7CXW2ER5aJB057zq7/R4nJrFC5nauYtkeysoUq/Zdv6ZDDzwGGgqRiJG8VAPbi5Hsn02LWefhRaL0XR6wPD6LeQOFFFcD+wQzTAwkqas3OWKqJb0+awm3UQVSEUB1ThySa+ctYxTZq+kNz/AA7se5OO//DRzs3M4p+vsE77kX3/w61w57znoMYst/VurxBOotnnDIERTFezJgqwuqgoqBioaqEemulVNQ/hS86cZGn5Jmt77pSK6qUU2UJFn6XHZ8iiqtJSKkqKECLFtl0w2iVcqY6SS0odUV1E1ObCEL9A0BTdfBBRCoYDj45ZsSTiT8Uh7quAWywgBRsxEhC5qkMB3J3jLjR/gtvt/yatedhU3v/1fCGybmoULSJ65hsrYBCNPbCC/ezfx5jpSne2M3LOerpesAqAyPER6cTOmEWPyN2OEQnrBqqYpfTgLBQK7UvXtlNpMOQkughAtEZfpQ64rp/TlYugxaX0lPB+hqdI7VDkyUAWypexM5mTlOHJuMDJHJrbdfAFFN1CFRu3zEhhNAX7FxM3nyO/bjQhgyZo2vvHZT/GeWz5He2srW3/zgNQzxuNosRhaPEbgOrhTEyiaRmruPKZ2bCfd2QqaRm73bjLz5yM8BW+8gpaKoVsWRkyyuMDzcUsV/IojiWixgqKqkogmEzIcwZfHwp7ISRmGAm5OElDVNAkdFy0Wk5VhVY0Ey4rUxz4DwsCP5A1qlEDlVyULij5t4STr91KGUQFfpdQ9Sc0pR0i4omnUL19MZu4cRtZv5uBPf0Xt4rloqo8goDI8TGJWK4m22ejPksj0uyAH4Uon/FxRFLLLljH65JPE6usx0n+89ZJfKlIeOkzo2MSa27Cy9X9xk/oZzOCPwT8Q95whn3+PEGHI+JYtpDo6sOrqTvh9ZXgA0LCHh8muWHlM/GPg2rKVPQ1FehMeDz2Vkt6Q2Try+/aQmtN5JFNdCNzcJEY6hTM2iTM6QqypGT2VpGbRPEae2EisLk3t4kXUn3LyMdUbRdOomdtGSR2SktIwlAbm0QNTNU2Z0jKZ55ofvJknD22gISkTWu7d/itu3/TT6rp2DO6m7FZ4ycrns7lnMxPlSe7Y/guuvfVtx+xLbbyGPSP7uHP73bz/7o8QRq3gpJmk5JaklQ9KFNMZoFt69CBXwZHVKKVafRQoyBjQMJDT3oIwMr9Xpf+ioRM49jMOf8hWsYdfsSVJCwVhKNBNE1XVcHNFNEuPJAAQlh1ZzRLSjiiIJqT1dBLrqNbtw3se4VuPfJstfVsoOAXqEnWsbF/B289/G8858yLElz4LyDZoqmMOydltsrJYLFI6eJBYNkUoNIqHJ0iKUCYYlStSU5rPkVm4GLMupLivB3uPBqZafelRDZ3Q9/EqHvF62V4NPUkUBbI6F0sZTA6OE4vrGFFAgKIqhIE0WkKEKLqJbqp4xVK1EigzzOPSekjXMGpS1X0GpO2SE5JbXeKj//VJHnjgAYaGhkin0yxZvIjXPf9Knv/ci0jYCd567Rupq62RFkjlMs64NE0P7Ap6yiIou6CoTGzZhhZFz45veJLAcYk1NzO54SCooB/XYtYMnXhtGmrThEFklVW2q0TUTEaaZl3l0Z4n+PJDX+PAWDdO4FIbr2F+UxfXn/Mmzlh2bnR+FekIAM9Y+RShTFSatiWT6zZQLOl9+q4fvofbNt7OS1e/hM++/DNyWl/X8Qsu+W39hMYgqTlzMSIdphACITxSs7OohsfElt3oyTh1yxZiDw6QmbfwhG34Q6EaRlXPezz0RILMwoVMbNtG0xln/MHE0S8XqQwNENgVYs2tWNmGGdI5gxn8lWGGfP4dIrd3L5ppknqGdpVXLuGMT6BZcbLLV54g6A8dB8088vBUVLVqKn80FEXBqq+X1bxEEmd8jFijrJhUhgYJPY+G1asZfuy35PbuxR4bozwwhJnN0rh6JeNbdsqq3zM8PEt9fehWDWoyJPQdmdQzVUBPxuUgjqEBOkIcv12SdJiagRt4JK0k+0YP8B+//jwAKSvF4vp53HPcX1218sV8fd23ueWhr1SJJ8CcutnsGtqDHrOI10mTbr9SkdPzhk7ouPi21JHKj5aZR6EXgCnwEChuKK2QIrud0PMIKjaKphCICqohW/gcpTvTkwm8fIFAk6lMui4Hu7xSBdXUpk+MnOYG+XmKghaXx1N6iR7RCN5y3xf53H1fAGBx80Keu+QCJspTPHlwA6fPeZIVv2lgugsZuD5Evqa5PXspHz5MuquLVMccFFUlf7CXUv8hMnMayO0/hBGTrVaCgMmtm6GtgDIVR801RJrEaYusQJrKV83m5VT+0duZaayhODZ1hHwCqiYQUcQmgbRjQlCNhxUijHw/j7gWTEP4IUqo8kjhHt76ipuwbZu2tjauuuoqgiBg3bp1/Oy3T3DV1S/nBVddwGVaio5zTztGAyiEIL9vF87EBNkVyyke6sErFIg3NeJXKngTYyi6yuBDD+P3WiCy+OVSVJ1UoxeMKF40cl6wMkmsjNS8euUKqiKo5CrsHt7DW269Hj8MuGDheTQnGxkujPD04S0cnOhldblM6PrS3zOQ+uOqn60IIzsrPzoO0p9XDmH9IZpGRea+04RVrzK1e4fUqcZMArssh90Mk9pFi2g6o57JHXsZXr+NZGMKN5///55M/13kEyDR1oY9MkJ+/35qFv5ukuuXS1SGDhPYZWJNbaQ658+QzhnM4K8UM+Tz7wzlwUHs0VFZKThOSC+CgNyuHaiGSXbZimckfoHrYNYeqZYqR8UdHg+rroFC9z4Ss+ZQHjhMrLEJv1KhcKibuuUnS51jMok7OYGiqzSuWVNN8zFSKYYeX0/ruWuJNRz5PK9UwisWUbUG/KCMFouj6NKr0S+VZXpPXLZEj9Z+HrNdRgw38MhVcsf8fEnLQmLGicMZc2pncVbnGh47tA5d1fFDqVcMA0lEfdvhZ4/fwf+s/y7d4wfRVI3FzQt52zlv4rSGMwD44uNf5j/X/RenzlrF8pal3LnjZyxsnM//vvpr7Bvt5sP3foIdw7uYk23n9We8hvf+7CYAHrz+F8xKt/L9jT/h+0/9iMH8MLZnU5fMcu68M7nxonehKQaV8RzP+eqVDOQGefPa17FtcCdP9W+mKdXI+y5+NxfMPQdCQeAHMuc9mojeMbCTz993CwCvXv1yPvLCf5OG/apKsZRnLDeJX1YwamRFUiTivPk1r+PnTzyKaZm88XWv599u+hBOvsRv1z3Be957I90HuymWyySsGKuWLeVTn/oP5k6M40wVeXDHDj7zX1/hYP9hAj+kOd3E2rmn85HLPoDwfXrHe7n53ptZf3AjuXKOzsZO3njetbz41Beh6TpW3CQMQ1RNlXnvuqwIyiEZXw7RGLocLosFMsrVMlFiMZxcoRr7Gjpy8Cp9eZb3XvRxbNtmzZo13H///aSjFm4YhuzcuZNURyff/N6P+Jeb/pX2tjYOHTyIapp84hOf4H++/nUODwwQsyw6Oju5+pzzeMubXktm4QLuv+02/uPzn2fXgQNMTk0yu24WH73ko5y5ZA2u6/Ctx7/J7U/fRf9kP7XxWk6dczLvuvDtzKlvj8hoNIAmBMmmWjbt2I4fBixomM+Xrvi01BirKkHo44QyDeu6n9zA/Xsf5JrTX84HL7qRMPRZv/dxXv4/ryVpJtjwoSfoG+/hY3d/ku2Duyg7ZepT9SxsWcgtr/wcb/nOW1nX/SQAt228nds23g5Az83deMLl63d8gzs/cQc9Pb00ZLM8d+0ZvO+6f6Z91Wqs2iydnZ309PTw/ve/nwd/8xs2bdrEigUL+fY3v8V37riNr33ta8TjcT7wgQ9w3XXXAfDYY4/xvve9j23btmHbNq2traxYsYK77rrr95JPRVGoPekkRp54glhjI1Y2e8IyfrlEZXgAv1Ii3tQ6QzpnMIO/AcyQz78jeMUiud27aVi9+sSKpucxtXM7IvDILj/t2S2JHPuYyifRlPczQU+lZfxmLE5QqeCViuT37cXM1DKxdRuh55HqmIORTuOMjVAZGcRILwAg3txI0xmnMvTIOlovOAsrKyuL5b4+4m1t5DZLH9JAka1rPRaThEpI2yL9mR4ux5Hk1531Gh7Y9SA9E71kYmk29Gyi7FRO+LMdw7tpzsiq7TTxBKrk/dBkD2+/892oisolS55L2S3x8P7HWXdwA199wVc4b+7Z1b/ZdPhphotDXLzwAmrjNRQrRV5/61sZKY7SkZ3D0ubFfOK+Tx91eFVQNfpyh5ldO4tT208hCH0eOfA4t2/9GX4Y8O/P+9B0Rx+Arz3xbZ678HwWNy1gy8B2brzrJh7653ui9rb0z/QqNgQh926+F4FAVVTecd7bpOYzOp+WajE73UZpZJzi4DgAd/3qXk5esJA1i0/i15s28B+f+yxzvSSruhazbtMThHmbc5euItua5fEnNvLQ+vVc9cpX8esv/zdj3eNc+6/vxvV9Lly2mqbGVnoPjrD+4Ea8sse4M86V37ianJ1jTcdqOuau5dd7H+Kdt76LkeEBrln9iqqkQQi5v27JlfGRcQPVUPHLFXwvRFOlnlMIhaAkibYIBfZkHkUYYAWIeXkevucuRqcmAXj9xS9i+KHNjKgK00avcVWle2Ad9lRRXv9+wPATv+WRTTv4wAc+QDqZ5PnnnI8wLHbv2cXTe7uZ6B7lF/f/J6+98R2EImTpgkWcc9JKunuH6Z/oJfBWc8NP3ssvtt1LOpbmiuWXsX1gJ3dv/yWPd6/j7ut+SnO6IQoziKb0HY+mhHwJ2ze2n1f98A2c3LaCk1uWc0bH6aStFG7F45WrXsb9ex/k59vu5b0XvAPVVrlnx30AXH7y5SRjaT7404+wvucpTpu7mkUtixjJj/DUoU0UnRKXrriUseI4+0f2M79pPucuktduGPi884fv4hfb76VjVhsvvuJy9vX28c077uTp/fu55ytfJpbNVr9jn/nMZ7j66qvpP3yYDTt3sPY5F5CtqeX8c8/jpz+7i+uvv55LLrmE+fPn86pXvYre3l4uvfRSOjo66O3t5eGHH5bfMUMmgv0uaJZF7UknMbl9O01r11ZdL/xKmcrQYfxyRDo7umZI5wz+ZiEQhP9Aos8Z8vl3gtD3mdi8mczChSeI8wPHYWrnNlRdJ942qxrldzyEEASuc4zmU1Geue0uf6dg1TXgTk1gNTQyuX0bgW2jxRJkurqINTVW26HDj49TGRrGqs1i1TcAkGxrQaxeyeDDv6X1/DMRnkt54DCKYRA4NSiqhh6PVx8oWszCK8tpY79UJgyC4zZI/q9gFwD41uPfASBhJjin60x+seNXjJXGT9iPR7p/i+M7aKpGEB61zmh9+0YPAPDqNa/gw1e8n9D1uPbWt/PQvkf51qbvcH7XOdW2edyIcds/3UpDYz0Iwc82381IcRRN0fjeK79GU00T9+z8Fe/86fvkeQtDVBVuOP9tPLjvEfaPHSBn55nXMJeR4hiPH1yHoWvHdE5fvPz5fOx5NzFZnuKsL19E0SnSk+vlJHMRIpA3r1BITeBYcQyAbLyWhGpFZu/R6gI5FY8fMO1i1dHUwlff+D5UVeXlg+9n/2A/u3r3cercBVyy8jQaEim29XXjGYKTurrYP9RPz+AgOzfvpS5eSxCGaKrGpc85j5O6uqgtxEgW56B6GrdtvoucnaMukWVx0wLCEObXz2N9+Sm+s/EH/NOpL0eNiKEIBb4bTF+Y+K6PFtk4mTGdMJCt/DAIqqRchCqKUHFTwzjJYRgP6d+7v3rc6hxBbt+hZ7yWy33D8rh5PmN7hnHLsmqeTaVZ27GUOQ0ttF/wIkIUpg6M8KWv/jehCFnZuYCvX/uv0kas0I5qZxgY7eEX2+4F4GMX38TFiy7E9mwu/OoVTJan+NETP+Qta9+AqioYSROvIkMPLl54IVef8hJu2/xTtgxsZ8vAdr6DlIt86sqPcPFJF3LW/DOY3ziP/aPd3LfvQV542ov55Y775XWx9DICu4LjS+uk0+au5qKlF9HVOI9MPIMQgtee/U9s69/G/pH9rGxfzk3PuxERBvSP9vCL7XKbzz7/AuobGsg0NfPk+vU8vXUbu2yX0zM1VVumN197LV/6yle45ZZbeMc73kG+VOKn3/g2s0Odxx57lLGJCZ566inmz5+PE/nwXnzxxZxzzjksWrSIWFUP/Lsrn9OINzVhj46S27OH9Ly5VIYP45dKxJtaZkjnDGbwN4gZ8vl/hNANcYcd3BEXP+cjvIgUmCp6RsdqsTAaTVTz999UhRBM7diBmc2SnDXrmN/55TJTO7cRa2rBy40Rb2p99vVE08LHWBk9i+ZzGmosQamnG7dQRrN0ahafRKK5+ZhlFFWl/uSTGVm3jty+vdQnU3JyNwjQEyaxxloO3/cQiZYsaixG/SmrOLxtL6FrHPdQkXY3mmHgFkonjgZG/zQ0Ay/waEo3Mr+xi5pkLfft/A0Ac+s6GC6MHPNnh3MDALzm9FeytGkxN979oWPWV3ZltXR+3Vzp+a7rLGpdxEP7HmWwOCirwxEW1C+gPlMvx4yCgKHCEAB1ySzNtU0IIVjcfES7pigQiIBXfvd1bB3YccLxnSbLIhBVWejJc1ZgpmI0JY9MJZfcErqlEwQhIgQrkwAUGlOS6E9WpghSKulYhtCTk9O+XUHYKlZbhlhWavbOfM4FnPbu1wDQdtc32D/Yj68LFl99Ef/y9n/hf+740QnbCOA3pZnVNovP3PAuvvSTH/OeW+QAk2kYvOrVr+YL7/o8I4/IfZkoT/KdDbce8/dDhWGs2qS0CAJCAY4bkMjICWorI3PuZRxpBdXU0XUVxTDB11AU8MMyybUqhaEiS176UrSYRe6BWfD9/wYgfu5yTr388mfc/m3fDuBHXycIBPOvvpzZA4d48/at/Pjee7nhm1IzXFtby7//+7/zuhe9kLFbPgDAuReex6zTFtBy3lrG7xmhuKnA0OSu6nqXzV9OLJsiJpJ01newuX8rw5VRzNS0abuCmYribRWVT77ko7z30ht48sAGNvZu4vbNdzFVyfHx+2/m4iUXAgrXnPYK/u2ej/PjTXfQmmlmpDBKZ30HaxafRei6fPCSG/nYrz7FVx/6Ol954L9RFIVTO1bx1df8F/WpOkT0gjUdWavqJsOVieo2f//73z/h+PQPDHDBc55TfTGdW5sht3snNakjCUfnvPSFhKUKyXfHGAPG++X36pvf/Cbvfe97ueGGG6ROVVW57LLL+PGPf0zMsqpJXb/PbzM5p52xjRvxK0XSHR2k5sx7xmSnGczgbxLiH2vafeZ18S8Ib9Jj4tdj9H3xED2f6mboe4cZv3eU3GOT5NfnyK/PkXt0kvF7Rxn8zmF6Pt1N338eYuLBcfzcs1cHSr29+OUytYsXH/t5hTxT27eQnNOBZhkYmdpjW+rHQVY9j7VlmrYQOhpCCCrDw4w+uZ6pnbtAAbM2LaP2ThgCkjDSKWoWLCCwPSZ3bmNi+zaGf/sYpd5e0h2zyS5bTHl4iuTsdkQYoNY6cJwXnwikQXfgOHKI43hED6+YIfdhpDDKb7vX8cCuB2nNtPCGtf/E5csvecbti+kWbznj9axqX3XUfsr/J0ypE903si9KVHLZM7AbgNZ0KwRH7hqWbqEnzOq/2xtlbvhkeYqcV0AzNPZNHqx+RhjAnsG9VeL55Zd+lr0f2sS7L3z7kVOga7KCHG2Phhol9hyp0oqQKKZTDrkIz8cvlbl4yYUoKIQi5NO/uBmvUkYEAX65TKVcpG+8l2R7K0aNJJ/GUXKNaTKQ7pjFwENP8ONf3g3AO952Hb0P/ppffP2/q8vWLV1Esq2Ry844kyd/9AP2P76B777vEySSSb71rW+xdXIbCy+cD8C8hk5237SV7o/t5dCn9rPvI1t54J33yApYRMh0yyQMQrwoFUga1svUHj2ZIKwEBOWQsOyj1dnUXZkm/TzQagXpue0Mr9+CCAVrz1hLc/Qy9NGPfIRCoXDU+RXs3r37mOtAMw1Gnt6OWynz4eveSs/Tm9n0kx9xywdvYmpqine96wZy3QeY3SLX+eSGdWhxGH3iMSoj/diVEq01R5K89g7uRVEU3NCnd7IPgNkNc9ATqarpu6JohH7Inr5d9I/1kTHSXDDvHG48/1946znXAlBy5MuWaui8cOXlpK0UT/Zs5GtPyOr+S1Y+n6BcRvg+i1sWcud1P2HbhzZy9z/fxqrZK9l46Cm+99h3pSfv9PdKUdHjMoBgVvbIS+ujjz4aTbjL//bt28c111xzzHGq7VqAlkhQ7u2t/kzXdcyadDVpampvNwOPPMm5Z6xl27Zt5PN5NmzYQFdXF3fffTe333571fFB/I7Wu29XKB7aT6n3AKmODvxiBSOTnSGeM5jB3zBmKp9/ZgghsLsr5J6YxD5UkfPQuoIaV3/vm74QgqAYkH98ktzjk8TnJahZW0usM179W2dyksLBgzSefvoxOk5ncoL83j1kFizErM0ytXML6a5Fz/ZRwDPoPZFVyzCqfIaeT6m/n2JPD6ppku7sIN7SwuSOrYSuS6pzHqWeQ8SbW46N4vN9nLExnPwUoePg5UNijRaNa86ofp5ZKFDoPsjE1j3ULJhDoqOW/EEpGQh9/5jsds0y0ZN6Vft1TteZfPoFH+P8L15K2S3zurWv5vpz31yt2k6blgPcvuVn1e3a96GtKIpgY+/TmJpJXbKO8tTh6u8/eNl7ObV5BT94+jY+dv+n+P5TP2HSLVCyizy0/zEUFF676poTBrICtwKKtAq6YMG5tGSaGcoP8/Jvv55TZq/g17seqC5rZtI0KzXVQadvPPEd7t/zIL/e+9CR4xeEaOZRD1oBoR9W29CATIISROlGMlc+DOHkxWu4/qK3ccv9X+J/19/Kht6nWNG2jHwlz/reTfzzWW9kQaGWypCs0Nqjo4xv2oQWjxPYNiDJb6y5meZsHYVyiTvvuJPBPft4Ysf2I9sYhgTlEqf+06tYs2w5WT2J2pAhn88DkM1medlzzueL//VluscO8ZIfXsXq+acz3DfI071bOGveGdz84psJPQeQVd5Y3MIpeeiqjperIAIFLR6HQEWvjeMbg1jLEtQtmkdx9wDeqMAdCFHDGtzJEgd/sxdFU/nkRR/nLbe+lfUbNrBw7kLOPf1sNAs2bnuahV3z+MFXvkx5UJ53XVdIxAMefXwd133046xetpSGbJb9fZI4ZpIpCAXXveYaHt/0NOu3befy665n1amnsmvTLl7YcSUvO/NlXL7iMn6x9R7+9c4P8uDeR9g5tIeJ0iQ18RpesvL5ciIeCD276ru5rm8TH7vnk6xoW8a8hk5UReH+3Q8CcN7CcxCAphskjDgvWnEl391wKw/ueRhN1bj6rFeiJRIE5TJvuvV6vMCjo64dXdM5MCZfdmqsNMIPmVUrieYDux/ig3f8G3Pq23njeddy6dLnce+OX3LllVfyghe8AIBdu3axfv36E65xVdNIzekkNe+Iv29uzy5SHXOr/25YtQw9HmPFsuXM6exg/klLCMOQ/v5+AOoiG7jp1vvxOvXArlAZHsAr5ok1tpBsnyvdHPyAqZ07qTv55Jl0ohn8XWHGZH4GfxL4BZ+xn49gH5TG3mpMRf0jbpaKoqAYChhRtbG7jH2wTHx+gobLm8AImNi6lezSpeiJIwbP9sgwhUPd1C45CSNTgz0+gh5PoMd/twl04Doy2/2YjVAJXZepnbsoDQwQa6inbuVKrKycjvZKRbxiESMex8rWUTywH79YQIvFscdGsUdGcHNTmLVZ4o2NZOZ2MfrkevxCkaBcrpLPUl8f6a4O7NEpSv19eMUQv9gij5lpoB6l/axur5CVP8MwjymSTtvCBI4r23yGgfCkLdHRfQ09bhHYNqs7VoEICcPIU3J6/V5ArK6W15x9DfXJLN9a/z0e3vMouqaxpnM1bzvnTaxpOwPco7dKEAYCRZG+n5Zi8e3XfoMP/fwjbO3fjqHq3HD+2/jQvR8HQBVQp6X55PM/zOcf/DI7h/eQiqV485mv5bMP/qdco5Drmr50VFVF1dQjmkjksI3CtPE9BL6Pqmn4pSLXn/0mVrScxP+u+wFb+rdxx8jPqEtmObVzFWfMX0vThatI3N0GgFlbS2L2bALbrt4InbExJnZ18/n3vId/veUL7OvvY/O+vbz/7dfxlvfJ9nOxtx9lficXn38eGzY+zejUBJqictLCRdxw43tY2NnBZGGKX//wx3zy859j3dObuPU3t1KXyXDyKcu55jWvo2ZuiuJOm6AkUA0N3VZwgpBQs9EaDWKdceKzYqROmoXwQw59Z4TKowbDT04gsAi9AEUJCDQHNa7iuyU0zeTc+afz0zfeytcf/zbrejZw569+StJKMr+5ixesuhxVjWOkIp20onB41ygpLcPyZctYv3Urk4UCyWSSc886k3e/8uVYdVkuuehibv/CF/jKz3/O1q1b2b5jBx2zO5h1iiR2n3/lZ1k6ayl3PnUnP996D7XxGi4/6WLe+Zzrack0AwLFMFAUFb9sYxcLrGxcwhVLn8fWge3ct/s3eIFPc7qJl65+Mdef9+Zo++SL1KtPu5r/3fhDhBCcs/BsmmuaZTtdUVg7dw0/334P9+78NW7g0pxu5GWnvJBXnHYVqmXyitOvYl33k2zu38p3f/u/LJ+1jDeedy2fe8nNrDn3DG579DZuu+02TNOkq6uLm2666dluGcdIdALHZfzpjVUNp6ppNJ22ksuffyX33H03G57ehFAU2tvbecMb3sBll10mlztO93kM6WxoITm785gX68z8+Yw++STlgYETZEYzmMEM/jagiH8kqv0XghCC4rYCE/eMEvoCNfb7q5x/zLpDO0Q1FPRFOVJL09QsWFD9fXmgn/LhfmqXLkdPSC/B3O5tJGd31uEzigAAIABJREFUYqR/txdfsbcbI5XBqmuQ2eHjExQO7COwbeItrSTnzDkmR1qEIeNPP0W8bRb2QD/p+Qsp9fXi5vMI38eqqyPW2IRV33BMLntlaIipnbvQExaxllnYY5MUe3pRNB2roRbh2QS2gP1dBMUg0r0KGdMYhIjQZzw/znO/eCU5O8+Nl9zAWy98C77tVk21RRhWW3p6Mo5fKKJGWd+B46GZGkYmjV8sIYSQ5u6uixDSHF7VlOkDLnPFI0P00JcG3ooq02U0PYE/JY2/RShQdIEwZI68auqAymRxirQhib9mGNyx5S7ee9cHSZhxNrzrYSzLQrMshAijvG056q2oGp7tI0SIYWmyfR6GhJ78fPnVVar7qhoqgS8gDKMMeamdVHXtiL5GJcqplyQZH+Lnj6LHLVQrhhaz0I77/9SBw1RGhonXmpSGc6iqipMrk10yD1VxcQs2IvTQTIPC4UnKExVaT5V2N6XBEYxUCqsmjp7OkN97kMYzTmN0/UaE59Jw6ikk2toQQYAzPkZlZAC/XCbW2MLYtgMQeji2R6azFdNQ8McEzn4Df8iQRd4wQDEUmeCkKPgVBz1uST1jII39jXgcEYa4+WLVVUEIgfBFpKVVSC5LoTVPYDSb9Px2B1MjDu1zUzSfvYZYfV30/eilMjSInohjj41hZNI0rDqtel17xQp9N/cgtBCmE4V0Lbr2BSIM0GKJqvl74AbSNF6REaOqrsrEqqhyjRDoqSTCcwn9kDB6oRBRwtMVX72K3YO7+c9XfoHLl11C6HuE0bWpWVZUSZQ2CYHryRewqIuhqCqKpstrxPejirlBw4vqyKxo+qPvV6X+fpzxcWpPWkKpv4/K0CCxpmaSs+dE17Yg393L6IYtJGe30rh6BXqUADW6YQPpefMwUkkqQ4fxCnlijc3EGpqf1ZXDKxQY27iRxjVrjnnxnsEM/lax7r6HmfjV9t+/4P8n5l57IUuWLPmzrf+PxUzl808MEQjG7h6huK2Aaiho8T+tLklR5Dr9ko3/lIVl1CC6BChQ6jmEMzFGdsXJ1dQiLzeFomnoqd8fTxc6NmptPaW+PgqHegCINdRj1GSoWXRiy77Ye0hmM/s+YRAwuX0rZk0thKFsqR+nHw19H3tsnMrwOG7RpjJRwJ4sYtVlSbY103jG6eR270RLzqI8MIJdM0QwViMJ3zSZ1DQ+ed/n+NGG28jbeZJmguef+kL5IMVBM2XFE1XmVmumSVCR7WMRBGimIR/sgJsroBqabH+6rmyVKwJNUQmDEFXXJFn1A4SAWE2K0LcJggBNUVDCEK9YRBFW9dzotSahD9NeQSII+eR9n2a8PMnK9hWMlya48+m7AHjN6a/CMi1kTqaK8LxI2xmiGnpUwdUJXJdo41A1uW3T0YmqpuG7IjJyF4S+NFqPZVP4xRKqCkqUhhQIMEwNzYqhqNIL0+wwaT53scxdt22pqbVtvHwe2x7Fr1QoDk2SbExR7B8nVptGj2uY2Romd3WTbM2SnNWCOzGGUddMacsgc684B8PS8ctlNMukMjqKm3epjE0QOA7jmzaC8PEdn3z3PgoH5US6ahqRO4LAzedQQheh6riqxtYH9rNizulU9rqopome0VBUBXtyCgKBapqSrJdsVMNAUaMceN8j8FxUw2SaACqqdmxXIRQUNk0ihCC2yKVl6TwOPfUI89Z0VYln6HkUDhyg4dRTKfQOgGriF4uMb9mM8MEZn8S3K2DORvEN1EQ8MoA/Sn7iefhlGSUpQhGRSQXN0OS5NExC161en3oyKTPgxbSmWEFRFe7Z+iu2DO5gz9Ae5mRn89yus2WOfWRPpScSx+khFelwYcpjEPq+/BzPnb6pyGvQE5Qnuik/spt4czPx5mbM2to/iIjGGhvJ7dmDoumk53aRmNVOub+X8U0biDe3kJg9h5quDlLtrYxt2sHBO39J46pl1Cych6KqVAb7qRASa2w+odL5TDDSaVJz5zK5fTsNp502036fwQz+xjBDPv+EEIFg5PYhyntKf5Cm8/8Xoe8hhIeWTlJ4Ok/ohFjLpggqFbLLT65qp4QQVEYGiDe1/t5tCWwbv1xmdOMmzEyG2iWLserrcSbGcUaGj1nWr5Qp9fVJWyRNQzUt4q2zcCfGyC5bQW7PLuyxMRItrdgTk1RGxrBHRnEmc1jZWuLNjTSefipTO3dipOOErkNi1iyKB7upDA+jaGOouoE5K8Db66PFrSizXe5D70Q/pmZw7oKzeedzr6e9TraJCSUp0+IWge3KeEbPg6gdjQgJAx/NVOWPogqp1FAG1SqTomoIJcS3Xcx0HK9URtU0ymNTqLpGoqFWRk8W8igGCEdOmCu6gqIrhBUPIyXN9INKmZPnreIbj3yTJw6uJ2HGWdDYxatWX8ULll+BYpgyerIgfSZlRVUa+4swlNU7AYEfYqbiMuM7IqahH8jKpqqgaNJ+SFXkkIhXKMp1CYGRSRMEIYpjEwYhQb5AIBQ0TNJzMmiWKZOGjkupEUIwvnkriQYXZ6pC3YolCN8hKJcxYnHUrlbyBwdx8yWsbJzhhzeRbEhQ7tkfzQ3JlwXN0hEC/MkSqqmjqCqZhQso9hxGCB2rvo7AccB3oqEjKPUPS82uopIKU3QUmynssNHjoMa06vWsmSah5+IVSpg16SjjXWpkNdPCD0JpSB/4qKZB6Plo1vHEJgTdR9NNKjtd3F6NpqY2JobLtEVL5A8cwKytpTQ4Qm7PPvRETK5XyGSg7PIlxFuaGVdHKGwuVJOHQHYI/IqNX3FQNAU9ZiBCH83Qq1VKICKEgcy1TyZQdZ3ArkgCGoZVC6rvbfwRT/VuZnHzQj79ko9jxVPy+EVJW797EEeJ4jSje0QYEDguoeujqAIUGz2Rkr7Au3YRet4fREQ1y8JIpXDGx4k1NqKZJul580nMbqfU18v4U+tl92RWO81nnELNgk6GfruR8e27sTIWybZmahYvfdbgiGdCqqMDe3SU4qFDpOfO/f1/MIMZ/JXjH6kPPdN2/xNBhIKxnw1T3F78k7bZT/ycEL9UktUNTUOIED/vYM0LaXv14mPa216xQKm3m5olK551e5ypKYqHerDHx4g3ZEh1LcGMiBOAMzFOZWiAZMdc7NFR7NERQsdBIEi0zSbdObeagjT+1HriszqoDI9Q6j9M6AWY6TSxpgbiTY3EGupQNA2/VJKVtbFRnPExWTFMpVBNWfnJLl8pW3VhSM9Xt+AfNjGzJ8YE+pUymmlKT8hKBRkpKI3WFU2tDt/I4yZ1k6ppEjgeiiIwUikZz2jbBLYkPWZNRmpRYzEC18OrOBjxGH65gqKpMuoxDInVpmVSkKYSllXCkk+ouQjNR9M1zNqM1PNVyqi6QeB6BI6LZhlyNF3VCGxHVuA0DUSIalqy+mzINm3oBfi+iKqwMg1H1aStkJ5M4RZL+BUbVdNRFKTnpaJUvTw1Q48y0CVBmk7MEYqKV7JRfFCXD+EnBZm2ZtJNtYjAJ/Q8QtfFL5cIXY/ySI5YXRozkyRwXYxkCi2RQNF1nIlx8geH8EourhOy+BWXyrax60o/1ih9RqgW9tAIetyUUaCGgaIb2GNTZBZ0YCSShG4J3wsISkXMbCNjO/sQPTUoE0lUQ8FzHcyYLs8lyJSg6Tz76eMYkS89EWO65exM5dHjMamJFCGqFTuK5Ah5jkyL0HFQNB2/KLXP43YPC18/H3d8nPLgMKop29hmbQ11y08icMp4xQJ6LEGh5yCp9g400cDQdw+jWGrkKmATOC6qLr+riqqimTICVXYx4pHUIpDXpaqgJ+KohhldmxVU3cAvleWwYiTv0ExTWpWlkiiKSuDYhK4ruxyJJH8sgkpA5sw0ensee3hYyldUuX1aLI5fqUgi2tQkiWg2e8I9pXDwIH65THbp0hPX79iU+nqxR0eINTaj6ApeIY/vwNTuQ8Qbs7Sdf9Yxcat/CPxKhdF162hYvfoEf2MRCrxRF3fYwe6zcQcdQld+N1RDxWgxibXHMZtNzGbrmR00ZjCDvxDW3fcw47/887Xd573xr6vtrn34wx/+8P/1Rvw9IL8hR+6JqT8r8QQhW5nmtJ5LENo26CphzsKoNbBaj7S6y/09WHWNGMnUsWsJQyqDQ0xu20758ADx5mYyC7oIKmWSbbPlMkLgF4uUBw/jTk1SGR5Gi8VJtc8BTUM3TdLzF+IXixR7DzO1ex+lgVEqI6OYqTSKGtK4aiW1ixagWQZ+MU+5r4/C/r04E9Lv0cpmcXMF+TCNyYdOcvYczBqpy1MUhfjsWvLrJwgCT5KyMJAEyfeidr+P8D2ZA67rBK6PZlno8ZisBrqetCEKQ6mZ9ANJwhRFtmflzkYVUGnlo5kGoeeiJ+IEjodfcTAzKRRNgTBAj1k4uSKqpqIg0AyD0A4xmxMIPyDwA/xShdAPUFU1yh5HkkddR08k0AwzioKXFVlF0yR5UKIfq2rkH6oQ+AGqpqJpqhyqiVJx9HhMRmpGOlE9ZkidoaKgqkq1fatqatUCS4QhBAGKUDHqIbFcJfR9/FyOysgY+bE8WjyBqgpC16PYP0HLmWuoX7kCPZnGL+SoO3kVsfqGyNrHQ4up2OMlNFWQap9FvKEePZHAzGTwcpMoqoY9PIIet2g571zCAIr9w2TmdYKqELoeejJBUClQHhrHSFjYoznCXTUwEQM9RDXksZD6XBPVNFF1HUXX5EuAolYdEQhDQseVGl5fRon6FQfVMAhcH1VF/lxRCD0XNaoUhkFA6HqoukoYeMTDNHZ/Ca3RJt05m2RHB5XhMdouOFvGu+o6lUjrHGtootTXg1sew+nRcCfK+LYtpSJKNBAWVYFBQY9J7XQQGbBPE08tHkMzpUZy2m1ABIHUchq6FPEK6ZKAIjPuVdOo6qFBRCESf/g9SIQCQkHTi9tItDaSmjOHVEcHimniFUt4uRwEPoquy3vH8DCF7m7pu6ppaLGYJNKmSX7vXlKdnSfcA1VdR0+lQAQ4/4+9946S5C7vvT+Vqzr39PTMbJjNq1XYVQ5IIISQUMCAwgVjfOWLrg32e3gdZIOxMa+NMTLGBGNsBPI1GGFjMviVESiAQDln7WpzmJ2dPNPTsXLV7/7xq+ndlWSidY6Ptc85e3Zmurq6u6q66lvP8w3zs4StNvZAncqm4zAcE3+hxfzT29EtC2ug/FOfQ1XDQDVNWrt2kV++XMaRegmdJ9vMfWuG9sNN3J09gsmA1E9Jw5Q0SEnchHAywNvTo/tUh85jLRBgDBg/lbfysTpW/9k1vncMd/fMT17w56yBM9ZRr9dfsvX/rHVs7P6fUFEjZPEHC6jmSwk8yboRGqp5uCuiaDq6aSHilIXb5nHW5dDLBonvEbs9Cms2HH5+GNIbH6c3dhAtn6O4fh32kBQXhM0GqmkRtlr4c7P4c3MAmOUymuMwcOoZKIqCOz1Nd/9B9HyR8e/egaKqOEN1CqMrKG1cg3voIM7wAMp0SGuHNNs2SiWMUpn86ChGsYSaJSylYcji9h3ZhVglbLWobD45owD0iF2X2O1hrU8I9qrE9KT4R9WyeEQlEyClGPk8UddFsy30LD0l9l00x0Y1DMJmizRNJdcxjg93BVV1qUGGntkLpVk+etSWo3CzmCPs9rAHyqi6QdTrYZXyRH6ASEBoCdZyi8RPURSBM1gl8QPCritH9zkDhEBznIybKkuzLZJ2G80yEXEiqXeW7OT2jcCzFCfdNBBpko1sU0QcEcdRpoBXpLo+E0el2Yg+CSOSMJbpQNkoXzVNFEUlDWJ6jJPM2pTWjlJcvZz58Tma23dhThwiyLLUtUqV/EoZTODPTOEMSwpH2G7hzUySX7uRxo8eYPDkdXQPzXPozvsZfsVpVDaulcfbhOyAp1HC4JmnYeRy1LacQH75CFP3PoxVLRM0Gtj1QUBQ3rieYHYWdWIj6eIiqZqiqhqqbsiuuRfIzHc16dtoKaoEnKqhk0SxBOqOfdR3UaRy/E6a9kG5SCW4S+PocJCCoqAYOoZjEAcx4ZRAfSrP0G+tZeLOu6mfdVqfj6hZNoqmkXguKDpRaNAbP4i+rIrSLKIoqQTEqoqeM/v7VM/l5HGbxLITnchOvWaZEjz5bmYPJoVFaDqEseQgp7ILDkinCCGIe71+kphmmsSum4lwfrpzURqk5I7LoxePCJfQNAqjoxRGR6X4sNGgd/AgYbMpebOaRthsEiwskMax7IiOjKAaBlGrhVmpHHHeCfBnpghbDazaELUzzkHEEd2DY8w/+ghGoUBhtE595DRmHnyc5u59DL/idOyByou93RdUbvlymX60azfK4jCLdzcysK+g/Lhz8hFN1jRMafxwgcW7FiifW6Vy/gCKfqwTeqyO1UtVx8buv2CJVDB10yGCqQDNfulMj9MozEaeeUQq5DjOMDIhRbaMl2Ctchi5Zjm9Q/vRTAtnZAVRp0N3bAx3ahpneJjCmtWYGb9PCEHYbOJOjhN7PUjArg9h14fQCwWChQbN7dvRnALe7ByJ52MPDpAfXYlVKSGSiKjdJmy3iDtdBClWrY5ZLtMdO0DtzLPQn29cn71uZ88ewnYLs1ymN35QXvg1FdUw0HM59FwePZdH0W1mv9QkXHDRHBm5mcaRBIpRglHME7s+iqJiFOXIMY1jYtfFLBUzAUsbI58nbHf73ShUBSOfk2NPoWTdowRF1wm7HrophSBGPk8SxYSdHna1lIGvrhylhhDqHayNFuzJoWgJAoUkCKXqOlM9i1SQpgIjZ8sObtZllTnmh4GjokkwLBKBqqskUUrghth5UwqQdK3f6UJRSKOYyI+yC6zIWAYKVjGHaujEnoeqKlIFn8jOoIhBtXQGfiWPoil0xqfpHJhAzzuURysomkbv0BxJFCN0jSSF1CkwOKBTP+dcmai19WmK6zdy6N4nidod6ictRysNsbh1F0kYkl82jKL4MjVL04jdiBUXX/i8Yzpm5pGn8KYmUHWd0tphzMER5r85j2gXiIMeaWaVZRWlojkOAsKeh1UsoBkSLKVJQtRqozk2Io5Jolh2hUW2bdNMkBUn2b6Xue6qrvWbz/KYSfv7RggBSYrb9rHtHPryEPPEDqW1q+Qo2rLQHIfmnj2098/SnZintGY5VsnBnZxBPDOKQKBZkt+paobct8j9k4aBTGty/eyGSum/r6WbK6mOdzJaiKRsiCTNRuuHFd6J72WiNBWzVCT2XBQyT9SfUEIIRJAycs0K7NU/eXmAqNejOzZGMD8vRUuKKmkAQpAEAUYuR3nTJrR8nmB+Wsbv1urY9ZE+13SpYs+lvXMHUbdDYfUa7JHltPeOMf/kNkrrVzN46knSyeAnlD/VY/KLuyFw0BxDTil+jhKp3B76gEH9qhGsZf9xKMexOlb/mfXgHXezcOuzL9n61//mRcfG7v+dqvt0m87j7ZeW55kkJJ4vuVwiA56mdRTwBEBXiBYi9IpKHE6h5Us0n9tB58AB7FqNgZO3kF+xXHYCFxv0Do7R2rGdsN1CNQ3s+jDF9ceRhBHd8Ukaz2yjvfcAIknILRtBM1TMch6rXCBozOHPTiOiCM1xcIZHKG6Qlk96Pk9+5ShpEEjwY+hErSb+/Czu1CTdgwfo7NtL1GmhWtLiJ+71AAXNtqiedDKF0dVYAzWMYgkjn8Ne7uBuc0nCQEZXRhEiSTEKBZJAdq7MUoGlbk/cc9FtS47eowgRRej5fJYFLmXBqqoS+yGKpqDZNlHPBU0nCQLMchEjn0OEIXEQoKoaWjZu1ywT3bGIfSlmKr0mITF7pJMqIlBQNIGma0fY2khQLbmpoVTjp/J9qJZBGsb9bpaqa3JMni4puBViP8Yq2AR+hK7L0XsaJyhCkEQSUJnFvBy7CtndVVSF2PPRTI04kN1A2SEUKELDOVUj8Gdo7dyLkbOpnbQBOy/5k73xWdyWh2I4DJ15CqFuIzqLKGHI5NO7COZnMAcGUBSLyQefZvXF56AoKfbAAI1te1j+6jNpPLudYLFLblmNqBNQPm5Dn07RLwWChTlpA5TEmOU83laTYG+KXpTcXCHkuFq3jMPbMk3pNHs4GSBVsv2IEJilArHro+q63H7QB6Coar8jphpav4MpYik6U3UVIST9QlFUyOysUpFC18CsFtAqMVG7zeLO/Uw+8DStPZNoakKuXiTutIk7XVIBdq1CMqchSNBME82yMwN9ZDdU0+XIXFdlh06TtAJFVVEtO+Nvqqi6KW+yEtHnJKqGcRS3GyHXqYCkJBiSNiKjM3/8cEv4KdaoLTt9P+X5SzNNnHqdwurV5FauzLxKe6SBDwjSIMSbm6M7doA0SsitGMUZGnlRMZFqGCiGSdhqo6oK3f17sQcHqJ2ymd6haWYffRo952Qc6hd/f95+l5kvTUOkkYoA3TIP31H8jKUoCugKaTeh+1Qbo25iDv5sPNRjdax+njq0dwxvz+xPXvDnrP9qY/dj4PMXKCEEc9+aQUSiDx5eghchdntyjIgk7muW/YIOAmQnzlTgHWyijfQIFprkV61iYMtmrEqFsNWkOzZGa+d24l4Xs1yhsHY9eq5Ab3wCd3KOxW07SFwfo5gjNzKIXS1CHBB326RhgF0bwKoOUFi9huK69TgjI5iVqhTyeB6x5+JNTRK2mvLfwjxhc5E0DFF1HbNUJjeyHKtaJVhYpH72OWimSbAwh2bl0EyLYGEWuz50lKm8XpG8ymgqIQ48eaG1rawLHGBVihIwkI1Ro6jfHUoD2WHUbJskCORYXpGdN9U0UBDSkD6RwGOJywlkKvlMuCQkXzTsePLCjoa+qU2qLSLiGK0UkMwU+mBTtx3pl2lakCTojoVm6n1QmkRpHwgrqoJRLKCZmd9oksjxbObdqJkqSaJIV6bssydRBlpFKpe3TJI4hjTFqhRkApKqoWq6FL2YuqQGFAJ66i60fIGVF52HbpkEs4fwG23cqSaldWvoTjYYOHEd7b0H8Q4corZqAGNwCNXUSD0Pb3qe3vg4dsmmsHEDhm0RdyV/15+eoLhmBbHn4U4uItKYobNOP2p/pnHM3COPk0YRy179SmK3RzgT4T6iouiS15kEIWkqUHUNPet+KYqCiCJCX8YxGtZhZweR2Q2JJCGN4sxWSXbltJyD7thZl1ugZ96q0m5I6XcTJWYRWZJOjGaZ+F1fjuGnFdxgnIU9Bwk7HrnBIrnBIiKMJG9S1ciP1LCrDtgdknkL4SuAtDaSnqySm7nELVVUFd3J93ncIklJgwBUBc1YGsP7WYc2U/jb1tHbMgr7nNI0imQog27IGFr4D22LRCwt2pZds+LntoRTNQ1roEphdJTciuXEgU/c6Wb3gAoijvHn5+keOEDseXJ/2EdTItI4xp+ZoXba6VjVGv7cLO74GIU1KyiuWc38E8/SGTuEPTjQ9wZdKm+fy8xXJ6WIzdGz70L8oufHn7YUZclxAtxtXfS6gVk/1gE9Vi9tHdo7hrv7JQSfZx4Dn/9tKhj3aT/S/PG8ol+wYs+TwgpVJQ0DNPto3uBSiVRetJLQR/gq5TOWUTnlONLQl4Bz104Sz8OsVLEGhxAJ9A5Ns7h1B1GnAyQ4Q3WcgRIiDkhDL7swOiS+B5pG9cTNOMsk/y/qdPDnZukdGqd7YD/dsf1E7SYgx4C5kWXkV60m7nUprllHYfVarOoARqGAZlm0d+/BGR7GqlToHRzDKJYobdxIa+duzFKJuNPGHKgdtV2ddTm6e+aJ5xPJVlYUEtfHqpSOsJcRxD0X1bIyoUdC4suOEwp9pTuI/thaNXTSMM6UPqDbZn/Mqeq6BCJJLDtSUSYiCgSFs3LoqxJE4OIvumh5DTNvE88bREGIZsrnCyH6KnJpgJ+gGZIDmEaJ7LglQoIGTSUJA8lBtW1QVFQllR28OJHAKWcT+zECUDWFNBZZnnbW4UMQu0EfpGqmKbmgYYKRy1G61IG4jddoM/PoNtKgi2oaRG2Pygkb6R6agThEESnldSsZPGkdidslbLuYRkrYSQi8lDhO0Cwd9+A4c/sm0NOANAyIvBRNSyitHUUIBW++hVEs9Dl8SRAw+8AjaI7N0NlnSFuiOKF1WwypCpro21+J54FPUEiTGCtv4y120XSF1JfjfblLMz/UzI7KKOQzhwDliGMgRLXkDcGSZ6pRyCNBqI6i65mISUFVtcyGSEEEKWpYZPmVJ+CUcwSNRdJIYFVkZy5XL5OGnrTHSlLIeyTThWyUTl/YJpKMj5gByDQ8LI7KYrj67gwokAYhqBpK9ncjd7TzQ5LdXOmFQv84U01DCqx8LwtbOBpcCiFIw5Ta5XWctb+YSXsahbjTh3AnDmLXaqiGhT00TGn9+sz1wCdNYuJuD29mRgJR1+2LlUhTeuPjFNasQTVN7PoQZrWKPzNDMDdF5YQNqKbN9H2PkQQhTr2GoqmEswHT/zKZuVgsTQ70jBv/ws/8s9bS6N59rou9NodeOiaROFYvXR0Dn8fqp67GHfOEC1GmxP3PryQIpDWMrpNGIZr9fPNoSJNYntwDmeyjGToiFsQdD9/dIe19bAfNzhO0XNp7DxC2WqiqwMhZmEUb0ghVVbEqFazaIIU1a3FWrETPSRuYoLGAqmkEC/P0xg8SdTpS3GDZWLUa+ZWjFNetJ798JU59iDQOUTUNu1ZHUVSZjjM0fNTnau3YQXXzZlAUWju3U9p4HLrjoOfzMu1IlR0b3cllFzCP5s7duN09aJQRHU0qrU09SwaSF/AkCDIbGwnIpThH8iM10yQJI3THyozGQdENFFLSKOl3xlDUvk+jdoQtj4gjybmNFZLSLAuL29Adk9xwBSWNiP2I1AmxxDKINcJeD5HEkESZnZIgjTKQpEvuquzSSG/KyJV2OTI+UwrLEILI81E1Fd2xCbo+mqYQByH2QJbWk0gFvkySkVnwSqZ2T8NIdsaEgEQlHZxh+eu3YA1USNqL5EcqdKfauLMttFyO1r4J/EaIMuncAAAgAElEQVSH/IoRnHqNuNtj4dkdxH5Evp4nt2INqdBo7RsnX7YQMejlQTQ1QRUpsR/h+1K5Xd50Ap1duxk+90zmHn2G2PUwSgVm7n+I3MgQA6ds7gOwxTvnCA8J0KVaPwmijLMpqQiaITuRSdYVFrG0tIrDGLOYl84EvgwKWKKjSMAdZupveSOSxlmKVRgCAhFL6sbR0a3SRULRM9cD2yBNUsxKHjwFd/IQYdqkO9ejeuJxFFcOkvrSC7Z60hbKmzbhDA2i5QRJ6JHMmlK8kh2XS5ZX8gt8RIddUWTHPYtSXfqcMoXpyLeXCdLSNOMpx1Jtbkk/3DSKpZ9pdvOTuB6qrh3dLfVT7FGb2qX1n/vGOY0i3OkJ3EMH0Jw8hdXrMSvSTq03Pk55wwackRGKa9aQW7Zcpmr5PmkcEXe7fSCahCFhq0Vx7dqj/Fvt+hBmuYI3M03Sa1E9cQPeXIPZx55FzzksfrdL0kue59uqyE6/5/VDC36RUlQFkYC316V4eunn5pIeq2P1k+rQnjF6L6HavfZfDHweu5X7OUvEAndX7yhbjgf3PMSv3PirAIx9fN8vtP40jqUNTJZ7rDm5/liZjPOYBPICqpomqqHzqr9+LRPNSf76ig/xP5Sr0Dc5dA/OoNsNjGIe3VK54Tvf5BNfuIlXnnkmt337W2iOg4hC3MlDCJHiTk4Qu7sAJMdUUVCA4objMAvFrKP440/A1sAgvYP7ya0YxR6s09m/l8T30GwHkSR0x8awajWiTpug0ZAJJzPT0l8yknZDQaNF4vu0d++SCtquT7DYwa4XMTdA5x6fZE6KhXQzE14pCnG3m/kkyk5ZGoUSfKJk3ok92Y1MUmIvJolSzIKJWSoQdXsomi47jAhEKOSIUFXRLIsoSIg7PmJ5C3MopqavZGH3IVRlEMPUWfeWS2ls3cVC8zn0xbUYpolQBKEbYjhIu6fM01RRVcJ2R6qccw56QSNoyM5xHESomopIuyBSQi9Ct3QJpjLxjKQZKNl4OuBI3aAQArNgE3Zc0lRg5m2SbgiVHgwscuDfb6e2ZROaYxC7Afmagz2ygflnd+MMDRD1PEqrl9OdnMWdnqO6dgBF0wm6EYv3P0Hs+tSOGyX12gyevIXunt2QJoSuglnOkTMCWvNdxF33kCQwc2CalZdewPQ9D9HctZehMzZTOf64/vuN2zG9ZyLUnE7iS6BuFHJEHWnfRBwRteXfVUNHUY0socikMTGPHsRYui6pCIGfhQskmKUCQbNNEgTZdvLRTAtFTYi6PdJYyXjB2lHbLmp3SaIEAk9mzDtSVS7CgJSUdLxMfkuF0csvwJscx52cRHcsypu3EExP0R3bQxrHiDjFXCdQ/DL+gUgCRlWR43ZF8owVbUnglInSwiWzeA2FNONtqhk7Q6BkPrOkqQw0Sg972UadtvQ+zVwgom5PckAtk9j10PPy5jXxE/SCRv3qkZ/L2zKNIvy5KYLGPGa1RnnT5qP451a1Stzrkfi+7GwinSTKx2+ifPwm0jimd+gQ3tQUUa+HPzMNQjD1wx9iDw+TW7YMa2AARVUxikWqJ20h6rTpjh3AcGDw5I3MfncMMVnGqLxQzCiDL4yMJ/+LR2+qlkrcjmnetcDA6/7rXLyP1X+/ejnJv19W4PM1r3kNd999NwBvf/vbuemmm/qP/dmf/Rkf+tCHAFi9ejUHDhz4sesK50MJzF4CY2IhUnnnbuiZn2NOql9F2h/RLV2Il8bt0vzx8PNFkoKbYFcd9IIUz6iG2TdiFiKld/AAiqZx5tVv4bwzTuOf/uH/YA8No+fykn8Wx8w/9jCKpuEMvvCkK8fJSR80Lgl7kjAkdj2az21DCNl1nH/y8f43SyQpuuPgTk4QdbvoOZnmojkSNOaWr6Dx1LOY5QHSyAc9hztzAD1nUz/rbKbvewj79Bz5/EoWvjdD3PHQS4epD0vAEySvcynrPXvTiFRIn05dxRmskAYeiq5hVsoSlAShzIN3fcJ2B7NUJPVT0ATahhlyxw9QO+VMemP7MXIK89unqK2r4s3O49QKFNbm6MT70SfXoAgN3Uzl+1CVvvBnyVhcM/V+Z1XP2bKTlaaIOCVygyzDHUBBRKHkNC6Nl5F/T+IUNQoh835FCDTTwh4w8eabRE0fa1Rj2f88HvSTmLzrAfzZSaKeVFHrOYfKxlFqJ29ix5e+I8U3hsHqS1+FNz0lb0xQCfwAd9FFEUKOnMOQqbsfIjdSZ/D0U4n9LuH8LFGakDZdYlPDjRXSfWNMLkyhIFAch4Vnd2MPDfXH8J0nWzIuVCh9y6C462bJPqCIFNWxpYId5fBoWVEo1cu0phcxHBPNliBL+mLKGw6zWCBsd+QEQdPlWD1Ns/UkqJmpuUgSIs8n8STf0ig4mSBII+r0SDO3AitvoaoGRmCy+NTjWAMD5FevJpybpr39mcxxoULY7aJZGsUNx9E0t+LPgmiZaKaCns9BKsMNFF1HsywURQMhjxFUFc3M7MJ6PdI0OSoxSjUNqeAXKSLjsCqKDFUQSZqBV7kdE8+XXVUEcbeHSGSsqHVmQnciQLNtdNtGy/79uJvLNI7wZ6cJGnOYlReCzqVSVBW7XsefmyM/OvqCx1Vdp7hmDcU1axBC4M/O0nj6aVAUvOlpvOlpUBTsep38ihVYAwMYxRLVzScTtlt0dh1Ama2gWApRq4vmWP1jY6k0y5Lbrh+t+ouVaqm0H2lRPLOCUf35+aTH6lgdK1kvK/B5ZH3lK1/hIx/5CCMjI3iex2c/+9mf6fnhTPAS3aYIEtft27LI0WxKEgaIKEbRNVBVeXFNkj7g7PMYkXf+iqahRAX0AZ/Y7Wam6bn+8rrtUD/7XKk21TV028FZtlwat0cRkefS2b8PLZcn6XZo7dkNSdwHmUv/FFWVHoyGkVk/GX2rJEVTceojiDShvWc3tTPPIVxclBnZZ55NGsfMPng/lTPOOgowAtROO4X5x57AKOSI/TaKpjB41hnMPPwsmqlROX49Tr1Mbl2O6W+M4+3tgi4wCkfbxaRx3LeBWbIi8hZamAVHGmdnHMElT0WzWCBM21IxbVmkbki40CWttCme41DdciqNJ55k4fFHsWo1lp1/HmH7+6SJYOr+RygMlamccAJmZYbGIwdQx1eimhYoIQJV5sS7Hmko05GWOkMgs82TXgRCYBRymIZB7HqEQZc4kBQD09ZJEoGexJApmdMoQVg6aRKTLhmtZwDCzBfx41nS4hyqs4HU98jV8/Sm26RRQu30U+js2cf0vQ+RxglW3qB60nHMPv4c88/uojCcwyo6DJx8Ktrug3Qn5ll/xWtpPPYoaRLhNSPaB2fpTS9AmlJeU8OsVMkPe+galEoV/OkZRJzQclMUQnKmyv6b78AaHiRfLdG505B+l7FUpJOmaNkYPY1jdNsijWLCqCu5marav5kwLBMrb9NdaFOqV2R3OFry7cyM3W2TNInR7YL8fmVRlKpuEHV6kqoQRhmIkWrx2MsM3uOEJE7RTIOw4+NUTZI4pPe4R+kyiyTokXg9FN3ArNWxKgM0t2+TwGnlKmYffRxVS0lWNTBnl0PnMLdUz+VJAulpq1lOP2td1Q5/FyRVIOm7JyyJiZbOFUuZ7kbf6SHjiwrZNZV8ZwU0DRGkKHqCcfICkZsST+nZKF7pi9bka5gSlOZyEpCaBqnvEbsdrIEapeNOkiK6H1PO0BC9Q4deFHweWYqi4AwPozkOtdNP709GgoUF/NlZ/FnJgbMGBiisWoVVq6FHq1D1OYQaodk6Io4JFtsYhdwR5xFpNRX3XHnDof5i1ChFVUgFdJ5sM/Da2i+0rmN1rI7VyxR81mo1FhYW+PSnP83111/PTTfdxPz8fP/vS9XtdvnYxz7GN77xDQ4cOIDjOFx22WX867/+K8G4z8P7HuFDt3+YPTN7OGnFSbzp1De84LW6fpcbfvgZbn/2DiaakwyVhnj1ca/i9y+5jsHiIACv/MvzObQ4wf970bt4+sBTPDr2OMPFId7/hj/mog3nQ5rypUe/xpce/RpTrRn8yGcgX+WCDa/kfZf9IZVcqd8dgwx3CAXCIv/6o9v51A03MDM3x+sveR31mjxxplFEe+/u/lg69jxmH7iXJBV86MZ/4Dt3/pC5RoN8PsfqZct4z3XXcfWVVx4FMNVMjftiFbaa9A4ewBqQr+dNTRE2F3GPuCD5c7NSKW+8sJNglMuolk3QaGGUHYprVtIdn8FvNCmuKGAWpU+pXjFY8Rtrmf7ODrqPe4gImQhkHxGvmQGxoNUDIXAGyii6RtRuZ692dKdHs21E20f4CcKMSIbn0GsRZnUjUaspE5vckNoZ62jv2o2VM1FNA3+yRWu8ib/wGGalyrprXsPsg7tx7/VRFRujKNXVSRDIEbxh9MeuSRBI8KEpEKX9KEcjn0PteBk4S9AtjciTwF/L/FOFkBy5pUQcRVFJoxQRC4qnlKmfVWXyrjn2fvv7VNYOYFUH6U01iYME3cmx4pILmb7nAbxGm/zKIeJ2C12PSVPB3LPjlNauwBltM37XY2y48kLcsX2kcUT93Fdglct4C/MsbttOGitAwOL2AyiKIFJUrHwsu8GrRtGn5gibTRRVYBQswtkFkoMRabQMwwEtnyPxXASq7OYv7RdFkf6Vvk/Yamej1MP7tlArsjA+T+jJTl7iezLjPUn76nWEQux6ks4QpzKSMowBge7YmKWC5Ax7PnEUS0FOItBMDXugLI9zIUg8T4JfXyFpGOiDMVatJo/VhTncQ4cord+AWR1g+t6HUS1wGz6VtSUql6+ldbdPb1sXRVdQDRXNlp61sS+9OdHUo2kAqVTBCSEQyO6jjEu1sgACBUXXjziGl6YxKoomAXbY6aGkKvaKAs5ZLkKpUDnpJDml8H0SPyAJ5P+x75F4PlGnS7jYzG6CM7N7RcWfb9HavV86CCwBVMdBd5x+91SzbazBQRa3bpUd6hf5fj+/VMNARBFmpcLAli2A5IZ3xw7izUwRNBoECwsIFMKHl6FoBnpG40nCEE1ViF0XVOnLuyQ40iyLxJOUg+d/z7/x6Dd5z9fey8rqCu5//70/xXtU6TzWovLq6kvnbnKsjtXLpF6W4PPyyy/n3nvv5cYbb+R973sfn/zkJykUClxzzTV86lOfAuRI+bLLLuP+++/HcRyuvvpqhBDs2LEDgLFdY1z7L7+BH/lsWbmZdfW1/PX3PnbU66Rpyq/947U8MfYEQ6UhrjjtTTy872G+9OCXuXfX/dz+7u/hmIc7dZ/54We55PjXcsLIJp469Azv/vofcd/v30HByjG+OMFoZQVnrTqdOE24e899fPOpm0lEyife8hEQaf/cKjJboG/f/E2u++J7AbjsglfTbbX49r9/B5BiDLs2iGIYPHv3nVgDNazqIDd98Yvc+OWvUB8Y4H9dcw1eGPLkww+xe2LyKNHQTyqjVCYJgj7vy1m2nN6hcYLFRaonnwyANz1FfuULOyNCCBaeeIbYD2R8Ygxxp8XivgVWX3o+zZ1bpVp5qRRInSlqb1lG8/FxbNYTTkjRhSIM0iiVnpGKIn00jaMPe4FMOCHNVMloiHKHpNrEWV3EPdShsHoD7b37Ealg+QXn0hsfY+aee0mjhPyqUaJ2l1w1YGF/E2dkHUkUMP79ezALFuXX12jevQCdGqptoCgBaCqRGwI9CUSz+MG415NcvsxMXH4+hSSMMQsSbKq67FAFiy30ggRiEsQGEiTEUk1dv2qY/KYCYbvFwMblLGwfp7lvATPfYsVrzydyfQ7deT9r3nARlRNPwLvrPoor6pSP20AShjSefIz8cInmvll2feV72NUCi88+g1HIYZTLWOUysdvDnz5E/YzT6OzZjVVfi1mZoHNghsgN8abnSKMUf0Hmq+dWLMMZHiJsdWnuHSPZX0RJE9JYIWm2JDhUFNnVV4/eT7otDfqjTg/N0EjTJMu1VykNlunMt6iuGJRuB5q0+UnTWHbpVI2w2SLJxueqpqHqUsQVuz6xEJJvrGoygtPQsat52UkNfJI4RtHA6wQU6mVErEKzRvU1dbzpSbypQ6RhRPn4k9BzeabueoDICyhUyjgIKsefgDVQoX6lIH9CgfnvzJJ48iZJ1Y1MWJRAkmYWUdrhBCdNhSzBSs/lpfWS7/Vvqv4jL88lA3nNsNGWNymcp1PedDyLTz9NZ/duKps3vyAPHTLro7lp/PkZjFwJvVSGJCXJfHsTzyf2PeKeS9hscRicKpmnqjx2hRDMPvwwVqWCni+g5w4DVJm0dRgMqpnDABxNjwIwTZNVq1Zx5aWX8XuX/yqpn6LoPmnog6Zm+1eBMECkKWG7k3nxytdJY0kFen63duPwRn79/GupOD9dkpKiK6RBSjDm46z/xbmkx+pYPb9eTpk/L0vwqWkav/u7v8u73/1u3vrWt7J7925+93d/l8oRkXD3338/999/PwA333wzr3vd6wCIshPkt+77Fn7kU8vX+PZvfxNTN9k0som/vOXD/XU8duAxnhh7AoB/+vV/ZMvKLcy0Zzn3+lcytjDGrc/eztVnXNlf/s2nXsmH3/QBFt1Fzv7YhXSDLgcaY2xefiJ/cNHv8KNd97Bnbh9tv826wbXMdua4d+8DS9O2fqm6gWqbfOPxWwB44xvewL9985ugwBVXXc13v/c9VMPErFRBAW8qQrMdEALPdQFYvWqUN7/1rWzcuJHi/Azlzaf8TNtYURSsgRpBY57c8pVYAzVau3ZgDw2h6jqx78mYytrgUc8TqWD+8SeJOj2K69bQ3b+fNAjpNnvUjl+GSCOpTj7iwtUbn0A1Daqbj8coFlh4aitDrzuXxgP7iRcM/IMuGra0UPICCTQBEpXETyAGvabirC8RKy1aMzswqw75wgDLLzyXiTvvY/G5veRXDOEMVhi/425y9bLMgPcCOvsPUlg9itZpceL/egM7v/59qpvW4FgqfqOJUDusuPZ4pm/fRry7gpJqYAgMR5V+lALMnNnv5CmqJpXhRTkmltxECTw12z5s16MK/IY05456LgoGRDFpxWPlu05Ey0vw6k1PIeKIynFrmX96F5pdwygVMcslhs46hfHb70GvVLGXr6S1aw96PkfstgHByHmvwKjuZ/aJ5wi7Ho2ej5nTcKolFp7ZRhr1KK5dT9BYJOp0CNs+id9DURXMvEl+dJTShrW09x+ivX+c1q4DNHfsR9E07OEhElFBGCFpkhLHKZajZgIxZDrU807GqqZjVUrEvZ4MEsj4wmbOwuiauItdDE1DsOT3qCNSiLpdmY+uKljlIqqhEyw2+yP6NIpIYoGiSD9W3bFIowDhp4e/U5ZF4MaS9mBqBGMeAGGrBZqBaip0D+whbHmEvQDFkhSC0oaN/QmAoijkjy9gjzosfG+W3k7ZjU+R703VDWLPQzPMw41fVUFBQdFkV1t3nKxTLv1FVft5N1NCICKBSATGgEH96hH06ipmH3wY1dCobNnCwuOP09mzh9LGjf3npXGMPz9DMD+LWa5QPm4zmvWT/S3TWDpuyJvNJYDqEi42SX0fb3qGNJnIKC6yk4oQKFkQwFJ30p2czG685P4/4YQTuOSSS5iZmeFrX/saH7/h0ywvruXK/JtQDCnOkgEcXnZwyO2nKNIBYKlLrjkOcbeXWdYd7iqfuuoUTl31s53XRCIIpoNj4PNYHatfsF6W4BPgHe94Bx/84Af57ne/i6ZpXHfddXzxi1/sPz42Ntb/+ZWvfGX/ZyMbIU0sTACwanAVpi4J7ZuWHVbwAkw0J/s/HzciHxsuDTGQrzLXmWeyOXHU8qes3IKiKFSsw0kwXa9LFIe87Z+u5ZnJbS/4HPPdhf7JeqnSOCINAw7NHQJgba3K4rMSBK+vy4tg1O3QePpxABRdpbVdrvuXTtrEXZdewq333cdll10GwFBtgI+899288bUXIk0LsxdSlsb8yhG/ZxGBmaF2Oh/jL8xKXl0QEattFrc+JUegukZzx9b+6gTQG58lTRJyIwO0tm/HGR6kuWcSp5ojTWLae3eh6gbtPTtAOh/S2rGf/MoRuvt3Awq5ZTVmHroXVMGc22b4/GWYuQgRWPQmFiluWouiQmesQWGdhZZPSOOAxs6d8vOevQHdsZm4+3HmHn4Qq6SjWYbMvZ9doLh2Ge7UPCJJsCs5iuvWYNeqhIsNgvkZ1l52NhN3P4ZdMhl6xRl407PMPfIY+Y01GsFurGgEZsuQGmimSppG+IttjAyAqrpG7AdoUUTkBXLMamiyuw0IFFDkcrbjECz0SLoxqd3F2RyRWi6KmZBGKe7UBMHCPGg2/tQcw+edxsTdj3Pg1ntYfdn5VI5bK+1rntjBif/7KkQUMn3vA9j1CmalTNjzmbzvSWrrawyeeT69qQaH7n4U1U5I9uwjDWOaO8fJ1Uuolk1udBnNZ7ZhDZSwBpfhzcxhVcrUTytTP+0k0jihNzHNrd/4Nm/99bcAsOtPn0QRKrp2+LiKghjD1KSPZxjgxTFmzkYzJB1BtSyIIqJOF82WgpPCYInG+BzGQEF2EJOE0I8RIs1sh9RMBe2Rhqq8Z0tFv9NsOGY/djUJ/L7wSgIweZRaBYeg46EPmiRuwvzDT2CPDFBZu47O/n00d+zFrBTID+fRLB2zOviiEwMtr1F/8wjFfR7zt40RzmZRn6aBnpNelSJNpKo/2yaHKS6K7OhF0tJKyCNCquUDSTXQSjrlcysUTy33M8rr55zF7INSQDhw6qnMP/oommXhrFiOPydBp1GqUNp4Qp/S8dOUquuohQJGoXDU35MgYOa++1h24YXSUzcM+yP+2PWI3R6J68mRfxDgzczgTk8TZnSYzStX8kdXXIFiGOx85hmefO45nn70ca44/5eYcKf4+G2f5NH9j7LYa7KyuoKrT34Dbz/nf2JqBigKO+Z288kf3sDWyedwI5cN9fVcd+nvceEJFwIvPnY/kgL1zPgzPLLvUYbLw/zpG9/PJZtfh6JCa88if/a1D/DVr34VIQTvete7uOuuu7jnnnv4wAc+wDH3wmP181RmaPGyqZct+CyVSrzzne/kE5/4BFdddRVr16496vHVq1f3f37ggQe4+OKLAdn5NAyD5YPLATg4f5AwDjF1k51Tu45ax4rK8v7Pu6Z3s2XlZmbbczR6iwAsr6w4anlDM/rg48jaNb23DzxvePMnuGjTBXzuoX/m43f+HSAvOpplHR7DGQaqYbFicAV7Zvaxb2aO/Kr1kKbsnpiSy5gWdn2Z5Jv1mhiVAZIohFaHGz/6UVBUxicm+Pott/DhG27gL/7+s7zxwosz70xp99M3zU7TvsChb/2iKrJLkzMJGm1IU9IkQY1jglYPEUnD/MQN+gIZd3oeBOSWDeJOzWIOVGnsnCBXr6LbKmmQIkSMatqg6CiqQrDQlF3caqU/+rMGayzsmsC2VTZefibBwqIEHRbooUJufU52ebspSj7Bb7SIeh7FVSMUVtYRAuJuByNnELQ97EqO3GABb9HFGijQ2n0Ie7AkPVDbPsr+MVBSNMfCn59Ht21yFYvWdI/w/qcZPnUN5eNW0XhmL3bVRHc6sNZF6ZZIp8qIhoph2JJjikAxZYZ71O0Rh0kmoolRdIXY9SECkSoycjEOCex5Ri4u02u1aE02qK2rsffm2ymtqEAW6Xndh/+cb/7oTgBef8Gr+fi1v8P+f/supVU1vJkGuXqB1o5nQAGznMObXkCIhPF7t5IfdDCKNovPPEvs+pSGC/jdLm4vojRaJTdUQkQRfqNN99DjaIZO7AfovQaqHrG47enDwq7s5mTDlvW888prCCfJbKUEIiWLC1UwbYOl9CcUBUWkJK5LAqCq8juSGe6ncUzU7aIaBqVaniSM0LIYUul9qZEGAYqhSyV8IqNJUaTi/YYH/pG/v/vGFz1P3PveO1k5sLL/u27qeM0uSeAjogRVVLCqVdypKRrP7ELLmbQnW1RXVwFJF3GnJtByeVQ1+/xw+Ls6EJE7t00usomnynjbY0QkIDUQYdqP+FxKKhIilTd2cSx53alC3ApQzRhFM8htzFE6p4y10j4iSz57747D0CvOlh1QTaN6ysksPPoY3swk9vDQzww6f1JploVRKBAsLGDX62hZqhSUXrBse/duUBSKa9f1Y1if2X+Av/jCF5ibm+PpHTswDYOLV1/A5MJB3vi5t9D0Wpwwsonz1pzDbdt/wF//4G/ZNrOTT73lo2yb2MZbPv924iTm/PXnMliocetz3+faz/8G/+faG7l08yU/9r1/5oef5dLNl3Di8hN48uBT/MFX383Df/ogOT3HBz//Ib5w701YlsVb3/pWbr75ZrZu3fqftt2O1bF6OdTLFnwCvP/97+eyyy7jxBNPfMFj5513Hueddx4PPPAAV1xxBVdddRWqqrJjxw4eeeQR3nzRm/nkv3+Khd4CV3/6zWwa2cQtT3/3qHWcueZMTlt1Kk8efIp3fOE3ec3xF/Dw3odJ0oTRgVEuy06A/ZsdRdqU9G2BAMXQqFcG0VWdOI353ENf5Ps7f8QPdt3VX0Z6VvqwFNvoByReyFtfeQV3b7uXW267jV++9lrQNG67UwIQzbIorF5N1G3jTUcU169n8dmnufWpp/nYZz7L2WefTa1W45FHHgFgcHiYwbPO/qm2q8iEPiJN6e7fi2pZeFMz2ENDMs/dtAgaCxQ3bEQRgjSOWdy6E82yKW1YQ2fvAcxKmd5UE7NUoLhWqvDd8Qk0xyANPKKOBCzuxDR2rYI/M4dIU7xGl6lnJ6iuLKHoGotbd6LoKqquEvZC0jhl8ZmtCEUh6vl0n9hOfriCVclBEtA9OAFpDCLFquRxp5sYeVtyT4MQtVKgfvomFnceJA1Cqieuw52YprPnIPnRFfjz8/gLTcqbNlI7Lcf+Ox5l5smD5CoaYdenuKxMFAo0VUOruSiDguHjTyGaS2g/PY43FhK3VTTLJI1CzFyeODGx15gAACAASURBVIhQFB1igV6wsNY5HNr3HCtOL6PXNRbum2H4NZIWMvPsXrp7dmIXLMK2h7cY4AVdbn3kof7++f4DD5L8f9fT3XkQc2AId95j7RUXMvPAo5RWViiuXUPs78KdbKAoYFg6IlKw68NE7TZWXVBfNgKaw+S9T7KwY4bBk1ajOwmGY6MX8kTdHp2xWdI4IXZTSutXYw8OoGoqYRiyZcUo10cn033cRTEk4BTpkn9tLM35VTUDidlxhUKSpiiJtBJTVAURp+i2SRpGhF0PUoGekzxfVAXN1En8gDTLvVcNHVWT6UmKrvaN3wHyZp43n3aFdIrItlXBzB31fQSBlTcRUQzoxAspvckJWjvH0It5rIqFWbRQDA3FNAEVb3qyb36/FDaQfVFIgoAwSbDsEGNDE2MNxA2FeFHB2++TtgyUREcogjSNSYNYniiEABW0gQR9MEHJBWjVBLWo0VtQ6C3wwjZK9kH1gkVj61aMooOWMwlbXQSCoNE4YrCx9MPh/5Wl349YF0d0ZjnqedlERBG0du8kWJzrP6a8yLpjr5cp3fdKr1Ng557d7Nyzu//2N27cyEhlOd966js0vRYDuSrf+s0vY+kmF2x9Fb/z9fdwy7O38kcX/z7/8sjXCOKAVdVR1tRWAbCmtpptU9v5/F2f/4ng85fPegsf/eWP0Og1OO0DZ9Lxu+yb28eJIyfylYe+CsD111/Pe97zHlzXZdWqVUeJVY/VsTpWP75e1uCzWq32O5rPL1VVuf322/nYxz7G17/+db797W/31e4AG07bwBd+7fNcf/uH2TW9G03ReM9lf8D13/nwUev453fexA13fobbt97Bvz3+/1Mv1vnVV7yN37/kOnJWxhs64iKhGAYkcf93kaQsGxzlI1d/iL/5/t/x3PROik6J/+eCd/LxOz55+Pkv0q9/40WvpVl8L5/98r9w5w9/xKtPPY1fu/wN/PP3vkPU7tDYuh1IgZTugQOkccQp553Hqlu+y5133sni4iLlcplLzn8VH//k3/7U23WpyyX9/oboju0ndl0Kq1cTtpo0n9tGbvkKnMFB0jhm5r6H0Qt5hs45g9au3aimgVBsVMNj9S+9pp82ZFWrkjc6vJzU66HaReKez/CrzkMIweQj25h+bi8br3wN8dwUhTWr8OcbtPeOUd50Au58C83QKYyOMPPQkyiKSm3LJnL1CrHXQzMdeuMHZbxiHGHXB+lNtfBmFimMLsMaqLG44wCVTesoLB8gWOzS2LaP4tplCLdHe+8YmiUzwuNOm3CxQWVFnvlds7jTgsqqKigKTsUmCSNUXcGbnePAHd8jN5jHWp/HKHWwHIvZZxrYORvVsei2AoycztBxFdScjqrrdKZmESVTKswVaD73HKgq3vQ8iq6hmSpxpOIvLvC1O++g1+tRq1QpFAuMjY9z870/4NqLfomFZ3ej5xxOPPNUxicm+J23vY0HnnyKZ/fuYfOa9fz9n7yff77/Lj73+c/jOA7vuvIqfue636awai1CCO5ujvF3H/8E+ycmKOYLnLt5M3/7+X9keNM6wlaT1//KNdz/2KNc84Y3MTk1xQNbn+H33vGbXPT6y7nkja8HYN9fbkPRDNy4x413fZZbn/sBhxoT2LrFq9adyyeuuJ5u6vPb33g3e2b30vRa6KrGhvo63vGK/83rT7oYkQr+7dlbeN8tH2BFeTm/fPL/4MtPfY1u0OPV687lr66+HkexiNwQzdLRTF1aVIksUxWo5Mr8yUXvwaqWj+IUTyxO8PpPvpGm2+TTv/I3XH7i6/jsnZ/j43d/itH6Sm75m0/w3OQ0b/uj3wPgxg9fz1/d8FkWWi3OP/98brzxRobyDt7kIU659Jc4ODHBn/zJn3D/fffx4IMP8qm//BDXXvt2brv/IT760Y+yfft2TNPk5DVr+YO3vZ2T1q1DRCo/3PoEn/r6v7J3bD9JEjMyUON1l1/GP3zuc0RhwHW/9VvcfOttzC0uUigUWL9uHe/9wz/kyje+SfJa44hgYZ6wMYczMoQ/u0Bh9TKsqop76CD5VcPyu5em0kd0KSEsExEJccTEI5E+oywtu2TxtLScECgilSlbvks3FMiEUZGtL7ODys5fIklkyMV0g9iVHM43X3Qxn/iD99D1XP747z/Fd+6+m+va7+WkkeMBWDUwiqnIwIjj6hv6+2uqNclkS1KeDi6Oc9PDXz7q/DTZmvqJ57DTVp0KQDVX7f+t6/douA38SLpKbMlU+blcjg0bNhwDn8fqWP0M9bICn3fdddePffzP//zPj+LrFAoFPvjBD/LBD37wBcuayyzO3fgKbj3plqP+/s4L3nHU7yWnxPve8Me87w1//B++7j2/fxuqJdNZlpSj+z+8XaakJAmJ63H1aVfyllf8cpacIkUS73r1b8gRpGEi4oR73v196fOYxe5F4RxvfcV5/Morz8fI5zArZcxqmc/84z+QhhFRz8Wfa0iRQG8/oLAyn+PLf/FXUtGcz6MXcngT4xTWrP0P3/+PK6NUJvE9nOFhmVhSKpNGIUaxSBpFTN/7EHohT/3M0/Dn5uiOjWMvW0Fj217WXfW6PvAE0CwTzTCImm1UQ6W5bTtD551DHITs/vd78ZsdTvmNN2KVCxzcsY3Bs08nt2IZ3fFJ2rv3Iswcfs+juWsfw2dtIQ08dMdBtS3i+Rn86VmEAma5Stjq4E3NURgdAUWlftYZCCHoTTWIg4S467Li4vOJXZ+JHz6ENTSAmrakRU8MRrFMd+wAhdGVlDYez57v3I2qwuA5Z2FX5QWtvW8vqFO09s/Sm3NB+7/svXmcHHd55/+uu6rP6em5L92SdcuWZVu2ASMbjA2YIzZmkxjCmRj4sU42wC672WwgBHbDEXOEsDGYENhw2Q7EYIwv2ZYP2ZJsybIO65776p6+667aP76tloRkIBiy+1vm83rNa6Znaqqqu6u7n+/zfA4FLZ3Gw0Lv9sgu6aWy/wVCXcXqzmF0plGSSfRUhu4VNmO7ivT195KqLaB8j0LkxIROljjK0FAAKSKT7eTHO/8SgCtWXEA2m+RrIyN87Wu38/bNl2O1Wzhlpxk3CX/3ve/x+pe9nPGpaXYdOsA1H/gjcuk0m9es4Z5t2/jzr/wdV152KYumZvnEV77CF7/1LbpyOa59+csZn5jinx/ZylOXXspjd91F2lI52df/1o/+hY1r13LDNdfSbSWYfmpX63kVgp+At9/2Tnac2IWpmVy96kqiKOLo7DER0eo7FGtFNi+8iIyV4URxmEePPM6f/uCjLMsvYqhtiLh5rLHyON/bcweXLbqYH++7j3sO3M+ShxfzwVfejJ4xUZodSK9Sg2bRA1C2K3zygc8CIGkqbYks//6q/4++bC+fvuG/855v/BH/5Qd/QdJK8/ltX0ZTNP7mho+RaevAee5g6/587NYvsOXyS3nosSe55557eN1rXsND370TSbJaXdRPfvKTvOzCC3nLtdeQs0y+8Ne38uG//hTZVJpXXnwJrudyz6OPsP35vdz7xS/RpiW4+RN/huv7vO7lLyepm4xOTfHgvT/l2B0/4nsP/pS//fo/0NnWxo1Xv5pKucbB48fZdsc/s1FJiuchjkSsrKaJ15UkUz1yBEkzkGSZ2rGjoDXjZGUZSZJbpvdSk0ZDMxpUkhVkWWstMlvbtW6f2rZy6AWSgwNo6bTYTpJb/yO2k3GLBRrjE+TWrkHLiLG80Z4jd95yMo7LRRdeyL88/DDHCye4apngbA4XR3BcB0PVODh5ivLUk+qmN90DwOaFF3HbDV8ijmM0XSGUI8q4v/B9S20GP/ys4X4+kcfSLWzPZv/+/Vx99dXYts3hw4d/4T7nMY+fj5jot4j0+VtVfP46oXcbzdV//JLyg0/G6smqSmjHEEbIpklo2yim4LNFriu+fB81mRDWLFFI6NgiKSWMmsbuFsITMCKsB2TXDuIUC3jlCqHv4czM0BifJApE6o+WTKCYGlrKILt8MamhIYJ6A79eJ6iJ742pGdxikcrwFIquoSaTaMkEakp811JJ1KQwoz7n49DMM1eTwlLKKxZRDBNndobCs/swcm3kL1hH0LCZfeZZkkOLmH56L4vecBWqeabS1q9VMbu6aYxPoiSSSIqEV63z/LcfJLuwlxVvegWyquLMFNDSqVamt5ZJ4lfquJOTqLkcS6+/BsXQKR18Aa9Sxp0dF0b72TaCqk3t2AiZpYvp2Hg+URBy5Hs/InQ9FEOn+6L1DN/7MJmhLrRkEi2ZZPGbX83YQ48RegGaqRE5daae2k3XxRvILFnEsX++j/6LVmBPz3Li/h0se+MrkTWVZP8AztQEQ1e/nMntO3Hn6oSJkNnj46x/9xvQUwkmVZm5rbuZfu4o3UsuIhqVqB1y0I/nCSsmTsFEi0xiXSGOXFAlgoaPKitIksz+I0fZfXwfAG9a/vukFIuv8UOOjo7w6NPPcP6S80gvGmz6ScLbrruOD9/wdr56xx38j+9/g0q9zh1/80XWrlzB6tddS6FU4lgYsm7NGr52550AbDz/fLoXLSSTSLDr0AHGZ2b41u3f4Z3veGszXQfOX7WK+7//ffFERhGPPPHEGc/tkwceY0fTGeLv3vo3XL74EojB9UV0aJeZ4wvX/zUPHXyU2dosi3ILeFrdhRM4PD26i+V9S1GaXGlZkvnW2/6evrY+EnqCb+74Ds9PHxCJSW5A5PrNa1V06+JQ3PeaW+Pr27/ZOqf+bC/vu+gPQJK4YtElvPOSm/jqE9/gnbe/l5iY/3zlh1jbtxp3boxU7ynLom987n+wdskqnn/hCFtueivP7d/P0zt3sGnD+a3x9HWvehW3/dVfICkakqpy4WvfAMDa1avpWzBEYDfIZ9solEt8f+tWbr7x9wiiCFVVec2WLZw32M+yxUvpumAjmq6TmjgGwOLlK3jLH/wBPcScd+EmIkUiLBXQkmmsnn7hanEa3OIcszt3kT9/LX6lgj05ScemC1/UvulXQVCvErk2SmeeyHUJbbuljD8pNgobDQLbYfKhh/ErVQCe2r6dW/7kP1Ct17jnsW0AXLh4A7+z4U18/elvUmzMceM33sHK7hXcu+8+AK5Z+Sp6Mj38/kX/jh/uvYcnjj/FTf/0blZ0LWWmXmDnyG7eftlN/PHVt/xqdyaE37vid7ntp1/lox/9KLt372b37t3Mzc39Wh6reczjtwXzxeevCMVS0PI6QclH0l9C8Rk0U4s4KcYQfC6l2QlVrQSSogg7kTgiqNWEKKBpKyLMpgMhHPJc4fcYKpj9CdrXCw/NOIrwyhWc2QLObBF7ZrYVCxo6DkHDpTFZpLB7X6tDanV10ja4HNUyKe3bi9ndg5oQXL6g3sCv1bGnZqgcOU5Qb7QKY1GMJtFSCdRkkrBRR1INkTsN2FMTWN291MeGMfI58hvWQRQx+/ROEn39TD39HINXXYbRdrb/oF+rYXZ0kmvvYGLrNvSuLuonjjB4+Vq61q9obWfPzGB1dTR/LmBPFUAVxviaJiNrKqHr4kxPEdTrWJ15YiIao5Nkli2hY9PGluhLVlVSg72UDx+nffVyrK48iqERxac6su5cCUIPPZ3Gnilitll0XbqR2Z17KR8ZJiYiqJbofflmRh55loPfv5/lv3MlimGgZ9uII4+ezRsoPLOX2sQcqaxG2LAhlaDrgtWMPHqAhNTN7D+5KHKEYupIekQkRaCBAkSBIwQpgU8ci0jWKPD59o7vANCd7uKS5RehqBpLOhZzZPYo3/7uQ6y5aRVtg1JLnLKkewB7zqZ/5ZLW/bv42qso7txDyrIolErUXZfhvc/TaFrc3PPgg/Dgg2c8V/WEwuzeUfyaGFFuWrGa7Gm2PumJU6NPSZKYDiqt2+f3rm3aIsnIkYJkaNz3/E/5wB0fanU3T8dsrUDoCV9XgI5knt5ML1EYkTVFF63u1VucajFdEO4B0ml0zpOqZ+Fn6WC0ZVrRsYph8YHXfJB/fOrbeKFHeyLH9WvejOf49F+8igNbp1r7WbVsKe2rV/OyCzbATeJ3FUsnv351y3B9y5VbUJNpIteG0GdkXDhfbNv+JNu2n+LnAkzMzpJfOMRtt93Gxz/+cT7QnM7omsZbXv86bv9f/8Q73vUutj/9NHfddRev/53rAeFS8d8/8iF+7+b3o6XOfj2B6C7mz99AYdez5DeeT+g4FHfvJn/++b8wFSiOhPdn6LpEjtv6+aTt0um/k1WZxtSMWBDKciujPgpCIt8jsD0iNxD5881px6HhYQ4ND6PrOj09Pdy4ZQt/cvXNGM8nueNd3+RzD32JncPPcvf0jxlo6+cPX/5u3nnp2wickMXJRfzTTbfzt4//Pc+NP8/eyf10JPNctuxSrjjvip97v37ufQ4jPv6nH8dcbvGd73yHu+++m5tvvhld19m+fTvqr7Fon8dvGc7Nnvt/FvOvlJeA7KVtFO6efkn7iIKgFZd3cnQVh2EzPSgg8jxk3UBKJgkbjWZkngOS1Ox0gqSoKM2knCjwCR0fqbtGfTTG7OxGMQyMXBtGro3ssiXEcUxQb1AfHydszNGYrhLVbfR0CkmRRRLRxCSRL5TWiq7iFCskBwYwuzuxOjvOeT9OFqV+vY5frdOYnMadLYikGVmiMTWHLIe4lTG0tIlh6ISuS2nfAWTTpLD3KD0XryfVf24z+6BWRVu4mPrIOLEk40zN0rZyEYocnNGBdqZnSC9dwvijT1MbHsfImHRdciHD9z+JJMHYfVtRLYkohDiWceaqWF1Z+l+15Yx0mZNoW7GEycd3klu1TBTZukxteILQ9Yh8j5mndyIrMqnBXjo2nc/0Y49T3ref3pdfzMi9D6MnDdREG0ZbliWvexnHfvIEB797H8tvuAqrt4/asaPo7e0EtovR3YUUBhz7wX20LV+MGS4mW1hN6AfouQSh7xKFriikTV1EPyrCgzx0PSJPFGBxGOJLMT987scATFWnWfpnq8+4Xz89sJW/mPmvVO8ziTzxrudXHTrWLCWX8k497qVZ8mtXt94Z62PjmIMLsAwD23X5x3/8R169fGXr+hofHyeXy6HGwOc/DoASxDjFOcz2HGdBkhloP+X88NzcYS7pW08URIRxgBxI3PXc3cTEXDCwnr+/8fMYpsXmT19J1a2CDMgyYSDOT1NUkRUvS6fUfJIQzJy0JYsDYYR+rgJLMQxCx8Wv1pBUGcVKIEky/+n7/xkv9DBUg2Jjjs88cit/9tb/gF+eI7XoVLH+wolRckOLOThxqiAdGho64xiyY2O05/HmCiSHFjHQ28vxkRH+/D/9R/78E3/F+AMPEUYS5cIMkpnAaMvy1re+lbffdBMv3Hcve/fs592f/Eu+eeddvOXrX+MV172Br99+O3/315/i0O5n+P699/Pxz3yOj33xb3n9lVfStmrNWV3PkzA78rSvX0dh5zN0bNpI7dgxirt3kxwaInK9M4rKqNWxFJOYkz6diimU7LIuviRVIzYtFM8nsB3CehmvUkNCQm1SerRMRixYk0lkTaXw7DP0bdnC49e8SrxH1eo4hQJOoYA7UyAKQ8JyA9/XGcwMcOsNn0YxRMpa6Ll4dRe/4qMaKsl8knWZ1Xx54LNoqRShY6Mmk4I60MQNm67nhk3Xn/FYnCvp6MSnj7Z+jtwIuUPmc5/7HF/4whcAKJfLfP7zwnlk8eLF53yM5zGPeZyJ+eLzJSC5MkXhnhlh+K38Kt3PmDgIkU5+KEiCMxVH4gNS0Q0Cu5lNrCioySSB3SAOBek/aDRQTOtUfJ0kIUkaakol/7JB3OIUxd270NJpzK5ujFxecK2ahWtQKyGrMoOvvlJ0AgtFnNkizmyBOHTQ29JoiQSh2yCoNyjs3issf2RZZI83O6RmVydawkLPZtCzp2xU/GqV2Z076X7Zy6i8cBC/WsMtldAzaSRVoXL4GKWDR4VtDBJG2iR0GpQPHW11TtVkQkQlNrPkvbpDYc/z+JJFW18G1TAIG1XsyXESvf2Eros7V6ay9SmyS4ZYcv01jD/0KJIs4hWlbhO/1CB0FSHMMXR6LttM5fC+cxaeAImeTmHNND1LWK+T7O9Fbw+YeHwHUa0kOKubLhS540ByaBB7fIKJhx9HSyXRLJna+AzSjj10nL+aRddcyon7t3Pw2/ey/IZXEYcB9bEJiCIGLr8ALZVi9qmjFH44S80fQzIU8bgrEnIkQSzhVRtIcYwsSaeSJgE1YRHbHmoiwd27fkDJLgOwZeUrUU9LDLp/3wM4gcMP9t/NTRe/DTkW11DkxRT2HKA8M9zaNvRVpEYDqblI8is1OlYs5V2/97t88Wu38973vperLtxE59IlHD5yhMcee4zDhw+zcOFC9JTVvNIlDt9xPwuvfQWp/q6zXgcbetZwweAGdo08y3u+/odctewKZEnmaPE4d7znn+jOigXJCzOH+cRPP83BmUM4vn3y34XtknFaLCVNY/aTv4hiUDT0tEVQrzf51EHzNSO2mmuU+IsffEzo9wKfKIh45yvfxSJrMbdv+wd+8ty9DLT18z9/94v8u6+9nW8+820u27iBd/zR+1B27Wwd+/f//Z/wyks389ATooO5bt06LrroTKcIWVNFVnpHJ6qV4E8/8hE+8IEP8Im//jQ7ntpOm2FxYmKSp/c+x+3/5S8475qryHV2cvnmzXSlklQrNSpNP8yBteu4/Utf5HNf/wcuPH8DXf2D7NglKAwd3T1Y3b0Unt1FZslyET96WgHZKihdwYOcfkzQIRRdxSuV0dJpUVSaJkZ7O7KuI6sKURAReR5Bo9Gahjizc8JiyzJbRaWaTGJ1d+LMmKRSyTO636cjCsRCu3L0GG6hiFMoAiApGl7NwS5WSHR2kFrVQ31YpFohiWhNr+HhO6LoTLRZKIZBULeBGD2TIXLdZqLSS4vEjEPxIts7s5c/XPlHXHfddSSTSe68807K5TJLly7lTW9600s6xjzm8duC+eLzJUDWZdLnZ6g8VUZJnLtw+XmIQtFZPPnhd3IULkQJwodQMQxCT4zfQUK1EgSNuvAbb2ZNR74n/i5JRH5E9rIcelsGvS1DasFi3GIBe3KC6tHDmB1dWF09OLMzyKqC0uRVKoZBsq+XZF9v69zc4hzObBG34BO6PoquY3V3ibGz5+FXK9gTk01vxjMLUqurk9rwMMmBAWRFQW/LYU9OYHX3kF+/jjiOmd3xFE6xQkSaOAjJr18huqfVKo0JMRIPGjayoaMlLZBChu95CKMtydClYjQ++/RO8hvWUTtxlCiImd7xHFIMC655BWY+1xoNlvY9R+h6SJKEkrKI3AgjlxM54Lp+llH/6ZAkibYVSygdOIJEQHrRAqKxceyJaRK9nXRfvhn5tA6a1dmJX6mguR5hEBBjMnj1K5nZuYcTd99P7+UXseCqixnZuoMD376XnvMXEjeKyIqMYiaY21qg9liEbuYIqDcNz2P8Wh1ZV1qG6HEU4Tk+qqYgg6BvnHYe397+XQAuXriJr77ty8ia4MDGYch7vvaH3HfwQb73zD/zjle+u2WPk4wWIbtpKsdGW/spPHeYZEeyZeUV+R71kRE+/Te3su6SzXzpb25l666d8OwzLFy4kFtuuYWODtEdP1mwZhf3I2sSR3/4IHo6weToKYFG5AfEEXz1rV/iq9v/gR/vu4/7XtiKqRlctnAzsq7zJ9f8MeOlCZ48/hSPHd/O+y57F//zia8zVp4QZvCneeOeFLDLqizslBC3g4ZN6LjCVlZVhDm6qrbue92t87VHv37Gc//qVVdS8+v81b/8FYqk8Jk3f4rFmSH+6s0f4/3/6xY+/K2/ZPWr10PnKX/Mz3zm0/zHP/0Qc3NzXH311XzlK1854/oA0FJZglqV1KDolL3//e+np6eHz372szy+cxeO49Lf3cWN11zDkoFBVNPk2muv5aknnmDr9DSKLLNmzRre9853MJQ0OW/lSgZ6etm67XHKtRqZVIpXXX45//Xm91E6cIg48Cnt20sci1x41TSRDQPFNNGz2Vbn0i2WKB86RHbVKqqHXgBFIY4lnNkiQb0h4l9jWlxvLZnEaM+RGuwXi8WEde5usmUKL89m8RnHMX6lSQUqFHELRSI/oD46QeD61GfqxFFMZmE/HecvI9XfjayJjnY8PEz16TpB5OPZHqquYWVNVMNoCckkWUJLZyAKiaMQ1Xrp/qWRF5E+P0PfUD/5fJ7bbrsNz/MYGhrilltu4aMf/SiWde7u8jzmMY8zIcW/TWGivwGEtYDRvx0WoiHtX7eyDl0xPj+ZOXyy+4AUi8zqpuLy9O1O8jslRSVynaYPt3gKZdVENjUG3rfgnMVw6NjY01PY05PEvo/R0YmsKqQXnbsbcRLVI4dQrARqMt3ijTqzYgxm5Nsx2jJIikxQq+OVyvj1BlEQQoxQzWfE/xlpg46LN4tuqucxtW0bkqZRn6qz+A1XnZW5Ds0PqVqdye07CWp1pCjE7Owgcj38ekN0TSVJFBOKBLKK2dFOdsUywnqV2vBxasMzGO0pZvdPsui1l5FeMEQUBIzd/whEPoOvfQ1ze3aQW7vxRXlugeNy5Lt3Y7ZZqKaOlsngFOZQ0jn6X35mVyvyA8bvfwDJShPVSkiJLPZ0kb4rLiGoN5jZsZvceUvJrVnB6CO7mNl9kP4LBogCBXlyMY1DNZAj4iggDkLCIML3AnRDQTE1FNMich1kTacyVcIwNRRdRTFFEe01fBL5rBCeOY7oBDUaaKkUcSyEW7IsC5FYc0RtF0polo6iJ4iDiHjBNLXaCQI/QpYlrKxBZukQPZs3UXh2N/XhMQauvhLZMBj9yQN0XnQBelsWv1LDq1TFV7mCX62S6EhSGZ0jdFyR615zqI3NkBs8D+9pjSgOiMMIRVeRFFkssOo1YmQCxxVZ7E1KtCzLzRRSSSQ+SRKypgq+ZxyLv6kKkhS3nsvACVB0EeXolmuohtryCZV1HUmRuf6VwAAAIABJREFUCV1PdPQ8v7UIlGSlSYtpjvFVFd92MbMpIs9Fkg3MKzX2P/wEXNTDlVde2bpmS/ufIzmwQBRAp8Erz1EfOYHR0Ukc+CQHFp51rdVHR5nevguzI4OWNIn8ELOrhzgIqY+NCsGUqjTz4IXYUGSmG810pgZqIoXV1SPy1Judy9gXBaiaSJBcsFjwvet1/JooKv1mZGnouiiagmIlIArQ2/OYnZ0toaGsaf9qkWUUBExu3UpiYBCvXMEtFJENHT2TIQwi7NkKquzh+QrpoX4yC/ox2k9ZXkWBjz01iT0+xuyROtFTOdAk9ISKoirIugFxjFepIqtKM5pWImjUm91a7V91vj+LOI6JnYi+9w6id/3iyNF5zONfi8d/spWxHzz7G9v/mg9ezcqVK3/uNo888gif+MQniKKIG264gfe+973n3O7ee+/lgx/8IN///vdZu3Yto6OjXHvtta2wnvXr1/Oxj33s5x5rvvP5EqGkVPKv7WTmrili9V+nfI+CAPW0lfLJkbsoCMJW8XmyeIgVhSjwRX6xogquk22LqWMUE9oe1kYHST/3ekIxLZIDQ9jTU1g9ffjVMm7DJgpCrK5utEzbuc9fksVY00phJAz0nh7SHTGh7+LXKgTVEm6lKLLacznSi7sh8vGrVSRVw5meRdFVAsdn9J4HUFMJ0WmUFRQ8BrZcfM7CE8Cv2Ry442Gy3QbpgR4IYzov3giIDnFh7wtUDx9G1lT0TBJ7uoBbmGP8gYcFpaGZEBMGYGYtZEVkemupJD0vu4SJB7dS2n8ISVaIw/BFi0+/UkZWZcIQ8ivPo/T8frovvZjjdz+EW6pgtJ1GN6g3CL2ARJdJpLYRRyFdm9Yxev822lctY+jaLUw9sYva6Dj1skeqJ0foRji70kSlApIuMswVw0BKqihBSDBbEjuPIbRtJFUj8gORDoSEJMU45TpGQj/l9x1Fp2xxVBHZGAWBsMPRtNb15VXrotgwTWRVIgh8OJpHTjTQMgU0S8Uuu9SePIBdqJHs0DE6Oxh74BHUdJrQcZh4dDuh7QiaQTaNnkmT7OtBzy7HK07Rv3gptbFZ/Fqdzo3rmNi+h9l9+0jYq1BSGkY2IdwbiPEbDbyGyHtXNRlFkZA1rWnsLiHLiIWepBJ5AZEnuIdew0G3dKIwbKnYJVlEk8ZRiKxIKLpC4PgYbWkUTSVsRj7GYUgUx6K7FkYopiE65fIpGkzguJhtKTHGNQwIZLovXMDenz6CPXEm91vPZPErpTOKzziOaYyPorW1485OoaXzVI8eO1P17bhEvujORq5Po+qgpS388iySohFLEHoB6f5ukgOD6G25s67ZyPcpHzpIY3wYs7ufuFRpdS39eh2pWKIxMUEUyE1xYBK9LUuiv08UmMkEtRPD1I6foG3Desp796ItWoCROwdf90UQRxFeqdzsbBZwi3MomoJbLKKm21B8qA5PEZwokBnqI3feUpzJYXo2bEBLnxJHhY6DPTmGPT1Nedbn+M7jmJkk/as6iYbFYkxWNZFyVa0h6ypaMtV8HARv+aUWngCxE5FYlZovPOfx/yzCMORjH/sYt99+O93d3Vx//fVs2bKFpUuXnrFdrVbjG9/4BuvXrz/j90NDQ/zgBz/4pY83X3z+GpBclaL+XJXG4QaK9cuN30+aNUvyadvLEnEYC46j60PrPVNCMUxC1xHeeCc96GQFNdHkgfoxSo9LpJWYevRRcmvXYnacLQyqnTiGaiVILVxMfeQYVm8fcRBSO36MKAywOrsxu7pRDJPIjWgcrFF5NiSYqRPZR5s+fT9zX8IkSjKD1aOjeAGRXccrTePVXeIgxOrqQJJDzJ5u/FKJoObg1VxizyOoR4w/9ChaKomRaxMc0o48ajJB+fgEL9z1MD0bz8OyHJzpGbovvxSAxvQsk4/tQtZUui+7hPLzezHz7ThTBbS0jmIoSHKEmkxTOTpOsqcHd65GfWyiJYyKY+GHOrf/IJmFXVSOHUfPZFp2UpIsE9QblPbvx6/W0CydIIiYe34/nRvPFzZRa1cwvUMo9E9i+qnd6O053JkZui+/jNqx4wTlORa98WrGtz5B5egIqaEeasdHUXyhqnaeyRCXNdTsyfzy09AMtNHSSSLPE0lAtlCRK5pKFEVIioaR1vHrDooutwzCW108RRFCNVmGmFa3PXBcoiBEM1VkVSH0XGRNQTJUrPoAoQVuPEP+vAEa03N45RKyZFGfqpHsTOMVCiQG+mlbsRQtlTxn8S5JIW6xgGxaTG97luk9R8ivWsrKP3g9Y58/SlD3cE5GYkYRXsNH0xVUVSUMIpDF60VNWk0f21Dwo1UNghBJVghdV9wHXcMteRgJDcVqFrRNSzS/1kBWZNBVvGoDK59t0k5iIl9qLUCiICC241ZcaxwKuoGiygSNhtjOB71LR9ZkFl62hp17Hmvd3/rIKF6lKrwrJ2dbyu8o9NHTFu5sCSVpEM4WUAzRsdTSqeYY3KDwzLPo7QZBrYaWaSM1OICa0miMDGNkEmimSduqNa1OX1A71bU8yb8MbBstaRLYR5A1A72tnURfL2qzuHRnZ2iMjpA9bxl629lFZXrRQuIopLR3H9kVK5jbs4f8xo1n5befeg8IcUulJk2ngDtXQk0mMPN5rN4elHSOxugY/nQRf7REekE/g1degtWVby14Z4qTRL4PCGcLe2IUtzRHvSZxbPsxZFVh5bUbsXQX1bAo/UghsmPC2COo1VEMAzWROHlGhK572u1fHZEXIZky+Ws6X/K+5jGPF8P/6Wz3PXv2sGDBAgYHhUvOa1/7Wh544IGzis9bb72V97znPXz1q199ScebLz5/DZAkiY7XdTF+2whBPUQxf3EBGjfHeWfuRxbdqiYxPo5P/SwpyllFX/OfkCQTJe2RWGODaRK5PsVnn8Xq7ia7cmXrOF6ljD05SX7jpqbnoYvR3omWSmP19BHU6zjTk8xs200wnsQ/oSMhiyhCBWTr3OO2OI6JvRjnqE18BIhU4nQOOkq0bRwkDny84gylfUdJdKZwqzXsWZvOTWtJ9rZT2rcfNZHEKwkOaRREzW5lRN+GATKDORqjx9DzeWRNY/yRp6iNTtB90XoySxbgl8soSZPKoaNIiiw6Y4ZKduUq9GwblcOj6B0dSNoY3Zs3tc479DzG7nuI9OKFBJVZ7Mlp7IkZ8UFuO8KIO47Qshn0dBrPdlFiF6OjA6MjD0D7muUc/u6PsGcKWJ156hPTOIU52lctxHEaQpXelqN84ADOY49D4CCrKsW9h/HckIXXXM7M90aJ53QkA7xKDSObPuPaEDneMbHvN7vjwhtWMQ2o2cJNQBGG7lrSIvJc3FIF1dKRNY3QdYh8X1gxhWFL9RxHIV61jpY0QJJEQR5FTT9y8V2a6MZcEFI6OkH/FZtwJ4bx7BgtBYWj0+T6M/jVGuqLFJ5REFAbKxI5RWYPzGC0Jem5eD2ZxUPUxscxFkd4z0AUekSKyGw3kgbEEaHfLPpME0WVmh1HnTgU1AaCEMXQm6ELCnEQ40cemqUDwjs31jQkQ8at1JEVYZUjKxISMW6pjKwpYizdrPC1VIYoCPDK1VOPRSwiOMW0QeTBh66DxySjP96P6gVsedlFDP/0QYx0Amd2FtkwkIgxOzuFD65h0BgfQctkCepVjPY8Ru7sxWEcx4SNBko6DVGMO1dCUoT7RdBwCG0XLW1SfOZp3EqDOJKb3cokeiZNordHqMkTTYs216Vy6AChUyW1YKDVFVQHBlGTKcoH9pEYHCLRN3DWazuzZAlxGFE5dITUokUUn3mGjk2bhP9wGOIV55pq9CLeXAktncLM50ktWkhygUR9bIrCgRHcUoX0YA+pwQHciRMMveIVp0SSp7+VqSpeuYQ9OSYoQp7O0cdHCRyP5VdvJJOVCF2b5OAS9EwW3bQZ++pxIt9BSZqop6n5hb2Teubi/ldAHIoOetf1Pb90Y2Ee8/j/I6ampujp6Wnd7u7uZs+ePWds8/zzzzM5OckVV1xxVvE5OjrKG9/4RlKpFLfccgsXXnjhzz3efPH5a4KSUul5+wATXxsldH5xARoFYlR4BpojYqBVKJwUTJxMYYnjmDgMTvFBnRAlodD7zqV41RT1kRNiZOj72NNTuIUCbevWYWSzlA/uJ7N0Wct8PfQEHxBEAS1LJvbOJPbBpiWNHBATgiq30kvOBUmSQG0KXgC/5hBNayjVQWzbwlwfkV60iI58J7M7ngIUzI4sjZERakeOYHakkDWN/IZ1SIbJ0XseQ4p9cgt7CGo15vbvRzVU3Olx6iPjqIkEXZvWoqVMinuexS9XCF0RlSiscZJIxOjZbPMxFLnsys+Y1iu6jmoZJPt7sSUf5/gEbatWomgqpX370dIprJ4+osCncvhYa+xbOz5CfWS8JbpI9uaZfGwHXRdvYPKxXaQX9NEYG0eSYPQnD2Dm27F6e7EnJui5/BLUZJrdX72LVJtJ6YkJpGqGWPEgAtVQceYqmLlMk2sYQiSspBTLIrBtkEBNmAS2g2poBHUXv26j6AqSZhAGsTC7D8LWaF4xLcImRzjyfQLHJXA8MaKPIqJIUEYUwxApTa6HlkoQOgFMDeJnykw8upP8yn7CuTq55UO0rxigenSExuQML/zjXbSvXUHHhlXIsoxXrTO75wUKew+R6O4gt7SDha9ZQm1sioln9rLnroepFR3WX7UGdV9apOEoEPoRgSP4l4qhE7guUugTSypqKtniP4upgeBqSoqEnhZFlTNXFtdh83UjyaILLDVdARRDR01YrRF37EcEfkOY4Uci5jEKT2XNS4qELMlEYUToBciKgqSqyLpKYnUGr+yiagrOTBm7Ad0XX4ieEWPjymEZLWVhtOcJHZugXiU5sAB3dgo9K3jWke+fCnaoN/CqFUIvJG4Ke0LbJbAtdD1J7FchhkTfEGa+DWd2mrBRx+obwGjvOOfrUzEM2lavw56coLjnWVIDQyQGBpEkCSOXo33DBZT27SWo1cgsXX6W40Nm2dJm5roonKeffBJkTQjqMmnMfJ7s0iWoqRT1iVmqJ8aoPrUfxdRJL+ind/MGEr2draSyWbeKMztLore3dYw4inALM8SBi1ucIVSzHHniCPXZMiuuuYiOwSzO9ARqopv04mWtRU69eISoexJ5qh9FNc7Yn/AdTp7z/eqXRRzGRF5E+1UdJJa9tH3NYx6/DH6TEpxiscib3/zm1u0bb7yRG2+88Zf+/yiK+NSnPsUnP/nJs/7W1dXFQw89RC6XY+/evbz//e/nRz/6EakXmZTAfPH5a4WW0+h9xwAT3xglrIXI5osVbOJD7uzOp/gAhKbYIQw4OXuP/ZNcTzE+VUyZyIlRMyq9b+9HbdPQ2oZQU6KboagKqAqhF1B85hmhTE2nMDuFzU0chkJ0oWoiNnJ/jcLdM0Re1Dxv8WERxxGR6xIHAUHUEMb2qgovUoietETSsgkkVcObcbH/JaB9i0n58E4C28fqSNO1+VIkSSKwHaonjuPNFRnftoOp/eOkujL0blzeHMG3M/v0DvxaDSWRwMyl8Gt1Svv2CWFMFCOpihBmBCGqoaO3dxK7DWrHj2H1DSIpCoEjEop+FrKutziD2eWLmXlyJ3pbio6NGzDzorsZBQGl5/ehp5N0XLyJY3f+hEVv3ELs+zjFOZzpWWx7hslHn4Q4pjE2JtT/SRO9PYOebxeFqmVReGYPtVJIbtkCBi+5gBOfPQQESDLClN+xha/qXAWjLU0ceK1RTGA7EAleYhSEGNkMbqmCpiugahCHwvA/iABV1GhRTOD6KHHc8m09GfEoKzJ6RozyZU1GNkwxHvY8tHRSjJdjBwmdrvaLsI3dFA6Ms+j1Wxi9fxtGUqNvy2UgK4zfv5Xpnc8ztm03VnsKt2qTX7mYZW95DYomMbt3H7Wp59l9z35h73XBElZc2Q1uFaXdJ5rTkVVBQ5EUFb/WIIw9FFUGTUO1rGail8gUlxTRkQ/8ECNlAjGhHxI3O5iRFxA6DnEUEgchsiqKycjz8U9aLCkKEDYV4Cqh47WM6lGaPFFJFt1RSyWwXWRFIfYgSM1iFx3SCweJwgZu2cGbHGfykW1IsoLZ1YXV3Y5XLqGYSWonjiLrFpXDLxD5ARNbt+HX68RB2FKNK8kEcRSK61gxkSwV2UwwcNUrCRp1inv24MyWSS8cQpJl9Gwbfq1KY3wEZ2qCRN8gWvZs3rYkSSR6+9BzOcoHD+AUZsmuWIlqWSimRfv6CygfOkhxzzO0rVwjOpu+j1sU1mv27CxBtUZQr6OlU0iyROerthDUHaonxhh/Yg/2dIFkbyfpBf10XbgGI3tuU3urqwtneppEby9REOBMT2JPjqNYCRxHYnj3MLWZKsuv3kTf2iHs8WH8WpnsilWnOvZxzPSTO6iNjtN73QXEs1kKd08TRxKyLhO6DopuvCRrpciPiIOY9ivzZC9p+5X3M495/N+C9vZ27mym0p0L3d3dTE5Otm5PTU3R3X3Kc7ter/PCCy/wtre9DYCZmRluvvlmvvzlL7N27Vr0ZlNrzZo1DA0NcezYMdauXfuix5svPn/N0No1+t41yMydkzgjDrImnbJ7aeJkvOXZc3SRcBTHseh8ei5i7gdxGAj1KRISCkHNI7k8Q8cbulFTp55GI9dO+4aNlPbuJvI8lKRF5LgE1RqR6+GVSuhtbYSeK7qeIcz8cIr6vhqSKp01WpIkWXRZJQlZVYWZvC2SlGT1lCIfROHp1+soutay9ZHUGEmXmXuoSKQnkVeGKJosUmN0A9UyyS5bxvQTjzE3MsfS17+cVGcGZ7ZAaf8hauPTJLtSoOhkFw8ROXWRCmMKbqTWnsUrFAkclziMCeoOM9t3oSYtZEXCKdWQJFl0Cc2zxQKyphHYtjDHL1doO28p5cPHiYNT0Tflg4eIgc6LL4Qowsxlmdy2HQnBGTU7OkgNDlA8cJSBV11GZf8+8hdcgDMzjTs3R+T71EfG8OsNvHINjRgNlbF/OIgUqcRyQBzGTcW1iiRFEEYEtTqyJni9zAl/Vy1pEXoeke8T+j5xMyZSeBkqzYIzaqq0FWTdQg4DQi8g9CPMTJrQFoIosy1D6DlCRa4bQrwWhKLAkJpFahShpDW84z6Jdb3Upo9w4p5H6Fy/nPILh0QRnEuRWrSYODyErXg45Qah51OfmGTq8DDTx4qEQcTF169n83tfS/XAAWLXIaxVUXQF15xEkxaI7q5pQBSjGApREBN6IUgBoeyIBVNTRBXHEhCiGUKJHjQaxFGMqinN14yE37DFgkMCoqY4Xo6RNK05ohWPnTNXJfRC0f1XFZAVAttF0VXiICCMIhRZQbVM/EodLZGm//cvIKRM+cgxaifGUZMJGhUXszOPpYI9MY4zNUEcRcztfQGzM4MkGyiGhJ7rILVAcItPduO9uQL21Di+Lwpr4gjFOhUR687NIas6Zr79DHqDlkqTWbYSv1KiMTaCNDVOon/onIlGqmnRvm4DjbFRCs/uJL1gEVZvH5KikFq0hNqRw8zueIooAL9WR8+1YebztK9eidbWRum553FLZeIwZPTeB7HnHNIL+ulcfx6pgZ4XFQ2eDrOzk/KBA1SPHcEtzKBnc6idgxze+hxTe48xdMEiNr37dXizk9RPHCE5MISeO8ULjcKQiYcfxyuV6LtiM1ZnFwyAmlWZuWuKoOoREyFbv5rIKI5jIidCNmS63txDYvl8x3Mevx1Yu3Ytx48fZ2RkhO7ubn70ox/xmc98pvX3dDrN9u3bW7dvuukmPvzhD7N27VqKxSLZbBZFURgZGeH48eMt7uiLQflv/62Z1TaPXxtkQya1Lo2SVrEPNwRhXTllZh15XtNK6ezRvFCzq80Pf6G+jsOgKX5QiJwISVOx1jdouyKLkcuctQ9Z0zC7e/ArZSLbFiNKVSGOIhpj40S+j6JrhLZH6ScujcMNZFMWYoxzII6FOErWdOGN2ORrnYweBIjCgLBhIyviQ/rkB2ToukiyROR7xI6CEXdjLtWQlAgtlSb0fA7fvY3Atum/aAX51ctRExb2bInSoRMkunJoloqaMHGnp7Cn5wgdHzWdwshliBpVMsuEaELRdbouvgCikMC2kWQJv1QW5vRzRSLXxiuXCX1fqMA1lfrwCI3RMbSkRXJokMzSpZjtOSYfewqzI49frzH33POoiQTVI8eoDY82z69M/5UvI7dmFanBfuxiGWemiKormO05MksWoaVT1I4do+uSi0gNDSAnUpzYto+O8wagliY4aoAWQygKnzgQXa+TQiFJksTo3PWIohhFU4i8ZvJQFAurnbgpJvJDFEUsdMIgQjU1muRNsaBpxlV61QYAqq427Xp8MZK3HeIoRkulWh2jyPNAllE0TYhm5pJ0Xb2QwsFjODMF0gv6Gd/2DNM7DxC4PpnFg0henVDVqBQbhA0XHI+OoXbWv2ULkefgjI9DBF7dQVYlVMuk/YLFeMcjonpEHPoichapybMUj0Ho+k3vThUkYcEkKQoSoJgGkqzgVB3MtjRxGKClUk0jd0eo+xWl1f1UTes0LqAkfGttpynskghcH7M9I+yaFFm4JiAReh4EEpFaJ0gO4xYKqAaoSUOIksKIsFIVBXk+T2JgEGIhEAsarhjbaxrZ5StEmpiq4JUK1I4fIfIcEv1DONOzSKpCaLui09+ew+xopz5ygtB2Mbs6MX4mJUqSJBTTwujoAkmiMXocv1pFsayzuJWSJKFnsmjpNNWjR6gPn6By+Bjlg4dAktEyGQg9siuWkVu9GsW0qI1NM71jL8WDJ1B0BUVVMLIpcuctomvjOoxcphXP+vMQ1Os0xobxyhUU3cDoW8jRJw7z/A+fpHvlAs67chXpdgNvbhrFtEgvXo6WTLXeN0PfZ+y+hwntOn2vvAwzf4ozq+U0UuvT1I+OEddN4lASryH5l3MfiSNhpUQYkzwvRc/v9mH0zivb5/Fvh5HDxynvn/zFG/6K6Nm8lM7OFxfNybLMwoUL+dCHPsQ3v/lNrrvuOq6++mpuvfVW6vX6Weldd911F5dddhnd3d088sgj3HLLLXz3u9/lJz/5CR/5yEd+oa3TvM/nbxhByad4/yyNg4LDJWsSgVNHTZxboCF86Yxml9GDWFiuSLKBJEskVqZov6qDWHYoH3ie3LoNLeXyzyKOYwq7dhA5NrJpiTF+FIukH0nBP9BNWNB+Dj1AIAp8IVQxzjZqjqOQ0HVFoSzJxHHUFDVIzRjPmhAQhRFGW4bYB8mKSb/cxlw4xIHvPUCqr5OFW86ntO85kkNLmHziWRRDp2P9Cgo7dqHnEgSNANVKkF25HFlVqR45ROR5eHWPoOGID8R8O5mli9BzbRR3PYuRbycmwpmawLNBVoAgILBtolBQHyRJQk0mSQ11o1oWWiaHW5yjPjyGPVNAbXZQ2tetwezqbKlnj95xD72XbyLR0yk8QL/3Yzo3rqZ25BC9r3xFSxU8+cijtK9fh2xa7L7tBwy94gLalw9y4tP7ITCRDYnQdpCaVIbQ9YQgvSl0ITzJ9W2GEEhCLCNpGpHnEyOh6Br1uRqJrIVETOCGGNkUUegLPmcQEboBVmcOr1IXKTSmJviMihjhS7LcjGs9dR349RqKYSLJkrB3ki3yr+mg2jhM5fBRPNvHyGVRdYlI1Zg4OIEURvQubkPt6CK/dBCnUGTm2UPYcw30lE52qB184aVpdmQFvUNW8WYCnCfToNLyK438gCgIhKI/jAl9wbkMvABFlTHa0iKEQFWIwpDAizBSJqHjoKXTImK06TkraBAJ3HIVLWG2nsc4ioRFj6bh1W1kuZkSJbJXm5ZNQgAnySoSMsHgEbS8Suz7KJZGZvEisbgwDH7651/n0vdeiz83R/X4KKHjoKdNssuX4s7N4JdqwqxfUVESBomePMm+QdRUGkmSGLv/AbR0CntqFsVKkl+3GrMzz8z2x/EqLl2bL2pxSl8McRThzExhT42jZ3NYvf0Qxc0EswJuoSCy69tzKIZKaDdIL1mK1d0DcUx1ZIzG8DH8uktlvEx6qI/Mgj5Sg70oukZh1zOCO+w5pIaGSP6cDocwky/TGB8lbDSwenpxKnVKR8c48OgRFlyyiqVXbURVJSqHDxB5HpnlK8/q3Aa2w+hPH0JWJXqvuLwlnDod9dERnJkZUv2rqe6sUHu20pwaiW6ypJ7m1BFDHMTNv4lfptakSV/UhtEzX3TO498ej/1kKyN3PvMb2//6P37NLywI/y0xX3z+GyGoBtR2Vyk/XiCo2iimJZpSmnSGfVFgO8iSjGBEiE6QZMq0v6JHdFOTp0Zb9dFh/GqV7Hmrzlk8usUC5UMvkBpaQO34UZEHn0wRNBrUn1IIJy3khNocR/+84jNodch+FqHnNv0dU0IMAkAsbHBiMUoO/RAjk2p1YUI7AK3BrHGAwVdsoHvDckLbZWbn0ziFGrlVK5DUiPK+Q0CMlrZoW7UWsyOPOzNN5ehhEn39JAeHxEjdcRi79wESgwN4pTJeqYKWSUHgYXR1ETYqRIFEYmCIzII+ygdfwJ6cxGhvxy4UxfmnLSRJwp6pCIV6JiXO3W5g9fbQs/lMI/nC3oM4s3P0X3EJE4/tRJLAzCWpHDlBavES2lcJe4rSvv3Ius747hNIEvRtXE7jWIXq/RGxJLiexDStgxQk4paaPQ4j0QVXVRrFKnpCx8imCWzBvY08n9DzW8WXJEknJ8kASKosHvMwxHf8ppVSgJlrjttDcRxZ18/wmwXR7Q6qNbRMumXRFLkxYWgTLz2GbCp4dY/IC1GSOrqloRtqc2QMoR+gWBZeqYaatAi9kEahglt1US2dZHcbucWdGLk81aPHMXJt1PeEBCcyyJZC5Lqiqy5LSJKMmkgSxzF2oQRRhGoa6JkkcRjh10QGu6QaQpwVhmipNH69JjjUUjMakWYRTyRM18OQyPNPXfpR3FwgKkiKjKIelwW4AAAgAElEQVTrTQ6qjFdrgA+d1w2g9DtMPPIUfa+4kMbEBHEolN1IYNshkplkxetfJlwNnttDbXSSwI7wqjWS/d1ISkTk+sSejyyDpJukFgySGupn4qGH0XNZnJk5Qi9kwXVXEzYalA+9gDtbpv81V/1SXsKBbWNPz+AVZogjn6DhIhsWZr4Do6MdPZNpLX6d2QLlg/sJvIDy8Vm0ZJL0UC+aIZLW2latPmPhGYchszt2IakKQb1G9rzzsLrOjEyN4xi3MIM9PkYcR1i9/SipNo4+vJuxp/exfFMf+UsuxcomsafGcaan0FIZ3LkSHRduOmNfbrnC2P2PoGcsei6/9KxrFcQUZubJJ2g//4LWwi9yI+zjDdxxF3fYxpv2iIMmp16V0PI65gITo8/EXGjNq9nn8X8Uj92zlRN37vqN7f/8P7nm/6ric57z+W8ENa3SdnkOuafI/2bvPcMkOct7799TsXNPzptz0kq70ipLSAgUUSAJyxgH2WBjkn18wD6ALYzNwWAby+YY2zIiGAEGBMhIgCRQTqtd7Wp3tTnNzk6entCpuvLzfnh6enalFfDhtYwvz/+65ppUXd1dVV11133/QzBhYqU68E66uCdrRJVInRSF6m5paUivymH1WLjFI+Q3LsdueiXpPdXTx8zeXbjjY6prcQriIKB46CD5Vauxm1swMxmlai2XwG0lHo/BUvY9QaTM7l/NlqQuFH4FZrOhzWym7oeoLvoSNRKOPGWWbabsU8RVktB3oarRu3kjnRtXMLX3MIUX95Ff2k26uwlnsJ/Q8Yn9kPyqpWimjt2k1PphpULzug2nmXdHNRcjmaR9kzK9nY0GrfQP4I2O4TsuqY485WNHqRw5qJJ9TJvKyWFVeKXTpPu6QUZkFi/GHZ+kNlEg8tTI1BkcYeCBh7BbW0i0t5FoaSK3dCGFnXtxxguUjp5g8c1voPDsczStX8PIky8gdAirDt7UNGGlQvHIBJ2ruyifOEl4OIfQDXRbJ/J8VIGdVsIuSX2EGSNjQRyEmAlbKfaDUI0sE0r0pdsW/tiUilVFRyKwrFNSeiJJLEOEkBiWyuPWDaG8KoUaQUspCWqeoiEIobxPY+WoAOCXyggBgRsiAE0Y6FGacqmIWw1IWDoGBpphk+jqpuWsVRQPHqV46AjUXISVxJ2p0Xb2GhavXkq5/wjF4xNM7h8g25Vh5uheOi/cRKIpR1jbhZzRCMZrSBGDVDn2WCaxHxM4ikKixGUxtckiVjaljlupaAlh1QOh3uNsHKis+3wqFoJUvqFhSByE6AlbpT5VXRItOSLHUcsKo8FbBtB1m0gvQusMmd7FpLramdy9n66LNmPlmpBS4hfLTB04yvjugxy79wESbS0IfOzmFE0r2/Bmivglr/5VIdPXjd2cw58pUjx4mPKRwyoswqkhNQ3dUgVwbXgIIXQS7WdWtEupphle3fbIK0wShyGJ1hbs1lasphxhpYhfnMbMJjCzWWqFaconhimfGMKdLpHp6yTVlqF1lUF+5SoSbe3KFH/wJFMv7iC/WtmWgaJ5tJ67icLz2zAyWYr79qFZFnZTEzKKqI2PUhsZRrdtUgsWoaey9D+1hyOP3E/76oVc8N43Uzn4EjhFZoaPoSeS5NesJ3Jq1MYLp7232sQkw48+Raqjic6LLnylQ0gd5ePHSHR0nOZDqtka6VUZ0qteXXE7j3nM478G88XnawxvapLsymUkWnNkN76Sr1k5cYLQcWha06FsR4Z1kOEZ1yU0jeyylczs24OVb0JPzHUnSkcPk2hrw25uAcDM5mg5ezPTO/dQfCoCXdRjwDVkFBFW1bhfKcLPrNA/FZHrEnk+ZjarLG98T3XZhFD8uDBUD9F1ZdZeq4KmEdbUqNjKJajtDjnqPoLRrNGxaRXu6AixoaGZFom2LEYyiWaox0/u2I7d1kbrOZtfwZV1xwskOua4LJquk2xvw25uYuypZzFiSXFgiqYlbXjTPuFMGQC7rRUjYRO5NRKtrfjFabKLl2Cms7hT03Rs2czM/gMYmSzVoVHEzDTuxLiyYAkjzKTB8KNPY2UTjD7+NHEYMvH8ToSAmYPHyC9bhNXWQexWWfeu68l0txM5ESef6sfIqI537Cs1e+S5iueoaURegNDATCWRqAQigcRIp4icGiKIQLp1IZh6z1Y6QXWqjJ3Koul1jrBlEFZrquNtq0660HU1ij9l+2n13HN186M1xEYyVoeCFCgf0CBCkxHGaJ7um1fSvmoxJx/fTvFwP2YqwcyhI5SPH8duaSbGRPo+idYsi9/0+kb2eqKljcipoctOjISJM+Fx9EvbSKXaMYI0YdEBVwdZN3iPJcKLifGRkUDXksiqhmaC0EL8YhWQ6LZBUK6o1qam2slSKjcDIZUPqm5ZRL5PUK40rHhkFBNUayRacqpYFeoz4VcchCYwEjaxF6NZOu1vW8Lo1qdItrfRevZq+u/7CZGvtqQQArspR/cF53Bk61FaN60ilYionByiVihQOTlJqruD/MoVpDo7iINA2RL1D1IbL5Dq7kAzBcHMNLHnoxGDplHuP4k3PUXkB6R7e9UnUUrlyVsvNN3JSYgldlsridYWcsuW1kVjc5/jKJsj9CSl4wOI48dxCg5WUzOd559NumfOCskvFike3I9bmCC3fAXpBXUHjf17SS9crARKQqDpOm3nncvE1ucxcnmmXnyRVG8PQXEKM5cnt3I1eiLFief2cejBbTQv6uSi991CrruVOAhwLJNy/3Ga161vmNzHQdgwmQeoDA4z+vTzZBd00L5lyyvcQWYRVCq4Y2O0n3/BGf8/j3nM45cP88Xna4jI9wnrEZSvBs22iaankVLijo9iNbUQlEtnNKQGMFJpUj19lI8eIr92A0II3MIEQalE6+bTx1e6bSPH+iCcQhihGvU2DO2lKoTCAP0VXdDTW5+R6xL5ft12ZU6cYiQVjy4Og/o4U2CllUI/9JQXpWErC6DZoksf6sToGqd8rB8rnyfR3gxSUjp8gp7XX87k7h0IBPnVaxqF9MtRG58gu3QxcRA0cue9wiR+saS4XvUY8ER7F3azp7ostRpuYYrq4BDe9Azjz+8g0ZrDm6nhjIzQds5GamMTJNo7sJqbCWs+3uQ0WtImjjz0RD3G0XMRCaPewVRZ9qlMhsrgKGYuS//9z9K5shVdVxtQcX8lmtaYt6vvsURYJmHVQei6shbyahipDFqTQTA+TVhzsbJpFZMZhEjXb5jOx74StESOg2ZoagwvUbnoWn0MbqmPe1x//ng239w00UwTr1ipi5/i2fl0w/5L1wV6PaZQODlsXcObnKLz7BUEUwXcyak6b9IjinQ6zzuLzMIuRp98huKhIzSvXYU/U2Rm3yG0hE6mZx3Fp8dJDa9GAlHRJ04I4jhAS8Tg1gVTQomm6swEQCLDCBkKQEMjSUxAFIdoloZmaHXPTtWhMxIJJXZrWJjVO7yxorhEfkiiJQ9SbUM9kSCoOCSbc9SmihCBZpl0/VoPdneCVnctI088R9vZK2heu5SRp7az5MarTuNvL7lkA8cef5G1ly8iu6gToemEFQctkWN67yHGnnqeREcb6Z4uui/ejGZZVE4OM7lrL16xhm566MkERkJnevce9ZkLI4Rp4YyP40+qbneirRW7tYX8qhUY6fRpxaaUEne6qLqb/UM445OkutvJLewh1dWM3TKJDEPsrH3aa7fyeVo3n0fl+FEKL2wjv1JNTpo3nsPMvpcIKmXlB6ppaIZB84b1FJ7fBkLiDA7RunkTZibL4PZDHPjRVtLtTWz57etpXtSpXtPEGM7IIFZTntroOGZ+bqKjmSomE6B4+BiFHbtpWtZH66ZzXnUqI6WkdPgwmcWLX7UrOo95zOOXD/PF52sIb3ISu/mVWcynQrdtYt8nKBUBgd3WSfno/nrKypm5XsnuXrypSWqjw9it7ZSOHKJpzfpGN2MWYTmk+lIFPWMRe7HiuBGpk34QgKEjw3oX1LbnhEyn1J5hraZ8PLOnqKJn88J1vS7gqKIZiqcHqnMX1DylRI4jopqLZupgQFQWmOU0HZeeTaKtlcjzGHn0MZLdnUzv240MAtq2XHhaV3cWkedRGy/gThSIXI/C9h3Yzc1qPN7Riox8NDuFBFJSkujuoXbyOM7QSdJ9C8ksTGE15ZjY9gK55Uvxp8apnBwkDiOGHn0aM2kRhWDlCtitzWiGTlAq03vNlRipFMe+/xBoBqmuDjRdw25pxi0U8GdKaIbG+LPbaGoziDyP6Zf24S+o4BzUGhlqMlKilllFdRg4ytKqnjkuY0lQUd085agkG/ZLUoIUGpoW1be7MpbXLIM4iNBNJeTRzVgJboSmAgpiqSy2NIFpWYQ1Dxn4BF6gijwJktnCU1PuBalU3bFAORoIQ8M5MkkxPkjkumhAIpdQxWwqjYwCEDGhU6Pj/HMZeeIZ/OlpQsfBMpZQ3epSLs8QRwZSBGi6wEjXRW+BJAwCND1GC62601j92D9D0IGMJSLWEbGJrEWEWqiKV8DK1G1yhAAZ1a3AHPRUitBxiMMQwzJU4el5czdd9X1ip7P45Sod7+jC7lbHX9Pq5Tgj47iTE7RuXI8z+hTTB47SsnZFXVwzQzrpY2ghCJ3cqvWUD+9Ft02a16+mZf1qIs/HGR2nOjzK1Ev70SyTdE8XVtYi2ZmnNjJJ6IcElRqaaaCbqnPtjY0hASOTJb9qBenuztO2RRxGVIfGKNXH6TKOyS7soXXjaha/zApJdnS8qj2Tpuvklq/Ebm2jeOgAdksr2aXLaTl7E6WDB5javZP0goV4E+ME1QrZ5Uuo9A9ipFMUXniRQ1uH0G2Lc257PW0r+tR5w6lSPdkPQG75GvRkktrwqPIOzWSIqhHeaEAwZDB83z6ckREyC5eR6VpWV66f8dSHN1kg8lxSvX1nXmAe8/hvgv/qeM3XGvPF52sIb2IC+wx566dCt20iz8MdHyHR2YWRSKjsarfW6Cy+HEIIcstXMv3SLtxCgWRHF1Y+/4rlyjuLahQpqFvPGPUumo9m2nWbJyVeiX0fWReNKEjCmkMcRKcVnlC3jrJUpKEafdLIxa5NKcVpokkJnUBxGpXKVFd8xeEs5WOH8IttmLkcYc3H8MpkFizCLYw3Cs+w5qoxY/0rdGqY2Qx6wqZ101nYzU34xSIze/cjDJ22LVtwRsYIyhUqJ0cp7t1HorsbZ+gklcFR/FKNoFRCM2Dm0DGSzQmMdJrciuXEnkv15CCp3l7cwiTO0Iiy9tE0hn/6FOkFvQghaF6znNrgAD1XXYGeSJCt21EMP7eb6T37aD97JVG1TFirMbP/AP6BTvB1Qk82UneQsnFzoRm62n66hhCG8r60E4Qh9VjIukjI0AjdkJPTQ7zhn28C4NEP/pCesIc4jNX/HVd1qEwdzdAayt7I8zCzGWVh5PvIKGKoNMKVn78BgEfe9wC9+W50Q0NLJBo3MTKK0GyT2Itx+svYy23cYg0zl6V11RLGXzxA7LkYSZPCjt0YSZvI9VTRPB0QH2/HqZZAqwvtTCBUKvLZBK+PPvQX3Lvj+9xy1o186g1/hhZZau4vxBlvvqScza+XirYQmUgnBjtSYiNdHYtRqDrFZiatxruRVF14TccvVbAy6UZ3TRgGUcVHz9i0XNPCkccfY92Ca0h3tCCEoGX9MkpHjuJOTNNz6Xn03/8IiZYsQWkSpCTd28fi88pMjdZoWl1r+PRGvo9uWei2RXZRH9lFfcRxjFuYpnTsBO5UBVkoq260kGSX9Smz95kK7oyDmc1gNWWJai6T219gUmgYmSx6MoNTmKY6PE6itYncoh4WXXsZidZXGs6fes6w8s2YuSa8qQKV/iPoyRSpngWN84zd3ELb5vMoHT3C5AvbyK1cTaKjk8rxoxT37yPV10frytUgNJyypHR4PxLBygsX0nXJhcqQP4pwRgbxpgqkehZgt7bXbcUkwu1g7BtDxCWLuBaBJggqeXwZoFs9uJMmo7tGkJHEbDZJLEqQPSeP1WM3Ov6lw4fJrVz1M2/o5zGPefzyYb74fI0g4xh3cpLcypU/cznNspSQx3Oxmmb5mnmCcvFVi08APZHEzDfjTxZoWrvulc8fSUrPF9FMUfcPFYoHl0wRuQ5x4Cu7H0BIWfeGnOWCmnXDcV7BJZMyRkYhWipJUKkSBSFmOgEInMIMRsJSgpWKg6aLRmFqJJMIXSOoVommbXKLzsJ3RikdOkiyI3/KCE6j8MKLuIVJYs9XvLa2FtoWL8TK55jZf0iJUDJppve8hFuYJL1wIcK0KPefpDo4TODUqE3XSBQm8UsVBksz/OM9X+XpnbsYGh3BEBqdnR1s2bCOj/7lp+ld2Mv41m3kli0hs2ghrFquBCWlMrWxCYoHjjC99yCaZVAbHiRwPCa270DTVdyjO1NhdP8YrQubKB8fIru4i8jzyCzoY2a7Dom4Hpk566FKo7UcByG6rSuVtWkSOU7dfzIm8iMSzbl6MlStEQE5C4EkdIN6UatWqpK0dJb/2VlnPG5uWnc9n3zjn57mhygEGAlbHbNTJcxUAjOVIPI89Tpjg3jGJAo92s9erQrdSolcZ47quI87XUE3dYYLY1z23ncD8Nj7H6QnbSNsDeKoHmWpxqaR56v3IgQXLz6fXCLHxoUbwZREmqc6oLEyXn95YENjIiDmZP5CauDpuBNVjIyhaAhBhJVTvrJ+xcGwLWQcInTlNRpUHIwMCGEgpIFo9um9fQVG1kCkI/Z9/UE2/PoNJJqzBKUZUr19jD6znZ7XbSHVkWPs2R30XnEBZr6ZsFLGTpns/MFLdK/txW5tJyiWcI4WEEEGd6CGc7xCOOmrJJ04RggLKZchTJCmA5ka1WoVki56xqB98zrslhbKA0OURgvKe1QDzfGwkkU0KWhds4iWdauwm3/xRB4hBIlW5TrgToxROry/Yc+kWzaaYZJfvpLy8aNM73kR3bbJLl0GQqN0+CBu2ePgowdwS1VWX70ZrTSKYekU9+8n1duNMziAkc3RtOYsFehQDCjtKFHeViR2NcW9zZiIhCCsOKDHGMnE6ep6KQnLIeUXy1R2lTFaTPIXNkFuGiOVaiSRzWMe/93xP8l8aL74fI3gF4voyeQZx8enQpHqJXZrR6O7aGZzuIVxkh3dr/q4yPPwChOYmQzu6Aip3tO999z+GtKP0WxdZZSLuexrI6liHWUYgqYEP7HvoVlqHD9rbP5yXhnUu56mSVTPCjezaaTv4ddCzKSKrpwVN81yGU8VDGmGgfQjZraNIXODeJNl7K424sDDGR5ECA2ruY328zdj5fNzhtOeh1uYojJwEs0yqQ4MEEcSv1IjcALMfBYrl8XMpDGzWQIPul53Kff+4z/yW3fcQa1Wo7W5mRtvvBFtpsjA2CjfffBhLr3iKhZls7hjExjJJIUXdiiDdddTxReKuyt0DcM21cgWHWd0Ek0X6OkUk/0z9Jy/lu4t6zj+vYfJr1hJ5UQ/epxBswNk7KIlk8oRwPXUNrdMiFQyUeR6+HEFUzMQCOJSWYlmDANN09VIHMUvZeKUfRFKtIRoxGoqk3bttC71RYvPZ2XXcqIgRgjYuHAjuZ42ihOVxjJCE8gwADTsXJqw5uIX/bkCT0RoXhLTDgjKJcx0GqspT7qvh6b1azn5k6cJyg5+ee5EqieVn6wMQ4xMWq1fqGJdRjHoGnEUctPGG7jxrOuJQ0VJQAfsGEKQnoYMosb7UtxZ0Sg+G+dtTQm3tNgiKkcEuoNu6YR+QFBx6hxPJdoRWv2YNAzCmRpawqTl2lYmB7ahZ1TB3r5+GaHrs/eeH7HuV95A5Luk2jtJtGYZe+YFui45l8GfPo9XcrGaBLXRIVK9C2hbNopzfAYxnaSyJ0ZGUyCniMMYYYCwDHTbUHGpQajEYQikk0DU0uhOgqjmEoqAqaEJZOYgMSEYJqmeTjRTx52YwquE2E0ZgpkZxp5+FoSG3dZG89pVjcz7nwehaSQ7u7Fb23HHRijufwmruRWkxJ0Yx8xmaV63AWd0hEp/P3pzFwP7p2nvqrJkUw9d55+LbhqE1UWMPfMckVsjKBdpXr8eM5tHxpLS8zNM/XQSIokwNfS0SVx2QVNUHRVkYaAZrzTGF6YAs16IzoQU7h8nljW6bl30C72/ecxjHr9cmC8+XyN4hQKJnzNyB4jcmvI1TM+ZLJuZHJWBY/WO5SuJ91JKiocOkOzuJdXdzfSeF7GaWjDSc9Fwd991N+/7q/fT19zLE//7YTTtlF0vBHoyqcziw1AVnrbdEGrM1pth1UFP2KdY0KisbM228UsVpRyveQgh6xGaqrOkGcYrik7gFCPvkOp+B31FGSOTJt3ZhZQhtbEREm0dBOUSxQN7kVIjqPj4xRIyjtUItVZDswyyK1aQ7GzHzMyZ98s4ZuKFXSqTW9MoDY/woc9+llqtxsbVq/nW5/6WrG3jlxw006CWEJSLNSonFX/twMkB/vLOv2PH7t1UHYd1a9fyf/74T1jpRCy64Uq+8KlP8Yd/81kW9vVx2xVv5N8eeZCZqWkuXnc2/7DyDoYefhwjYfDQXV/l//3wXl7cvZdKtcbKrhV88A3v55IF54IQfG/vD/nwvf+HvuZebrvgNr705JewDZsn/uhh/vjej/L0seeYrE4RxRE9+W5uPusG3nfZu9H1+LRUKhU5CXEk0XSp/icEoes3lrnxrOt4y6Zb0A0dhEZQcRT/MTpF/y6VUtzza3z1ya/zvT33MzgzREuqhStWXsYfXfdH5LQcPVeeQ2GywCf+4i/40Y9+xMDAANlUiluvu55NHau5/XMfa6zy0s9cCcAHrngvt2y4niv+/noAPnHjn/KVp/+N/qkTPPqhH/IPT97Fd7bfy03rruezN3+SOJYcK5/gzkc/z66Te5iqTtGR7uAPL/kAN6y6rs5Hric5ybnX3zi0Y4EuUsR+jcivYjfV3Rlq1brLQIhAcWKzm1pxraNUypPMUkhmDd27z11DWHMZeX4H+b5m3JFB2s5Zz/jW3TgjU3RfvJmRJ7djN2fwixXCsSxtk4soHQfkBMISCE2iJ5IYhvHKcbiM1f2gkAgDNAPiyAM9hkBDDjajme0kFghESxl3agQrkyK/fCFmLotfqlA5MURQdrGbs7jjE4xNjCM1nWRHB01rV2KmXn1yMgvNMLBb2whrDu74KELXSHZ1kepZgNA0PF8wvHcbuZkSHUvb6NpyNs7xIxT37ia3Zg1BpYjdnMGdKik3gpkSBCkmvj+KN+yhmRrCmjtmhVF3KQCMdErRfZCv6joshEBYgsj1EZHJ+LcmyZ0X0nxFK5o1P3qfxzz+u2C++HyN4BYKNP0CBq/uxKjyHjzFckR1DFMElQpW7pVcztroCHHgM+jU+Mzv/h4//cnDjI2Nk83lWLt2Le9///sJJufWRyzBfPmJWqDbCWItIPa9huckwFzkjuo4xoFSxMtIje+VwMggqHkYto6M1MVDs04vOmUU1Q3rw4ZICa3+VUsiUR2byvAYfrmMndaZ2ncUM5vFyqXQDYGmSZLtPURegD9VQksnyS5ZTOx5lI8dI/Y8onqXMg4CIj8iRiCjgCcff4yxgvIR/PB7fpe+jWczufNFNMui48LzcU4eYfllZzH21HMMEPP6t76FIAi4+uqr6ezs5Nvf/jY33nIzX/zUX7MsaTeKnIHBQb724ANcfO753Pfwj3lo+zN8c/uzfPxjH2Pr40/wtl/9I8Io5LL1W2ihkx8feJjf+OLtfOHWv+WqVVc2OJVDM8N88Ym7uWrtlRBFxIHPwMwQG/s20JxqZqZa5CeHHuXOx79AZ66Tt519k1J3z0LGaJogjGLiKMYwDEJP8Rtncf/eH3Ng7FB9lC9507pr2dC5tqHWrx8KyFjykf/4Ux7Y9yB9Tb1cv/Zqjk7187Vt32TnyV1897e/Q7VU5aKLLuLIkSM05XLc9LrXEZgmxwtTvG3hBbx5w018d899ALxt85vJpnJsXnbeafy8v3zg01y99irW9azGthKNsZNm6AhdsG9wP7d9/XbcwGVp+xKuWHMLAxMDnCifULVmDDB3gzRbtcgoqh+76njXYhtSEX6xgqbpaIatOLWxS/6iLLnzWjGyBjLuYWzri9TGJigdHaDtnHWq21Ypke0wCdNZhncOsvrWazBsi+5LL+DEAz+hbdM6jKTF4Pe2IY+3IYNpRSsJPRJNGQzbInKdeif6DNzVMGzQKGQUE8US3TJUBzetYySSKqZzNIaxZrLLe0mvNXBnxikeOExQdUh1d9K0fDGRH1AdHsOZnMFuyuAMj+KOjoBmkOzuomnNCowzTGCCcglnZIigVCTZ2U3LWZuQcYQzfJLpPTspDFY4+vQhlr3uHDq2rKZ64ijlAy+RW7ma2sgwk9ufx2pqonn9RiLfZ2Lr80xvO0GwzwH0VySpySgi9gLQwEynEbqhhI8/Z/Qo44g4DDDTGaSE0rYi7vEaXb/Wc1oIxzzmMY9fXsx/Ul8DhLUasedhnkEEdCriwMefmcJIZxoj3lnM8j5fXnyGbo1y/zFemJjkLbe+A9d16enp4eZrrkZqGtt37+Gee+7hEvOixmOkjF9ViKCZJtTjFAF020LoOrHnIiyrnieuVNfUs8cliqs4OwIVhoaRSiGRynbJreF5Lpah1qWWUapiWbf7iVwfXdrEYYidz2LnM/gzE2QXdCCETuR5+GWX2PMQRhXdNjFzCaUILxXRU2nslhZ020ZP2Oh2As22GN/6AlEoMXIhzpjTeJ892Szl/gFGazW2vPUtjb9fevFFfP1jd3DXt7+J67osW7aMFStWALBi2TJ27trFV350HzffcDV2q+LkaprGNz71N+R8jaaONv7ly3ezbds2hKbxr/d8DS/wWdzbw5KuhcRFm8Uti9g7up8vPXcPV624gtCd29f33P5lVrQtUUW6hM+/4+94aN9DDE4NocUa3egGuOsAACAASURBVPku+idP8PTx53j75jfDKftRMzTlD2rVhVyh6oxq2tzF/Kmjz/LU0Wcbv29YvJHzWi9COOOnHQfD08M8sO9BADYvPJtMMsuajpXsPLmLvaP7ee7QM0x84t85cuQIQggeuufrbL76amQoOPHPR5BTIR98/e82is/3bPlNli9ZgwxD+keONp7nY9f/Mb963tuQcYymG0S+uklS1qIa9+z4Fm7gsrB1IT/8g/sxQyVUcyoOwpQYpk1YcolDEGiIRvUpFbWkbqQvEODoaBZg+cSZMnpbRGRNU5Nl9NE+zEoKI52mY8tGZBgyuXs/RspG0wLiKMTM5tAMEztf48j3fkLH+sX409PohmD82d3Y/jK8wzFGOoGR14kDHwMbv+pi1D9H6oZt7mYs8oM653XOzULomurqe25dXFa3uNIEelJX5u+HHdwTGq1vWkTrteuIai7VkTGcoVGc0XHMbIaWdcuREmqFaZzxAlYuTfXkILWhQdBNUr095FctI6pWcEaGiH2PVHcvuWUrGzeMbsmhf+co00dPsuLSZVxw2xbSfQsws2ms9WfhDA0yufMFdNsi1buA2ugI3swUqa4eMp1nMfH4KAgPM5s67ZwTh6GKNTVm6T91sVeDr/zqiFxXOTYIRTHREhp+wWf4S4N0/0YfRmb+sjaP/574H0T5nC8+Xwt4hQJ2a+vPjcVzC2NYTa0EjneG4jNHdeD4aX+TUlI6eAC9rZ3b3/w2XNfl/PPP5+GHHyZl20zv2Ul2xWoOHOjnoU//uPG4f9v6Tf7lqbsp1cpcvuoyPvP2T5NJKG7YvqF9fPaBz/LSyD4c32FF+zLe97rf5XUrLmZ4aojL//Zqojji4ffdx5KWRQgB77v3f/GTQ4/xzvNu5Y4bPsrlf3sNQ8Vhfu/i23lh8EV2Du7mk9d9lDefdSMPH3iEu575CkcLx9A1g9WdK3jfZe/mvJ7N4Oj81efv5G+/+hW2nHUW521Yzzcf+CGxlNx87XX8+e23Y7e20rR2DWYmzdDDj5Jd0kdQLhI5Rcx0EiufA92oG+fXFBc1kEg08tZcLN/g5DRLJgo0dS/g9ptv4YmdOzh84gRBxUHqNof37AXg6NGj3Hnnnadt9+OHjlDpH6A0NAlAW76JNt0itmJEQRnYjxw8xs5/+Ab7ntsGQP/QMHcPfeu09YwUx4gjZYUE0JpqYWm2V/FsQ8lgaZi33P2rzNSKrzhWCpVJEEpgNIsoVEr4WbGYqI/dTz2hffqGO3jz2Teq4q5u/O6Xyo00oFmMBzONn+/b/cArnn/cnWB0fEC97uZmzrvheqIgYPjLR4gLAUbGQo9OGfNKiTdTRDP0Rq46wPl956DbCSK3RhTMhSkIQxXQw6URADb0rMMMImUab5jgVzCbVO688CN0TSVsCaER1iJ0XQehtq2ZTiGJiIMYs81g4QfWUxkcZfip7US1EH26iN2cxxkZI6xWCep58ZqpMbZ1J4mWJtJ9XfjFYWI/wtKqRLZk6tAAvRdvItebYuSefvyaREvpRIGLMC2EbmBndEojk0pUpOlEvk/kqVhU5Gy0qXK4QNMa9lv16hsZRw2D/sa2EaoIjYOYwr1jVFdWaLuhg/yyxeSXLUbGMbWJSZzhUZyhUSLXJbekF82y8EtVnNFxrHSS6okT1AYHEKYatTdvOBu9HoHrOy5HfrqD/qf3suC8VWz53Vuws0mV0z40gBgbUXGYUxOkenoIiiX84gz5VWsoHz1C7ViZ8uM6ejJB7NcIHUdxxjUlMgrqlmFGqu5bG4aNkIqfJbqIQ3W8n5o+Nbs9wpmQ0X8bovs3+9AT81GZ85jHLzPmi8/XAG6hQLKr62cuI6MIrzBBbuVa4uERIt8/7f96Ml03b/cbZspOPTd518Ago6OjAHz84x8nm1U8tcyipVSPHWHNsnU8rKku1tDMMP/69Je5ePlF/GDXAzyw+4es6lrJB9/4AfYO7uWWz7+VMA65bOWltGXb+OGuH3L7197LF97xOa4553ouX3EJjxx8nO/tup8/uOL3makVefzo0wDcuuktxH7ILPnun56+mwsWn8fNG26gNd3KN3bey5/98C/RhMY1a66i6js8fuQpnju+jbtu/TxXbjiPKFIXjed376ZYLHP5uedy3yOP8KVvfoPVzV1cv+V1jO4ZhDgi3WQw/uMXVKxnyiTdPk6yNYVX8nAKVbyyTypvErgRcQQ9uk5bvplCcZrP3f2vnHPHp0hPTvPR33gPperfcPjECZX+I0x62pWH4iXnns+3//GLhI5Dpf8k2fUrGTl+GKu1jdyiHgAMwyTUU1iGRyKnCtx0ZwvLb7qYxQ8v5Nm9u7n8wou467ZPIEY6MZtT1MolJorj2M05rKzi5tqmSpjSLBMZRjy68wlmakXSVpoHfu87dKU7efe3P8ATh59ijuA4B+XcVDeFtwzF19U1gnpxC/UwgXqUqyYjdMtQZvmnqOZlDF3JOQXxN379bs5btKnht9k/OcCizCLud6cAmJye5pG7vszy1EqC4TxxUjkpGOLUAkCqmEshTwvQsjSTuF50xmGEVlfdC6GBgJ6cEtntGdxDaGgkTIug5hHrEk3XCWuO0kAJAZqyo7LyCYKqQxxJdEtHSwriIEYTElm1KG8rkb+gh+yCG+h/6BmKh/oxmhx6LzuX2HepnDyBP1Mk6Pew82ncqRm8YhkrY6vUJykx0ylq0xUG/2M/2lAHQjNAq6HpCaLQJ/J8rGxW+aqaBs5kEU2AmTIRmo6VyzQSe+KwPmqOFV1CNzSIItXZM3TOnDgGmqkhDYlzsMrIxCBd7+pV6nxNI9XZTqqznbZzNhBUHZzhUarDo/jTU9j5NMiIMIRgxsFM2YTOMLXhETBsqo7k+LZjdJ+1lNd9+B2kWub451a+Cc2yKB87TG18BCOdIdXdi75kOc7gSWYO7CPVtZDC18vEfoiRTSCMFJHjEDpVNMMkrLmKkpNKKS9Z01A2b/Xi89XbP1L5sb6KaFNLaASTAZM/mqDjlp99vp3HPH75IOfV7vP4/w8yivCnp2lev/5nLudNTmBmc+h2At22Ccrl0/4vhMDM5BShv6VdFUMD/bSevYmx732/sdzSus8kQKKtHX9qEmdoaG49CL75O19lQccSklaKrz7zb+w6uRspJV96/G680GNR6yKWtC8GYEn7Ul4aeokvP3cPb1xzJe/YciuPHHyc/9j9AB+85D08sPdBgihgY+8G1nStPE24cu3aN3DnWz/TGI9dcacSmfzqebfyZ9f9HxDw2197L48dfpK7t36Vq99xYd2mCfKZDA/cdRdJASXH4SfPPMOxWpHF11yMZmi44xN4k5MsuO5sxaPTdTRdQ8oYb7KAOz6mFLdOQOBJUt1dtK1fyVc6TN789rex4+AB3vCHv88Fa9eRb2ri6d271fbRNRZddSEfbvkzvv/TB3lq+1be+gfvYVGmiZnIZ+vOHbzrmmv57N1fJHVoX2Mfr37rVdTGC4Tf+Qagxoru2Agf+uM/4bsPPczjzz7DO8Y/xKrcWgruJNtP7OCd597KHy34sLKxqqPRFTRMetoXAlD1q/zfB/8aL/J59thW9Zyz9kynnKs0XZtTuQsNzdKQccQpmiR+sPdB9o8davy+qHUh77rgttN4oTKWdOU6uGb1Vfz4wE94z79/iDesuwqk5MjYYXYNvcTRTxzgrW+5jb/75j2cGB3hrf/rg1y55ArcyMMNa/zzO/6ePDa2YeOFHnc89GmWtS7mbWfdQjo1J4TTLIOoVkPomio8T6uzBO+64Fe4f/+PGZge5Lo7b+L8pVs4OT7A5sWb+NA1HyD2AoShK86krtdV8Gr7mCmbyAuoTRaVE4Ftolka049MklqewmyzWHTVBRwYHqE6NMpLd32bdFsaM2WSaG3FbsqT6GhlwXVrGX7safzpMguueZ2yZqo6FJ8vMLOzQmz6CF1RTiLXVZzZUOJNF5FSYpgagReSbG9Chj6aYapo1Mb2jk/bp0JXNwRI+Qrl98shhEBP6YQzASNfPEn3b/Zh5E9/jJlOkVnQg25KzIQAwyYOJbXxScykjZXPK4P6sUmEXsNKmqy7qBctoRNMF4ib0miailytjQ7hToyT7FYWUl5h/DR7JqullZFvHCb2TLSETuQ4yuUjlSR0HCLfQ7dNZRs3SzMwDKTrQv3mRr6sCz+LyPdV0IB+5suWEAItoVHdW8FZXyW1In3G5eYxj3n812O++PxPhjc9jZnNqrv6V4GUMe7EKJkly4F6xObLxu4wy/ssYTW3UTy4n8zCxRjJFF2ndFWPHTvGmlOETZkly5h89sXGCb0920Zvi0oDaU4rP8CKVyEolxkuqe7pickT3P3kl0977pHiKCB43dIL6cx2MFgcZvvgTr6/+34AfmXzW0BSj41U2LJgc53LpxEHMSNFNUJd3rJECQuEYGX7Mh47/CTDpVGE9CFWHd8VixeR0gV6NkFzXXFcnBrHL5xEaBq1kQJ6Kklt5IQSsGjKAH72y25rIw5D/MPHsJI6cXWS8rEjnJ3N8dh3vsMXvvUtHnv8ce5/4nGSlkVnewfvvPkm3nrNG5FRxKZNm3j22We544472LZ1K9umpujq7ubSzZu5/sYb0S2LwHHVfkklMZI2mYU9jf0cey4tZ51Ns4Tv/fXf8ff3fotd+/bxUv99tGVauXDJ+Vy+4pK6lZXa13O0DEkchrxxxeX85gXv5Hu7fsDTx7dy44bruG7dG9UYvG5M//KmmBD1zPgwQtdFXaw214F8pv85nul/rvH7uX2b+PULb0O3T7G/Mi2EpvHXN/8FG55fy317HuBHu3+EqZssbO7j9y99D0aTRjqd4P5/+Sfu/NrXefgnT/ODvT8ia2e46aw3YaTTGCLDx6/9CJ9//J94+vhzPHXsWS5YtIUV5rK5F1w31J+N+py9848DHxmFrO1axXff/XX+/rEvsGtwD9/Z9h3aM+28bctbCKuOUrrXO7tGWo1wI89Vfqi6joyKGLZFHEkCxyfyZjCMBMPf6Cd9iYs3WSDVrLjD+cWLmOkvIDWDjpUrCUplyicG0XSddE+eVFcnJx54hO7LzodimurzEqs5jTtTwrJMYqEr9wdNNKzMZv1SkXHjhlII5ak7e6zGYdDo+Cn/XeWFqtKofrFTtJbQiaoRI18Zoue3+tDrvMegUqE2MohfnCHR3knLOZvmkssAr1hm6NldlE+MkkibmJkkhm3jF8toXomZvfsp7tuPnkpj5RNYzU3k12xAr09fXm7PhNtCNJJGJEJkGCBMk7DOHydGiQtnU2Ubx6yG0HRFP3mVsbuUsYrwTf/sglIlrQkK943R+/uL0JPz4/d5/PeAlCr6+H8K5ovP/2R4hcLPTTXyp6fQbBsjpXiXum0Tn6H4NLI5nJFBKidVwZXq6QXgoosuorOzk7GxMT75yU9y2WWXNUbvwjAYlAFy9gKtzdm8zIozZKS4dL2tfXAULl5xEV9/z9fmXl/oMzoxoKIfNY23nnMT/++Ju/iHJ/6ZF4f2kLUzXL/+6nqm9tyHJ5lModtWfUwm6GnqYWDqJEen+xG6gYxjDo0fAaA72wlahF+q1l+nztTRCVVABKpw9sse5ZEKRipBUHFJdPeip3NKFYzqIM1+EcUICUHZxa0GNC3uwBkeRk9oLMt38Ln//SH48B+AlNTGpol8HyuXxkhaTO58Hj2ZYknC4Cuf/gvGth2iZe1izGyCyrFBcquXUzl5gqsWr2Rk6wvkF/fgFsZBaHz0D9/Pn7zv3XjTDqXDxyifGOS8Sy7m/vfcjowijv/5QZXuU7/4Rp7HrRffxjsufSdxFBG6NeXDWo9+/9h1H+FPb/oYcRjjVRyspMn/veYTGJaO0AR9zX0c+ugO1Y1zasR1pwHFF5SAsiA69NEdxLHKkNcTlsqI9wNVwElY2NLHvo9sJ47BTNroSZuEC++59HZ+e8u76h0nJZiRgaDmDhPsmSGla3z0pg/wkZUfR2oRhBFSaDiFGUzb4FfOv5Vfu/w3GsdE6LrIwOfAR7ZjZlL4jqu61oCMYv7qTX/O5277GyLXRQJB1WNN71r+6Z2fbxjSS6kSnmQYnVKwCxVFiuqmxr6virl6MaPbBkJI4igm8ByCAR1/6wxNm9OY7V2UDx6mdcNaui/NU9hzmCP3Pkx++ULc0TH84gxGIklu2WqS7W0MPbAD0d8HukB6ProhiKMYKQV2PkNYdRCGoQpRw1CBCVIQugGp5gyR56KZltqWUYQMorpdlKpBYz9QxVksiaMIgaxn0v9sKyEtoROWQkbvGab1LWnc8WEit0ayq4fMkuWNMT+o7vbQzsMc+OFWkvk0a950OU0LOqiNT1AdHiX2feIgQAqDoOqguSGRU6U2MkVlYJz8imWke7vrqVwGqd4F2G0dDH7+OHEYote5uZHnMtuK1iwdYVjErktYOz2xTZhGo1g909g99jx1U/RztoHa/xpRLaL03AzNV8wb0M9jHr+MmC8+/xMhpcQtFGjZuPFnLzM+QrJnzhRef5XOp27Z9a7fEC0bNzUuvIlEgi996UvccsstbN26ldWrV3PllVcihOD5559n9erVXGxsmVtR/XGzHQYhNIxEgndd9Gvct+M+nj78DG/5/NtY3b2K8dIE245v59e23MoHX/8+jESat296M1948os8d2I7ADesv5aEkVCRhYm5rgpxTOwFyDBGs0x+57Lb+fj37+Brz3+Taa9ExSnx2JGnEELwWxf+JloqItGqurGaadJ92fn4pQrUR48yklRGCsgoJJk2GHriBdXpEGpcKzQdYehKxJGwMVIJIi8k8kLiSBC7EW3nbiKslnAnxkBKEh2dWM0dTO1+Cc0wSXb34o6PYbe0YeWbmHzpMIm2FvLLl1I8eJhkVwdmOs30oQE0Qyfb00rkuYqzOzWJEDGlEwWaVvYxtecAVj6NrgcU9+1CRhF6k0VU1MCYtRQy1AU6lnMFiIbq5NadAdS+igj9CCtpYlp6Pac7Bikxkom6Oll1PTVTV7VLoFJwRH0cr5vK0DxyfbzpEmYug9WUUwbfSBK5FBIN3/FwJovYSQMEGJk0cb3oMxImsQa5TX3Q0Y0zWsDba4LnI0xV7AliDFOomNaaGh3PFj4CCYaO0GP8SnVO5axrKtHJ9QjdGkYiSRQEikZgGA07qtpMlWRzlqjm1DuDlkqJiiWBG2Dn0shI8Y5lHKkReBQrc3Yh1DYwJLEXE55IMVA9SKYzi5nQGd+6nXRvN6Zt0nfZRqYOnsSZchh/YQ/Nq5Ywc/g45eNjxMfaEGGAMMFIJ5FRgGZY1KbL6JaOkU4RVBxFn6lUsZvzWOkkbrGqWBJCCao001QJYWGI0LSGzZJm6upnYlUAujHEsWoYapraVrNd/lN+BsCIcAfLTD40TesburFb206ztpJSMra3n/33P4tm6Jz19stpX7mgcZyle7pI93QhN0sqJ/opHetH09P4pSpRKJQZvjvNVOVFpna+iJHNk1+9gnRXB8F4jHQN9IwqJOMoqHd961U1QqWh1W+uI+E2+JuaYRJWqxim9Yric9aizcz8Yob56vyhUdpepOnSFoTxs4We85jHPF57zBef/4kIq1VkHGP8jJNmUFZKZjM7Z6EkDKMuDAlf1q2IiTyfRGsbRiJ52nquvfZaXnjhBT7zmc/w6KOP8u///u9ks1nWrl3LbbfdxvBPBufWryku4Gxy0ezFaUPfer77/nv5u4fuZPfJPewZ3ENbpo0Ll5zH5SsuUfYmUtKb6+GSZRfyxBElNLrtvLcRxhJNxmqEPNuN0jSEobz94jDk1vU3kjcy3P3cV3nswOMYQueCpVt470W/zcXLLyK/vglRp69qpkHLqsUApLva1feeVta+62ZKR4/jTc+w9O3nNOISvZky3kwJv1ytG6e7+OPTmLoa/7njY1Qnq8wc+5G6+AsNM2OTGJ/ByliYaRsZhTgj4xiZZqonB0DozBw4xuIbr0IYOn6xRPcVl1M8McbQC8c4+3duxkwlkHFM8eB+dCtB68bN+NXnqAyMk1u+hMrJIey2Xox0Ameon8yaZorPzEAcNzLuoc5XM8xGwTl7YyDjmKDqohmi0UEShoYwlNpZxWLGhI6PpgsCN2Q2h0BKqWgAcYyeUDnmyBjN0omDCG+6iG4aCL2uiA9DJGAldGLdYHY26lcdVdQCYS3CsFPk1/dgdSYIehYzvG0A0aE4gap49GZfAELEBKWy4v3Wk4dmv0s/VFn19ZH7LGVA1u2UxCnqd4DID9R0OgqRUVwPPDCIXE+p2lMqmlarvx/NslTX0Q/qvrKAJtBNC5HViV1Jy5YLKBx+iWqhSFOvsjdXj/HJ9bYgpEexf4yZI8NkOrIw1IImLbSk6kqGddW2FBF2NqEKJVRkZ+jUELpO4NQwUynMVAK/UsNMmkqZb2hzRaWUp0elCoGWsE8bkcu6KEnGETKK1XMFgfo5jhvHNbqOe9CitsYFvYiZSaOZJpNHhtj3g2cJPZ81119A14alZ3TgCJ0qlYHjCKHReeH5GMkUcRjijE7gDI9SGRwhqIUgIPQKhNuKTEqI+ruRYQojYSENQeBWVNCBrqEZJnHggwQZBio9zffV/qjfVKMJVYy/rPiMPLcet/mLF5HCEMRehHO4SnrNL160zmMe83htIOT/JHnVa4xKfz+h49C0du2rLlM6sh+7pR275fTR/OiTT9K2efNptjTl/uME5RmMZILc8p9vWH8qZp6cYuqnE6D5aIkEYaWKnlDipldDHPhEroeeTBIHvqID1H0Y4yBAty2iwIdYqpFsXa0rpUTX9UY8p6iLFWbH77Hv1wvfekEiLJJLs3T9ajeTO55HGBaZxUuwm1sar6U2PoY7Pkbz+rMYf3Ybqd4uMgsXnPmFn4Lj994PIqbjgvNItLURVGv4pSreTBm/VMGvVAlrVRIpsHIpNNOgMjQNgJ1LMn1sHCEFiaYkEohCDWeySHZhN5muVsxcmrg6g2YYZFesAhlz8sHHCV2fFb9yE25hitEnnyPd14pmmDiHyvh7WkCL1LjZstBM44zJVUHNxS87WKm6u8GMQ6azSVEyhCpcojAm0ZzDnSoqZXvNx7SNRrdT0+vFVD0YQNQDA6SUxIGK8tSMulDJUL6Ycah8YLV6fKiMYuoqJpVFHkZYF/1/7L13mJ1neef/ed5++pk+6rKaJdlqttwLNgZCMRhjB9MxBNhAFgiwi8NmA0nIJiwhISQEU2ICiU0vpgcDNsa4ypIsWVYdtel95vS3P/vH854zGiQZsj/8g2zmvuzrmtE5c8573na+z31/yzjZxUXcJx28oyaanSQNJQr7JucxDkLiQIFazdCI/Ajd0BIOsorrlDFopq6M5U2TsFZHM000Q8edrZHqLKLpOo3ZiuJTRgFC09FMXSnlpTr/NNtWfFdPJXRphqnOycAnbLjolqleN7HpiRoRmY1Zul/Wy9TBY8zs3kNtWr23bhsgoW11D5IYI9vJ+P192BPnYObtliF8WK8Th1HS8VcAMg5CNENXHddYdWU1U3GSo1A5DABoCfUkDptqf8WPFoZARjJJ6zo7Z1HKGBkExGGA0I1TwhxiYjdGpCLMC6YIalXiICTwIpyONvJLuzGzWYxsGjOTwUir80JGEfWRQbzpSdJLlmO3d57ZEF9KgnKF2vAo1YFhvKkZBCbx3mVgyIS+KpPoXiexV/Jpgsc4igCJ0FTUr55y0EwrGdGr+46Zyyf7RDl8GOl/v3godiOsxTaL3/DL7xMLtVC/6Xrg+/fR9+XHn7HXv/SPrp+nB/lN10Ln8xksd3KS7IqzZw+HtSqx52GdArKa1Ry9N8FnUCmrcfvWCyn37VedE/1XJ9PbSx2EoSGlIKo3lALVss7ybJl0kwKMTDr5klBd0jgIMNIpBSpNE01KFYkXx+oLTOjEnkcsI4woRnNsiNRYMXLdRKmq1ju6YyuD+lpIrXSU8UdG0FMWQbWKmc3N2yKns4vKsaME9TruxCTtWzf90s8cRxFCk7iVgPSiXqUMtkyctjysWNR63sxTBygfO05h/UaqJ46RX9GrgLfv071tNVKk8UYGCEWG0tFBdMuiMTlLY2ySwvIikRdSHSkjdhzETluEvupMHb7rW+iOia5LKsdGsHI2Ro9DcAjiQHH4zgT+4yDEKyv+YrOb1uyIarqBFD5xpLriIorxZlXcaDM8wEipUWYchkrwZSnz/tibE2wISJTUKiI1CiK0ROAiZGKA7vmtiE7NstAtm6gRYm3RKE2fZPrELPaJtRiOhhEreyA9ATLqNJJohkFsRQokReoc0Uyj5W8qk4SiOFT7DG9ucSPDECtrEXsN1U00kjADXW95lDY9MIVhgIyJvAAhNGQUEoWh2ie6gW5bSdyrnozjBcKC2lNlJlaUqY2N0Ci7pDuyRJGgNjaLmXHwaw3Cap1zLrkc96c2nlALFzObRjcNdFOleAWVGpqpYWSzxH6IO1sh1VEgrCuxjYyVPZM/VUazBBpxwsuNFVhrxthKZUmFRAU5tLLrtcQ1IqFhxJE6toahuoLaHEUDAzRLEtYCpp7QGauOs+55F7Jk/VIi1yWo1vBmZqgODBHWaoSup8IkhMTIpEl1dxPWfYRWwsikT7tPCCGwCnmsQp62DeuIg4CZx4eZOVBBxkEihFOdetX9NZJzUhIHPlqTOxwrL9orP3QtQ6UR/vp3P8SN572Ar+/+Frd9+wMsbVvCT//wB6dNeX7VEraGP+SpxDV9YfS+UL/99Z+pF7gAPp+hioOAoFzGaj8dWDarMT6C09V7RhK9Zlkt3qeMI0qHDpBbvRYjlcJIZwmqZaxC26+8Pc6KFMKIiRoSzRDzMsFPLSklUUMlAZmZ7NwIPeHOSSlbVicyUpy0VvwmYBAj0ym8Wg0fgeUHCjSZasTcjA3VbBvdUXGKGia9L78QvzLR8i4dfeBRMksXkV6yCDOTRmgaqZ4eqseOenfAWwAAIABJREFUoTtOC2CdraSUTD+xFxlLopAzdnCaz6sNjyRjcB0rl6PaP0oUatgdeWRYh9gltaiTRkVitRU571W/gwxDZp56EjNfIL1sBe7kDBOPPo7V0QEC3NFx4iAgVVActlADr+TSGJglu9RGHs0RJiNqkXQVEYlwJYoxbAvNUCbjwjDRbQu0ugKRgRrZNg3J4yhW5u2pFF6lrhKpwqB1zJojbZDK6iYZ5arxreJFmtkUsReqzqSpEUtNdUcjlREfux5h3UVgklrr0LHsGiYfPEl9CIQWE/sRnhtihGCmHUzHpDUmDQJlDh9DWK4ik3PBsJW4RAmhYqIgQndUd13GsbL38cPW68hEQCQs9dph3UW39JbLQuR7rW5iE7BrmtHiSja7jC0eopTEgSAcdMktc0h3rKA+PEX7qsV0nb+E2WNjTB0aRQDH73oASj2YGZM40ghrDQIkZspGCDAyDmFdATsjnVL+oLMV7HyGsFYHBJEfYGZS+LUGqZyiDMgwUN6sAuI4xki61kjQUyllupp0qmUUqYSxWM5RF6KIMAxbnGHB3HkUhzGZsMBFN1+GkbWJ3Qa6ZWL2dKFZi9EsCxlH1PpPEtaqmIUOkBBU6wqYVmsEtZrihDe7pJk0Zjajfs6mMVIp1SmOcgjRQKKsr4Sm86rP3spjJ3cC8E+v/AeeteZKhGHwP77zp3zl8a9xycrt3PWGO7h520spNUqs7VnTutc0j7em6/+uRfapJYRAaoJg0sfqOfuEZ6EWaqH+/68F8PkMlTc9jVUstoQSv1iR5xJWK2SXrzrj46cq3qsnjqOnMzhd3YBKOwoq/z7w6U1PI3pnEMcL6I5J5LrKgufUrOU4Iqw3x46/CO7EXAoJyuIn9pTVkJHOEJTLiehHQ0QhTjZDvVzDDwJsx04iBEWrIyKjkMhtgDRJr8ng9GRxerKYWYdy32HSK1fQGBlnet9BjFSKzJJe7K526n3HW/vh6apy/AR+qYSMVYf1bOXPzCIQCNNIlPqS9JKllPv6aD/vEvzZGaaeeILU4gIinKR3QwfV/pO4k+OkurrJLF9JUK4w+egO7GIWEauc+1RnhvJJlWyT6ummffMWqgPDTO3ai2G5RMdyqvOYdOYiX6XeKFAhkHEIGERehIwDgmodYolfqiJ0gS5Fy0Remcpbc7zGhBsoWoA2Up1BIPZ8xSOWKIP2WGKk0mo0b8yp34WuYzati1wPzTLQMLCW6URBhYnHTuANGAiKyDBET9lkclnCho9bqlGfCjFTNqZjoGkCzbTwStUkr3zODgrNQLf11qIkcj1lkB+paNfI81QyUPI4AqK62/KOjcMkntXzEpAiW9Gtuq06ZsqmR3VE4yBEStUB1y0LgcDO9NK2rQO/XGO27x7MbLsSHmUy9Fx8PuM7D+E9ZiPcBnGkY6RtzFyKqOEpPm4QKqFRSp3nQbmqHAXSlur0mTqRHxLW6hiOhZMx1aLIcxOuZtNYH3VtJSNrGapRtUx4noCaNuh6y9GgtVOShYZXqRO6HlbawcqnkL4kmtDR7ICwVlP818An9nwiz2uBdN1WXW3NMtEsC6ctj9bTiWaaCWc7IgoCYs/HnZqh2j9IUK2r6UzKIdjXRuybCEtDtywlMjvFj/Ovf/L3XHnOZehSIsNTkqw0jXdc+1bV8UnoE3M3JLVI/f9SUkr8MW8BfC7UQv2W1QL4fIbK/SUWS+74KHZn91lX9c2xu1+apTE+RucFF7W6d2auQPVE36+8LY3xCcYe3kF+20pK/RqgKZW177VAZhwGRI0GupM6qyepjEJ0yyasq86oMIwkBVCgO47icSaxgEQR6WwK3/XUl41hJJ26uDUyjWOJ9FxSG+dG7GG9hp5OY6YscpdeiIwl7tQU9cFRpnY+iYx8vNlZ6sNjpHo6z7j/3MkpSoeP0HXRdkZ++hCGfTZ6AVQHBsksX0ptYCDhrEZMHxwk09VG+fBh4ijC6eikMTZOZtW5pIsKHAP4szPUx8apnhhRfFFdYrd1kupdRBwE1MceQ6LTvmUrQghyK5YS1muUDhzGWBQRjTtEUUOpgiWkOgoIIQhrSsQiDBMjZRDHCjwFfqKWjufEKUpdDn5VHRMpwa/UFL8yUFZEfqmiAIsGoBFUa8kXvTJkR4gkKUi5EjRBuDdTwspl0PImQaWGiCWFy7rIn6dGrScPPkVk6GiWTuT6RK6PZhqk8ornFwUhxBG1WQ/NcBFS4hTSyChU7x1GyNAnlolaW9NUFzVUYiw0jTiUaEaElKAbGrrj4FfqGGlLdQGjGBk1xdTJOF3XlNo/rCnOaRipBZWleIVWLjOXLhTHuP0uQiibJKnblI+eJLtsCZHXILdqLe0rBBOPzKK3mQS1Bu5MFd3UMNIOZj5LUKnjVz2sbBqrkCdseESui5nLEno+YcPDTFvEfkjiAgZxhOm0lGEtMC2SmFDNNJMObjjn5NAcuUdhMmiQCYNFtsIdTFvDbILuKEDGgtqekOLiGM1S+4/YInQbWHoWI5NT+z6Wip+aiJdkGBB4bnKMQtVxDxP+bhgiDAMr66C15VSaVFUHXSqA7wdErt/isgoEh8aP8K0D/8bNF9w457YRS2I/5Jq/fxFDpWH+90v/nJu2vKTJymkJqE5OnuQVn3wVw7MjvO7y1/LnN/4pNa/GP977CX745D0MzQ6zqNDLi7e+mD+47q045ikL5xj8sflpcQu1UAv1m68F8PkMlJQSb3KS3DnnnPHxOAjwZ6corN981tfQbJugWqV06CD5NetakZoAupNCxhGR5z2tYAigPjLG+GM76bnsYoLyBJktGWpPuugpi7BRJw6DZHyuSP1PO+KSCWfLtokaDdXxSvhYum0lnE4VrSiT8aZlGTT8CMP3Vdcm8TXUHYuoEWG0a9RmDhMfnCW/Zg1BtYrd1oE3PYnT3YPQBKmuTlJdnbRt3sDAt3+AbmvMPHWQsYcqpHq7yCxZRHpxL7ptETYaTD6+i84Ltql9I8RZ95GMIupDwyy65ioao6NqP3geSOi8+ELGH/g5kR9QmgrpWFnEEC7lvn40O0VYLuN5ajycWdqOVWgjs2w5Zi5Ppa+P2tAQmcXt1MbmJ1WlutqoHDOJuyeQI73EEeimwG7Lt5TiuqOOtW5ZqiNabyhgAOiWiZXPApKwpjxRNVPHLubwa0qwodsG0vcUpzZUo/UojDEslastEspFk0YRNerESS68Us8rmoRu6XilivKq1GxEocH0sR1ExjrqQ4PIahdmzkEYAjOxF4r9AAydOAiU7WsksTNWIsLREuAkkRI+/tAd3L3724xXxpESunNdPHfDtbz9srfgWClu+9ZtfHPvdwC4ePmF3HXrHfiVOk5bnq/u+jrv/er7Wvv1+IcOE7peomwP0E0lZkEIJWRKWCZCCMJGA6vpg2sK/DGv9dmL566mfvQwjYlRrGI7QtMJBtTCyXAyGI6trt9yFa9URzNcDMfCyqUJGx5hw8PKZ9CMDEG5ipFOgWMRNALlB+oHmJk0takyppVwGVs0rya3U11nQjfQHeesoiMpY7xyHa/awEw7OPn0KZOWxC3BlsSNGCvdhdGuFr1ho47T2a2uXSlb3rhaHCVq+lP8chMusfo5ai3QFAVA8XTNjIknDKRB4k+bcCyTxuw1a6/i8f5dfPQn/8AL1103z0pJxqfEdCWBAy3sKQTHJo7xyk++htHSKO94ztt5z/PfhZSS137mVnad3MW6nnW89IIb2HViN3//43/g0OghPn3rJ+d2koDInYuXXaiF+m2uUwwv/p+vBfD5DFRQLqOZ5jyl+qnlTo5hFdufNvVIt+0klaQTp7Nr3mNCCJV2VC2h22cfQdeGRph4fDe9V1yK09mOOzFI23Ur8Y6PEtVjdMtRo29UOszZDJylTDowmkBP8pgj1N/NgdW57qcMfdC1JG1EJ2UJ/EiiBSGRJnByGfxKHSF0UttcRMomdl3GH34YoUnya9cxu2/PaVZT3tQ0ZrGAZuh0X74VoZsqs3pwmMmdezCLBYh80kuXkOruwi+VFfh0ztz5bIyNY+bzGOm04tgmljw9l25FN030VJqwMUMchJi5DI2RYTXR9spolkNtZJL2TRvJLFuEOz5G+fDBpNuj4fR0Yre305jYQ310gswidZzCeh0ZxdSqFdLnOGiDPYR+XfmZAkY2Tewr4OHNlhNwoICRbplotpV0wJr/S3TbVsIWiRqb6hoRYGWVuMibnlUKa6kEJcLQFa9Xqo4amoEQscoTjyPiWBK7IUYq6Q76IbGMCHtPULCzTOzYTdQAvVIkMrzEgD7xmzQMwoaHZurKOidWoLY5blfnE0R+RN9wH6s7VnHF6suYrE7y44P3ccdD/0IURvzRs981z3rosf6d7Bvcx5bVFyLjkM/cf8e8Y+nNltEMJWxRNj7KlDyOVNdYRiFhkJyzscSbmVWcUNNASINg2sfqtOnYuIqZJ5+ierKfjm0XIGNJfV8dYarRs5YIm6x8GqGbibWXi9AERkZ1fL3ZCrptqq5otYZmGuimrgRXAsK64l7GcdK5THivAhRdQtOUM8FZr0eJX63jlhtqQtDT3hJezVUyyteAGMq7p7FWzWDkCmSWr+HUcb6UAhk3/49b1k2n/RxriVBIIw4F9ZEpBDHp7jwyFqBJlWJEE06qbSimC/yXK3+Pj/zkY3xuxxfmHJPEPNZPInILIFlold0Kt9z+KiYqE3zghj/hjVe9AYDHTzzOrpO7ALh41XYsw+K8JRs5PHaYH+67h4HpQZYlKW7qovtP9I2+UAv1H6QWwOczUE83cpdRhDc5Tn7d2e2XQHFCI88nv3rtGR83s3n88ixOx5nBZ7V/kKknnmTRVZdjtxeTNJUQI+PQdWMvI/8ySBi4aE3vxbN80cVhQOx5yjfRMOc9T5ySOy2lnKfAFaZKdolc5XVoxiFxwh2rlaqknCzWuT5uZZxc51L8mWmsjg78yQlq/QMY2Tz+9BROd8/cfh2fJNXdiZlL0RgZIb9mLflVK8ivWkEUhIw/soNgImJ2xwjlnVMYuSzxtI2OQzATYBTmAFBzH2WXqS8p3bKonBzCSgvSvV00xsbxpmeozzZoX5IlKM2o0a2ukV62ivFHdtF5wWZyK1X+ut3eSe3kAGY+BxoEJWW/lF+zjNmDfWQWddOYLjFz6Bgyilly3ZXU+g7RGK8iXEPZFxVzRG6DOIiQnhrF67ZF7PtY+RzRbHXe0liBUiVOQ0qk582La2xyHZtf9rqjVO/SDVAkQYmZydB8QlCroZl2S90ch8rSiNjE3hIxOxnhVzzSPW00hiOkkGpzwkg5GiTcQ2Fo6jPIppG+niT3hOi2GutruuCjL/vLJK1IBwFvvvPt/PToAwzMDs47TkWnwKxb4p93fIG/WXwe9x99iCPjfbSlisw0ZgFwOtrmicqkpiKiDNuCU2gXYb2GjOecAMKGB7FP/7fvQxRCzIziHXtTFXTbISyFyEi5AMRBgKbrKsEnlVKLwIyD4RhEfkRQVeBWty1kLPFmyhgp1X1uCpxUsqTESOymNE15kjaV301HgKZKvglOm9dY6IfKy9UQ2CkDoUmV7CTnuoeyNY4nEZsZNPoiGto4MhwF7cgpJvWnxNKexbz+1J81XUdqGrWBIXRTx+kqYhW60KzEWUAo6ywh53c0X3fhLdz52Jf49IP/zCUrts/dQ7RT7zsJYDbV11K5UabcKNNb6OXFW69vPWtwZqj1850Pf4FfrJHZ4XngU5i/PBVpoRbqN13qUv/Ps1BaAJ/PQHmTk+TXnhk0etMTGNncGQQ9cxWHIdX+E4lK/MzdUTNXoD7c31IAn1qVE/1M791P79WXYxeVeX3ke2iWrbqR2TqicwZtLI+eMoldlzgMEusdVVJK4kQQoTsOYb3eGtc2v1RUyk5i1ZNEBuq2TRyFkPA8jVSayHVBKJ9HyzLwKgE1c4pFL9oC9V7Gd+zCLhYISrNJ56xBUC4T+/488NkYn6Bt00asfI6p3Y+TWb4Sr9+ncbRO9eA0wUQWI92FhuLNuX6ADDtw+6B/92E008BeksY5J42zwqQxMUXnhdvUi2satYFh7PWLmXj0EbyZEkKD/LJ2hACrrYP288+ndPggpYP7ad96Xgt4NsbHmd23j/y6daR6eigd3kdx4ybCWpWwOoKm+wz97GFG955k8aZFGG0FCst78UYGMFZPEOxdjIxFqysqY4mRVtxbv1RWfo960kk85eYUBRGGrSsurmMrc/eoKcwRhNUaQtcw0iki10u4fGoULQxFjYg85d8q41h5LmbmuvWaYRLVQpzlOsWL8kS78kjdhtjHKWbwdI0Yxd80HLsl9ImDAGydoNqY4zHGkhiBLiD0wxbP8aETj3L/8Z8zUh7jZ8cepODkedOVt87req7tWk0kI37w1D18+8nvq4+H4BXbb+b2B/5JXTNNQdIp5vzKhF15Sja5kXP7T/lMarpAhiB0h9Ar88o//gN2HNrPO26+hXfUPeLpFLLSA5rqxilesyCcLoEA3TbV+DmWatQvJZHvQwxCFwrcos59QaLsTzjRmqZSqdR/osW9FKbBV3Z+jffd/X5WtC/nvv92D0HDx695aIZOuiOHbhrqOKqd0XodmPu3uOUBaiICgxUv3jIP1DcrDEPM5D7zwAMPcOWVl6vFZBAQeh5Rvab8cKs1gkoZb3oWTZfIKKA+NEmtf4IoWAqRjtCSzze3YXxz73f49r7v81cv+wve+7X3ce+RnyWnqJqWzIVSCIzU3OKnt9DLxsUbuPfAfbzyk6/hS79/F525TpYUFydP13jgffeztH1J67OcmDzBys6Vcx9OSrTsQr77Qi3Ub1stgM9fc0WeR1ivYxWLpz0mZYw7Pkp25ZqnfY3K0T7sjk5q1YGWf+YvVtMsO6xXMTNzgp3y0ePM7D/MomuuwMrP/XucWOxU+/upHD1Kz82bKN8XUD9cQ1g2sddIvCS1xBPSRZgmhuMopfAp2xAnOfEyjpWPnxBqbK8ptXFU8tBSjnpPJ62smYJEZBJoOO0Gxwv7ce8eYO3zns3S513L9N6ncCfLWIUMQaWM09NDfWCA0qFD5NesUZnclQpOextxQxINFRn46TGIVFpPFHqYufQp40cNYUJQCzAsSymifY/akQb1oyXQBFp6CZVFZURHjcqJQXSzacejIkFJ5zFsjeyqNczseZJasZ2Z/cfILutUoE9KKseOURsYoP2CC7CLRaonj2K3dWLlC1j5Ao1KxOyT/WS68yy/eDmRH6BbNqM/e4jI9TDbdIKlo4iBXuJQYqRSylYJiV+qJCk+ChiIVl47gLLeAT0RdJlEfqQ6XYkCXrPtlr9lHEZocax8IzUdGUbotkPkusp30w+UqfwpKTKRG2EULcxzJ5jadRjdcZQRuKH4vVLmsAo5ItcldD3MTFrxLR2HsOGh2zqv/tybeOzk47xs2w189NV/S9iok+5qZ9V71xLFEb9z3nP54VM/ar3n9mXb6M33tAQ4zXr9ha/inYO3saSwmKHSMJeuuIhluTnQceWHruXet303ER4pKzGV3CRbqn+hiVZ3Vrcs1cl0UkgNCueuxllhYX88WayFMXZPN0ElTSh0pFCdvFd//k081r/zaa/fkx85RuT7Sg0eRGiGpgzkTQNNRMq6KlQ+p7qlstFlGCnrpShWxuzJMZdAbbqCpmmkO/JPK55rlgLdig5hOGnleOBFhNMBRoepFh2+EkUFtTru7Gzrbyd2PE5/SZnSt5KTSHizuqYWkaaGpmvo6RRGJouVy1J1Bd7xCC1ttGghTf7pmq5VPGvtldx43gu444F/5tDY4eQS1QgbbmvBIHQtcShQB97QdG5/3Sd4wx1v5KG+hxUAfetdbF+5nW3Lt7K7/wlu/PhNPHvDtbiBy8GRg1TdGg/+8c9an0foArt3Qem+UP8BSs6jQ/8/Xwvg89dc3tQUdnv7GQGjPzONZtkYmbPHvblTk/ilGTouuAh3ZCyxMjmzybKZKxBUyi3wWTrcR+nwURZfeyVmdn4iSNNcOqhM0HXJJRjpNM7LJOPfGKV+qIYwTGWdlBh0606qxeec8/Ik+V3F5EUNlc08vzubcD+DEE0XSkXvumi2jfRBS3u0vdAmW1vJgb4h+u+9n/ZtW1lywRYmdu7AnZjBKrbhTUygp1P4szNMPPoodncvVq6dqX+bovpEGRmZxLGPkTGIfRczlzoD7y3JStd1dNtKfEXVKDpsuEQVGP/GIEID2ZEivcVAd1I0pl3CCHJZnbbzN2NkMvhLlzH9xB46tm0i3dPFzL4nqA+PEAch3ZdeqlTY5VnCeo3CuStxS1VO3PMI9YlZlly6keqxE/RefhGTO3chwxqaZRC5yrPTWmGgtbs0dtlIS3XYglo9SYiZO/anxm5GfkDTeFyJeOI5w/LE91MICBsNpWJPUpSavp7EcdK5dggbDWQYYWazSdZ4RNQIkSJErBshii3Si7vIrVyNVSyAEIze8xihoeGVKpiZNIZlEVSqaJapti0O0W27BSBlGBPUG8mYOW59pmetvIJ/uOnDDEwP8f7vfpCfHLmfQ587wr3v+O5cR0zC8zZex/KfLaN/ZgCA/3r1mxkoDc872mEk5yx7BDhZm6Dutbp98wYEQqBpgrDWAHRq43VkJtOyAdKcFGGphKMvx8t5aLaGX6nw/POfx8bFG5BS8vO+hzg6dZyeXDfPX39dApg1It9Hs0yc9iJxGBJUaoRhiDyFAtH8XHEYI04hSrZU+Em0qIxjUsUs5tPYhbVeLo6JA9XhFrri+IZuQ3WBfRj6/iOIYgWZuCXIKFI0jVO6oUJoGGkbhIWRSrUSkCI/onT0BE4xi9PZQW7Nuvk2crMlvJMTNKN0mybyAFuWbeZPbvgThK7zR9ffxhvu+L3knIjm3DFQC+r5Bwkc0+aON3yGV3/6dew6uYtXfvLVfPH37+Jf3vw5Pnnfp/jBk//GN3feTcbOsKrrHF5x8S2/sFNYsFlaqIX6LawF8PlrLndiAucMfE8pJe74CKnFZ496i4OA8pFDFNdvVArjptfn04DP+ugg9C5h5sBhKsdPsvjaqzAy84VOkedRGxxAaBpdl1zS+oIThqD75l6mfjBBeedskrlMEmXX/BKQCcfNQSKVN2CSAW5mzyxSainfLTVylzEQ6aRWOrS/aBGVEwewOzvZIARDEyVKe/ZQmZymXXj0XnE5MwcO45bqOB15gnqd7PIVlHYOEhxqx6WM5mhomo6s+4S1GnoSpXj6PlfbjyaSzxERB76yigGErThvUd2HsQ4aD4YYV3gQemR6i7Rt3oqRSuFOzTBzoI9UdxtRvYaM2om8EM2I6bhgO7plKeX84ElSi5cz9Mg+hh/Zx6KLzmPdjdcgdJ3q8ZNM7nmKsNogaATIWOJ0FtHNCEMTZDd0EtTGCA8pJXgchNiF/LzP0xxfA0SuPxdjKWOVhiNUFw1dJ3Y9oihqLQ4iX3F3haEsjhSvTgnCSIQvYb2eGLCb6GmN1EU+sZai88ILKR/Zj+5YrUVVbtVK6g9OYBdy+JWaskFK2Uow4gdojoNAzK3kBUSeD4ZOfWaqtZDRdA1N0xgpj/DgiUcBGJwd5tqPXc9oZQyAQCo+6eu3v5IP/ujD6thqgh8dvLe1b4bLI5z/14pL+KXf/wKXrbmE7+/8Dp958PP0jR/F1E22Lt3Me57zh6ztWEEQSFzP5a/v+yg/2P8jYhHykkue1fITDcpVYt+jfHhMbasmMByD12z7XZUmpGnc9u0/5ujUcVZ2ruBPXvw/W9ZPYbVG1a9x+4N38ONDP2WkPEZvvofrz38+b9r+Wmyp4jkHS0N8/IFPs2NgNxPVSdozbbzlyt/jlvNvwq+7rf1z544v8KmffoaKW+Ha9dfwVzf+OWnD4fjECa772IsA+OCL/if/8tgX6Z8ZZGPvuXzo+j9jVecKEILJ2jQfu++TPPjpB5ksT7Gkp4cXPetZvPONr6fY0YE8RdRXWL+WnssuA9Pks5/9LLfffjtHDh8mbdlsO28jf/o/3scll1+BEALXdXn3u9/NV7/6FYjg1Ztfwc+PP8jO/id493PfyZf/4Es8eOQhXv3p13H3E9/h2IePcM26q9n13p9z+wP/xI8P38emv7qU3nwP77zuv/KSbTcA8NILbmD/8H5+sPeHrL1tPWk7zcqOFXzm1k/xvPOf29rW977wv/PeF/7306771vUfS9AFRnHha26hFuq3rRaY2L/GknGMNz19RrFRUCkBCjCercp9h3G6urGKyjy+6fV5tjIyWSK3wfST+6meHGDxtVeeBjz9cpmJRx5Bt0xyq9bMU48nW429sULqghn0jEXszXkGggJBLS6f7ysOmWEkgTxni6xT3c/Q84k9EEKn4wVd9L52CXZnnvbN24gTu5vly3pwutoIB/oJPB89k6b74gvo2LaZxuQsmtCZvmcGb08bMgQpGzQltU0gdla7KalAVez7BNUqkdtIOn8CzTIxs4nRuwCj4IBnUb0vTTRcoD4yy/Se/UzvP8TIzx6i6+JtdF50IfXBIcYffoTMsuU4Xd3UThxDSkl9dAi3ErL/S/dSGRhn8xtezLKrtqIZhjJujwJqA8rOSc/kWPKcq1ly7VVKuKKbxIFP7nyJtalC3PAxzDS/OIFpjt1lwqsUQnFbVZyhAqfoepKjDQgtyTFvcodlYmyv7HWCcpmgWlGAMxEu6VYWuydD6tIaIh3Re9XlmNkM6SXLqJ481uq8ppd3gVQJTHY+g9AFQc1V3M4YokaDoJaA2eRQ6JYBmsC0k6AC4POP3sX7v/u/+Oh9n2h9Tl3TuWzVxehCddYGZ4cwHIOXnf+SuX2hayxvn1vIZe0sb7zqVt541a0sKvZy50Nf4K1f/EP6Jo5yzfqr2X7Ohfzk0H3ccsdrGKmMkuko8NGHb+eunV+hFtR58Q0v5cmZAR7buxeA/LpVuLUITTcRlkojIlbWUWHiitDiXeb1AAAgAElEQVQ8/+IwIqw1FMCPIsIo4ta73spnHv48hm7w4vOej6HpfPxnn+KPvv8BNENntDzGTf/8Ou7e9z1iGfGS81/IuV1rOTJ6BCtlYDrqOu2fGuCf7v8sl664iCAK+c6e73HHTz9L5PoJ7ULVh370UTYvPZ+2dJHdg3v54I8+jGYaNKTP7372dXxp91exTJtbfvdmKq7Lx/71X3n9+/+M4vlbyK9d33odM5tDdxxuu+023vKWt3Bg/36ee9ElrFi6hB/+/Oc8+6abeXLvHryZad7+pt/j9ttvp1qp8NxnXcUPD/2YJwafTI6PftrCNKw38Eol3nDX7/OZhz+HZdrcsOVFmLrBx37ycd71xXcD8LUdX+ezD3yOSEa8/OKbuWb9s2gEDQ6NHj7zdX6Wir2Y9Jr009ynFmqhFuo3VQtLwl9j+bOzGOn0GcGQOz6K073orDfCxsQ4QbVK5wVzSlDtl4BPhEDG4M9MsviaK09L8qmPjFA6cIDixo14M+OK3H9KBbUq5YMH0FMpep63DfkcnYm7T1Db7yItC83UlcBCqq6sZujIWKKZFtEpKSW/WDKWEOlI10Nvi8he6uKspTX+1CyL4vmbqRw9QuR7tC/qxtEFXr3Bjq99h4tuup7M4l6szDUMfuYQ4bQGRqyM0k2TsJaIn2TS1WxmSbfePyIOAiWykRLiKOHImghdxy9X1GgRCGoNjExKvZ4egdCIBopkcktBn2bmyQMgBKUjx2gMD7eEFOlFixC6xsy+PZSP9jHw4D7css+q511K27rlavwYBIzv2EOtf0D5aIYxIm+w4kXPTviifdjtbdT6h8ivWYdfrlAbe4jU5RHBAYiqFlrKnKMTaBpShsqKyVCpOZpuJlGbKulHBgGGkyKOItX99Dx1ngQBSPV5mw4HetJRDypVNN0hqocULisQpI5i5DN0bLug1el0unpwJ8bwpicRdoZy/xixERHXlfJaStlKLVK80yRzPTnmhm0pIYlgXpd6qDTM0cljRKeM4m9/xcd47qbncHD0MPtG9lPz62imRaF7ztkhDiLW95zb+r2QLvCBG97f+v11n1G2PBt6z6UzpxaDndkOJqtTfHXX3bx70Xv48mNfAeA9176dD/7rh5juO8SGK65mcmqKVCFDdtkSvMMSu5Ai9l2EaREFFdJtbcS+21rI6aaJ3V5QgDQMeOTYY+wdeQqB4KLlF2JoBut7zqVv8hj/dvAnjJZH+dreb1FyS+SdHN9685copgrq+ESJ1VCzM6xpfPnN/8qiYi/O3Sm+uOMrPDV2EM025lF7/vLGP+MlW6/nO3u/zzu++G72Dj+Fkcnyw8d+wODsEKZu8r2//R7n3rKBhx9+mMsvv5wHHniARx99lO3b5+45AK7r8vGPfxyA977mVv7gza8jvXgJ25/9HA719fE3H/gAH3n//+Rfvvo19d5/9SHe9a53MfCdk5z/8s2U3fIZbgoQRyE7R/ayZ2gfQgguWnEhhq6zccl5HBk/yvf3/oCR2RG8UC2elrUv43fO/x3O6TqHZe1LCaOz33NOe7uEepG/5HTu/UIt1G9rLajdF+r/qs5msRTWq8Sei1U8c8575HtU+g5TPG/TPJN33bYV+DtDSSmZ2r2XsN4gu3LJPOAppaR85AiNkRE6tm/HzGVpjA8mXTD1eH1ogNrAALlVq3C6e1uguOeWVUw/vo9wSFDf5xG5cdL9EQmvMEIzdKJf2BYZSmSgrH/QBNmteWq1k1i9NoXzNlA9fpS2TVtbX5hC08itWUdjeIj60CB2LoeGJB6f5fEvf5NNz38B01+bQtYchOUlsTAKDAvTQPrKLL2ZYy50ZYXT6vrRtHGJMbLZVhdGRVAq0U3k+cl+tghqtcQnUwddUNtfIz5WZ9FrLsVuLzC1+wm82Rn8souZthl78BHaNp9Po66hl4bJ9nay4VWXoZsGke8ztfcA5b5jys6o0MayKy9i6N77WzGX7sQ4Ya1K23mb8SZncKemGHvkCfKrVlEbnSRePYTtLcI7GBEJDS2lOJwtkVcCIDXLgkgFBeiGjt4EnkGgaBKuq7K2QXWsg/AUYKgT1BoILMyig7l+Gp+nSPcsobhxPUhJdXyGcv8I5f5RgmqFznNmOfLTPqyURUFfjennSAxDieOIVFc7QaVC5IeY6RQpW3XiXa+hrLjCGM9rECc32Q++8E+4fsvzeejIo7z2zjcD8Owtz0EIndde8gpuu/v9tGfalMl7au4cj6OYGze/GN2x+W9ffm/LDL15nIcSO55Hj+/g0eM75l07o5UxpqrTuIEaba9dsZLqiX70wGPNmjVMTk0B0Ll1PUM/PqFiTwFN19EMI7Eei1vqgDiKlOF/ksE+OK3eWyL5ws6vnHbtjpTHGC6PALC6axU5PasWVoaOqaeU/VQC2nty3fTmFehuy6iJSM1PEsbMudv3BasuQjMt2nMd6jmeCiAYnlW82M5MB10dyi9406ZNrb/r7+8/DXyOjozgJYveTZvPRQiN+uAA5646h0N9fYx7PkHvEvzk3rR5swrL6L1yMSval/Pk8D71QlIqBwZQiw5dY6Q6njwkufPRL562b4ZnR3j5RTfzRP8T/OipH/Paz7wegO58N//rZR+cN3Z/upKBxCia2EvP7iqyUAu1UL+5WgCfv8byJicpnnfeaf/ujo9id/WcUYSkgOJhUr2LsfLzR/LKaL50+t/EksmdT+CXK3RfvI3awLGWqjcOQ2b27iUOQ7ouu6wVKagZpoo8dBuUDh0EoGPbBa2EomYJIXAWt1MLj5HqNAiGINO+ltqRWfxRF6GZxL5EhoLYU0pYYonRbuIsc3BWpEity9AYGyY8buNXqqAbaJZNY3SY9OKl894rvWQpejrNzFNP4nR0stq06D8+xomP78OSRSUoqjSUiKk56vQDZWJvKDNxgjl7oSYg0wxDKWmTTO9mxb6fpEVJwlodM5dpCW4Alc4Ux0SBhy7bqD4SUe3djZnL0n3JxYCgPjbO9BN7OfL1e/CqAb2bFpPtTBEHHlNP7KN89LjKW7cteq++nFRXOzKOMByDsOYSVKvUBk5Q3KgWG3ZnB1N79mEV87RtXEd22RKOffOH6G0T5F+wDP8pG3fAVQBTqHPGyuWJZspEnotuaMSRRDeF8uo0DDTdUFRF2yZquKBriQq9hO7YRI2AiIjYC2i7sovUFpOpXYfQTMHovhMcumc37kwN3dJJ5VOkuwoUlvdgFRy2veZZZFasYuzb+6k9DsiYoBGQ6iggQ5VPb7cVCCo1VhaWcT+wZ2APDbeOY6XY0b9beVECK9qWJV3TuXPQ1C1l19XsZguh0opSc10BFZ8ZIcLEAglJWK1h5rKAYHHbYvqn+nn3dW/nnS94V+vvZuuzRG6DYqqAbdh4oUc/o1QH+jG6ivT1qdjaxsQE1aN9oBlEDeW5GTZ8ZaUUKKuoyA+S6zFWlk5CIJAszveq61fo3P+eH7K4uDjpxoecmDzJyq6VPNSv+K3HJo4z2yjTle4EKfGjAMt0Wh66pmFhpBSAbwp8pJTotoNuzinfzSRHXTB/srI4sSWaqk0xXZuhnU727dvXenz58uXznu9NTRHX69iWiecHHB0d5yXnrsfI5TgyMKiO2YoV9PT0YNs2nudx4MABrrvuOnzLZ6CkniOjqBWS0CzdSbGkQ1EldE3n53/0UxafwSbJCz3+7lV/q4D8zBDfePwb/O09f8eHvve/fyXwKaVERpLC5cWFkftC/Qcq2VqU/2eoBfD5a6qw0SAOAsz8fJFI5LkElTKZZWeO2nTHRtWX4YbTQatmWaeN3WUcM/HYLkLXZdHVlyc56YknZxQztXs3dns77evXt8Bu5Hlotk1jdITK8WNkli0jvWTZaTfmsFZn9sABwmqN9LJFeJMTOFu7KJ7bSWprzOz+QQrnbEa3Mow/+Ahdl65Bsw3MookwxLxtnD1wiI4Lt+LPzDJ74DCd2zYxs28PdkfnaR6ndls7mq4T1mo4HZ307M/SaECk1ZGGozwTNQ0zm8EvV4jjWEU3+qfsGyEwUun58aAquHze73EQYKaUFZAwVNc0alpJJUkusR9g5jKApLJrmvzV3bRdvhohBEGtwcjOI1QHS3Se04ZZyKIZafzSNOM/f4j6RAXN1MmtWk7X9i1zx6DRQNMN0CJKh/aTXbmqBSqCSgPpe/ReczVCCKx8luLalcRhRH1ygOzFS9BXVqgcADnsoGsGQamOkCKhvzZ9EjWMRHwl44iwrrxbY81TCTpBjIh0Yk+ipWPi3jGkOcmJw/tor2aZHa/j5B1yXRkKKzdQWL6YVOf8JK448JnZ9wRBpYJwfDSrSOgFWBmlbA9dN7Hd0jBSNrdc8DK+sOurDMwOcd3HrmdpYTH7Rg4AcPGK7azvXpssmuJTDlOsvGGb+fUAukZ8CsdRMxUFpCelJg2j5TFu+/YHyNlZ/vilf8ybrn4j7//mn/L3993OvtGDdGTa6Z8eYMeJx/nsqz/BJSu2c/PWG7jr8a/wl5//MPtHdrHvwCGmpqcBqPSPM31oEE1biogMMBSsa5mnC60FBjVDx8qlaXptXr7hCs5fvJF9w/u56VOv5OrVV+AGHgfHD+NFPve+47vcvPVGPv/IFyi5ZW76/Ku5cvVlzPpVujPt/MXNf6HcJeb2SMuzE0hM338178oXbn4Bf3fPxxiaHeaF73wRz/rus/jud78LwBVXXMGFmzZRGxxoPb9y8iSpLVu59aaX8akvfpk/+7uPcWB4hKNHj3LgwAEcx+Ftb3sbuq7zpje9iX/8x3/ktttuY+fOnezevZtyQ43cYy+Yo7MkJTSNS865qLVvXvrxm7l2wzW4gcv+oQN4ocfP3ncf39h5N7ff+0m2LNtEMd3G7v7dABTSv9oIPfZirF6b7Jb8L3/yQi3UQv1GakFw9Gsqb2ICu6PjNEDnToxid3SdMTM9cl0qx49SOHfDGbuielPtnpSMYsYe3kHk+/ReeZmyzxECI1egPjrMxGOPkV2xguLGjfNeL6rXCOt16sODtG3eQmbp8nnbGUcRpcNHGH/oYay2NnquupLsOauJ/ADNmNtWISC1rA2710YrBNi9NlanNQ94AlRPDmCk06S6OsmtWok3NU3k+qR6F1M9cez0/eCrjlLb1gvwBj38EwZG1kQzNWLXRSKJowC/XFGm0ad8oZFEeApNmbSfSlOQ8XwuqOKtqg8UNlzlvxhEgNaCqHFik0McKyupjE19lyCc8RnddZDdn/4mumNx3hteglXMEZSqlPqOUx0pYWQc7GIaK5+jenKQkfsfpnTkGGG9QdioI8OIVE+RsBHgJCPQ2tAopWMDCZ92Dlx1bjuP8olBrGKW2f1H8L0ycfcY/TyKvnoKa6lE2CAwlEl6rCMDg7AaENUj4oZEeoKg4hIHID1JGM4St89QzR3AXXoMs7uMmbPpWtVO1/YtbPv9l7PxtTeSWdxLupAis6jntJADGcXISBJ7DfIXrMKv19EMSynu63U0yyb2A/xSGRmGbFi1mc+98Q4uXXERVa/K7sG9FFJ5bt76Uv7uhr/CTARyZmZuQRLW64m4ag6Qaoapup+tDZFYuQwXLtnCy7feSN7O8fXdd/O5R+6kOj3FKza+hL9/2YfZvOR8Hj36KHfv/hbD00PctOklrMgvJY5ibrvuPbzqwlvIpNP86MEHuXLzFi7epEbITtGhuLIDq1uAFOiGjmbqCFNDGMq6q2XYLiVxFBJHIZEfIP2Qz73ydt582a2kzDTf3vcDHjz+CIV0gTde+lqErrMo383db/kiN5z/IoQQ3L33uzw5uI81vWuVl2rrs0sllIvjMzo6/LLKOlm++Y5vcMv2l+NHPnfeeSfZTIZ3veXN3PkXf87svj0qajUpYdqYGZuPffLTfOITn2DdunV87Wtfo6+vj+uvv56HH364NWb/yEc+wtve9jbS6TTf+973eOG113HeylXqeFqphA4zH0QTBNz1ps/x1mv/Cxk7zTd33s3PDj1AIZ3n965WPN013atZVFzEg0ce5ouPfomhmWGu2/Bs/uYVH/6ln1dGagLU9dKeMxrqL9RCLdRvRwn5n4nh+gzW1K5dpJcsIdUzl8gThwGlA3sprN/U4ls2S0rJzJN7sApFsitWnvE1I9dl/JFHWHTNNcRRxPhDj4EQ9Fx2UQvMqrH9IfzSDPnV52K3z+eVelOTVE70YWSyFNbNB6VSStyxMWYPHMQqFimsX4+RUiDAm55h6ok9WPkUhfUbqRw7RuQ26Lr4UgCGfvxjFl977WmgWsYxgz/8CV0XXYDTqfhnpcN9uFPTdF+ynZm9u8isWIXdNred3vQUtcF+iuduYfATJwkrLgjlQRj5vhI56ZpKkXFUdrcQGpHnETVchKlDksTUTLrRnRRhrU4cRthtis4QVKvKQcD3URmAGkHDx0yZCE0n9jxlKRWrxBojlVZRh1UfT5YIV46z6gWXY+VSjD/yOI3xScyUhVksKkvRKMTO27Rt2oLQDeoj49SGRqgPj2K3ZwnKVTJLu5k6MMjqm15IHIT0/+BeFj/rMuqD/aQWL0J3HLzJaerDI1SHxpFSkF+zlPrAGJEmOPrYANd94PWY6TS7P/l1Vl67HbdviGBaQGwiA4lbDqiXahQXp4iMgEDUEGlBJq9jpLPUxqZZdNV2Sgf2EwWSnssvwTqlYx8HAWMPPUT7pk3zzid/dpbSof0Iy0QApdE6wVEHa7YDGTdaOe6apZKumueajCKCahXN1AnqfkssJpIkHN00MDLKY9QvKfW9MlyP0C1TmRZEETJqKudlYsg8l1wEtOIiIU5y2y2Iw8QaSbRU/jKKIJbIQGCdE5C5SIHb2tAEZiFHurdT5Yw36tSf8mjsdZTgzTSS11CuAZplJklAoepMNkVfUQxCKHU/SvktwxChG+iOTVCrIYMIzdTw6wGGbaI7c8k+MlIm8CraNEazLOXb+X9ZcRwR10KKLw0J6zMY6QxWewd2eztGJos3Pcvw/Q+RXdaLbkiKG847jY5zpqpUKqTTaaTnM/bobiaGhrj6rW+kUq3yD6/9MC9cfQNG9pSuua+4sspI/tdfUkriRkz7dR0ULm97Rt5joRbqmaqffe9enrrz0Wfs9a95/0vZsGHDM/b6/95aGLv/GiqOIvzZWdpOIfIDuBNjWMX204AnQGNkGBmFZH6Bc3VqaUkKS+T7jD+8A82y6L7kwnlf6jP79xNWKhg5e16qUhyGVI8fxZuZwSrmSXX3zgOeQbXK7P4DRK5H2+ZNOB0d8967PjxCqreXVHcH5b5DBOXqvMSks0UxVE70Y+ayLeAJyhOydLiPoFwhe84aKseOYOULLeAaVCuY2RzTP5kkrPigxfPSVZSVZUyMwLStFq9Nt1X6T1irAUKZ2VuWij+s1RILIvXcFugQQBwhDBOvXMdpyxG7rkqiSXK7hSYwMxmklHjlKmHDx7Rz9J67ktL+g9RHRrGKGYrr12F3FJjduw+nu5vOC7fSGBtVXq3nbSa7fAnZ5UuQcczk4zsIq3XqoyUEMHTvg4QNl/yq5filGfxylcbYHvRUWolZ4phFV1/C0E93IGREuqdIuX8CEPg1j6m+YdxSjYm9T2GmNDzDpTbdoPvcLoppi6LIEHsemmXQdckLQEqGf/QTZOCh2xbTe/ajW9C1/YJ5wBOU2XdxwwZmnnqK7ssuQ+g6jZFhagMnsdrbQUpqUw3SeY3Uc5YwcecMMknuMTKpeR06ZbJeTTxJhUpTCqPEOzMBkUjcmdlEsKPOrcgLkum24lK2osI1FNdR/h/23jxMrvsu9/yc/dTe1fsiqVtLa18tS5Z3J8axiceEJJBAiCEL5MGEGS4EyAUudwYeSIC5BvwwIUNIJpckk8lKghOHbE68SZZj2da+dEvdUrfUe3ftdfbzmz9+1SW1JTnOwlyY9Ps89Ud31Tmn6tSpc97z/b7f9xVoyUQjuSrAL8uBH02XLenYD4hjV7aohUAIFUVpZJQrjal8QyOxKQIlJHJqmPk0tYvTJDryspLr1FHzGmjSnF9LWY3Wt9R7RkHQNPSX+exyOE9LGAgRN+QPsfTJtW2pwxVCBjDoGgJ5Q4WIl1igLdYDRByhWYlrdkW+H+Rwl6zGikCg2hqJnnas/PqG5lmiNjnN9P7nya7uRTUgt3FbkwR/Pxw8eJCH3vMe7tqyk1xPF1/f/xSVapV1AwM8+MF3Uv5ilagSotpS3iKiqOmw8OOGEILYjUlvy5Ddtzzhvoz/eGic+n5isNx2/zHAX1jAyGaXtChFFOHNzWB3dF/1+tBxqJwfle32a5i0L0JRVVRdZ+rpg2iJBJ033XhZQ+i6zD7/PEQR7Xv3olkJwnpVvp9SiYWXDiGEoO2GG+XFraGzjMOQ4ukzzD77HHZHB1233XIV8RRCUJ+cItnbjdXWDopsNfLy9/oyiUEcRZROD5HfvHHJ/1VdJ7d+HYVTZzBzLRjpDLVL481teYUCzkyJ4oFp4thDRNIaSbNsOdXdaK1rmopTKBJf0Z5WVBUjk5FxhAoNu5uweZFTVKkhjAPZTo9cF1QNv+piZiVBW8xSX4wyVVSV0PGoz8rYwURbFkHA3GPj1KbmyG8aoHX7RjTLYP7QUdL9q4gcSX4S3T2opklt7PySYyGs1zEyGdr37CTd30N9ep7QqVM+O0rl3BhGNiOrfWFAZtVKuu+8g8ipY2ZMSqMzLEx5uDWfKIw48cmvMv7d5+TNS94i2dmGmTTZ+atvovf221EUhezatbJNrCpUL4xQGx/DzOfJrl+Hpgupr+3sJKxVr3nsJTo7sfJ5SkNDlM8O4UxNkl69hqheJSTBhaePQyxwZkZQ8y6qJrPdI0cOVPnlCl6xhF++nKgTBxGxH7DIJEXUONM2zrqqrmFl01gtWZmFripSW6mrmJkUmm00JBcCFEHk1AkrVUTgYyRkGzx0fenAZZmXq6vQmIaPLttyhQpWr0VydRtmLk/bjftov2E3Zi5L9fw4kSeTkdpv2Y5mmIhYENTrRF5A7Esitaj5jIMQ1dAxUgkUvXGsmg2nCiEwkimp9wUiV8bRKkrjYywe36oqta6eI49fK4FqmMS+uyQR6vqQYRCR5xLWqjLcAdBMG9WwSQ3mSXR1LyGe5dExpg88T3ZtH5ql0bJ5+6smnn6linp+grRp8bknH+fvP/VPBI7Db77rHRw4eJBcXzs9v9KHltaJ6vIGWrVt4MffChexJJ6pjWnaH+hcbrcvYxn/AbBc+fwxwJ2buyrVyFuYRU9nrmpfCSEonTlFetWqRpLQ9RH5PnEQoufSdOzZ1byQ+sUi84cPk165kvSaNSiKgpHJEpRLuLNzuNNTZAbXY7e1y+lcz0M1TOoTE5ROn8Fqa6Prjtuua84eVCRhMHM5eWFElTY/jYGH66E6egEzl8NqvbrllVkzQOnMWfxiiVT/GgpHXiCoVvHm5yGO8S8kUNQEetK8HOvZSIyRudKy+qQ3fDqNVArtCrKv2zZhXbZmRUMnJ4mGKtN/hEw7EVFMLGSrV1UgimM022qk/2iArIoFToidSxN5HkG5gjRqT9Gx9SZCJiifvUgchPS97i6MVJL5l45QOn2Gli2byawdpHD0MHo6QxzF1MbPN4zI65RPDxG5ciK85/abSXa1Uxo+R/nsKLqlEbgx9cOnsc+do150KU1VSSU1lESM1sgqb1/ZQvftN3H0E1/HamvFbOvAL5Wb36eZyzcM9WPSA2tAxNTGx1B0nepFOY2MqpLo6aE+Nka6v/+qYzQOfKzODgpHjsqM+GSa6vlz1GerOAsXaO1NUxqbJb+mE9eeQpteCWqEZmnQcCESUdzI67aIAx9F07DbM9JXVNfQEjZBpWFxpWmIKCZyZQqTqqoIFUQQEAYgwvgK3iIaOl+1aW+EiNEtgyiMCB0PI2mjJWwix0M1tCWRtkIIonqNljs7CGvj2B3d1MbO487Kqmd5ZJz02hSKqlE5P0qsuShChShGSySIg5DY9YjDCD2ZAIRsq6uG7Fb4PpHvSQJ5ZUUziog9Xw5LRYI4lrnviqETBzLAQTXMZuVYUVViIPZcVCtxlZ5cRqHKmy0RRyiqhqLrqMnkkptaRYlIDKauWE5QPDVM8cxZcmv70G2T7ODGa+rSXw4RCwqnh1k4eoqdN9/ES6dOEpRLlEeGSfasINF92ctYzxl0PdjJxMfOoTomxAq8ujmpV43YjyESZG7I0nZfxzLxXMZ/aCy6gPwkYJl8/ogQQuDNzZHatWvJ/9yZKdID6656fb1R8Uv2XT9mEyByPSafOoBmmmRX9zdP6LVLlyifOUPL1q0krjDdVg2T2sULqIZNayPyESRhVBSFuUMvIMKQ1p07r0kOl7zHiSmSPdL7M/Z9/HKJzOo11C9ekHnQ17hIxVFE6cwwnbfcdM11qrpOZs0Asy+8iG7LCl9YczDyefxyGea70JLxkgGFyHHkFHsqJSuWSE9OfJ+wXieyLMwrjPMXZQqLelAUWeRSTYPY92WlTdWI3QArK6M/lUarXU8mCao1oihEtw10Q5XtfEVFT6ekZZUTsvDEFKycJDOwitbtlzW0+a2bmX76GdANRBjgVz2ioVMINDRDR0QxrTu3IWKF6edewuzo5NIzL6AZKqalsjBRIduZxEpZWKaGX/GwExatt64CVadwZpTUhjVow0Xa99zA9IHnUVVBsqcHr+KiW5d/yomeXkqnT6KYFoqiYnf3UDh+GtUyMJIJrNYUsRdSPD0EgcelJ6QEIHQ8IteXST2htA/SEwbpzgwQ45UcypdK2G05WjeuwS8WECKm97WrCYY7qB6toJpCxnSGMUZaama9chUjaUn7q2pNpmNpanOIDQWiIJRkK4ogaHi46hpaIys+8gNUQ0fVlMY9hdp8oDSqpCgono/rVgjqLlYug5ZMENXrTXIGELsxRncE2RLRvEvl7DB2RyctW3cQOR61iVnmXziBalmkV+qgKN4AACAASURBVPbRckcHha8XiCMfUXPQEhaqaUgSGQaySt+QS0T1OoomtbVLyaKQNliGAcSS4IcxqiHdKoQQ6Hbyqm6CqhsNAurI7kUcE0eypY4Q0rvVMNEaN04vh4jkTVdqkyTfQgjmXjxKbWKa7EAXRipJZu3gq2rte8UyUweeR1FUVv30azGyaZyJSzjTE2TXbbjKKk7EMfWps3T8Qgv+SIrSMwXiAFRL/ZEtkBbb7Jqt0v7z3STXvfKN/DKWsYx/X1gmnz8iwqpsW+qpyyc/v7iAalpLqi0AYb1GdWyMtl27X/HkGzouk0/uJ9XXg6LEkjjFMaWhIdyZGdr37sVIX76Y1C9dpDZ+AT1lk12/oen/FwcBpTNDRJ5PsqeX1Kqr7ZWuBWdyivw2af3kzExjtbVht7dTvzRGdew8mdVrr1qmcu48VmseK79UbxX5Ps7kJPWJS9JvVJUehakNG3EujWPkcgTTCnE9QrW1JcuJOG5UlhQ0OyGreWGInkhIb07fww1D7Ma+WDQAV5Myz9wvlUFXGhPwCo2QeYykKb0vFyMpVY36fAnd1FA12Q8VQmBk0kukFFHkISag63U7yG7oI/J9vPkF3Pl5vLkFgrpLNDJCqn8V+c2bcGenCMpFXA8iN2D4sWexbagWfZJ5H01EWLkcyZW9ZNcI3Pl5VN2g69ZbAQV3fp76xSmqFycIa3WCUglNVzFyWVq3bSSoHUY1LYJ6GVVX8EplwmoVt1AkDkIi32fu8HH86iFC12/YGQmstGyRJ9tVFFMn9nw008TM5zEzaUQU4C/Mkl65CndugdiroJoG9ZqP3dPD4M/cgTszSzA3SfuefZSHT5K5SaN+BvySg6IJNFOXlesgRDd1EHEzcUrV9UaevABV+r0aSZkLH4cyxCCOYlRFQbEsdF2Xw2VugIgl0Xy5XdciNMvEbsngFit4pQpWSxZF0wiqNcxMhjgUKJrA3uHiTU+ipzMkutqpT86wcOIZUBSMTIKgVqN9zw1URsYpjRxCFQNy6j1pyda/aPjbJpOSPPs+se9Lbec1ptJDx23ctIkmeY6jEN2WHrjqdQaKmvpPgZxKVxRUTUe17VdltxR7Mdm9OVRTEvvpZw8R1upkVrRitrSQHljzfc8JIoqZP36a4qlh2nZupWXDGkQUUR4+TRwEtGzdgWYu7aIIIaheGEE1TJIrVpJaqZDckGbuy9ME8z6xaJDQH7BSKSJB7McoCqS2pGm7rwMt8WMupy5jGcv4N8cy+fwR4c7NYXV0NE/gsuo5SaK7b8nrhIgpnTlFZmA1+iuI7sN6nckn9pMeWEV+8wbKw8OE9TrzL74IQOe+fU3dVuS6lIZOg4hp3bkbZ+oiYbWC2tJK/eIlSkPD2B15rPZ20v3XH2xasv1andBxsdrklLMzNUVm9ZqG76CCX1jAz7cuUUbHYUhp6Czdt+9r/u1MT1O/NN60zTEyGTJr1uIVS3gLJRLtHei2TeHYEeJCWzMnG2QMX+S6DR3g5Qu5ZtuEtRqx56EnEgSuixpHOKUSiVwWUFAMgzgI0EyrURlbnD5evOhriCiU8lVNI3BDROSjGY24zka51Gq5XMURIpat+yhGtSzqZwtUJ84S1h2sfB6rLU9i5SqUqo976SILp0aZ+dcXGdizgtAPGz1oQTpnkO7rok2XmeyBD2Y6gahXUHI5OvbsYebAQakF1BTs9jaslhxmW5763AHc+SIijhh99Bvolk5lrs7Fr3+X6oJD17Zehj/3NRCQ7slhJIym6T5xRLKrjdatm6lduICZy2K2tDB3+DhGQsXKphAIdFsD4RDUa6iqQenMWdL9fcQWOHNFROCx5g23487OsnDkKMm+HspnzxI6PpXzp2FFgFJoA127YvJdl99Bw0h+ccJdyHH1RsVNQbNt9GSSOAjxSpXGjoew5qCnU5LwmXqzIruoz70WNMvEasngFSt4xQpG0pLSjkoVJdZI7vVRDIE7XyG8VEDVJ0it6KXr1r1oiQTTz+wn8mIufuMp8lvWs+Kn9lIyC9SPyahWNBXVtAmqNTQRN25kZIX+WhruOJSRqHoqSey5ICCO46bu8+XE88phIWLRmNw3mj608vf//UmbHLiD7O4cURAw+eSzKJpGsiON3d5B8mWWa9eCM7fA1IFDGMkE/Q/cg5FKEtbrlIdPY2RzZNdtuOb34M5OEdYq5DZtb27D6rbofc9KvHGX0nNFnOEai4YFiq7Ix8ulBXEjPS0UKJqCoink9rWQ2Z3DyP/g1lPLWMa/ZyybzC/jVcObmyO9+rKBfFiVqR5GdmkFsDY+hqLpJHp6r7uuoFpj8sn9ZNetpmXDICBPzLXxcZJ9feTWr28MJgjcmWkqI+dIrVjRvIgYmRze/BylU0MAtO++gdCp/EAtrvrkFInuLhRFIazXiDwXMy/jDRGQWbOOyohMgVlsEVbOjWK3txK6DuXhYYJqGQV5Mc6t34Dd2dXUvlltbVwc+jZ+qYyZy6LoOv7k5Xa7EDFhrY7WaKEvbUM2PD01GbNpmCZhGKJFEU6xhJ3LoRoGUb1OrKooumzJSm1cLPV1ImZxcJowQkGgaDJDW7PMK7w2ZfUz9vxG1UpF0RREEOFPxyiDaeq+YOrFMeqzx/jEM1/l49/5F25cv5kvPvwwa27px8zmsDs6KQ+dxnV85iKfDa+5DYDTR46QWSjx67//u3z5mSd5y+vv5+HfeT9xGDHy5a8R1Bvt70BWK9UGkVYUBcWwEFGAVw8QKKTyCQQqa/6nO7Hb25l9/iCt23ewcPglAt/FziXpvkNOrc8feoH2G7ajGiZ+qUqmfx3e7DStN+6hdPK4lC2oCnoqgd3dTlCaJwogrPm0dFlMP/MMAFrCllGmjVQtRRHYAzpKJcQfMxGaNF9XDaNhkRShNia+4zCQtlbJBhlTlCZpUw0dzdCIgogojNAtk6BckZ62moJuWISOi1csY2ZSV/mQLkK3TGgQ0KDuopo6+ApKWw1PLKDMCoxMkp7b92BkM/jlKsXT5ygOjWAkTdpv2Erx1GnyG1ZTGRlC7w1QTmWkljOZbA4NhfU6mmVf930IIYe79GRSdjCaI60KqqZK+yYEcRghIqnfRFFQdF3eQGlL2+mx78lUK+v7D+/EXoy9wkZJRVz61n7Mlhy6FZPo6SP5CuchkIR57vAJyucu0LlnB5nV8hwjrdvOkV41gN3Rdc1lg0qJ+qVxWjZtaw5lLUJRFez+BHZ/grAS4pyt4447eOMuQSFoyjDkHYoAVcHsNLH7E1grbBJrk6jG8pzsMpbxHx3L5PNHQBwEBJUKVv6yhtKZnsTu6F5C+IJqhdqli7TvuvG6RNCvVJl8cj8tGwfJrZNGzc7MDLWxMbRkkpaNGxvb9CkPDxE5Dvlt2zHS0v4o8n3qE1OI0CG5YgWplStQFAW/NIfxMi3WK6E+OUV2ULbVnakpEl3dVwx2xLzuZ9/Ik08+edVyK7q6eP4zn0ZLJMiuXSenvq9xQVZ1ndyGdRROnqHr5j2IWBAVBFpS2iqFtbrUdQpxzeUVXW/kfCeJXAdNVYk1Hc338MplzHRaEiLPIw4iFE22DUXDn/GLxx7lPz/6vwKQMlM889vfIJvKoSWSjE6d5e6//mnixnTxJ9/+EW7qv7GRKKPi1TwIQ9xhnyC4iJnQ6FzbRub2DXRXTsB3INnVRmZ1H36hQOhGFM+OEbsBqq6iuz4P3nO/TKn65kG8ZLo58R3UPEIvRDdsEimdtt4+zGwGI51i9NFvs/KnbkVEERMf+hK59QMYik9p2mHtW36Goc8+hggC5l46Kqeu00kqIxeJ/BA9nUBRdPSETfnsCImuTpmc5TjY7a14BWlJNXvg2eaxqeo6Ch6+P9N8b8nuVrlPwxAjKSUliqrhzi8Qh3Jy3WpNEq+sIuZT6EGGKHZRgdD10KxG5GcUNvxUEyiK2hg+vyIdK1qsaEZYOUkKFU1t2DMJVINGNVXDr9TQbashzVgKGTcrMJOmDBLwQMmFaOsKpFf2olkCESm480Um97+AVyiRGxygdWMfufUb0JNJwsoCpVNHUXSNtpt2oLkV5h+fIKw7UreqqnJA6DrEEyCq1xsEPGxO38ciJg6F1K/GMWGtet1hoat+P6bVIKBeY8Ds2ucTEQkUIHt7kvFvPkF6RS8Ih3T/Guz2zmsus4j61AxTBw5ht7Uy8DOvQ0/Yso0+dh5vYY7cxi0YL5MUNT+v51E+N0RmzeD39QrVMzqZXVkyu6TVVxzGxE6MCGXFVtEUtJS2PES0jJ8MiJ8sq6Vl8vkjwJufx8znmwM4slLoYOYvWxeJWLbbs6vXotnX1qn5pTKTTx0gv2UT2TX98kQ/Okp1bIzs+vXUL12S21uYpzx8Brujk9zGTbKFLAS1sXHKw2dJdHeh2jZ2x+WkpcjzsMxrb/fliDwPv1Qm0SGn5J2pKfKNNBMa8ZOLWD/Qzx033ogIQgTQvXo1HTffet0J+iuxOPnuLhSIiiGKZiACnzCgqecLKpVregKquk7oe6BYaImEtMSJQ1Q7gXDqhPWarBA2CHMchlJn2PCZvDLGsebX+PzRR3nXTW8nrFT4xyc+2iSeIFt+USQwLZXQCzETJqgKhBYt6/uIfZ/Q8Zg/dZ7SiPyO3LkF3PkF6lNFdLuKW3FJd2RAVenftpY/7/8tzJYW8ps2YGQyJL75BQCyA30MvP41eAsFiqdO0TIoq+nOzDyKqmK352WalWVSPHOevlu2y8qirhEEiqzGqR6apRHVfWrjwxgpUxIcVWHh2DEqI2PoKZuJb38b1TCIfZfa/DzJrqys/CYTskIYxyi6Jqvu0xUS+SQQYWRSeAtF7BUDCNejNHwOLZEiDnw69u1m5nuHsLMWK/7TdmY+M4UzGhHUHfSkDSJGxBGR66LZiSv0iktTqEQkwwVUTUPVdezWHEHNIXRcNFMn8oPmzYnVkiWoVPHLIUZGtrzlNjzpKxkLUDQUxUAkXfyOcfpuu5Pp/QcRscAvO9gdbbRsWEtmoI+gUqJ2cQy/VKRybgirtYWF48O07diEZtm03GVQeG4C4cVoaYtYbXh4XueYlxPsIaqpS89aVW18Plkt1nQd1TQbXYFXT7BU0yLy3esSUCGkLjJ1g8X04WdpWT9A7FXIrF2/JNzh5Yj8gNkXjlK7OEnXTTeQXtXb+BwB5bNnAIX8lh3Xr/LGEeWzp0l09WLmfnCTd1VXUTPLVc1lLOMnAcu/9B8BL7dYcmcaVc8rNFDVC+fR7AR219V+nwBeocjkk/tp27GV7Jp+4iiicPQozvQ0nfv2Ybe3y2rC8BnKZ4fIbdhEZs06FFXDKxSY2f8s9YlJ2vfuIb91C0Y2R1ApN9cf++6rIoQA9clpEp0yCtQvFlF0vVlZDaqLHqLS+3Lnhg184Hd/h//6q7/O//nJT/Hnf/M3aJbFV77yFVRVJZvNMjIiozTf8IY3oCgKb3zjGymVSgxu2ED/z/w0H/jjP0YhzTfPPM6aP97Krj+/mUlnASEEJydO8WufeIg9f7qPzX+0jdf/zQN85rnPyoxyVePA0AH6f3cta/5oM18++jXu+qu72fHBW3jHJ3+d6dLM5TScWKCqCnEspJG8fvm7ySda+KcDn8R3PWZL83zp6FfIJ66QSyigKIKg7vOtk4/z8x97kN1/cSt7H76Dt/zP7+XgsSMkOlpp3bSObL/U+GoJk7/76mPs+413s/uX38affepjOK6HmUlzcWqCVfe9ju59e5lYWJA57hlZQVrMLTdbcnKS35MxoaVzY+TWXtbmJdpy1GYLqGai+T15xYpMwdEVgppLHDhY+aQkfUDke9TGL8kBroSJnk6gmRqJfJooiLA7OtCSNmHNJbNmkMzgelRdZ260QhBadO67mdatO/FLVYxsmvqFEepTExjpLCKMaLthB6OPfhcjk8dM28R+jfY3tyMSVZRIa+7MyHHkoMyVrdirKp/RZa1qYzkjlWymBamaKoepPA8QmLmM3A+FMn6pjF+uSGJnWhiZDLqZJLkmR/Y1Hr7ncP7Rb+MW6wR1j1RPC/2vfw25tasgjqmeH2loMmNatu4gs3odRsrGnSsR1usUjr1Eak/QqFaraIZB7F8R+XkFRBQR1OqouiYrGnFDL9o4JuXEv9bQNP/glb3FAZ/I9656LvZi1LSgUj1M6+Z1xH6V3PpNr0g8q+MTnP+XbwAw8IZ7m8QzqFYoHD+Ckc6Q27j5FeUF1fMjaHaCRPcrt/SXsYxlXA2pyBH/Zo9Xg6eeeop7772Xe+65h4985CPXfd03vvENNmzYwLFjx5r/+4d/+Afuuece7r33Xp5++unvu61l8vlDYtFiyWqQz8jzCCol7LbLLS2/XMKZmiQ7uP6a7XZ3foGpp56l/YYdpFetIHQc5p57DhSFjr170WybyHNluzOKaLthD2ZLnsjzWDhylPkXD5NZPUDHvr3N9CEjkyOolACaVb9XG83nNIzlQcoHzLY2SkNnmHrmKRZeeF5KsBoXn5dOnea/PPJ3/PmnPs7v/fF/4dOf/jQADzzwAO973/uoVCo8+OCD/P3f/z2PPvooq1ev5uMf/zi5XI7Pf/7zWJbFX/7jR/jOoYP84Zf/CIC/euOfsaJ1BSfGjvHzH/8Vvn3ycQba+rl36+sYnhrm/Z//A/73r/+3Zut9ER/8179i7+o92IbF/pGDPPz4/9HsXyiqIgcaFNB0ZUlf460738Sl0iTfGvoOnzn8BZzA5Rd3/1zzedU00G2TL5x5jN/80u9xdOI4d2y4gx0rt/PsicP8wu//NofLc7Tv2IzZIvf/c4eP8Nijj/LaPXuo1h0+9fWv8ecf+Qh2Rzu5TVuv2ueLWtegXG28XxWrtRVvfo44jimdvYDdlqU2Pk7pzBlpuaNpTD7xDLHrsHDsGIHjIgIPVVOIg4jQCTEySYxsijiM5cS3bqAaOs5smdqlAlEYg6aTaG9FS+YQcUxu4yCFo8eojp6lXgavVGft628BoHD8BGauBW+hCoresNwKsFoTTDz1LO27NtK9bxepVaupXhhh6pkD5O5JkNqeJKqFxF6Ial1nqvuK38ZigMCVlltCSE2wnrBRDa1RvVbwSxVJNgMfVEngNdPCzGZRVBPhQ2LQRt9aonh+ilRbBs8JiaOY7tt2E1TquHPz1C5eoHD0RUQU0rJlJ+n+NWimhV9aINnXhTszzdwLz5Po6qL73t2I9nIjiUsa3l+ZQS8rr7ICv+hPixCNKv7iUKLSaNn/KI0nRd5UiqUEVEQyQSlsG6Ft50aieomWjVuuK70JXY+Jpw4y8/xhem7bS/fNu9FM+Rt3ZqakJ3H/alIr+68rGQJwpycJnTqZgbU/so3SMpaxjP/vEUURf/qnf8pHP/pRHnvsMb761a9y9uzZq15XrVb5xCc+wY4dO5r/O3v2LI899hiPPfYYH/3oR/mTP/kToiuu0dfCMvn8IRGUSqiW1Zxcd2cnsdo6L2euRxGlM6fJrhu8yoYEwJmdY+qZg3Ts2UVqRS9eocDswYMkenpkTKeiUD0/Qvn0SRRNa1Q7VSqj55l++hlUy6L7zttJ9vUuOdnr6QxhvSpj/XwPzbRf1cUgDgLc+QXMfJ7y8LC0Rxq7gDM1hZVvpfWGG1ENHT2RBGB4bIyP/D+f4SOf/RyPPPII3/zmN5vr+uAHP8jNN9/MgQMH+M3f/E1M0+Rzn/scLY34zxtuuIGHH34YPwh4+x+/l0K9yLtvewf3bnsdse/x3/f/E17osbFnA59/72f5m198mPfd9zsA/F9P/3fCRgt3ER/6xb/lL3/2T/n1O34VgOOTJ2R8oiqDOJsPOW7dXO5dd78bUzP46MFP8H8f+hxtqVbesO3+K3ZKjJ5I8JGnPgbAg7e8nQ89+Hd8/Fc+xk/fcx9CCB5++GEA/EIBgJZMhm/985f4y9/4Hd7/K+8A4DPf+gapgQH0KzRwcdiomDXIsFcsUxkdpXjqlKyynTjJ+Fe/johCnImL1Ccu4ZdLqCromQShG0hynErJ/PNQVgy7brtZJhe5oOg2IowIazWCao381i303X0HmYEurNY2UG2CSpXZ514CRSN0HBRdxS+5XHr+DJvecjeqrlEeGiao1nBm52nbuYPQjYn9EDWRozA8RW51N6K+QPnskDT1rzlY+RTtu7fQ8bMrsHcVUEwVEahLXA0aO+Aqzae8YbqCfDbShGTkqrjC01Q0NKIaZi6L1ZIl8ny8hRpChChr5ygHzxOHHh27NtB3xy5W3LETLWExeeAYia4clXOniFwXPZ0itbIf/QppjDM1SVitYWSSqFaa1AppVZa6KQ3JGrEboyzaQDWShUKnLqvYAox0WvpwNgzxBchM+ThG0ZQlBvQ/HBYJqPytiygmrHrQO037vtVEtSItW7ZdZfkmDztBeeQC5//lG+jJBAM/8zqSPfLGWcQxlZGzOJMTtGzeKo+VV4BfKlKfvCQn31+FUf0ylrGMf384evQo/f39rFy5EtM0uf/++3n88cevet0jjzzCr/3ar2Fd0VF9/PHHuf/++zFNk5UrV9Lf38/Ro0dfcXvL5POHxJUt9zgM8AvzS6Y/K+dHMNJp7I6rxf316RmmD3yPrn17SPZ2UxsfZ+HwYfJbt5JZvZqoXmfhyIsE1ao0jLdtnOlppp85gDszS8e+m2jZuOGaFy9V09HtJGGtIn01X0XLPQ5DCidPolk6c88fpHZpHMUwaN15A12330F+y9ZGNUltlu9/7rV3M3voMH6lzOyhg3zsihK9ruv8wR/8ASAvcvfddx833njjkm2+5z3voaO1Vfppqjq/cfdvoJomIoq4VJgAYH3XYPP1G3s2yP0euCxU57myVbm9ayOxH5I15UW25tUa2dmLE9eaTC9Sl1q55NU0D2x7PccmTjBXm+eXdr8Fy7gcL6ioKmG9zkTj/WzoXt94RrB1i6xijo2NUTl3tpEvD4ODg7ijF4k9h32vv0++Z99n+MmncWZmmusuHDvC5BNPUJ+cbHwJMeWR8wSVMqomCVcUxiS78yQ620j0dGO15jFSNomePlJ9vVhJEz3fgaopzTaulWuhfddWwlqd0tCorPpqBqmeDox0gsKJY6T7B2jdto3OvbtY9cA9xLFANSyciQniKMIvVVl142qMhEV17CKVc6MY6TTdt93MwrFTGMkEeks77tQEPbfvpf2G3bTu3I2WSFA8dVxmkhsQlMsUjx/FHjBJ3LpAekcG4cdETrSUhC7alDXsh0QkLrfdG44DURASOm5TTqHZ0m4ojqRK3y+UCWsBqmoSJ4t4ncdJrU+z7q0P0H3LbhKd7YT1GropaF2/kpb+HEE9QNGSlM9dJKjUmoM4Qggq50dxpmdJdHbRvmcv9Ykpgqr8jtu2rMbYMo9iOxA2OgxxDKqCZtqIIG76/sa+L62RFj9bw1x+MTL2R4fUSMdhTFBxUVYUaL+rm6hepWXL9msO/QS1Ope+s5/542fou/s2Om/c0TyXRJ5H8eQx4iikZev25s3m9RC5LpWRYTJr11/Xe3UZy1jGv39MT0/T3X1ZHtjV1cX09PSS15w4cYKpqSnuuuuuH3jZl2OZfP6QuLLl7s3NYOZaURvExS8WcGdnyK5bf9Vy9YkpZg4eouuWvdgdbRRPnqR64QLte/ditbdTuzTOwtGXSHT30rJlW8NU2ad8Zpjs4Dra997YNJi/HoxMlqBSalQ+r00+RRRRm5hg9nvPMf3MU/gLcxipJPmt2zHzreQG12Pl80urpldoWUUsaNk4iJHOkOjspjoy3CSmpVKJ3/qt3wLAtm0effRRvvSlLy3Z/u//3u8xu7CAZZgEccgffOGPkBGWJr1ZeRAPT5+VJMz3OTV2XK5Pt0nH5pLKp2naaAkLvUkcZa1zkYAu2tssErTmx9E13rHnbc31/tKNb3kZKZLJUT05+X6GpocaU/Nw4vRJAHryeZzZKfSGNnZ4aIjy3ALZgT5eaLgC2KZFOgioNjSwIFvJmqk3SBQY6SShF5Ndt4789h1olkXohHTfchPZwY2kVw3ICfXWPCISpFb1ocQBM8++QLY3j5aSJGH20GEmvv0kVmtOkmc3xq/UEXFIeeQs+a3bSHRevkkykgns1hxWLgcIpofnUdMtRNUyF778NWafewEtnSWzfj2TTz2H2ZIlCATF4XFSK1bgzUwihEAzTbxCHWfOIbdpK6plUjp9DIhRdR09bZPc6dPzjhWkNqUuk9CIy+SzkZ4lYunjGVSreKWytHJSFVRTQ7NMFF1FTyQbeepJhK8gQoVQnUesmWTlu9fTfeduFk4OUx4dA5BDbKUiYbmEnc9AsoPKxQLzQ+Oolo5XqAEKketSOHqY+sQl0qsHSPcPoFkm6f4VLBw9wtwL36Ny5gRa0kDfVsTsMhBOLFONbJmapSWkrjUOgkbVU/qeymlWqb+SyUY/nva0CGXaj73ZoWVfgshzJPG8hvF78cw5LnzlW9jtrQzc/1Mk2i/rQP1SkeKJI1ht7WTXbbiu8X1zfZEcMEr2rrgq3WgZy1jGD45Y/Ns9FhYWeNOb3tR8fPazn/3B3lsc8xd/8Re8//3v/7F81uVp9x8CkesSOg5mLoeII9y5abLrNgGLhuunyQ5uuEqcX714ifkXjtJ92z6MTJq5Q4dQNI2Om25CxBHFY0cQcUzrzhvQLJvKyCjVkVG0ZILUqpUke649tPRyGJkctYvn0RKppZnWcYwzN0t9fJygUkYB9EyG3IZNzL1whM6bbwMFgnIJe+u2q9YrLWAkOTtydpjf/aM/lOsVAm9+lr/967/B7uzi3e9+N6Ojo7zpTW/ine98Jw888ADvete72LVrFwMDAzz66KP87SOPkEun+c7XHucND7yJb574Fh994qO8Y+/bePuet/Lo8X/l1ORpfv5Db2VFSy+PnZBt/V/e9zYS6fSSdBc9mULEMZHfyJ5XpDZVkuFGbGMQNojjZdIahxHbBnfzhfd+/jN5YQAAIABJREFUFtuw6e4dYHT8zOX9FUXEvs+7b3qQ/+3rH+QT+z/F7MI09cDhu8NPoSgK7/n5NxM5Ht7CPADFSpW3feC/snndWv7l27Jl8Qv3v57Uih6iw3PNdWcHN6B69aYfrN3ehjtfkt9ZwkZLpDCzHmY23TjmHMJaDaulBbdYJahUCYMYQ9FItScIax6IELPFoO/e11IZGcXMZSiePkdYCzAzNtk165oDZFcitaIbvzxHFEKur5O+O/Yy+73nAYGWyoBQuPT176DZFpUxFyEU1rzxHnTTYObgQZypKUInoHj6LCtf/1p026J+SeodrfZOnKkJFEWlOjZKfnuOzjf3EFVDyi8WKDzhIDxBLEIi10cgLZVEFMk4Tb0RCmAYRI6HYlrEdY8w8hEBRJ6DuqKOvUajPDmB0dLC5P7n6bl1L/33v5aL39mPOzuNkdCIoxC7p5fMytVkgNitMn9ihMrFebKrupk5+BzEAcnePgQhmmFRPH0SvyATy4JqjcyabSS6upg9fIL6+fNk72rB+4qH8BMEjocIVUSsEjg+cRBKeyknIBaR5JoxqIpyzRSkHxQyYlI6CJhbPVI7LGLPJdHVfVVXxC9XmDpwCBHFrLz3Lqx8bsl6nMlLOFMTZNaux8y1vHxT19x2ZfQsejKF3fnqzkvLWMYy/sehtbWVf/7nf77u811dXUxNTTX/np6epqvrcqGiVqsxNDTEL//yLwMwOzvLQw89xIc//OHvu+y1sEw+XwYRCYJ5H3/GJ1gIEL5s86mWitFmYnaZePVZrLY2FFXFnZ1GT6ab7a3K6DnMXAt2W/uS9VYvjDN/5Djdd9yMqqlS39ndTWbdOry5GWkY37uC5MqVeHPzzH3vEHoqRect+6hduoQIglf9GbRkqmEArmLmW/EW5qmOXSAolgCBlpTm74mubhRNw5maxsxl0WyL6vgYdnvHNVuCiqo2255nL47zyCOPLHn+z/7T/8JHPv1pvvjFL9LX18c//uM/0traynvf+14+9KEP8Za3vIUvfOELvPMd7wDgr/7z+1lpG/z1Gz/A2z7xbv7ia3/Fjo6N7Fixjc+/+xM88uSHOXrpBCenzrCuay1vv/mX+MW9byX23SWOAnEUEZQrKIsXXCFQLRNiQVCVU+PSQF403z/IgpuIY/as3rP47bNIrpsQgrff9FZa03k+9uwneercAXRNZd+Wbfz2O3+FW7dvx12oywoesHf7du58zV187FOfJJ3J8HM37eO/PfzXtK4eIDk731ytmcmS7u4iKMvhMEVTyfSvoDR8nrbtG/FrDmbqCv3h9BR2Zyf1KRe3UKRUm0NLpFDiABFFJHt6ibwqyZ4eVNPEmZyiZesmVG2EOFRQdBt3bha7vWPpx4tjFDzq02X8QNC6po2pJ59Gz6TQbBuFGK9cJbdpkOLwGJquoGow8e2nSPV1k+xdQfHkKZyFGit+6g70hE3pzCkA0gNrcSYvoScssoObKZ46QfHkMfRkikRnF4ktBjVvGpw03pSLWrdR/AzhQgixRuxJz08Ra7ICH2soZgx2jYACiVUZlESdFfe9FkVRCKrbufjk9whqDhNPPkt2TQ/5Ne2Ebkh5vEC6K4WVvWwB1DLQh4rH/OkJQreOpisYyTTewhyR6+IbBczWVjKr16JZFoWTZ6iMjiNCD131iKoqzokEagyxGyE8ae0U+VHjMFIvW3sJAA0hVMlBq6AQo5hXp/q8GohIEHsRkVIh9RoVu8tAMwyya9dTPntaBlp09SDimIWTQxSOn6F1+ybyGweX+GbGUUhl5Cyx59GyZcerdsZwJi8R+x65jVuXB4yWsYwfE17tVPq/BbZt28b58+cZHx+nq6uLxx57rDnTAJDJZHjuueeafz/44IP8/u//Ptu2bcO2bd73vvfxzne+k+npac6fP8/2RZvG60AR/yM/7b8TiFjgnKtTPljEHXNkhULIE3xzQEUImZgjBJHvYQ9YtL6mF7c2THpgDUYqg7cwT2n4DO279y6pPJRHLlA4cYqeO24hcuoUT54kt2kTdns75bNDhPUauQ3St7N46jRBpULLpk0kuqQGrXrhAqHjNI3mXw1Kw6eI6lX8Uh3iSFqg9PaS7O27qioy/9IRjEyG7Lo1zD7/HNl1g9e0ZVk4+hKRF6MaBu7sNH333LPk+fqlcfxSkdymyxckqSEs4xeKuPMF3Ll5Yt/FSEnjahHGhKc7CWc19LRJ5HkY6bRsvUbREs2aELG069FlHnYcBsRBQOT46OkkmimXF3HU1Kp5hSKq1kg7QiHyJIlXDUloFmMgr4xHlabyMhLyct8e6dPogTnooa8qoZk6VncvZirH1LOH0BM2um3hl8rEQYjdliWoVskMrMZqb8XIpCkcOUpq1QrSq1bJ6tG5IRRFJbN2EGdmjktPPsfqn72XoU//C9meLL13vxYUhflD3yO3ZRuj3znEzIlRWnuyBF5E60ALoROx+g33UR4ZRk+m0JNp5l54AdXUcaYL5DcNUhmdwMzodNx0czOeVR5bI7gLRWZePEvLYB+ELpmBtVRGRmjZtpW551/ESKcoXSyQW7uS7n07AfCLZWqXJqleuIgIXPRkgsz69QhfTnq3btsBqkrp5FHiOKJ12w1Ersv0gWcxW/LUp2YI6y66bZDbMEhq1Spmn92PkU7ilx1yqzdiZPLUxi8S+z5OoUR9bhotYZJbtwqiGq07b2T6iSdp37unKUWJw5DCqVNElSKhHxFUfDr37aZyYQy/ME9qxQrym+TvyJmZpjx0ulkVlz6hAs22yG/dssSrcrG6P/Hdg6RzawkvZqgNl0ABzdaJfBc9kSSuQezH8nxx5dDUos1S1DjWGrGiigpqSkNLvjozdZm6FUMcE7VO03JbG6riYmSypBuT5pHvUR46hZ7OMX/sLJpl0nXz7qat1yJCp0556HRj2TXXjSt9Ofxiger5s+Q2X93aX8YylvHD4YmvfocXP77/32z9P/1nP8emTZte8TVPPvkkH/jAB4iiiDe/+c089NBDPPLII2zdupW77757yWuvJJ8AH/7wh/niF7+Ipmn84R/+IXfeeecrbusnuvIpIkH5UInS/gKRI6sVqqV+n4uAIPQj/IuCqU9eRLEMjPsE6kaf0tAZchs2LiF3peERimeG6bnzVtzpKeoTE7Tt3o2IQuZffB67vZPs2kGqF8aonr9AevUAbTt3LNUmWhZRsfh9P09Qq8kUktk5VF1FS1ok+/pIrVx5fe2nENQnp+leP0hQrRIHAWbLtQ2iRRhTn5im7567cGevFhNbnT04szMUjh8nrHm4CwUZP2gY8kKsAkJgt7ei6gqZgdXYnV2UciXmvzElJ8CVxQhNlTAMZctV0y8TT8NoamtFGEEszc+lxEFcjm2MQojiptWS8EMUTZVaOyEQYYRomNGr+uXBlcU0I0VTZbyhokoz+XpdElFVRcuFaJaBCGKUKKY0cgGrJUfva265bO7v+5SHhgiqVSI/oHTmnCSlYUhQLlMbn8RqbUXPZPBmLuHOzmB3dKDqGgtHT5Noy2NkkniFAooCqmky+70X8KanQdXJDKwidBxUPcAvV6lNzqCZFpHn4UxMST1pMovdJt9Pz2tuZebAARaOHad99w0AeAtzeAvznPvuEG19GYJSFTufoHphlPTAADMHDpHqX0n94jj5db107dt1+bvO59Ask+KZEVo2bcCbuUTl3FkUIlBtyiMXSPX1YLV3Uhk5R+HUGeqT0/jFGnEkaNu5HZSY2oUR/NIc3ouTKLqKls7jTdZIDnThzMxTvDCEV6phZpK07RikdesmFEWhePo4Ua2C3dmJOz2DnkjgzEzhTE1IMtW3lcnvHcct1Lj47adJduVJdLVTHRvHWyhiZmy8hQUQgtTKldTmXaa+d4yW/i6UcoF03cNsdKYjz6N28TzumAfD66g4MZrto6X1Rq67JG2abaDZCmHFI67RTCxRVBmnSSNrHVVpnmOEEESViLgaoaY1mehzjUqiCAUikNGwZq+Ga56jfe9a4noRq3VpTrui6US+Sjg9SW5tHy2bNl21Tm9hnsroOVIrV5H4AdrmketQGR0mu27jMvFcxjL+f4Y777zzKtK4OL/xcnzyk59c8vdDDz3EQw899Kq39RNLPv1Zn9kvTeFP+yiGgma/uslTEUUNYqcTug4EOrOPzqA97ZO5rW1JxbB4epjyuVG6b7+ZyrmzxL5P+5491Ccu4i3Mk10vp7Sn9z+LmcvSedstTeumK6GZJrF3tZk0QOi61MYu4M7MIMIAxTBI9PRgtuZxLp4ns+aVffe8+QW0hI2RSlI+Oyxb8dd5vVcok+zpQrMsmS8/t4BXKODOzuMVioR1Bz1hYbcm8aseVj5Dbt0qzGwOI5OhNHyOyPNov3EXM8/ux+7sRFFVkoNJCt/VZQyjuXhIShsZmYijELkOqmE1SWZQc4h9H81qZIUHPiKK5MXcqTd66qL5nS0SShSZ1KRaFlFjelpPp8D3II5lm1RRUBrDIGG9LiupqSSh68t1pmrYnStJr+pn7vkXiGpV2nffsGS/aaZJ7MsqbseNl/3QIt+nPHwOZ2qaoFaXFcBaldBxCA6fRDcNFk4MkRscwMglqF26RFSr4hWrCE8n378Nt3gBUbLQAo/aZERu0yAz3ztC101b8aYmCR2X7OAG5l44Qm79WqJ6DT1hk9+2leLJ4xSHRsis6qV6foTxF8bIdiTJb1pLaXgMgYJqmiwcPU1y1QpmXjpD7227cMYv4BeLmA27rMgPuPT4M7SsX0Pr5kHKlkJlZJTW3bsJqw6VhsxE0VSIBWY9oGXzZuy2PLPPHUSzdNyZSWm0n8vLqM6Zabz5KRR8zn3hayBAtxXW/OzrWDh8hGz/yuY+tlpa8QoL2B0dVEbP4VfmMdJZchs2oyflpPnAfbdTPDfG3OGjxIGHXyhgpkwiz8H1qiiNYymzZh3ZdSoClcLxkyQ7Wpg79BLarTchfJf6xUmCkRacIQ1VhVCpohigazZR3SHyGxn3UYyqqqAFGJ1JRAhRLSJ2oysUHcoSuy9FURq8VBBVQmInRm/RUXQFEQhEKFBUUEyV3K151G6H+ROH6di9jaAwc1VOuzMzx9SBQ5jZDO27NlO7OIpfmMdqlTIgIQS1i2N4c7PkNmy6pgb4eoijkPLwaVJ9qzAy2Ve93DKWsYxlvBw/keSz/HyJhW/NyanThPoDaZbiMJQm53GEgkCzDaIgwJ+KKf2rhWlVSW5IUTx5hurYRTr33Ujx+DHMXI7MmtUUTx7DyGTJbthMZWiYsO6Q37oFu6P9utvULKuR6CIRBQH18TGcqSki30PVdKz2dtKr+psWL36pAKpK5NSbF+NroT45RbKnWw4dTE/TunPXVa+JwxBnakbmbJsG4//6bcK6w9T+Z1FUGflot7dgt6/BzOaI3DpGqUjLlu3NfVu5MIY7v0DPHbcS1evoiWRzaMjstDC7baJR57Jh92LLG0kAFVWVmdau08j5lq1zGaEYNRdRTUNWnhWFsO7IdqqqYmQyjX2RkBP0roueTBI5LkGlhmpqqJaNEC7EMSIMCVwPzbZQNI3I81AxMQcDVMugNjaOO79AZWKOrj07KJ44QbK3l8zatc32ZVCtYmSXXtw106Rl80aieg0jm2wS09rFMdyZGTDSVCfncGfmqZ8S4CaICxbC6UbVTASCVK0Lr6SikCV2EzjjFmHYzvSFCYxODZGMEZFATySw8i1Ui9KD1O7owEilKA8P405PUJkpoQL/L3vvHWXnXZ/7ft6++549XdM0o1G3JFfZxoAbsRNDgAQMJCSXEG4glBBumnNuViDrBLICIdSEHJKsEyCLJIckpiTBNu7GNpZlNVt1JM1II02f2b29/Xf/+L2zR2NJ2ATOXYcwzz/S2rN7fd7v9ymjb/wpKQk4ehq/YQMCq7eHpcOnGXn9bSS6O4i1pcgfOET3K29CNXRmn3iGWFcHuR1baC7MR5PbbvIHnkcICJoO6eEhFCWI5BU2hYPPY+baUVSN4uHDxLo7UAyD7KYtLB18gcZiHTtfxkgnSPW3o+oCfGnUWc7iXIaRzdE4/kJUWemRGt6KFU3sQ8/DKRZwC3ncYoFsf47AF9TmiyQ7kjJ2C4vy+AypgXYCx0GPx+m9diuGVmN6zzhtI73Mffd7JHPrae7PETTC1lZEI4bfbGIkkxGRVFANHeF5hKqCohvyYMcE1VQJmgFBMyR0BAi19b5eETyJ1j/CC/EWXdSYijUQIzYUJ74hQWJTksqZM+QPH6f7hquwF6ZJDY20otxCz2fxwGGqk1P0XH81qfX9KIqCFrOonDoBqoqRTMssVgS5HZevybwUhBDUJk5hpDNrBqM1rOF/C15+E9F/BfxEkU8hBKUni5S+W0A1Vdn3/QMi9H30eJzQ8+T6VwiE62Ck44gQFv51jthOF9+apf3KKyi+8DypkRFAUD5+lNTIKG6pQn7vPtKjG+i4dv1Laq1UyyJ0HKpnz9KcmyWwm1ETTgdtQ+sxMxdPIZZjlrxq5bLkUwhBY2aO7ht34xYLaJaJZpo0F5ew80WcxSWcUpnAdlA1FdXSEb5LrKcDt1ig67rrMNLpi37EhBB41QrN2WkSfQOyr/zYCXpfdVOkF11AT6VkakCjgd9sog/VEeNyT+lVonpQmQwvn+MwbHWzK6qKnojL501ZmYpKEpFAiFBmMgqBkU7jlisycD6Kv1ENEy2ekJeLyaly6PpRC5DUjSpRxaPfsFFNXa7yGz6xTdB+w6soHDlG7cxZEp0p9HSSrhtvpHziBIt79tC2YwdGKkVguyT6L3YOK4pCbtdO5p/6HrGuTqxcjkT/IH69RnOuhFrO4Z3rRFVjhI6HoiloMV2GiXs+ofBAURACQgJCXAgV/BmdYEFDURMsjC+QuX4QVTfkZC663UT/AKHvUZ1collx2f7On0c3DdxSGUUFO18j0ZOhcnaGjW++s+W2j/f04JbKFA4dwvdkZFXX7iupnz9P8dgJhFARfhVVV0itH6Rt21YURaE6cRKzvRO3VELV5uX7yQlQTWjMLhF6ARPf+I7Uxq7vR7ESZNb3kdu6gdq5SezFecpjR9HTMeyFecz2DtxinubsNCgKib5B6lOzOPk8frWKU8jj12uY2TbM9g6S60eoToyR7OiB8CQQUp0po2rQdd0VLO47wuL+I/TedC1uUWb39l6nUjh2lpjRS/k5gZYI0eIrmxHNMglsG69eRzV06WrXdULXQ9FAe1E2piBAMUPCwEMzVMxMVq7R/RexUEXmtaKCCCA2EKfjri5QoHD4ONUz5+i58WqaM+dJj67osuvTc8zv2U+8p4uRN9yJFltZh+vxBJmNW6icOo4IBVZH10u2FV0KjZnzhL5PenTLD3S5NaxhDWu4FH6iyGd5T4nSEwXU2EvpOi8NmdW3/IMhs/0C20YxjEinCJ7ToP5sSOb2QSpjJ8hu2Uxzfg5V14n3D1E6egKzPUfPq1+JFvv+ocwiDGnMzdKYmkJE3dNWLkd2y1bMtrbv+wMSOA56IolXLRPvWXfJ8zj5gsz7nJ7BXpjFb7qc/eZ9qIaOoikYyTjJ/h6MVIrSiVOkhweJdXZidXYx+9hjWO2X7opWFIX0hk0UjxwCRSV/6DDJ/j7q5ybx6nWCZp3QD2icn45W4QohAYrWiYIGGqi6jvB9VNMChDQWuT6qaWIkV6oKARRVI3AdNMsi9H38Wh1UBT2ZRNU0VE0j9ANU02zpRhVVZkX6dkPqPHWDoNGMesXlKlRRlWitH+KXm2g5Qe66rSAEtXOzJAYG8Yp5is8/T7ynh+wVV+AsLlI4cIBYTzciEJc8MAA5zc7t2E7h+RfovP56auPnKT5eIVxIooukNFwZLqol9Z7LLmQ1CHAaruw4D+RzLXwPRVMJQx/VlBWb4QKUHrSpPjmHOgThK0IUwM4vIXyfaskh25XCXSqgdrUz/8xeiOrHQ18wcMs1LeK5jMzmTcw8/Bi+7ZIaGmDqgUcIHIfkQB+ZDSNYHTn8Wo2lffsIRoZlVmmjjlepIhR5ENV+5QiKZrGw/wUa56SBSBFgxA2sbJpmfhojLQ+WgmaDeHcvoR/iFAs0F+eonTuDahjEe/vxGzUa01OEjk1ztkK8dx3JwSH52Yim6vbSAn6jiVeZILdzJ/Xzk8RcjerkLPnnT5Be30NjfonJ+58g1Z9CVVTS/d3YUxbOsyGqJQi9JlosecF7TkE1JKm32rI4xTKhH8jsVt2KIslan+JW0J4IBaquywMhUwGTy0IIQfVQhdANCPtncYtFunfvojFznszmrXLD4LgsPPc8jbkFel9xLcn+S08k/XpNNn5p6sXZvS8DTjGPs7ggNxkv05S0hjWs4QeDiL4qflLwE0M+7ckmxUfyL8NQdHkI32+RIkU3Ws0my5V80pQSoFga1Scc2t88RG3yDPHePprzi7ilSdqv2nVZ0gbyR8deXKR+/hx+tQKKgpHOoFoWHddcg5l+eRqt0LUx27twSmdkXmUQ4BRLUp+5lMctVwhcV1Z2jk9gpCzivd20d3djZjPoiWTrh2Zp30EyoxvQLBVE5ORdvh3fJ4iml36thler4TfqBLYd6S9PoSjg5BdRdA3NslB0jURPD1auHS0Wk5mmZyZRrvFxjpr4XgMFHy0eR1E1SShtF80yMZKXaFxRVfD9aJ3uRDFLQcv4pei6nFjHYqumnxJSgyezJHWE50v3Oxp6MhnpSB0IQO3Ps/jcIQLXw8yk6bp2FwhB8egJalPncQp5cldeRdeNN1J4/pD0oXyf95oMpleZ+fozBGe6IcwhwgaapePbIZpmAquzSaVDX0hVQigNVUYmjaKoBK5L6DrSVKULFDXEr/twJM34J55F31giOZjGrtj0XbuRRG8v83v2oSdjeLUmoWYinDrpkfV41TLQ33pPOsUShcPHcUpVFFXBrVQwUibdN16zKlbMSKdJDg6SP3AALaajagrJwQ3omSzlsXGmHt0DQqVtywZ0PcDMpGjbsYvp7zwiZRLNOoWDL+Dm+3FLedp29WKfmQDhoxlJjGQGp1igevokqNIclt64mcLB50kNb1hl9nMKBUrHjmG2tdF29Q5UXccpLJHoDEgNXsP83qPUphYxUnEQHkvPT9J3825UvwvGfNS4Q+A2UVQDv95oSVqECOWUU1EkqdN1hO+h6uqqIgYgkoXIgGYlyp99OVAUBTWuUDmQR5sTdL1xM83ZKdq2XYGeTFGdnGL+2YOk1w8w8sY7L3m9IgypTZ7Bq5Rp27YTEXhUz5wmvWHzy9Z6+s0GtbPjZDZtu+Azs4Y1rGENPxx+Ishn6IQsfGMuWr3+5zPpQt+T4eW+h6rHCZoNtLicwvmNetQzrYAiEIpK+eEG6TvbqI6fIbNxI8mhwUtODoQQuMUitXNn8cplEAI9lSKzdRvx7h4UVWXxuecQ0fr0pRA40p3tVacIPI/pRx7DLcvKSdXUMdMp0qND1KfnaN95BYoiCW/7risvui63WqUxM0fXK3bTnJ3Gq9WoT80gwpCZhx+Oeqo1SbQUBc000eJxzPYcTr6IQkhm0wZS60ckcQ9D5r/3pAxZv8DRby8ukb1xlMJClWBKRaBI4ul5eNU6RlJqNaVjePVrKDwfRZFaPyOTwq830BIrxi25EnUhxqrpZ+A60UpfTqSWCWjo+a3XRdE08BViWwTWaIxmoUZzoUBu2yZC10OzTNp3bic50Mfic/vJ79tHcmgQI5fDzpcpHT5McmiI1PBw67V3iiXKJ0/TnF1CLQzgjQvUmIGiCwhURBiiGhqB52MkYqv0vtEdI/CC1mNbmbSJKCLMx0hHQfwJcCsVqCYJj6UplxeJDcUJm1WW9i8QOi6u4xIKsHIZlEwCt9okaJRoLuZpTM9Sn55BhAK/adNz025UXaVw8Hnarti6ingGjkNzbganuEjoe1iZLtzCEsWT56iMTxLr6qBtdJBYZxvpkVGWDu3HK5VleH57lu4brmHp8Dj9r7mK+tQMXr1B5cRROQ5QVBy3hJVTSQ0OYeRyhI5D+eRxamdOY6QTVM+eIbNhNIqwOi3lHWnZ2rX83CuqhvB92jZvJDOynnMPPkFzvoBu6qTX9zH72PPo5zehmSZWNoFbFfi2jY6Q8pB4HL/eQLVMufloNqV2uFFHIMnohQHy8sBBkRFLmopqvjzyKaUrdTBVxGKSyt5Fel67ExHC9GPfwy1V6LvlFSR6Lq0VD1yHyqkxVMOg7YpdLVKeWj9KdeIkmY1bv68WHOSBZeXUCZKDwz+QMWkNa1jDGl4KPxHks/DIEkEtWKXb+sEhW1fQdTn1dKN1u6ri1euwbJRRpZtaMRX8Ijhj0POGV10yvNmtVKhNnsEtFiEM0eIJ0qMbSfT1X0RSNctqafcuROC42PkC9sICdr6IV60Rej7ZTetozCxgdWZIrOuk4+orMTOZ1v3wajUa52dJrOulcOggsa4u7HxeTi+rVTm9bNo45SqKqlJ84RCqrsmoIdNEMw2SQ4PoqRR6LI4ai6Ea5iqDkd+cp+fG3ZSOHyHoWYeaSsl+7VhsFfEMfR+nWCLlO5hbi/j5HH6zjq82CWwHI5OKCKQTrddX5AqB6xK4XhQtFEP40tl+YTWgamj4DUkoFVU+Br/RAASKqoMSyhQD05Lh/KoaaU+rqJqFmlDofetW6jPTFE/to21zP4Q+5779ELltm8ls3oCVa6P/NbdSeOEY1TNnUQ0dLR6j68YbKB07xtLevcS6e6mdn8ZvNEgNjOAtdOHOe+gZ6dAPHAGKQEukCV0Hv2Gj6Aa4rjS4qRqhu0xEpSb1wim+8DwZLRUSxf9IwqQAWlLHt32Y6CK9tQ8/MUHCSlI9M03gi0iLmMDOFymPjaMaGs3576GnkpjtOeqTM3TfdB2xznaKLxwkMdBH7ex5En39hI5DY3YKt1gk1tVN2xW7qJ6ZZvG5I4R+SG77FobfeCdmOknAOwhQAAAgAElEQVToexQPH8Jv9EY6Yov6uXOYmQxerYGejOHXSxA2iOWSoGq45SpoJm6pShgYqFYKIyswUmmSA4P4jQZB08XNL7K4NE/oBZjZNlLrh6LnaOWz5DdqqLqOVy1TP3eW9k19NLIxSuNz1M7NoS8NE9oeIvQxjCTmsgTAtkGAH+XCGqnYyulhAKokmCL04AI5zbJURx7gqC9ayV8aIgzxqjUpf9E1QjfAPZGhvGGWwtgRsptGWHfzDas+QxfCrZSpnh4j3tNHvK9/1ZrdzLaRGhqhcnqMzKatl+1uX86gNdtyrc77NaxhDf97sWY4+i8Ev+JTO1hBtX44rVLo+7J3OpArdxEKdMuUxpZQkgZF10DILD6CED0VwxtXUZSVaYffaFA9ewYnvwRBgGrFSA6uJzk4eFH4+4VQTRO/Vqc2NYO9sIBTKEmi6UfRTzELM5smObAJM5fFWZxl8LU/jd+oUzs3Qay9Hb/ZxC2VcCsV7Pl5NEtj7vFH5Vp1KR/lD6qoloEWi2O0ZXFKdbpukH3y9vwciqYRX9fP3BNPkN6w8ZL39UKDkZ5MkhoeoTp+ktzOq/Cq1VYP+jLspTxWLo29OE/nK3ZRS9osfsPGb9hYbZlW5qlqmq3oI0XVoppTG80yUE0T4fuEroeeWB1Xtaz/E2GIEJJoAvKH3ffQTBM1mmAruo6o1+V0VZG1nO13pQncJgt7D9F32yvRTY3a5Bly29bTXFyifHKc9l3bSQ0P0nH1TppLfRQOHpA5lnOz6Nkc1dPjeNVTWF3ddF6zm/mvzuLlvVbaQqCoKIqPnk5LUrGcdWrbknj7PooStLJQl3MjlwmIECFhNHlXVBW/3pC6ZF1ejwgCwjAk1pak+FgBfVBF6csThIL2nVvwSkUaM7PoUVh7ZnQQzTRB6BSOnMDIpsjvf57AcdGTcWJdJiIImXv8CfRkjOTgIKnRbsqnJ5l5+gVi7W2kh/vRLei4ZqV0QNUNEv2D1CYnCAMfq6ODxtQ0Zi5HeewI7Rs7cYoFFNNCj8VJ9PZRfOEwPa9+FYHtUJ+Zoz41w+K+57FyWRJ9PQi3SmrjFpaenUGzDGJdXfj1KvXpKZJ90mCl6oY8oHIdhOvJLNOhEVTTwq1WGbztWop7azTzIWg+CjpuqYyRSWGmkzhCELguQojo/SUfjx6LJtOKdN1LTbho/X05/isMBbr+0ge/IghwqzX0mBXVcQbocQu33KTwgEP/u19NvOMyObxC0JyboTE7Teb71GSabe0kw5DK6RNkN21bVeSwjMbUORAhyYH1L3mf17CGNazhB8V/efJZPViWETz/SZ3nMoTvyymTKrV1eiyOV6+3dHeKokYrzxDNirVaZAI7oHakRJhawFmQ60jVNEms6yM5tF7+wF8CftPGXlykubCEUygSODICR/gheiKOmc2QHh7E6urETKVaWkavXsctLCGCgKV9z+E3bYyUyeyjj7bc46qhS/KcSUvHv6KQ2bgJzYqh6HqLKCw8u4/s1k3EozgXRdNWopAug8C2WXxuPx1X7cKIGlWsji6cQp76+UlC11u1whNCUD83iWpotO+8CjSNWv0QSo+CMheXq+/WuRVUU2Z/ikBEa3FFakNR8Gw7yvO8+G2t6LokZMiDBBEEEAr0ZHLVNEpRZC6lUIBAJXaVT/n8CxTPKnTs2kZyneyrNdty1KfOYSRqJNZtiMoETtNx1Q7i3Z2RLlOhMnYSRdfJ7boCM5ul9Pwxpr44BnYMLaEDAr/RkNpBVYUgAE1raVS9RhMtnSSwHRRVaRlWECFCKC1iLjxfGquCAFXX8BuODN83DYJmA9/2ibVlUFSVIKzjn9DQbAujx8VZXCQ50Eesq4vKqQmsjg5UM4bfqFKbLtJ+1RVkN41QPHxIVnqqGo3pWdkmFQQ0i3UKYzMgBFYuS/u2UeK9XYjQxZ6fo37uHKn1KyTG6uiSRqGmjdt00Cwd4dkoqobTgP7bbqDw/CFi7Z14lQpGZNrSYhaZDevJbFhP6Ac05xeoT88Rug2W9u5FhCGx7j4ym0Zxy0Uas1P4zQb5A89htrXj2w25lVAUMhu3yEaiIEDVFDSrg3BcYGQDvEad0PNRdA23VMVIJbAySZySjwiWW7Y0FE1OJhWPaBvigapGB4TRezAMW5WuL7VyD30fr1ZDTySk3V2AQMWtVOVmwY/jn1Oh4+LLiiCgOnGawG6Su2LXqu3ApWC1dyLCkMqpE2Q2b1t1fie/hFNYom37msFoDWv4/xPixfXO/4XxX5p8Cl9Q2VtGNX747mE5+ZTkQDWMaAInUHQZRy51egZaPCFNIQhCxyV0PJYemCTx6iqxri7SwyOrXO6PP/44t912GwDzz+7DLZbw6g1EIHV/eiKO1ZZFtToRvkfbtm1Sz1mp4NVr2McXCR2bwJVTF0VV0BIWmmmAohPrbAdCMlt7iHf1Ss2j4zL76BP0vPoa8vueI7tl60WaLrdcwV7M03ntVa3TlOiHlcusBkQYsvjcflLrh0isW3HeKopCemQjxRcOIIRCpkv2iwshqJwaI7CbZLdsQwiYevC7aJbJ8PuuZ/afxrFPuRjZ1dWDgevJtbZmtGoRpTEnRItdTOZDz4UgQCiKzAYNpPNdeN6l22SEguIpJK8OMNY7hIsJ/EIFt1KKbk+SvtR62dBUOzNOojeLlsiw+OwBFEOFaKoX6+2leuok5ePHaNu+HTE7gKiXCEUTXJPQ86JA+yhU37FbBwlaLIbftPFtO3rOl1uXGtFLELbIQeh50X2TU1AtZsnayNAn9OT0TAQBXrUmDyA0CM+307a9h86bV+JzVF2jcOQEjRmBqvkk+3po27yB4pEX5Nq5VkGPxUhvHKUxm6d0cgJESMeuLaT61uHVariVKuWxcRTVJ/R97KUS9fOz6MmYvD92EzVmgaqgmQaBHRI4HoqVQE/I2lW3Uia7bRvN+YUW+bwQqq6RWNdDYNdpzJSx2ttwSk2KR8coHj1JargbM5sjNTSM36hRGT9JaNvSmKMbMoIsnsCvVwGo7WsQ+gItbqBZWbyGHbUXgV9vRnFjGqGiEXgeVOsYmbR8/TQ9mn5GlbJR9JIQoTQbBSGqpnxfs1Hguvj1BkYqiQhk3Wfoyim3mUlHB5chxUfypHZlVmnXfbtJ5eQJ9GSKtit2tib9L4VYZzeICwioabU2JdktV/xAOaBrWMMa1vCD4MeCfP7qr/4qjz76KHNzc6TTabZv384HP/hB3vKWt3zfyzkzNsILUa0fRuu5bBqA5VVnYLtASMWt8bePfZmHxx5nqjSNpmoM5Pr5ma2v4YO3/LqM7TF1lCBG584daFk5fauPT9BcyOOWy8w++2zrdrxKBau9jdSGITTDIHRs/Lp0knuVEiIMmH/qKTkBMww0y0KPx9E7OzDSKfRkCi0Wl80xmt6KWHIKS7iVUov0NufmiPd0S5NEGGBksxc95tKxMbKbR1dLAaJ2IPn/i0lb4fBRVNMku2XTRX9TDYPk8Cilo4fR4glEGFIeOx4FgtdRY3Emv/0oyYFeuq+TE5d1vzjK5BefIywZKKaGCFwC20FPJBC+S+i6rTVx6HooqrpKMyPCQLYYCYFq6vJ1M1T0eBxF0/EDuca+0CASOiEIlcS1Lu23rqcyPomVMshu2kXp8AlmH/suPa++CS36YdbjCbLbdlCbPEtzdhozY4Jm4BbKgEqyt5v0YB+L+w+x9NgpvGMd6NkYWqjjN+qAghqP4dtVNMtEUZWo1SkWyQtUeSCiSb2goso1veydj/rDhYiSF0REvgVaLI5TKMsYKUWagQLHbR2g6MmkPDh7wiF3vS9zRIHs5lH8pk3x6BiJ3hyJ3nbyB/YROE3Mjk4UxaJydgb74DiZjetZ/7rbEZ5L4YXDmNs3E+9dObAojx2T+sVSmdC38ZsBoRsSuA6GAqqu4rsBTr5Bcn0/9sIisXVSw6nqusyprVRI9F0cFeZVq5SOH0OLx+i4+jqq4yfovHon+QMHye3aRWP6DNWJaZb2HUFPWCT6Ooj39hHr7qE6fpLqmXHspUWZnRqo1J6vol7QrmUk4uiWiVuJyHoYIkIFM5PCrTUIfA+q1egAMUngSi1p6HmEngfxWPRZkekEUnt66e+hwHHkhiKdkk1dftjKE74ws1M1VEI7pHG6TnKLfN87xQLVidMkBwaJdV++nexyiHX1IkJB5dQJ0iObqJw6QWpow0uakdawhjX8aCGAcE3z+X8WvvzlL9PX18db3/pWgiBgz549/MM//MNLk885R5ovfkhInZ0kMyKQb47Z6gK/+He/ynR5hrgR55ZNryJtJhlbOM2X9vwDv3XXb8uph+cTNB2m/uMZRExOzjTLQE/GMDMJ4t0rsUsKAW5hCbeUl/mUUb6j2ZZF7eqkOTdP1403rDL2XAqBY2PlVnZzRjpDY+Zca2rXmJkjNbyextwc8d51F/c+l8o4hQKdu1e3HUlyd+kntDZ5DntpiXU3v+qy902LxVE0jcb0OfxGE0XTMNs7MfJVzj/wOO07t9C+ffPK+U2D3J2d1A5XcA5bEICeTaFqGn7gS52tKqeegWOjxeOEriOnRo5D6LlyehMEMk4J2Xu9vJaXXejNyIUviacaFySvrhNbH8dezFMZn6L/thupnR0nt2srpWOnmXnwUdbd9mq0eJzGzCyVk7I2ND06gqoJGrOzMlYqEef8/Y+QGR0ht3Un049OEgoHv1ZDCNl2hKrI1ATTYFlzipCTTFypr3QrNbiQt6hKKxROURS8Rl2erGtyWlqr49fq0XpeoBoGYRC00hi0eFweVOjglT0W/32K3rcMr7x/XB9Q8Os21YnToOuoRoalQ+MYyQRtW0cZeM1Nqw5MUuuHWDpwkMzGDbjFAk6xAGGI1dlFdvsVlE+exMykEZ6DorcR614n3dgqqJaBs1RGhD6VsRPUz5xB0VWKx09i50tkVb313pXxQWdpTE+R3ripVQerxRMIEYCi4tVK6Kk0CUUhPdyLEBpucZ78oRMYqSliXW0YqQxWewf1c2dxJnVC10c1VS58ohVNw8xl8EoVwiAEBE6pgpFK4jcBQsIodUCPy9YjkBKd5Um8/FegmZdeX/tNWRNrpJMEti3X/ZqGmc1cZuUtKD9TIrE5SWP6HPbiAtnN2zBeZgTbpRDvWYcIfMpjR7Dau7A6Lt+2toY1rGENPwr8WJDPG264gYceeoh09AUbhiHHjh0D4Jvf/CZ/9md/xvHjx9F1nV27dvGRj3yEW265BeecnHrdu+/rfOXpv+fM4hkCEbKpeyNf+rX/SXuynd//l/+Xp04+xVItTxAG9Of6eNO1b+JDd3ywdfuh50n9VShaA7+PPvAJpsszpK0U33jPPzLSNRLlRYYcnzmOW62iAMcXTvLZR/8HRxaPUnfrjPT38ys/+7P8ws/8DKGrIEK/dTttV2zHyGT4449/nP/1v77G7OwsjuOwbt063vTzP8+H7roLzbzYNf9ihK4ThbNLqIYpm3sadRTDxCmW6Nx9DUt7T9FxzXUXXb507ATZLZsuNkCp6iU1n06xSPGCBqPLwa9VMbJtUcNRmuzW7cw9uYfmQoGeG68jvb7/ostY2SyF8BipnxpCmemhcbpJqAWEntTqicAnDAIUTUPVDULPxa/X5KRJ1xFBICe+qionnxf8oCuahkDFr3uoqkbqqgR0nUe1LIQfUDk/Sd+tNxHr6sDIZigfP0Zm4yD1qXmmH3wU1TTR43Eym0dJ9K2QeHspH8kCfNbdciOV05Oc+9tDKE4WIx3Drzda0gzdtGSLkg5+oy41t7rWmnypuiGJqRAIPwBWSJgC+PX6qmmvW65GXimFEAVFCBkdpcjHqxraKp2xGtepH25gX9/EGopRPHyMoFHEaEvgVJo4tSahD9nRJIN33kysfcXEInNcm7JVqFGFwKE2MU5yaD2p9cNUTh0nNbwhWtUbuKUCqeFR4j29cgKrgGpYxLsM2q+6jjPfuJ/kuk5ZT4mKV64SuAGzjz9N6PmY2RSaKaf+icERjPTKxN7KdeCWClidHXilAoqukxrZiJHK0Jg+j6p303ntDTTnl6hPTeFXaziFEnoqiXdGTosD25aaaF2X03BFIWjaKIaOmY7hVWqIMMCr1eWEWUii7lVrMtrKVhDLq/cod1Zqky+l9xSRvCZATybxa3VZiZpMoFmXz9NULBVnqknxueOoqSCqyfzh8zcDz0PRDfxGLdoG/Fj8NKxhDWv4McWPxTfMhz/84RbxBFBVlR07dvDFL36R973vfaiqyt133021WuX+++/nscce49vf/jY7ZrfxqUc/zV89/kUAbt16C92Zbp6beI6606A92c7ZpUmuHLyS9lQ75WaZ7xx+kE9/5zP0Znt42/VvlZO+iHAtT5Ic3+Hxse8C8NZr3sT6tkGpCY2sMdt65fTu2PwYb/m7X8HxHa4fvZYNu4b4+re/ze999rMsWRYf//jHyV1gp0ms6wNgfHyCnTt3cscdd9BoNPjWt77F5z7/ecjn+fQdd1w2YgUiQvCiOCKQ00+vWibwBLHODrxKBS2ekOaGC+AUirilMl03XExKFfWCtXuEwLZZ3LvaYHQ5uOUSfq2Gmc0SNJsUj5/CXlik6/qrLyKeQghKx09SPjlOemQIwoCut/VRP14j/505qKugmfi2A0GAlohHOlypgxRhuMrFHji2NFr5IRggAkHohqjCQEk36f75DdjlkyT6Rmgs5LEX50gN9BLvlhNkzbRIb9pC6chhNFMh9E2CpkPb9s0k+/tW3Xe/0STe00O8p4fa5Dhmoh21GRIIh7BqR33xKoHt4EWh9kYqSeC4hLaDosn2pcCWUUuKAoEfokYr+eW1u6KpMmw+kNpCzbLQDZ2g0SDwAqxMCq9SJQwCtGilrL/I2ayZBmHDY+n+KWK7i5JgqTFpcnNd4p1pjESC7huuQo0MZ265hFPI4xbyiDDEau8g2T+Avnkri3v2Ss2sbhD6HpWTR1FUjdTQCG6lSu3sJPHunlbiQOB4aDEdp5inma+S6sshXJvcrl24lRqapdF+1ZVUz0zQmDqPkckRBlCdOEf+4BFJSjNpjEwSzQwJPB/N1GnfcbW8v0FAc2GW7NadKJpGoq+HeG8nS8/tQYvHCKoWfikAJUDTjJapzm/WW2kHRjqFoqhYuSx+08ZrNCAMpO42Oo9Xb6DFY4haQ67PXB8I5YGRqqySdkCU4Yl8zbxKFUXXMXOrzW+XhAgJbRdvzqT7Z7f+SAxB9tICXrlEdttO7LlpquNjZDZubZnZ1rCGNazhR40fC/K5YcOGS57+yU9+EoD3v//9/MVf/AUAr3vd67jvvvv41Kc+xRfv+AJfevorAHzgNe/nnrt+F5CT02VX2Rff8QUeOPIg08VpTM2gr20dZ5bO8uTJp3jb9W/lkecf5MlTT7Vu89UbX8nW7k140cRyKDcgdXWRpkvR1Ch0XeWrD9yL4zts6d3CN/7bN+j7tUE++clPcs899/D5z3+eP/7jP77k4/qbv/kbvvnNb3L69GnK5TKjo6Ps37+fJw8eJHQc1MSls/kgcuUr6kU/HEY6S3NuBrtQJ7Gul+b8LPHei+v4SsfG5NTzEj88yxO35UmbNBgdILV+cJXB6FIIHIfmwjyxzi4ym7ey9Nxz+MUpNNMgPTy4+ry2w/yz+xGex8Adt6JaJlP3P4xXqZLclqaaX6AtM4wzrlE9uIQQKn7ZkUafqAv+woamwHMjuYRB2PAJNUnWMruzpK/NUDl/GKc2gZHJYnV0sbDvMGbawmqTRhe3UqVyapzG9CyJgT6Sg504S4soVpL8gcN45Sq5XTtaz09gO1jtOWLdPZjtHSx8c5zQ9VB1gRqLS+2lhwwsbzTQdDVy8AegrRiIFF0naDZWWpJUVbYzKSGapSGETC4IhUCzTDTTJLCbUtoRs/CrNdmwg5zIG+n0i7S6kVZUF9jnbRr6HML0SPR2khrI4ZQc0iN9uIUC8089Q7wzi1suoSeSmO0dZLftiNICVq6z/eqryB/cj7Mkg+mTA+sxsrLSUU69F6mdPUs80nF6lRrp0SupnzuDahmkN2ygeFjqgr2pGbR4nPyBfSiqRufuG9Djq8lz4Lo0Z+eonZtEqBqqodNcKHP269/GzGRQTR1VV3CKZZnwkJCtWaphoFoWlr6eWnwGgYui6fzC3/xf7J3cxwdveS+/ect7UXUtcrfrKIaBHo/JAgDblu525LQzdN3IiKYi/IDAddEMjTAQ0mx0QSSWV61x6+dey3R5ho//7B/x1hvf9pJVuyBLLkLXRbEMRCXxIyGeXq1K/fxZslt3oBkGiYH11M+doTI+RmbjlpdtXlrDGtbww+MnSPL540E+JyYm2LZt20Wnnzt3DoAdO3a0Ttu5cyf33Xcf586dI1/N0/SkDuu64Wtb51GjL+1z+fO8/nNvpNQoXXTdi9UlAA6df4EvP/uPrdPTsTQ3Dl+Hoep4oc/50jQQZUiGIaxs0ZleOg/Axo4R7Hye+afPMqDL2242m4w9/CDl8+db588/f5BKtcZtv/CLTE5PX3yfCgUq46fkD7CiyB99Rb3g/4rMGlQUGjPTUVal0lrx+s06TqlIcnAdzlKeWE8vbrnUOo9TquKWK7RftUOGkyuKzP6MbkcsP86oZah45CiqaZDdsvmi+3oh/GaTwuHnQQhS6zcw+8Sz+I0mia74ReSlubDE/DP7SA8P0L5ze+sHNrN5lNLxMTIbN0AQkNnVhztYxFanUYIUSiOJvxRCM05g+4TNAEWXervQ8dEzMcxeg1phnO7XX09sIB5p/MCsZHEWF8hu28HSoSOyMjVu4dXrzD+9B6dYJjM6Qv9P394K6TfbclROj9G2bSOl46fxqlW6b7qRoNmQne7LJi6h0DgeghJEes4AI5Ug9AP8eoMwCNEsQ0o7kP3nWpRIELouIGSNpKJIPaBMWcL3A/SYGdWdhqiWSei5kT5ZJXRdwiDEzKTwG82o2zsiEkK0iIwIBcILEL6KyXq67+yhOnGa7KZNVCYm8UtFVFUgRIhdrNK1+/pLFiYIIXBLRRoz5zHb0nh1m1hnO2bbBZpmRaHtiitYfOYZtMQK2Yp1dmIvzJHuy0lNrqFTn5nGyS8hQp/0hlES/QMoisLHPvYxPvzhDzM6OsrJE8dpzk4xfvw4V931swB85EO/wYfe9W70RJI/+asv8Gef+QxXbNrEg3/9JdxypTUp1RMqYaBin1+Uq3FVoFvW6oMuAZPzk9z+BXndT/zW/Qx0DIIQaLEYiraSeiEUhc8/9Hn+8sm/ka+johIzLLqTXdwwspv33vE+RjqG8apVFE3jzVe+gbJdYcv6HS+DeIro9fRlJqdQcGadlg72P4vQc6meHiM1PNoKm1cUheTQCLWz41QnTpHesHktbmkNa1jDjxw/FuTzox/9KDfffHNr9S6EYGxsjKGhISYmJjh69GjrvEeOHAFgaGiIjkwHcSNO02uy/+wBbt92W+vyoQh5+NjDlBolUlaK7/zO/Qy09/OOv30nT4x9t3UI8ruv/z1+85b3El1wOTuaWza9iofHHudrB77O21/5S4x0DCOFoYJT86fZ2DVKX1u0Rl+akAH0msmJ0xMAxCyLFBpOuda67/Z8nsf37GkRz4e+9CV2btnCPZ/8JH//jW8ghMCvN6UtLiIkLeKpSldz6Et9qlevSZ1g5IpGCEmK0nEa01MoukZzeir6uySUzdk8WsKidOzIqsuKqM99OXNz6dnvEXoetcnzmNkkC888tYoAr/yrRpExTsvkM/kfD6IaOtkNfdhLBfS4SfHoYVBV7IUizcUC6eF+jJRF9exE67o0U8WtlCgePoKZy5I/sB97KY+W1NAsF8UQtN+5EUVVcRaLhLZDrLMXuzCPFjdJ9HVJUv5AHRI1wkBF2LIW1S0WQDcoHDlGZXySzOggbnGJ0HNJ9A3QdePuiybBVns7uR1XUj5+hLZto5RPnmHmocdo27mF0A9kZI4QLDx4nNARGG1ydRv6HkEUHK8lE4SV2ko0TxgQOk703pOrdRGEKEqIoukyP9LQQANVCFRVrnwVQ4/0hy4iVJBHQApWWybqsdcI/SDSNMpkABEKeX2mAQqocZVwWqMyNoZqatQmJzHSScqnCsTb47Rfcw1Lew+RP3iErhuuaZEeIQReuUhj+jxCCBL9g5ht7ZSOvCB1jC8iSHosRmbzZqqnJ1BNFSOTkX83kljpCm4xj5lrpzZ+GhEKOq7djdW2ou289dZb5WdqfJyjjz3Ehm1XcGBmvvX3p/ft5/f/2x9QnzzPd5+WG4ufeu1r6bvtlYB8juzFJapnxkGENE5VCFxADXCD6kqyhZBSCDNYkfuEXiirXFWV0HHkqjybwavWpaErlN8ZSTPJm698Awv1JZ498xxfO3Av/3b4Pv7q7k/zqo2vIPR8fvP296EnEi85WZTmuSYoSkQQo/eFHRLUAvT0f+4rXIQhldNjWF3dq8yJIAloaniU2plTURf8xpfVzLSGNazhh8Oa2/3/MDz77LNs3bqV22+/HUVR2Lt3L1u3buV3fud3+MAHPsAXvvAFFhYWqNVqfPvb30ZRFH7rt36LxGyCd970Dv7HE3/NFx79K45OH6Un28O+M/v58q/9HT0ZGRhec2p87N//BMd3eOb0nhfduszZcys1adpA/iB8+Gd+n6OzJ5itzPG6z76Bmze+krZkjvGlM5ycP8Xhjx7iV25+J//2wn9wYv4kv/R372HTC5v52te+BsBvfuhDjLz2LiYvaOPpvflVbLnAmPCJr3yFTDrN/Q89JO/J8qQTldANZKOP7yP8QBpvfB89bkhdXmUWVdNQdF2uDHUNCNAsg6BpoyWSqEYcRddQdR2/0USIAm3btkmD0gWXU3RdtubUqlQnxon19rP47F7W3fJq9GTyYpIbEVqvVotiYIbwbYfa5DkSvT3ktsv+7drZWWJdHQjfozFfJvR9umr+D4sAACAASURBVK7ZgWqZF1xXRHwBI5PGLRQRSNIk/BA9m8DKteFVyjRnpmV+Z+ATuHXqi83I/R6nfKoind+6SuGFw1htyei65evpNxzqM+dI9GTwSosynklXqU+fpTEz2SLTF5Lr5XV4UCoQ78piFyqUjhxH0VSKxw7LrNQzSRQ1LkllRMIUTSMMfJltqanoMSsijvK5Cxt2q6lIjZkIz5fTTUOTjn1VIYhatQiFbO9pNhB+2NK8alZEZj0PLR5DdT28eqP1GLS4hZ7U5drflG7y0A8wjF6yVw2hx2XAf/HYJHo6i1cq0nvzjcw+9jRL+1+g45qd+JUyjZnziDAk0TeImWtvEU2zPUdjZobq+ASZjaOrPlGJvj4aU+cRoY8ZZXj6dZsg1GkuzCP8AC0hTTgXEk+Aa3buIBGP02g2OXBulp13vJbvPvkkiqKwdeMoew+9gFBVyvML7D9wEFghrPfeey8f+9jHODMxQa1epy2TYXff9XzkjX9It5mNzHzLRFnhqcOP88tffXfrtm/7y9fJz+6t7+ODN/86BC6K5qNZGhor5Qxt8Qx/eOfvye1Apci77/1NXpg+wu//+0d47EP3E7Msbv7MzzBdnObP3/ZnvGX33ZycO8VH/+1jvDB1mIbToCPVwebeTXzq5/+EjmwXv/i3v8KeiWf55Vf8EvlansdPPEHuL3P80R//Ee95z3sAKSf60pe+xBe+8AVOnTpFNpvltttu40//9E8ZGBjgt3/7t/nMZz7D61//ev7x859B1XUWvZBU9J6emJhgeHi49V2TGt5IdeIUtbPjpIY3/lBT1jWsYQ1ruBA/FuTzHe94B4899hhf+9rXWjmfb3/723nrW99Kd3c3f/7nf84DDzyAruvceuutfPjDH+b2228n/+Aiv3vb77CxdyNfefrv2X92P34YsKlnI0krwWt33cX/ffO7uHff13nq1FP83DU/x2uvvItvHvjWi+5BlO9XqbXifQY6BvjWu/+J/7n3qzxy4jEeP/UUuqox0NbPO69/O369zvbuTdz7gX/m0w98jiPzRzn89SNs27aN9773vbz73e++6HFqsRg33XoLn/jEJ/j0pz/N9/bu5fWvfz3ve//7+fSnP42iaVi5NrKbL7/mrk2Oo6czWNl2Qn+FoIaex9L+/RipGH5TYOXa5Qrd93Ftm8b5GfRknNqZyZXLBZLYhr4fRfbo6DGD6uQMiqJSPHpcElRNi4jqCmEVvoedXyTe00vghlROnyHW2U7HlbtQdB2vVkc1DGJd66iePkGso42Oq6+87IrPbzapnD5L6AVYHQn8ehOrPUf3K24EwKtWqJw8QXbLNlRdp3j4EGHo07blqlUB+lryNE6hROfuaymPHUM1TNxyg/LpOWKdabKbNxPr6mJx716MTIb2q7dGRDiSG4QXToSjf8OAxsw0qqHjVusIO8ReKKInEyhuGtWSZQRARHZlP7gIBKqhyqagVmYnUTi5gmy08luNTEpElBUhCP0QJVIuy2m3kAoMVeWfD32DP/jWf2coN8gjH/x3vGp9JaVAVVB1FeF7BH7UBb98tB1CY7JMoB1cIamWSmNuEa9axl5awGxPYM/PsfRsFdXQZeyXbtCcn6O5sNCSaoROAz2RoDoxgd+st0w7y+RdjcfwqxUCz6YxN4tXKaAoAUIEJHrXEQrwazUa8/PoMQshBE5+Ebdc4vprr+Hxp57miSef5Jd/6Zd4/LHHuGLbNu669WY++VdfZO/TT7I0PYvn+yiKws033wzA5OQkXZ2d7Bwdwcq28fCDD/HA0e9QaBT4p3d9adVzoVkmgwOjvGX33fzLc/8KwN1X/xwpK8mV666QE2lNlSt7pHNf0S9878rXKJvM8oFXvptf/+cPsVBb5MDM87x6+y28mMb94dc/zLMTe9k9ch1bercwX55j/+RBmsJb5Wb/6jP/wKs3v4prhq7m6fHv8f73v5877riDkZER/uAP/oBPfOIT9Pb28qY3vYnZ2Vm++tWv8sQTT3D06FE+8IEP8NnPfpb77ruP8//Pb7Dlltv5289+DoDbbrutRTyXoagq6Q2bqI6PUZ+cILl+wxoBXcMa1vAjwY8F+fzKV75y2b/dfffd3H333Zf8m9UfQ9UV7t79Zu7e/eZLnucjb/hDPvKGP1x12ufe/plLnHOZgFblj34Y0pnr4Z47f5vfvfU3UE0Z+i7CSJ/l+eD7bG0b5q/v/izp2wSpze1YHR2yDjL6Er/11ltXReUA3HPPPdxzzz2rTvvUpz5FfXoap1C47HMBELgOlhVD0TQ0TYMotqW5uIRmxQk9n3h3N5nRFRNXc2GR5uwC62551WXJn3Q5l1nYs5fkQD9OYYnspo3R5NVfRVj9Sg2/UUXVY1QmpqjPLpEeyOHX68w+8RTC92UjUyiYfeJ7WG0pFK3GwjN7UHRjNaHVNLxKBTufl1q7uIlXayJ8n9T2YfzIDKInU5i5HI2pSVLDo1HtYXhRc1O8u5PSidNUx0/jlSs05ooEviCzcYS2TUPUzp0lsa6P0JVROS9etw8PDzM5OXnZ53+gt4dnvvT3uOUq8e4+6g0VNaa2Xu/Qk0H5y2Hvqq63OrxVw0Q1Tbkib0YNWtHlluN4QA6/NV2VzTlqFDLvBlEkUPKCVa6sY1Utg1bgrRDyNjwfEYYYyQR+syl1pmGI0kjTfuVwa/JsdeXJHzyGHg+JdXbhFPMk1rXTXKxg5eIk+gcjUh6uIuSO00BPJEkODVA/N4UWi0XxPbLnnEDGPzn5PCLwIXBQoggor1oi9AWKoVM5dRI9LitVFVVFNQxu3HEFjz/1NI898jDPP3AfZycn+bW3vYUbrpC68Ccef5xiQeq4t20YwTt2mHlF5Rd2X0uvCDhy8iTFao2tw8OcnZriubP7aNg14n6sJbcJfY/BVDcfvPk9LfL5wVt+XWo+lZWcVSFE60BiuUZTvkjy4EFVFYa6VqpFC07lkits13cB2D1yHa/ZdAsjHUPk2rrhRTT1lZtu4qvv+Xv8usfVn9xNpVbhwIED9Pf3t0yXu3fvJpfLkcvlePLJJzl//jz33nsv73znO/npn/opHnjoIe596hn+8PY7+Zd/+RdAFnlcCpKAbqZyeoz6+bMkB4fXCOga1rCGHxo/FuTzPwurLyZNMj+kMH8FCmY6LQmoSmslbKRSsle9WpPNQ7EYekKVDTu2h/B9GqUp/LGlaEKiE+vowGpvx2pvf1lOV5Ch5NKEcnmEjoNmXnx9zZlZ4ut6sRdniSdXVv1CCEpHT9C2bcv3NRYoqkr17CSKqtC2fSuLe/YQ67o4jNpeXKA6kad911VUz89jn5lj8K7bqJ46Rud1N0SObIepBx9FsXR6b7wOzTRozE4TNJtYXb2yCtMPcKsVGudnorpJUFQNI5WRWk9Dp3TsRGsyK3ypxRMISmNnAIGZibOw51kUTW9NZv2mTei7NBfmULUYWioDtk3b5pEoFzTELuZbOY0vxrve9S4K0QHAv/7rvzI9Pc22bdu48847CRwHq17HTMdJrOuldPAsoduPasZoNOvoUR+9ZhiEoUCL6lMDx0bRZB2j35B5j3I1HpMNTb6PqNejalQHBOiWLvlNtPpXLQNV03BKlaiBC0BBtTRUTUWEyPW848q/C4GRThHYkniqhgkiwJ1ryApPVSUIAuJ961CeP4qRiGEvzZMaHMZs7yRo2kw/8iRGpo22LaMXPU9OYYFE/wCaaaFZcRrTM3S/4oaW6al86jheo9Gqqm0WXDp3DSF8F9XQcEvl/4+9N4+OI7+vez+1dlfvDTQaOwgQAEGQw2UWDmdfNNJIGtuSLTmWlCdHliI5fpK8yT6J34u8xHIS2/Hzc57jWLJfvIx8ZL0cxY5lj7bZtMzKIWe4Eyuxrw2g966u/f3xazaIISnL0lhSPLg8nHOGqK6u7voV6tb3+733EhkYpDw9iaQYpA8dRoslCXyPt/yzKr/5yT9idnGJvzt1GoC7jt7MA2/+IUKhf80zL71CsVQE4J477kZLtxO4Hh/4uZ/mC199+ppjDYKAzeImXYltxwbf9XFNG7e+fb15trv93UrN/1zZy6uuFwlFF64Xi6Xl5r+3xduueX+AX337r/Cr//Pf8amv/jH/9alPIkkSt+65hU+97w/JxLevs6N9Iu5WUmSSsSSlSolyuUwul6NWqwHwt3/7t9fsf2FhAc+2eP/bfoAvPf44f/rnj/Lj7/sJTpw4QSKR4J3vvP7DuXgvhfjQPkqTY9SW5ol09+0S0F3s4rXGlYf31wn+SZNPLa0R6gpjL9eRwq+RZYgkidnDUhm5kRHu1WvIoTBaKIFvWTjlcoOEhpDQSN7eQstbRqitrFNdXMZcX8et2dQ3twhcByUcbhLRUEvLDY3alXBYkI8bwPdcgsAXquqrEAQBtZU1Wo4cxNoUopcrMNdy+I5LtPdag/erUZlfwNrYIpSM3fDGU1tdpjo/R+rgYbYuTlFdXKHvB96ArCpIsjA3N9c3WHvuJQg8ut/0QNM6JzE4TP78aRRFQs9kKY6NU19fR0/HhY9iuUrHvfcgaxrLTzyFGk/Qcc+dOz5j4PmYq0tUF+aJ9PRhbebQky3IqoaZ26C2KBwAYl1pAl/BNk3MtU3ive0ULl4SlVvfw710kcDz8W2bxS9+pTFOIGZff+pNb25WZU8++yxLS0sc3b+fX/nAB6kuLxM4Lje/85+xvLbGT7/9fTx/6hxnVs7xH9/2a3SmOvntJ36P2Y05qlaFSCjKzX1H+aU3/hyj/Yf5qxc+xy/8j1+iO9XF137+S8iaiieHuf3X7yBfK/CHP/a7vGn0DZxfusTvPf0HXFgbw3Tq7Gsb5MP3fJB7B+5CVuVm+1eSJbRoDJBY3Vjk9576A56ZfJaNygY96R7ec+xH+fE734uq6cxuzHL/b74BgN/TfpP/+t/+hKmpKc4++WVOjL3C//1vHmVmYQEf6O7q4qGHHuJ3P/HvWXvmRXzbItLZQeB5+J4Y5ahvlZAXVsD3hbLftFl66huEM63iPK2t4NsOStgQanzLIX9pSjwASTKeWaM4swoBVFeL5C8tiGqxotDu+xihEKZl8Xv/z39GkiSO9g5Sn13k5pFRXjx9GssRJPH2/aP4tkO5Wm0Sz//4f36cf/W+n+C/f/az/NSviq5HIIGsXZmNFm13PZXACLYFgVJIRQnrosLZGI2QGpXnwPevui62/71iVfj9p/4QgGwiy20D264bV2N/+zB/9aG/wJZ85vKLfPyvfoWTs6f4zIuf5Wfe+NHmdposrm1JkoTvcANtbW0YhoFpmnz605/mve99b/Nny8vLpJJJylPj/MCPvIOh//xfmJqa4iMf+QhBEPDud78b41UWVq+GrKgkhvZTmryEubJEpKvnm26/i13sYhffDP+kySdA8q4Uuc+t/f0b/gMgSY0WfLEM2CLWsV5HUjyUcAglFMKzLexSFRkV40AaRdeJ7+khvqeHwA+ob25RXVqhtrSCXS7guz7W1hZevY4ajTaJqJ5ON1u/sq4L4coNIKqeoWvIoZ0viDnLUhGjoxOvWhRVWyQKF8dIHRj5ppUMK18gf+ES2ePHKE1euu421cUFaivLpA7cxPqJs7h1iz0/8BBKSG8kGsXIXxynODFNanSY6sLSDs/GK+29wsWzOOcvoEWjyLqCkW3HdzxUo4waiVCanCKczVJdXsMultCTieY5EY4CMrKuIWsqodYM9VwOc2UTLZGg9eYjWJtrjYpWgJnL0ffWNxBKb4tagiBg89QJPEe0xTsevB98rynsunrM4EoVz7dtyrPzqIkodlVEJAL8l88/yl39x/nhQz9ISzjFWmEVXVJ5074H0GSNl5fO8LXxrzOXm+VLH/5r3rzvAX7dSLBUWObE3CmO77mVJ8e/Sr5WoD2R5cH9D3Bu6QLv+tP34/ke9w7eSYuR5ktjT/Chz/4Mn/rffp8HB+9BbjgLEAR4lk3VqvLOT76bxcIyR7pu4q7+43xj+ll+/bHfZDm/yi89/DGcaq35Hfzrf/txfvDBBzjQ10t5YY1/9W9/Fdf3eOvtdxKPRllYX+PpL36Ztbe8HWSZrfPjlGYWGh6awnXBNevU1zeE560io7e2UFtaxqlUCFwHSQI1FiG5bwQrv0Vldh4tYRDv7cUubuHWdPRUkvjgCJsvnyI5MkI4k2mu07v+2z08+eST5EslRoeHOPQjj6BGYrzxB9/KC//hdHNN3H/fPWRuPkTKdUnEY5TKFT7zt3/D5Ooyf/v5z28vYGk7RAKEX65bqZKSDUJqCMu1+JW/+w2GsoO859iPMZTZi+86ojoeIIho46GvUC/yiS/+FuvlHC/OnmSrlsfQDH733f+JkHqtTZXv2HzgTz6IG3jsyfSjKRpT69MApIzkNdtfOd6rC6+6rvORj3yE3/md3+Enf/Ineeyxx4hGo0xOTvLss89y+qnH6evqItLVw4c//GE+9rGP8dhjjwGimv+tQFYbBHTiIpIsY3R0/f0v2sUudvEtQXRpv9dH8d3DP3nyGRmKChsZy2/6Or4WkCS5oYIvg2miRiL4to1bq6KEDZEw5KvIMY+tiZcxN9MkR4bRU0kkWcJoa8Voa4WjN+FUqlSXVqkurVDfrBJGBamItbmJW6uhJRJNIuq7blPR/Gp4toV8HQ/G2soqRmc7Zm6dzG3HqM7XcatVnJIQokS6O2/4Ob26Re6lk7QePYyeTAjhylVXSBAEVOdnqW/kSIyMsvzVE2jxKL1vvq9Jmq1CAWszj+9Az8MPUpmbx8jubD861SqFC5fwHRfV0FEiYVqOHEHWdVae/hqZ227BdxzKM7Nk77oDNRajcGmC7B3bSUxu3cTezAmj7Jlp6psVwq1RsncfJ5RKUZmfQVZU9HSS/HMn6bzv+A7iKc6rRLSvH3PjNEgysqogX4cwAM1xCbdWF5niRRGPecUH8x0PvZ3fPP4JZD1oWht1Zno4dfkUebPAaPco4+uTzG7Ns1ReY6B9gLcf/kEeffEz/M8zf8fxgWP89StC/PbOI29HQebRE5/F9mz6W/rYk+4FCfa09HFpbZw/ffZRHhy4G78xLhAEIubxC+e+xGJhmbAa5ua+owRBwEh2mOXSKn/x0mf512/9hR2Rm//h5z/Gh37yg4SzHVRqNbzAR1UU3vrwG7jzkUc4ePRmVFVFbZAtq1Bk5elnSe8fJtrTiVMuYq4tkxja6c1byaQpTU1gtLfj1jSUUJj4nh7USITq0gqy5OPWioRaRHUU3yNwLJL79gmXhcx2+/mBBx7gySefBOCe47ejGFEA7jp0sLnN6MgIEdsRzgUS/L+/9e/5+O/+PhMTE4QVhV/8wAf4N7/9283zLtZ2Yx2oCmosiibF+JVHfonf/+oneWbqOb4x+Sx39t3G3lQfge+L+NNQqPEgIl5ctao8+uJfYmhhOlIdvOXwW/jQ/f+SvW3XhmX4rk3gedw9ci+ff+XzfPHsl7Bdm2wiy7tu/zH++R3vue7aww92VD4Bfuu3fot9+/bxyU9+ki984QsEQUB/fz8f/dAHSYZDxAeEYv39738/v/zLv0y1WmV0dJTjx49f/z2uA1nTiA+PUpq4CLKMkf3m4RK72MUudnE9/JMnn5IikXlblrXPrryGs5+NfcsNAlos49ZqqNEogefhmjVkVUeSVDrfM4DaOkRldp71F06gp1IkR4YJpbczsrVYlNTIIKmRQXzHoba6TnVpldrKFkpIQ4lJOKUy5toaBAEbp04Rbmsj1NKCFo9vi1ms+jXznqLlvkpisJ/AjqKGDbR4EqdcpHBxSsx63uA7CXyf3MlTxHpFglFTWALC0D4IKF+exikViQ0MsfiVZ0gM9JC55VBzn+b6BpX5BfRkmswtR5FkGXN9g+TIkHgPz6d8+TKV2TnUeARJVVBCIYy2LEo4THVxCTUaRU8mKU5MEs62ocViJAYHWPjiE83qZxAEVGamcE2X8onTRLoyJIbSIimIAGtrE2tzk9SBQyw+8QxBEBDrvX7lJty2LfQIPA+uGmMIgoD6xhbVxSXqG5sAqLEonffdRf7SRfCD5hzm8aGDKLqOFJLwrTqfePw/8ekTf3nd98y7FQY1jXff+g4effEzfPHCV/jYwz/L0xNfR5ZkfuzI25EkieXSKgCzW/PMbs3v2MdqeQ1JkZAbKUmSJKFFo6xU1gGou3X+7IW/2PGaulOnYJUIgu10hDc8/DCSLCzGWhJx/uiP/ohf/+Vf4ac/8Rvwid9A13Xe97738alPfQpJkgilknTcdycrX3uOdvUYiiYh69uE3XccipPjOKUS8f694lxHxWx0EARYWxsYmThOuUqkqw+7UERPpAi3t1GdnyF54DDV+TnMlRUiXeKcffzjH+fjH/+4cHeIxhsm/DbHhgexigXqGznsfB67UGb9hRfwTJO7hkb5xqc/jRqNokajyJrGOzveBoUWtEQIp1Lhv3/0s+LcByL9ybMt3nX0R3j3rT8KskTgCmIvaxqyvh2Q4NXr/OwD/zs/99BHhPWZL9ryrxa8XcEz/8fX8CwTWVGRdZ2PPvRhPvrQh6+7LcD/9+HtdRP4ASgSM3MzO65dWZb50Ic+tMNJwy4VKU9PkBo91KzUp1IpHnroIT7/+c/fUGj0zaDoOonhUUqTogIazmT/wfvYxS528frGP3nyCaL6GbspTuV8GcV4bePiBAEVKni3WkWNRlHCEbxyHeOgi9oiN9pVe4kN7KEyN0/uxEm0eJzkyDDh1pYd+5M1jVhvN7He7oa9TJ7q0grV5VXcmkkoaSApKk6lQnVxkcBx0FtaCLe04Lt1tPjOSp5TrhB4Hk6lhNEhKpxaPEFl7jJIEpGuG1cu8ucvIqsqyf3C2ulqY3GA0uQ4nmlidPSw8JVnyBw9SHr/YHObK9nsRiZGy6GDwpzbdbHzBcKZVuqbm+TPnRcRiGGVSEcn0b4+PKtO4cJZtGSS8uUZkvtHhKn9zCzZe+4S35Oqktw3SP7SOPG+HspzM8iqhJ7M0nr0ZiRZYuvMy+ipNGZuFadUJjkySu7l86hGGC0Rw8oXCbemrz2nkhCWiSqzIBL1jU2qi8tUl1ZEpUuWmjfzcEsaPZnAq9UIZ9sJXEHkUj09SI3qqSQb/PUZ0eb94B3/gp9/w0c5v3qRd/3JT9D4wvDqdfZlhznac5jTi2f5+c/+IrbncP++e+lt74cgoCspzte9Q3fzpz/+h0KcFPhYrk1JskR+/ZXWMWKAvT0s1ljaSPG1X/gyyVSmkUhUYqm2SmsoQbVebX7+1J4+zLU1Yv0DSLLCe9/7Xn70gTeyeO48lzeWee8v/CJ//Md/zAc+8AHuuENYXYVb03Tcc5zVZ16k9cg+1IZ/bX1jg+LEGOG2LG3HhODIs22sjVVkXac8NY5bLePZAUY2S2FsDCUcIdrViZ5KU8+tUs+tkhgeZuvcOcLt7ciKItZRqYi5to6ecqkurWAX8vi2w9bpMyiRCJ4pugayqqLHDaJ7BtCvuj42T59HTrlQVRF9d0n4rTbEZpKiiAdWVcV3XWQU4Zn6qpx2r14XVdCrx2ICmvOjr4bvuSImV9dfta9vDYETEOq6drzm1fCsOuXpCeJ7h5tV+q985Ss8++yzPP744ySTyetavn0rUEIhEkOjFCcvIkkyodZrxYe72MUudnEjvC7IJ0DLWzKYszW8qofyWomPGpAUpSlColpFlg3CvQmiR002Tp4gNXoQPZVCVhQSeweI7+mjMr/IxslX0KIRkvv3Ec60XrtfSSKcaWn4Yx7EqdbYfOVlrEKZ+kaBcGuacLYDLaJjFQr4VpXa8hrm6npzZtRcWcVoz2IX8qRGRUtSMaL4tk1y//ANb2CV+QXM9ZywX7p6G1luKMvFrKMSb2Xp6RfovPd2Yr2C3Hp1i7UXThK4Lp0P3EXx0nnkRlvX2thCTyYoXLiItbmJrKvoiTjxoWHUsCAsqhEh0t1LcUzMl4bbMpQmJjE62tGior3qex6yLFNbWsGpVIhkEySG9qNGos1DjfUPUJ69TOA4RPv6qS6tY67l6HvkIXInz2Cub16XfAKo8RhOYZPcydNY+SJqxCDW00XHPXdSuDSGJMs7DNBFpruNXcxv7yMZglLDWF5WyCayVHIzfGX8aUr1Ms/MPN/c1qlURf67rvPP73gPpz93ludnTgDwrlveIURoksSP3/5uHjv/Jb4x9Szv/pOfYDgzSK6c4+TCK7z/jvfyM2/+2e0PEYBTLvPWQ2/l97/xKZYLK7z9k+/izsE7KNWKnF08R0+qm7/8yGeQq9u/CjTDQIvHqG/k0FoytLW1ce8995CwPCzJpVIRIpx0eud3Z2QztN95G6WpcaI93RQuXWyuu9BV24Y7sliba1QXlkjuG6a6XkXCJ9LdDdIK5to6qdGRxj47KYxfxGgTa2v9ueeEP63jIId0IRKSFcKZDL5dJXXbseYaKU2No4QMKnPzhDJJtFiieQzmeo7KwiKRgSyVWYfAr4PnE0iuUP5rbJNKVUOLxa4z6hIINwIC5FCoMfetiJQkiYa11M7tr47J/HZjKwPPJ7TnmwuEAs+jNDVOpLMbPbndZfnMZz7Do48+ytDQEH/wB39AKpX6Jnv55lDC4YYIaQxk6ZqkpF3sYhf/MLyeEo5eN5lpSlih81/0oIRkPOtaC53vFLKioMWieGZAINfIvCNFcv8IieERChfOU5mdaVakJEUhPrCH7jc9SLS3h81XzrD6jecw13Pf1GpBi0YItbSQHB5g4B2PkBoZwjNNNs+OU55dQVIVjM5utHgcc32dteefpzI3i2tWBClr7NtcXsV3fdTI9WcZrwiM2m6/7VrlvSRRujwJgE+I3Etn6H34vibxNNc3WPjyU4TSKbrecC+B66DGRFs0CAJK05dxqxWcahnFCJEcPUD6psNN4nkFRkcXnlUn3NYiqp6zcySGhvAsi/zFMRa/+DhmboNYfx+SBOFslQwpQAAAIABJREFUxw7iCaCnW5EaFS237rBx+gLdD96NomsY2QxmbmPH9oHnUVtZZf2llylNzWEVagSuTfdD99HzxgeI9+9h68xZVMOg7fZbm4lFAPVGMk+ks6spPFHj6lVekD6//bZfZ7R9hNXSGmeXz/OxBz6yvX7COkpIRzUM3nbL24iHRbs2G2/j4aNvRVZVPLPOzYO38Vc//Tke2v8g81sL/I/Tf8PF1THuGbqb+0cfwK1tC4caH52YHuZz//LTvOfWH8XzPT536q94YeYl9mT6+dHDP4zvXns9GB1dmCsryLLMW97yFi6NjfHXz3yVLz/3PAf37+fP//zPGRkZueZ1kc521GiY8swMvuuSOXZ8B/F0ykVqc5eRVYXA9SGQscsVfMfBM0XsKL7H5ssvs/Lkk2yeOUvgBJi5NSIdnQSuS+vNN9PxhjcQzraQPnSIxNAQsiIRamltEk+AULoVzzZFjGcs2VyD9Y1NNk6+jB4P47pbSJqPpIRETKkk4dVNPEtEkWrxmMhxvw7xdE1TEE9Nw7fqIuJWlhujn9LO6Mxgu0KqGpFvn3g2/GGj+6LfdJvy7DSqESHcvnOe+8/+7M/wfZ+JiQne9KY3fVvHcDVUI0JiaITqwuyOB69d7GIX/3AE/4h/vt8gBa8nYynA2bBZeXQJr+btMP/+ThEEAb7pI8fBahkjOZik9egtqNEonmVRuHgBSYLk6MGmIKX5Wt+nurRMcXwKWVNJjQwTbs9e99hKU1MAJIaGdrx3fWsLc/Ey1ZWKqAR2tBPKpClPXyaUiiIpKm61ihKJYG0Wie/tQYsaxPbs9Gj0LIuVrz1Dy00HiHTtvHH5rkvuxefQEikKE3Mga/S+6d5mjnnh4gTFyWnabr+FaKOdX56dgSAgnGlj69x56rkttFiY+OBeYn17bngTtotFNk69jJ4wUIw4nmmBrFBbXCbS00ViaC96Ik59I8fqN16k88F7r4lirOfWqS7N45p1nEqd1OhBYj2djf2XWXj86wz8yFswV4UFVm1lDT0ZJ9rTJTxazRKB45LYtx9JUVl/7gTRvh6SI8M7RhDMlWUqs5cxN0r0/dAjTfGKXSiy8idruEUb8LgyR6pGI/i2aM/6nhBwSaqMaogZQs+2CDyvIWRRG+dlm7gAIkK0Xt9ee44nUoQUBc80xayrLKGEGz6ijeOVdb3xQHFlVtHCs2z0ZBzP9Mg80kb8liSB77Px0gukbzoiIlSB/KUp6uurhDMp0gdvuuac+a5LeXoKc3UFvTVLaWqe7ofuFX6itk1lbganWMB3fDHvqIdxK5UGoZIxslmQJOqbW0iyRNvx46jhMIHnkT/3CvHBfdSWV4CASHc3taU5EvsOQhCQP/syieH9qNHY9vF4LvlzrxAEPrJiIGsa9fV1PNtB1kO0HjmEZ9fJf20d86xCIDlIiiKiRRvjFkroeh68gnhKSEia2vDeDVDC4rxeSQTT4nFAEmvJqiOr2o60om8Hvu2jplS6f+rGXpu1lSXsrQ2Sozf9vdnxrxWcaoXy9Dix/iH0xA0U+rvYxS5uiCc//wRf/+S1PsSvFd79f72X0dHRv3/D7xKUX/u1X/u17/VBfDehRBSiN8VxNmycnPAClJTvjID6tk/gBMSOxGl/VzfhbIrcuUkCs0iotRXViGB0dOBbFqXxMZRoBDUSab5ekiT0ZIL4wB5kVaMwNkF1fgElFEKNRXfcZNxqFbdWEzfqq14vyxJOuUj7nXcQH+gDoDQ9i1OtoegKekuWxPA+AtfDLZWRVBnfqlFdWBYkRpKQNY3ciZNEOjqI7+3f+Rkdm/z5swSeh7lVwy3X6H/bw8IkvW6x+uyLOKUSXQ/cQ7hlu9JVXZjHNy1Kk1OAj1uz6HjgXoy265PrKyhcGsNob0fWdazNdTFm0Jah7bZbiPV2o4RC+J5LZW6aUKoFc2WdaM+2gMitVSlNT5DYN8rWhSmMdITUgQNCmOK61De3qMwvUpq6jFszMTqyZG4+THJ4kHBrC55l4ZRLIjVpZYXixUmS+4dJDg1uE0/fpzQ1ib21iRyO4NUEGSyOT7J1+jz13AZ+AbyiipaI4LvCiktuxGUq4TD43nZijgS+bSErSqPapjTex8OrW6iRyFXvLWyf1EhUjDT4Hq5ZR9bE/KLviAShwPdEMpCu4zsOgecjK2qT9MuqIl6nKkjIpO5OoyZETnnguthloT4HUCNhNl6+gKz6RHt3kh+rkCd/5kyD2PpEOjoBj8KlcWoryyJRqlRB1kN4pomkyCQGB9Ficcz1DaLdHbQcOYJbraGGw6hGGKdQINzW1kg20qkuzhEbHKY0Pg6STyjdihaNYW3m8B2bSOe296TveVgbm5grqzilKl61RritDS2RxFzfpPPeu7G28pTGp3HdAsFaCjmkISkysqrhWXVxDq5ZowFurSYspVRFkHxFQVYUZFUTRLThRiHrIXzXERZoodC3Nd/5agSOT/qhDKGO6wdT2MU8tcU5EiMHb+gX/I8BRddRIzEqs1Oo0RiKfv2uyi52sYvr4/L4ZWZfmhGWS/8Ifw+9+QhtbdcPufhe4HUz83k11LhK+7s7qZ4rs/nFHL7pgSoha996KywIAgJHROzJhkLb29sxBgWhjPd20HH8NlZfPAW8QsuRm9FiMWL9A+ipNIVLF7Db8sT3Du6o/EmSRLSni0h3J+bKKoWxCQqXJkiODBHp6hQkMxS6rtG8Z1vNKo1qGCQG+6ktLxPtaoUAvFqd1a89B75LuL2daM8e7MIqRjqLUypTHBvDyhdEGlB3J3ap1FTSe5ZF/vxZ9GRKpDipCtGuNEqoYRr//EvE+/toOTS64/OY6zmsrS0kSUGNhtFTGWTVQIvcuGUIwnbJXFunvlXEr9cJpaO0HB4l1te/YztzeRE9mRKCp6uU777nUpocJ9rXz+bpS+iJFOCyeeYMXs2mtpYj3JoWLgP7BkkOD1xzDLKuNzwcA5xSicT+IeL92zGJbr1O/twZfMdHklRqc/NIkoxTrhDr6yGxb4jCuQuEBjQoRZAUGd9x0eIxQTA1DUlRUQwDz6yBJOE7DrKq7lCKi7lCUwQWXIllDMSsoSRLjda6LCp+Ug23UkVSZJRGpGbgB/iOK4hPI57SNUWykKjAS6hRA6dcQ08l0Nu339vo6GTzlZPE+/eKueZoBDUaAVmhvrGBrKo45TK1lWXcalUI4VZWkWQJc20NNRpBqVSwtsq033UMI5slCAKWHn+CUCSC0d6B57oUxiZwKjUhgiqWCLdlMNqzrD//PPXNTcKtregtrdRzqziFLSI9PdSWl4j3DzUqz0tE+wbwbRszl6O+vo61tYWWSCBpCpGWdmpLOUKtGVa+9gzRrk5Wvvp19FSS5P59VOam4XCKyrkSKB6+YyOp2nViMLeJJw3xnKyH8B0LxYjQ/DUfiNGaK9VqEaf7nU84BZ5QuUdHY9f9uVc3KV+eJDE0ck135bsBLZ4g1j9E+fIk8cGRRsDBLnaxi11ci9cl+QRB9GKHExhDUSpnyxRfyONXPZGnrchI2s4EEWEzBIErknQkWUJNayTvTBE9GL/GQzS5t0e0qU+dAekVWg4fRYvF0VMpMrfdTnH8EpsvnyJ14OCOKuiVY4t0dWJ0dmCurVMcm6A4NkFyZBg1Fr2u0bxv1XeQFs+ysIslJCWg5dBhtHiccCZN+fIsejpF/vwYSkjCKVuEM+2Es+04FZPUgRGcYpH82bP4joOWTOBbdbRkmtzpCeJdKZIHRihcuED+wvg1bXYQQo38hYs4pSKSApHeHuJ7+tk8fY5w9saqWN91qczOUxyfRNIUEoMDlMbHSd10iNLEGKHWTPOG5lTK2OUCyZGbkBWV5PAghUsTtB2/lcrlKbR4gurqFvXcBuFMC9XlAnKoQnp0lMytR1FCOpvnLmEVitc9FkXT8Cyb2uoake5evGoZt1oTSUnLy00DdaOjHSPbhlMpEu3pIbl/hMrsHPnzF0kd2E+ku5vFiTncSl0QTkkYmMsRQVaacamyjBQEeHVLtNcbBN237UZVertd65pms8KI70PDWknWNAJPxIzSsPqRdY3AcfAsS7S3NUmMgtSF16tiGCi6jutb6Ht9JPUq6x5dRzEilKYmkTUdp1pFi6p41Rr5s2dRGvtRDYPUgYPoiQS+72KuLKJG4lhbOVoOHaC2ssnGyXN0PXSPqPg2VOCSLONWTGRdIXA9KrNzwo5pcC+yppE6cIDChQtk77wTWdOI9g1QHL+A0dHVcHCo4FkmTs2kODGJUxSdBiObJX3wIG7dpLaygFczUaMRVr/xrBhFMMK033tXcz60vr6EcatB9WIF3/XxA79BJq9CEOCatabDAY3KtVevN6p80nYcqySq4lda+K/OZ/92EAQBvu2Tujd9Xb9i3/MoTY0R6e69xvHiuwk9kSTWt5fy9Pg1AsBd7GIXu7iC1y35vAIlopC8I0Xi9iT1ORNzxsSaN7FWLXzLR5JpFjQkXSbUG8bYYxDeGyHU/c3tTtL7+vEdj42zF4DTtBw6ghZPiBvrwUPUlpfYfOUUicFhjI5rLY8kSSLS0Y7RnqW+nqM4PolnWSJX/lVG816jtXcF5uoa4dY0kgJqLEbg+xTHJskcu5lwppWWgyPUc+uYaytUFhaxC3nkUAQrXyba3UVydBS7kKc4dpHAl1k/eZFwOgYy1NfWqG+WmqbxV2x1giCgMjdHeWoaWVfREjHRXh0Q5tr19RyJwWurjK5Zpzw9Q3lmjlBrGkmR6LjvHiqXZ4l0dYob2p4BylMTpA+JbOvq4izR7j3NNJ/EkPD9LE1PYq5u4Fou1laRSHsbsb5uMkcPUrh4FknxUUKCyBltGXKnzl5zPEEQUFlcElntqTROsUJ1cYnyzBJaIk7g2mSOHSXS1d2c78xfuIAaj5M7cRLfsmi/5y60mLjxJo6nyD22iBrT8V1XEBjfx7UsCALkkLDv8WwLGRpxomXUaATPspszlyAq3EHgo4YNYQvkeaIKZ4k5UUnT8OqNyiqC6EqqioSYC3VNEyUIoxoGvuPiVmtImoasa5jONIUxF7dWw61WxZrSNJGz3tUtgg5SLeROnsFoi4Hvkj54ACPb3jy+6uIcnllD1kOkRg8jaxqh1jYC12Plq8+ROjiMGosBwo7KKhSQVYXWW28h9/wL+K7b/N7CmQyhTIbixATpgwdRI1H0dIbq0iJaNM7myZMEgU8o3UK0t5dQJtMMNgAw5y7jWz7mal6QN9en95GHUfSd7WjViCJFbFL3ptl8fAVJV3dUKoMgwGsST1HZVAyjOVd7ZS5XzImKEfprK9jfGQLLR2vRSN3dcu3PgoDK5UnUaJxw2/fe9F1PpYkG/ZSmxsUc7quJ/C52sYvXPV735PMKJFnCGIhgDDQEHb4QEAVuI8NZk74tgVLrwUF81yF/aRI4Q/qmI+iJhGixd/egJ5MULlzAym+RGN53HXsWQUKN9izhbBtmboP86VdYfuJpEvuGifX1CP9M29pR8agtryLripiZkyTKM3OosegOSyc93UJtdQHftmi77VYkVaW6tMrqN14EGcIpA0mLUJpZovsNdxNKJ8ifO0Npek5UkEIyldkZQq2tSIpC4dIYge+iREIkR/YLMUmjGuRUa4JYJLZNt+1iidLkNLXlVaJ9PXQ+eC/m6ipq1ECSJKoLC7Tfdw8AoUwb1tYm1cV5ZE1FCYfRk2K21KtbVJdXkBSFzdNjhDMt1DeLtN91O/HebdGUEjaor69iZNtRI1HCmTRWoYjvesiqgmeJtm1xbAKnXIVAtNRje/rREhGs/CayqpIavWVHtdqtVfFdj8KFS8R6e0geu3XHg4GxTyf4vCey2i2zOcogqaqogjZmARU9hC/LEFj4no9bqSKHQs19BZ6Hb1kNUY3UmF914IovpaaD74o53FodKaQJcux5gFBJS7IQyIiHGPFk5Vcd5IyNlpKxChUSe/uEEbthgCSx8dILRLo60WJx7FIRPS6qqa23HUOLC/siz7aoLszhVsvoyTSx/m1BnCRJtBw9yMbJM2y+coHYnnaChuOEnS+AJFr68cEBimMTwsKr4UuZ3LePtWefFep528ZcXcWzLYxsu7BaCqm03nrrq+ZPC5SnL1NbWSXS2Uls7x7y5ydQI/o1qUAASiSCW6sSP9ZJ4Xkf3G0CGwQ+Xq0mHAwCHyQZJRxqiLwclKsiYq8IjYDXlnh6Yp9t7+jYUZm+AnNlEd+xSQ7ue01DNL4ThNKt4PuUp8ZIDB9ons9d7GIXN8brSf69Sz5vAEmWUKIK8J2rRduO7MezXYozcwgCeripCNVicVpvO0Z5coLNUy+ROnBTQyV7nWOSJCLZNoq6TnJkP+XLsxTHJ0nuGxQCiUbl03eEoEZPGhjthwg8j8LYJG3Hb33VZxRziJGu9qZYJ9KRxRrspXjpIk7dp3J5FkVTKU5dRlYUAqdOcngvZm6dliNHqOc2KIyNC6sZSUJPJYnt6UdPpjBXVxppQaLqeSVS01zLUZqcxi4WiQ8O0P2Wh1AaM5bl2Tnajh+jNH2ZSHdXM/9dkiTiewfZOvMysqYSG9hHceoy1cUV7EIBI9uGHg+BHGDly7QeOrCDeAKEM21YhTyVmWmSBw5BEKDHouReehmvWsWp1pBUBVnTaL/7OBunTxPr7yLW203+0gV8xyG5/8AO4hn4PoWxCQggc8tRwm3XjhVU1pfR+j28NQdkHzQdNayL2ctXkRRZ1ZBkmaBWA78x26kqyLKCW6uhhA2QwLPrjbQdUdG7YlEkKZqoBhshvHqDYErSVclUIGs6QeDj2w6SqqNENFoeSlHbLFNbWSNzy+EdcZtGRye15WVkTaO2tIgaTeK7NnaphBqLUV9fw1xdJpxtR1bVHYrzq9du5rYjLDz2FczVTcKtYhu3VkFuzCpLkoyWiLP5ymkyx27DLhSor6+D51GanCTW14fRmQVFIbDqaMkYTrECDSur6vIKlZk5UbFuTZE+OEJsz16Wn/46oZYYWjRKPbdBpHNndVCNRKmvr2KuLmLcZmE+bwjCJwcN4qkJYZiiNIU0zbndRmvEsyxBTmG7Nf8aIAgCfEu020Md1xJaK79FfX2N5IHD37Z90z8WQq1twl5t6pIgoN+DOdRd7GIX35/YJZ/fJXQcuwnfcSktLwNnSR881DR/lhWF5P5RzLVVts6eJrann0h3zw2rGEoohBqN0H73HVhbeYrjkygGVBZXiA/swVxfR0/G0OJRlFCI0vQMejJ+TZpS/sIlAl8i1LJtvm1tbVKcGMMPNOxinr3veITA91h79gS2WSeUDFOZX8JzHGor69QW55FVmVC2jUhHJ261SmVujvy5c8iaIgRMmo65to6saSw/+TXwAxL7BsneeWzHjbq6tIyeSKBoGrWFRTruv3fH8Xq2i1OzsYtblGbWiXS2kxzeS7i9jcrUBIrRxsZZYUWVGh3i1dBSaUozM/i2R3XpKdya8JX0bJvUTaMUxydRo5FmDKiiKPiWxeaZlzGy7YRaWqktLRJqnDenUmHz1GnAQ40a1yWeAOXZeWK3JCg/4YCroeghAs+F4HpG5DTU7yIhRwoC3HJFtM5VhSDw8Ou2UKxrOl7dbFQ3RRs78DwC1wFZQVZVfMdBjceQFUX4THouQeAL9XUohFu0kHo3CXUNEd13B2vPPMf6s8+ROXYbWkwQRC2WoHz5NHoqTebYcexihfWXTmGur+GU8iJtauQgSjhMaWqsGShw7ceSUMIqkqzimVbDLN5CTwkyaBUKaIk41sYmK089jZ5MEM5myRw/TnV+Hs+2kRSPxMBBSuMXCRwHJRwmd+KkiORMJknsGyKczVC8dA6jo1PMDysKsd5OAtenvrZ+XfLpVCtQKRPqjKLdG6L0dRvfryOHxBytiMEMNb5jkXylhEIiXMAyRev9ynjO9c7pt4Er9m3GgEHqnmvb7a5ZozI7RWJ4dMfDwvcTwpksge9RmrpEcvjADdfGLnbxukcQvK5M5nfJ53cRnXceYenrDuXVTeAc6QOH0K9KGDHaO9ASCYoXL2Dn8yRH9l/3l/XVMX6hljSttx6hNHERa2OT8uQ0cjiEGtaEvZPnURybJHvX7Tv2UVlYxFxbo+3YLZiri4DwxSxNT+FUfTzXpO+RB7ELpR1q9tLEGJ7jUZqeY/P0eXHcHVkhWspkkDs6YHAQ1zTZOHWCIIDN06ex82XUmEGko4Ponr7m6MEViJz4GdI3HRRVz55ulHAYp1qlurhCdXEZu1RGT0SIdrUTSieI7x0GoLq0gO+5OEVTjEgoItlHi8WwtvLU1zcwcxvY+QKyphDKZPAdk47776a6nKM4NUPhwiWM9iypg6PbdkaShGvWiA8MEs604XseGyfmcSplrK0ChYtjJEeGqa0so11nri3wPEozlwknVCLdHTg3L2GdaiXwAzzbvuGN2KvXkXUNWdfx6vVGTKOI0QwcXxAez6fpGywLQ3NhDbRzVtEvl/GqJnIihqRqoj0vXUnvUQh1RGn5wVY2Xj5NuK2N9JEjrH79eTZeOkmsfw9IUFtcEIK1bBYlFEJPy9ilGnpEIXboEKHWtuZ35tvWDW12RHSlR3xfL7WlVdafP0Xgu0gEbLz8MlYuh5ZMEhvopzIzR7Snl0i3qMgnhofZOHUCPZUU87GOR32zSOAGSIpE9s7j6EnRTbALWyihEF7dpjAxRc8bH8CzTerrq9RzuWvmpeVQiMB1hZDJ9wm6LdT+IvZ0DN92UUJX+3MGwllCDxF4Hl4jJlOSZTzHEZXl16DyGQQBft0n1BUi+2Od17TbfdelPDVGtGfPDfPjv19gZDvB95sV0O+mBdQudrGL70/sks/vIiRJovu+25h/4gUquTJcPEfqwE2EUtu+mKoRoeXmWynPXGbj1Esk9x/YkRADovJ5td2Sb1koYYP0TfuxtvKsPvMcBCHsQhm7UEFPpwilt0muVSiSP3+R9rvvQIvHqS5cprq0QHVxAXOrhhZP0HP/LRTHp3eo2QPfx6lWGyTQID4wQCjdSm01R3F8mrXnTmK0tRLt7kDWFSRJoTw1SyidRgk5tB45jLW1ReH8eTzbJpROixjQ1laccgVJVVCjESpzC0R7e1l8/Ku4pkm0u5PkyCB2fo3k8CiSqpE/+zJ2sQBAfW0FvbWTrRdfoePuY5Qvz7L69ecJPGG8Hm7LkBwZFrOgayt4tg2kRQvZiFNbXafjjptJDm/n0ldmL4t5TE0jnBHjArIiEqS2zpzBt32yd92BnohTnp4m2rfTP80u5CnPTOE5AV4QRtY1Iv0xQkqK0ot5YXxuXBGqCEKJ7+O7jqheIuHbtvCTlCSChmBIUhS0eBy3buFbdsMeTLquqlqSJOFhG0i41RpKOCz4ahAgyRr4PvpoDlntpfPB+yleGmfr5VcIpVIEmk51fg6A9KHDIEFl5jKKrlNbXiDcmhQVPml7DlrMQdo3nHd0SmW0eFzkmqsKdikPgY9v1TE6O7DWc7QdE9XwcEsruRMnUONx9ES8YfVkUF1YoTq/RuA6hLOthFpSuKZFPZdrks/6Zg49lWH9xMu0HrlJWD4ZIarzMyJkIZ8n3Lo9++zVTQC0RBK7UKC2tETq3j2U9ALWeBRJ2v41KURGwqdVxGQKP1bfdZopIt9p2/0K8Qz3hml/d9c16nbxoDaBlkgRbmu/wV6+v2B0dDd8ccdIDI9ev+K/i13s4nWD3d8A32VIkkTfQ8eZ/fKz1DZtuHiB1OgBQunttpokyyQGhwil0hQvXcDo7MJo7cFec7BXLMrnVfxahS1tFkmRCCQHtVVGrpXw1bogXC1J7FKJ2sIy8cH+Rm64hmdZ5E6cpOXIIfSEaLdLikpteYnKUoHEwB5S+wdZfeZFAtdrqtmtrTxb584hyT5aJIJrO8QbKnY9lSS1fwjPdihNzVAYnwJcFE3D6OxEUmQMI4zR3o7RLm6WXr2OtbWFtbVFZXYWu1xFVnUWv/xUw5vSofXIQSGQkiQqs1MYbe1i5hGIDQxRmhrHsx0UPUruxCuoukLh4hihTCv1rTwd9xzfQTIA9JYMhYtnSR++hfzpU9S3ZsVxNo7LdxyK4yJTXk8km3N8APXNLUqTMyhhmdbbbkWPxxttV5tQS0vj9Tbl2RmccpH4wBCLT79E+/EjmMvLhFoyaAcdypdqsKFiV6pIQUPQ1ohmDDy/Qd6Cps+orOtC0V6v43sedrHcSDsKi8qhonAjOx9JklGMME6lCo4jfGn1MF7VIvPDHUT391KemaaeWyM+NEikp4vciZMEZpnE8F4UwyB/9iyRnh5cs0ZteZH44D5CLRXyFy9gbW4SbhXjBoErDNdfPXsYBAFuuUxl5jKeZVJdrKAaYSJdneQvTBNu01CjUZRItEnctESc1Ogomy+/Qvqmg1RmZ6mtrqFFo0iqRLSvn2h3L/lzp4n1D7J19hzRnh4xD1uvUS3baLEosT29jWtKQUukkDWL+tr6jnVRW5gXrfdigerCAnI4hLWZI/PwEM4BjY3HcgSmByGaCvcgkFDDkWbEauB54AeN///2RT++7RN4AdEDMTI/lL2u93BtaZ7A94n29n/b7/O9gNHZQ9AQIcWH9zedKnaxi128/rB79X8PIMky/Q/fzeXHvoZZcODSRVL7DzQJzBXo6RaimUNsfmGe9bVJlJBO4EuCD0k+Ukgohn3bxclBfXod37JBTxO6pxWtpUa4XaTaLD3xFLE9e7C2Non2dBPt6iQIAqrzIgXJNS1aDx1AT8ZY/MrTzTZ74LpsnT5DfWsDRdfQ062o0RjVxaXmcQZBgLm6TmlyGqdSITUyiG/XkMMR3Eqd8swsgS9mNqPdnUQ6s8ihEEokSrBVxC5buKZDOBNHsutocQO3VsbayDVENBK+VSfUtxenXMFcz1HPbVBbWRezjG6B2J5eWg8fQAmLqptqGJSmZq4hn6phiLSc+XmsYhWjLYkUimLmNpDfrbTbAAAgAElEQVQUKF66QKg1Q6x/L1tnzkBgCw/FyWkqc/ONSEaT2tIC+v4DuLUavuujJeLU1laozs+ixZOEWrJU5hZQNZ/y5Bi+bePURGqOfqiAN9GLkwtQokqzVe7VTSRVFjOGmiaqoZLcbPlKhgGmSeD5IIs5Tzkc3vYKve5aE+lJWiyGUyoTBCC7EskHYvjaAopxhNTBw9RzaxQunsN3PMJtaaxCjeL4NOmbRon09VKdFyb6kqKhRWMoYYPVZ6tosRyJ4X3NWNDmXGQQYBcKmGtrQjQkjoZIVxe+K7wx3ZoFmoa5nsM1TfTk9uxx4Il4S9+yyb14gnA2Q+vRg4TbOlh75hvIio6sakS6ezFXl4h0d1G6PE0oFUeSQ1Tm5+l584M7Rjv0dAtmfQlzNUdydD+SJOFWKzjlIlq6hcrsHEZnJ3Z+g8TwAfRkilALhHoNcn+zhnm5CLLIcn91TGbQEHTJ6rdX9QyCgKDuI4Vlsu/sIHKD7HZrawNrM0fq+1Bg9PdBkiQi3X1UF2YpT0+QGBx5TcVZu9jF/8oIaPiJv06wSz6/R5AUmYFH7mP6808hVRQKYxdJ7R9tRhnW50xyn1/DK7kEgYEcdvBdEzlkICGLFqzauPn4oIQUJEXBtRwkR6L0TA3PNEne20frHV24Vo3ciy/hVKro6TRuvU5taZF6LkdleYvUUAeeVWftuYtkj9+K0ZGlurhIaWISSYHYnj3E+weozM8JCyKEsXV1fpHS5LSo1u4bItrThSTL5E68QHpgEMUwqMzN0/HAXZjrGxTGp1h74SSyIiMpCtHuTvRUjNToEG61SqQ9Q3L/CG6lQn1zk/LsHNbmFiBRGF8QVdRsG7KuEh/sxatU8CWd7O037/h+r/h+2qVSs8K7DZna4gKZ227DXJ5HtetU5hexcsvE9w42fStlLUTg2OSefxFJUei8/x5hLG5Z5E68SMWYo761iRLW2Dz1IoHnN0TlVfDBrphoiRSRjjRySCfev5fC+CXCmRYi9/Wx/rlVzKkaku4ReA6B7zXzv6+036+IfgCRVGW7KLoqWvSOi6wHQol9w4UmEwQBsiIj6xG8qkniQYOWu7ooTZhU52eI7tmL77h4dQctHiNwbdKjgyw+fYLi+ASyqtJyy1GcYpHK5ctosTjRvj6MbBuBa+HWqmjRGF69jm+75M+fp57LoYRChLNZWo8eRY3HWfv6M0Q6OqnMTzfSkXIooTCdD9zNwhefBCmDW6tRmZ2nMr+AnkyQPnSQ8swsvl3HaO+kvrGO0dlOaWqKcFsb4bZ26rk1Qok4xfEJvFqF6kqettuOXqOu1hMpqnOXQZZxymX0RILq4jx6upXq4lKjQlzEczy0q/LJtbRG7D4T36jhTCYJXJlA8revPxBuAgFNz89vFYEv1OySBJEDMVrf0oYSuT4hc2tVKnOXSe478B1nxH+vIEkS0d5+qnOXKV+eID448r8cid7FLnbxnWOXfH4PIasKgz/0IFN//QSyGqcwfon4wAi1VwLKp0rClzEkI0sSoBComqiOXUmwuYLAB0nD91xkWQiSCFwkXaZ60sS6PE/0LlGd6bz/Hkozc6w/+6zw9Vwr0XnvccyVWexijp6HHyTwfdaffx7fqqOnk6RGD2xbHskS3v/P3ntHyXXX99+v26fX3Z1t2qZdrVZdLrIl23IjOGAChOaHEBKSENI4EPKEBPIk/IghJ+Z3kvzsNBMC2IT2PAk1hGZsLBfZKlZvq+19d3an97n1+eOOVhaSMC0xmH2f4+Mzmpm7d+6U+76f77vUDSxdZ/5bj6KGw8R2bMXT3HTRdGIablajz0ctlUbyaJRn5inPLYAoENmwHlHT0PN5SnMLSIo73dPTKZp330h5dp7aSoracgrL0FGDATwtzSC4zUZmpYDsValnbSyjjq9Zcaspn2dkEOWLrUctN1znHibHIXfmHNWVLFrYixoOIap9VA4epJos0PKqO1fNG47juA5o282clP1+smfOuOHruo4oy5RmZxBEASXowdvajq+zC6mxD47jsPIf36T9luuozIwT277DlRqkU4R23YgoizS9Nk76kRKlIzrYIPoVRFVrdLnXGuHyF3vk9WLJnezaljsZFS231lKRcBz7ihWOrhPebhAqFXlwkVJqkYjeRHD9AJnjR9ypryjSdM21yH4/ei5DYWwET8SHZUlEhgZIHTpKsLcbraWJ8uwMtVQKX3sL5dlpihOTYFku4fRo+Nd1EezruzSSynL3VQkGVie6jmW5ekyPhhb2U0+lWHz8SQLdXSRu3r1KvB3BJnfqLPVMjmpysUG+POTOnSO2fTuB7j6KY+fxNDdRGJvG19aGr/0KpQ2iiBKKgKhQSy4jCAJGsYBV1fG2NKPnMoSHtpE9edz9/Dbc7MWJMeqZFPE7+1HujlE6XqRwMItda5D+CzxQ+MHIp+M4OKYDpgOigH9zgPCuCFrH1bMwbdOgMDaMv6v3ilFWP0sQBAF/dx+lyTG3irNvYI2ArmENsKob/3nAGvl8kSEqMutfcwejX/wOxJtZ+sQimBqST7ksEFuQJGSfH7PmLr1ecO26/xewqoZbqSjLGKUSSjAAgoiRrpP+jxrxV21CCQaRVRFTVSktZJBVmeT+g4TWtxPZ2Etxaorq4gKiKhPdshVP80UjjVEqU02uYBQKgEDi5t2XLJVegF4sgiSTPnGa0tRMw4EukrhpF2r4Upd76vgJzFKZ2vIKtm6w8OgTSB4NT0szkS2DGIUUkY3bVpfn3OrOEwiyj8rEOMF1zZiVKumjz+FpaUWLx1c76d3p53fcnvpAgPTRE5iVCq237CE/fBo9l6U8P4fkccPHKwtLWPUpzFIJo1TCsR1ERcLTFETyevE0NbnaRK/XjaQ6fw5wEBQvwd71lxyDeibnGpYkBzngR/J4KYyN4GttB8ehNDNJPbWCf2czcrtDcZ+BU5dxTBuzVl01sgBuv3yx5Dbz2JbbFS5K2Ia73O7YdqNC8tKlWtcAJIBlE94TJnp7nPTxZRzbz9LTB4kM9mFWawiSSPya65E0jdpKksriHJ7WNjyt7cw9ehC9kCdxyx5yZ85hFApIXjeLtDw9jmPb1FZWCG/YgBIOoASCVzTBGMUSst+/2u5kmyYOEgI2i9/dh1mpEhpYT350EtkfuGTia5YKhIcGyZw4ia+jBdnnJ7R+PcvPPkt1yQ2SV8JhaisprLqBf137Vb9vWjSOVa1QTSYxq0Wsmo7W3IxVazQ9iRKS5tZmAhRGh7EtEy0Wx9vkZtZGbo4S3h2hOlEh/2yO2lQJ2wBsEbvmIMi2S0SFRmi00wiKd5yGrMJBDsmEdoUJbA018oSvDsdxKI6PoEXieOLN3/exPysQBIFA73qKE6OUpsYJ9Pb/1ATkr2ENa/jvxxr5/CmApKn03H4r0/84iiSKiIqOY4sI4pUzIGWvF8MoYlbKSNqFik8BxzAQJHF1CiiIklsNaFaRfB5yjxapLq0gxDIYNYgODVAYn8Tf0Uo9ncPR6xilCv6ubkJ9fauEzzXajFNbSeNrb8bX3kY9m7tUo+c41FbSlOcWKM3MIkgSofVxlKCf2OZNeFvdE7dtGFRTaWorqQaRLaLFY+DYJG7ZjezzUVlMUp5bJLn/OdRIGMRx/O1tyAEfhdFh1Ggzy4dOse4X9uJpimHVa2RPn8Ao5qksLLgh47EYWixGsGcd6VPnEBx3SuXv7qQ4OYlRqJA6cmS1KlHxq9SzWbRYlGpyBS3ejKelmfryPMH1fSj+YGP/dQpjIxjFPFo0RmlmntD6y8lOfnyG8PpuasklvG3tWLpOdTnpmmxOHUdraia6ZQeWrlOaeI7O37+B0okamccWwRLBknBkB0EAvZEE4Dg2coN4ghsWL4iiezFiW268VDCAY4NddyfjaouCurFM/LaGY19VUWMxrPFxCuNjxK+5FrOQozByDlGRXfnEwNBqJWLL9TWyZ0ew6iVkfxBbr2KWKzimTXD9eorjE65rPhKhlpy/anyUXiigNOQPVl1Hzy9iFsvIwRDhjRvIj4wR3bQRf0c7C999GkGWCKzrwKxWcEwdX8egq9NN5924KEkiunUr6aNH0aJR5GAEJ5kkunkDpakJvC3NVyQzSiiMPT2ObdQxyzZqNIpj1Ils3kZhbMT9Tnk81HMZ6ukVPPFmaqllAt2X1sIKkoBvwI9vwE9hfJzC6SUEw4/mTaAv1XGMxnRTBEEWkaMynm4vWkJDSahInh9c61iZdVMHfOu6f+Dn/CxAEESCvQMUx0coTY8T6F6/RkDX8HONtZzPNfyPwiqbrPx7CtUbQK8UEVTNbQxCW61evBQCCK55xqrXQXCDrxFwu72rruMdHPdkqqpIHgWjXKHyHKhbfciJOrXlFO2330RxdAxLdBA1GTNtYhQrGJUqRqFIYXQMq1onNNBH03U7qS0nG5NPd+JWXUlRnlukMr+I5PXg72wn2NOBtzWBp6mZ/PlRt/v89DmqKymMQgEtGsXT0oSnKYYn0YTgOPjaWvA2QtrD/b0ofoXAuiYkT5Dy/BILjz+NGvYi+zykz83SfO02PE2uQUvSPIQ3DJE7f5bIJtcEVEulKE1PN/IsbTfg3OtFz+UQFRnHsVACPpquvxFRkljaf4haKoOezRPduhl/Rzu1VJqabbvmF8ehtpykNDOFt7mF0PZrsU2Twvh0o6v8IhzHIT8+Q/ve66jOT6EEQxRGziI1OsMjW7a7OZGOQ+74cYL9/ch+L2pPDu9NKYKJ7RQOFagv1LGqNXAEwEHyaRenoRc+CZKMKKtYNQNMqGdKKD4vwZ1hQteHEYMW+eEzq/vlWCblyQn86zrJj8xQmVtCDrhyDkmLENrg5pw6juNOORVQ/TJmoYJdN5D9PjxtCarzSxTGJlFjTZj5DKnDh1BCATxtnVf8jOu5PI5js/TUMxj5AlLAiy2ohDYMIGCjNWKS1HCItlv3sLBvv3vx49RRo00YuSxqJIitO2TPnCW6dQtqKIS/s5PsmTPUMnnUoBcBC1EUqS4u4mu//KJAEEUQFfe9EGUEAUKbtiBKMrLPh1Ep41gWteUlQgMbqS7M4e/s+r4aS7NaRPDpBHraCA+0XPVxPwpq6RXqubRrMHoJEjNBFAmuH6Awdt7VH3f1viRf5xrWsIZLsUY+X2Q4jkPqv5YxiyaSV8ajhall8ih+z2qQ/BUJaKM2UVRVHMPArLpZhY5lr049zVoVEBA1FbNSceNgZIn6KRVvlw+1xUP66BFEWSK6ZStGIUvz9d0URqdYfGwfgqIQHhwg1NfzPE2WQ71QpJ4rMv21b6MEfPg722m/4xaUgB/Htknu3w9IZE8Ng22THxnD09xEdMsQWiyKKEnYlsXid/cR27GdzNFjtN1+2+pLM6sV6pkVwhs2Iyoq/o42qivLlGenKUynEETInDpDeX4O2edBFAXMWg2rWiV97BhqJILi96MEAhTHJxE1P6JEoz0nhePYeJqacSwdPZ9zpQzlMkalTst1W/A3gs1FVcWxbMxKhfLMNI7juPWnDc2dXXEngEY+C60Xl5qry2kEScKulpB9PnJnjmPpJpFNW1ZrVQHKs7MNB3AHZrlM7uxZmq6/DjUcJrA5TPKpM1TG8oh1L0ItiF0SsC37YpKPa49EEGXkSB2lTcKRi5jSHIHdN6LGLgahm/U6hZHzmJUKWlMzwfX9SF4/yWeeIzzQRXTLDnJnT1GencEsV1yHuijibWkh0NNLdniSntfeQS25SHluBlERCG/YTOb0OcxKFX9nK0YhT+H8CJFNF6sUzUqV0vQ0pekZlFCI8IZ+SjNj2HWDeqGKEvBTXZhHCV0MStdiEdr23sjikwfwd0SJ77iW4vh5fO2dKMEwy88coDw7R6BrHcG+PuYfexyzXKX1lt0Ux87jbWujMDGOJ5G4LPC9urSEnsshKRI4FuGNm1c/25LHS2V+FgRQgiEcw8CxbTwtl+tHnw+rUm3s9+UtRD8OzHKJ8swk4cHNV7kIfWlAECVC6wcpjJ6jMjeNr7N7jYCuYQ0vcayRzxcZ5bMlKqMVRI97AhREES0aop4toPi9VyWggiDg2K6gTJBlMN16Rbuuo4SC2IaOYxjIfj9WpYJtukuVjmkiyhqlZ2po1yzha+8gPDDgLocnl6gsnUcQPTTfeD16Lk9hZIx6OosWj1LPZCnPLyIpMqIi0377HiSPBz2Xpzy/QG05RT2TBRzUcAwl4MfX3kp089Dlr3t2Di0apTI/T6CnG1G9aNQpz03hSXRg6Qb1bM4N/l6cxzEdVL+EKGvIXi8OAmapgp4vIvv9eNo6Ecwyvo4ORFll5eBzRDYN4mtvY/Zbj6JGgmjxCP51PZilEtXlJXKnT2FWdWS/n8qyRXUlia+tHcnjRZSlhqN/Cn9XD95E2yUnxXo2g6jI1NIrBOq9q4QrPz5NpLeFemYFLRZHDgSwqvVLiKdZrVKamKDp+uvBdkgfO0Gov381KD0/OkklNYN/U5jAugS+9g4c08Esmq5+0HabfQRVRPSLpA7sJ379jVTmZqksWCSfepb4jm0Eute5LVOHD+Jta0cJhTDyBYrjI9h6jaZrt5I5dc41NOVL6PlR/Ou6iF/rmo8uTEGzI9MUJ2YJ93ejxZvJnjhKeXaSpmu2kHzmKJX5JFo8gOz3s/zss/ja2tHzBerpDL7ODgRZomX3LkRFoTwzjqR5MMvLKAEfhUKBYN+ly9qepjixrYOkj5/F25rEsUzUSAxBEIhfs5OVAwfd8HlZwShWUfwKAgL+rl5Kk6MooRDl2RmCPRe3W1lYoDgx7k49JYl6roxjmgiq6maYLs7h2BaBnvWU5+coz06tToKvBts0sBvNRs9/f39cuPKOYQLdfci+K8cuvZQgSBLB/o0uAV2Yxde+bo2ArmEN/8N48skn+au/+its2+aNb3wj73jHOy65//Of/zyf+9znEEURn8/Hhz70Ifr7+5mbm+OVr3wlvb3u7+327du59957v+/fWiOfLyKsqkX66ysIsnDJD60oSWiREPVcHiXgvzIBFUTX5e5cCLZ2Jwg4Flatim2YLvGsVrFNy3UX2w6iKmObOlZOweffhq/dQ/r4aSrzC/g7W/HEwkQ2bXcNIaaFGo1Snlto9K4HiW7egFkoUM/kSB8/RS2VRvZ68bQ0E1rfgzjUT3l2mti2zcw/uo/Qhss71h3HoTg5SXjDBnJnzhC/Zifl+XnMcpl6NoNVqVCaXnA77H0+zGoZ2euntJCi445bUIKBS6s5LYvqcory/BKVZAazUqGyXCC8oR9fZwe2oeNtCmEUSrTs3o0gitiRCPVsDsfQCQ8O4tgWxdllaukCywcO4GluxqqWwHHwdXS6RqHvgZ7NIft9eBNtlGdnCPT0UF1cQBKrSFoAkAj29rNy+ADRrdsvef354WH8XV3Ifj+5s+eQvF783V0AlOeXSB0/Tai7GW9rK772Dvf9lQWU6JUnYLLPj1UpE+zta5DGEbKnTlOen8ExDEIbNuJtTVA4f55aOoVXbsGu21QWJ/BEg1SXVkjctBsjn8Eol1aJJ7gXOold21l48hCh3k4kVSW0YSP58+coz80i+72AiVGoYVXnGk02E6jhIIlbb4aGZEFSVbeCEhB9fiSvhiCK6PmLetDnQxBM4js2sXLoOM3XblndHyXgJ7plM6kjx3AcEW9LGE88TvbMGeLXXIMcCCGIEuWZGXztHUiqSnlultLUNKLHJalqPA6CRHUlhezVKE6O4+9cR2lqEsnjwa5V8bQkXrC60iy7y/SiLP/EaiMd26YwPoIWb0GLNf1EtvmzAFGWCQ1spDByjqoo4WvreLF3aQ1r+B/Fiyn5tCyLe++9l4ceeohEIsEb3vAG7rjjDvr7L57Df+mXfok3v/nNADz22GP89V//NZ/4xCcA6Orq4qtf/eoP/PfWyOeLiNKpIrZuI3kvNx+IcoOAZguoocsJqNuy4vZ900hdsk0TOeDHLJVd93vDFe/mDwpuN7jtmlYcEzLfWSK/PE94fS8dd90Bokjq8EGW9h+gupzGE4vi62wjPNBHPZujND1L7vSw28ajyES6Omm6ZsdqsDvgLoUHgli1Oma5ghaNuKanatVd2i6X3X5tyyJ39iwIUBgbc13kmoYgQnTbNrdyVBQpjo8g+zykTozR+fJbUUOXkwFBkvC1JfC1JShMTlOaGCPQHqeykCR75jySJuNvb6OysOQ2/eCQPnIMJRRC9vnwxKMowRDlhTRqJIhVSmEUc+CI2IZJdWkJW7fQYjGU53XS68USSjCIt62N7MljGIUMouajtFQh2h/Cm2ilmlxCCQRXl+rBXfq1ajUC27dTXUpSTS6TuHkPgiBQS2dZ2n+IUG8CLRbD/wOaTGS/H7NUQg1H8LYksOp1rPqoW6vp1TBrFVKHDmJWaji6gV038LS0ENm8GUlVSR09SerISVpv3Y0+fIbq4jy+9ov6TX97AjUcJDs8QWzzAEoojCBKBLp7EaQFStMzOLbjmuHKFUL9vSBA+vBhPInE6lTwgkNflDXUgHtxJMrSZZmcVq2KpdcJdHdSXZwnfWIYral59f33tibIj4xRz+bwtnUQ2jBI6vBhKvPz+Nd1kztzAk9zM8XJCWSvj/LsDKIqIwgCwb5+BFHCKBaoLMwiyhLhwSGUQJDq0iJmpYzj2Pg6u17wuBvFArbhXqT9pFCenUIQJXwd635i2/xZgSgrhAY2kh85hyCKeBNtL/YurWENPxc4efIk3d3drFvn/u7cfffdPPbYY5eQz8Dz/A3VavXHWp1YI58vEhzbofBMDkG++psnyjJaJEg9V0QNB1wC6uBqOgWx0ariNCabAqIqY9VqjXYcC9t0J6Oi7E5JL2hBrVoN23aQRI344I04WpGV545TXU6h+D14mvzEtgyhZ7MUhkdBFPA2NxEeWI8guwHtlWSG0swckte7Sj5t06SWTiHKCtkzZ1ACHpaffRazWkVSVWS/351klir42tuozM3TetutSKrq9qlPjhLo6lqta6wmFzHLZbJjiyRuvBZPLHLVY+U4Dvnzo5Rn5mjevYvy1DhKJIzil1HDcerZPFZNZ+5b30VUJMKDA4Q3DlBdmKOeTiEHgqghD2ZhBU9TE0axQGz7tSw/+wyyz4dVr5M9ffoSJ71ZqaBFghTOn0H2epG8fspLBQKdrZjlMmosTvq5Q4SHNq3up6XrFEZGiO3Y0djmGeLXXoOoKBilMvPf3U+oJ4ESCrkk6Qf8csv+AEapiG0YFMZG0XM5gusHKE1NYlVqFEfGUGNRgn19FKenie+8NJQ/vmMri08+S/rYaWJbB8mePoESDKEEL04kW67fzuy3niCyoQdBkpA0L6nDRwEBQZKR/TJqxEt4Yz/FqVmsao1Qfx/F8TFEVcU2GkvUuDG1StCPUbjy1LPWkCzUlhYIDazH12mx8Ph+Ou50tcX1XN41GYV82HUbUZKIbtlC6vBhtHgcb2s7RiFPZXERUZaRNBkt3oRZLqFGYtiGjl13Q/FjW3chedyMTcnrpbIw5+ppn5+lexXohTyOZaM1/WQmlLWVJEYhR3jopWkw+kEgKurqBFQQxZ+Z/vo1rOHHgcOL63ZPJpO0tl7UtycSCU6ePHnZ4z772c/y0EMPYRgGn/rUp1b/fW5ujte+9rUEAgH+8A//kOuuu+77/r018vkioTZdxSqbiC8QuSIqCmo4iJ5vEFC9jjvKFHAcl3ziODi203AHOziOhWO5LUSCLDZyNmUs3UAQLSRNQwSsssHSl4fx77aR/X4CHa3UVlKUZxfwtdl4mpuIbNqI7Petngjr2SyCLKGG/UgejdRzRxAlESQRLJcEq5EIZqWGFosTXN+L7PcjShI9PT1MT0/zf/70ffzqm95EsLcXqRHNo+cy2IbOff/8L9x7773svflmvnj/31BNVQj1dhPsubKLGtxlyszJ0+jZPK17b3IjgyQZI5shunkLajjipgKIDpX5JbSmJgpjU+TOj+Nvb0EQdPRiASyTaqpMYs8tFMdHqMzNIEgSoiwRGtgIgFWvU0ulqC0voYW96IU8sj+EEglTnpmmMJmm9YZNSJqfemoF0eO5RAtYGBnB29qKEgyycuAgwb5etGgEq64z/9jTBLuakP0+whsGfyjyIQcClGZnqCafQZRVbNOiODaGoEjIPo+bTJDMEOofwGkQwOdDEAUSe65n/jtPUAoHCfb2Uxg7T3TrTkTZ/ZnwNkXxtjax9PRBbL2G4vchqhItu3eTOXMaM1/A39lNZX4GLRpASiTInhl2o4aCGsvPPrsauWVWdZSg74pL7o5to2czBLr6qC4sEO3uQ5RlHNMloO237WHl4BFiW4cwi2nqmQLVpSTe1gSBnh6yp08T27mT6sK8q9s1TcJDG6nMzhDoXY9ZKVMYHUb2+jDtGnqhiLdBPh3H1dOKmoZVr102kf1eWOUyCAKe6I9vNjJKRcpz04Q3blk95j+vkFRtlYAiii+ZfNM1rOHFQiaT4XWve93q7XvuuYd77rnnh97OW97yFt7ylrfwta99jQcffJCPfOQjtLS08PjjjxONRjl9+jR/8Ad/wNe//vVLJqXfi5/5X7jbbruNJ554YvW2pml0dXVxzz338Gd/9md4G808/13Yt28ft99+O/DD9bJWxysNw9ALQ1IV1FAAvVDia2Pf4cF9/8JcboGwJ8RgYoCHf/VBBFnCNszVRhu3bUUAUXJd7o5BqpLhX/c/zBOjTzGfW0QQIO6Ps31zH7/71l9j7513EurvpTw/SXjjNqxqFaNYcJciG0vmZqUCOAiCiOzVCA8OYFaqVOYWEDUPgmgS27GDhUceJ7Zt6xWqLUGNhKmn0sS2bQXciWllYZZgz8VJn1mtYBkigqzQtHPzVY+NbVqknjuKY1kkbt6NY5tkTp1A9nrxr+umMjeDWdPJnjiJv7MTLRrFKBTpfvVd1HN5ihPjWDWL+sIKgupFL12Jq5MAACAASURBVFSoZbL4u3rJnDwKgoBtuRmhtmVRT69QW15A9vnJzydpu20vei5HPZOhXqgiiA7VpUUCjSrS0PqLSxa1VAo9m6V5zx7yI6OIikqgtwfbsljYt98Ns/doRIY2XbGt6Eq4EPJeGBvFLLkZlWo4jG3VEWSZYFcvRrVKZWYKQRRJPv0skiavFhR87+esbe+NzD/6JC27r0eLxtwGmv5B9HSG4tQ06GVq5Tptt9+MtylG/vw5aivLKD4veiaPbZhEt11DZXGe6uI8kaF+sqeHqady7mdrdto9pk4FbyKOUcjj77r0wkLPZ5G8PuqZNJ7mllUiFt7Qh22azD36BJ54DDnoQVRiBHoGSD13BDkQINDTQyWZJHvyBLZuIqoyjuOG3IuKglWvUR6bJtizHkGRKU2OU0sm8bY0Yxs6ZrGA5PG6F2u1GnwfE5Fj25i67sae+X88U5Cl6xTHzhPo7V/NWP15h6R53CX40XMIgrhaPbyGNazhh0csFuNLX/rSVe9PJBIsLS2t3k4mkyQSV191uPvuu/ngBz8IgKqqqI1B0pYtW+jq6mJycpKtW7de9fk/8+TzAoaGhnj5y1/O8vIyX/jCF/jwhz/M/Pw8n/zkJ6/4eF3XVw/Wi4HajNss873QTR1Vvny/JE3l7Ow47/3C+5FFmbu33IVlW+wfP+CSXtNCEF2iJIiC23xk2gg4CILA2YVz/PpnfpdsNYdf9XFL/x7igTjz2QX2HTvCpp3buXnvTRQn0uj5HNXkE8g+H4rf7zrJW1oI+P04jk1pbNSNDhq66GKPbBykMD5BZX6WpSeexjYM5OD3XPU0yLlVqxHs610lFZWFWdRwFNkfeB6BF6gspum6+86rTgAtXWflwGFkn4/4rmsxigXy58/ha+/E19GJY9uUF+apnjtLfOcOPM1N2IbB7LcepbywQC05j+L3o8XCDTLmoZbKMffIk6jhAFokiFWtYQe8VBbnqC4toIYihDduoZpcRpBklIDbxuPv7KSULKCGbURNpbayjFkpkz03jKepCTUcpjg6SnhoiHo6Q3VhkZab9wCw9PRhZI+M7FWIbt56WZbn98I2TeqpFNXlZTcSCQc5GEQJ+fG2tWHkXR2kpzmx6lYXZJnI0Cbyw+cwqzVy50eJDg1etm0lGCCx53qS+w/TeuuNlM+doTQ1j6goBHp6iO/cTvLgcfJj03ibYnjb2imcH0YOeLF0k8qSm6/p71iHJ95McXIMLerH29ZJcWwKBAdRFsAoIAhR9EKByPdcoNQzKdRojPLUJJEtOy65z9MUg2Ebo1imllwi2NeP4g8S2jBA+ugxmnffgBoMUF1KIgc8rnQgLFJbmkeNxqguLhDZtBXZ61tdOaiurBBxHEoz02ixJvRsBjXqX205uhrMSgXHMBttVD96PaRj2xTHhvG0JNAiP9m4pp91SB4vofUbKYwNI4gC6trxWcNLFY7zQw2wftLYunUrU1NTzM7Okkgk+PrXv87f/u3fXvKYqakpenp6AHfw1t3tehIymQzhcBhJkpidnWVqampVO3o1vGQKdXft2sX999/P5z73udV4gK985SsAPPzwwwiCQE9PD/fddx9tbW0MDron3uXlZX7v936P9evX4/P5GBwc5P3vfz/FYnF121NTU7ztbW+jr68PTdPo7Ozk/vvv5+GHH16deoLrChYEgYcffhhwYwvuvPNOmpubicVivOxlL+PAgQM4toOerHP/439P9x/38YZ/ehP3/ueH2f6Ba3jrv77tqq9xKjcLQNQb5iNv/Gvuf919PP1Hj7hiEcHNgBREAWzHrd/EwbEtHMvifV/7INlqjrZQK9/+gy/z4Jvv58N3/z988v96kKOf+BZvfMUrkH0+Aj09/MaHP8yuX3sr3XfcQfsNN3DTL/8yn/7P/0QNhZAUhaefO0xij2uQeeihh+jo6CAcifDB//O3JE2DN/3JHzP4xl/m2s2beW7fE6tfKNtw46CmJyd50zv/AK/Xy8bBQb70pS/ha4STm43jblbqdNxxE5KqMDk5yVve8ha6uroIBALs3LmThz/+cZae3I8WjxG/dgfV5BL54bOEBgbxd67DLJdZfvpZsEUUvwc5cGGa5OBvb6I8PUGgu4/w4Ca8La0YuRyB7k7CG/oIre+h+drtSJoHBAerWqE0M4cSacbf1Yfs9aHncij+i1N12zQpzyfxxYIowSCiLBEZ2kxs82YkRaEwMoJVq1EYGyNz/DiBvh5ESSJ15BSOUXWJ55btV11utXSd8twc6aNHWdq3j/LsLLZRR/SoxHbsJLJxIwgCZqlEZGgr3pbWVdIuNZaQtXgTsR3XIHlUKnMzrDx39Io/dpLXg6cpwvL+ZxEkFdmv0XT9NQR7uxFlmeadm8mPTGKUyijBEIIkYlWrqNEYRiHf0CKD5PHgaUogiDJGPk2gqxUEMIpV6sU61aV5sE03KuzC66zXsOpVrIq7Pel5F4i2YbBy+CgtN16HJx6hOLmEqLjL4v51nSjhEKmDBzEKeURNAUdyl9mLBZzGMYxs3rY6WRQEETUaR/ZqVBbmMQo5/F09OLaFqKhY9e9PPo1i3k2EiFxdi/xCcByH0vQEoqrivUpA/887ZJ+P0PoNlGYm0Qu5F3t31rCGlyRkWeYDH/gAb3/723nlK1/JK17xCgYGBnjggQd47LHHAPjMZz7D3XffzWte8xoeeughPvKRjwBw+PBhXv3qV/Oa17yGd73rXfzlX/4lkRf4XXzJTD4vYGVlhePHjwPQ3HypTmhmZoa/+7u/49WvfjWiKFIul9m9ezcTExP09/fzK7/yK3zjG9/gvvvu48knn+Tpp59mcXGR6667jnQ6TWdnJ29961tJJpOcPXuWt7/97bz+9a/ni1/8IgDvfve7Adi0aRPf/OY3ufvuu9E0jVe84hX4fD7+/d//nb179/LEd56gzW6+kJDEc1NHWMwt8Yqtv0jUf/U37Mb1NyCJEivlNO/89Lv4xzf9DZqs4tjO6gnfsR2ERrG0KIngwEx2lrNLwwD8zt7foj3eiW26ExtHF2nq2sKGPRfdujOLS9x03bW0dPWwsLDAV7/6VX73d3+XgYEB9u7e7ZLdBj70oQ9x55138tnPfpb7H/woD3/u81y3eQs93V0cHx7mne96F1+6/x8I9nXj2O7y9QOf+xyvf/3rufHGG9m3bx9v+6P3svmW29javx6j5LYnqeEgajjIwsIC1113HZlMhttvv53+/n6+8uUv8xu//dvc9+d/wZ/85Qcpjo+iF/JEt+1E8ngozcySOztMeHADgZ4uastLFEbP40m0Up6dxhNrInNmlMhml9hIXp9bU1kq4m2Jkz5+hsC6JgShjhoMADayL0pxcp6Vw6fwNsfA1lGetyRbnFnAE48gyCJ6LoukaniaW1wCKAiUZ2dpuekmUkePoUbCVJNJCqOjOLaD5FEI9PRdFtVjVqvUkkmqy8sYxWLDSNOKv7uLwugIij9MZOMmqskFzEoZLRZHVNTLKi4FWXEvRizL1d9qPlRVwyxkWXriKRK33IQgCFQWlyhNTWOWywS6uxA1D2a1RnRoA8WxEaJbdyBIErLPS3Son+Ujp+m49QY8La2U56YJdPWTP3cGPZdbDVx3NZ0RIkODlOdmUQIast+DOZcGRwRRJnXgAJHNm9FiMXfqGY5RW04S3nip3CJ17BTeRDP+9jaseglL11l66iBtt+5BEAVEScDW6wiKQtP1u8iePElpZgbHMpFUFaNYvmxCqUVi1NIpqgtzBPv6XXOS1wcCLzj51At5HNvB2/yj6xFrK0uY5eLPtcHoB4HsDxDs20BxYoRg78AlRrg1rOGlApsXMWsJuPXWW7n11lsv+bcLvAbgz//8z6/4vLvuuou77rrrh/pbLxny+alPfeoS55WiKNx3332XPe7xxx9n82b3pPbpT3+aiYkJZFnm6aefJpFIcPjwYXbt2sUzzzzD/v372bdvH+l0mlAoxLFjx2hquFoNw0BRFN75zneuks/7779/9e+87GUvw3EchoaG6OpyI1u6u7sZGxvjwX95kHu3/K/Vx3oVL//57i8TD1xd0zSbmeNXP/ZWwt4w29Zt5dHhfbz7C3/K/a+/jy8c/yp/8fUP8yvXvpF7f+kvECQJQRIRRAlBFMmmK6vb6UmsdwPUbZueP2noEf+Xu29TU1MAPPLIt/n8v/wzWUugq6uL5uZmkskkjzzyCLfedNMlWtUvfvGL7Ny5k9OnT3Ps2DF6urv5xPv+nBNGhVe//vWcHBslMjRI5tSpVdL6O+94B//4T/9EZXGWPb/wi5w4c5aPffSj/NXv/TZG1TXDSJpLoD75yU+SyWRobm5m27ZtmNUq/W3trKRSPPjpf+O33/DLiIpCbNtOcNwIJaNYomXPjauxPHIwhDU9RWVuhsiQ21Bk6Ta5c+dpueE6BEFAizdRS6eQFAVPRMEsFgkPbqI8v4hZSiNpAh133IxtGFQWl8mePoUxn2Rm+VF8Ha0U55bxxAJ4W+JUl5PIPl+jCMAmd/YsoQ0bKM/NIykqTddfR2l2gUryJFrEiycWdyeip06hhkIIojtJtHXdlTv09OCJu5+N4uQE1clxQgMbAIfC2DCephYCPX3Us1mqiwuXfXYEQXCnn3od2etD0jS0uKu3rCaXmPvmI4iKKyEI9vbgbU24sg3bZnHfM5Tnk6jhIMWpcULrNwAQ376RsX//utvGFQ7jTFl44hFSlTrV5BJqKIqe0imfLiGYAVLjKcySgF7wI8ggKSJoIoaVQevtIHPqFN6WFmyrhhaNowSCl2gfy/OL1FZSdL78DmxDxyoXSezexcrhYySfPoAWC2KWiiiREHqmiFku421tobIw515c4CB5RMrzcwTWXYxQkoMhsC1s00RtaAplnx/Hsl+QfBqFghsuH/nRYpaMYp7K/ByRoS2XNTGt4XIoAdcIV5wcJdi34QUzWNewhjX89OIlQz4vaD69Xi+dnZ289rWvpaPj0pDilpaWVeIJ7iQUoKmpaVVY+3yB7MzMDNPT0wAMDg6uEk9wye33w4XnHTt2jGPHjl1y39z8HGy5eHuwdcP3JZ4Af/nVe5lKTfP+u/+U37zlN/jNT76dbw8/xnu+9H6ShWUA7uy/FauuQ2Py6Wo/JaLyxR/p2Yy7dC+IIr95y9s4MnGUE/MnV2NlDh06xN69e6k3ckWfj2Qy2ZgcXYyguXC8oo2cw40bBhFVhWjUdTVXq1XkaNhthBTdyc46RaMwNo5Zy7Nl+w5OnDnLxPlhzJqNIF36kbxwHFdWVnjggQcuuW92dhY1GsW/rpt6Jkv66HG8rQlad25325xsm/LcDNXkIt62DqpLC6vNlKH1vcx+61H0QhEl4Acc6itLKJEotZxOsL8Z2edHVDVAwMjn0At51FAYf2cbmePHabtzL3bdoDg9R2VxBauUB8tCFC3q+Zy7FD876+aXygrl2TkSN++htpImdeQ4vpYQ0a3bGpWoy1SXljCLRURNc0P+G+TV1nVqmQyliXFkv4/olq1UFucQRJHQhqFVkqb4AxTLpSt+flz3tks+BUWhns1hVWuYZR1RcR3hkU0b0Z6XVymIIombdzH/yD6UYD9WOUttZRlPcwuSqtK0bYiV506SuGELktdDZWYJIdNC5is6OWscRAGzIiIqFoJUxDFNHEsBBGxTxlQAJ0DulI0U90N/EdQydrVOeOji99Ss1UgdOU5izy5ERaaaXEANxxAVmeZdO0k++TTV5WW8rc1EhjZTT6XJnzuDHAw0iLxOeMMA5dkpSpNT+NraV+UNtq7jWG5ahFkuowQCyD4/RqmIVa+5etkrTCQdx8Gq1RDEyzNKfxBY9TqF8RGCff1Inv9eU+RLCUowTKB7PcWJEUL9G38u2p/WsIaXIl4y5POC5vP7wdOIU7mACxPJVCrF8vIyLS0tnD59+pL7LwhqR0ZGSKfTxBsTqAuTT/l5ejXbthEby3pdXV2MjY3xW7/1W3z84x9ffUy5XCa7lMX8fy9OVTT5hU9ekytTAMykZ1BllY/9+kf5lY+9lW+dexSAV235RfYO3rwauwSA42oRO7wtDLVs4NzyCB97/GO8rOsmYv4Y77v13fy9/TFOzJ90MyeHh/ncZz9LvV6nt7ub7371S3Rv28nmzZs5d+6cqw8UhEtaGFZff4O8CpaJt7kJKhc1s+WZWZRweNVwNFUsUJiYBNvhVEMi0dHcTDVVILju0guGC+/Rhr71fPsf/on2m3Zj1SrkJ8bIaV78nV3kz49Smp4hvn0r3kbHup7PUpwYR/b5iG27xm1L8mgUxkeIbtmBqCiE+vvInTuHrIlIPj+CrOBr66SWrlJdTuNtjjcmsA7+db2UJseJbt2BUSjiOKAEAghBgVomj7+1CX9rCMexMSsmdr3G0pNPu/3hQ5vInjxFbPtWrLrO0tMH8cR8SF4/6SNHXb1fIkFs506UYPCi479SoZZOU56bxapW3OQCHHLD5wh0d19W9ylq2ipZ/d6ld0nVMMtl9Gye8oybYxkeHCC+YxtGuUT+zClWDhwivHkTwa51z3ueSuve3cw/+iTN122jND2BHAgie71ENw2QPjVC8VyK2tkQ+ckSSAEcS0cMgigJULOQAzIgYNX01V8cQQQEB0ERcQwbK+mlNGchhVX0dSVk/zzhwQG3+OC54wR7uvA0xXEch3p6hUBPP45lkT11ElGTMLJ1jKKBretUkwtupWmlihaPYRTK1HN5JK8XBYHS1BShRnByaWYSLd6EUchRTS6jBAJIPh+11DKCJGEbxiW60wuw6zVs00L2//DOdMe2KIwN4020o4Z/cuH0Py9QwxH863opjJ0nNLBxLR1gDWv4GcRLhnz+KHjd617HBz7wAaamprjlllvYu3cv3/jGNwC48cYb2bNnD319fdx///2k02l27tzJXXfdRTqdpqWlhY9+9KOr5BTgTW96E52dnbzvfe/jPe95D48//jif+MQnmJ2dpbe3l9nZWZ588kn+/oG/53Zx7w9VpXX39lfwwHf+gc8e+DyzmTnaIm0s5hZX789XC5i2gSKrSB4FQZJxTBO78d99r/0Qv/bp32Y2N89d//I6buq7kZgvyrMThwCwLZvF/SeQF9MAzM3P84fv+r9ZymYZHxsDwNINl9heIXzbbnTLW9U6nkQzTF4kn8WpaTyBwOq06eP/9imWkwukcgVOnj2LIAi8+prdtO+9EeHoM5ds921vext/9zd/w8jEOK9533u5busWlpeWODZ8njtuv53//Tu/jyhLtN16s1uLaOiUpibRC3mCvesviWfRmlqoZ9KUZqfdlqd6AVuv4u3diLclQXl2mtrKCooSpXgyhTO7QmW8hJHzUdKK2LqH4qOjiAGwxSi1iSpqq0p+fAY15MGbaKYyP0frLTdhlEqknzuMoHhZeuogoiyTG3bD31W/jCgraLEYkY0bkX1XPnk6tkV1aQHZ5yXQ20N1fhZEGceG3NlhihNTq4H3WiyGKMvu1K5cQlMvuoL1QpHqcho9O4GnpZlA1zpsQyfY2+Mel0iU+LXXkz52lML5YYx8gdjWi5NHNRQksfs6lg8cIb5jiOLoMJEt27ErDp7CINn/qiMqMqggqRJm2caxTBwkN3u2MW++kMSAQ8MYZyN7PDiajV2vgSxiF8E+EyIzYVLZfhhvfwSzUiGxexcARiGPoCiIqkb6+DGsWhVvIkHTrl6STz9L9uQx/D19qNE42aOHsOsmkc2bWTlwgOi2bZjTY5Tn5/F3dmLV3Nat6Nbt5E4dp7a8TGh9X6OqtIKoali16hXJp1EsuOHysR/Ofe04DqWpCWSPF+8VKlvX8INBi8bAsSmMDRMeGFqbHq/hZx4OP1xc4886XjJu9x8Ffr+fZ599lne84x3ous5nPvMZ/H4/733ve/n2t7+NKIq0t7fz3HPP8eu//utIksS//du/cejQoVW3/Lp16/jgBz9Ic3MzX/ziF3nggQdIpVK86lWv4rHHHuPOO+/k2LFjfOpTn2J4eJg3vOEN7LlpD2pCgx8w5xPgPS//Q/7qdR9iU/smnps6wrdOfZuOaAcfft29tEfaeGr8Gf70Kx/AcRpLiaaB5PGgBAJokTDb+nbyjXd+hbfuejNRb5hHzz/OV05+DVuwued1b+KfP/FxNrzltbzrPe/itbfejkfVeOrEMXZt2MT2vgEAitNzjHz2yxRmM6v7NfOdp0gePrmqj7PqdTzNl7a9iKqCWamsupr/+B1vp6SbHDpyhP7ubh74oz9h1w27WDlwiHomu/o8x7LwJFf4xkf/lTffcw+ZVIrP/McXODp8nm2bNvELGzfha2ul+cZdiJpGdXmJ9ImjCIpCbMe1l+cCOg5KKEx9eZF6aplg/0Y8zW0UJ+cw8wbVcworn66Q/6aJflKlcDiPmbNxDHAsB0FSMYs6+ryBNRUi+f8tMvN3k9QOajgZGaNYwdfegShJmMViI6AevPEgakhDz+ewTYtaoYYjqOCIl8kMoBG9MzVJ5vgxvIlWJK+Gnl4htGGI+I5raLrmGtpuu41ooxqzPDPD0hNPsHzwoNsytbLsalMXFknuf5aVZw8iaRrBvnU0X38tWjy22jR0AZLHS9P1N+CJRamnkiT3H8B+3kWGry1BdPMg2XMTOLJC6rtjzP/zNFZaBNlGUEBSVBzTAFHENgy36KARJ+Y4btuW24nguJKQhs5RENzjIEoioiYg+iSsmk3lYIDcY1l8zS0X+Cv19DJqJE6mQTx9HR0E+vqpJRfc0P+iQXUx7d6ON1NLZ9EzWUIDAxRGR9GaE2iRAPmxMUpTE67RS5JRY3FsU8eq1xFlGUGWkTT1qrrPei4LtoOnueXKX9iroJZcxKxWCPSsXzMY/ZjQYk342jopjA6/YDLBGtawhp8uCM7PE9X+KULmsRT5Z7JIvp/c8NmxLcxyxdU7WmbDmexj9cx98ZHYpoWtm9i6hbhzCjUUwNvchLelCVGWKIyNuLmRLW14mhMNjVudWrbI8sFDmDUTyevHKFewanUUj4RVNwEHQRQRFcWdROo1JE3B354g2NuDnkmiRiN4W9rInjlJJZnF19ZBbPMG6tkc+fPudDDQ20NteQVJVQkPDZA/P4ynuRlfxzpyp89Sz2RpunYnaiSMWalQnBjFsW2C6wcu6VF3j4tNPb3imk88XpRAkNrKMtGtO6gna8x/5gxiLQKigG3VkX2eRqNUCAQBq1p2g8dFyTW71GoIsozs9WFUa9gVA1FVQDCJ3BRH7ixRmpnCjTNwCPUPUJiYQ1IsAr29eOItlBeWqCwsUU2uoEbC+Dva8He0Ikgi+eFzCLKEFo+hZ9J4E214Wlq/b5akY1no+TzFyUnqmSxWrY6oKHgTLQS6u0CAysIc0c3b0HM5cufO0bJ79+XbcRwK54epLiex6jZtt92y6sJ3HIeVZ45TOijgZBUkr4KoKVjVCpZuooSDWOUygiRjGzqCLLs1nKqGbTaqNR0b23IQJQlBFFYnVlatAgjuBYptYxsGlmGBKSL6BLzXlont6qeyMI1VNbBNnUBPL95EK4WxEbBtQgODOLbD/Hefwhv1EttxLZZukDp0iKbrr6cwNooSCWMVcxiVKlokQmSTq1k2SgUKI8NoTW0EutaRHz6D7TgogSCBdd2XHaeVwwfQcwXa77hzlUS/EPR8juLEKJFNW90YrzX8RFBdXqK2vERowxCS+sPrb9ewhp8GfPsrj/Bf93/zv237v//gOxh6Xjb3i42f62X3FxPePh+FAz/ZzDpBlJADfsxy2Y3XMU2MYgnZ5/2eCZvg1hUaAsGtEVpeM0Qtk6O2kiI3Mk49nUUJBjDKGerZIjHVixoOIXs9BLweqq0RHMRV8uI4Nsn9TyF6I+ilKmokSj2do7qSRi/WcPIVKisF0mfGG1mouBMxwd0PORghNzqJEvAT2TyEWSqTOnIMbBtfZzvZ06cJDwwgyCrJJ59Gi8dpvfVmBFGkNDNFNbmIv7Mbb+ulGshV0rk4h6R5CPZdjGgximWW/2uc6mkR9CC2qKN4/Qi6hWOaiLLsxlGp6iXRUqKiYFaqiI0GIvv/Z++84+Sq6/X//p42fbbXZDdtUzakUUNHpQmIFEEFEbyAXjtyVa4/9V4RsKEiCiqKFxQFUQEVEUFK6CGEUNM3m2STbO/T57Tv74/v7OwumwBqMCjzvF77SnbmnDOnzOw85/P5PM9j2wgThObiu5LhFYNoEZ/o4XW43hBWRZx0Zzea7hKe3lQkMmUtsyhrmYXvemT7+knvUlVKPaCjWSGEKTCyWcoWLHpNQYuUkvzwCKntHWT7BtADJnVHHI7vueQHBxnZqCpDRsgi1dGBEQ7j2/bu30NCULagFTMeI9neTtdDK6g78nDMaBQ/4+OsrcIfHEUEwPdshNSL9zZ+3i5Ut5WxPZ5XbFlLz0PTdXzXV6Mbmiy+J6Xnqlli30cvrO97PkJ4aGGBn5Nkno7gZdZhVHkIQyc+bx5WNMbw2pcIVFQSaZpRJOfl82aQ3rGL5PZdlC9ooby1laHnX6DqwP0ZePZZorNn4jnduNnxapkRiYGmkevtJdrchB6OINOpPVY+vWxOVUhfJ/H0cjmVFjVnXol47mWEautVC75tI2XzFk6xLCuhhBLefCiRz32E4IwQesTAy3lo5t6bfhBCw4hE8TJphKEU324mg2Za6EGl3IZC61NA2fJyhK4TqqkiVFNFBfNVjOTQMJmeXtIdO9j1wArMaIRwYwOhmmpkIVt+DG4mgx4I4CaTVLXOI1SnWpF9q57Bz8WIzmwmVN/A4EvPY5bVkOkbJLWjEzuVRw/oDLy4WREPS0cbS+TRNTRTJ7e+HU3XyQ1n8B2byoXzic2aiZtOkdy6ZZKgaAxjopRM1050KzDFF9Dut0k+EiLfmUQPBzBjAexEAul7CMPAy+cQpoHvuOPkyffHk4ck+J6DzBYSpFDEyYiE8TuLZgAAIABJREFUVIU47ZB8SBBaVI8sd5DeKMG6OmKz5ky5XpqhEyiPk+3ZRaiuCmEa5PqH8ZIe6Z2DZHpHiUxrINxYh/EKwZxS03eS2t6BlD6xmTOoWLSQgTXPYJWXITSt6EHpZrMMvbAGO5kk2dGBn8sx+OKLBKuqCFRWTpk7DTdOR49EGXn5JfqefIqyBUsYudfGGbQxykO4yTTCVOcKKTHCIZxkGqs8hpfLQuGcjJ0z6XlogQA4DtLzkBPa7r7nggTNtNR6noeftzHjsYI3bB7fhtxz5VhLBwk0avi2zcjGdURnzp6U++3ZNvbQIJX770/Po0+jmQbxOTOxR0YY3bSZaEsL2c4dGKEgbjZPbnCQYFWVstuqqCK1Ywe+62KEwziJUXzXm3LNfMfBd73dRsfuDtJTAqNw43SsV4nrLOHvR6iuEen7JNo2EJ/XimaUCGgJ/3p4KzWiS+RzH0Fogvjh5Qz9dQD28t9JIQRGJKLmLBFQaMM7KUd5fBoG0pHocYNA09QqjKbrqgVfU40RADNeqdrhw0PkBofIDw6jmQaDL60jVFuN9ByMcJRMZweBqjFz8VGc0QRC04g0NZHetZ1IYwOBimrc0V7MkMXs007ALKiFfccluaOL/mdfxKyoID88ipvNI31ws2m0kQyaoZF/+gUSW9sxwgHyI3mEkSQ7mMUqi2FEQgjp4SQG0SyL2MyWSUbwALmdWXpv68J3JXrUUilBlvK+9LK5Yka3pmu4+QnVQSlV69i21aS0L4um+cI01KiBbuCkU+hBE89xya7TyHXmCR9iYcXiU2b8pJRkOneR3L6NYHU1Xj5DsLKCyv0WI3QdN5cj09VLurObgTUvYcZjRKbVE6goIz84SKazi0B1FRWLFhKorpqQaBTEzWQwo+PjB0YohGYalM2bi24F6HrgAQIVFeSHhkhs2YLQ9UniJT0QIFBWTvUhyxl4ZjV9t3chMyGMWAAhBGY0gp1MoVsGQqiKsDB0PNtRNl+6Dr5XHD2Qvl8km1JN1isvUakEbFLKQtVT4qTT6OEQQtMKPzrST4MUOGurQR/Ay24iOmMGgYrJc72Zzp0Ea2sJlJfT8I4j6XrocYSuU9a6gP5Vz+AmRhFCoAXCaK5DYstmApWHjnu9DvSR6x/AKovhZW3cEcgE02rmVxMIUyCNFL7rEXgd5vJSSpLbthQiautfc/kS/n6E6qcVCOhG4nNb95gWVkIJJex7lD6d+xDRxTFGHhnCd/y9Wv1UEBjhMG42h5yQ9+7lsvi6gZAm5UfVKNXxq8CMxgGfuiMOJ9G2GSeRwAxV4+YchK4zsqGN3NAQesBCmCa5gSGC1ZUkt25DMw1is2fjppO4qSTxllY159mXoP7wg4vEEyA3MEBi00bqD1tGrq+bypb5aKEowy+tJTZzCaGm6aS2d+AM95EbyZDoTiN9gZsZYnR7N+HqKNHGcqTnk+kbxck4GMHtGNEIgfKYSirKBEk8qMiRHtQBHel5eHYePTBe/dR0AyklvufhOzbS9/GyOYQx1mIVGNEo+eFRNENH+h56MKgqprqaC9UL6UBiOIy/pYaU2EG4sbFYCXSzWUY3bsB3HQIV5YBP2dzWSb6FRjBIfPYM4rNn4Dsuo21bVDt5aztICNbVEZ42DauyYhKxNaJR3HRqEvkE0AJB/Hwe3QqgBQIEq6uJNjcjpfK4zA8Nke3pYWTDhqIRfaCyEiM7F5kcQOoOXtZXBvq6jhkJ46Qz6JZeSE8KYY+msGJhdd6kqvqB8gwdG1/QNA00DVXldBgbAwGBm80W5kQLFWfp42bSijBGDPyMh7epEhb3kO7sJj88TMWiRZjRKF4+R36wn8qlBwBgxaI0vO0Iulc8gWboVC5ZzNBLzxOqayC1YyfhafU4I8Nku1UevR6K4A4aDDzXj8jnsHtCSCHJre5GdQxUxd/L2UhZh9atIfcbJbooihbcffs9292Jb+cpW7CoJDB6gyGEINzYRMb3SbZvIt6y4HWPRZRQQgn/XOiXX3755ft6J96q0EwNo8IgvS6FMMQb8OUk1PyT9JGup77AdR3pCEQkQ+zwIEYk8hqvK8gP9ROqqcMMV+INa+R2JSBnEJs2l2hTM5KMmn8zTXL9gwy+uJb88Ci+5xOZ3ki2t5Pw9BlkOneR7R8iNmMWsRnjOdbJ7R2MrNtAxcL5ZHp2EWlqxh5Jktq+nZqD9idQXUlqaxt4DuULFxGfNRNd+Ag7TeX8JspmVBKurcSqrIdADC0YAc3EyTlkBxOkdvWR2Z4g/2wI37bx3TxuNoeXyytfTMdVLXch8G0HNIG07YItkCxcKxMjFFaimcKsqpfNo1k6mq4qn55tgy8LFj05dFPHiIZwB31k2sBodDFjMbLdXQyvX4sRDiI0CNc3EmmetVtLHy+XI9m+jaEXXkK6rvLmPGAZkcYGfNsh0b6dwedfJjc4hO+4GKEg0nXwcjllRzMB9sgwmhXACEfIdHdjVVRgBIMqAcmysMrKCDc0EJ05E6usDN9xSG3oZfSRHMKUaIZW9BHVLatQ3fTxbRfw0K2AIptSjSlIX6q8AyiEHmhIV7XYddNAM018O68iRgNBfM/Dy+Uwo5FiOtQY8UQT6twGDHAMjJCJFrdx01myXV0ITcMeHcKKl01yOTCCAYK11fQ+tRrdEugBi/SOLmKzZ5Pt6UW3dDLdA3i9MQZ+30d+s8Ad9hHoSOEhNIkeDKAZGsLQELrAd3PgSWRGJ9ueYXTVKO6oi1Fhokf0Ced7iEznTuLzF5bawP8kCCEw42W46RS5/j4CFVUl0l/CvwTaN7az+em2N2z7h7zroCmR4/sSpcrnPkakNUp6bpJMWwY99MbcpeuBIEJoePk80lNVqNqzm0ht3Uyut5eyBQt2K2rxHZ/8Nhh9wmXkj1vxcz5CF3jZmJqrfLEDzbRwcwFEWCe2uJqKI+pJdm4mvasTM1bG0MvrcVNZUrsGQXpoVpjYbGUcL6VkdKNaNt4yk2xvN9EZsxjdsBkzHqf+qCPI9vWQaN9EZHozofpGRUqkJNrcgNAcfFsp8IO1dcQaajFCU/3+fNtj1w0dOAEHYfhIz8f3PPWv46ptCuVTigCZU4RIVe4Kxvq+A2j4jodm6ri5vBJNSXU+3WwOITTQRUENr2OEIoqohiRur8XQk13k5vXj5bKY0TBmNEpkenNh1nEcUkryQ8Oktm0n299PpLGRmuUHK/V9AVZZHKssTsXCeXh5m0xXD+muHgZfWItVFsGKBjHLqwhUlBe/fMdSjkCZx7+a6MgqK8OIxBi9V8MIOwhTOSRI6YCU2IlEIblJQ3gavusrUVMkRH44gR4wELoim74uCzdBioyOteXHxhbG2qNuOlOIJdWUc0MmowRqhWX1QFD51+oSd4dBpDWKk+vFTmQY3bwFMxqgfNGSKccTrKqg9pBlpHdsJTJzLrFQjMyuTvRIGG/QILsyTMbtRQ9ZaGED8i4IiaZrSM8H6YOY8NmUEmGIYrVT+pLkCwlSLyaIH1pB+TEV+E6e5LYtxFsWlBTY/2QIIYg0zyK1vV1lwc+e96pOESWU8GaA5G9yX/yXR4l87mMIIah+Vx1dP9uJm3IL7eC9D82ykD54GZvgQVmcTC/VhxxMansH/StXEp87l1CjIndu0iWxaoTkmgTS9fEcEz3gogUNVR30QPggDIHnZsEAP6WRfj5P+oXt+FYWa2aIyiNaSe9oJ1TfxPDateRGbCzTZ8ef7scqLwPfQ/oe4foq3HSKQGUNQy+spXy/VsxYhJH1L08SFClSNkCmS0VLRptnYZaV4+fzJLZspfvhxwhPa6Rs3pxJApqRJ0fwEj5G1CwSMel5BfsfV5EiTSAKKusxf0spfTUSYagWsZPJFqyCvEJFVOD7Pr6jZhtFoVAqdIERDBVFWUII0CX5l4OYNWmsmhDR5tlTxCe+65Le1Ulq27iAqHLp4tdU7+oBi9isZmKzmpG+T6a7h9TWNnqfWo3vuEQa64lMq1eVxoIfomZZ+LuJUJ2IxKpRnGGneFOk64a6Dp6Lm80W1O2aIpSeVPOemoYetPBtR7XjfanGPoLBYlVUINV4gusgpSKmbjaLVqiGFomnJhTZ9Nyi1RWo84uA7PMhat6/jFR7G9mBIXKDKfpXraZs/jwiTU3j11pKnMQQgepa+p5eQ/3Rh6FbI2TWGNjbJMIUoDsII4AQBr4QSNcpWJZNFk4VjEqLnrWg5rf1kDrW0ZXDpDckCS4eIdbaPEnoVsI/D0IIojPnkNrWRmrbFqKzW9TNYQkllPCmQIl8vgmgR3TqL5hG90278LPeHufH/hFIV4LUqTi+gry7CTsRIbF5E2ULFhKqq2Nk3TrS3T2YcgajD43iuxLN0tS+GKr688r2lbKMyePbeYQp0MNKJCNHLJz1UXpHd1F5Yh2pbe3YyTxNJ7xdqYxzOfpWrsZzlPfjSNsONNNEM/opXzAPL5si19dVTChSpHOQTNdOVdWY3oxZNj7nqAeDVCxaSHzuHEVCVzxOuLGe+LwW/FGdxFPDaAExmXAKgWYaGKFQYS5M4mYzGIGgqsBFIvi2jZdz0EOWYpW6gZvKIHQDL28XW8qaKYqqaNUuFuRHE8WqKKJwO+tppJ8xiHygHqEZBVKj4SRTJLd3kNnVSaCqcoqA6G+B0DTCjQ2kd25j+vGH4uWV2fzIpnbcTIpARRTf00Boe6x8gqr4JlYOo5lT90HoRkHQloYCecTScNMZ/FxeVY89H1CzswKpqplSVZclsjDa4CkxkevhOy5WPIb0CsSzYMWF9JVfqDb5M6EFNJx+G5m0iM2bj++8jBtycBJZRtZvJNPVReWSJRjhMPnBfqTnUdY6DyMco+fhZ9B75mL3ZtFC+vjIRT6nSK5uIB1nnPRPUKCOEejd3RCMkVB7IIvzSIBwQxT+Ng/6EvYiFAFtIbm1rRAoUDL2L+HNDKn+Nr5FUJr5fJNAD+pEFkZJb0rjpzzQ984MqJQSmffBl1SfWkv5oTUEqqtJbd+B9D2cVIJw4zQC5fWM/DVNctUoQgM9bI6LkYRQX8aFuTXfVdVCVU31ivYQ0nVVG9sQaEEDdwjSL2VxZJK6o/cnUBbDy9v0r1qNGQ6ih3SiTdPxMmmC1VWY8QjOaD+5/mF8B3xf4mXSZDo7cFJJwtOaiTTNxAiFd3tuNMMgVFtDdGYzTjLF0AsvMfpwHj8t1ZxewUpJDwbQA0E1p1psx6n2rp9X5uzScZWqXRb8KIUiWWMeoJoGRtBCN3XVSdY1pfq2rALRKrS6dVGo/qmWs8wapPq3MrJtEwPPr2Xo5Y2MbN6Km7UJVNdglZcr8iMlmqH/Xe1CIQT28DB6MEigvJxgdRXx2TMI1dXgjI7gJPOkOzvJj4ziZpRfpR4KTjqn2bYMqZeTaNbub4TG5kT9gnUSCMxweHwcgbEYzYJ9SOFHkdEJrXTTKpJ9kAXiqV5Ts6wCubWmVK2EEPiOxLd9ZKiXYHUNZXPnIzSJm0pjjyZJd3YiDJ1cTyexlnnogQC6HibxkMTuy2LErcJsb4Ho+h7CMNVsqucWq65jM76AElJ5niKpu3kP+o6NED6aaZFZm8Kss7Cqp87ylvDPgRACq7yS3GAfbiqJWVZeIqAlvCmxZWM7m1a+cTOfy08tzXyWsAcYZSbTPtLM0EODJNeMqraj9feTUOmpL2ez0qTmzHoC9Wr2zIrHqT1sOQPPPIs9NMLg6rVkV8VxR3WMshB+PoebcdGDQYSmF7/4pfSnkABZmJ00IxE1TyilSvvxXLSgjpf1kJtqcObrGOEMfStXEaiII10bPRghtX0nFYsWYo8MIj2P8vkHoFkW6c5d2IN9ZFND5IdT6KEo0Ifv+gQrK/aoYvVsm1x/P142jXAsvBENqTnoWoFgaXuuKgtNVzZUvq8M5oMBhCGLlS/pqvlQL2+jW4oYjlVRhQDNMJVaXUrcXLbgMqBhhEykEEjPx8u4MBDHrHPwHEFmOIuUGr6fxc52o+3qRUj1+up1TMxoRM2IRsIYY/+PRjAjYfTA7omNEYkURhnGxTdmJALSp+7w5aQ7u8h0diKlpG/Vc3j5POHGOiKNDYQbahldObzb7U6BJtCEju+6uDkPIxrGTWXQLAMv76DrhhIcaTrSscd8lvAdGyS42ZwimTCJeOrBIFBof+/hmmkBjfT6JKI+SXzOPGWpNG8BofoGRjdtJDcwwsj6jVjlMZW65Pr03NqJzOkYMQsvk0UPhYrjB0IXBTP+sLrhclUEqZwQM6rIKLv9TErPxXcdjKBa38en/44e9POnEWwqZY/vKwhNIz57HoktG0nv6iAyfUaJgJZQwj5GiXy+yaBZGtUn1RBdGKX/7l68hIsvQQtqr+sPppQS6chCFrmg/KgKyo+oRBiT1zXCYWoOO5S+J9aQWgE4acyyECDQwhF8x8ZNZ9ACVlHZLD1PCUwYD/2RvleoDhaqRULgu66qfjkOmqGjBwMM/LkX7eU+ooujgI+bc9Cxic+dRaZrB5HpzQTrGnATIyQ72pFSEps9F6uiEum65AaGyPYPMPTiOuxEkkBlBaHaaoI11RihAPnBQbK9vTjJJIHKSkL19fhdjTjBFHpQKdGdVFrtTyC4R/KqWZaaP7TMgkPAmMG8atujFRKahCjERQIC9EAI6Tl4+Ry+4yhnAcsqKNgF0nNVXKTuIjIRymfXUL5kDr7n4yTT5EdT5EeT6t+RFE4uiZ3y8PIZrJiLGclhWAk0XUPFo7pK2CQEZiSCEQ1PIqW+7WMnhwlPby6+b4RhqDlWz1XWWAKqly2CZYtwUmnSnT0k2rfR8+gL0DYDLawjfLHH6qsKKlARmcJRueh+ofIpCwb90ncLqVYCDB3puIgxBwbPw/d8NCSe6xQ8PQVaIFQ4v3nEq6jEhaaugcjUTLqeVryM6gMPJrljG6mt28kNjNLz6OPomTnYvRItpCFEAKRKKtIDZkFMJRXx99zCOICrLKHkRPI5OWBh/Fz4BcuuYPF5zdTwfZ/+O3uY9vEZaFZp5nBfQeg6sZb5JNo2kuncSXhaU4mAlvDmgiyZzJfwJkBwRojpn5hBriNLYtUI2fYMUhNIVyI0Cm35YiFJPa4DCPSoTtnh5UQWxV5VwKQZJt6WRqSdQugebjZbUIsL1eo0DLxsDtdJF1vsYBa/XGXhS1kzTXzXVUbhgUCBWPj4rocZCyF9D8/JItvL8RodHH+A6MxmvGwC385RsXh//HyWxMa1SoDU2IQ1wSJFmCbhhjrCDXWAqm5mdnWR6e4ms1OJc4RhYlVUUrF4CcHqKqQLfS9vU1/4QqiWa8DCy9s46TSarqvK7hQSqpb1cll8VynbVQXTQHq+0iYZmiLfBeKpBQJohoHrOkjHRowRXE3Dt52iwlyzLAKhEG7GIfl8grLFSlEdKI8RKI8BDQBs376d/WbNAqB9cxsNldXkR1PYoynyIwWCmrHJjyqrqIANVt7HTuXQ9BFA2SG5mSwDL6oUqDFi6iQzjGxsxwha2OlMce7UjEYonz+H8vlzSL48Qv/WHqTnYieSBSJtFuZydYp5mrLQV0elEwlNx81m1IhrIdjA93x0y8Abs64qzMmOOQkYoaCKKC2MeCjbq0zxZkffjXvBGKTvge/jDY6ryWfOnElHRwc33XQTpx98AOWtC5SR/rp+si+k0SyBRlhd52AAkHh5W/m1SkBDeaEGg3ieq67hpJQjuRvbJImXyxXPwaTPWEDDS3kMPTRA9UmlAdB9CU03iLcsILF5PVlNI9w4/bVXKqGEEt4QlMjnmxhCE4RmhQnNCuOlXfLdeezuPLkdWdxRt0BEBVpQw5oWJDg9iFVnYVZbr2keDzC6chin38EsC+LlckjXnURAhdBUDrijfCPRQDcnxFgWxReGqsIhCpVQFOkIqaQdNbcnwJWkntaoOL0BNz1KdOZsNMMgtXUz0iuQzsrdC22klNgjI+T6+sj29oKUBGtrKW+djxGJkBscJtc/wOBL63CSKUxq8PJx9JCBYIwwTSWhj7Y/ybce+B7bBztwPIebLryRe1+6jzuevZMzl72bb59x1diqyrtSSmU27/mKeFqKcDjplPrdNAGpxEq2qvx+4JYPs2rbM5x10Hv47vu/jWYZuD0muf4+QrV1r3qNNNMgVFVOqKp8t8+7eRt7jJAWf5LYCYeq2ZV0v9xLwHfwZB7X9vFyObwtHQUFeJLEL+/CCAaK5NSIhHHaAuCDEQlCWFMVSsfBzSiyqpmKiApt8kiI0HWMsGr3qzsieLT9Cb736I/YOrCdiBWmpXYOP3z/NZRbcTTLKBBPrUDgC+fO9fje/d/jByt+zLSyBh777ANqPtfQJ5E737bRQib5rqmqfSeZACEI1TcSqmsk+WA7QsuqOedkspD4ZKEHgypQoFCtlp5yVVKCqYLSXb0B1c3WbsRGXj6Hput79PIUAY3kmgTRRbFS+30fQzMM4nNbGd28XsXP1jfu610qoYQi/FLls4Q3G/SIQbjFINwSee2FXwfsvjwjjw2hWaqdb4TCeLmcqpjJTMGqaKx9qKIT3UwaJ50aj0ksGomreUbNUuRBeioFRxYtiQBfIkwNaevk1plUvbOFbE8n0nVV5nVl9dT4Sd9X7fS+PnJ9fWiWRai2lsplyzBjsUnLRxrriTSq+ELPdhh8uJP33PxentmxuriMZVg0ljdy6rJT+OSxn8CKRvivO/8fiVyCI2YfyryG+TRVNnPUvCOJh2IsrmstVgbVDslx43lRaGP7Pr6TRRjKbN6zbaTroVkmZjSqWsmvOC5hCGTGJLVtO8Ga2n+o/WcELIy6KsJ1VVOeG3xuNa3vW4znUmzpp3bkySbyuFmb/GgKMxwioAtkXuKTw8k5ONujSFfHS+aQXsHlQFdRl5qpgy/xsjl1DjSB70t0y1TEUPoglPiqO9HNJ+74HI7ncGLrsYTMEE9vf4Z0NkVFIK4qyrqGHgxPEn6NpR0BoGmFEQgXL2MXbI7UvK30ffRQAC/t4WW9ST65+aFBYrOUujmzJY2XAqtCORi4uTxuJoswbIxwGCMUwpWK9AqUv6tv59X19VxAFGy31Ayo0Mf/bPpOXhHS3fjkFq934UZw9Mlhgu8vkc99Dc00ic9tJbF5PWgaoVLsaQkl/NNRIp9vUQzeP6BayPo48dGDQdAEfi6Pm5lMQIXQlMej6xW+hAW4rrJ4tPOKoBSqQ1pRBa1m5qTvq0hF6aMFTbIbPRLNHcTmTydQNZl0+q5Lrr+fXF8fuYEBzGiUYG0tNYccUsxdfy3ololMBIpf+i21LRzVcjgDyQHuW/dXrnvwh3QPdHLp8Z8mkUsA8PUzr2RauAY0jZYlszj9gNMKsZqZcbW2mFDp01RFEKEqftJ28TRfCYACmppX3EP1eefQLr5z73dYff0qRtJJZs2azQUXXMAll1yC9YqUo0ceeYRrr72WTZs2sWzZMm6++WYWLFgAjLeYv/jFL7J69Woef/xxGhsbueaaazjttNMwIlH+dO89fOu669m8eTO+79NYV8cxRxzOz375KzofeohERRVfufIKnnr6aYZGhple28Dpc07jvAPeh6kZdCV7OO6GUwH46slf4tZnf0PH0E5a6+bzjXd9hdmVMyHv4qazRSGO0DS0YIAdQ7twPAdTM7jilC9RFa3Ck964LZWhK3EPr7zpGG9zC9R4CIZJNpfi+od+xP1r/0rXSDc10WqOmnMYl7ztU1SsDxBbNN7W7k0kefdZZ7NixQrqYnV88YQv8M79T0SzAnzhzi9x55q7eGfrccSDMf6y/gEsI8C5B53NJcd8DDxJ29BWvnbfd3i5cy0ZO0NVtIq5NXP47hlfozYeJ5VLcf2D16t9Ge2hNl7L0fOO5NITPkN1rBqAI752FLuGO/nEsR/npR0v8cy21Uz7f9O45lp1fUrYd9AtSxHQNlUBDVaXRiJKKOGfidIE/FsQzrBDfkcWLTD18utWAD0UQroebjoNE3zHhKZPaC0XSIKmIV0PdE1VpYSa9VMVIwVN15TIRNORvqokaanpBKtrCurxPOmdOxlYs4aeRx4h09VFoLKSuiOPpGb5cmKzZr1u4jmGfGeuOJu6rHkpl595OddfcD3nHHoOAA9sWsER335HcfljvnM8LVcsoyvZy3/9+rPM+NxsPnv759Esi++v+DFz/ncJc6/cn5avLlM/X1nCuTdfhHSVKf2d6+7ltBvPYdHlB3LYN47ms3d+kc6BnZP26Y5n7+TSX3+Wt199LH988U+4nuT0445j586dXHbZZVxwwQVTjuPTn/40+++/P7W1tTz99NN8/OMfn7LMN77xDWKxGEuXLmXr1q2cf/75pFIpXN3g/P/8KM899xwnnXQSH/jAB2huauKJlU8D0J9IcORx7+B3f/g9NfV1nHPuufSODPLtFdfyPw99jUhdJYGy8Xz4qx/8HosaFlIVruCFzpe4/C/fKMxJ6gjDQNMNVTX0PJxUhoXV84kHYzi+y0d//RkSyVGEI9GFDkJDM6yCknxyq0m67hSRk+/7fPDGD/HjFT8hlUvz7iUno+s6tz37O86+6TwGt3XR+9RTxfnab3z/BwQDAZbst4SO/g4+d+fnSefTwLhS/b4ND7K5r51DZx7CYHqQ6x69gWd2rAHgf/50FY9veZKWmtmcfcAZLGrcj7Vd60k72cK+XMCPH/kpqXyG0/Z/N5oQ/GrlbZx5/dlk7eykff/Rwz8mEozQWr+ArdvHr08J+xZ6IEC8pZVM9y7yQwP7endKKOEthVLl8y2I5JrRQqjP7itzmqlERV4mg5tOF4hfQfXsK4NwNFHIA/MnVD1R0UdjKTCFVu2Y2rsoSslkGVnZhzFjBHt0CCeVIlhdTbixkcqlS4ueiv8I/Kz3yoIag6lB1netV+cgl+Tsg8/id6vvAODsA88kYoUJaYEiF/JdFy+bZ1nTEj506AeQUpKxM9zx/B+RSBrKGzDjcb5179X/NMkrAAAgAElEQVT8eMVPqInV8M5FJ9KX7OMPL/yJVdtW88Dn7pu0D3et+T0AAcPiSx/+Eue+93BOfvdpnHfxxdx+++18+9vfnrT8j370I8477zzuuOMOzj77bFavXs0rceGFF3LjjTcy0N9PbV0diUSC9evWMbu2FtfzMAyDdx5/IksWL2JWbS12bw/5RIpb7/kzQ8PDVFdV8fA9fyEYCPC2gw7n/I9fzN0v3MMXTrpsksH6ladfzunLTuPel+/jk7++hLU96zHCweL4hfpXzUoOZ0b4yO8+he3anLjgWO7f+BAX/+bT3HTu9TzX+RIX3vpxjp5zBD97//VFNwGldteQcmw76lJIKXl2+7M81/EcADd+4DqWztqfvvQQh111BDuGdrBi80tc+IWLisTynFNP5epPfpKBdlj6n8eRzKXY2t/O4unj8Zuza2bx+0vuRNoOJ37/VNr62zn35xfyqWM+iu0qA/6Dmg/guAVvY07dbKJaGGEaPLvtWZ7reB6Amy66kcXTF9Ob6OOwq46gY7CDv7x8P2ceeHrxdd578Nlc/d5vMjAywIFXHUIikWDTpk0ceOCBr/4mLuENhx4MKhFS20YQGoGKyn29SyW8RTH2t+6tghL5fItBSknyucRr2r5ohoGIRHDTaZx0WnlEIvj877/Mnc/9gTOXvZurT7tCCXA0oUjpBLI3RjzH4hP14nykDUIibZ/RF3qpWN5I9cEH7/XsZTlBoHzHs3dyx7N3Fn83dZPrz/sB+03br0g+LznxMzRVTCuYu6uPhdAEEsnRsw7j6NmHkbNzXPTrTyKRHNi0jCtO+iLpkSF+/sQvAFhcv5CoHiRa3swzRoDu0R7+tOoPypS/gMpwBUOZYRbULuD4qmV0P7eD8M5xT82Hr/8FNfGK4u+x9gFe+NHtDG1aC0AqleK579+KlD52QlXy6kY91lxzy6T64Qu/vBurdRHf+dx/8d3/+wUXfeRideyGwbsOPYqrPvxJtrd3ADC9sprBlWsQmqAuN76Vnd3t1MbG25GLa+bj5bKUGSq6NG1nwHPG4tpBB6EZCAE/fvhnvNy9nnMPOpvLT/oiX/jjV7jrpbu5+NefoiKsju+4eW8DlOIfTam6xiqhSvAD+D75oRG27xo3Xz7thvfRXNnEI597gIpwBQOpAT78pY/w4S99hLJYDIBjTjmFHz78MF//+teL640M9+NWpgum+LB4+mI0TYegTkW0Evrbi8t++cTLuOq+b3HjUz/nhif+DyEEB0xfyk/+4wZ29ncUl5tXP09dg3gtlZEK+pMDdI10MhH7Ny9T1z4+TmySySS7w+WXX85Xv/pVjjnmGB555JHdLlPC3oURChNvmU9iy0aEJrDKKl57pRJKKOEfQol8/hvhHe94BytWrOCUU07hnnvumfTceeedx6233sqyJcv4/Xt/97oiPIWuY0SjuKkUTiqFEYly1LwjiQWiLGnYb7xbKkQhuYaCCEURSWGYSgHvuji5Qqa4aWIEg/hCEAyXk+3eAVISnTlrrxFQOeY/VdjBlto5HNVyBEEzQF28jhNaj6U+VsPO4V3Fddx0CsdKFeIxx6MylYm7IJtJ8/HffpZnOtawuHE//u+DNxANRulJ9JJ11LE93PbolH3pTfVN8oWcXT2ToR3D7BzZiR7XqGip4OnOl4rPLzpoHt4EX8lp+02jsbGBGr+/+Nj0Q2aCBCOgPr618xpoWj5rUve6ak4Vda21nD73WN5/8smMptO0dezgvMv+m98/sYILP3Qus1pmwKOwa7Cf2LwmguEQT+7cOv46dbPwJ7D4YDSuFPHhcdGMGYsxdtchfQ83ncGMxegYUee2M9lLoKyMq9/3TRL5JA9uWgHAQTMO5H2HnKVM6HUVZCApCH00Y9K8rNA1GuMNk87rjqGdvNj+HMPpyWb4uULbPdfdx0P33T/pOSMURrPGhUG6X0hUMvTJoi8paa2byx0X/ZK8b7N9aAdfuedrrNn5Arc9dRuHzDqouOjmnjYWT19EX6KfocK+NJZPm/y6BYGS9irvb7/gpFDCvoERjhCbM49k+2ZiM1sw42X7epdKeAuipHYv4V8SF198MStWrOD++++np6eH+nql4kwkEtx1110AXHD6+bs1yd4ThKZhxKLYyQT5xCinH3Aap+53InLMlFvTkL4ytB/7ApeuUoh72axqpRomRjg8ySZHGD5uv6DunYcwumE9Qy88T/nChejByWpgKWUhttPGd8b+dZCFXPgpP66DdFx8u7pYPVs6bRH/c/J/jwuGCj+aOS7uMSIRzGhURUKOqZk1Dc0wcT2HS3//BR7f+hQLaufxy4tvoixYhkRSFasmaAbJOTmuOeubnL70XQUPUElvoo+yYIyntq0qvs7ixv1o62tnKDPMe775YRYvauHPjyjSetrxxzFj9hx29nQXlzfjccyycsxorPhYoLKqoMRRZMaMxQjW1k1qkQeqqgg11DP3wIM57IADmN5QTyqdJplW1dKycJhzTn4nN/72twwMDXHC2WezX8sc/vzoYwCcvN8J1IUq6BzpKm7Tt/PKEcEZz4T3CjcVFGy2hCbw7DwnLTyORzc/zqObHuPM695DS/Vs2ge2FdfLOBlsTWKZyj/Wd23GRjv0QEDNCBfef4HyMg5f8jaWNS3lhZ0vFkMOPvybT+FJj7AVJutkmTdjBps7VFVypGMnz7344qT30mW/+QLDmWFShdnPpzuepSvRQ2O8frzSinIx+MhvLmEgOcjm/i0AhEz1vvzhIzeQcs5nYWMr67s28K5r301lpJKQGcTzPZoqm3iy7Um+e9936RxW5+6bf/4WXSPdXHL8p4qv8fa3v11t74c/5LrrrmPz5s188IMf5Be/UFX0Rx99tPh52rZtGzNnzqSENxZmJEZs1lyS29qIzZ436TNXQgkl7F2UyOe/Ec4880wqKioYHh7ml7/8JZ///OcBuP3228lms4RCIc445Az6HuvhB49fx2Obn6Av0UdTZRPnLH8fHzryAnRNZ+fQLo78+tEAXHnGV/n5k7ewrX8bD3/6Hn5w91e468U/cebSU/nWaVfw/Ud+zHWP3jBlXw6ZcRC/vuhmRCDA7569k1ue+hXbB7YTCURYMm0Rlx5/Ca3efHID/Xzqyqu47c47edcxR1NeUcEfH3iQgGVx/mmn8fkLzlc2RoahKqmGjqbrCL2Qy65p6KEQejhCsf8rIVdmT6lmycLP2O9jsYpQqHyayUKsomqTS8/Dy+f47oM/4K/rHwRgTtVsrvnL99FMnZmVMzj/8A/wwUPP5cbHb+KLf7ycFW2PEzJDbB/sYE3Hczxy2YP4E0qSZbFK7v7MH/jOvdfwXO/z/OGhh5k1axZnvO0YLvvyl4k3NJLcvn18+XnzqZg5k2j/uCCibL5Su48Jv8L1DZTNmz/p/EebZ1Deuh8nvuPtPPfSyzyxZg26rrNo0SIuPutMlp9yCvbIKA/+5jd855ZbeOKJJ/jDikeYNWsWp849hf848ALMUAgtP34zoAUC6IHgJD9LMTafK8cFaABnLT2NSDDKTU/ewubeLWzs3szM6hl8+eT/5vfP3826rg1c/PP/5OYP3kDAUDcBY3OebjaDm1OiHV1oOCnVor75Az/kx4//jFueuZ2ckyNjZ3n/gWfxaNsTzJhWzyknHMd3fvJTAHr9PI7nqsp74fzHgzEOnXkQz3Q8x/ahDrpGurn0N5/n1vN+NinFyHccDm0+mN8+f1fxMduzaamZzdaB7fz00Z8RC8Zormyie7SHofQQlmFx7qHncOkJn+FTt17C0qalDGdGSOfTjGRHueb+71FfNtXT9dJLL+U973kP+++/P8cffzwbN25k1apVTJs2jbPOOkvtdzw+Zb0S3hiYsTjRmXNIbt1MfM58jEj0tVcqoYS9Aln8W/VWQIl8/hshGAxy3nnncd1113HzzTcXyefNN98MoL7MsnDWje9lx/BOljYt4ci5R/DYpse44u6r6Bzu5H9P+59J27zy7q/xziUnst+0hYTLKpg42Ck0jWXTF/Oh5eeCEGScLL977vdIKWkoq0P6Pt+6+xv89MmbsXSLUxadwM7hTh7c8DCPtz3J7y64lYPba3EzqhJ1z6OPcUBrK0fuvz9/eeIJrvn5zzliyWIOXbpUeTBqKud7jHSOxTEKTVexl4XnhBAYldqEQqAAXS94xYtxC8kJtkZ6IIQeUrOMYz6mQtPRLIu+1Djx+/OGcQHR8lmHcMERH+QL7/w8s6pncduqX/PIxkeRSKZVTOM/jjgffJ+2vvFZQul5NMcbufbMb1N5uoVRptrNTjJJdms7ZHNUAYn2dkWYPY/Eli0cMH06o21tICWJtjYk8OJf/1rYqGR00yYAhjdsKD42smEDP73iCtxslkBFZZF42yPDJDa3IaVkWjjMj774xWK1FiC9RpDfCq7I0hiupv3KtcX99+w8h0zfn/avqlEB3x6vgo5l2Y+RyJMXnsDJC09QRN/1CulI8B/LPzDpPYaU46+vaXiex7M7laCnuaKpuF+xQJTLjr+UiBXheyt+SHWkio8dcTG3r7mDd77jdA5umQvAlz/8YUYLavL5tXO556O/xfM9nmhfybqejUQDUXYM7+TBTY+wZucL2OS57UP/x7m/uJhnOtYghOBjR1/EAc1LOe+WDwNw50W/YnHzYt59w/tY17mO5qpm7r30Tzy8YQX/8X8XoQmNb5z1NQBuOP+H3Lf2r8yunU0mn+bhDSvYNrCdxzc/wdbLN5NclGHpWWoO9Nprr+VjH/tY8VS0tbWxatUqWlpauPbaaynhnw8rXk60eTaJ9k3EW1oLlnMllFDC3kSJfP6b4eKLL+a6665jw4YNrFq1irKyMp5++unic3++6x52DO8kYAQ4cOYBALQ2trJruJNfrbyV/z7lsknb+9/TvswHDz+v+LtmTnjL+D7HzDmcY+YcTs7JceFtn0RKJca58uQvYTt5bln1awD+6x2f4OLDLkBKyck3nEVbfzu/fPZWDjj7k8WW5+zp07n7Bz8AKTn2wx9mU0cHL7Vt4fADCzN2hdlSfB/8Qj1xYsLO2P+FgIjJbR+8CWEq4iKdQjUTiuSzMVpL+xUvjx+OrSqhV59+BVeffmXhMYerz7iSq8+4sric9H0828UImPiuMh5/3wFn8L4Dzhyn5gK+cd93OOUHZ5DIJYhYYf78sTtorpmhfC6lQJp53Ny4kb/vurjJ5HikpBATtjfh2IRQHmkTK7sTnp+4jmYYuOkURjRaPEfStUFTEaDZbBarsnLS+ZOzHJwdWTRDm+IYUDwHrqtea4LhuptJo1uBor+rXiD3nu2AJpWP7NjJeQV8zwUp+fO6v/L1P3+T7tEeAM457P3ooZCqUhdWO7TlUFjxQ3YM7+SPa/8CwMnvex8nnXQSgS9/mTU7dzIyOgrA8tnLMWMxPvHzj3L/ugemHgeShHCJx8vQCseiBwJY8TKM8Li91+KWAzF0g7KQqkLOrWsBIBZU5zXn5HA9l66Rbk79/mmMZEamvFZ/ckBdpwnzrGPt9xLeXLDKK4jImSTaN1I2t3XKOFAJJZTwj6FEPv/NsGTJEg4++GBWr17NzTffTFmZGpyfN28eRx99NPfdqL6s826emx7/+aR1867NYGpw0mOHtRz2ilcYz1sfG8q3XZtP3PwZnulYw5Lpi/nFf/6CWDBGz2gPOVfNBC6YvlBlrAcDLJi2gLb+drpTfTQc+zbCv74FgEOPPpppxx2HlJKahgY2dXTghELUHXXU35wClJ+Ro7t9F1rgtYVVfxdElnwqR7imfI/7tmOkE8swOWb+0fzXiZfSXN2MMAyEp2M1WFQsbJq0fKCinExPN2Xz5u213ZRSku3rJtzYOK7iN3W8TJpgXSPZ3l4i014hkDHyJJ/ciTCmpjONwfO8QsTmeNqVQKCZJq7rqOcKZM53c+iWNYmovmIvwfHQAkH6UwOk8imWTF/MRUdfyCnL3oXvOghdRw+GkL7HsualhMwQWSfLzSt/gRCCY449lkhZGcuXL+eJJ58kV5hFXT5zOaPZZJF4fuW0/+GCI87nzy/ey6duvWTs1V8TY6KhsfNhaLs/lgfXP8hIZoRoIMr9n/0L0yuncf6NH+LRTY8V7MdAC4yf02CRkBdep3CNfN+nhH2LQEUV+D6Jto3E57WiB4KvvVIJJZTwulAin/+GuPjii1m9ejW33347oUIV7aKLLgKgqakZgLJQGU996XGiwfGZpo6BDhrLG9k5NK4CDxi7jw0cq6+5nssnf/VpHt30KAsbW/nVR24hFlSD+hWRiqIYZ8vANt628O24mSybulSLuLG8cZKq2RwTmQiVwQ7gJEYZXb+O+PwFf5P/p1UfQAvq+LaPZu79LAUzHMKzXXIjSUIVu5/J++mHJs/CSt/Dy+UQIkB02VQxQ7C2llTHduyRYazyvWP3IoQo5K2nsQo3IroVwB4eQresSW3zMZg1Fka5iZtwEdaeSp/+pMqr9D2VeU+h/V4kVSo33YzsuXWpkqI0hNC46OgLuejoCyc+i2/bxaqp0HSCoSgHzNyfJ9ueYjg7QuvsOWg7t5FKJznqsMN47LHHisd++JLDCPlBYsEoyVyK3zzzWzZ0b+Th9Q+/zjP4t6EuruY6U/kUV/3pa+TdPCu3PD2+gACz2trD2jBjxgwAVq9ezUc/+lGqq6u56qqr3pB9LeG1EaiqQU4koNaeY1RLKOEfgeStpXYvJRz9G+Kcc84hEokwOjpKT08PpmkW03Pec9aZTK+Yzmh2lJO/dyr/744v8clffZqjv/F2LvvtF/7m17rmr9dy/1o1ezi3bi7XPvB9vvrHK/j5E7cQMAJccMT5AHz7L9/ls7dfxrk/v5DNfVuwdIvz3/7+SUKP3SHU0Ihmmgw++wx2YvR175fQBPHl5Uj3jfswB8qiSNfDTmVe5z7pCE0lQEUWTSWfQmhEmmeQ2tGxm7X/fpjRKG56PFFHCwTw8mPZ5V5xRnN8PwTxw8qVd+seIKWcVBVV8566qoAKgRDqT4ua1R0LG9g9fNfd442F76iq50SnBIBDZx1S/P+xJ59E2YJFCMPgkJbZxccXtrbSML8RXepcf951zKmZzbb+bbT1buEzJ1yyx/35R3DykpO46OgLKQ+X80TbE0yrmMbJS08CChVWH8xKc4/rn3322ZxxxhlYlsVPfvITbrhhqpivhH8ugjV1BGvrSLRtmOT0UEIJJfz9KFU+/w0Ri8V473vfWxQavetd76KuTlVkKmZVctdHfssPHvshj21+nDufvZN4KM78+vmcffBZf/Nr9Y72Fv//x+fvLv7/0NnL+dCR5/OFky9jRlUzv1p5G/etvZ+wFeIdrW/nM0d/mqWL59D39NN4u6m+jUFoGvF588n19zHy8kuEm5qJNDW/rjZ8bGmMkUcGlRXUHnLW/xEIIQhWxsn0j6CZBkZgzxWtInwDc1oa30mjB6dWTEO1dar6OTparFT+ozAikUnkUw8ElZ+mEGiF6qf+ivZvdL8YQ38dQHrKRmsSpCxUvieTT820FAnVx4mibzto1p7JlpQ+SH/SOhOexXec3czbST5+1EV84siPUff+aYTnqtlMI9zMuy/+CM4HziM/OEB+aIDc5k6kG+aYuUfy8H8/OGkrE2eZAX7z8V9P+v2wlkPp+M7WSY/d9p+/mvT7wbMOnrLM/777y/zvu7886bHvn/s9fMfHiBtMb5mxR0/PYDBYtEUr4c2DUG3DeAV0bmvRaaKEEvYa5Fsr4UjIt9LRloCUkh1Xby2IRfY+IXu98PMeNafXo1WlGd20iWBtLfGWlldtrXu5LCPr1yN0jbIFC4ut+VdD3+97SK9LoYfeoNlPlKAmO5QgXFOOtlsSpSB9lexU9Z4Ijt1NxeL9d0uiM91d5Ab6qVy8dK/snz06QmpbO5XLVJyjlJKB1SupOuAQBp55hvJFi7B2Y+czeF8/iWdHp5w76Xv4jo0eGCeFTjKBEYni2zZC14oeqvmRBGYktMcv67FK0kTP1YnPSd+fMmvnOza+7WNEgzR9Zuar3ljkepN03dAJmgfIYgb97snuGwsv61HxtirKjywl6PyrItO1E3t0RBHQvRADXEIJY7j3rvv4zdV/eMO2/4WbL6G1tfUN2/7filLb/S0GIQTRZXH8/L4TNEhP5cOH5oQJ1dVRe9hhSM+jf+VKcgMDe1xPD4aoXLY/ZryMwTWryQ8N7nHZMVQeV41mCnznjTte3TKxYiGyQ4lXvXP18z6xg8qIzq9HMy2yPV27XS5UV4+bSWMnEntl/4xIFDedLu6bqngG8PP5YuVzdyg/qhItoE09d1JOnveUUj2kaUjfLRI7Kf1CRXTPQiPpueNeoa94znfsSXZYY9v0bAchDKpPrX3NinawLkZ4bhwhAuihEEIIfDuPm0nj2TmlzP8neOtJXyIEu531LeFfB6GG6ZixOMktG5VDQwkllPB3oUQ+34KIH1gGYt+V+H3bJ7YsjhZQbz/NNKnYbz/KFi5kdMMGhteu3SMhEppGbNZsylr3Y3TjRpLtW6bMLE6EETOoOqUW6co39HitSBjN0MmPpHb7vJ/3MWIGFW+vUjcAM+eQ6dyJN8HofgxC04g0NZPesX2v7JtmGAjTwstmi4/pgQCenXtV8qlHdKpPnXru1Lzn+J8O1WrXAFkYcSjMe9pOoeK5e4IoPWVKP3FbY/BtWzkDvOI5P59HSIPIfrFiu/21UHZoeYErq1QrPRQuEFEN37YVEc2/sUTUz/uE50UwoqVq2b8yhBCEpzWjhyMk2zcXo3hLKKGEvw0l8vkWhFltEWwK7pPq51gFKHbg1HnGYFUVNYcdhmYY9K1cSba3d4+EMVBRQfVBB+Om0ww9/xzuBGL1SkT2ixJqCePn3tjjDZbH8FwXOz15X6QnQUpqzqhDs9RHzgiFCNU1kOrYurtNEa5vwEklcZLJvbJvZvSVc59KdKRZ1qvO3IbnR4jMj0w+d7tRumu6XjSZHyObvu2gv8q8p+86RW/NSZBSPfeKVrzvufiORI9YVJ1U8xpHPI7gzBBmtTXp/S6ENoGIhhGahu+8MURUFoRbZUdW7pXtlbBvIYQg0jQTzQoUCGjJFquEvQNfyjfs582GEvl8i+L/t3fn8XHd9b3/X2ebM/toZrTvsuTdjrw7DiFAEmczKTckaaH0AoE0kPb3I3AftP3dll/K8iiUS7iX9EdLaIGkLZCGJoHQBGiTkMQtOIl3x1u8yNps7SNp9jkz55zfH0caW5Fsy7bkTd8nDz2CZ86cOTNxNO/5Lp9P5NYyp0f2GXY0zwYrZ+G/JoirbOrNObKqElq0iHBrK4mjRxnes2fK0UFwOhSVLL8Gd3k5sR3byPT3TXmcJEmUfaACLaxhZWdvpEKSJDyRIEYi7RRWx3l/rZxF+KZS3PUTN854a+oopFLkhmOTzyUr+OrqSc7Q6Kcz9X7qjnc3Vi7nlFs6zfs7/pqid5SjeBXMnPPenW6nu2WaE2p5mvnCaTcbORuN7Clrf1p5A1nV3jHqaWOmc8iyRvldlee0hleSJcruqnD+vpuT/74Xg6h7doKolbMIbShBrxJleq4WkiThb5iHpKgk2g6LACrMCHsW/3e5EeFzjtIrdULvCmPnrIs2/W4ZFopXIbIxetZj9ZISytavR/X5GNiyhfTx41NepzMKUU/4mlaSx9oYffuAM537DopHofKjNSgBFTNjztprlhUFdzhAZjiOaRSwchYlN4QJXVsy+dplmUBTM8n2timn77yV1eQTcfLJqafyz4Xq85NPpYp/VlwnRz5PN+1ePNanUPWxGmRNdsK7ZRd7uAPFHe6n7nS3CgWn5NJpSizZhfyUaz1t23KKyr9j1NPM5JBshdLfqcTTfO7tDl3lOiU3RLCMM/99nxREFeWCgqiVNVFLVEreI0Y9rzbjy2eQINl+dE7tVBaECyXC5xxWcn0ENaphX4Tpd9u0sU2bsv9Wgeye3qiVpCgEW1qIrl5NqquL2I7TT69rgSDR1WuxLYvB7VunDGxqQKX6E7VoURdWxpq1UV9Vd6HpHnLDacLvixB+z+nDtqskjOrzkT7ePek+SVHw1dbNyNrPySOfOpZx9mn3cVrURdXHapB0GStnnTLyaWObFpIiTwyf+TOVWHJ61svK5PutfH5s1PPkyKplFLByJtFNFQRWTF3QfzpC14XRa9xY2el94ZIkGVnVUNxeVI9vLIjmpx1ELcMCWaL87iqnValw1XG+QM7HNgskO9pEABWEaRK/EecwSZWo/P1qZI+COYvT0bbpTD1Hby3FM+/cR620QIDSdetwRSIMvvEGyc7OKX/Jy6pKyeKl+OsbiO3eSfp496TjFL9K9SdrCa4NYeWsGV/3als2ZsZED3sxW4bpG9x71sf4G+eR6euZMlh7qmowRkcmjFqeD8Xtxi4UsPLOcgBnzWf2tF2OpuIq16n8WBWyh2J4LwbPYnF5JzSaZ1jvaRUKICsTe9Mztjv+lLWetu28l2YuT/i2IKF1FzZ6KCkSlR+uwlXuwp5mAD35YGksiHqmFUQtwwIbKj5UJabbr3KSLBNoXoBl5Eh1tYsAKgjTIMLnHKeGNKruq0XxKbMyHW0XLCzDIrKxlODayVPP0+WMMDRRunYt2b4+BrdOPboJ4KmsIrpyNemeE4zs21sMXONkl0z0tjKqPlpTfN1W/sKWH4yHTjtnEWgNUvvHDSz82HWMdvRyYtuBMz5Wcel4a+pIHjsy6RpkRcFbc+Gjn5IkTSg2L7t0p3uQS5t2+ARQfBbh99v4VzvlusxsYdKUu23b2IXTl1iyzak7GlmG4QRPSXK+sGQt1DCEbskTvq7uPF71ZLLbWX7hqtadEdDzGf0+QxAtZLOYKQMkqPxINZ6mc/+yJVx5JFkh2LwQM50ifXzqL8eCcCY2s7fZSGw4Ei5LWlij+pN1uGvHpiRnoCXl+KgVQNldFVOueRAIOpYAACAASURBVDwfqs9HdM0avFVVDG3bRqKtbcrF/qrXS3TVGhRdZ3DbmxijI5OOcdd7qHmwnsgtpSgeBTtnOQFymoHEtm2s/NhjDKeUTuXHaii9sxxZl1F1F8s+fAvHXtpKvKv/jOfyVFZjFQrkhibXOfVW15AbGaaQvrDRT2fdpxM+JckpO4RtYxrGtD8sLcNA8emU3l5O1X+vQVItyMtYObO4DtTK58eC5+QSS7ZlOhuN3tEu06kJWkCSVcy0iV2wCb+3BPe6GKHW5ml1tJouxa1Q+d9rCF1bgm1YF7YJ7ZQgqri8UJCRgyae9YPkssfIDvY7I73CVU9SFAIti8gn4mR6Ji+jEQThJOWLX/ziFy/1RQiXnqzL+K8JoPhUMkfTzro+WTrntpS2bTubmAo2nnleKv+gBnftO9sjXhhJknCFQrgrKkh3d5Ps6EALhSZ1PJIkCT0aRfF4GT2wH9sy0UIlE4KMpEi4a9wE14Vw13uwshb5WB47bzmjb4bzWoo/eeef2GDnbVS/SujaEko/UEFwVQg1NHGqWfO58UZDHHz2VSpaW047FS1JEqrXR7LtCO7yigkbdSRZBssiOzSIu3T6JYbeyczlKCSTuKOlAORig2iBIJkTPfgbGs7Yf31cPj4K2LiCJaglGjnrCN6GMnLH00imhl0AM28gu9QpRzftfB5JUSeET9u2ndFCW3HW+a4JUfbfKrC0PjS/D095xXm/5tORFAnPPC+eZi+ZY2mslIltAgrnHHTtgj22fEMicnMp5XfX4a2vRJIgNzRIquMY+WQCbBtZ16f1PgtXJkmWcZVESJ/owioU0ALnv0ZZmFsOHzjCnv/cP2vnf89d11FWdv6fHzNNVDwWiiRZIrgmhKfFy+iWEZK74th5p6ajpJ6+Haczzer8SBK4qpyd9N4FvhkdsXon1eMhsnIlmZ4eYjt24K2pITBv3qTWie7SUrTAWkb278MYGSa0eOnkoCpLeJq8eJq82JZNYbSA0Zcj15PDTBawDRtJAUmTcZW7cFXquMr1YqH8Myld3EjixCD7/uUlWu97P7Iy9WO0QBBXOEy6u8PZRXsKb00tA2++TiGTRvWc31Su5vOT6TnZVUnWdUzj5I736bQLNPM5ZJfz3tm2TSGTIHpDGEM+Qkn9WkbfGCW+K4Wi6lhZ0ykJqkogOUs8LcNE1p2KA9g2kipj500kd4Hoxlr8y0LILpl8IoExEiN8zarzeq3Tpde4qfl0PemDKUZ/O0x+wMCynOuS1Km/fL3z77ukyYTeFSa4Moha4ny5kGQVd1kF7rIKrEIBYzhGLjZIsv0oWiCIHi3FFY6KFo1XIVnTCM5fxOih/UiyjKei6lJfkiBcdsRvPmESrUSj9PYyIjdGSe5LkHoridGbdQqNy9LYvorxaVoJLBs1ouFp9hJYGcRVfvE2WEiShLe6Gj0aZfTgQfpff52SJUvQwxP7Zyu6TmTFSlId7Qxt20pw0aLiCOCkc8oSWlhDC2v4Fvln5Dob37eat04McvRXW5i/6V2nPc5X10hszw70sgo038nnllUVb3UNqc5OQgsXndc1qD4fhUza2RwkyyintNg0DQPVe/ZQaxkGms9pEVlIp5E1FTOTwRUM4GnyIYXyJOwuqt97M/kBg2xXFuNEDsuwMDM5FJ+C6nehRjTcDR70Sp1M/Bh6aQRvlfPvzLZtku1H8dU3XZRwJqsy/mUB/MsC5HpzpPYmyHZkMPoMpx7pqQHUdtb3qiUq7ho33gU+vAv9TsA+7flV3GXluMvKnSA6EiM3NEiyvc35whGJooejY92ghKuBrLkIzl9M/NABJFnGXTbzo/fC1edyXJs5W0T4FE5L1mWCq0IEV4WcqdF4gfxg3tnJOzY6pAQVtDLXJS8lo+g6kdZWMn19DL/1Fu7ycoItLRPCi1OXrwlXSZiRA/swyoYJzGu+KNOgkiyx+J73seOxn9Jbc4jKFQumPE7WNPx1jSTbjlCyrHXCyLGvppaBra/jyzSges59KYOkKM4u90wa1edH0d3kU8lz2vE+Xp4JID8axxUMkR8dRQs6HauS3b3466vQq9zoVW781zjTjrZtM3rwLXz1TcXwCpBPJrCGkngqTgbqbF8Pkqqin+bLwWzSK3X0yrGRXcumMJx31qCatrMMRZPRolqxU9W5klUVd2k57tJyLLOAMTxMLuZMzav+AHqkFD0igujVQHHpBOcvIn7oAMgy7ujlM+UpCFPZvHkzf/VXf4VlWdx777088MADE+5/8skn+fGPf4wsy3i9Xr7yla/Q0tICwHe/+12efvppZFnmC1/4Au9+97vP+Fxi8ZEwLZIkoYac0U3fYr/TW3uhD73KfcmD56k8FRWUb9iAbZoMbNlCdnDyBh5XSQmla9ZhZjIM7dhOIZ2+KNemeXSW/v4tHP3l6yROTL6ucXpZOcgy2b7eCbfLmoa3qoZUV+d5X8OpxeZl/eTI55m6HJ3KMnLImhPOjHgcLRjAiMdxhZwNZcnuHvy1lZMeV0jGkWQZ1TtxJDnV1YG3pq74BcA0DFLHu/A3zpvVJRvTIckSWtSFu86Dp9GLu96DXqWfd/B8J1lRcZeWEVqwmOiqdXjKK8mPjhDbtY2R/W+R6evByk+/EoFw+VF0N8H5i0if6CI3PHSpL0cQTss0Tb785S/zve99jxdeeIHnn3+eI0eOTDjmzjvv5N/+7d947rnnuP/++/na174GwJEjR3jhhRd44YUX+N73vseXvvQlzCmavZzq8kkNgjBDZE0jvHQpoSVLGD1wgOG9eyeN7MmaRsmy5XiqqhjauZ1Mb+9pzjaz/BUR5r//Xex78kWMVHbKYyRJItDUTKq7Y9J1+2pryQ72Y2anfuzZnFpsXtF1TCM7rS5H4HQysi272JkoH4+jBgPk46O4gkGsfJ7sQAxfdfmkx2aHBtCj5RMCpREfxcxmJkxJpjqP4S6rOO91rVcqSVHQo6UEFyxygmhlFfn4KLFd250g2ttzTiWxhMuH4vYQbF5EqqsDY2T4Ul+OIExpz549NDQ0UFdXh8vlYtOmTbz88ssTjvH7Tw4eZDKZ4u/zl19+mU2bNuFyuairq6OhoYE9e/ac8flE+BSuWu5olLING5BVlf4tW8j09U0oKSRJEr6aWiKtK0h2tDNyYP9FKYtTvryZsmVNHPjXl7HMqYvcq14f7rIKkp3HJtwuay68ldWkus9v9FPz+SgkT6n1mcsha9q0uhyNb04a/4VjjMZRNBXZ5UJ2uUid6MdTNnnK2MobFJJx9PDJTk+2bZPu6sBXW18c9TRGR8gnEvhqZqam55VKUhT0SCnB+YuIrl6Hp7KafDJObPd2RvbtIdN7AtOY3ki1cHlQvV6CzQtIdrZhxCeXfRMEm0vb272vr4/KypOzVhUVFfT19U067kc/+hE333wz3/jGN/jCF75wTo89lQifwlVNVlVCixYRbm0lcfQow3v2YL5jilnzB4iuWYskSQxt30Y+kZj162q6eR0Ax17aetpjfLX15OPxSTVKvbV1ZPr7Jr2O6VD9J0c+ZVUFSUZW1WmNqlmGgTK2093M5bAtEzOXwxUaX+/Zg2+KKfdcbBBXSWRCFYL86AhWPo9e6oyS2pZFsr0Nf0PTpGoFc5kkK+iRKMGWhURXr8dTXUM+mWR4906G9+0h3XP8vP4eCBef6vMTmLeAZPtR8on4pb4cYY6JxWJ88IMfLP489dRT53Wej3zkI7z00kt8/vOf5zvf+c55X4/YcCTMCXpJCWXr15M4doyBLVsIzp+Pp7q6OIonKwqhRYvJ9PUS27MLf0Mj3praWVt3KCsyS373JrZ/56cEqkspX9486RhJUfA3NpFsP0p4+criCKHicuGpqCTV3Umwef65Pa9LdzaPGQaKy+WUnJKl6YXP/CmbjeJxXMEg+XgcLehsSEt29VJ3y/UTHmPbNrmhfvxNCybclurqwFtbX3x/M70nUNxuXOELa6F5NZNkGT3s7Iy3LQtjdIRcbJD08S4Utwc96mxWUnT3pb5U4TQ0f4BAYwuJY4cJNC+YsPlOmOPs2d3tHolEePbZZ097f0VFBb2nLD/r6+ujouL0VRo2bdrEeJn4c30siJFPYQ6RFIVgSwvR1atJdXUR27FjUj91T0Ul0VWryfT1MrL3rVldZ6d53Sz98EYOP/8bkn2xKY9xhZ0wkek5PuF2X209mb7ec55+ddpsnjL6OVbvdDrT7s5O97HNRqNxtGAQY3QUVyiEEU9iWxZ6ODThMfn4CJLmmrCG0xiOYdtWcTe7mcuS7jmOv+HSbzK6UjhBNEKweQHRVevw1dZjptMMv7WL4bd2kT7Rfd7rgoXZpQVD+BuaSRw9dMFdywRhpixfvpz29na6urowDIMXXniBG2+8ccIx7e3txf//6quv0tDQAMCNN97ICy+8gGEYdHV10d7ezjXXXHPG5xMjn8KcowUClK5bR7Kjg8E33sA/bx6+urpi8FE9XqIrV5M41sbg9q2ULF6CqyR8lrOen0B1Kc23X8u+H/8Hqz59F5pncpcmf2Mzw3t3oUfLUNzOqJai63jKK0h1dxGc13JOzzm+7lMPR1BcOrZlTnvaXQs5ITIfj+OKhskN9aP6/MT2HcZfWzkpPOaGBnBHT25Asm2bVHcHvtqG4rHJjmN4KquLr004N05XnTCukjB+q5l8fJRcbIjhvbtRdN0p3xSNorhnttOYcP5coRJ8dU3Ej7xNcP6iObfBTrj8qKrKww8/zP33349pmtx9993Mnz+fRx99lGXLlnHTTTfxwx/+kC1btqCqKsFgkK9//esAzJ8/n9tvv5077rgDRVF4+OGHUc6yfEqyp9vUWRCuQoVUipH9+7Ftm5IlS9D8E0sB5YaGGH37AJ6qavwNjbNWE/TwC78hE4uz/CO3TdlVJ3W8i0IyQWjhkuJtZi7L4PatlK1ZX5wOn45Mb4/T6WnRElLHu7AMg/jho1Rv3HjGkcfRQ/vw1tSj+QL0vPoagXlN5GKDRFesovNXmylZ2ESw6eRmITOXJX74ACVLWovvW3ZwgEzP8WIN09xwjFTnsQnLCoSZYdu2E0SHBskND6FoLqezUqT0vOrECjMvFxskdbyT0PzF4svBHPf8M7/kia/+ZNbO/5Uf/imLFy+etfOfK/HbXpjTVJ+P6Jo1eKuqGNq2jURbG7Z1cge6Ho0SXb2W/Ogosd07Z20qs/m2DZi5PO2vbJ/yfm9VDWYmQy52slagortxl5WTOt51Ts+l+v3kTym3ZOUNJFXFyufP+DjLMFA0HatQwExnsPIGrmAIq1Ag3TeAr3riGp/c0AB6JFoMlbZtk+7uxFfnjHralkmyo82ZbhfBc8ZJkoQrVEJgXoszNd/QhGkYjO7fQ2zPDlLdnRQyF6fGrTA1PVKKt6qW+JGDYuPYnGc7rXtn6edyI37jC3OeJEn46uooXb8eY2SEgTfewIif3I2q6Drh1hXokShD27eSHRyY8WuQFZmlH7qZ3h1vM3igffI1yjL+pmaS7W3YpxTv9dc1kO45cdbgeCrV68PMZrEtE0V3Y+ZyZ+1yZFsWtllA0jTyiQRqwO9sNgqFSPcOoEdKUHTXhONzw4Pop0y55wb7kTUNbawgffpEN5rPP2tLGoSTikG0qZnIqnX4G5uxC3lG9+8ltnssiF6kZgvCRO7SctzlVcQPH5jW2mtBuBqI8CkIY1SPh8jKlfgbGojt2EH88OFi0JMkCX9DIyXLriFx5DDxw4cmhMCZ4PJ7Wfqhjbz93GbSA5NrAbpCJWjB4IQan4rbjbu07JxGPyVZRnV7nN7sLh0rd/ZC805nI6fGZz4eRwsEyCec9prJ7l78tVUTjjdGh1Hc3uLOa9uySHV34h0b9SxkMmT6evE1NE37uoWZIUkSrmAIf2MzkVVrCcxrwS4UGD24l9ju7aS6OiikU5flaMnVylNeibu0nPjhA+f0RVK4etiAZVuz9nO5EeFTEE4hSRLe6mrKNmygkE7T//rr5IZPdiVxhUJEV6/FNHJOa87UzO5WDdaV03TzWvY++R8UcpPDoL++iexA34Rdsr66BtInjp/b6OfYpiPZ5cIqOCOaZxp1sfLGhJ3uituNrOvImkayqwd/3cT6ns5Go5O9rLMDfShuD67xskztbXira4t1Q4VLQ5IktEAQf+M8IivXEpg3H9uyGD24n+HdO5wgmkqKIHoReCqr0cNRJ4BehGYXwuXnUhaZv9hE+BSEKSi6TqS1lWBLC8N79jBy8GDxA0HWNEqWLMNbU8PQrh2ke07M6Idz9ZrFhBoqOfjsq5POK7tc+GrrSR47WrxP9XhwR0tJn+ie9nOMF5uXJAnZ5UJR1TP2dx/vbgTOTndJcoK4kUhh5gzc0ZNT54VsBjOXLU6v25ZJ+ngXvjqnLIcRG8LKG3gqqiY/kXDJFINoQxORlWsItCxwguihAwzv3k6ys528CKKzylNVgxYsIX7kIJYpAqhw9RLhUxDOwFNRQfl112GbJgNbtpAdHATGR0hriLSuJN3VxegMt+acv+ld5OJpOjfvmnSfu6LKWVM52F+8zVffQOrE8Wlfg+rzkx8btVV0NyjyWabdjbGyTBb5RLK42SjV3TOpxFJusB89UookOb9eMn29qD4/mj+AZRZIdhwj0NQsNhldxiRJQvMHnCC6Yg2BlkUAxA8dJLZrO8mOY+STCRFEZ5gkSXhr6lB9fhJH3p7xpT2CcLkQv/0F4SxkTSO8dCmhJUsYPXCA4b17i0FN8/uJrl6DpCgMbXuTfHxm2ubJqsLSD93M8Tf2ETs8cT2nJEnO5qPOdqyCM9Wuerzo4ci0Rz/HC83bto3i0pEk6czT7mMjn4VUGkXXyScTaKHJ6z1t08QYGUIfm3K3TZP0iW58tc6oZ7q7Cy1UghYIntP7IVw6ThD1469vJLJiNaEFi5AkicSRt4nt3OYE0YQIojNFkiR8tQ0obg/xtkMTqm8IwtVChE9BmCZ3NErZhg3Iqkr/li1k+vqwbRtJUQgtXERgXgvDb+0m1dk5Ix/E7pCfJb97EweeeZVMbGKo1fwB9Egpqc6O4m3++gbSx7unNfqpuJzNQ5aRG+tyZE9jw5GOEY+j+v1Y+TyK7ibV04+v5mSJpdxIDNUXKK7lzPSewBUMOWtM0ymygwP46xvP7Y0QLhvjHbJ89Y2EW1cTWrgESZZJHD3kBNH2NvKJuAiiF0iSJHz1TciqRkIE0DnDsu1Z+7nciPApCOdAVlVCixYRbm0lcfQow3v2FOvzucvLiaxaQ3awn+G3ds9I2ZSSxioa3ruSvU++iGlMDJW+ugaM4Rj5hBNMVa8PV0mY9DtacZ6O6vNTSCZRdKff+9mm3WWXTn40juJ2oQWCZPpjuEIBVM/JzkS5of7iqKdVKJDuOY63th7btkkcO4qvtg5Z0871bRAuQ04Q9eGra3BGRBctQVJVEm1HiO3cSrL9KEZ8VATR8+R0N5uHJMkkjx0R76NwVRHhUxDOg15SQtn69ag+HwNbtpA+fhzbtp1yTStWofkDDG17k1xs6p7t56Jm/VL8FRHefm7zhA8gWVXxNTRO2Hzkq28g3d2NNY21Yk6x+RSy7sY2C6cNy7ZtYRXyyC6tWP/UFQqRHFvvOa6QTmKbBbSA098903McV0kE1eN11qfaNu7yyimfQ7jyqV4fvtp6Iq2rCC1ehqRqJNuPEtuxlcQxEUTPhyTJ+JtasG2LZPtR8f5d1USReUEQpkFSFIItLURXrybV1UVsxw4KmQySLBOY10xo8RJGD+4n0Xb0gqbNJEliwQfeTXpgmO4teyfcp0fLkFSVTO8JADSfHy0UIjON0c/xdZ+KS8fO50878mkZeWRVA5wan5aRGwufE9d7ZocG0CPlznR+Pk+mrwdfbT1WIU+yqwN/U/MZ23cKVw/V43WC6DWrCC1ZjuxykWpvY2jHmySOHcEYHbksPxAvR87vkwVY+TypzmPifROuCiJ8CsIF0gIBStetwxWJMPjGGyTH1nzq4QjRNevIJxPEdjnB9HwpmsrSD99C53/uYrjtRPH28c1H6eNdmIYz/e+vbyDV3XXWnbKaz+eET13HNAxs05wyJI9vNjKzzvkLqRSoLvKpNJ6yiHNMoUB+dBg9Ugo43Yv0SCmK202qqxM9HEXz+c/79QtXLtXjwVdTR/ialYSXXoPicpPqbGdo+5sk2o5gjAyLQHUWkiwTbF6Amc2Q7u4Q75dwxRPhUxBmgCTLBJqaKF27lmxfH4Nbt5JPJlFcLsLLW3GXlRPbsY1sf//ZT3YannCAxfe8jwP/+jLZ0WTxdtXjxVNRRar9GOBsRtICQdK9PWc8n+LxFterSop82i5HVj7nrPeMx1H9PhSPm0zvIP7qimK5JGN4CC0QQh4rVp/t78NbU0c+mcAYHirW+BTmNsXtwVtTS3j5CsLLWse+nHQwtP0NEkcPO0FUbK6ZkqQoBFoWkk8lSR/vEgFUuKKJ8CkIM0j1+YiuWYO3qoqhbdtItLWBbeOrqye8vJVE21FG3z543vX7Is211F63nH1PvoiZP7kByVtTSz6VwBhxujH56xtIdXViW6d/HkmWUT1e8mOjn4pr6i5Hxc1G8TiKS0MLjq33HOtqZNs22aH+Yh/3zIku3GXlyC4XyWNH8dU1Iqvqeb1e4eqluN14q8eC6PIVKF4vqe5OZ2r+6CFywzERRN9BVlSCLQvJx0fI9E5vY6FwZbARHY4EQbgAkiThq6ujdP16jJERBt54AyMeRwsGia5Zi22aDG3fRj6VPPvJplB3fSvukgCHn/9NcfRDkhX8jc3OpgTLQgsE0fw+Mr29ZzyX0+kohexyI52my9F4dyNjNI6NjRYIkjreh6/GWe9ZSCWQcNaQmrks2cEBvDW1ZPt7kRQFvbRs0jkF4VSK7sZbVUN4WSvh5StRvD7SJ7oZ2v4m8SMiiJ5KVjWC8xeTiw0V13oLwpVGhE9BmCWqx0Nk5Ur8DQ3Edu4kfvgwkiQRWrwEb109sV07SZ84fs7TZ5IksfCu95Do7ufE1gPF2/VwBMXjKxaa99U3kuzqOOOHtja+6UjXkRR5yv7w492N8vE4Vi6HVbBRfR40nwdw+rjrUWejUfp4V3FHe6q7c6xUjNhkJEyfoutOEF16DeHWlWh+P5kT3Qxtf4P4kbfJxYbmfBCVNY3g/EVkB/vJ9J/5C6ZwhbBFnU9BEGaI04azmrJrr6WQTtP/+usYIyN4q6qIrlhF+vhxRvbvnTL0nYmqayz9/Vto//V2Rjv7irf7G+eR6T2Bmc04xd29XjJ9p/9wUk/ZdMRpuhxZRg4kGTOXw7ZMMoPDxV3uVj5PPjGKKxLFzGbIxYbwVteQ7GzHXVaB6vWd0+sShFMpLh1PZTUlS68h3LoazR8k03vCCaKH3yYXGzzj0pKrmeLSnQDa10N28PzXkgvCpSDCpyBcBIquE2ltJdjSwvCePYwcPIis60RXrUZx6Qxt34oxOnpO5/RGQyy66z3se+olcol08Xm81bUkxmp/+usbSZ1h9NMpt5RCcrkAe9K0u23bWHkDM5tD9XlwBcdLLDmjm7nYAK5QGFlRSXV34qmsppBOk4+P4qupO/c3ShBOQ3G58FRWUbJkOZHW1WjBIJneHmdq/tBBckODc64XuqK7Cc5fRLqnm1xs8FJfjiBMmwifgnAReSoqKL/uOmzTZGDLFnLDwwTnLyDQMp+RvXtIdrSf0zR8dGE91WsWse9fXsQqOB+8nspqLMPAiA3hCpWg6G4y/X1TPl7WNCRVRUIGy5q0293O55EUlXwiiaxpyB4vxkgCb0Uptm2TizlT7oV0CmNkBHdFJcn2o/gbmpAU5fzfKEE4A9nlwlMxFkRXrEELlZDp72Vox5uMHjpAdnBgzgRRxe0h2LKIVHcnuZELb2ohCBeDCJ+CcJHJmkZ46VJCS5YweuAAw3v34gqGiK5eSy42xPDuXcUSSNPR8J5VaF43R365BRgv+9RMsqMNq1DA19BIqrMD2z796KdVyGOb5qRpdzPvbDbKx+NgWxQyeXzV5UiKQj4xiqSoqF4fqe5OvNU15Ab6kV06rnD0/N8gQTgHsqbhqaikZPEyIivW4CoJkx3od4Lo204QtczC2U90BVM9XoItC0l1HsMYHbnUlyOcJ9HhSBCEWeeORinbsAFZVenfsgVjdJRI60q0UIih7VvJDQ1N6zySLLH47vcxfPQ4PTveBkALhnCFSkh3d+IKlSC7XKetMar5fJjZrNNG05gYei0jh+LSyY2OYuYNsrE4vvEp96EB3NFy8qkkhUQCVzhCuuc4AbHJSLhEZE3DU15JyeKlRFauQQ9HyA32E9uxldG395Md6McqXJ1BVPX6CDQvINlxlHzi3JbwCMLFJsKnIFxCsqoSWrSIcGsriaNHGX7rLbzVNZQsWcrooYPEjxye1s5e1e1i2e/fQtu/v0H8+AAAvvomskMDmOkU/oZGkp1Td0ZRfX7MdBJZc2EZEzc+WYaBpGmYqbRTEPx4H/7aSkwjRyGVwFUSId3VgbemllRXJ56KKhS3Z2beHEG4ALKq4S6vILRoKZGVa9EjpeRig8R2bmX04D6yA31XXRDVfAECTfNJHDtCPpm41JcjnAMbG8u2Zu3nciPCpyBcBvSSEsrWr0f1+RjYsoVCKk101RrMTJqhndspZNJnPYevPMyC33k3+558ESOVQdY0fHUNJI4dRQuVIGsq2YHJo5+qz08+mULRdSyzMCGgWkYOLFDcLiRVR9FduAJ+ckMDuMJRCukUhXQa2aVTSKfwVtfM6PsiCDNBVlXcZeWEFi5xgmhpGbnY0Mkg2t+HVTi3ihOXKy0QxN/YTKLtEIXzrCUsCLNNhE9BuExIikKwpYXo6tWkuroY2bsXf/N8PBWVDO3YfsaSSePKljZR0drC/p+8jGVauMsqAMgN9Ds736cY/VQ8Huy808VIkqUJGzUsw8DM55E1uvEsvAAAFuNJREFUlXw6j7+2Etu2yMUGcUfLSXV14BkrreRvnIcki01GwuVNVlXcpWNBdNVa9NJyciMxYju3MXJgL5n+3nMufXa5cQVL8NfPI370EIX02b+4CpcH0eFIEIRLRgsEKF23DlckwtCbb2JbNuHlrSTb2xk9eADrLLt4m25agyTLtL34JpIkEWhqJtXVgeoPgCyTGxyYcLwkSag+H0jOB/OpO95NI0chncG2THKxOP66KvKjIyi6GzOXc2p/5vOoXh96SXhW3g9BmC2youIuLSO0YDHRVetwl1eQHxkhtmssiPb1YOUn1769ErhKwvhqG4gfPYiZzVzqyxGECUT4FITLkLNjvYnStWvJ9vUxevAgoUWLsW2boW1bz7ieS5Jlltx7I4P7j9G35wiqz4+7tIxUV/vY2s/J5ZxUnx8sC0mRizvex2t85uMJLNMiNxLHW1lGdqgfV6TUGfWsqCTT34u/oWlW3w9BmG2SouCOlhFcsIjoqnV4yivJx0eJ7drOyP63yPT2TCpFdrnTI1G81XXEDx/EzGUv9eUIQpEIn4JwGVN9PqJr1uCtqiK2cyeK7sZX30Bs9y5S3d2nLaGhed0s+/AtHHnhtyR7h/DW1ZMfHUFSVUAiNzT4jufxY+ULIEnFD1jbLCBJEvlkEhsVT0UpdiGPmc0gIWEVChjxUbxVNU6HJEG4SkiKgh4tJTh/EdHV6/BUVpNPxInt3s7Ivj1OFzFj+uXQLiV3tAxPZbUTQK+Qa56rRHtNQRAuG5Ik4auro3T9eoyREZIdHQTnLyTT28PI3rdOuz7NXxWl5Y7r2Pvj/8DMFfA3zCPV3oavrmHSznfV5y/WFh3vcmQZOSRVQ1YUCtkC/toqsmMbjdLdnejhCJaRw1NZPftvgiBcIpKsoEeiBOcvJLp6PZ6qGvLJBMO7dzK8bw/pnhPnVJf3UnCXVeAuqyB++OAVu4xAuLqI8CkIVwjV4yGyciX++npG9+9HC4aQdZ3BbW9ijExdWLqitYXSxY0cePoVtJIwssuFlc+BZWEMn+yGovp8mFlnbWcxhBoGIIEiO/U9ayowhoeQFW2su9Eg/sZmJFn8GhHmBkmWnSDaspDo6nV4q2sppJMMv7WT4b27Sfccv2yDqKeiCj1SOhZAr+wNVVclWxSZFwThMiVJEt7qaso2bMDMZMgODOKtrmFk316S7cem/CUz75b1WIUC7a/sINDUTKbnOJ7q6gmtPGVVRXG5QJaLH56mkcMqmFi5PLKigGWgeLxkentQPB6nkH0wdFFfvyBcLiRZRg9HCDYvILpqHb7aesx0+mQQPdGNmb281ll6KqtxhcLEjxy86mqcClcWET4F4Qqk6DqR1laCLS0k2zvQSsLkYjFiu3ZO+sCTFZklv3szfbsOE2vrc9avxUexzALG8HDxONXnR5JkrLGNCZaRw8zmKBgW/roqcrEBZM0FEuQTcfz1jRfzJQvCZUuSZVwlYQLN808G0WyG4b27GH5r12UTRCVJwlNdi+YPkjhycEJZNUG4mET4FIQrmKeigvLrrgOgkEqj6DpD27eRHZy4ocjl97D0Qzdz6OebsTUfVjaDO1o6Yee74vFhJRRy3RbpQymyHTnyIznymQKe8giWYYydV8JXU+8EUUEQJigG0Xnzia5ej6++ETObZXjfbobf2kn6eNclLX0kSRLe2noUr4/40bexLRFAhYtPvdQXIAjChZE1jfDSpWSHhhjdvx/V52P00EGM4XICzS3FNZnB2nLmbVzHvn95ieUfeh/p4+1YhkV8Vx/pvSaZY3nsgg/btjH29WDlTKx8GNvykyGPu0VHVkwkScJdUXmJX7UgXP4kScIVKsEVKsFvN5OPj5KLDTGybw+S5kKPlqJHoqge70W/Ll9dI8mONhJHDxNoXiDWbl9i4+015wrxt00QrhLuaJSyDRtQvV7svIkxMsrQjm0TOpxUrV5EuKmaoy/thEyA9GsBBn86RK4zg+yWkVQLSbWRXQqoFrZsIikK6bcKxH5qknxTwVvVhCRJl/CVCsKVZzyIBpqaiaxah79xHnbeYHT/XmK7d5Dq7ryo3YgkScLfMA9JUUgcO4w9h4KPcOmJ8CkIVxFZVQktWkS4tRXTMLALFoM7tpHp7Ske03z7BuhyM/wLCzNlOYFTA1lRik3Yiu3YbCeIym7ABYXjOn3/FCN34tKvXxOEK5UkSbiCIfyNzURWrSUwrwW7UGD04FgQ7eqgkE7N+i5lSZLwNzaDDcljRy/LXdFziWivKQjCFU0vKaH82mvRS0ux8ybxI0cY3r8XM59n5OVhfEYVeSMDqgySVCw+LUljvxIsyyn9YdlIEtiWhQSoAR0ra9HzT8dFABWEGSBJElogiL9xHpGVY0HUMhk9uJ/h8SCaSs5aMJRkmcC8+dhmgVRHmwigwkUhwqcgXKUkRSHY0kLpmjVIikpuKEbPM7uIvzmM4lHxRILkEhmnDpxlYZvOFDs4YdO2Jk7DyS4XICHrMljQ+6MTmClRrkUQZkoxiDbMI7JyDYGWBdiWxeihAwzv3k6ys538LARRJ4AuwDRypLomt98VhJkmwqcgXOW0QICy9etxh2rJ7tMxC1nsQh7FpaEHvBgpA2wb08ghyWPh0zSxTQtZVQAbJBlZ1YrnlHUZK2cx+MKA+KAShFkgSRKaP4C/oYnIijUEWhYCED90kNiu7SQ7jpFPJmbsvz9JUQg0L8BMp0gf7xT/XQuzSoRPQZgDJFnGOORB0dzIqoyZy1JIp1C9OopLI581nZp/Y/uInJFPG0lxblB096Rzym6Zrz32NWRZ5r3vfe9FfDWCMLcUg2h9I5EVqwkuWIQkSSSOvE1s1zYniCYuPIjKikqgZRH5RJxMT/cMXb0wXaK3uyAIV6z3vve9SJKEJEl8/OMfB6CQLJB+O8W3Nv9/NP/lclq+tIIbvnkLhWQKl9+DbduYhnmy7/N4+JQkJEWdsgyLJEmX4TJ2Qbi6SZKE5vPjq28k3Lqa0IIlSLJM4ughYju3kWxvI5+In3cQlVWVYMsijJEY6d7jM3z1guAQ4VMQrmJPPvkkvb29pA8myRhZfvj6j0/eKctIsoyZSaP7dAqGiZlz1nDaloWsKU5rd12f8tx5M18cGUVUaRGEi06SJFSfD19dA+HWVYQWLXFKJ7UdIbZzK8n2o+Tjo+ccRGVNIzh/MbmhATL9PWd/gHDBbERvd0EQrgLRaBTDMPj2t79Ntj3L0zufIZaKEfaGAWeGXfX5yFDgf/37/+bOx+/lmr++lpv/5k7+z6//FsMykF06INHw+Xk0fH4e3/n1Y2z6P79D858uYNux7YyX+7TyTvp88803CYfDSJLE17/+9UvzwgVhDpIkCdXrBNFI6ypCi5YhqRqJ9qPEdmwlcewoxjkEUVlzEZy/mGx/L9mBvlm+emGuEeFTEK5St99+Ow0NDTz22GMMH4vx+JYn8Ok+7lr9geIxtm3zsSce4Lu/+QGKovA7y+9AUzT+9j//gc8+8/9M2GQE8L9++QjVJVXcteoD+N3+k+cxLLZs2cLGjRuJx+P8wz/8A3/2Z3920V6rIAgTqV4vvtp6ItesIrRkGbLLRaq9jaEdb5I4dgRjdOSsQVRx6QTnLybTe4Lc0MBFuvK5ysbGmrWfy40In4JwlVIUhc985jMMDQ3xRz/4vzg22M7vrr2XoDtYPGZb+zZ2dOwAYH3zerweP0sqFwHw4oFf0xWbuOnggffczz/c910e+dA3WF67rHh7W/cxbrnlFrLZLE899RT333//RXiFgiC80/h671dffbV4m+rx4qupI3zNSkqWXIPi0kl1HnOCaNuZg6iiuwm0LCJ1oovc8FBxTfkXv/jFi/OCpjDda2hvby++H+3t7Rfl2oTpEeFTEK5i999/P8FgkF8ffAVFVvjEu++bcH/38MkNBT/c8mOe+O0/89xbLxRv6xk5MeH4DS0bpnyeE/0nSCaTLFmyhNtvv30GX4EgXP3Gw9T4BsFxqqoiSRJPPPHEtM/10EMP8dBDD1FbWwvAE088gSRJNDY2Ouf0ePDW1BFevpLw0lYUt5tUZztD298g0XYYY2R4Uo1f1eMh2LzQqQFamFjb99SAd2rgPfX2c7n+8yFC5pVHvdQXIAjC7AkGg/zhH/4h3/zmN7llyUbqo3UT7q8pqQZAlmT+83++Rm2kpnhf+2A7jaWNE47X1ak3H61Y3Irq09i2bRt33HEHv/jFL/D5fDP7YgRBOKtvfetb0z5WcbvxVtfira7FzGbJxQZJdXdiZjPo4SiuSBRXqARJllG9PgLNCzFzmVm8emGuECOfgnCV+4u/+Av+9cs/4eHbvjDpvjWNa1hZvwLLtrjr23fzZ//6P3nox5/j1m/ezke++9FpP0egJMi///u/s2zZMjZv3symTZtIp9Mz+TIEYU579dVXi6N7//zP/0xzczM+n49bbrmFnp6TO9JPHYX84he/yH33ObMdHR0dk0Yof/azn3HdddcRDoepbmjgww/+MX2qTnj5ChSvl1jbEe7/0O9SFo1SVlrKl77218i6BwAzlzuv17F582ZuuukmysrKiEQi3Hzzzbz++uvF+5955hlWrlxJSUkJqqpSVlbGPffcQ1dX12nfl6ampuKfm5qappySf/XVV1mxYgUej4cNGzZw8ODB87r+2XSp63xu3ryZW2+9lY0bN/L3f//3k+5//PHHueOOO7jzzjv52Mc+xvHjJ2fOFi9ezAc+8AE+8IEP8OlPf/qszyVGPgXhKhcOh7ntrtsYeG7yjlVZlvmnP3yCx175Lr9861f8dPvP8Ok+5pU18aF1v3fWc4//TpM1mUgkwosvvsgNN9zAa6+9xvvf/36ef/55vF7vDL8iQZjbPv/5z7Np0yZ+/vOf8+KLL/IXf/EX/OAHP5h03LXXXsvGjRt58cUXCQQCfOITnwCgtraWxx57jAcffJCSkhJuu+02crkcP/3pT3nttdfYvXs3DQ0N/NlX/5of/OszuN1u7rr1Fv7tmafZe+gwALnYEEMv9RBPxIvP9+1vf5uf/exnAMTj8UnX88tf/pJNmzah6zq33347Xq+Xn/zkJ9xwww385je/Ye3atXR0dFBWVsaaNWtQFIWXXnqJZ555hv7+fjZv3jzpnLW1tdx33308/vjjANx3330Eg0GuvfbaCcd95jOf4e6772Z4eJjXX3+dP/qjP+LXv/71ef4bmAU2l7QkkmmafPnLX+bxxx+noqKCe+65hxtvvJGWlpbiMYsXL+aZZ57B4/Hw4x//mG984xvFkXa3281zzz037ecT4VMQrjKnrrsa513gQ1IkbNPmc7d+ls/d+tnifUFPkD+940/40zv+5LTn7HikbcrbH3rP/83/+/kvEL21DIDKykoOHTp0YS9AEIQzeuaZZ7j++ut55JFH+JM/+RO2bt065XG33XYbvb29vPjii0QikQlT8rfddhsAra2tVFRUAFBeXk5/fz+PP/44Dz/8MN///vcB+OpXv8rnPvc5UvE4jU1NDMZi5Hslhl+JMZIamnBdZ/LNb34T27ZZvHgx9fX1ADQ0NHDkyBH+9m//lieeeIKHHnqIxYsXs3PnToaGhli2bBlHjx7lv/7rv0in05O+zLa0tPDwww8Xw+fDDz9cXN966vrPv/u7v+MP/uAPePrpp7n33ntP+57NVXv27KGhoYG6Omdp1qZNm3j55ZcnhM9TA/2KFSv4+c9/ft7PJ8KnIMwBsksmuDrE6BsjKB5lRs7pdECC4OrQjJxPEOaq8UCVO2UqO5/PY41t/Hnn+un169cDTi1fgEQicc7P2dHRAcBrr73Ga6+9NuG+rq4uBgcHyWSc9Z1LlixxriMYpGXBAgZffx3V60dSlGKtX4BXXnml2Gq3vb19wnT4qc+5c+dOdu7cOek5Ae65557i6OmpbNtmYGCAhoaGc36tMPk9SyaT53Weq1VfXx+VlZXFP1dUVLBnz57THv/0009zww03FP+cy+X44Ac/iKqqPPDAA9x8881nfD6x5lMQ5oiSGyIoPgXLmJmab1bOInhdGK3UNSPnE4S5asGCBYDTpGE8gG7evLk4DTt//vwJx2uaU39XOjX5nYaqOmNM1jt2sI+PPH7lK1+Z0AlnaGiIRx55hNLSUtxuNwD79+8HIJvNcuTIEQA8zT5K3h0luL5k2q9z/Dk/+clPTnjOZDLJj370I0ZHR4vB81vf+haFQoEnn3yy+PjTTUuPv8apXue4c3nPrkaxWIwPfvCDxZ+nnnrqvM/13HPPsXfv3gkl9V555RWeffZZvvnNb/LVr36Vzs7OM55DhE9BmCNkXabsrkqwbOzCha0tsrImWtRF+N2RGbo6QZi7PvWpT+FyuWhra6OlpYUbbriBO++8E4D3vOc9tLa2nve5x0cKu7u7ue+++/jsZz+LYRj8j//xPwD40pe+xF133cWnPvUpNm7cSHV1Nbt370aW5eIa0T//8z/n4x//OO9617sYGnKm2WVVJrqxjNC14Wlfy+c+9zkkSeL73/8+t956K5/+9KfZtGkTlZWV/OpXv8Ln8xEMOnWIv//97/PAAw/w0EMPnfW8FRUVxaD84IMP8tnPfrYYmK8UNmDZ1qz9RCIRnn322eLP7/3exDX9FRUV9Pb2Fv/c19dXXI5xqt/+9rc89thjfOc738Hlck14PEBdXR3r1q076/svwqcgzCGeRg+lv1OOnbeKLTHPhW3bmBkTJahS+QfVSOrcHEUQhJm0ePFifvGLX/C+972P0dFRfvvb3xKJRPjkJz/JT37ykwsarbv++ut54IEHKCkp4YknnuDRRx/FMAz++I//mKeffpp169bx2muv8cMf/pCuri4+8YlPsHDhQgAeeeQRHnzwQfx+P88//zwbN27k+uuvP+9ref/738/LL7/MTTfdxM6dO/nHf/xHDh48yD333MOGDRtQVZWnnnqKhQsXcujQIfbv3z+tYvaapvE3f/M31NTU8OKLL/Loo4/S1jb1OnVhasuXL6e9vZ2uri4Mw+CFF17gxhtvnHDM/v37efjhh/nOd75TXL4AMDo6imEYgDPCumPHjglrRaci2Zdjx3lBEGZV+kiKgZ/2YeUsZF1Gks/+4WblLeyCjafRQ9ldFSg+sWRcEARhJjz7k+f46z//u1k7/z/+27dYvHjxGY957bXX+OpXv4ppmtx99908+OCDPProoyxbtoybbrqJj3/84xw6dIiyMmeDaVVVFY899hg7duzgL//yL5EkCdu2+ehHP8q99957xucS4VMQ5igzZTL0HwOk9yexbZAUCUmVikHUtm0wndApSRKSLhG5uRR/a2DOrpsSBEGYDZdD+LyYxNCFIMxRik+h/K5KCjcXSO5OkD6UxOgzsEwLSXJqeCo+BW+TD/81AbzznXJNgiAIgnAhRPgUhDlODaiUXB+m5PowtmVjZSxsy0Z2yci6WBYuCIIgzCwRPgVBKJJkCcU3M3VABUEQhOmbS6sgxbCGIAiCIAiCcNGIkU9BEARBEIRLaLzO51whRj4FQRAEQRCEi0aMfAqCIAiCIFxiYs2nIAiCIAiCIMwCET4FQRAEQRCEi0aET0EQBEEQBOGiEWs+BUEQBEEQLikbC7HmUxAEQRAEQRBmnBj5FARBEARBuJRssEWdT0EQBEEQBEGYeSJ8CoIgCIIgCBeNmHYXBEEQBEG4hGxEkXlBEARBEARBmBWSPZeitiAIgiAIwmXm8OHDFAqFWTu/qqrMnz9/1s5/rkT4FARBEARBEC4aMe0uCIIgCIIgXDQifAqCIAiCIAgXjQifgiAIgiAIwkUjwqcgCIIgCIJw0YjwKQiCIAiCIFw0/z8YFcAr2RLr2AAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt_corr_nx(\n", " H_close_diff, \n", " title='Distance Correlation Network of the Daily Net Change in Price (2006-2014)'\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observations**\n", "\n", "* The above network has substantially fewer edges than the former.\n", "* Apple, Amazon, Altaba, UnitedHealth, and Merck have the fewest number of correlations above $\\rho_{c}$.\n", "* 3M, General Electric, American Express, Walt Disney, and United Technologies have the greatest number of correlations above $\\rho_{c}$.\n", "* UnitedHealth is clearly an outlier with only two connections above $\\rho_{c}$." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hist_plot(\n", " H_close_diff, \n", " 'Degree Histogram of the Daily Net Change in Price Network', \n", " bins=9, \n", " xticks=range(2, 30, 2)\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observations:**\n", "\n", "* The distribution is left-skewed.\n", "* The average node is connected to 73.3% of the network.\n", "* Very few nodes are connected to less than 53.3% of the network.\n", "* The kernel density estimation is a poor fit.\n", "* The degree distribution appears to follow an inverse power-law." ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt_corr_nx(\n", " H_high, \n", " title='Distance Correlation Network of the Daily High Prices (2006-2014)'\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observations**\n", "\n", "* The above network has substantially fewer edges than the former two.\n", "* Apple, Altaba, Amazon, Nike, Mcdonald's, UnitedHealth, Walmart, Procter & Gamble, Verizon, and Merck all lie on the periphery with the fewest number of correlations above $\\rho_{c}$.\n", "* UnitedHealth has **no** correlations above $\\rho_{c}$.\n", "* 3M, Walt Disney, General Electric, American Express, United Technologies, and IBM sit in the core with the greatest number of correlations above $\\rho_{c}$." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hist_plot(\n", " H_high, \n", " 'Degree Histogram of the Daily High Prices Network', \n", " bins=6, \n", " xticks=range(0,25,2)\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observations**\n", "\n", "* In contrast to the Daily Closing and Net Change in Price networks, the Daily High network is not significantly skewed.\n", "* The average node is connected to 53.3% of the network.\n", "* The kernel density estimation most closely resembles a Gaussian.\n", "\n", "The degree distribution of the daily high prices certaintly stands out. It is the only distribution that is most resembling a Gaussian --- something you expect to see if the data is truly random. This suggests daily high prices are driven mainly by impulse buys more reflective of random dice rolling than fundamentals." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt_corr_nx(\n", " H_low, \n", " title='Distance Correlation Network of the Daily Low Prices (2006-2014)'\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observations**\n", "\n", "* The number of edges is comparable to the Daily Closing and Net Change in Price Networks.\n", "* Apple, Amazon, Altaba, UnitedHealth, Walmart, Procter & Gamble, Merck, and Mcdonald's have the fewest number of correlations above $\\rho_{c}$.\n", "* 3M, American Express, United Technologies, Walt Disney, JPMorgan Chase, and General Electric have the greatest number of correlations above $\\rho_{c}$.\n", "* **UnitedHealth** has the overall fewest number of correlations above $\\rho_{c}$." ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hist_plot(\n", " H_low, \n", " 'Degree Histogram of the Daily Low Prices Network', \n", " bins=9, \n", " xticks=range(5, 30, 3)\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observations**\n", "\n", "* The degree distribution of the Daily Low Prices network is left skewed.\n", "* The average node is connected to 73.3% of the network.\n", "* Most nodes are connected to greater than 66.6% of the network.\n", "* Few nodes are connected to less than 50% of the network.\n", "* The kernel density estimator is a poor fit." ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt_corr_nx(\n", " H_open, \n", " title='Distance Correlation Network of the Daily Opening Prices (2006-2014)'\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observations**\n", "\n", "* The number of edges of the Daily Opening Prices network is comparable to the the Daily Closing Prices network.\n", "* Apple, Amazon, Altaba, UnitedHealth, Walmart, Verizon, Procter & Gamble, and Merck have the fewest number of correlations above $\\rho_{c}$.\n", "* 3M, General Electric, United Technologies, JPMorgan Chase, and American Express have the greatest number of correlations above $\\rho_{c}$.\n", "* **Unitedhealth** has the overall fewest number of correlations above $\\rho_{c}$." ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hist_plot(\n", " H_open, \n", " 'Degree Histogram of the Daily Opening Prices Network', \n", " bins=8, \n", " xticks= range(5, 30, 3)\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observations**\n", "\n", "* The degree distribution is strongly left skewed.\n", "* The average node is connected to 80% of the network.\n", "* Few nodes are connected to less than 50% of the network.\n", "* The kernel density estimation provides a poor fit.\n", "* The degree distribution appears to follow an inverse power-law." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# The Hedgecrafted Portfolio" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "image/png": 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buecbN27E559/ji5duuDLL7+EQqHArVu38OjRI6HNo0eP0K9fP/j5+UGv1+P48eMYPXo01q5dW+be/pCQEOzZswf+/v7o3Lkz6tevb9WmuPNjac8h8fHx6N+/P+RyOT788EPUrVsXjx8/xm+//Vbkuq1atQoxMTGYO3cu+vbtW6btAiD8eC383TJu3Dj069cPI0eOLPKzmZWVhejoaGRlZWHs2LEICAhAWloajh49KvR03rx5E4MGDUKTJk0wb948yOVybNmyBcOGDcPWrVsRHBxc4nePLR07dsTmzZvx9ttvo1+/fujfv79Fz2pRn8uynuNat26NL7/8Evfu3cOCBQvA8zxu376N/v37Y/jw4diyZQtmzJiB4OBgNGrUqMj1ffToEf7++2/hh0BxMjMz8eeff1q8n3/++ScAWC3D/P+9e/cQHh5eZDt/f3/I5XL89ddfAExB5f/93/8hOjoaX331FXbu3ImcnBwEBgZi8uTJJfZkF+Xy5cto0KCB8P/Dhw+h0Wis1kcmk6FOnTrC+pTVgwcPsHLlSqxevdoiKC5MLBajefPmOH36NMaMGVOuZVUpVoKdO3cypVLJ4uLi2I8//sjCwsJYfn4+S05OZk2aNGG//fYbO3/+PFMqlezMmTPC67p06cLeeecdi3mpVCrWunVr9vnnn9tcltFoZDqdjq1YsYKFhYUxg8EgPNepUycWFhbGMjMzhWmxsbFMqVSyffv2lXobbDl16hRTKpXs4MGDjDHG4uPjmVKpZDt37rRYzu3bt4tcxrJly5hSqWQ6na7YddHr9Uyn07FXXnmFzZs3T5hu3odTp061aD9nzhwWHBzMjEYjY4yxs2fPMqVSyX744YcilxETE8OCg4PZ/fv3LaZ/+umnrHXr1sWuY/fu3dmAAQOK3QazjRs3MqVSyc6fP28xfejQoSw8PJzp9XrG2LP9/8UXX1jNY9q0aUypVLLDhw9bTI+Pj2eNGzdmy5cvt5h++fJlq/ZKpZItW7asyPXU6XTs0qVLTKlUsps3bwrTBw8ezKKjo63am9c3Pj6eMcbYH3/8YXMZ33zzjcVxYT5uBg8ebNFu3bp1TKlUsqSkpCLXkTHTvmjfvj1j7Nn7vHv3bsYYY2fOnLHa16X9jHXq1IlNmTLFanljxowR1tVgMLBWrVqx+fPns8DAQJaTk8MYY2zixImsf//+wmvGjx/PWrZsybKysiyW2apVK/b+++9bbIut97Xg+mRmZrLo6GjWuXNn9uDBg2L3TVmWvX37dov3rziDBw9mSqWy2EfB+QwePNji/e3Zsyf797//XeT8zcfE9u3bLaZnZGSwoKAgNm3aNIvpe/bsYUqlkh05ckSYplQqWWRkJFOr1RZtzecM8zGhUqlY8+bNLfZFSQwGA9PpdOzdd99lY8aMsVpv8zmwKH///Td77bXXhH3VunVrNmnSJHb69GmLdkWdH0t7Dvn4449Z8+bNi/0MmT8/BoOBzZ07lzVr1owdP368NLuBKZVKtmjRIqbT6Vh+fj67du0a6969O2vWrJmwTPM2fP/991avL3xcLFmyhDVu3NjifFPYO++8w7p37840Go0wTa/Xs+7du7OxY8cyxkr33WOLTqezec4q6nNZ1nPckCFDLNq9//77TKlUsj179gjTMjMzWZMmTazO4YUdPHiQKZVKq+8rWyZPnsyaNm1q8V2+cuVKplQqWX5+vkVb8z6IiYlhjDG2b98+plQq2V9//WU13/bt27MZM2YwxhhLSUlhSqWShYaGstdff539+uuv7MSJE2zw4MEsKCiIxcbGlriehW3dupUplUq2d+9eYdqVK1eYUqlkJ0+etGofHR1tdW43W7RoEVMqlUUua9iwYRbn+6LO/4wxtnjxYhYcHGwRa9UUZeqL7t69O7RaLY4dO4b9+/fDw8PD5q+QuLg4PHz4EL169YJerxcednZ2CA0NtbgskpKSglmzZqFTp04IDg5GUFAQlixZguzsbKSlpVnMt3nz5nB2dhb+N/daPn78uEwBe2GsULWBwurVqwcnJyfMnj0be/fuLfPyzp49iyFDhqBNmzYIDAxEUFAQ4uLibFZv6NChg8X/SqUSWq0WqampAExJ7BzHYcCAAUUu7/Tp02jWrJnQs2J+tGvXDpmZmeX+RVfYpUuX4O3tjTZt2lhMf/3115Genm61nIL5TAVJJBJ06tTJYtrZs2dhNBrx+uuvW2xDs2bNYG9vj0uXLhW5XlqtFqtWrUL37t3RtGlTBAUFCXlGtvZ5abbTvF2Ft7Pg82aFe6+USiWAsh2nERERCA8Px/Llyy0u25mV5TNWlPDwcFy/fh0ajQa3b99GdnY2Ro4cCalUKrz+woULFu/vpUuX0LFjR4veKAcHB0RFRVntB1vvq1lKSgrefvtt5OfnY+vWraW6ObIsyy6Lxo0bY8eOHVaPsWPHlvjakJAQ7N69G6tWrcLvv/9u865lW/7v//4POp3O6pjq2bMnxGKx1fa0b9++xJuGrl69iry8vGLPDQBw48YNjB49Gm3bthXOR2fOnCnXZ6N+/frYs2cPNm3ahDFjxqBJkyY4fPgwRowYgRUrVpT4+tKeQ86cOYOOHTuWmJtnMBgwadIkHDhwAOvXr0fHjh1LvS2rVq1CUFAQmjZtioEDB0IsFmPNmjVWyyzqPFbQmTNnEBISgsDAQJvP5+fn49KlS+jevTt4nhc+v4wxtG3bVvj8Pe93jy22PpfPe44z9yi2b99emObs7Aw3N7cS19l8Kb2k+wxWr16NAwcO4LPPPrO4d6Wima+4mNPzunbtig4dOmDVqlVwdHTEt99+C8AUNxQ89xb12b9w4QI+//xzvPHGG1b7t6Lt3bsXv//+u5A6VRI3NzdotdoSU/Gqo1KnDQCmL4ouXbpg7969ePToEXr16mXzsok56Pz000/x6aefWj3v6+sLwHSQjB07FikpKRg/fjwaNGgAmUyGI0eOYNWqVVZ39RUMXAEIl0JKuvuvJOZ8xKLuLnd0dMSGDRuwYsUKzJkzB7m5uWjUqBHGjx+Pbt26FTvvmzdv4r333kO7du3wxRdfwNPTEzzPY+bMmRa5T2YuLi4W/xfexszMTDg7Oxf7RZaeno4HDx4UeQm2uAO1Vq1aVnnJRcnKyhIS3Asy58AVzDEFYLMtALi6ulqlAJiPoaK+KIrbhkWLFmHTpk0YN24cQkNDYW9vj+TkZHzwwQflOlbM21F4/c3/F97Okt7D0po8eTIGDBiAH3/80epO4dJ+xorTpk0baLVaXL16Fbdv30bjxo3h4eGBFi1a4MKFC/D19UVaWhrCw8OF1xT3nhfeD7beV7M//vgDmZmZmDJlSpE5k4WVZdlloVAobKbJFFWSp6CZM2fCw8MDO3fuxOLFi+Hi4iLcOGIr783MfPwW3h6xWAwXFxer7SlN5QvzPItLk3j8+DGGDRuGhg0bYubMmfD19YVIJMLSpUvx999/l7gMW0QiEVq1aiWkXCUnJ2PkyJH45ptvMGjQIKvzdkGlPYdkZmaWKv0jJycHJ0+eRHh4OJo2bVqm7XjzzTfx1ltvQSwWw8fHB66urjbbFXUeKygzM9MihaawrKwsGAwGrFixosgg32g0Ptd3T1FsfS7Leo4r/J6aL08XTrGQSqUlnvfMzxd309iWLVuwaNEiTJw40ao6jHmZWVlZFp8T8zqbz8fmdoXvITFPM2+Ts7MzOI5Dw4YNLX642Nvbo3nz5kLJsd27d2PGjBnC87Vr18axY8cs5hsbG4uxY8ciPDzcKj/bvDxb65OVlVXmmwBzc3Px5ZdfYtSoUZBKpcJ8jUYj9Ho9srOzIZfLLVIJzHHE88ZQVaFMwStgSm4ePXo0jEYjFi1aZLON+WCZMmWKzZ5Z8857+PAhbty4ga+++sqiFuPx48fLulrP5cSJE5DJZMXm2zVp0gTLly+HXq/HjRs3sHr1akycOBF79+4VetZs+fXXXyESibB8+XKLgyY7O7tcebqurq7IyspCfn5+kQGsi4sL3NzcbAY1AGzmpZlFRETgzJkzuHHjRonJ6s7OzjZ7a8y9xIVPcIWT74ubbj6GvvvuO5v7qXCAWNDBgwfRu3dvjBs3Tph2/vz5ItuXxLwdqampFj2ET548sXi+ojVr1gxRUVFYuXIl5syZY/FcaT9jxQkICICrqyvOnz+P27dvC0FqeHg4fvrpJ9SqVQsSiQQtWrQQXuPs7Cy8vwWlpqaW+v0GTD00jRs3xtdffw2ZTIahQ4eWuL5lWfaLYm9vjylTpmDKlCl49OgRfvnlFyxcuBASicSq9E5B5vcvNTXVIudNr9cLP1DLyhxsJScnF3lOOn36NFQqFZYsWWIRDBauK/k8vL290b9/f3zxxRd48OBBsUFkac8hrq6uFjfpFDe/BQsWYMyYMZgyZQq+/vpriMWl+5orba5/cce1WUnr6+joCJ7nMWjQoCLrEJs7hsr73VOW9a+qcxzw7LOQlZVl8zttz549mDNnDoYPH27zaoj58/PXX39ZBK/mXvuXXnrJql1oaKjQLiEhAWq1WggW7ezsiq1SYt5/nTp1sqgTXjj4/uOPPzBy5Ejh/St8Tvb394dUKhVycc00Gg3i4+PRvXv3ItfBloyMDKSnp2PRokVWsdnjx4/x008/4ZtvvkGXLl2E6eYfvEX9UKvOylxwLzIyEq+++iqio6OLTMJu0KABateujT///BMhISFWD/MvUvMJs+CbqtPpsH///vJsS7n88ssvOHbsGKKjo4vtKTEzJzlPmDABRqNRuMPffOAW/hJQq9Xged7ihHHu3LlyFweOjIwEYww//vhjkW3at2+P+/fvw9fX1+b+L+7GpP79+8PV1RXz5s1DXl6e1fNqtVq4I7x169ZISkqyqEABAAcOHIC7u/tzlY+JjIwEz/NITEy0uQ3FnVzy8/OtvrBslXIrTa8AAKFH6eDBgxbTzcdp69atS5xHeU2cOBGpqan473//azG9tJ8xwPT5srWdHMehdevWOHv2LC5fvmwRvN6+fRuHDx9G06ZNLT4XrVq1wqlTpyzuiM/JycHx48fLvB9GjhyJadOm4d///je+//77EttX5LIrQ+3atTF8+HAolUrhC6mo80KzZs0gkUisjqlDhw5Br9eXa3tCQ0OhUCiwffv2ItuYK6oU/Hzcv38fV69eLfPyABRZsN3ci2vuQS1qP5T2HBIZGYnjx4+XWCAeMF1RWLt2LU6ePInJkyfbvBmvskVGRiI2NrbI3nuFQoGwsDDcuXMHQUFBNj/DhRX13VMRqvIcZ045iI+Pt3ru8OHD+OSTT9C/f39MmzbN5uubN28OV1dXq7hh3759cHFxEX58+/r6onHjxti3b59VO4lEYpEK0aVLF/z5558WP0BycnJw7do14b1xdXW1eL8K3nwdFxeH4cOHw8/PD6tXr7YZlEulUrRv3x4///yzxTH6888/Q6vVCjd4lpanpyc2bNhg9fDw8EDbtm2Fet8FJSQkoFatWiWmJFVHZe55FYlERfa4mnEch9mzZ2PcuHHQ6XR49dVX4erqitTUVFy7dg2+vr549913hS/gxYsXg+d5iMVi/PDDD+XemJLcvn0bGRkZ0Ol0SExMxIkTJ/Dzzz8jMjISU6ZMKfJ1x48fx7Zt29ClSxf4+flBrVZj48aNsLe3F37BmX/drV+/Hi+//DJ4nkdISAjat2+PH374AdOnT8ebb76J+/fvY8WKFeWuqxYeHo5u3brhyy+/xOPHjxEeHg69Xi/kA5pHATl06BDefvttDBs2DPXr14darcbff/+Ny5cvY+XKlUXO38XFBcuXL8fYsWPRp08fi0EKYmNjsXXrVnTr1g1t27ZFnz59sGHDBowfPx6TJk2Ct7c39u/fjzNnzmDu3LlFXjIujTp16mDUqFGYN28e7t+/j9atW0Mmk+Hx48c4c+YM+vfvb3E5u6D27dtjz549UCqVqFu3Ln799Vebd+e+9NJL2Lx5Mw4dOgR/f3/Y29tb3A1qplQq8dprryEmJgYGgwGhoaG4du0aVq5ciddee63Uo52UR0BAAHr06IEDBw5YTC/tZwww1Sa9fPkyjh8/Dg8PD7i6usLPzw+A6Yve/F6ZKwoEBgbC3t4eFy5cwPvvv1gxEuYAACAASURBVG+x3HHjxuHEiRMYNmwYRo0aBY7jsHbtWqjVaqu2pfHuu++C53nMnz8fRqOx2NIuFb3sijBw4EBERUVBqVRCoVDg0qVLuHPnDt544w0ApuDNxcUFBw8eREBAAORyOfz8/ODq6orhw4dj9erVkMvl6NChA+7du4clS5agZcuWZcrVNHNwcMCUKVMwb948jB8/Hr169YK9vT1u374NmUyGIUOGoG3bthCLxZg2bRreffddPHnyBMuXL0etWrVKzP23pVevXoiIiECHDh3g5+cnXLbfunUrXn31VSF9pajzY2nPIePHj8fJkycRHR2NMWPGoE6dOkhOTsbp06fx9ddfW61XWFgY1q1bh1GjRmHSpElYtGhRqa5GVJRhw4bhwIEDGDZsGMaOHQulUomMjAwcPXoUc+bMgYODA6ZPn47BgwdjxIgR6NevHzw9PZGRkYFbt27BYDDgo48+KtV3T0WoynNc06ZNIZVK8fvvvwvnIMCUZzt58mQ0btwYffr0sSgvKZVKhXxiiUSCCRMmYM6cOfDy8kLbtm1x/vx57Ny5E5999plFj+jkyZMxevRozJo1Cz179sTt27excuVKDBkyxCJlYsSIEdi3bx9GjhyJ999/HxKJBN999x3y8/Px3nvvFbs9aWlpGD58OHQ6HT788EOrez8CAwOFdRo/fjwGDBiAiRMnYtCgQUhISMCCBQuE8nlmarUaJ0+eBPDsvo2ff/4ZgOlHc0hICGQymVXuOGCqXuDu7m7zudjYWIt9XpOUOXgtrQ4dOmDTpk1YtWoVZs6cifz8fHh6eqJZs2bo0aMHANMB+M0332Du3LmYNm0anJ2d8eabb8LX1xczZ86s8HUyl+Iwv5mBgYFYtGgRunfvXuyloLp168LOzg4rVqzAkydPYG9vj5CQEKxfv1649NapUye8/fbb2Lx5M7755hswxvDHH3+gffv2mDlzJtavX49ff/0VjRo1wldffVVsAFmSRYsWYe3atdizZw82bNgABwcHhISECLVTHR0dsXXrVnzzzTdYu3YtUlJS4OjoiPr165dqlCVzSbRvv/0W33//PZKSkiCRSNCgQQMMGjRIGLFEoVBg48aNWLBgAb7++mvk5uaifv36Vmkg5TV58mQ0aNAAmzdvxubNm8FxHHx8fBAREVHsaDEzZ84EY0wYoeTll1/GwoULhf1jNmrUKNy/fx+ffvop8vLy0Lp16yLLWc2fPx9+fn7YuXMnVq5cCS8vL4wcORIffPDBc29nSSZMmGD16xwo3WcMMO3Hzz77DBMnTkR+fj769OmDL7/8EgCEHwDBwcFCj7w5h/HYsWNWJ7zGjRtj48aNWLx4MaZPnw7GGJo1a4ZNmzYVm+NXnKFDh0IsFmPevHkwGAwYNWqUzXaVseznFRYWhp9++glr1qyBwWCAv78/ZsyYgXfeeQeA6dLvF198gUWLFuHdd9+FXq/H/Pnz0bdvX0yaNAlubm7YsmULtmzZAhcXF7zxxhuYMmVKuUehGjx4MDw8PPDtt9/io48+glgsxksvvSSk0DRq1AgLFizAsmXLMHbsWNSpUwdTpkzB6dOncfHixTIvb+LEiTh58iSWLVuG1NRUiEQi1KtXD1OmTLFIBSnq/Fjac4ifnx+2b9+OJUuWYOHChcjLy4O3t3exReNbtmyJb7/9FiNHjsSECROwZMmSF1aM38nJCVu2bMGSJUuwdu1aZGZmwt3dHeHh4cI6BAUFYceOHYiJicHnn38OlUoFNzc3BAYGCkMWl+a7p6JU1TlOJpOhc+fOOHbsmPCDGzClemm1Wty8edNqCOfC+aVvvfUWOI7D+vXr8e2338LX1xefffaZ1VDbHTp0wLJlyxATE4Ndu3bBw8MDo0ePtkpH8PDwwKZNm/Cf//wHM2bMAGMMzZs3x8aNG4st+wWY0hLMpelGjx5t9fzRo0eFzoMmTZrgu+++w9dff4333nsPjo6O6N27NyZPnmzxmrS0NKtSYub/C57Py+Lx48e4c+dOqUqUVUccK8/PbUIIIYSQCnDhwgUMHToUx44dK9XNpuT5rVmzBlu3bsXhw4ef6yppVameg0wTQggh5B+hTZs2iIiIwLp166p6Vf4RNBoNNmzYgA8//LBGBq4ABa+EEEIIqWIzZ86Ej49PuXKvSdkkJCTgnXfeqZD0vqpCaQOEEEIIIaTGoJ5XQgghhBBSY1RatQFCCCGEEFL5bl29jNINTl0+do7OJVZaeJEoeCWEEEIIqcEMAGpXYkSXXAWDfRSHgldCCCGEkJqMAfgH3cJEOa+EEEIIIaTGoOCVEEIIIYTUGBS8EkIIIYSQGoNyXgkhhBBCajrKeSWEEEIIIaT6oZ5XQgghhJAajhmp55UQQgghhJBqh4JXQgghhBBSY1DwSgghhBBCagzKeSWEEEIIqdHYP6raAAWvhBBCCCE1GQMY/jnBK6UNEEIIIYSQGoN6XgkhhBBCarp/UNoA9bwSQgghhJAag3peCSE1EtMz5P2VC9W1bBhUesAI8AoR7IMc4BDsCF5Gv80JIeR/EQWvhJAahRkYMs9mIPt8JpjWaJrIcwAHIF0HTbwa6b+mwqGZI1w7uUMkF1Xp+hJCCKlYFLwSQmoMo9aIlO2Pob6vBi/lwNvZDkyZgUF1JQv5f6vhM8QXYmfJC15TQgh5sWh4WEIIqWaYkSFlZxLUcWrwch6cuOjTFyfiIFKIoc/SIWlTIu79cQ8cx4HjOMTFxb24lSaEEFLhKHglhFSp4cOHC4Fl3759i2yXeysH6nt54O14cBxXqnnzdiLo0nVQXcisqNUlhJDqh8FUbaCyHtUMBa+EkCqjUqmwfft24f8DBw4gOTnZZtussxngeK7UgasZL+ORczPnudaTEEJI9UHBKyGkymzZsgW5ubnw8PBAvXr1oNPp8MMPPwjP16tXDxzH4ZPJn2DgV2+h8ewgRH3VFYdifxLaLP5lCep+1AD9vhmALw/+B6Gzw9BidivM3DUL+ToNOBEHprfuOdBqtViwYAGCg4Nhb2+P+vXrY/z48cjIyHgh204IIaR8KHglhFSZdevWAQD69euHgQMHAgC+/fZbq3ZfLfsKrnJXhNYNxb2Uexi38QP8nvC7RZvLcVdw+u4ZRDXphBxNDjae3YT5B78EANjqrH3nnXcwdepU5OXlITo6Gj4+PoiJiUHXrl1hMBgqeEsJIeR/26lTp9CtWzd07doVa9assdnm0KFD6NGjB3r27IkpU6YI05s0aYLevXujd+/eGDNmTInLomoDhJAq8fvvv+PSpUsAgOjoaDg7O+M///kP7t69i1OnTuHll18W2r772jB80mI6RPYi9FjcCzcf3cSW81sR0i9EaOMid8HOD7bDTmKHoNqBmLN3HrZe2IZ/9Z5lKqVVQHx8PLZt2wYAaNu2LRwdHdGiRQucP38eV65cwenTp9GxY8fK3wmEEFIBGBhYFeamGgwGzJ07F+vXr4e3tzf69euHqKgoNGzYUGgTFxeHNWvWYMuWLXB2dkZaWprwnJ2dHfbu3Vvq5VHwSgipEmvXrgUA+Pr6on379uB5Ho0bN8adO3ewbt06i+A1sEETmO5IAJTejXDz0U08yky0mF89N3/wai2YSAKljxIAkK/LR1pOmvmlgocPHwp///e//7Vat/j4+IrYREII+UeIjY1F3bp14e/vDwDo2bMnjh49ahG8bt++HYMGDYKzszMAwN3dvdzLo+CVEPLCaTQaIWhMTEyESGRZr3XHjh1Yvny58P+dxD8AN1Pv6R9JdwEAtV18AQDMaBqo4EF6PNT5eab2CbcAAHYSO7g7uCNXlWsx/zp16gh/nz59Gu3atRP+/+uvvyxOuIQQUiNUYp3X9PR0i2owAwcOFFK9ACA5ORk+Pj7C/97e3oiNjbWYh7lMYXR0NIxGIz744AOhk0Kj0aBv374Qi8V477330KVLl2LXh4JXQsgLt3PnTqSnpwMw/UIXi5+divbv3w+1Wm3RI/rdzvVIvJWI1NxU3Eq8BY7jMLD1AAAMzGjKT81UZ+GtjSOg9GyIQ7d+BQAMCOsHwDrn1d/fH/369cOOHTvQq1cv9O7dGwBw+/ZtXLx4sUovvxFCSHXj5uaGXbt2Pdc8DAYDHjx4gI0bNyIpKQmDBw/G/v374eTkhOPHj8Pb2xvx8fEYOnQolEqlRSdDYRS8EkJeOPONWh07dsSBAwcsnuvbty92794ttAGAzz77DCd2Hce1h9fxkmcDTO42Cc3qNINRpxUi07A6oWhdLwybL22HQipHv5Z98HGnD2DI04C3tx6Ja9OmTWjVqhU2btyIHTt2QCqV4qWXXsLMmTMrccsJIeR/j7e3N5KSkoT/k5OT4e3tbdWmWbNmkEgk8Pf3R7169RAXF4emTZsKbf39/dG6dWvcunWLgldCSPVy7NixIp8r+Ou+Xr16AEyX+X86+BMef58ATsKbyl8xI4x6nVD3leM4TOw0Dh+9NhX6vDwwgxFiBwUM2Vr4B8qQn54OmaurMG+ZTIapU6di6tSplbORhBDyDxESEoK4uDjEx8fD29sbBw8exMKFCy3adOnSBQcPHsSbb76J9PR0xMXFwd/fH1lZWZDL5ZBKpUhPT8fVq1cxcuTIYpdHwSshpEaQ1baDa2cPZBxJBaQ8jHoteInE8hI/BzCDHhJ7BTRZOdBnaeDU0h0OEW5Ij42F3MsLTo0agRfTqY8Q8r+lKtOdxGIxZs2ahZEjR8JgMODNN99Eo0aNsHTpUgQHB6Nz585o3749zpw5gx49ekAkEmHq1KlwdXXF1atXMXv2bHAcB8YYRo0aVeJ9B3QGJ4TUGE5tnMFxQNqvKTDqjBA7Si1uUuAAGHU6MB0PsVQBgyIVfAMeCp8msHN3R9YffyDl7Fm4BAXB7jnudCWEEGKpQ4cO6NChg8W0CRMmCH9zHIcZM2ZgxowZFm1atGiB/fv3l2lZHKM7EwghNQhjDGnnbkD/0BH5f+uhz1PD1OVqSn9lYHBo4gbncFeIvBgeHjoG7zahcKznBwDIf/IEmbdvQ+buDmelErxEUrUbRAghzyn24kV4a/Iqbf7pHt5o0qRJpc2/rKjnlRBSo2jSUyFx5+EeURf6bA0eH7gCXiQHjEZAZIDYwwC3ln6QuigAAH6dIxH/62mI7RWQe7rBztMTXq6uyLp719QLGxgIO0/PKt4qQgh5Pv+kvkgaHpYQUmMwgwF5ifFQ+NUFx3EwGvIg9ddB0YSDnVIHuwYMvD2DJi1VeI2dhxt8IsPw6NgZ6HJM9V55sRiugYFwDQ5G5p07SP/9dxi02qraLEIIIWVAwSshpMZQJz+GxMEJEnsHAIAuRwVOJAIvlQE8D14qBRhDflqqRS+EY93acAtWIuHwbxZBqszdHV4REeAlEqScOwd1cvIL3yZCCCFlQ8ErIaRGMGg1yH+SDEVtf2GaLlsFTsyDl9mB4zhwEjFEMhlgNEKfZzmqlmugEnIfDyQePyeMygWYemFdGjeGW9OmyP7zT6T93//BoNG8sO0ihBBSNhS8EkJqhLxH8bDz9IJIKhOm6VTZ4MUiiO3swPE8OF4EjufBy2TQpKVZvJ7jOHi3CQU4Dsnnr1rlh8lcXeEVEQGxXI6Uc+eQ9/jxPyqHjBBSkzFT5ZXKelQzFLwSQqo9XW4OdDnZkHv7CtOYwQC92lRpQCSTmYJXjgMzGAHGoElPtZoPx/Pw7RgBdUoa0m/etX5eJIKzUgn30FCo7t9H+vXrMOTnV+amEUIIKSMKXgkh1RpjDHkJD6Dw9QcnejbMqy43FyKZDMxgBC+TPX2OwaDVmB55ahi01pf/RVIJ/Lq0Q8bNu1A9SLC5TKmzM7zCwyFxdETKuXPIffSIemEJIdUaY6zSHtUNBa+EkGpNm5EOZjRC5uZhMV2nUoGXSmDU6Ux5rrwIzGgELxZDrLCH2MHBKnXATOJgj9qdI5F05grUT9JttuF4Hk4NG8IjLAy5Dx8i7erVpz29hBBCqhIFr4SQaosZjchLfAj7p6WxCtKpTDdrMb0BnFgMTiQGM+ghUiggksrAS6XQpNsOXgFAbqOEli0SR0d4tmkDmZsbnpw/j5yHD6tlTwQhhPxTUPBKCKm28lMeQyy3h8TRyeo5nUpl+kMkBsdx4EUiMIMRYrkCnEgEZtBDl5UJZjAUOX/HurXhFmRdQqswjufhWL8+PFq1Qt7jx0i9fBn6vMobzYYQQkjRKHglhFRLRp0W6uQkKGrXsXqOMQZ9bg44ACKJFADAScRgBgPECgWY0QhDXi7EDo7QZNhOCzBzDVJC7u2BxBPnLUpo2SJxcIBn69aQe3nhyYULyHnwgHphCSFVj1Xyo5qh4JUQUi3lJSZA5u4BkZ2d1XP6vDzwEgk4sciU7wqAF4nBjAaI5AoYNBrwEikkjo7Fpg4AT0tohYcCAJLPXysxGOU4Dg5168KzTRuoU1Lw5OJF6HJyyrmVhBBCyoqCV0JItaPPy4U2KwNyn9o2n9epVBDJ5eA4U01XAODEYoAxiORyGPLyIHZwBC8WQ5OeVnJAKpTQSkWGjRJatogVCniEhUHh64vUS5eg+vvvEntuCSGkslC1AUIIqSKMMeQ9eghFrdrgxWKbbfQ5KohkpnSBgj2v4DhwPA9wHMQKexjy1RBJpNCpsktcrrmEVvrNu1A9eFSqdeU4Dg7+/vAMD4cmIwNPLlx4lotLCCGkUlDwSgipVnRZmTDqtJB5eBfdRqUCLxYJNV4BAOZBCvQGiBVy8GIxdKpsyNzdoUmzHrDAlmcltC5DnVp8rmxBYrkc7i1awL5OHaRevozsv/6iXlhCCKkkFLwSQqoNZjQi99FDKGpbl8YS2jBm6t3kORh1BqHnlROJAI6HUa+DSK6AUa8HYwxiR6ci673aIpTQOlp8Ca3COI6Dfe3a8IqIgE6lQsr589BmZZX69YQQQkqHgldCSLWRn5oCkUwGqbNLkW2MGg0ADsygh0GrfRa88iKAg1BxwKDOg8TRCcxoADPoy1TayrFubbgKJbR0ZdoGkZ0d3Jo3h2P9+ki7dg1Zd+8WW66LEEIqhJFV3qOaoeCVEFItGPV6qJMe2SyNVZAuRwWxowOMWi0M6vxnN2w9zXVlej1EcgX0T4NXfY4KMjf3EqsOFOYmlNA6V+YUAI7joKhVC14RETCo1Ug5dw6ajIwyzYMQQohtFLwSQqoF9eMESF3cIJYrim2nU6kgsbcHJ+LBDAbwEgmAp2kDAIwGvannNU8NiaPT07xXj1LnvZqVtYSWLSKZDG7NmsGpUSOkx8Yi884dGPX6Ms+HEEKKw0DVBggh5IUy5KuhSU+DopZfiW11KhV4mQy8WAqRTCbkxnI8DzAGpteDl8pMga1UBmO+BmJ7B+hzc2DUlS0FQCihlVz6Elq2yL294RURAaNOZ+qFLUMOLiGEEEsUvBJCqlxuwkPIfWoJvajF0alUEInF4ESiZ5UG8DTnFabgleM4iBQKGPPVEDs4QJ+XC6mLa5lTB4CnJbS6lq2Elu35SOEWEgKXxo2RceMGMm7dKnMwTQghNjFWuY9qhoJXQkiV0mZnwZCvhp2nT4ltjTodjDodGMcAcMLNWgAAngcYYDSYAkKxXG6d91rG1AGz8pbQssXO0xNebdsCjCHl3DnkP3nyXPMjhJB/GgpeCSFVRhiQoHYd02X/EuhyVBA7OIBpNWAMFsErx3EAxwk5pSKFAvo8U/Cqy86CzM0d2swMMGP57vw3ldBqWeYSWrbwEglcg4LgEhSEzNu3kf7779QLSwghpUTBKyGkymjSnoATiSB1cS1Ve51KBYmjIwxajSmntWDPK2C6iUtnCl7FcnsY1KZhYnW5OeDEYojt7aHNzCz3+jrW9TOV0DpS9hJatti5u8OrbVvwEgmSz56FOiXluedJCPlnYkZWaY/qhoJXQkiVMBr0yEtMgL1f0QMSFKZTqSBxcIRRo4FRq7dMG4Ap75U9TRsw97zyYjFEdnLoc3Mhc/MoV95rQW5BSsi93MtVQssWXiyGS+PGcGvaFFl37yI9NhYGrfa550sIIf+rKHglhFQJdVIipE7OECvsS/0aXU4OxAoFwAFGrcY6eBWJYNSb0gJEdnam/FiD4WnJrCxhqNjnKf1iKqHVAmAMyRfKV0LLFpmrK7wjIiCys0PK2bPIe/y4WpaoIYRUU6wSH9UMBa+EkBfOoNFAk/oECl//Ur+GGQww5OWBF4vAS2UwaLQ20gZEwmhWHMeZelyf3rSlU6kgkivAiUTQ5+Y81/pzPA/fThFQJ6Ui41b5S2hZzVckgrNSCffQUKj+/hvp16/DoNFU2PwJIeR/AQWvhJAXLu/RQ9h5eYOXSkv9Gl1urqn8lV4HkcwORo11zyt4kanW69PL+WK5AgbzTVuqbAB4rqoDBYmkUlMJrRvPV0LLFqmzM7wiIiBxdETK2bPIffSIemEJIeQpCl4JIS+ULkcFfW4O5N61yvY6Id81H7xECqNebxX88mLR05G3zBUHTD2vIpkMHM/DkJ//dLStihkkQOJgj9pRphJa+c9ZQqswjufh1LAh3Fu2RO7Dh0i7ehV6tbpCl0EIITURBa+EkBeGMYbchAdQ+Po9HVSg9ApWGgAvAi+VWt3oxfEicDwvlMsSK+xhyMsDAFO9V1U2JE5OMGjyYcjPr5BtknuaSmglHD0DXU5ehcyzIKmTEzzbtIHM1RVPzp9Hbnw89cISQqzQ8LCEEFIJtE/v9Je6eZT5tbocU/Bq1GjAFR6g4CmOFwG8CMwcvMoV0KufBa86VTY4jjelDjxn1YGCHOv6wTWwERKOnK6QElqFcTwPxwYN4NGqFXITE5F6+TL0eRUfKBNCSE1AwSsh5IVgRgPyEuPLVBpLeC1j0OfkPO15zQczGosIXnlwPPcsbUAuhyHf1N4i79Xdo0LyXgtyCw6A3LPiSmjZInFwgGfr1rDz9MSTCxeQ8+BBtewVIYS8YAw0PCwhhFQ0dXISxPYOkDg4lvm1hrw88BJTmgAzGGHQ6a0qDQCmu/XBPUsb4HgeIpkdDPlq081eOi2MOh2kLq7QqbKFdhWB4zh4R1R8CS1by3GsVw+erVtDnZyM1EuXoMt9vhG/CCGkJqHglRBS6YxaLfJTkqCoXfrSWAWZ8l0dYHha25VptUX2vILjhLQB4NlgBRzHQexg6n3lxWJInJyhzaj4m6x8O0UgL+kJMm79WaHzLkxsbw+PVq0g9/FB6sWLUN2/X2k9voQQUp1Q8EoIqXR5ifGQeXhCJLMr1+uf5bvmP63xaqNMFgDwInAwjd5lJpYrYDDnvToVTB2omJJZhYmkUvh3bY/03+9UeAmtwjiOg0OdOvAMD4cmLQ1PLl6ETqWq1GUSQkhVo+CVEFKp9Hm50GZnQe7jW+55mHpenYSeV4PWeoACoGDPq0GYZu55BQCJg6NlvdeM9ErprZQ42KN258opoWWLWC6He8uWsPfzQ+rly8i+d496YQn5h2FGVmmP6oaCV0JIpSlYGosXics9D1ONVwcYNRrwUjsY8/OLrjYAJtywBRTqeXVwhD4vF8xggEhmB5GdHXTZWeVar5LIPd3h07bySmgVxnEc7P384BURAW1WFlLOn4c2O7vSl0sIIS8aBa+EkEqjzcwA0+shc/cs9zyMT4dH5WUyGLSmoLWotAFOxAMMFjdiieRy6NVqMMbAiUQQK+yhezo8rMzNo0JLZhXmWK9ACS1dxZfQskVkZwf30FA41q+PtKtXkfXnn8KQuYSQ/1WVV+O1OlY0oeCVEFIpmNGIvEcPoShHaayCzPmuHMeZarxKZDDqdDaHluV4HgzM4oYtXiwGL5bAqDENSiBxdLTKe63Mk7NQQut45ZXQKozjOChq1YJXRAT0ublIOXcOmszMF7JsQgipbBS8EkIqRf6TZIjs5JA6OT/XfMwjazGjEUa9qfeSl0hM+a2FcLwIYJZpAwAgLpj3+nSkLQAQ2zuAMSaMwlUZzCW0WCWX0LJFJJPBvXlzODVsiPTr15H5xx8wUi8sIf+bWCU+qhkKXgkhFc6o00GdlAh7vzrPPS9TvqsjjFoNeIkUxiLKZAEAeB5gzKp+q6hg3uvTwQoYY+A47mnqQMVXHSiI43nUfkEltGyR+/jAq21bGLVapJw9C0165d9ERgghlYWCV0JIhct7nACZmztEdvLnnpdOZR5Zy5TnatRobFYaAEw9r4wZwQx6ix7Ogj2vvEQKXiIRgllT6kDl5b2aiaRS+HV5WkLrYeWW0Cpq+W4hIXAOCED6778j89atCh2kgRBCXhQKXgkhFUqvzoM2Mx3yWrWfe15GnQ5GndY0OtbTSgOGIioNAE9LZRkZwHFAgfxSkVwBvfpZaoDE0Qm6p3fiS51doM/LhUGree71LYnU8WkJrd8uIz81o9KXZ4vcywvebduCMYaUs2eRn1q5vc6EEFLRKHglhFSovEcPIffxBS+WPPe8dDkqiB0cwHFciZUGAHOdV4AXiS16FcUKBQx5eUJvrNjx2WAFHM9D6uoG7Qu6lC73dId325ZIOPrbCymhZQsvkcA1KAguQUHIvHULGTduwPiCqiEQQioeY6BqA4QQUh7arEwYNBrYeXhXyPx0qhxIHBwB4FmN1yIGKDDjeB6cSGRx0xYvkQA8D6NWC+BZ3quZzN2jUkbbKopTFZTQssXO3R1ebduCE4mQfPYs1CkpVbYuhJDnZGSV96hmylc1nBBCCmGMIe/RQ9jXrmOzEkB56FQqSF1cAODZ6FoaDWTu7kW+xjRQAWeVz2kerEAkk0FkJwczGoReXJmrG1R/3QUzGMCJRBWy7iVxCw6ANjsHiSfOw69zZIXts7LixWK4NGkCubc3Mm7dgjopCc6NG0NkoxRZWemz9dAma6B9rIEmWQOmNQI8B5G9CHZ+dpB6yyDxlIKXUj8KIaT06IxBCKkQmtQUcBIJJM4uFTZPc41Xxpip2oDUFLwW2/MqEgGFpqLLowAAIABJREFUel4By7xXjuMsel95iQRiB0doMl9cHirHcfCJaAFmNCL5wvUqvzQnc3ODV0QERDIZUs6eRV5SUrnWiekZcm+q8GjtQyQsi0PKj0nIOJkG9d1c5D/IR/7feciJVSH10BM8/uERHi68j9RDKdCmVH7OMSGk8pw6dQrdunVD165dsWbNGpttDh06hB49eqBnz56YMmWKMH337t145ZVX8Morr2D37t0lLot6Xgkhz82o1yPvcQKcGjZ+rgEJCmIGA/R5eZDY28Oo04IXi8HxPIzF5LwCAHgePDiLgQqAZ3mvZubg1c7DNPqXecACO3ePCln/0jCX0Hpw8Bgybv0JtyDlC1u2LbxIBOeAAFMv7M2bUCclwaVJk+L391OMMeTeyUHagSemHlaOA2fHPz0eiu4nYQYG1ZVsqK5mQ/6SAh6veUHsSF9NhNQkBoMBc+fOxfr16+Ht7Y1+/fohKioKDRs2FNrExcVhzZo12LJlC5ydnZH2tMpLZmYmYmJisHPnTnAch759+yIqKgrOzkXXCKeeV0LIc1MnPYLU2RVihX2FzVOXmwuxQgFOJBLyXRljpkv9xVzS5ngRwPHWaQMFymUBloMVAKahYrXpaS+8B9SyhFbiC112UaQuLvCKiIDE3t7UC5uYWOx+MeQakPJjElJ3JoMZGHg7EXgZX6ofMpyIg0ghAm/HQ30vD49WPIDq/7KrvCeakJqmKm/Yio2NRd26deHv7w+pVIqePXvi6NGjFm22b9+OQYMGCUGp+9P0r99++w2RkZFwcXGBs7MzIiMjcfr06WKXR8ErIeS5GDT50KSlQuHrV6HzNQ9OAECoNGDU6cCJxcXmpXI8bxom1kbagKFAuSyxvQP0+WohyBXL5eAkEosbuV6UZyW0LlVZCa3COJ6HU6NGcG/ZEjkPHiDt2jXo8/Ot2ukydUhcF4+8u7ng7HjwkvJ9rXAcB5FcBMaA1H0pyDiSBlYNbxQh5J8oPT0dffv2FR7btm2zeD45ORk+Pj7C/97e3khOTrZoExcXh/v37yM6OhoDBgzAqVOnSv3awujaDCHkueQ9egg7bx/wkue/wacg07CwDgAKVBooKWUApqCLMWaVNsBLpaYhZnU6YXhZib0D9DkqSF1cATytOpCe9txD2pZHwRJadV/rDIm94oWvgy1SJyd4tmkDVVwcnpw7B6dGjaCoXRscx0Gfrcfj7xNgyDVAJK+YG914CQ8mYsi6kAlwgGtn9wpLRSHkf1llXqxwc3PDrl27nmseBoMBDx48wMaNG5GUlITBgwdj//795ZoX9bwSQspNp8qGPi8Xcq9aFT/vpzdrAShVjVczU68sB2OhnldTz56NwQosUgfcX2jJrMKeldD6rUpLaBXG8TycGjSAR1gYchMSkHblCnSqXCRvTYQxxwCRXcVWaOB4DryMR9a5TOTEqip03oSQiuft7Y2kpCTh/+TkZHh7e1u1iYqKgkQigb+/P+rVq4e4uLhSvbYwCl4JIeXCGENuwgMofCuuNFbBeetzCtd4LbnSAPBsoILCPa+A9U1b4kLBq8TRCUyng179/+y9eZRkd3mm+fzuHntkRORSWZmVtW+qkiyEtSEhEBgbwfQihKFPu1vYBnvGHrfdB7eX8Yzw8XLsY2a6B0932z0GA/bxmLYtMAcwNAYZMLZBpX2pfa/KNTIjM/a462/+uJGRGblUZpYqq0qq+5yTR4obd4sbWRlvfPf93q95jV7Jxskd2odV6GHsW99DLpoSdjOgp1L03n03Zj7P2F++jD3WQFib8zEiFIFiCEpfLeJVojG2ERFXRDI/qWBzftbg8OHDnD9/nkuXLuE4Dl/5yld4+OGHu9Z55zvfydNPPw2ENoTz588zPDzMAw88wHe/+13K5TLlcpnvfve7PPDAA1c8XiReIyIirgq7NN2ZTnWt8RsNFN1A0fWwScuxUc22bWCt/NF2zutK4nWlyqtXq3VEohCibR24cdXXMELrrjBC6+kXbth5rIZQFMzkVoKxPFJ4+M3GpolsoSkEnmT6y9HwhIiImxlN03jiiSf48Ic/zCOPPMK73/1u9uzZwyc+8YlO49aDDz5INpvlkUce4fHHH+eXfumX6OnpIZvN8jM/8zM89thjPPbYY/zsz/4s2eyVIxeFjFo6IyIiNoj0fWaPvkhq5170RPKa7785MUFzapLc7XcQuC7lk6/Qc9udzB07hhaPkxwZWX3bqXH8VhNnbpbc7Xd1PWeXZmiOj5G97XBnWeml50jt3NOp8toz09RHL5O7/Qeu+evaCL7jcOErT5Hdt5PcwRsbobWU4l9PUnu5ihpXCRynXRE32l8srq0/VUqJtAMGPzyM0b92ZFdExK3IC//wT6RHr9zk9FqwD+/jwIEDm7b/jRJVXiMiIjZMc3IcPZneFOEKS/yudgvFMNv/vx7bQOi/lJ6/7LmllVcAPdltHTCyPXi1KsEN9px2IrReunkitAD8pk/9aA2lbRdQDAMtkUB6Hl69jgyWX/fXghACKaFypHxN9xsREfH6JRKvERERG8J3bFrFSeJbhzftGGHSQNvv2rYMAOtLG1AVZBAgfW9ZPqFqWQSuS+AvCCw93S1ehapiZLLYs6Vr9XKumq4IrZnNjdD6iZ/4CYQQnZDw1ai/UkUGEqEsVFiFoqDFEyiGgVdv4Ns2oQnv2qCYCrWXqgTOzeUBjoi4eZDIYPN+bjYi8RoREbEhGqOXsHr7UI3NuYUrpezOeF1SeV3L8yoUFaREqCrS764CCiHQrFhX3ut84sBioWvmCzc0dWAxYYTWm7j8je/i1htrb3AVVKtV/uIv/qLz+Mtf/vKqOYvNMw1WS65SdAMtmQino13DKqxQBAhwJqMRshEREZF4jYiI2ABuvYZbqxDrH9y0YwR2KFDm7QFh5dXsTNdaT9qADAKEpq3ctLUkcUAxTIQQBPZCAL+Ry+PMzd403f7p7cObGqH153/+59TrdQqFAtu3b8d1XT772c92nt++fTtCCH7t136N9/zqP2Pfr9/GY//lR7lUuszvfPl3Ofx//AA/+Bv38tl/+BOEUNDicf7HyW/x7v/4Xg7973ew85f2cOfH3sz//NmfYWwutEBcKl1m5Bd3rvhzqXQZgKNjx/jJP/4IP/gb93Lo1+/gnh+6l0996lME7fflW9/6Vqda/Kd/+qfs2rWLRCLBu971LsbHx6/5dYqIuKmRm/hzkxGJ14iIiHUhpaRx+QLxLUNXnHD1WnFrNfRUqhNM78+PhvU8hBAo2pVnqwhFRQY+QtWWZb0CaEt8r0KIZXmvqmGgxeI45blr9KpeO5sZofXJT34SgMcee4wPfOADAHzqU59att7HP/5xhjND9CYLHDn3DI/8p/fy1Zf/B/fvvo+pyhS//te/wfnp8wCMVSYopAq8+7Z38aNvepSUleSrL3+Nn/+zfw9AykryEw9+qPOzNTvYWZ40E7w6epR/8fuP8o2j32R7foR3Hfghjp85zoc//GF+7dd+bdm5/eIv/iIPPfQQsViMv/3bv11xnYiIiDcGkXiNiIhYF85cCRkEmPneTT2OW610/K4AweIBBZa19g5UFYIA5QqVV6+xpGlriXgFMPM3dmDBUhZHaE1dwwitl19+mSNHjgDwwQ9+kA9+8IMAnDx5sjO+cZ6f/vGf5j/96P/FRx76MACVZoU/fPy/8t8e/wPyiTyBDHj58isA/MSDP85PvvUnGenbTtxKsqewC4Aj55+h6TTJxrN87J8/wcf++RPsKOxgdG6MuBHn0z/5KXoSPXzmHz6L7dns37KPv/zZ/85//NH/k19+7D8A8IlPfALHcbrO7cknn+SP//iP+ZVf+ZXwOO3XFBER8cYjGg8bERGxJjIIaIxeIjmyc9NHdbrVKrG+cLpK4IVNV0LV8O0KyloZr7RtA77fqdYuRYvFuzyvEA4raE5032Y2cwVmX30pPP5NMp5UKApb33YfF/7mKUpHT16TCK0/+qM/AmBwcJAHH3wQRVHYv38/x48f55Of/CRvfetbO+seOngI6pCJL4zP3du/B4CklWSmPkPNrgPwv/zJz/I/Xvn6suNJKSmWxhjuHUGoGn915Eme+Otfx9RMPvnj/y8/uOMHARibHevaP8D+of0ANJtNpqe7v1jcc889AOTzeSD08UZERLwxiSqvERERa9KamkCNxdFT6U0/lluroS1JGgg9qWsnDcCCbUDRVrYNqLEYfqvVdetdiycIXKcrHkuNxxFC4NVr1+BVXTtUcyFCq3bptUVo2bbNn/3ZnwEwNjaGqqoIITh+/DgAf/VXf0W5vBBRpRlae9rOgpjX1CU1ECmZq5U6wvV//5Ff4uTHnuP/ft/vLqyjKASuwxeffpJf+stfQVc0/tvjf8Bb9tzfWWWwJ7QRnJo83dnvifGTAMRiMQqFQtdhdV0HuGm+aEREXG+klJv2c7MRVV4jIiKuSOC6NCfHyey7bfOP5XkEjoMWjwMrJA2sS7y2G7bUlW0DQlFQTQu/1USLJ8JlQqAlU7jVCmYu31kWpg7MdJIPbhbmI7Qu/+13Gf7ht2Lle65qP08++SSlUhgJ9p73vAdtkZ/4S1/6Es1msyNuIYysQrBsXKQMgs6ywLGxUEmaSWp2jb98/gucmDrFUye+3VlfaDpn5kb56JP/G37gs29gD986+hTfPv4thKLw8z/07/i39/8bvvjcFzk2fpwf/a8fZGt6kK+8+lUAfu7nfg5jHVX4iIiINyaReI2IiLgijbFLmPnC+vymrxG3WkVLJjvVs/mkAVi/eEUIkLSjspaLV1jwvc6LV1jwvc6LVwAzl6d67gzJke1X/6I2icURWiPvfQd6Ir7hfcw3ar3tbW/jy1/+ctdzjz76KF/4whc660AYWaX3mkh/Qbx6jTpdLclCoCkqv//+3+O3vvZ7nJu5QEyP8XNv/Wl+/au/A4QT2mZqM7h+WOk+OnGcoxPHO/v80D3/mkODB/j8zz3Jf/zaf+Klyy/xyuVX2bd7Hz/z8z/DRz7ykQ2/1oiINzJSclNWSDeLaDxsRETEqniNBpXTx8gevGPNLv9rQe3iRbxGg+z+/e3H59ASSax8L6UXX8Tq7SU+uHZM1+wrz2EWBvCbDVI7di8/zvlzCFUhMbwwZtYpz1G/dIGeQ3d0lkkZUPzeP5J/05s7gxJuNmZeOkbl3CVGHnk7SvvW+WYQeB7O3Cylr0/TOOqjWAJFVTt5uh2LxuJAc9H+QPUlQRC0/cgBWsxa/cuQlAS+h/RcpJQomh424Tmw9WdH0LOb9xojIl6vPP/dfyR5YfPi4bw3HYzGw0ZERNz8SClpjF4gNrD1ughX6B4LCwtJA7CByiuhNUAoyoq2AVglcSCZwmvUu7ywQiiYuTz2zMxGX8p1I3d4P1a+h9FvX/sILd+2aYyPMffqy8w8831akxPEDyRRLRPFMJCEE9cC3wtLP0GwEKMmRKcKLqUMq+GKgpSSYJX3ZX47RdNRrTiqGQMp8WstsGw8Z6ZrOlpERMStSSReIyIiVsQtzxE4DlZv3/U7ZrVbvIYZrwvida0BBR0UtV3lW1kkrZQ4IFQ1zICtdXepm7k8dunmFa9CCAbuvwvp+Uw9/eJr2peUErdWo37xAqUXnqP0wrO41QpW/wD5N99D5uAhYjuTCMsjaDjQnqAVimaBYlrhVDNFIHS9sxwhEIpACAh82Z58tvZNP6EoKIaJYlhk3tKDW55l9sVnqJ49hVMp31K3SSMi1iTYxJ+bjMjzGhERsQwpA+qjF0kMjSDE9fmOK4MAr9FATyTaj32k76HoYWPOetMGIBQ9CLFqhU+Nx/GazWUxWPO+Vz29EAVl9OSonDpB4HnXrQK9UYSisPXt97cjtE6RO7hn7Y3ayCDAKc/hlGawSyWEIjByeZI7dqKnMwghwnXmSrSKE0jfx9wvaDytEng+ihDhqOB2IoRQFBTTxG82EIpK4IS+1q5rJ0S47TquZ+AGKLpC5q4BFH2QwHWwZ6apXzyHDHysfB9mofemtXVERERce27Ov8QRERE3lFZxCtUwu0TcZuPWamixWOe283zVVcyLUCkR6xSPQlERili18qqoKoqu47daaLFYZ7meStMqTnavq2noqTTO3CxWYXMHNLwWwgitB7j4lacwUgmSw6t7gwPXxZ4t4ZRmcOZm0eIJjFye7G2HUWOxjqCXvk+zVMQuTiA0PYzNEQKlt4GStAhqOmo6zNMNbBuhKqhWDK/RQEqBIGzyCvwAxTAIHAehtPftebDG+ymlRHqSwr/oRdHDL1GKbhAbGMTq34LfqNOanmLu6EtosThmoQ+zJ7+pE+AiIm5WbqU7EZF4jYiI6CLwPJoTo6T3HLiumZnL/a7dSQOKaa77fISqAKtXXmHBOrBUvFbPnl5WkQ0js6ZvavEKYKSSbH34LVz+5ncZfld3hJbXbLarqzN49Rp6JouZy5PauXvZ8IfAdWlNT2LPFFFjcYRuhALVB2d2FsXQKPyzPmaebOA3HZAeQlPDCDLHQQYBaiyOV6uFTWSeE37xcJywKg4EnovKlaulQSsgtjtO4rblUWVCCLREkmQiSWJ4e1gZnp6ifvEcRk8eq9CHlkxFua8REW9AIvEaERHRRXN8FCObQ4ttPHrptbCy3zUUNxuxDEB7UEGYHRNmvirLrQ9qLGzaWhyNpRgGQtNCUbsoRsvM5aldOIeUwXWzUVwtsb48/feFEVpb33Y3frOBXZpBeh5GLkd86xBGJrtiddJvNWkVJ3DKs2ipDGo8jt9qoVoJGmNTqKaO1dtLetduhKpRve0ojWdAsTRU0wqtHq6DoutIzw0tB77f9ruGIjKsvAqk386GXUVc+i0fNalSeG/fmgJUKApmroCZKxA4Dq2ZIrXzZ5BSYhX6MPO9G/r9iYh4PRJVXiMiIm5J/FYTe3aa7IHbr/uxw7GwC81hgdNCtcKq6EaSBqDteZWyk/UqlOWB9lo8jlutLFs+73tdLF5Vy0I1LdxKBSOT3cjLuq5I38eZmwW3gZE0GP27f6LvBw+T3rOvKz93KW69RmtqHK9Rw8jm0ZIZvHoVI91Da7qMO1dFi1ukd+/F7MkReB7Tzz6HMeShqjkaL4QRWL7dRCLQTBO3UkUxdLyWjbqosjufOKAoSugjXhLvJaVE2gFqTGXLvx1CS27sY0oxDOJbthIbGMSr17Cnp5h79UW0RKJtK8ghlMhWEBHxeiYSrxERER3qoxeJ9W/Z1LzQlZBS4tVqXZOsfNtGT4e3vYONJA0AKCrMj4j1Fpq+FqPG4zQnJ5YtD8VrmVj/lq7lZj6PPTN904lX37ZxZkvYpRncShktmcLM5Rl8+EGKz75K5dw4qR07lglXKSVupUyrOE7gupi5AkLXceZmMHoK0DSpnD6LFjMxBwZIjmxHUTV822b6mWfRLBVrYJD4XcNUt5QpfnkM6YGWtghcD4lEqBoCB0Vf+KgJI8x8UMUy8Sp9SeAE6HmdgX81iPYaMl2FEOjJFHoyRWLbdpzZ2dBWcOEcZi6PWehDS6wu6CMiIm5eIvEaEREBgFsp4zebpHasv1P9WuE3Gyi63iVkrmq6VpuuEbGr5ILOe16XJQ6k0zTGLi1b38wXKB87SnLHrhsqeKSU+I06djsdwG81MbI9WL19pPfu7+rgH7j/Li59/TtMHXmR/nvuDLcPApzZGZrFifB2e74P327Rmp7E6Clg9PRRPXUaNWZgZJKkd+9DT6UBcOt1pp95FiNlERscIj4QNoXp21rE75/DOZpD1gSe3UTo4RcHyeJGO9l+b2Q4ZbbtSZaBJLADhIDsAz1kH8ghtGt3jYWiYuYLmPkCvmNjTxepnj0VjgAu9Ia2AiOyFUREvF6IxGtERARSSuqjF4lvHV7RH7rZLPW7yiAgcJ1OxdS3bbRkct37E6qK9DyEpiE9d8V1FF0HRSFwnC5hrFoxpO/jO3aXoNESSWTgL/PDXg9kEOBWym3BGmbOmrkCyZHtYZzVKu9ZJ0LrK08x8+oJ4r1hmoIWixHfMozXrNOcGMXIZIlv3U7l5CkC10GN6cS2DJJY9Ptgz84x8/zzmD0JEkMjWL39QNgIVj17BiWpMPy/7mXu+5OUvllBESm8egsUBaQAsXBO0g+QUidwA/yGh1AFiQNJsg/0YPRvrohUDZP44BCxLVvxatUwreCVF9CSKaxCH0Y2d0P+DUREvCYWTWi+FYjEa0REBPZMEaGqGNncDTm+W612WQbmhWunM/0qGraCwEZRNQJv9YlM89XXxfsWQqCn0njVKmq+e3mYOjBzXcRr4HkdO4AzO4sai2Hm8mQPHEKNx9efvKBA4fZdTHzvJYKDO8ju24vfrFMfPY+eTJPcvofG6CiVU8+jp5PoVoL07r1dr7E5Ocnsq69i9qRIjuzAzBWAUFSXTxzFbzoU7r4bRVPwlAsk3+6R7NvO5FePozhppBMgBUiv3azlCRRVQen1SOxVyD80gpq4vh9H8++znkojt+3Ani3RKk5Su3A2bP7K90a2goiIm5RIvEZE3OJI36cxdpn0rr037IParVZJDA13Hi+erDX/+KpsA5q2atYrhE1bXqOBke3pWj7vezXzha7lZi5P/dIFEsPb1n0uG8FvNbFLoWD1alX0dAazPTBgo7e1vVaT1tQEbmUWo6fA4NvvY+xb34fAw8r3kNy+B69SZeaZZ9ASMbREjPhg2Oi0+PegduEC1XPnsHpSJHfs7rpW9UsX8BpNEiPb0RMJvGYTuzRL4a47cWtz6Hvr9BwcIjk8jF/1mD7yHMmdO3n1v3+N237sQezpFjIoX3fhuhShqliFXqxCL77dwp4pUj17smOrsAq9K/qmIyJuHmSUNhAREXHr0JwYw0hn0BLrvy1/LZFSLrMNBE6rS6xuaDQs8+LVR9HNjq9yJdQVxsRCKF5r588sW25keygfP0rgOMuyUa+GsFGt2rEDBK6L2ZMnvmUrRnblOKs191ev0SqO4zXqWIV+YvsO49WrNCdGyezaQvnMBMmRXZSPHsO3W2ipGFosTmrn7q4pVVJKyidO0ipOYWYTpHbtRU8tDK1wynM0JsYQQiO1YzsA5ZMnUS0Dq7+fudPfI7AdrN48QhVoWR0lGaDnNNSkjhQaQhU0p4rLfMc3EtW0iA8OE9syhFer0JouMvvy82jJdNtW0BPZCiIibjCReI2IuIXxbZvW9BSZA4dv2DkEjgPQJU4XZ7xK30f6/oYSEMKIrADFCrvjV0OLx7FnppcvTyTxmk0C30NRuzvljZ4cdmmG2MCWZdutB+n7OOW50A5QmkFoOmYuT3rXXrTU1YXqSylxy7M0ixNIz8PqGyCxbRdevUbt3CkQkNi6jdSuOF7je1z6+rfIHdyBYmokh7djFnq7jiuDgNKLL+O3GhipGKk9+9ATi20dLuVTx/HqLfruva8zBa05Ok5m/x6k72PPlBCaihZflBfcLgwZqThBIAicFopu4JYrGNnrN81tPYS2ggx6KtO2FczQnBqnduEMZq6AVehDjSduGtEdEXErEYnXiIhbmMbYRay+/q4czuuNW60uE22B0+p4YOctAxsSCYoCgR/aBhr1VVdTY3G8FSqvQlFCAVurLYvGMnNhZNZGxGvgONizYTqAW55DSyQxc3nih4e7JnxtFBkE2LPTtKYmEJpGrHcAPdOD16hRO3+KwPOID2xFS2Wwi0XKz72AkU3iVGJUL06y7UceXmbHCFyX6WefR9EEWsIgvedA18AKKSWVM6cIHI/0rt0dcVo9dw6hKSS2jdAqTqNZFkYm0y2KARCYqQRe00WoKmYuS6s4fdOJ18WEtoI+rEIffqtFa2aKyukTneVmvve6x8tFRNzKROI1IuIWxa1V8Wo1ktt23tjzWNKsBd2e141aBqA9Yavteb3SiFjFMCAICFx3mfjQU2ncSnlF8Vo9cyqcHLXKbX0pZWeylV2awW80MLI5rHyB9O69r1noBJ6HPTNFa3oSLZ4gMbwDLZHEbzWpnT+F32oR6x/E6MnjNxqUnn8ev9nALOTwW022PHg3U0deYfqFo50ILQiTA6aPPIuRTiBUSXrPgc6giHlCH20Zoegktm3rvN7a2fPEBgdQNI3m5FQo7HrzLEOElVenWieeToLQaBWnSe/Z9ZquyfVCtSwSW7cRHxzGrVawp6dojF1CT2UwC33h9LLIVhBxA5BB5HmNiIh4AyOlpHH5AvHBoQ37Kq81brWKtWiylpSyK+N1o0kDsNCwpahXbtgSQnSqr4beXfnTU2maE2PLtlF0HS2RxCnPdY2WnQ/9n7cDSCnDZqttV46z2gi+Y9MqTuLMTqOne0jt2o9mxfDtFvWLZ3HrNWJ9W0iOFJBSUj19mvqlS1gD/SBdtHiczP4DKKrWidCaPXaKngN7cKpVpp9+hlh/HghI7z24rEnMazaoXTiHU2nS/5b7O1XVxtgYUgakd+0Of7cmpghcD6u3sOQVhPmuoXhtkN7Sj+842LOzBL6PcoN/FzeCEAIjncFIZwh8D6c0Q3NilNr5M5j50FZwvSPVIiJuFSLxGhFxC+LMziABI7dUXFx/3FqV1K6FqlvgOuFkpvYIz40mDcB85bVtG7hC5RVC36vfaEB6qXhNUT1dXbGZKIzMmkZPZ3DmZttxViVUywr9q/sPol1DP6TXbNCaGg8TEHK9ZPYdQtENfMemfuk8TmUOq7efxPB2EAqtYpHysWPo6TRWfy+B0yKz72Bn2ACAahoM/dADXPzKU8ggoDl2mcTQAEif9J6Dy7rrZRBQOXkc3wnI7N3bZXeonDyN2ZNBi8dxKlWkDJB+gJ5aqQlQYKQSNIqzaIkkbmUUPZ3CKc2uIHZfHyiqhtXbj9Xbj99q0pouUjl5DKHrbVtBAUWLbAURm4cENjNs4GZzdkfiNSLiFkMGPo3RSyR37L7hzSaB5xE4TldTz+KqK1ylbUANg/DDnNcri1c1FsZlLUXRdBRzX1lhAAAgAElEQVTDxKvX0RcNSPBbLaTv0ZycoDVdxMhkMHvyJEd2bFhkX4n5JIJWcRyv2cTq7Sc+NNJ+TS71sYs4szMLYlbT8BoN5o4dw282iA8NYpemsQqDqw6fMFJJcof3UnzmJfKHdyKEJLXnYNeUrnlqF8+3x7maJIaHOstb7SlfPXccAqA5OYWeSCLS6vLfr0UNW061gZ5IUq3XsXoLNIvF1614XYxqxUgMbSO+dTisxE9P0Ri9iJ7OYBX60DM9N/zfXUTE651IvEZE3GI0JyfQEsllPtMbgVutLguCX5w0AKFtwOjpWWnz1REKyABUFel7V4xi0uJxmuW5FZ/TU2mcShmkbFdXZ/BtBzOXQ9EN0vsOYGazK257tUgpceZKtIoTyCAg1jtAcnseoSgEvkdjYhR7Zgojmyez9xCKriN9n8rp09QvXiQ+PIRianiNOj233b7qrWspJdWz52hNjJPZPcTssYts/2c/tKJwtedmaRWncObq9D/4lq5rWTlxEi0ew+wJB1w0JyYBQWwlvyu0Pa8JnGoDxTAQqoKRSVM+efo1X7ubCSEERiaLkcmGHuXSNI2xy/jnz2DlezELfV2NcBEREesnEq8REbcQgePQmpogs/+2G30qwPKxsLByxuuGbQNCgKKEt7qEgCAUsiuxUuKADAKcuTm8RgN3coKWaYb+1Z270VNphBBUz53BnStdM/EqAx+7NE2rOImi68T6t4ZeWSGQgU9zapxWcRI9nSG9Z8GP2pyaonz8OFoqRXLHCK3pKRJD25YNG+g6lpTMvXoUu1QiMdSHUDW0ZIbLT/0jI4+8vauhLHAdqqdP4Ldcsgf2o1kLXyy8egNndo6ewwfDuCzXxZ6bQ9EMrN4Dq77W+YYtKSVaIomiqXj1Br7toJpvvGEAiqYR6xsg1jeA12xgTxepnHgVxTAxC32YucKKXxoiItbNZvsGbjKify0REbcQjfHLmIXerjD6G4lbq2Jkur2mvm1jZHq6Hm/UNgALvldF1Qh8D3U18WpZBK6L32riVMo4MzM45Tm0RAI9lcFvNsjd+eYVfa/VUydJbn9taQ2B59KansKemUKLJ0ls29HJVJVBQKtUpDk5jpZIkt61r9P97zUalI8fx6vXSe3cQWtmCr/VJHf7nVd8fwPfp/T8iwSeQ6yvB8UwSG7fBQjcap2xb3+frQ/fHza9SUnl9EmEqqNaOvGtg137qpw+hWJoxAbD5c2paYxMFnumtOx9DV9Q+OGqGjpCVfFbTjtTt4GZz9Ganiax5BhvNLRYHG14hPjQNtzyHK3pKRqXL6BnsqGtIJ2NbAUREWsQideIiFsEr1HHKc+Rve32G30qHcKxsENdy0LPa7dt4Gq8pF0jYj0PVhiv6jXCOCuAmeefxezJYeQLpNpxVlJK7JlieA5WtyDUU2l818FvNZfFSa0H326FyQFzMxiZHOld+zv7mbcONCfHUAyT1Pbdndv/0vepnjtH/eJFEiPbMHoyNCdGSY7sXDZsYNkxHYfpI8+ixWIYmQRqLE5i247ONgP3vYlLf/v3TB15kf577qQ5MRbmmk6XGXjwgSVZvC6N0XFSu0Y6gxyak1No8RiQQyirnUe4fN73qiWSNMdHsXoLtIpvfPE6jxACI9uDke0h8NzQVnD5IoF7BrNjK7j6DOCIW4+oYSsiIuINhZSS+uULxLds7ZoYdSORQYDXCJt2OsukxLdbnYxXGQRhk9BVDFEIp2z5CHUhcSCMs6rgtPNXZeBj5vLoyRRWXz+x/oHufQgR5r1WK8vEqxCiPbBghvjWbgF+JbxGnVZxArdawcwvJAcsnN8czckxhKKQGBpBTy4kBLSKReaOHUNPpcjedpD66EX0VIbcHXetmR3rNRoUnz6C1deHkA56Kk1867YuQSpUtR2h9U2mX3gV6VbwGh7ZgwdQrW7xXz1/HqGpJEe2d869OTkZxkRdqfGqfTgjFceu1skM91Gt10kPjVA9c+6mGhV7vVA0nVjfFmJ9W/AadezpIuXjr6CaFlZvH0ZPPrIVREQsIvrXEBFxC+CUZ5Geh1noW3vl64Rbq6HFYl05s9L3EEJ0PqjD5i3jqsRMWHn1EaqCPVuiOTGOPVtCNU2MXJ70vv2dZrH6xQv4zeaK+9FSKdxqBat3+bUz8wWao5fXFK9SStxqhVZxnMC2MXv7SQxt73rtbq1CY2IUgoDYwFb01MJ0Kq/ZpHz8OG6tRnrvXrxamfroRVI7dncapa6EPTfH9DPPkdoxgt+sYOT7VvXEqqbB1ofv58KXvkFypB8jmSA+2D1NTAYB1XPniPUVOtVip1xBqBpOuUJ658ia57S0aUvRdZABXr2Bnrx181G1eAJtW4L40Dacyhz29BT1S+cxMj2Yhb6ODzoiYinRkIKIiIibDulJAi8AT4IqEKpAMdYOvpdBQGP0IonhHTfVh55bW96sFfpbX7tlwLdtAteldu4sXqOOarWw+gZIjGxf0Q+qxuO0ilMr7ktPZWhNTa74nJntoXLi2IoTugCkDHDmZmlNjQNg9Q5g9OQQYuF98xo1GhOjBI4TTsXK5jrvkwwCaufOUbtwgcS2bcS3DlK/eA4z3xtWW9cR6t+cnKL00ktk9+/DmS1iDQwS6xu44jZOqUhmzxBzJy4y/MMPLfu9qY+OIYQgtWNH13Gs3gLVcxcwe1ZrYlv4cDWSYdMWEE4Ha9SxCqF14FYWr/MIRcHM5jCzubARrjRN/fIFpOdi5vuwCr1XZVeJiHgjEInXiIibkMALcEZt7Emb1oUmzmgLr+ojBCDa3iYJSkzB3GJibY9jDpgYW01Uq1vQtIqTqGYMI31zzY5fNWnA2HjSgJQSr17v2AF8u4WWiKFnetBSKVTLIj6wupdStWI4E01qfpWg6SNdGd6+1hSEIXCmPLw9Nlq8+1yEqqJnstizJWJ9/Qvn4/vYpWKYHGCYxLYMdVVSAbxWk+bEKF6zTqxvEDOX7xK1rWKRuePH0ZNJcnfdRXP8Mo2x8rJhA1eidvEi5ZOn6Dl8G63JMeJD27DyvVfcxi7NYM+WCFo2ucP7GPvO04y89x3o8QU/bvXUafRkDH3R6Nzm5BSx3gJmT88VxubCYs9rfbIEhOLVrdewegs0xidI7Vi7cnsrEaZPbCHWH9oKWtNTzB17GdWKYxV6MXKF19V0soiI10okXiMibiLcWZfqs2Wqz1aQvkT6AQiBoguUmNIlfqSUEEDrfJPm2SZCEyAhcVuS9N0ZjAET6Xk0J8fI7D14A1/VynjVKrElt+JDm8D6BhTIIMApz7UFawmhCIxcnuSOnejpDPXL59HjCXy7tWzKlpQSZ9ym9kqV1oUW7pSN1zKpW5MQEKosSRizpYD0klz63gW0HgNzq0XiQJL43gRCa/teSzPE+voJXJfW9CT2TBE9mSK5fRdavHvKlG/bNCfHcGtlrN4Bktt2dg0Q6FgEqlUy+/cjA4/KyaPEBwbJ7D2wrjGzUkoqJ0/RGBsnd8dhmmMXSWzbgdmzSvbq/Lk5NtWzpxBGHCNjkL/zdoSqcfkb32Xk3W9H0TXs6RkC1yFzYG/n99F3HJxyBSOTwVot37WN6HheE8yeuQyE4rU5MUZqx25Kr7x6S/pe14sWT5DctoPE0AhOeXbBVpDNhbaCdpRbRMQbmUi8RkTcBNhjLUrfnMG+0EQCiqGgmAqwulARQoBKt2c0kNRerlJ/pYpeMLBuczC35W6624tSStxabYXKq93VoLTUNhC4Ls5sKRwYMDeLFk9g5PJkbzuMGot1Nx91PK8agdNobx/QOF6n/A+zuDMOMpivrioogUAxxIriMHDD2K2g6VM/VqNxvIbQFdI/mCF+OINTOkPt0jnc8ixGNkd6z4Fl9oTAdWhOjePMlTDzfWT3HV7y3gXUzp+ndv48iW3bSO/ZTe38WYArDhtYdm2DgNLLr+BVa/TcfpDG5Qskt+/GyFw5j3Y+FktPZ6ldHGPgrQ8AkL/9AG61xti3v8fWh++ncvo0iql3VZpbU0WsfA57ZpbsbfvWdZ5GesE2oCeSVGs1FNNEs2I4c3OYGx1McYshFAWzJ4/ZkydwHeyZaeoXzyEDHyvfd1NF4kVcJ6Kc14iIiOtB4AbMfbtE5ftzSAmKpaC8hqqJUARqTA0ri9M2ra87JA9lieV91MTNc1vRbzZQdH2ZT9S3W5i53kWPbdRYjMboZezSDF69hp7JYubypHbuvmIKQZjzGqBoOo7nUjkyx+xTJaQXVrOF2X2tO9FaK4hXoYSTuoSmMB/WID3J3N/PMPttH7U3jpF1yew7vOw1BZ5HqziBXSpi9hTao1y712lNT1M+dgwtkaBw9904cyXmjr1CYniEWP+WdVfSAtdl+rnnEYpC5sAeGpcvkNq5d102g+b4KNL3aUyWyB26DbV9bYUQDNx3F5e+/vdM/OMz+NUy6X27uoR3Y2IKq6+X0kuvYuXXbiADMJJhwxYQNm0pCoFtdyKzIvG6fhTdIDYwiNW/BX/eVnD0JbRYPByC0JNf1coREfF6JBKvERE3CHusxdTnJ/DmPBRTQVk1F3PjCCFAeChxjcbJJpcvXKDwP/WR2J9ce+PrgFtdXnWFsPKqGGY4E75UolWcCv1+A/3Etw5hZLLr/hCer7z6NYO5vwkIKtMouoJirby9UJRwEtdKz6kK0g5oewnCKqzvghogDA2/GGf28z76YzbxfVo4Fcv3aU1P0pqewshkyey5bZnY9ppNyidO4FYqZPbvR4tZVE6fQDXNNYcNLMVvtSgeeQYjmyW+pY/G5Yuk9xxYV8XWrVWpj15GNRMYPVliA/1dzwtVZevD93P2yb9Bj+skFqUrhBFZoXg10ukrRzotqgzpCQvfdgg8H0VT0ZJJvLbvtXL6DJm9e9b92iNChBBoiSTJRJLE8PZwzPB0kfrFcxg9eaxCH1oyFdkK3ojIW6rwGonXiIgbQe2lCtNfCrvb1di1r4jIwAcZoOom6ILADZj6qwky92XpeTh/wz+83GoVPbkgXsMGpxmk51F64VkU3cDM5VB0g+yhQ1c3glUo1F9uUDvSIrAlWlq58utWFKTvr7YzEAqB64bXljCbU7TLsFL18WpNpv5ygvj+BKn7wK5MoifTpHfvXyZC5y0C1fPnSW7bRs/Bg9RHL1G/eJbk9p2Y+SsPG1iKW61SPPIsyW3D6OkEzbHLpPceQIvF19w28H0qp05gFfqonj3PwFsfXHlFKTFTJq1yg2ZxluRQGJ/lzJVRTQOvVl/T7xoSvi4hBHoihlNrYGVTnaat+OAQzjPPhfm+UbbpVSMUBTNXwMwVwrHQM0Vq588gpcQq9GLm+64qySMi4mYg+ssQEXGdqTxTpvS1IkJXwiarTSBw7Hbwfbh/RVeQqqT8T3MErYD8u3uvMAFp83GrVWID/WH2amkGt1JGTSQQqkbu9kMdj2717Hk0a+O+PRlIKt9pUX/FRbF0hMGaYlAoCoHrrLQ3As8DJNL3UAwToahLtlURGqB51F4u0bygMPBvd2H1La8ut2ZmKB87hhqL0XfvvfiOTemVFzDWOWxg+f5KzDz3PNkD+1E0aE2Ok953cN1V29r5M2jJJNVzF+k5fGjV41fPn0eLGwwcOsj43z/N8A8/hJXLhikD/X20itOk96xjVO6ityHMeq13xGtzYgxF0zCyGeyZErH+myeX+PWMYhjEt2wlNjCIV69hT08x9+qLaIlEaCvI5iJbQcTriki8RkRcR6ovVZj5WhHFUBDqJglXzwWhdKqC8whFoJgK1ecrKIZCzzuvbwVWSonfaNCamcaeLeG36pi5PFZvH+m9+/FqFey5ma4RqYHrbni6lgwkxb+epPGqDUYo3AN37ftpoW1g0XpSEnhu6HVVVBRNDxvAlOUf8tL3Ov/VUhbShqn/b5rBD1lo2VAM+q0W5RMncObmyBw4gJHNUr9wDqdaJrVzD2Z24x7Pxtg4s68eJfcDtxM4TeyZWdL7Fvyqa9GaKeJWyqBaWPk8sb6VxWLg+9TOX8DMZUht3wZShAkE730HjYlJsgf2UT51jr771qq8dr8P8yNiIUwc8Oq1sDLY9r1G4vXaIoRAT6bQkykS23bgzJZoTU9Rv3AOI9e2FbQHd0RE3MxE4jUi4jrRutRk5ktTKPrmCVcIBd9qVbd5AVv+3hx6QSd15+Zmv8ogaPtXw/xVAD2dRSgKhbvv68qm9G0b1Vg0oMBxUHR9XdFQC8eTzPxNkfrRGiKmgB8QlvrWYwYTIATS95CB3xktq5gWQihIGRA0uyuzMvA71VpFNwg8N6zCWhDUfcb/ZJQtHxqkOTNK7dw5EsPDZG67DXeuxOxLz2EW1j9soOu4UlI7d57quXMU7n4zbrmEV6+R3ndwWTPYavh2i+rZM8QHBimfOsPAgw+sum7j0mUUXSM5MoIQgvTObTjVGpe//h2E6qOoKnoivm7RPM9i8aoaBkK0m7YKBUovvryhfUVsDKEomPkCZr6A79jY08UwJk0IzEIvZr63K3M54mYnzKa+VYjEa0TEdSBwAopfmAy73DfJKgBht7miqlcUfEIJI6FmvjZNbEe8Uxm8ZufgeQtxVrOzqLEYZi5P9sAh1Hgce2YGt15fJtgCp4W6qLlovQMKFlN5ukz1hUo7ZixY1MAwL2BXv/bzXla/bblQLaNrfSGUUNzKIKzKui4gF3lfJYHjIGWAEGFjmDvncOkPj5F8m0vvPfcgNJXqqeP4tr2hYQNd5yklc0eP0Zqeofe+e2lNjhE4Num9B1DU9f1Jl1JSOXWCWP8A5ZNnyN2+PCWha90zZ1ENrWtEbv72AzTGJ3GrdZrTM+vzuy75bDXbtoF55pu2jJ4cXquJ32qhXoVtJGJjqIZJfHCI2JateLUqrZkic6+8iJZMYuX7wqlwG/gSGRGx2UTiNSLiOjD7rRm8ircpzVnzSBkQeC6atXaTjtAUZNOn+MUpBv7N4Gv2v/qtJnYpFKxerYqezmC2BwYsrd4sbdbq7MO2MbILAshvtVYdULAS7rTD7FMzoSVDEchgUcVVsGrwvfS90GohJUJREKq6avVyPs4JJIpuLLFmCISqIj0ftPD8g8BHaVro7jBOpUz98gXiW7aS2Td0VWIg8H1KL7xI4Lj03Xs3jcvnkUFAes/+Fe0Mq9EYvQRCYJcqWH29WL2FVddtTU6BDIgPb+86ZyEEVk8ar2kzd+wMvW++fX0HX/QeGKk4tfHpzuP5pi0zX8DK52kVp0kMD620l4hNQAiBnkqjp9LI4e3YcyVa05PULpzFzOUxI1vBTYvkxqcNfOc73+G3f/u3CYKA97///fzUT/1U1/Of//zn+b3f+z36+8M0kx/7sR/j/e9/PwAHDhxg7969AGzZsoU//MM/vOKxIvEaEbHJtC41qR4pt6uBm0fgOqHoWucHi7CU8NxeqJB+08bsA1JKvFq1YwcIXBezJ0d8yyBGdvXxoBCKV2sFb2XgdIvVpQMKrng+gaT4xUmklChq+zoLOn/NhWjP1O1cGkng+0jXBbGQHBB6XJcnDkgZIF03FMCIti93+XUWmhZWX1s+imFgpGIEbsDM18fJ/LBHzw/cgRZf+8vFSviOw/Qzz6HFLAp33Unt/BmEqpLatW9DQtitVmhOjBHbMkz5xKnOMILVqJw5g9AU4oPd43WllLSKRQbffi8Xvvi32LMVksNbr7gvCfg1H/dyHXu8ReOYRF7Kcv74mTDqBx8Uj8bucWQsS21uhtiWQRQtqvpdb4SqYuV7sfK9+HYLe6ZI9exJhFAwC31Yhd52U2hEBPi+z2/8xm/w6U9/mv7+fh577DEefvhhdu/e3bXeI488whNPPLFse8uy+OIXv7ju40XiNSJikyl9I6wsbWZ3vwx8CAIUa/2VStEeOzv7zRlSt6fXtDNI38cpz4V2gFIJoWmYuTzpXXvRUuvPjnRrVVK7di05/yCMRlr0YbgR20Dl6TL2uI1iLaoMLhaXQrSLsGFygPRcUJR2OP6C0A4TB9yF85IBsi1ohaajahq+3WIl4Sp9D78VVmW1RKKzr8B1EIqB/WoK9d6rm3TmNRoUn36GWH8fqd27qJ45gWrFSIzs3FAVLPA8yqdOkNi2g9mXXyV3xx1XjKOy5+bwanUSI1uXVdDtUmgJURBYPSlKR09h5rKdCK3FyEDSOt+k9WyS8e9Mhrm5foAU4Qjkzu+eVPEbNvXj9fB3whG0nj9H6q4Mqbsy6D3X1uISsT5U0yI+OExsyxBerUJrusjsy8+jJdNYhb7wC2tkK7ileemllxgZGWF4eBiA97znPXzzm99cJl6vFZF4jYjYRJyigzNqI6xNrro6Tlc01noRmoLf8mmcqpM4sHyAQeA42G3/qlueQ0skMXN54oeH0WIbF2KB5xE4zrLq4/xwgsVCLHActOTaQxUCO2D279p2gcVCrm0VWDi2C24QJge0m7CWIkQ4qEBK2RatHkLVuiutsp0G3j6WlAF+q4X0fVTLCrNgfR/fbiGEghqLAwJ30qFxvE7i4MYGRTjlMtNHniW1ayeJoa1UTh1DT6WJD41s+PZt9dxpjGyWxtgEsYEBrMKVfarVM2dRTI3E1uFlzzUnp4gP9NEszhDf0k/vtmFGn/qHToQWhNe/caJO6WvT+HUPv6GjZUS7Oq6E17ksO1/sBIJAFSiWQAgd128iZUD5e3NUvj+HtSNO/pFe9Gvs045YH6GtIIOeyiC37cCenaE5NU7twhnMXAGr0IcaT0S2gjcgpVKJRx99tPP4Ax/4AB/4wAc6jycnJxkYGOg87u/v56WXXlq2n69//escOXKEHTt28Ku/+qts2RJ+2bVtm0cffRRN0/ipn/op3vnOd17xfCLxGhGxiVSfLSPhNY18XYvA98JG+XU26yxFAOV/miVxIBnGWTUbbTtACb9Rx8j2YOULpHfv3XAG6VLcajWsSi65HmHSgLlsmZlfuwmo9koVfIkwlorR8Bi+Y4fVPVVZVbQu2QS/1UDRdFQztsyGEY6d9RGqSuC4+HYLxTA6Yj5w3VCMm1aXd1aK9nXegHhtThUpvfgiPYcOYeZ7KJ94FbMnT2xwaMMCoVWcCidY9W2lfmGM/gffcsX1vUaTVrFIrD+/4jS05uQUucO3UT51lviWfuL9BfrvuZPL3/gu29/7DoQ0mPmbKRon6qAKFEtFuN2+YyEEKHSN5e1MOlMVhK4hpY8aM0ObwtkGo39wkdy7CqTuTN/QrOJbHaGqWIU+rEIffqtFa2aKyukTneVmvhDZCq4zMtg802sul+Pzn//8a9rH29/+dt773vdiGAaf+9zn+OVf/mX+5E/+BIC/+7u/o7+/n0uXLvH444+zd+9etm3btuq+IvEaEbFJBHYQdr4vE1XXEol0nA01Ni1FmAr25Sazz50mkCVkIDFzeRLD28JxrNfwdqBbra4yFnZ5c5Zv22u+LikllX+agyXRYzLww0oroUASmhYmPawqXBfZCYRA0Y3Vm7ZUNRSorVZ7HGciFLS+h2/b4VhaxLLthangjNs4UzZG39rvV+3iJconT1K46y60RIzKiaNYvf3EBgbX3HYpfqtJ9fwZ0nv2M/3M8xTe9ANrTq+qnjuHFrNIDC3/APFaLbx6A6MnS6s4Q+7wQYBOhNbFJ59GHR8icCSKdeXJZuEY30XiVVUXYso0ncBxoF2VFzEV6Ulmvlqk/kqVvvdvQY1H4fo3GtWySGzdRnxwGLdawZ6eojF2CT2VwSz0YmQiW8Gmc4M7tvr7+5mYmOg8npyc7DRmzdPTs5Bl/f73v5+Pf/zjXdsDDA8Pc/fdd3P06NEritfotykiYpNoXWpCIDcx0zWs8qGqG+o0DwnFmm+38Bt1AsfFHYP0voPk33w3qV27MTchHsetrSxel2a8wvoatuxLLbyyi9Dbt/B9D99uEjgOQtVCX2+niW2lP+ySwHfxW01kEISVWVVd9UNAyqBdWXVRTRMtnkAIJbyO7fNVrVg7L7a78UsIgSScsHYlpJSUT56icvoMfffegxozqZw4Smxg8KqEqwyC0Oc6tI3q2QvEB7dg5nJX3CZwXertbFczvzyJoDk5hdXXi99oghBoiQUbiKUPE5wo4FQbqLE1RvICiqoi/aDzeF7MAghN7Uw36zyvCRRLoXWpxfinL+NVvfVchojrgBACI50htXMPPXfchZHtoTkxRunFZ6ldPIfXqK+9k4jXJYcPH+b8+fNcunQJx3H4yle+wsMPP9y1ztTUVOf/n3rqKXa1ex/K5TKOE+Zll0olnnvuuTW9slHlNSJik3DGbT74R/+a759/ml/4oX/Hv//hX7im+5+PxpqfSLWe9aXnhSH8foBQ1bC6FTeQqiSoxtESCX7hF36Bz33uc0xNTZHP55menl575+vErVZJDC2PPgqcFnp6IfFASrmuhq3qCxVkAMzHXbXF6ryFwncdJKE/dektNel7ofhXBIphdd22nhdPi9ZesAjoBqgSRQvTCQLHRmh628fbHseraQS+h7okdUExFGovVsn/yMrjeWUQMPvyqzjVCv3334f0XSonj5EYHsHMrR5ndSXqly+iaBpSCtxKhdwdV7YLQFj1VWMWieGVI72aE1PheN/iDLHehUlt9RM1pr8wiZ6ycBt13EYTfY10BaEoBH5A50opSidzVwgFoSoEvt+VYSuEQI2peHMu458dZfDHh1ATUQX2ZkJRNazefqzefvxWk9Z0kcrJYwhdD20FucJrtiFFdHMjo7I0TeOJJ57gwx/+ML7v8773vY89e/bwiU98gkOHDvGOd7yDP/3TP+Wpp55CVVUymQy/8zu/A8CZM2f42Mc+Fn7Bl5KPfOQjkXiNiLiWvO1tb+Pb3/42AI8//jif+cxnOs898cQT/OZv/iYAIyMjfO+3/oF3H/oRbhs+yJ0jd17zcwlcNxRqV/BwysBHel7oiw0kQtMQuoFqqXQ1d+kSZ8zmC1/4Ar//+7+PaZr89HOaCnkAACAASURBVE//NIVCKJi2b9/OhQsX+PSnP82HPvShqzpfGQR4jQZ6Yrnnc6nnNXDd8FyvUPkNPI/G6TIycCFQwoavpRXotqia/6MIi3JdEcvSBqAtXr2Fal6YItBqVxhDi4DXbOA1m4BEtWKdfbzltx/k8uwoH//R3+XRQ++BJT5eoQqkJ3FnXIzebj9g4HnMPPc8IOi79x78ZoPq2ZMkR3ZhXMXoWACnPEdraoLM/kNMfe/7FO5605rTvGQQUDt3DsXUiA2slBwQ0CpOk7vjEKWXjnaavpxJm+KTk6AKhKagp5I45Qq+YqMuTsFYotmF2v1lIfx9FgvDHjQd6XqwgqdbsUIBO/m5Mbb8+FDkgb1JUa0YiaFtxLcOhxP3pqdojF5ET2ewCn3omZ6oyesNwEMPPcRDDz3Uteznf/7nO///0Y9+lI9+9KPLtnvTm97El770pQ0dKxKvERFXyZ//+Z/zu7/7uwwMDNBsNvmDP/iDruftcZsPPfj4a7YNOJ6DoXULnfnxpeqyjn+J9P3Qv+l7gEDRNFTTurK1QAG/6fPKC68AcPfdd68ZEr1RvHoNLRbryoCVgcQtObTO+oi5JtJrIn2JlA7BVIrW5RZGn9HlG/Ydm1ZxArs4g1+JoSRMlFVe27/65If4/rkjvO+uf8nH/+VvtmOu2gMGVtnmo3/xKzz57Od5312P8vF/+ZsErodqWZ0qUeA6EISV61XzXoUCUnZ5OReQOJN2l3j1WzbFI89gZNL0HLoNt1qmdv4MqR17uirSGyHwXCqnT5LcuYfy8ZMkhoYwe9YWwY3xcYSqEuvvX7Hhxi6V0BJxNMuiVZwmu2830pNMPTmBlBJVV9vXQGCkkzjlatgst0qVTagKgeN2L1vctKVp4aStVc5XsUIvceV7c2TuvzqRH3F9EEJgZLIYmWw4ia80TWPsMv75M1j53nAIQuzqcpAjbi0i8RoRcRXk83lmZmb4z//5P/Nbv/VbfOYzn2F6erqzHBk2bP2rT/8Y3z/7/S7bwJFzR/h/vvFfODp2jEqzzFDPEL/9vt/ivt338tHP/Qf+6pkneeT2dxPT/3/2zjw+zrJe+99nnX0ma5s06Z7uLXspUBBQNkFREFF8URRF9KiAyFFR8QWP5ygKKp73eFhcQFkUFJVFNoUCLXuB0pbuS9omTbNNMvuz3ff7xz2ZJE2AFsSjx7k+n2mTmWeebZ7Mc92/+/pdV4SH1jzMKYtO5toPf59XO9dx7YM/4JVdq8mXckxrmMbHln6Usw87C6RgT3o3//eef+OFHS+RKWWpidYwa2Ib3z7z35g5YQau7/LzJ2/mdy/czc7+ndTGajhs+mH86ymXMaV+Mv/6+6/wuxdVN+mTTz6Jpmkce+yxlUozwCc+8Qk+8YlPcOyxx7Js2bL9OmdDzVpBzie7KkthXQ632y17vIYo6n2VZUUgQETp2rYLGYCZMgm1mFhTishQlnB9I5HaWWTsbvR90eUKgRQCI7R3KtZYDBWAVPVVw0rEAQ0pRNn+CnQ7VBkcvOZ6TFNZbel7DTx8cDpKxBcq7a+Xy9Hz3AvEJreSbJuJm+4nv3M7iZlzxk0i2xdIKclu2Uyorp6g6ODl89QffOA+vm8bmqERbRk/2arQ1U1k4gT8QhHh+1jJBANP9OP1e6N8dkE5M1iJOF4mh5Ua/1h0XcffS6YxumnLwA+CUfZko5bVNLB10sv6icyOYTdUO9z/EaCbJuEJTYQnNOEXCzi9PWQ2rEW3Q4QaGgnVNb5hU2EV/7yoNmxVUcWbwLvf/W6mTp3K9ddfTz6f54c//CHxeJxzzz1XLSBB08dSm2XrH+fsn5zD4xueYEJyAmceeiY1sVo60h2jlntg9YOs3rWG0w9+L3Oa5rC241Xe/+Mz+fOrf2Fa/RROmv8uNu3ZxFfuupyr7/0u0vf53iM/4qF1f2FiaiIfXvIhFk8/jG092+nOKJH8pb++jO/c/126Bnfz3oPfQ020hnteupfTr3s/ewb3cEzb0Sw+cDEALS0tXHzxxZx11llcfPHFJMpNVieeeGLl+f2BlJLC1gyF52x2Xred9GN9uD0umqWhhzR0W8OImcOPCGghDd020GyJly6SfXmQ9P2CwpN1BN1J3D3B61rDSCmGRWCaDprGtK/MZuplM7j+sRt5/4/PZPZX53LSNafwwvaVAJz9kw/z2xcUgb971T3M+MZ8pl42E+G5FHOD3PTULZzyn2cy/5sH8Y5rTuSbv7+SwcL4DVhKEzu2mUizNEo7SoCqYnY//SzJWW2kZrXh9PWQ37Wd5Ky5b5q4ApS69xCUikQmNjPw6jrqDzrgdVPPhuD09SNcByuVHFfeAapZK9I0kVJvH+GGevw+j8Hl6bE+u2XopokZj+JlsuOK8oYCC0Y9N0p3rI1o3BofmqFkIb337Bnl7VvFPwbMSJTY5KnUHniYcizIZEi/spLM5g1MmzIFTdNGSbTeLK688ko0TeO44457y+v6e4SU8m17/L2hOqypooo3AcMwuOiii/jSl77Ehz70ITZt2sRFF11ETU3NiKXG3shvfPwmhBQcNu1Qfvu5Oys3ey8YPW3anGrivi/+kZCptIL/eudXcHyHuU1zuO3cmxCBYEZyGtc+8Z/c/MytfGbJpyiWO3nn1s/i5OnHMa1uGg3xOgIp2Lp9A/e+fB8A3z7tSk6ZfyIlv8SxPzqJdCHN7ctv51+WXsg2NvL8queZMnESX/3oZ9B0He0dp3D3Xb8lm81y+vEn8ZGzPoSmawxs61SvGzqarqFXfh56aGiGTpAXpB9KU9gUoJs6RlRHH6FNFL4Yo1VUpFQSOEWQYIQtVY2T4A8G9N3fg/AECCAympRVolxFMKx51bVRxOmaB6/ltANPJefk2dC1kUtuv5THL32Qk+e8k75cH5u7t9A2YSbHzD4aGSiJxr/+8Zvct+p+JtdN5r0Hv4dNuzdwy4pf8mL7i/zxot9j7K2dNQwQYyuGmqER5HwKu7tIr1lD3UEHEmlspLhnN6Xu3aRmz9/nJrzx4BcL5HZso2b+AaTXriM+ZTJ2at+kB9mtWzHCNrHXqLr6hSJBySFUW0N2WzuRxnoGnxtAStBfRx5j2DYyCPCLJcxRMb1loroXeR3ZtAUqvlclsL12g48+ZEW22yE0Kfyay1Xx94fzzz+fX/ziFwCcccYZ3H333Qjfw+nvVXp9wOnvxS8WWf7ssxx//PHA6BASKSXFLQUyzwxQ2qkGh6GWMKkja4jMjFb10P/LUCWvVVTxJvGpT32Kq666ivvvvx/DMLjkkku45ZZbXvc9QxXWQ6cdOqpKZRmjb8qHTju0QlwBOtOdALQ1TC/7+cH81rkAlHyHnMhz6YkXM+AMcu+rD3D36nsAmDNhFj8842oGCgOVdbXVTSVwXSx0Jte0ki4O0NG/i8BxcdKqiuhm83S9sBrFMjT8krIx6Vu/nfZHnyvn0KN0nWV/QSlk+Xf1swwEViFFJNMMUlO59VoRspIKe6mcAg1Ny5VjXEfYIul6mfg5KohB/aPgmGiBrvbNFup5qdKxhgj0ECkKvAC/NFy5+/yxn+Fzx32W1R1rOOOGs9nZv5PegV7OW3oea7rWs7l7C4ua5/P1Ey9Ft2y6sj3ct+p+9dlMPZiYHWPBpAW8tPMVVu9aw7Nbn+XImUeM+ATVMWiGch3Y2/M1KDgMrN1G4+GLsZJJCp27cPp7Sc5ZMCasYX8ghSCzaT3xydNw02mCYpHkofvWLOhlc7jpAaya+Lj2WFCuuk5sRNM0Sj19xFumkF6V3icvYzMSISg5eLkCdlJJMYCKJljK4QCDsU1bJn6h8Lrr1zQNIVVUcOP7q+T1HwXZbJY777yz8vt9991X8QiNTGgepbseXL+G3PatY9YhhaT33m5yq7OAGsgAODuL7NlRJDY/TuP7J4553/82/B0WSN82VMlrFVW8SSSTSS644AKuvfZazjjjDKZPnz78osa43yQttS1s723nxfYXR92svcAbRWBHEleASbXK33Nzz1bVABbAxj2bAAibYZJmjJQd41cf/xnC1Nk52Mn3H7iGB1c/xC0v/ZpLTrqosq4dbjcLGg+h5DnsyihSPKVpGqFUnJqZLfAIRBpStJ16FMLzEX5AOBaBfqiZ1kjLwdMRfrkpzPcRXoAIfGR5WeH7SDeAHc1QiEJIohkghZr+rRBQTRFjKYLKeZBCgK5DIJTbgGGMJrgMO34KKZAlIDCgpEPIR7MM0HU0yu4ClQGCHOXyekDzQgLHJa4Nk5xMIUfCiCv7LNTnJ70A3yvS3rG5stwfXrpnzOe6q2s7ftOiiowhcFz8Ql5dAoGPcJ3KssITIMFKhsluWV/ZFobB4Lo1ap8rRF0b5ZgwdM7US0M/D//u5fLIIKA00E9+ewexqS3kdmxV5+4N1pVr70AP29jJBKU9u8fddrF7N6HaWgpdu/HzBQobC0jfL0/9jxhYjIF6TTd11aSXL2BGI5VPVdOVL65mDlevK+EFhl6uussKmX0t6CGd/Ks56k5uwIhUrbP+EXDHHXeQz+dpaGggHo+zfft2brnlFr785S+PWi5U18A9L63m/E9+svLc0PfGf339/zEnO5vL7/0aW7q3kilmCFkhFkyaz5dOuZTFHDaqQVJKyRVXXMENN9wAKMP8a6+9lnA4TDqd5qyzzuLVV1+lv78f0zSZP38+l19++ah41Cr+Z1Elr1VU8Rbw9a9/nVNOOYX58+ePfqHMC/amrxe841M8vfkZnt/2Au+97n0sal3E1u6tfHDxWZy1+AOvuZ2PHv5h/rDyj6zfs5Fzbv4kralm7l/7MAAfW3IO0ViUL999BZt6tjCzYTpRO8KqHasAqInWMKlmEqcdcCr3v/InvnznV3l03WOs7XiV/nw/qUiKsw//IBoaZlKROcO2iU9uqWx/+qw2tu3cwU2/u4utA/28613v4vTTTx93X4NSwJ7bO3FECa1eU3n1nofwfYyQraq2Ula68RGqUqtpWtkBQCKkhCHHhBHV3WENqwaBSUW2L4CSCbpA06XiXfowmdJ1HdMeJjO2baEbYEeHyauuSayoiVWu9AghlQesrjO1ddhz8K7P3MFh0w5BBgLhuuzIdDK1bsqowYoUAuENa3LVvmjlYwbdNtHsBH4hB1IQaW7BCIfQLQvdNjFMS5F4ZOW4hyrd5ZMxfE5Q1W4vl0Ok08SmTiOzcSuR5olEGhvHvnecdQWuh5sewEyEVYXUdcduWwiE44AmyXd0YMbC5FdlkUJJPypX+6iLfq+/AAm6ZRCUXHwxmqz6xcIIGy9V2pdBgBhRpPfzeTRjmLzOvGIRALed/3OOmH44GiA86F22FnuKfB3Cr66hMb+PGAzsTfj3Xn7M4GGfBxtvvK3Kz6+1rn3az38M/PSnPwXgrLPOIpVKcfXVV/Ozn/1sDHkFWLBwIR/4wAf43e9+B8DnLvgUfqFAc08dA7IX1/d457zjidgR1nWu47ltz/Ppmz/Dssv+gv6MXvl7XL58OblcjlNPPZXf/OY3/OQnP8EwDH784x9TKBTo6enhhBNOIJVKsXnzZh566CHOOeccVq1axdy5c/92J6eK10SVvFZRxVtAbW0tJ5xwwriv2Y2hMdXX4+cdx53/cgc/fuT/sW73OjZ2baS1tpWW2pZx1wHqBj63biZ3feqXXPfYT3ilcy2v7l7HzIbpnHPwB/jQ4g+g6QaHz1zMxp7N/GXjMkpeibpYHR86+Aw+e/h5+IUC1579PRa2LuDulX/gnpfupTZay3sPeg+XnXIpExMTkb4c0y0+hG9/+9tccMEFbNy4kbVr12JZ1rjkVbhCEddOBz1ijLqJ6pZZmT4f8p+VSDTTwAxHRlXUvFxWpVeN5yQgJcL38LM+0tcqWjYpQRYNdEtD00dXWqUUo3SVwvORfkBQGq6IGpYBQtKSUt6mj29ZzlUPfJfJNS2cv+RcTpl3Ag+u+zOfvPlCTpinkmO2dG9mVccatn1nPRUiAxjhEFYyAWgExQKaaZWrr8oySg+Bn+tHeB5mNE6hs4vAdRGuh3BcAtdV9lK2jWFb5f/tUb/rto0RsspetRqFXbtIzZmDl1XT63WLFu1zQtrgho1YqSSRiQ3Ep80cd5lidw9bdrzAL2+7nUceeIDOPXswsWhMNHDY9MO48LhPM7tp1utuR3gZjEgEIxzGHcxihSPoloXvCHTLxhzhBzsUIqH0v5LAdZF+gBmJjOHEum1jhNVARIoAXdSSmJZ8XcJfGURVSHq5Pj8ewX/NwYOovF/xojdYniFpzcj9GP3aGw1Uxi4/er8reA3SvTdx3h/Cvu8Enwr5fr3l16xfz/PPPw/AGSefSCqpyOvGjRv58733cMzSoyqNe14hx0GzZ3Hhxz9eIa8/uOYanA6X3t/2gxHwrdMu5+ltz9NfSDN/0nxe2L6SweIgr+xezTvCxxBklHSorq6OFStWEA6HOfjgg7nkkkv46U9/ynXXXUdLSwu//e1v+dOf/kRXVxdz587liSeeoFgssmzZsip5/TtBlbxWUcV+4I3soa688kquvPJKAPoe6uGOj982Jvln8fTF/OrTt4z7/ms//H2u/fBw3rOUAi+fR9M1FjTN5aZz/0t9mUuJCJSuVBMawvc566Az+PCRHyZwHGQQ4JV8dNPAMHVFAiR86pCP8OkjzlPkZ4QNjXAEdpPNVedfxVVXXTVmv4488kjWrFnzuscupfL6dDqdMXn2UgToloUUgZqWlwLNtDAsC+GUxk4FCzl+AlXgK59VXceI2PiOP6I6BUgQWbAaQ2iGNpyapemjCI9m6EpeYA1vV0qBlPChg87kmW3Ps6pzNbc+/xsWNM3jk0d9jGvP+A8WTVrAH1f/iQfXPoRlWEypbeVzx1xA4LiVajJAUHRwBzJDKwbc4UpaIBGhIk46g5VMInyhyFc0im4qayjNVNG2skKyyhXqcvOYny8QDA4iPZ/AcfFyWWQgye1cDlJihEN0/PlxdNsaQXpt9CEiHLIrr2EaZLe3Y8VCRCe99iDqgT/8kXMv/gLFUom6VIpT33UKVneIHQM7ueelezls+mFvSF4r538vCy3d0MfE6Y5u2lLJaV7JoUKkRq4PvXIN6RZ4uwPM13BL+N+OShPTPhHfvYkyZc16ebBXtpgbfgTqOpRixKzJiOWkVD9LWVluSAdfmWmpbFdy0/Vq2r6psYEDJkxE1zVmTZ3KpvZ2bvjJT1hUV1uR8RR2ddC/ZjXZbVsqx9q/6mX8Phvhxrn5hVv59oPfG/ec9GZ71UxYoI6xra2NcHmws3DhQgCKxSI9PT089dRTnHnmmeN22O/Zs+etfDRvKyqf4z8JquS1iireJoRaw2grXz/H/vUh8fMFdWOXEs2yVKWnTNJ0U8cP1E0CXULg4xclViyq9IO6o/SFRRfdsjDDVlmj6lVuCLptoVs2MoDw1Dff4Q6QW5WluKUwhrhSDk6QGshKfKtK+FKOAHsR10o3+gjyOxTlqmmVJC11I9qL8GjqFPlpDz0Jt370JoRXbtTSNTZf9QrSC5T+0jKY2jiVzd98GXRNecsC9dFabvk/15dlDCpWVhoWIU3jM8ddwIVHn6+IXyiE8DyklJUmq6euWD76UIJA5blrGmY0BlLiZx3C0yOkDpkCgUD4/rB+2A/wSw7CyyNH6orLrw3/rCrHmmFUSL4RjSBLDnrIwojFyuRXI3A8AsfDlUqioKrQUsUE+4GqaAYBzmCeUvrJCrkdSXo9JJ+9/CsUSyUOPuAAfnbpV5h54En0/2kAPWTQn++n4BQBRvsRO3nlR3zUuZy9+IOV8/Lsluf40SPXsb5zPb7wmdk4g08e+XHee/j7Ksvc9vQd3PDYDfTk+jhxwbtoSDTw8ydvZsmMw7nzX3497jUohODOF+/ilyt+RfsXd5BKpTj++OP5zne+Q+s4scR/S1QI3QgyOJYcynGeG7mcfJ33ijHrf7PbQY4Y4O31YMhJZMxzI1xGRj1njLuc63n87uFHAOjq6aV56dGjztf9jz/Bf11/A0ZZxhOfOo2GQw+n3h3+m4/PbKNk9uOg8buXlRb91AUn8/0PfoeC8Fj8rSWA0scjJFq5kWvz5s2USiXC4XBlUB6JRGhsbOSWW25BSsnSpUu5//77CYVCNDU1MTg4OC6hreJ/BlXyWkUVbxPCreHK1OSb0aD5xVJZN1vWhJanCMdoCjUNAoHUdSDAy+Wx4jHMaFTFrCqpJU6mgGFbWNEISKGmqD0f4XpIX8fxSpR6NUL1dfu9v/6gR/+DPWrKfkSTlPB9pOeBlOhWaKzX6DjnRkpRIbSqUqucDsZEuepDMtLhdQxVeAJHIgYDNFtghFSErnBdhBAYllnWTepqel7XEF5QjimVw76jmoYsDxKcbIFoQw1BsagqyEGAl89jhEKjomRHQvg+QaGAEYmoY5BCfR6WTt3i6URa3lqSkJQSL5shvXY1yVlzKXX3UNi9h5p5c8spa8FY4uv5iCAoN9eph18soaqZBl7BQWYU2R4ixpqu89QrL9Pd3w/AZ999OolQhO4Vq5CZejAlMU0nrsd5ecNznP2L83B8h8VTD6GlppU/rXmAr9x1Odt7tnHpOz7LY68+xvk3fxopJcfPPY6IEeKBtQ/z+Z1fJBPk+T9HfoQHVz/E1+++AoB3zj2ObCnH/a88ULlmxjkbICVXP/A9rn/sRhrjjbzv1PfS1dPFrbfeyrLHHmPlE8uJR6P7TPrYi+ztD2Ec+15VsUQbQfrGkMO9Sd8+EkbDQLcsNYh5zfe+EeEcu+zbjdtvv530gHJBOe200zBHzATde++9FItFfnv//VDeF92yEG6JiZHhxtZzzj2XluZmPjnz00yMN7KO9TzXvpJv/em7vNT+8vDGAjDrLAxXfX/09/ezdOlSFi1axG9+8xtA2XVpmsakSao5dvXq1VxyySW88sorFN7A6eLvAhKl/f8nQZW8VlHF2wQzZRGeFqW4rbDfnc/CdUd0cQuMcBjpe8M37rINlBm2EJ5ABgE6VHSdbjaPnYihWza6aRG4DqEYSDRK6awisfEomgai5CJ1H2Gl6X52N1IIYq0txCe3EKp/48xxKZVNjfClOs6yJlWlS5WnwCXjmuQrd4G9yatquKpEuZrWuKlYmqaBBbggZTCiYFvW2XkmWqhM1MqNQno5plS4HjLwytGkirgatoWbL6nGrkCtf8ixwAqZONkC4VSMoFBQyU+GTjA0wNiLhAvPJSiWMGNRNMNEikClc5kWmjCxJ755O6zhjQiyWzeTnNmGFY3Sv6uDCUcdgRXf9+ny4p49DLy6HjMeouGwJZVjlkKMILgB+Y1rK++ZM38+0eaJ7MoUWXL1sA3X4VMPY0ptK47vMGfCLG776M9ASmbXT+d7j17HL5bfwueWnM8Nj96oiGvbMdxw5rUA1ISS3P7iXVz/6A2cveh0bl3+KwCOn3UMN37oOqSUfPK2z/HElhXIQOAODIwaw3m5PNn+Xm5Z/ksAFjXNJ1RwmJqsJWTb7Oro4Lbrb+TDp542mggar0PkLAt9nwif9jokcC9S+g/USPV2Y6hR67jjjuO+++4b9dqZZ57J73//e2668caKnCTXvpXM5g3UmwZf+ZfP8rPf3Ml9jy0D4Jwbz+SKky+nEJRYtfMVntnyLF9/7+V8+ubPqBUKSd2JDWi3qvN/9NFHc+yxx/Lf//3fxONxPv7xj/O97ynJwVVXXcWOHTt49NFHeeSRR7jiiiv4zne+Q3t7+9/grFSxr6iS1yqqeBuROqKG0vb9G7XLQFXDzGiYwHWUUkDXwDAq0/2ariO8AN2EwPUxIyGk56LbFsLz0Q1wMznlp6lpGKEw0goQrkMoEUZKjVI6g26ZWGaYuhMmYk+rp9DZiZfN4WUzdD/XhQwE8cmTiLW+NpF1dpQotRfRQiA8ZzjWMxRG03QC1xnVIT76YOWoaqqUqoNfSolhmuOSVinEcHOTL9GEBYYKPhjShqoFQRRAi+qYZQstUB6rGEoSMKRa0G2LwPUUWTFMNL9c/RV++Xxr+AUXEYtgRmNlz1GJGY/h5/P4+RxmJIpmGASOg3BdzHhMyRtkWSsoQZMW1gTrr2LjlNuxHTMaJdQwgd5nnyPRNnO/iCtAdus2zFiYWEvLCI9VVXXFMDBQJLthxHrbO3Zy6EnvxC3l+PiSj7F82wo2d29B0zV2Z5UmcNaEtnJIg2D2BOXUUPId+vMD7M50qWUaZ1bGYrMb1TK7M10Y4VBlPXMnzVUNfaEQ8ycv4IktK0ADK5UcdS1a8Th5M6DoKXP6Rzc/DsPuZup8JSI0H7d0v85PFW8fHn300THPCd/Hywxyy7Xf46Yrvqa08qapGhtjMUL1jdipGr75jcl8+YLzsWpq8QYHMWNx9KVN/Kb1DvCHmzW3/dsmMDQaTp9AtC02qicB4Fvf+taYfWhoaODee+8d9dyFF1741zz0twl/n0lYbxeq5LWKKt5GhKdH0KMGwhHo1msQuBFQDVrKA1O4DgiJGQmXNax6pTJWqfBIMMM2aGXO5noY0QhBsYRu6qqjO5mo2FAZ4Sgy8Akch3AyQhBI3GyBzi3baZ18AI2HH46Xz1Ps7KSwezdoOn6hQM/zLyKCgHjrJGKTWwjVDRPZ9PIeRfxQ3qyqO3ykXjV4zWQk5dtpMjIVS9M0VaEcQVxlEBC4npr6DwSGbamO/riJu8dVs8YjEpkk5cqsMNBNDT0UQbguQVkTqsq0BsIpqo59w8D3HXRTr5DcoSleGUh0yyAUgWI6S3xCLWYsil8oEJRK6LYNQaAIra6pzyQeQ9N0RcZLJXTLRjgOUghSS2v3+zraG066HyfdR90BB5Nv34GUkJg+bb/W4Q4O4uXymDGbUONEAtcjcByCkjPifxe/WGRe3QQm1NXR3d/PD3/xMw5obiWan8DXjr+UrxTTbO7eghSC5qQygt/UvRnhemi6xqZeZSofNsPUJ+uYFmrfWgAAIABJREFUlGqmPb2TTT3qeU3X2NSjmGZzqgndtGipbWVz9xY2926rDHA2dG0s77mmGhX3yr2vi9URtsKUvBI/+MA1XHz7FyvhCZ2dndTWvvXzXsVfF1JK/HwOd3AAdyBNUMir7w9d6eGNaIxwfQOh2jo008Lp7yWz4VXMeJxo6xRy7duITppMpKkZTdOIzoyTW5vF2V5EonT88QVx9HDV8/d/G6rktYoq3kZoukbNsXX0/akHab6R9lU1aBm2zdAoWnmCWviFQtmwXyvfzHWV546GETJwMgVCyTheLk9QLGFEIopYGRruYAY7lah0Y2uGiRlVVVyt6JE4MII5fwqb730SOxFj8jEHkWprI9HWhtPXR7GzE+EUMOM1BK5Lz3MvIvyAyIR6NKlT2BhCj5gYVogxbeCoSulrWTZJIZRllgiU+4BtK/sqXTkoCNdTnqNSotsWZjSCbpmV7YjAByMAT2PIV1er2PVIkBrS0Qg0VQ3VLOUjq1s2zmAWM2RiRqL4hbwixeawK4GmAaaBDERFyqBp4BZK2NEwZjSKXywiPb8ydVyJpBUSqQkCp1iRbgg3AE0QnRN7cxdTGYHrkt2ykeTseQQll8zmzUw46sjR7g5SqnM3Dhkd+r3Y04v0fUoDebLt94GuYYRCGOFQ5X+z3JQWTST48VX/znlfupiXNm3kpC9dxJJZBxB3G3h623OVE/bRpedyz9o/saF7Ex+9/dO01IzwIz7iI1gYnLf4HJ7Z/jyPbX6CC++6mIgZ4aENfwHgk0d8FID/c+Q5PL7hcR5Z+2cuvP0ihAaPb3iivBlN6Yz3Iq+2afOxoz7KjY/fxNfu+QbPnfcCsViMTZs2sWLFCjZv3sy0adPe0rmv4q0jcB28wQHcgQHczAC6aWFEIpVqv2aZhOrqCdXUq4Eh4GUGye9aj6brxKa34eey5Nq3kWybg50ajuTWQzrJQ1JwyL7FIVfxjwtN/jPVmauo4n8AUkh239KB01F63eliv1gAITGiUYJCTlX8wmF0U01Fq3x3DxkEGOEIwnEQgUC3DPySjxm2CVwPRIBuqSl34TpqetyXisCOIJHCFei2RvLdPl6uj1jrZHI9RXatWIURtpl8zEHUtk1G01TIQHHPHgodHWo/dQPpB5Q22gQ7EhhRUzkXjJnml3jZLFYiOeZ54bkqr960KpVZ4SsbqKGGqSEfU30voiKFqnRKP0AKHVlU1lKq8jnCnL5ckdWTQiWTCYkRiVLqG8AImSrlSUr8gppu1m0TGSjNqm7b6IaOCAKQyoc0cF2KWYdkU135XEr8YlFJNUy1PuH7BMWi2v9IpHJO/JxLaKZLy7mL9v8akhLhuPilEoMb1qNZNlY8SWbTFoxwGD0UGkFS3fL1Yowho+p/G3SdzMaNWLEIdQceqIh4oYibzeFlcrjlh5fN4RdLGOEQkYY6NmzZzA13/4Zn1q6mq7ubsBFmQqKRw6YewumLTmXJlEN4tXsjP3r0J7zSsYaiW2RK3WTOOehMzj74DDRNzRg8tfUZrl/xM9Z3byIQATMapnPB0R/n5NnvxErE0XSDW5+6jeuX3Uhvtpd3zTuemlgNtz59O0vbjuSWc2/AiseZetkMAH79mds5su0IhBDcseLX3LHqN7T3tyOlZNq0aZx00klceeWVxPdTVlHFW4cUAi+bwR1I4w4OIFwXK5lSbh2+i5dR3r+h2nrs2rpR8ch+sUiho52gWCTaOgUrmSK3bQtBoUBy9ryKt28V8MJjTyKf3/LGC75JxN+7hHnz5r1t699fVMlrFVX8DeClPTqu36GaN8yx1cnAdRGOgxWPEzgl1aUfCOxUsuyLWvZgDAJEEGBGowTFIoHjqW5608bNFgjXJSj1Z9B1MGNR1WUe+KoY6IsygTWQQiIcQdNHJhGZEcXP58hu24pwXeLTppPtyrDzyZfRdI3JRx9EzawW3P5eSj17VANSAE5fP8Wna5COBbqs7Kc+5CdqmBWJghkdqjaWm7l8H3SlidQMs3z8XrmpBYxIuFyBHg0ZBKra6St/1+N+fCodg7v57qn/zplz38/dr/6Brz74dVqSk1h24Z+RgeD4n55ER6aTq8/4Nmcd8j68goduaJhhZWzv5/N4RQ8zrOyv/GJJSR3KgQBByUEIoQYHjovqH9GI1CaQQuDn8yjvMr1shyVUs5lUN24zEgEMpC8IH76HCcctQdN1ta5RFdHSqMroKDLquirkoRyXG6qrVRIK1yUxY7oipuVKqREOoYfsEWlVw9fYEDHNbNmGl8urON9AVWntRBwrGccuP6yEeux56mkmHnE4dipJ57LlxCZNRNM13HSawfttwEC3DaVzNpUFmvB9/EIR4fuj5C6UvXSHBhdD9lFmVBEW4fllSUiEwcIgqWiq4jZxzk8/zjNbnuGcJR/iWyd9FSuZHHcmIygE1L6znpq/gjyjiv2HlJKgVFSV1cE0fjaDEY1hp2rQTBO/WMAbTGOEwoTqGsYQVgDheRR278JN9xFpmkS4sQnhuWQ2rsMIR0jMmDVuA+g/M1547EnEc28feU2c/vdFXquygSqq+BvAqrWoO6Gevod60Y3RXceqUlfCSsRVhS3wQVKuKmgVzajwRxjy68r7lUpnM0r36gdYsQhBycEvFLFTCby8QCLRTQNnIIudjCNdjcRBSSIzoqxfv56rr76aRx99lK6uLuKRCHPaZvKFiy/hxEOOYsey59n20AomHjSdpsUHYJXN34Uv2L5sE9c9dh0/XvbfLJl2GHd8+lfIQODnC6oCahiVCqXyJvUUadVURKjwfXTDQA/Z2DVhNN3Ay2XLJIjR56hUKqdyKbNx3TY5e/EHSRfSzG6ZMZzyU4YMRssVdMvCL7qKHFsmRjisfFpBEalyxVrmh8fzmmGUG9AMFW8bDqG5HoVMCStiIz1HNcNJ5fjg53LKQ9a0yuTMx83kIDAw2woUBvrYdvf9CD9QJG2viqgRCmGnEhihhr0qpjZ+scDAq2uoW3QQwvPpfuYZJh1/NGZ02HIrcBxVNd3drYhqtlxBzeQQQaBIaTyKOzCIlYiQmDmH2KRmzGhkXCLoDgyClJR6uhncsB7pFnDT/YTq6ojPmEGwwKGwoYARMirbD4olJRUxDYyhBsKQreJyfYGmaeiWSeB46JZRtjxTMg/dNBCuStU6+jvHctoBp9KcnMjK7St5ZsszhK0w5y39GLppKjeOcbTUmqERmvRXcHOoYp8hfF9JAQYVYQWwU7WEGyegTWzGG0xT6t2jCGttPbFJkzFCYz8jKQSlPbsp7tlNqL6BmgUHopsWbmaQ7Kb1RJpbiDS3jHutVvHPhSp5raKKvxESh6Yo7SqRX5urGPlLIfALBcxYBE3XlaF9uWJnhMraVxGgGWGk64740laVKzWdriEDHysaxsuXCNcm8ItKLuDl8liJBF4mC4aOYRm4/QUiU+LUndzAww8/zPve9z5KpRKTJk3i7LPPJvB9nl6xgl/edCMnXttG26mH4hY1Op5eQ/faB2g9+kAaF7bh93sqEWqIQJS1iEP7rukGQamEcD0c161obkXglJOkdIxwdEzVxfVdLC0ODOs2h/wyRaDWbSXCIARfOPbTaJaFblr4eX+UB+6Qb+sQhOchA4kZURo79ZyL8JTlWHlYoIhXxTdW6V11Xcf1S4Q0lQRlhwwKfRlCMQtRJuqUQw3QtOGKo66jG2G0pIs5OU+0aTq6JqlZsGi/vDRlEJDZuJ74tOkIIel+9nnMRC3p9VvxssPT/Eg5XD1NxIk2T6BmzgzsRBwjEkbTNLJbt1GMWui2RqptxuiBVBDgDQzgpNO46TTu4CBmSH2+4QkTcNJZGpcsGd6vwwoUNuTxCkWEo6J2VYVYaZc1o5yklS1XpwEjEsLLlzAsExkEZelGAGhK3+0VkEHAwVMO4qE1D5MtZWmMN3DaAady8YlfYE7zHOXo4PtjGgGFJ9DD+lsO3Kji9SGlxM9ly2R1gKCQx0wksVO1JJuaEZ6HN9BPfmc7hm1j1zVQM28RRmj8aX4pJW5/L4XOnZjROKm5CzDCEaSUFLt2k+/YQXLmbOyaajX99fDPNJFeJa9VVPFXhnAFXo9LUAiQviynOemYKZOG90xAOoLCpgJ6RMMvG91X9KzldJvhqqtftpIqR0fpw3+ySuM5ZKgvMaJh3FwB4QfYyRjOYBZdagSlElYygTuQQdMszJRHIbaGdIfNeeedR6lUYsmSJTz88MNEdI1S927cfJYtPWlWbt7G1z7xKbZ3dpLJ5ohFYyycOpPPn/Zhli55D5f99uv87qXfA/DstueZ+U2l53ziskdoitbz25V/4NYX7mR7egeJUJwlUxdz2bu+QEvDZDQNzrnpPJ7d9hznHvkRugb3sHzTCi448jyOnHUUH/nZeQBc875v86Nl/026mGbx9MX8+xlX0Ww1oBkG7/jByexKd3DNh77HBw55P2jDX95SjG6QCxwXI2Syctcq/uPBa2jvayfn5IlaEQ5sXcRX3vVFZk9oQ9PhK3+8gt+vvo9T5p1A2AzzyIbHOGnuO7nmrP9A03UMQ+IbOhgWdjyK9D2E545yczDCIRA6Upe0fHImvp9m4NVXAYEIfAz9tRwYJEGxNKpqmt+9m6Do0Ld2J1IKdNMgakWwQyFiLU3UzlNT/kYo9LpVKSkE2W3bsWsTRJsnIYXAGRjATadx+vvxczmsRAK7tpbEjBn0r9tAcsZ0YpOaGdiwiXBjQ2VdzsAg/dvX4pdCIAyMaAjdNPELRaQQWMm48mTNZBVRl6CZBkHRwbAtNE0qb2DbJnCKqAhYdX0Lz+WXF9xc2ZZfyKumnkoErKmq+3sfny9JHlPzNzHZ/2dD4Di4g0q36g0Oots2dqqGWOsUzHiCoJDD6e8js7FTEdbaemrmLXxNwjoEL5shv0t5qMantVX08VIIctu24OWy1C44oOxiUkUVClXyWkUVbxHCExQ25ClszOPsKuFnfNUcBMOVQI2yblXDarAw4gZuTxEtZJSnzyTCcVRzVBCUq66qEqa0XWPTtTRdB01pJ82wSn2yomG8QolQMq40o0IQFB00y8S0Y/hygPi7bIJSDffd+Au6upTn5le/eAlyzy7yvk94QhPxaW3U6zp33nknsZpa3j17NrZh8MK69axY/SIdg33cU384RzQvZnPPFlbteoWmVBPvXngyMggIC5PvP3IdNz19C43xBk6e9056cn3cs+Z+Xtj5Ig984Y9EsSr2Vrc9cwcHTj6A9x/4XlpTk5REooxrHvtPjp3zDp7Y+CTLNjzOBbd8hvsu/mNZOqGWCVwXP5sHe8QJkqN9D/WyfKFroAvbsDhx7vFYusXKnS/z5JanaE/v5C9feghRKFUkCA+t/wttjTM5/YDTmFrbOrw+TSdSGyXfl8EMmSghrFYeqNiAhpctYJhhGk5vwqq3sZhIqLaWPU89xZ7ly0nNnoNmmMPNUSOm+XXDqFRQdVPHilg0Lj4I3TDof+klJh69tKyl3T8UOjrQDAMvkyXv7WRw3foKWU3OnIlVU1PRygrfx00PEGlsBKDU00dsSiu5nZ30vfIq7kAGOxkleeRM8isl0nfwSi5mLIJhW/iFEn7JqRBXO5XAy+YYcoqQQhHXoSQzxUs1tBHSgVHXuhBQ9gtW/rlylJOFGqxA4sDEfp+XKsZCigAvk1GEdWAA4XvYyRpCNbXEp05Ht2z8XBYn3Ud2+2Z00yJU10BNuWr6RghKRfK7dhAU80RbpmDX1lcGXoHrkNm4Ht22qVl4wDiNoFX8s6N6RVRRxZuEl/bIrhwku3IQ6Ut1Aza1iiRgPEgh8fo8/IKL9AX4Jl7gqSSoMrkdqrqCCizQQxE1/T1k/zRkR1X2eUUINL08BRsJU+wdQMYFVjxCqX8QXTfxB0qkFjeSWNrAjkcep/GgWeRMr7Jfk5IxIo1NWKnRQQRnn302TU1NPPXUU+zZtZN5hQKr165l+4528vU2Zxx2Bu2ZdlbteoUpqRa+euxF6IZBYGrc+sKdABw45UBqEw3UxOp4vv1FOgd389C6R/jAQadXAgoOmLSQOz/6cxW+EAie2fZ8ZR+uP+c6Fk2az7o9G3jPTz7Iq7vX88L6pzmo9UBVjQakH6BZ5vCgAUAbHXOpmQa6ZfK+w89kYt0kXty+kp6BXuZPmseG7k3s6N9Je287U+LNlfc0p5q453O/w0IvDz6kaoTzfGTgYYUsSoMqOla45YAGU0fTTXQjhD65nyBqMLChp0JSS31Z/EKJ7M4+zEiYyMQG7FSSxLTWSqPU0OAlcBz6V79E/aLDMGMx9qx4mtScOftMXIXvq8aZdBonncYbHESzLKx4nMSMmVip1JjGriGUenoJ1dYqfarrku/cQ76zBykCIg01TDhhKXZtHX0vbVANZWaYUG1MTQFnchUyCRp2TUI1GHoBdiKm5BqBxIwMNeXJyoBBtyxE4KhZhzJp0QxDEdWR6cBDutdyY59wBMnFKYx49bb2ZqAq/oWy5+oAfi6DEYtjp2pIzJyFWda6+7ksxa5O3HQfmmkRqq2nZs6+EVYA4XsUO3fh9KtmrMSMWaO06V42Q2bjesITm4i2TK7qW/cR5WTsfxpU/8qrqGI/IRxB/6O95F7MICXoto4efuMAAlC+r1IPQHexGmJIB4Ksj8hJtKgBmocRV535UioJgTLK98d4pWq6rm7epqmKsr6PVm788YslzEgE04oS+EWMtj7kpBKRiYfTcvwR7PrLCiY01FfWtbV9D4e/u27M/n7xi1/kRz/60bjHsmPdGur1JZWpegkEnkC3Qwx4gxS9IgB/fvUvY967e6BLEcBy5fXwqYcihMQ0y3GtI0jn7KZZaKbJnJYFled6/Cx2KsEQkTciYUX4KvG5yutV+MPBBbploWk637rn2/x8+c3jHlNPtpupiUmV3w+ddijhUBgvl1fOA26AsHx028bLlLDCJsVMUWmMZUDgeEjpgCcRDT3IRJHctgx6OEaoto7kzCnUzJlOYdd26g85jMyGDTjpNInWiYTq60fti5SSzOYNRJtbsBIJBjdtwgiFiE1uHXffYSxZ9XM5rGQSu7aWyISJeNk8um1Qu3DRG9oMFbq6sVIpup56gey2HeimTnzqRGrnz8VKJMhsbafziYeINDXS9JFZ9N7dT+D7+Nm8anwLlOdtqCaJcF38kqesx1yvMhMxUrOqlT9L3TQROASuhxkpk1ddV24WI5QWumkifA/dthGOwEyY1B4/+hxW8foQnoebGaj4rqJr2KkaIhObsGbNUQOEcpBAfmd7mbAahGobSM5esF/VfykEpe4uil2dhOrqVTPWXprlYncX+R3tJGa2EaqtfpZVvDaq5LWKKvYDpfYi3b/vIsgF6CEVSbo/qDRoRaOq4hUFqTkEWYks6GCGCByBbuuVLnf1vnJlqlxpBNA0HSFEuQIVlPWvAaYdwhkooOshkofUMOh1EJ1US3brDqz4ajQ86uZPZ87qgAkNDXT39vLda7/PEQcdzLQjDlXbk5INGzZw8803A3DppZfyjc9fzFOPPMp7LvyEWkZX3qmWpSpfmqETqa/BzRUIFzTCZpiSX+KH5/yAMw99P8rb1aezZxcJK4IMZEUGYUkT07bK0l5Z0TYCbOjYxEEzD2Zzz3DeZ3NyopqCHjr9QiAcB922yucGiASQG+EcoOugafz2hbsBOP+Ij3HZSV9kbccaPvgzZY4fBGIUcbYNm6BYKus1bXB9hOcRFEpq2tr1sEMGXqGAadtIHwzbInVSitol89EtE3dwkL6XXiLSWEO0uVk1oXS2Iz2X2kWLKPX0kF6zhnBjI8nZsyu6z0LHTgCik1pxBwfJbd/BxGOWjnGqcNNqWtfp78fP5ytkNdnWhp1KVa6h3udXEm5QldTXI65SSgq7uxnYsBUZCKxoiMS0ZnTTZMKSxRS7+9j9pIr2nHTckUQaFckYfKGPwtoiZkJ5zmq6jp1KlO3NnLLNl9JnI7Wx3eYVJw1lByY8DyLlWQhdV3rwkYtbJqJUUn8bQtJ45sRKolYV42O40UpdM0GxqK6XVA2R5laMcLhia+bncxTTfTjpPjTdIFRXT3L2PMxI9I03tNc23XQfhY6dGJFopRlr1DJCkGvfhjc4QM2CRfu9jSoUqg1bVVRRxShIIUk/1s/g02k0XXuT2fRyRIOW+tOTgao+mikLP++gaWGCQR+ihtK72sqTFam0fcIXFcKmlW/ouq3ea5g2ge9jxENorXmiR0ZpPLyJ6G6NrfcsIzWllsEN22k56VjsRBIrluTfP/V5Pv+D/2DV5o0sOfUk3nHEUUQaannuueeYM2cOTY0TGBgY4K5bb6NjzTqeXvNK5WjMmInmW7TWqkrlqp2v8I0/fJPaWB1fOukSPnLoB/n5s7/i8ru+xp9XPUTECtOe3smLO1fxyOfuYWJkQuXL1rBN0EF4AVbUGuWF+y93XsLS6UtYvvUZAOY2zWFB3UzMyLC9kwh8jGi0QnqllPhOETM1TNKkr7Y1MdFIppThkfV/IR8UWbFpxfBH5Afl+Tf1q3BdAlf55A4FD6iELgM9pDxi7USSfM8g0jewajyaPzqZUNNwipadStFw6KH0vvgiMgiItbYSqm/A6evDjMUJNzYy4aijGNywge4VK6hZuBDDtih0dVK36GCQkv5Vq6mZNxfdMCj19FTcAIbIaqi2luSsWaPI6kh4uTxOuh+7NkF82txxr07h+2S27iC9Zj2B62KGTeoOmE98yhR6nn8Ju6aGzieepbinh4ZDFpKcMVURnSBgz7OrKFpdWA3T8ftctJChLNlkOcTBDwjVpfCyOTRdIyj52NG9qnYjSLlqYPQrIRbDn6sYToor+8MFBY/aYxoIT6429IyHwClVpABeZgA9FFaNVpOnYiWSw5phKfELedz+IcKqYdc2kJy1/4R1CF4uQ2FnOxKIT5uBlRibfKX8W9ejGQY1Cw8cE0hSRRXjoXqVVFHFG0AKSd/9PWRXZdBDo3WU+wO/UEQzjFEVpyEze+EHmFHl6Rk4AdITmBMczFAtXo+PcJRvpvRBCg3hqAYh6Wtlr1eX+IF1+EYXTafOIbPDZuejzxGpFwSlEjWzWvGKHoYl6X3hZZqPO4baeW2cftaZtDY388vHH+Lx5cv548MPEotGmTV1GsdPmcUF7zqVb9zwn6zfspm1HTv4v1/9Vz550SUAxGZMwthh8Z7DzuDh9Y+xYvPT3PbMHdRGa7joiE9x2bFfYHr9NO5YeRePb16OBFprJnHuIR8mYSUJxcMVojXEWwzbxHN8Ame4YevyEy/lmkd/TKaU4ZgZR/GtU7+GppUbdsrkV7fsUdVaKaSy62IE2bc1gqLg6vf+G1f86d/Y1LOFl7a/xCXHfo7L/vh1AMRe1T3dNAnX1+DlCqqqKwJFqMqpX7oVws+UCMfjdGbXM+u4VrCLwOgIWCuRoHHxYnpXrkR4HqG6evLt24hNmVref4vahQtVFXb1ajQNkvPmoek6/a+8AkgKHbvIbNyAlUoRqqkhOXs2djK5T2bt2W3bCE9oBOFjJUcTCC9fIL1uE5lN29Atg3B9CjuVBE0nOWMGgeeR29FJZnsHNXPaaDry0HJEL3iFIrv+8hSGbdNwyGz6g3VoxWkYhiKSKnjBVx7GQTnlTNPRDH3Efg81wQ3vk2aZUI4H1s1yNX2vpi0pJJowCbVBzfFjJS//rJBBgJsdxBtQNlbC97FTKUK1dSSmzahErgKVCquT7sPp71Myj7p6km1zMCLRN603DUolCh078PM5oi2Tsesaxl2Xl8uR2biOcOMEoq1TqvrWKvYZ1YStKqp4HUgp6Xuwh+wLGfTIazdivRECx1GxiIk4Q3dp4ZVjPO0QQaGIlRpODAocH+G6tHxiBqHJYXqfeplQvIX8zg6CkqBm3mw0UyO7ax21h8ymc9nTNB27hPy2jUQmteBlB2h/dA0tSw+kfuEcpJBsuON+Jhw6n/SqNTQcMo+aOXOQUtLx2NM46UHsRAhN+hR689ipJK3vPKoSd1rq6cLp7yFU20B4QhOaYeJ0Z+n4rw6kFpRtviRGyETXAU1XjgESlarjBPiOCggwwzZm2CJwfDQdFUggBcIXyEAgdY0VG57h/Ds/C8CWb60u62PLVdrylPdQ8pJmmJiRULkDXVDqHQBNwwwrD1xRktDci0ik0TIptP56REnDsEwwBYZtlxukNEr9gxghg6DkYURCWOUAgKFULyNk4+VK6KaJYYfV9Hash+azFrD1hdXkurpZcMpBxKdOH/86KJXoXbmScGMjpd49NBx2+CifW+F5pNeuxh0YVFKQ8jUYnzqVcGOjqqzq+zc1Hrguux9bRmRiA9HmZiITlXSh1N1H/9oNFHZ3Y0UtYi0TSc2ehV1TQ9eTT5Fom0FQcul+fhUy8Jn6nhOxE8PxqoWuHnY9+jS1c2dihEzSa9cRbWmhYeFBdP2qA7eniAhcdMvAisdwM1l0U0MEYFiWshJTR4hfLGCEwpUGPpC4mSwAdlJpm4c+b92ykb5AuJLIfBOaumhaesR+nZP/Tag0WpXjV/1cFjMWx0rVYNfUYkZjo763hpZ3+vtw0r0AhGobCNXVvyXCCqp6X9y9C6evl/BEda291vVa6ukm176VxPQ2QvUN4y5Txb7j+UefxH9m09u2/pozjqwmbFVRxT8KMs8Okl2ZeV0HgTeC8JXR/kjiipSIsnG/9FUC0cj1a7pANwz2/LqTSZ+eAlaJ+PwaPLEd34X4QmUH5PohhFci3FhLbvt2NCSlPbtJzGij+SiL/o07aThgHpoOrccuZtdjzzLx0Ln0r9qAX3DI7+7FSQ+iGQaBF6JufhtWvJNC2mH3Uy9Sv3AaTl8PVjJFqL6VYm+avrXPkd/dDVJi6m1omoWdDKl0JD9Q1eQgUBGovsDLlrBjYeI1qjrm5oqUBvKYIRPDthRx9QRCSDTAtE0Cf7gCGjiekmqELITrE5T2o0T5AAAgAElEQVRUBVsz1LSxcD1KxZKKwBVqyn+IuOqmBSFBzeLJRKbNo7h7F77Q6Hl6N8n6ReTX9KPZJkFBlBPKBLqlo+lGWZah9JTSCRCBpvxJdfH/2XvvMLnu+t7/der0urO9N/Uuy002LhjbGDCYlmJC4AfhITFJbu7l8kvy3JCESxIC/G5ISPv9EgIhlxBCJw4QWzKyZEu2mtXbaiVt39nZnZmdfur398cZrbReuRJjX9j38/h5rJ0zZ87MnrPzPp/vuyD5bOJ3xohubmB+yKQyO8LKe7ex85P/RObs6HOSV8XvJ7VtG3OHDgEylZk0mu5fkAFY5TKSIhPq9KZQhaHz6PE4kd7eJeaWF4vSyCj+VAq3VkVPNlAYHiF78ixOtYoa0EhtWkGkt3ehqcu1LKqzWYxiFeG4xAd7cAxjgbgKIcidOk/mmZO0vm4b5twcuRNDRPp6adq2EYDk/Toz38niTqooYb9X2iB5rWeu5aCFr0ymr8xPrr6+JGTFm667lldGIMkyjml50g5FIvXmRoJrA0w+egbXdpa0sv00w7WshTYraz4PslI3WrWiDa5asvS+QFgvT1iF8CasfStQnkVuXw6E61LLpKlOT6DHk8TXbqhHxl1jWyEoj1zEyGWJr1l/VXX0Mn5c/CyNIpfJ6zKW8RywZk1yj80h6y9fKiBcB7tcRQ0HFy1rO6bhTSoDfuxSGS22OJtSODay34cwBJnvTqOscJA0DSHEVdMpkH0+qpk0wq5SnSmS2rKW6sQEeixBak2EiT3PUJ3L40/G0CNBFJ9G+tBJNF2hMjFJcv16Qh0t4ApGvv8jqrMlgu0dCHcE17VJP30cZI1a5jyKXyfY2kS4s4Wm6zegR8NkvpWmfLoIwsUqVutRthJm2UJSJPSgjqqrXnh+XaPr2jb+iDe1tCpmXdMrUHxaPTFJWkxEhEC4nh5W1CtnEQKnZoIkofh0VC2AVa6CYyOrMlI9ckySFS/SqlmjOjmGr6mJuX2nSN3UTbRdRe6sEusZxJiqMX94Eko2kqsjXIEwJITk4roGWquG5c7SdE8frlZj5thBtM4Esk8mOtDP5M5dxFYMsu6BWzn57cfpuv0mL8P0WXAtCzOfR4/HKU9MUDh1Bl8yia+hgXBvL8WRCyTWrkcLhcmfPoOeTKIGA8zs3Ut8zRr89czVF33+OQ6lSyP4G5OYRcHFb/7Am4QGdZLr1hPu7FxEiu1Klakn9mOVDZrWrSXW30Pm4DME6skUrm0z9cRBatk8PW95PfnTZymNjBNbtYLUxjUAWKUi5elRapEJWt5xM4VdVcxcGVmvZxhr2mKydDm/+FmXmKSpYNm4lomkqrgWCMPFN+Cn8W3NqDHvuPVYFCObJdD00j6b/5MgXBerVKxXsOa84pF6o1WovfOaMVVCCJxaFSM7i5mbQ7gCX6KBSN/gkmnsyz4uITDzWSrjoyiBANEVa55XH+taFoWhMyBJJNZvXJCELGMZLxXL5HUZy7gGhCvIfCftVYMqL9PBLAR2uYIS8C8K2RausxBx5ZpmfeoqL3reQvi6H4yxKr5w/ctGeE58x6hRy6Qx81kkWSG+ejXTew8TaGqhdOkiTq2K7POTWNHFpR88gR7wmrjC7U1kT1+i865bSO95CjM7Q6S7Hce1SKxbwdTuA+QkUAMa/ngAu2ohcOh9+93449FFb8+1LOSmIs7hKqjeXb9Z8dqT9KCOGvQjq9pC4xSSZ37S6vFHss+PbDq49QpW17KRJAmrYnBL/zbO/s5BFpzmjovsU5ERC7phu1LFMUycmoljmLi2ixb0Ay4gY+SLSEJF75Zwqiay7kPWA5SmsvS++U6KQ+cIdjSjt+kU06dQVlVx9BkSKxooZ13iK7qQrAL+xib8zW1c+uYQvi4NxRdifK9JNZ2uEwcvvqpwfpi2zWsY3rGfoR0HWXXfzbiWtTBVNXI5nEoFPR5HTyRIbthA7vgxJEUh1NVF/tRxwh2daKEwRi5HeWKSllu3o/h8GHNz5E6exDc9TWzVqhc9hc2dPodZMiinL6CHA4RaEsRWDBBoaVm0nOs6DrlT58idPIcWCdG0bQPxQW96XMvMEl85gFkoMbbjSXyJKD1vvpP0voNUp2ZIbFhHcs3AwjlRvDBEcSxPatNqEptbURummNuRQWRiODUHSdU8verCDaHHXp9NpiRFwamaCBskyUFv8iE3F2i8O4UauPL+/Y0papnZnzry6tRqVxqtCvMoPj9aPEGoqxctHHnO5Xi7LgnwCKuDL9FAuGcANRT+T9WUWqUilfERhOsS7u5boqVeclzlEvPnTuNLpgh19SzrW18BXF2H/dOOZfK6jGVcA8VD8xjTxovOb70W7EoFSVWWTOAco4ZwXdRAAKtQWjJ19Vq1vGVvSQJJhdoJH/YbLBACq1yiMHQaX0Mj4Z4+KuPjBJqacKo1nGoNxRckc/gopbEMSBKVmRyd776LUHsLkiShx2JM7T1CtK+b3JlLFCZmqUxl0UI+Ao1RqrNFUps2oPgltMlJHFNhYuc+ut90O6rfh12tUhi+SOnSKHIogiOHcEoOakgn1JhAVhWsUtELlhfuQni2JFxkRcK1HC9/tWLWp20C1a9hGzau4yKrMrIiYZkuigyyLOEKBRwvkP5y3aQaDKL4fJjFEo5p16PEPCObrCv4AhGcioMVmKQ6Da7sp5AeJpiKoAZ8VGdmCHV1kXnqadRQiEhPL5VZr3JUODbVyXEa1q/E39gCeBM+Mz9PoLmRYGsLrmlgVyuogSDRwT6mHttNpKeLge2DPPOdw4R8FqrkLJDV+KpVaNHoItJRTTXgGBaZp/ahxyIEWttxHYfs0eMk1q5ZMPf5GhpouvlmCufOkX7ySeJr1hBoarrmeefFDk2QPXUOMz+PFvIR7Wggvn49vmRyif6xNDpB5uAxfIkYnW+8k5kn9xFqb6ufw1Vcy8YolJh8fD+pTWuIr+xlatdeanM5GrdtJtbfvbCv4sXzVHMGsqaR2rjK04yfOkV4a4hge4qxrx/AH1yLOW0i6p0bruUgbAlHcq94txQJ4Xrnv97tEtmmkdjSRf50EadaRg1cSZHwp1Jkj5980dflaxXCcTAL854UIJ/HdR30WBxfsoFIb/9zLsODp8k2c56GVdgOerKBcE//fzphBe/vV2ViFLtUItDWga+h8QVfozaXoXRxmHBPP/7UT9dNxjJeHSyT12Us41kQjiC/O4ekSj+W21YIgfasJTTXtsAVnknLMJF92uKpK9Sbha5aNpe8ZfPMI+dRu11kTSO+egOSomBXq9jVKqXxKSRF4cK3foA/FcUXC9J5z2344lEufP8JckPjWOUqlakMpckZjFwRYdtowQCSY9K2fTXhzm7UcBQjm2fkB4/T8fqbCba2UZmaJNjayMXvPUqsu4VaZhYpGCEzWaOanaV1YB3qxRCy7kVL2VUH17JxzHkkWUbWvHpb1/VKGmRNQVYkb0ogq54eOBzCMefRw34cy8KxPAOXpMrIrkDVZGzTQXaMOqG7HCHgkWEkGVX3NKpSXe9nF2soIYhvTuJUKziESO87hhrQmNl/FElWyB45SqC1ldjKQbKnhtGjQSRFwirOEe9ftUBcAfR4DCNfINDcSGKwm7ljxwhmZlB8AcxcDkmVmd7zJP6GOC2DTUyen+f6X3nz8xqs/KlGark57NkyVskzhc0PnUePRQm2tizaVlZVj7S2tJA7cYJqOk185coF97hTM8gPXSB/5jyyqqDoMsHmGGrQR3LdBrTo4sl5LZtn5sARnJpB881bCbU2Y+TnkVR1QZNazcwiJIWpPQfpuGs7/kSMiR2PY+ZLNN9yPZHOK4UOlckxrGKFwsUp+t9xD5IsUxqfRvVJ+JIpSuOTqM0Gre/sACFhzZmYaZPyhTlq6TLBlkZkXUYJKeitPvRmH4WLZ0CAVZ4GetDCYexyCV/ySoC9nohjVyo4hrE0O/Y1jMvRVF5BQA67XEINRzzt6uDKF9SiepIAL9ZK2BZ6ooFw9ytDWKFuxpqewJjN4G9uIdzd/4JJF0IIymMjGLMZYqvXoYXCz7v9Mn4MLDdsLWMZP9uoXqjg1hxk/8szgLiWhfOsZAEPwqsQdQWKpmEVimjRpT3swnHqhEQgHMcLa1fAOK+jdkqowTCu41IemaA4MoYkamRPnsGXjKFFIzRdt4HM/n0URyeZOXCc6tQ02VwZt9ZLuL2Z5NpBzHKJsUf2kVw9SGFoAjNXQl3tpR34GxK033ET4zv30vXG29CKJWozaRTFZfbURYyyjeovEo36CQcCuIyB3Y1wZa9tTFW8FAFNQ9g2tmGjBXTQJBTdh2vb2BXbWzZ2HRRd84xSiozrOKjBACrg5MqA8Iiu46KFgpjFEla5ghYKAYJaroAA/ImwN9F26tmsNVD1INFbQzjliziGiVAltJCfZF+SajqNWSghB8KEBzxSZxbLKLqCcE0UfwA9Fl/0e9ETMWqZOarpNE4xiyK7VMbHUPwh9GSS5KYNzB08QnzdelzX4dgj58mcHadpdddznitaLEbxwnni69djZGaZeeopnJpJy223PudzfMmkN4UdGiK9dy/Bji6q6Syl0XG0cAB/LECkr4fqTAZfIo5rVBYRV7taY/bISUqjEzRsXEt8Re8Cwa6m0wRavImuY5qknz6GEILet74BSYLxR36EWarSevvNhFuvTH7NfJbabIbsuSlab9mKHvFqYjOHjxNpjxJobiO9fydafblfUiT0Jp8nBUjNI41Uabyxecl7DTQ1Urw0glUsYlerqKEQtZn0om0kWcafaqCWmSXU0f6cn9trAa5lLmSumvN5ZFVBiyUItLajR6+d0Xs1nFoVI5fFyM7i2pYnCejqRQ1HXrFleOG61GbTVKcm0eOJ5zVjXQ3XtikMnQXhkli/6WUbDpexjGthmbwuYxnPwvy+3Mt+rnAd7EoV7VkGLfDIwGWTllNvg3r2VE64nutdOF78FJKXciD7NYQlYU2rGNIE2ZNDBJobiXS3Y8xOEenvonBpkuLwKLlTF4h0xLHNOcIdLTRtW8/F/9hHqLONWH8b1elxRK1GtLeNypxJ6203M7FzD77Gc2jhOFaxhDFfRA3ojD68A+EK9GgANaDjzptoPoXWG9YTam1Ci4RRfDqlk0Uy304j+yVcwwDZSwGwDBtf2DNneZFQEo5ZjzzSfVjlCqqu4hpeWoCXB+ogXBc96EPCwbY8h7pklpAU1ZtYaxp21UA4Dv5EDMeoovoD9ccN7KKBreSoGBmCMT9aPM7smSmCDSFkBIri0LB+BY6rMr7rQL3NTCbY4MPfnERSDJBlHNNc0KtWp6apzRZQ/Qq+RAJH+EFRiK1etWBSqbS2UB4dRwv4WfOm6zn2jce547d/EUVbSkqEEFQmx5FUDUXTiPT3Ux6f8KpVn5U3+2xIsoIaimKWJyg9fQQt5CPUliTa10ugrQ27XKZ0cQQn5CfY5tXJCscld2aI7PEzRPu66X3bvfWIsCuoTs8QX7WCWjbP+I4nEY5N5xtuBddhfOdurKpJx12vI9B4JVfVqdUojV6kMmcQaGogPuDJCEpjU6h+BT0ex8gVvApfzVlURgAeyVni1qrD19BA9ugx/M1NVCanCHW0YZWHPePeVft5rZLXy0YrM++lAjhGDS0a80oCOrpesKIXvGX6yxNW1zTxJZKvOGGFy2asHJWJURSf7yW1a9mVMoVzp9HjSU/f+hLj3ZaxjBfCMnldxjKugl20qY3WXp7WVQjsUgU14K9rVq9+yEVYFpIkISkKbqmydOoqBK5leMs/rotcJ3tWqQSmjbBAuqDj2xqjYcNaqpkcudMXUBSLysxJ9HgC4Tr0v/s+nHIBIztHfHU/AE0bBxnffQhhZFGDUYQIoIUtZo8OUZvJIDkO2WPnUEIh731UKsiahmHJzI3M0X59G4neFP5kDjWWYmb/CYL3NS2Qn9CaMIXDc1SHyki6wKpagLSEuAohELaDpKo4NcPTs9oeoZFUBde0kBSv5laWXSoFE02VPR2sLOHYDo7jIOZLCCHQo2Fc2/RKCuqfuaxoaBEFbWsZRbHIns+ix8OUJufofcM2jMwEjmlj5uZQg0E6b9+EWaoy/qND1CQbza9jzhfInzpJ6byMHo/jSyRIbFjP5M4nSW7chCRLWLZCcXgIIzuH2u59qcdWDDC9+wmiA10ko3EizQnOP3aYlfdsW3K61DJp7EqFQEsLxtwcdnkCfyqFLxFndv9+Ulu3ooYWxwg5psn80CXyZ84jyRKqXyE20I6saZjz8155gqJQvHCRQHsrdjGPryFFaWySmYNH0SNhOt94B75YdMnxOKaJWShiFCukn9pL45Z1zJ89AxKMP7oL23DovPcO/IkrxhzhOhQvDiHwU5mcYOBd99ZPZUHm0AmiXXGCrR3MHDhObKCbysiFpZeNYy8htJchayp6LIYaClGZmCTS11u/TsxF+bj+xkYKwxeWkNpXA06tWp+s5rAKBZSAN8UPdT+/0WrRPowaRm4OMzuHUyesoY56I9ZP4P3Z5RLl8RGvEa6zZ8kqxPPByM5RvDBEuKsXf9PSafoylvGfgWXyuoyfOuzatYs77rgDeP6u556eHkZGRvjiF7/I+973PgDMaQNJfnlaV6tSQdLURQ02l+FeNmmFQt7k8KqpqxAuwra8iaPwNJvCcbGqZYTjguwFsyMLnLygeHGCWrZEsLWR1KbVOOV5tGiEUEcnF76ZxcjmQTgY2TmmnzxALZvFLJaxihVmT4wTak6iR8Lo0TCpjSt56//1Sxw4c5LfeNcv8NH3/TJC8ZGftTBKJTq3r6dhtYGZzRMbHKA8Okp1Jk3L9s1c+vdddN19C/6GKJWJUfxrqhhjfmq5MopfRQt60VeXiSt4JjaEQNF1zGoRWZW9peD5Eqome1mrhoEQAjUYxMnWUFUJWZaRdRU14GlfnZqB6wpPHyyxYIoTrsC1BKk3NaF1xChevIDmq1IcyyAhKAxfRI/6CDQ30rB5M9V0muKFYZxKlYb+BmRNRVJlHMOiMJEjsbKfcN8AvrqpTgn4sUol9GiEWHcr47ueJtSSIdTeCYAWDhFoasIqVZEkmfXveB2Pf/ZrdF63kmDD1Uv3FUojF0ms3YBwHPKnTmKVqrS87lYv01RRyBw8SGrLFrRIBHO+QO70eYoXx9CjIfSwRrC1mXB3N3rMI5NGLkf+xAkqExPeFLK7AzWaYGLnk9iVCk3bNhHuaH3O87cyPYNjQ+bgCbruvQ3XqKGFw0ztehLbEnTfdyf6VeZCIQTl0UsgqWSOnKHzDdsXbmZKo5NoIRUtEkZSdUrjUzTdsOna5NVeOo29Gv7GFFalgmsY2KUSaiiMXSqhJK+QVzUcAoFXlxv+yeoqXdvGKszXc1fz4DposQS+hkYifYMverncMQyPsObmcIwavniS4E+QsF4+hsrkKFaxQLCt80WZsS5DCEFlfJRaJk1s1Vq08FJJ1DJeOQie//vupw3L5HUZrxkMDQ3x2c9+lp07dzI+Po6mabS0tLB9+3Y+9rGPsWbNmlf8GIxJwyOMvMQWo1rNC+0PLF0GFI7tVWOqKpIk49YMtGgYUa8aFfVAf+HiTT3rIfwC+Ien/zffOPYdxnOTKLJMMpRk7boV/MOXv0BY0TELJYxsnvJkmumnjmOVykw/sR9fMo4WlHDtIuGuVkLtHRRGpylcnKLr3tuvvN/5+SsHqijUsiXkmETX67aQWtWNJHvT0oldTzHxo6foeP3NCAS1mSnabruO7PHjhFpiBFraEHqcOWkvUaUHVa8T16vMVa5tg+stz9vlCpIioYZCXqC64yL5NeoGdCRJwqnV8Ie8zFXpsjHLdbzqWElGUT1NsGU6ICkofh3XEEQ2RQltjJA/ep7owCDRVRqnv/xvBGJ+KnNFcCwkSSXz1FMLhQehrk5mnjlDtLMB4TioAR+NW1ZTy5U49y8/INCYoGHtIHosgpmfR49GkDUVf0PSI1X11AGA2MoBpvfsBdciOriSvts3cfybu7nhQ2/2zgfXpTB0llBnN2ow5BnUDIPoyhULRCfU0eER2P0HcF2FWnYefyJCoDFMuLODUFcXamBxtqcvkaDp5pvJPL0fgSB3ehjHcGnYsIb4qv7nnfjZ1RrTew8j6zq9b3sDqt/H1J59mPl5XKHQ85bXo4UWLxkbcxmscon5SzniK/sI1TWwQghmDh0n3ttAoKWd4qUxgi2NqPUl8meTIeE6SyQ2V8Pf2Ejp0GECba1UJqfQQktNW5IkLURmvdLk9XKlqjmfx5rPXzFaxRPEmle9pJYqxzQw65IAx6ihx5ME2zrRorGf6ATZdWyqU5MYszP4m5oJd/W9qNrhhefbNsXhc7i2TWLdpmvewC9jGf+ZWCavy3hNYMeOHdx///1Uq1VSqRT3338/0WiU4eFhvvrVr3LLLbf8RMhrbaRab2568XhugxaAwDE8QqwGgziG4S2PWxbCtr3w/cs1qopXhiBcgaTAVw59nU/t/F8END93r3k9AdXPaHaMx/bt4dz3f0TfQD9aNIwaCiJ0hdS2rZTHpyhPTBFuj4GkIisasZWrAC/qaXLvMapzeXBtCkPDGNkc1EmNZUFksJ/K2BiRptBCDqckSbS/7npG/2MP03sP03TTZlyzhp2fItLVQvrwEIEcTBw4Q+8bNiJmTKr7QdK0RZ+HXa16/3ZcXMdF8WvIqupFg8ne8M21bZRAEKdWQfH50FyBW29l8hqwPEttIBXHKpUQrkAL+LDKBua8gX/AR+KeJFYu60kRNJ3pJ55GANHOBu93YTkUJ2YJtTehpxLEV65FuFB97CitN3bgWhbZ4TmqE+P4G2L03nsjZsVi7uQQdmEeY76MEgwRSCWID3RhzEwskg5okQj+VAqrWMAxDAbu3MKP/vSfmT5xkZZ1vZTHRpB1nUCzNwWdP3MWWfch1XOiXMtifnikLg0AzS8TbIwQ6esl1N7+vJM813EoT89hVU1Uv0psoINof9fzEtfKzBzjO/ciSS5dd9+K6vdRuHCJymQaIan0vOWuJTdldqVMZXIM1w1g1wyarlu38Fjx0jhaSEfx+9EiUeafOExy7eBzToUu37w9F9RIGISLL5kgf/osyY1rMTIzS7bzN6aoTE4R6e15zn29XDimuVAQ4BmtNPR4nEBbB3ok+pKInmMamLksRnYOp1ZFTyQ8whqJ/sS1oUK4GJkZKlMT6LE4sTUbrlmu8Xywq1UK506hRWJEB1ct61tfNfxsxQ0sk9dlvOowDIP3vve9VKtVtm7dyqOPPkoikVh4fHZ2lnK5vPDvo0eP8nu/93scPHiQYrHI4OAgDz30EO9///uRn+MPZy6X46GHHuIHP/gBoVCI3/7t316yzZe+9CXe//73055o58Ebf4G/e/wLAHzkrl/jhr4b+J1v/C7n08Ns7t7En/3C/0NLrAXhOLzvCx/g7MwQuYpn9OpJ9fDL29/Lgzf9Iq5l8dSF/Tz4pQ8A8On7P8Hnd/9/zJZn2dKxkU+9+Q9pCjcuEFfw4qRcy+aJ808A8M7ND/CH9/8eyBJOycZdZdDzc+vRdZ1cLsc7HniAkydOkC8WUWWZ/rYOPv4nn+Rtb7mf3LFnEELw8MMP85nPfIaTR49R+W9Vetvb+dSHP0rcCiHVW24qZoX/8mef4t+++12ioTC//4k/4MO/9hAAT+7bx2//8f/g2JEjmJZFc2Mja1eu5Et//Ef4WloYe+IYPXdswh8UuB0QW9nJzL+mcWoOsk/2Sgoum5AkyWvGqn9JupaNoquAqFdF1j8HRUH2B7ypY1BDOC62YaP6NRyjhqxrVHJlfK5AD4TQ+1Vy9mkO/eVhOrd0gCRRe+opyjNFws1RGjZvxiwWyR07gaLKFC5MooRChNqruI6LFgnh2jZqMIis6TRs3YIsCyqTkxhzcyQHmnHtZoqjkwx/5zG0cJD4ih7yF2cIpiIL0gGA2MpBpnc/iZnPE2huZsM7b+Po135ErDlMLTNDcuNmJEmilslQy2RIrFtDaWSE8tQcheER9FgEX8SHEvTjb2ykMjZWP67nJq7liWmm9x5AkiQinSkaNm2kOp1mZu9eYqtWecUEz5rm5c4MM3PwOI2bVlOdnkQNBcmdOkvu1DmsmsXAu+5ZQlxd26Z4YQgt1sj4jw7S97a7kOvkTbgumUMniA80EWhpxyqVMfOF55UrCNd5XvLnTVUbsas1JMlLnrDLpSXb+VMpssdOXCn4+DEgXBerWFioYHUNAy0aR4/HCXV2L2QNv1h4xr/6hLVaqU9Y29EisVeF7AkhsOZzlMdHUXSd6OCql1XTauSyFIeHCHV2LdyMLWMZPwksk9dlvOp48sknmZqaAuAP/uAPFhFXgFQqRSqVAuDIkSPcdNNN1Go1br31Vnp6evja177GBz/4Qc6fP8+f/MmfXPM13vve9/Lwww+TSCS45557+PznP8/Y2Ng1t53MT/Kdw9/jxv4b+MHxH/I/v/dHRANRXrfiVrKlLHvP7+NPv/8Z/tfPfxa7XGaiMMUN/TcQC8RIF9I8enIHv/vN/0FPqpsb2jbWZQge/nTH57ht4BYeG3qcJy8+zed2/w2fetv/9MgrLpKqoYZUJFmmtcFzif/LoW8wVphkY8cGrmvexK2rb0CvE79yqURmZoZbN28m2drCyNQ0j+zYwYO/9F6OHj1KStP46899jo/81/8KwLY162gLJTk1MYIRDbH9Aw8SePSLAHz54W9z+823cNNNN7PzR4/xkd/4Te6+94309fXx4IMPMjo6yl23bKclmiBdKrH30CGq+RqSXWPtL95FZeQCdtWPv6mNYGeYtg9oZL6VxpwxcEwDSa5rRosVFJ9aN1gJhGV6ulVfgKvzW4UQKKqCbTrYqowsgxbQFwxdaiiEPyjhmDWkrhmULmhwQiS7o7i2xdjBUVKruqgVa3Ssa0cNhSheGkGPhdETEkq2jNsZHpMAACAASURBVKRqDH9vB8GmRrSQH2FbSGpkoYbW3xDHn0rhWhbV6WlKI6MI06DzdetxhULu3BhW2cAqVyiOjhPubK8XQUTRIiFKI6MEmptpWtVFrCPFqe/uZv0770TWdFzLYu7ocULtnWRPDFGZTBNoTOH3JZBrMeRiHOssGFUX1+xg4rFplEAOJaCjNWj4u4P4Wn0QsJg7ewKrUEAN6iRWDWCXCujRGHo0RqCpycuFnZ4mvsYrPnBth+m9h6jOzNHz5jupTE3hb2pi7shxihdGQNGIdERRg4ulCUIISpeG0aIxpvefonnbenxXNa8VLo6hRfzIqoIeTzB35BSRvs56YcVzTF6FiyQ//1eRvzFFaXSMYHsbtZlZr/rUNBaZthS/DzUYwMzP40smnmdv1zoGr0r1shRgwWgVTxDp6X9Zzn7XMhdirRYIa0u7Jwl4FaeTdqVMeWwEYVuEOrvRovGX/N6EEFQnx6lOTxFbuRotstQAuIxlvJJYJq/LeNUxPT298P/9/Z47/tKlS/T29i78/LbbbmPXrl18/vOfp1arsX79enbv3g3A+vXr+djHPsaf//mf84d/+IfX3P/DDz8MwBe+8AUeeOAB0uk0HR0duNeIJFIkhX/51a/QEG5g48e3kK/kuan/Rv7qlz7Pl5/8J37v27/P0bFj2JUysq7xvz/0ZR45+Sjp+TSqotAQTpIpzvL4qV1c37J+0Wt8/p2fYVvvNv7h6X/iT374GU6kT6NHwgjh4lSri76M/8vdv8H56SGeurifXWceZ9eZxwHo2dHNf1z/CN2NDYTLef7x83/Gw999mJLPRzDZwO49e6gZBjsfeZR333wjn/nsZwG4e/NNfOrX/wd+v0yst43GratRtCt/Am7bfgt/+YHfYvDn7yPV1EihWGTvI4/Q+sBbqdUn3/c98HZu3Hod+rkJeI+fQrpCx/V91CYvEWxOUhybxrF0Qh2d6E0+Gn+xgbF/OgwTURRfENe2EMLLgJUkCbta9RIIXHeRXONyFS4S6H4NYTvYArSA4t0MOGDlKygxG7kvhy1VQW6g6eabyB05hDlv0X/vDUwfOodt2ORHc0QGylSnpvA3xgi2tNO4rZXcyTM4Rg27XKSaK2O2R/A1NoHrXlVf6h1vqLOTYEcHF7/+bwjHxZiZItIcxBfpxyhWqRw9xfjjz9CwboDkqj6ig/3MHT6KcByQZbo3tnLoX/ez0pRQbZvpPfuoZcsY88NoThJlvAfjrN+rC0ZCYHlFGbKXxKCGA9iVKrgCt+pSu1TFtU1c00YJNhBY0wpKBrs0T/CqKbAej3u5sMPDzOzdS7i7h8yxc2iRMD3334Wia8w+cwRJVqjN5lBCUcKtDdckWNXpSYTjUJqcRwsFSNRrYaE+dT18kuTKVgKtXmTV/PAl2m6/qb7BcyxpuuIFl919DSmyR48TXbmC2f0HCLY3Y5dLi64X8KavtczsiyKvV4xWOcx8HoTwkiVSTUT6B5HVl55L6tUBe6Yru1JGjyUItLShR+Ov+nK6YxpUJsawCvME2zrwpZpelq5WOA6F4XO4hkF8/cYlv4NlvHr4GVINLJPXZbz6aGm50iR08eJFVq9eTTQa5Td/8zd55JFHOH369MLjo6OjAKxdu3bhZ+vXrwegWq0yOzu7ZP+XnwMs6Gabm5tJpVKLiPNlpCIpGsKeGSQaiJKv5BlsHgQg7PcctOWat2x5fOYs7/7rn8ewzSX7mS1mlrioN3Wsx7VswpK37FisFKll8/XWKRnXtpFVBZBojDTyzx/4IhOFNAdGD/Pk0JN895l/41J6hN//v/87/+9nPsWOZ47z7gffc82p1vmnnqbQtYKJtBfqfu/PvZ3N77+PSnqOc9/cScu2tYu2v/l1txLuaCFz8ATxRIJCscj06bOYd2b5+7//O3739z7Of/voRxFCIEsSN6/eyDe/92001cXWdcxiBUVTKI6lcZ1niPW1kzlwGK1XIvb6FdSOuhSOZJAlDYTs1ecqClbNRvN573kBklSvDrWQhIMAVJ8KtvewHJbR+8sEVwcIdW7lib/6Hr2STPbwYdxalcT69QQaG8kcO0/3629g5sgpTv7jw6R6E+jJJoTrIKsqDRvXEepoY2r3PsLNUcxCiemnj+Ha1zYRSZKEHo/ia0gRW7kCI5uldGkEwyoRaI4QH+hlfmSa6X1HifS0IQsoXBxBDwfQdImB129m+HuPEQrJ4KhoZgv2iA9L0kCWkHwuSuDaf5Yl2Wu+sitlJGHjmBayrqFHw+BKlI9UkNUYRszEd58fkRBIymUpikxscBAkldzpMwTiIRpv2IKia1iVCsZcDlDQkkk6br+RqV1PEl+zctHrm4V5arNptFgz+acPMPCuexeRn/nhEfRoAHDxJRqopmfr0+uriOSzzVpCAGJJtNyzIWsqWiyKWzNQ/AEkIWGXSvgSDYu28zelKJwbJrZycMk+rjZamfkcTqWMGol6Ws+VbSiBwMsic65lYeY9DatdKaHHEvibWtFjrz5hBY9sVqcnqGVm8Dc2E1q3EfkFPu/nglOrMX/uFGooTHzthtfE+1vGzyaWz7xlvOrYvn37AoH95Cc/SalUIplM8rnPfY7rr79+0bZdXV5b0alTpxZ+duLECQACgcCCvOBqdHZemUJdfl46nSaTyVzzeBTpyhRIqhMqVV48GfKinEJ875l/w7BNuhq6OPwHB7j0mWEGGvu8bfCimzwy6kEWXoqAWp94enWpKhLgGBa17DzldJZKJsu+Y49TKM/TFm7igU3389l3/DG39d8CQNV2ifSv4iv/+nWEENyweTOXDh7k4s5dROratfmZMnIsRUe9ZvTQ8SMABJsb8CejzBwfWvSeNE2jbftmsmcuIiwL8AxS1XSOu95wN8ePH2fq/CW+9FufpLu9kydOHeFfvvB32JUyDVuu81zekkTXG2+lmp5mZt8BL94qmiC2qpnEm2JUW8/iX2t5BQxCBVdFcmRA8WKuXAfHNHEtB6tUppYtg60iHBlJqMgpE9E3Q+oXEugdFmowQOHcKTa+aSP5mSJ2qYivqYVAYyPl9Bx2zSS1rp+2LV20bujAERqnvv4EkweHsCo1APwNSYQexpdIIKsSWtCHVa4ye+xsPUB/MXyJGGZ+vt7slCJ13VZy414bmF2Ywx8UdN2xiVBTgkq2SvboCSb2HKA8XUDOTSMLgTSXgjPdOKMR1GAINeJHDerg2vUz59oQjoNwBK7toPh1tFCoTrIdJNUFVeAWfGS+kWb8r0eojdcWztfZY2dIP32M5MZNhNpbyTz1FKWREaZ2PYFrC3xNTXTcfiNCCIx8Hn/DVUUEpkHp0jDBtm4mdx+i/bbrF2lhheuSeeYU4fYkgZY2JFlm/vwlYgM9z08I66sSsvrCZMrf2OhFgLW3YZUq19S9+pJJzPn5hd+bYxpUZ9IUhs4wd3g/xQtDCNsm1N5Jw9bria9aS7C1HTX44hMCwKt5rmXSzJ87Re7EM5jFefxNzSQ3biXSN4gvkXzViZ0QglomTe7EERzTJLZmPcH2zpdNXM35PLmTRwk0tRDpG3zV398ylkII8Yr991rD8uR1Ga86fD4fX/rSl3jb297Gvn37WLFiBXfccQexWIydO3cu2vahhx7iK1/5CseOHeO2225b0LwC/Pqv//qCFvRqtLa2ct999/H973+fD3zgA/z7v/87e/bsuaZk4AVRf44keVmwTVEvhHs6P80nvvdJJrMTjGbrWlrhTYwcy7ny/PqkyTKdhW0kSSDJEnowjKR47nvXsvji977Cnq8+yeaOjbRHWykYJXad3wPATQNrmTtxjqb65OnU2XP899/5HU6cPU/V8AhLx03r6b1jK7/5oQ/xWx//fb7yla8wPj7OypUrObDvKX79vp/jfRt/58qhuS5mdoZYV2LhmGMr+ilPzPG6X15PW1sHMUsh2JZies4j/s3tzWSOjxLqHkCPJzDz88zu348/HqaaLyHj0njdJgBmj58j3BlEbyqRfF0fqtZI7ugE1tEysh3BLpYRrtcehSTjOBaOXqL5zhWc27+f7q0xMkNTdFy/heyp8zRtHqQ6NUVi4xbyx47SvrYZ13YpDI8S7etj9tg5Umv7KZ4/U9cUQ/v2raQ2FJnYd5zDf/V1mjatoP2m9dilKtFNq6iMDuFWLGRFxsjnOffVf6ft1uuI9lxpbtLjMYzcVRFjQLy/C9syiXa3oceTVKemcErThJrCOFUDHJfqzBw+PQFTccwCBJoCC0an+kkFslJv+3pWyYXrYJerC/W5sqbiVCo4tSqKP1DPDtYRtoUa8oMk4RRspr80Tvi6CBX5PHa1Qu9b70ILezc3WjzO9J6nsGsWeiJB263b6iayWfRoFLl+gyVcl9KFIQLNLWSOnCXS3Uaku23R8eWHLqHHQgjbwt/Q5Jm6RibofeCe57mYvHQEkF6UW9/f2MjcocM03ng98+eGkJSl168ky2jhEPnTp0A4uKaJHouhxRKEunrr0W0vD65tYeZzGNlZ7HIJLRrH39iM3r/yJaUNvNIQQmAV8lTGR5FU7WWbsa7eX3V6kurkONGBlS+psGAZy3ilsExel/GawD333MPhw4f59Kc/zWOPPcbXv/51gsEgra2tfPCDH+TBBx8EYMuWLezbt4+Pf/zjHDhwgMOHD7N69Wo+/OEP8yu/8ivPuf8vf/nLPPTQQ/zwhz/k+9//Ph/96Ef5i7/4C0ZGRl70MQrheq55WFj+fN8tv8yZqTPsOLWD3Wd2857rfx4JePrSQZA8x7xpXpneeXmuAqW+nOu6LmbNwRdQsStVJFlG1jVUn4+3br0fyzE5nT7HofEjqLLCYOMAP/eWu3nbtu1MPnGYd/du4dTqgxwaPsPuQ4f5tXe+h79/+BuMTU54Na3Ar37kIzTFovztN77FiRMn2L9/P4ODg8QDIUrjV3ria7NphOPQdvutC1MoXyxCdKCH7WvW86ODB5kt5nGPCzpaW3jPOx7g3R9+iNljZxj94W5iPU0Y2SK+ZBRJkfELnVrBYWLnPjruvInC8EXiXZ5j25zPU8pdxFFM/Gttgi1BYiv7UUMhJEli+LuPUr44Td9bX0+kLUGXGyJvKPgTcWRNpzKVQbl5M45pkH3miJexGwxRnp1HC2mknzpA9uwInTevQA0lsKtlnJqBnogjaTJtm3voe9MdTOw7xjN/801kGVqEN9lsvf1W5s59HSyDxIpOJp84SPb0MG23bEWPhNDjUYoXr0hRAOKDXYw9tg9fRMfX0IRZNqnMFJEUCUVXkWQXqdSEdTro5boKi2q2QDC5OGZJVlUvLuwyeRUCu1rDMQwUvx9f5EoagxoKYVcq2JUKwraRVAVJVRfOTdmv4Fo2uV1p5HCUtvduRgt7cV5WqUzm6cM4tkBSZFTdpTI5SbCtjVpmDn/qynJ8eWIUSdMxCia1TI7+dywmpMJxmH3mJKkNvfjicSRFoTA8QqAxiXa14esawxvheNeGpL4w+dPqkVnCcdBjMZyagW3UwHEXIqzsYgEUCbtUIbF+LWoo/GPlpbq2fUUSUC6iRWP4U02vOcJ6GXalTGV8BMc0vUau2Es3Y10N4ToUL5zHqVSIr9v4klMWlrGMVwqSeC3Og5exjFcJ1QsV0l+bQtafvSQmsEplZFVd0kcuHBvH9LJcZU2tL+26SIqCJCsUc0X8AR1VU1CCIYzcvKcbrWe6Iks4jsB1IRgL1p9fr8yUQAt5+bGOYeAaFqF7axiZWUzDJXMxS6y7lVhrGMkqU5wuYxYqyDI4loOkavjiEWLtQbRkG6G2ZnyxMJIsM/PMGcpT0yT7U0iSTLCjCzXoBbxXZ3Nc+O5OBn/+Psb3nsCaGiPclqDl1u3UMlPYlTLR/lULLvKJHXuwi3liqwaJr17F1K5dCMchdd02MgeP4po1tJDXHOZPNeFLJNATCYZ3HMKvGDRt3UCwzZM3ZI6eZWL3QaJ9bfTedzvZI89Qrbkcf/w8W+/ZRGliBn/Ca1SS3QrgEF+7jvLIRfzdK3nmHx+mf3MrjmUTW9FPuLuX7DOHcSybphtuwC6XKF4aJrF2IwDGfImjf/sNUFW6tnUQX7+VoX/9AQPvuIvcidO4toUSiJA9c5HGzatJru5n9OFH6H3HWxZMXUIIjv3t12nd1EZpMk+gMYWsuDjVCgIZ42gCkdcRku09R1ao5MpouoKiqSgBH6rfK2RwqpWFJja7UkXWNNRg4DmWaYVXH4y3GqAEggvbOaaJVaqgBQNIqCBB49tbUFscph7fi101Cfd24ZQLNF23mdyJE8i6jlmqERvsJ9TeipGdpTI1TrCjjwvf3kHPm24n0JhcdATZ0+cpjU0QagyQWL8FWVUZ+4/HiQ32Eu3ruuo6cZh4dAcd914hv1a5SOH8WQKNbQTbFk9zr4Xc8RMowSCuYVCZnECPe6sVesy7KdKicaxiieyRo7TecdsL7u9a8AhrDiM3i10qokVi+JIN6LHEa5Kwgve7rk6OYc7nCba242tset7ihxe1T6NG4dxpFH+QSN/Aa/a9L8PD/p27qT5+5hXbf9Mv3Mrq1atfsf2/VCxPXpexjKugt/rAFV5RwFVu88sZk88mrq5leg56R6AGAjj1JXtJUb0GLcvBFw7iVGuoPhW7VsOfjFHLFRCu69XEIpBlQa1ikp/Oowc0AtEgEgLXsrFKJW9/NRfiNfIXJsilK7RtW8v1b3kDql/HMQ0y+59m1YP3A5A9cZbSxDT+ZJzKTBarbFKcOMXoo0/jOi6+eJjkQIpQUsMoO0R6OlH8VxqUAqkE8ZW9nP3qD3Fllf57byW9ex9zRw6jxyNEB+rE1XGYO3oCXAs16KM8NYdwT3mTQEVh7tBBfLEwVsnCMhwinc0kVm9YeJ1SOkegzY8a8ZY1S5MzTD5xCD2VoGFFC+XRERCCxo3ryPzDHiI9b2Jiz2Ga3nEnlx7eRdv2DdjlAuWRi4Q6uvA3ROm5dRMzB48Sa49Rm54Cx8EqlvG3eA1QkqoirtKyShIEGyIMvPMu8seOcPQL38Wng2O5tN52M8WLo2SPn6Jp0yDF8TS5MxfQ/SpWuYwWClIamSB3ZohARMOuOYTbk7imCQLi6zYy89U0FFVcaig+HUX3YrI0vycp0cMqTs3AKpZR/D4QLka+gCRJaJHw8+tBBXW3vnzVOSuwK1XsmokevfJ813JJf20C0T6JGzJJbV4HjglhP1o0SuONN1K8cIHa7Hlc08CqlCmPjxDpW8XYzqdIbVy1hLi6tsPskVM0bR5ECwWRVRWrXKE6m6P99duXHu+zDVuOUy/oeG5iJITALhW9yWqtTHV6mmBbM45pocUTRPtXLJou6vH6VLZau2bj3bXgOh5hNbNzWKUCWiSKL5ki0rdisbTjNQbhOFTTk9Rm0vhSTcR/DDPW1TAL8xSHzhBobSfQ2v4TbftaxsvEa6CjYPfu3fzRH/0Rruvyrne9iw996EOLHv/Wt77Fpz/9aZqbPbnde97zHt71rncB8O1vf5u/+Zu/AeBXf/VXeeCBB573tZbJ6zJ+qiBsgZU1cU0Bjhe1JKkSSkRFCSsv+EdYCSgEV4Qony2jBLwvLcc0Ebb9rNpJUZ+2OgjXW8J1atX6MbgoQR9OzUGSJfzhIPlCGd0VgKfx8yeiGLkCrml5ofuWje5T8Id8VEs15tPzhOIBVN2bVrqmCSho7WV8rU0MvH3Loi9mWdPBdetpBSqh9hby5y7QdI83fapmZqjNpOl+Uw/VyXHsShGjaDB1eAzHsJD2HMe1XbRwAH8yii8RZ+7cKAo2PW+8nlBrI6GuFkpjMzS1dSArHnmb2XfAkwg0JjCzcwinSmWyiuwL0rh1I/PnzmCXihSnyzSsbqUynSPcWUELBxGuoJzO0tCYQguFMItlLnzvRwjVR/+9N1EevUgtnSF13fUofj+JjkZyU1kCDXGm9x3En4whqX6CrUEqY2PoqUbsShnFyGKbDqWqgpwtoyddJFmAa9cjuRaTV7NYQY+EUFQFLRRk60fexYm/+wYn//mHxHvb6bhlIx13387soWNoPoj2DpI7doqx/3gchECLhAg2N6D6ZVzLRI4G0KIRVH+Y+R8auPMKQnWRXJDr03jFpxD0+ShOZ7FNG0WRkDUfrmkjXO8cUYKBF5x2OaaJpKkgvGQBu1zGdQQI8CWiz5q+OThmFXE+SfzubhKr+ph87HGSG7x2LEmW0ZMNII1QnZ7CyKYJtneSHxoBBKmNq5a8fv7sBfwNCZxqkUifF3NXGB4h0tO+hHRf63vVu36WRmU5hrEgBbDm55F1HT0eJ9LXz9zBZ4iuWoORL2Fm80gDi69pSZLwpRqozc4S7ux4zs/OdRzMfBYzN4dVLKCFo+jJBsK9Ay/KQPZqQgiBMZehMjmGFokSW73uP2VJXwhBLT1FeWKMaP8K9PhLy8tdxs8uHMfhE5/4BF/84hdpbm7mne98J3feeScDAwOLtrvvvvv4+Mc/vuhn+Xyev/zLv+Sb3/wmkiTx9re/nTvvvJNYLPacr/favkKXsYwXgFOyqQxXMMaq1EZr2FkLZGlpS6sj+P/Ze+8wS8r7zvdTuU7qczrn7pnuyYFhGDJIGBCSEFhYEpK8XtleB63Trn1XTmvvXVlyeOy1vb727jpdX8u2tNq1VgJZEggxBBEGBgYYmNyTO03nPjlUfN/7x3umZ4YBy7IBIbu/z8PzNNOnTlWfrur61u/9Bs3RcXod3OEE7lACZ9C9ZLp6Hi3X5aifqCmHpYiJGx5WJrUyNZJSIHxPLfkDVirZrHgVqCT+ZkaplCvxOwKIghjLNQkbHlbCxc61EJbVBNZMuIgwQoQRiUxCkSwkIggJ/QhNt7AzBkaXxHZNFvY+i9PWRrKvD7ejA03XlXGnUUfPtGBnW4gbHrHnY7gOdq6V8snjMHkaM5kit+YKDMelY2eNw3/1FTZ9/7uJqjWqswtUpxeZ238M0zQQhs7Zrz2BZlk4aQfLMcgfOkr5zATBcgEz6ZDo6lE3+9ZWYqHjLSxgd2TxlhaRcUToSzI9GXTTwMnlOPOVR1n7vbcRhTFOi4uZSCJjwan7HyXwIrb/6N1ousAvlmjdsnVl2t23dZipF47R5oQI4dJz7TYWXjhE+6ZeNNOkPjVJUFymUQrp2rmZI48cYMstG6idm0fTVcxP/uUXSa0ZQYh4pYkpqNSwMslmQYGJ6TpoGuz8yQ+y8MpJjvzPb5AZ6GLg5h1EpQLLB46q00vESCSmKdA0Qdu2bRz5/MMM3ZQhDkKCgw7edB3N0ZoRTy6x56sHDQA0Em0t1JdKJLJqKVwzdJUvKiVxEBJW6xiOjZlwXqNdSyJ8HyORQIQ+uu0SVWtohoaZSV9CXOMgIK431PGmEtT3CmpDJaJ645JMVG9xCbejHTuXJG40WN5/iMpchdF733uZbEFEEUsHjtF9zSYMy8CwbaSUlE5N0HPTrte8Xi8rT45jpBSgaWry2cxcFVGInc3h5FpJD6+9JEvUyrbgLy+TGuindPz4a+7H7VR5r68mrzKOCUoF/PwyYaWEmc7gtHaQXvP2J6znEZSK1Kcn0EyTzOjGpqzonw4pBNWzpwmrFVq3XoHhJr71Rqt4W+E7qQI9ePAgw8PDK+k+d911F4899thl5PW1sGfPHm666SZyOWUGvOmmm3j66ae5++67X3eb746rdRWruAhSSvxpj/K+IvWxmproCNAsDc3VX3O6qogoeBMNGmcbimNmTLI35Ehty6xMWQGcQRczZxGWAmK/3tQbNusv40hJBWKBphuYiQQgEYEyR8koVmQi8AFtJehcLRVH4JoQh4jIQEYqp1OEEVGtgZNtITZ8Yq+ZGWvoiFgQhQLiCHtziK5ptKxfj53NqMan8XGKR46Q6O1Ft5TpS3Wka7gdbTQW87gdWernJtENHbulldTg8MrPamdSZEcGKJ6do/e6bQjDYWLvCYZvv56u7SN4i0tMfXMfmiYxTI2g7iOCAMM2Kc1W0K2ARk3HdHTMlINoVEgOraUxNY7002Q3bmXui7vpvmKAoFChdceVaHaSM195lMz6dWQ6s5ipJGcfeopGocL6D74LO5OkcPgQumngdnatHGuu3eWVZw+y7Rfv5cT/eYxkTyeaFhM16iT6+qieOUN2y1Ym9jzG1h+6Frenixf/ZjfbbhzATCdJdHdhJNJUz55BRqr+087mCCo17GY17IrDXkos12Xgph30XL2FmadfZOqhb2JYBqmBHkSjRtzwSA30UJ0rU12eJdE7SOv6fmQcIUtt1E/V0V2duBGhaTqGYyOCABGGK0RUQ2I7BpEf4OayTUNfTFRTumUjaSPRCMqqJMJMOBiug6brKgPXMNT+pEZQrmKlkqBJolodM5VE01Q1b9zwEEJiZ1LoloXwBYv3zZF4R+clpNRbXMbtzCHCgJYNm1k8OEm6N0fl+DGMrVsxkxekJYVjp0l0thHVSqQ3qemtt1RACkGi6/LIuovXNKVU2t6gmEcGIeUTx7CyWexsjszo+r/XaHU+Miu7cQOFw0cIKhXsTOZVr+mgdPxk87oXBKUifmGJsFzCTGVw2tpJrxn9riGsAFGjrsxYvk+yfwg71/qGLefHgU/5xBi6bdO6bceqvnUV3zbm5+cvyWzv7u7m4MGDl71u9+7dvPDCC6xdu5Zf+ZVfobe39zW3nZ+fv2zbi/Hdc+WuYhUoQ9XyQ4tExWZTk6Ojv8b09NXQNA2MC9o6KSVxPWZ59xL5R5bI7MzSemsbuqukBbnvyTH3v6bQk/YK0RBRiIxCRBij2/ZK7E4cBJyP+5FxiG4axI0Y/aJYHifpEFVqgI5mQOT5WMkksd/ATCWRcRW/VAZNQwiJaerIWGA6FpabJGw0iFILVJc8is8dY8Md15IaGCA1MEBUr1OfmaFRKhNWxogaDZK9vSS62vCWZgmLsyR6+jCSaaLK5dmYPVdv4eSXH0dzLKaf2s/oNaOlBgAAIABJREFU7VdgmiGLe/cihaClP8fyyXnW3nkztclp/EIJP1+j//oN+JWQxlKB+lyVKIiJw4jYjzFdi7mXJ1k+uYzb2YrQddA1ysdP0L5zJ4ZlceJrT9O6totGvkp5aom+G68iO9RDfXZGTZAdCynUVK588hR2VKFW8bFyOVL9XZTPniPT34Zf8tHtBYxkivzxCTL93diZFJ2ZFIPXbCCOysT5Mn6pQmvfEHY2x/L+fZTGjuJ2dBJWqrhtuaZj32oSHkkchZTHJigeP4XpunTt2oKfzyP8KoEXo0uNxlKJ9EAnRjLD+ENPYiUtamEG+UqIkXCR0Xmpgq7qbl2X2PNA04hqdQBVI7tUxo4Fhq6j6YbSQus6aEqKYNiGIqxRRLjcWNFKGwmXqF4HqWFnMyv6TA0lIdAMAxGEirhepH/VHZ2wECEms3AjK9dEWClhZyyym7Yx//xBEl3tDNx2PdWJCRafe47MunWkBgeRUczywTF6btgGMl6Z0qls1+HXJFUiDJFA+fRJwlIRdA3DcZBA69YrsFv+YRWjbmcny/v3k9uyGTOVpDY5ib310sIN03XRNCgePYwIGpipNE5bB+nhkX9Uc9Z3EiIMqM9MExTzJHr7yXR0v6EZq2GlTPnEGG5PL8m+gVV963cpJG+u5jWfz/PBD35w5f8/+tGP8tGPfvTbeo9bb72Vu+++G9u2+du//Vt++Zd/mc9+9rP/qONZJa+r+K5A7MXkdy9RPVhRdZmOjv5P+COraRqapYGligTKL5WoHavS+YFu3DUJPH8cq1dDFF2UvjUAIYiDCNN10Zt5slIKZBQqkhFFGK6DCFTAv3FR5qxtm9SCCNsPMRwDmpWoCElYqSqdonpD3FwGwzIJSmWlRxWCrnt7iPWY8sQcZ18c4+DuV7jy+25kwzu2YyaTtKxbh+E6+MvLhJUKS+cmMZMOUSOiddcuDMcl9j2WJyeQUqJpWpPA15FhA00KykeP0X9FL6alYedymJkkcaNOy/pNaM4hJnc/S9dVGxm84Rrmnt5HfW6Z7puuwcm1Mbn7EQxdw8qkkEIS1iMS2STVhSJxo0H13CIiiGgd7cDLP4GR6cRwXbzFPHEoSA3203vtFqJ6jcrpU7TtvIryqTFEEFA8foKoUqXvnTfR+dIC88enadu0htLps6Q7XYpn5mjf+S4M02DsCw8zdPuNK5/76M1bmXniGayOdkrHx2kZWYfhOJjJJIm+QYJ8Hsvy0fWIOAzQTZOgWAZg/MvfINXXQ+uWdYTFPKJeJrdhBLeri8UjZ6keO0K1KsGqIGfnad86RHUmj/eShYXE0ARxvYGZSjVNfbF6wBGCsFLFTCZWHoAS2RT1fIVMt1rC1ww1mTdcZYJCSlXsEIRoCQskRH5E5FfQDB0nl7nEWKTbNnGoprxSSOxs+lVGHonQQryTNt5EA3c4gZ8v4Ha0kF4zSn1umcrEOdZ9+E40XSezdi1uZyeFw4dpzM2BkSDZ00lUKdCyXjmQRRxTOTvF8Pe+q3kqN41WxWaMVa2uNMKpFMm+AQzXpX5uAj9f/LbyV61MGoQgqtVxO9tpzC/QunUrUsTNCesyYamI7tjISNC6bedrSC7e/pBxTGNhFm9+Dqejk9zWK9/wSXFjYY7a5ASZUVWssIpVvB7a2tq4//77X/f73d3dlzRWzs/PrxizzqO19YJE6cMf/jC/93u/t7Ltvn37Ltn21QVFr8ZqRcYq3vZonK1z7k8mqR6sqEmr89rSgH8sNF3DSBgIXzD3+RlmP38Kf7FI38c2olkQ1bwVDaKZTKwQVwDRTBfQTasZlWUR+35zMqIhRUzsN0BECCCOVAC9bmiEtRoiihFSkY9ERxuGbROUKqr60zQwnRS01lkcexYZx1gJlx13XMnI2izHH3mRL/3y/8epZ44ghMBMJptTOg23swMr24GfLzP/7F6KR482Y5dsyqdOkj94kPmnnmLppZdYPnwC3bYIPOh+5zvJbd2KZoDwFHGtn5vDX5hHi1PIehpvwqOlbwvhgsby3qN4xaKaAjo2Ti5H1/XXM3D7O2m/ciupnnZ6dg0zfNsV9O4axkomVYJCfgZRrxP7MY2SR2N2gdNfeZyFfS+ip1qJAyXLyB84iAgCOq+/FsNx6N0yzMyRCXLrhzB09ZCQHR2kMj5HFEriUGA6F86NYHmJ9HA/5w5NYWXTLDy/X5F3Q7WaZUZGKc3UIA6oT09RnTzH1O4nQdPo2LkZDZ+4VqFldJTOG24gNTCAYdv07NyI295Kx+Zhls8skp8qkx+bxAo6MIIMUlMNYZppNiPTdOKGR1AqoxkGumVeQtjslJKfBLVG83xSkWsrNidNQ7dszFSquXQvMWwD0zUxLFNNw4tlYj8AKQlrNWQkmg1v+mVaUxHF6IaOZugsfnmOOIipTY+jaSa67XLuyX0M3HYDhnPhXLfSaTqvuw6nrR1/4RzJzhRGIrkSgF+bmsXOponrFUonjrH80vNUx88gpSQ1OEzbzl1ouk6ipw+zqQVXsXDxt7VMrQxZnXiLi7hdnQjPpzh2hPyBl/AW5rAyWVq37SS7fj1Rw/+uI65SSrylBYpHDhA3GmQ3byM1MPyGElcpBJWzp2jMnCO3dfsqcV3FPxnbt29nfHycqakpgiDgwQcf5LbbbrvkNQsLCytfP/7444yOKpPnzTffzJ49eyiVSpRKJfbs2cPNN9/89+5vdfK6irc1Ki+XWH5wEQztEl3qmwHd1onDkPpRD3dgiOjKOu7OGrVn1BTLyiQvmV7J+IJ7XYQhhuMgwkhluBpmMzZLopsWmmFg2DVkLIhqDQzHRDd0DMfBti6a0LakCSo1gnIVQ7exO2wGf2wnS69oxJ5H1PBo297Hzh2b6X/xEFMvn+Dw1/Zy/LGX2HXnFmS9RmZ0FDunbkZLLx8nNdSJXyxSO3cOzdSJPY/UwBCpoSFOfPVZdMtg88fu5uhnH6A2s4hhhHgzBQzRy7m/Pk4wG6HLURxNkj9dppZVS/laNEzthEf92Sn0dAfmmiRGez8yAGzJ4oHjdF+1ERmUqU7Ok9swSMvoBlVV+tJ+7Ik8fi2k79p1+AvLGJpHWNXIn1zk3J5DasqdtEn39xDFR3Hbc3QOdvDCfc/gzU5jJW2klaPjyl4mHnySRqlKx9ZRapMTpPr60AyDxsICuS2b6fMh9MtYIqA0dhLDNhFxhAhDonKV8tl5nJyL6Vpkhzvwyg1kGNB+5ZVYr7OcbbdmcVozXPEjdzH5yJMUpypwVKBrAh1FDMO6j4gUQUPTsLNKjxyWKyvJEOeRbMtQXSxhJZSmVTOM5msuJV+xFzQ/m0TTJKgpL6GmETUaRLUaaBpSgpNrQQpBVG9gJBIXYrMipbvVHZ24FlPcO4FIhditXZx7Yh+5DWtI9XXxamiahl/xwUkT+3XihkZ9dgbheyzuP4qdSRBWyjit7WTWjF76oNesHL4YIo4R0bdHXqUQmCmX2uQEZsZFt03iRkDrtisvMsOB09HO8isHV4x53w0IyyVq0xNouk56ZD1WOvOtN/o2IYKA0skxdNNU0VrfRbrfVbx9YZomn/zkJ/nxH/9x4jjmQx/6EOvXr+eP/uiP2LZtG7fffjuf+9znePzxxzEMg2w2y2//9m8DkMvl+Omf/mnuvfdeQDVpnjdvvR5WSwpW8bZFeV+R5d1L6JaOZr75OiwpBGG1qrSKvkRLxOTea1J6cQk53YnummjG+eOQSmuIxHAThJUqVksLYaWKpqvYIcNxQDcQQUDseTTqAVJKEqkEZsJGhiGYqk3r1fDzVYQIaf9Qlo6r1dPp0v59lM/OEXkR7VdsoW3rRrx8gcKRo1hJg6mxRbr7kshEK8mUSVAs0liq4LRlyW0cxcrlCMsl1ZjTCPAqPpqTYuhdN2JYFnMvHqO0f4Zk3EO0ZBF7vsq2Tblolpp2B5UaaGA3K0bDahURRmi6iWEl0AxA03BGdIrlMQbevQErlaEyMU1Yq9Fzww1ohs6xzz9Abb5A29pW1t7zPqpT01ROncTu6sfNpikeG8PKJAiqPo3FMiKWxJEkaoQEdZ+eK/qIAkltsc7ALbtYePEwtcUC2/7N91GdOIWda8Xt6GL+qafpu+N2olqNhVcOUi5CUpZJ9nUS1nzqs0sENZ/+77kGf2EGEYRYmRaCconUQD/poTWXELCLUTpxGr9Uxkoa2NkcetTBzF9NEnp1pIyxUw4ylohYKL2rZWBlMip9IgiIg+BV8WvQKFSQQLI1gwgDpBAXIpCkJKjWEGGEmVB5sIbjqCpZKYnDZqKAVFIYCei6jpFwmzrsRvNri7BSUUZEwyRuhGhuAJvOkeoboHRmipEP3PGa+aaR7zP+ld20bx8hblSJag1iL8RpbSM/NsHoR+6+RC5zMUQYMvvEk/Tf8a4Ln+HJo9Sn5uh91YTm1ZBCEJZL+IVlgmIe3XGpTc7Rc8vNLL/8EsKL6bn1lstWZOae3ENu22bc9vbXeee3B6JGnfq5SeJGg+TAEHau7U3RnobVitK3dnaRHBha1bf+M8LzjzxF9fGjb9r79/3QLaslBatYxbdC5UBZEVdbv4gwvpmQRLWaIgNSgiUQVY38A3UGf3IHjZMR+UeW0C0NzdSbUyTZzOYM0G1L5bwKAU3iGgcBsR8oPaumk8hlKMznSaRU3mcchcSefwl5lVIifIGVsWFdgflXTqKnoG3zKHozRslpTZE/PEZjYY5kZ4ZkZwtBpUFXl4sGLJ+ZYrISs+amHbT26DQWllbai8xEgur4WeZOLtO9dS1OUmfuqafRq914R3Vkvo0gqSNEHTPlXJYdaaUTePkSwnVUzJgUKmNUF+iuptzysaR6oIptriF/f4OuD3ST6MwRByHTjz+LZjl4+TJWLovbkmT5lVcQXp3s5q3M7nkJN2vTtn0rUoQYjovb1UNUqxGUKtSnpzj8zWOYrkVjqQBxwLknX8Cv1JGx4MR9j+K2ZpD+BC1rB7CaPeyaaZBoS3Piif0Mb+ujcGycVH8Xbds3Uj07jjczjeHatKzbgJlpYeyzXyE9NMTyyy+SGhhUQe2vmt7ZuSylk6exhrtJ9g+y8MU5dMvEMixiD2STtGqmiZVwCMtVgmIZqyWNbltEnoeIo0um+W42RXkuT5xy0S0TUa+Do/TRQbmqJAemrr4XBIq4ct6976uoNiRmylnJshW+T1iNMBybuOEhHXEh71YKhAzQ6hYUNJaWjjNyz7suIa4iDAlKRYJSAW9piZbBNoRXJ9HVQ6K3H+H5zDy1FzPpqBWI1yGvr3nVNSfSr/k9IQgrJfz8MkGxgJFI4LS2k+wfwrBtwnKDsFLDzuWon1sgLJexX5ULeT4y6+1KXi8xY/X0kxnZ8KZNib3FeaoTZ8mMrMNpe400iFWs4rsIq+R1FW87+LMeyw8sqInrW0JcIao30AwdEIBqK5K6wIjSFB4p0/WRXoykztIDi4h6hBABmqGhGTpRPUC3TZVC4NjIKCSoVBGRUPWs2SR6s7s9RiMOQmRsg6ZjWBAHIYZtqSldILDaLdI3SuzOESrTOWb3vIiMYkWMRUx2tJ+wVECKmOLJGdy2HNkNI7Rt387yyy+TsOp4hmTPXz9KW18rwwMX4o3yxycpTuYZuHYDXVddSVgIWfzyLPXxClIG6JYkCho42dQlS7DnoWk6ViqpZA1209luGohIEHsNpcfUJEIGmEmbuATzn5/DHglpu2MDk489S31hitiw6RjtRTcFwmsoXagmSbQl8Ioe1dk86b5WRBSiaRpmKoW/NI+dTbLu+lEKBZ8tP3APZ772BMnOLEtj4wjPx03pxNUiUkBt8hxexWfq2TESrSkMQ9K3NsfSxDK9m3sg8gmWF4mFQddNN5E/8LJyvwuBROlhEz29VMfP0JibJb1mBLutfWVapZs6YaVOZt0G4mpM/WSNOPJWIqzQdQwDgmpA1PAxXRtNB79QVpFXjqNyX1MX/gxruk4il6ZeaJq3dI3YDwhrDcykejiRUiKjaEXLKeO4WRGrjsvOtjSPUSpNdRgoToskjmKk8ACtmVfsY9g2cT0mmkrS9f612Nk0QblE2CSssedhZbKYqTSls0v033IN/vI8yX41udNTJnEgaFk7yNLzz5MeGSE9/NqJA6+GjGO4iKwpwlrGLywRFAoYbgKnrZ1k/+AlWa9wPjJrESuTwc551M/NvCZ5LY4dh00bv+WxvJWQQtCYn8Wbn8Vp73hTzFgr+5KS2sRZ/EKe3JbtKxrlVfzzw7+kdfRV8rqKtxVkJFm8X+W7vRVSAVBtPlIIZWwxTIQfIFEZqFJC/WSd2rEq6e0tOIMJZj93knheRWNF9XqTeKmYLCF8pUE0LNyWy/vonYSKBhJRhO44zRrOBghlqsm9o5XcTW2UThxBt3O0bV5LWK0y99x+uq4YVFFU1SJOeztGooXq7H7qC3kiP6b35mtxO9pJDQyQXSyTMmJq2IS1Oo/9P19icFM/hWNn2fj+G4nKy5RfLJF/ZEmlI9igxTq6DpEXqlzQZh6pIkkXfhe6qdISzpN1LY7QXRfh+8RmgAhjTNcBEWOkbECncUwyN72Ib4YEIiaKBXbCQidEt5PEfkBp7Bid11yN4bqMP/BNiDySve3N8PRTyDgm0TeIXywz9txZtn7gdlo3jzL/whFEJOi+ehuxF9B7w5XU5+cpHDiImcxhWpoifWiYSZu+jUmCao3qQhURg+E6zO07gi4aBHUPK6mvBPybySS5LdvwC3mq42fQZ8+RWTuK7rpUJ06r7NYwprBnjqhSBzPGzqRB0/AKFey0TaIjS9TwlRlLqOm1jGNCL0A3tcsMS3bSJag28KsNDA3iwGvGXBmE5QpmKknseRiui4gjFcGmaUpT25K+6HeloZvmJWkFWqBSDyQoiYuhoxsmIvbRKxl0PWR5/z4Mx8XKtZIaWouVzqDpOgsvHCTV30tQyl9SGerli8SeT/uObcSet5JI0Lpt26WyiNe4s0oRq6KIZkpAUMxjOK6asG69nLBeDLezg+X9L5Po3oLhFKnPzJLdvOkS0uy0tSp98UXZut9JSCkJ8kvUz01hptJkN227rHL6jYQIQ8onx0DTaN3+5hHkVazirYbxqU996lPf6YNYxSrOo/hknsaJ2uuWDbzREFGICHx000C3bKXz1NV0EbSVY2icrJPZkSGKy0TONHoC4mUH4al6SxGGCKkc94ZjYyUTr12WIARREGLbJrplIzyBJjXMnEHvDw7iDGs0FufxFuepz87jLS6S6MjhtKbQdIlfqNL9zneS6OzGzqTJrl9LWK/TmF+kePw0dksKzdRp376F1o1rMRo15XCPYpbGpojSLXRvW0flsQr1QyFoMWgRMozRTRMrnVIGGsvCsC1EFBF7nor10lV6gvB90HVEEGOmEiAlZjKpJsqRagmzUgkQMbql2qqk8AmKPno5R/8t25kZO0quN4VGhJVuIazUcNpbCYoFUn195NavoTB2ChkGCK8GukZmdAPVs2dwu7o5/OghRq7fTLqnnaknXqBj23q6dm5i5qkXSfZ2UDpxWhG8RILu66/CybjoWkiqtwsr10ZldolUe1KZqwwISlXspM70M0eZff4wiJj6YgkvX1ZT02SS9NAQSEn51An8xQXMdJrYiyifGqdxJEYLLCW1sG00XSese5hNt77pulgJBxmFxEFIHMbKyS8EIlBlFRc3YhmWSX25gmFqGLaB4bjNCDbZfDhSDxBRta6Iq66/iri+Cs1tlLzFR7cVoUVIIs9HNks3kpsytG7fQLK3Hzubw3BcNE0j8nxmntpH93XbCUsF0sMjK+d3/tAYbkcrqf4edMtSEhUpKR46BICdzSqdbxxTnZykZWREkbhykbCYV3IITWBlWkgPriXZ04eVzrwq2uty6LZN5cxZkn29BMuLyFhiZTLKyHb+x9Z1/OVldNtWEVvfQYSVMpUzJ4lrVVJrRkj09L2pZDKqVSkeO4ydayUzuv41Ncyr+OeDc2cmCM4uvmnv33LlGjo7O9+09/92sUpeV/G2gT/ns/TVeTRHf83a1jcaUsTEnqeIq+0o6YBpNqOILuxfMzSEL2icKxJp42oZuytJYIyjOQFx3UaLTKxkChmJZjzS5eRbSokudcJ6iKEZ6IZJYtTC3VqmJMchWMRbWlJh9F6D9p27SHR3EVWLmCkX4Xl4y1XCRkRmsFcdm66THujDzmaon5sjrNYRfp1Edw9WKkGqr5ulw6fQRExLVxbcFIv3LeF4GTRLqAivMMZMJJoTIA3dMAgqdexMEt2yFbGSEPueCvI3DDifshAEGJalJnyWRVz3MCyjOcU20HSVaxpUGgghcHMZ/DMhmilJD0lEpLhX1/XXkuzpxVtapjE3q2pv21oIi8uEVY/c1u3EXoPG9DTZDRtZGp9HNw3aBjqYe+EwmcEedCSN+QVqU7M42SRuZxvCrxEUCjgdHWh6TNvOXSR7usG28csVdN3h7/Y8yj3/8ef4wsMP8/P/109juTp+uY5la/iFMuXxGRb2jzHz7AGqM8uEvkSGPjLwCGt1rHQKOd2KEEKR9ua5I4Vo/uJjdMtuklOhCK0UiFgoEmtqhDXV0GZYpmpVqyrCLjUdw1TEM26oaasMAjTdaNa9qlgtO5PidYnrRee7CIILc9kmAQapJDDoVBYnqBZmMGwLu+VCy9XiS0ews2lMK8Zp71xxwUshmN3zAl3XXamm7ahEAjubJdHdTW1igtr0NHYuB7pObWIC3YTq+BmiWlXppTFp37lLEdZvg8xpmqbkEhKiegWnvZOgUCDxqmzJ2PcJSmUS3ZenJ7wViL0G1fEz+EsLJHv7SQ6uuUxL/kbDW1qkfOo46eERkhdNyVfxzxf/0sjr6hrCKt42KD6dV61ZbwVxlUIRV0NHtxzCqjJrXR6WLhFxhCTEOw16n0Ys65RmZkm2Jmm7dYTG3Dy2ncWQ7RSfP4MeJ4jroqkz1GgKFdWScc4g0Mo4rTHGoERvS2ClbFoTOdzetbSODCDCkOX9L+AtzhI3aiT7hjBSaYqHXkbTNPKHTyCjmL53XL1ylOnBftz2Nmaf3YeMA8a/upu2HVuZePoQybY06Z5Wcps3MP/5KWQygWZJiCPiSGCmUuj2hSVV3VIxXpEXYLoOmqYjkGi6jm47qtgA0AyIgxghBAaKSCtJRIwWhhgJpbUNyioizG5JYbgWQeyRbvQRTBTwzAWGtm1bWdJt3bqVwpHD5A+8gmYpY1Kj4DP18NPk1naS7B9AMwz6tg4xe2SCXMYk1ZamevoMsl6hdcsGiqfOENUqaLrEzuU4u7jIn/zGb/Dow99gYTlPJpNh86aN/NCdd7IzPcK2K6/kxz54L+2tLXRddw1+oUx9+TGG3v0OgnKFsFwmKFfwiyWCSoO4VqZeETQsi0RbCsKQoOCjWRDW1MOQZhoYjk1QqWElrZW4Jt0w1PJ+roWo3kCEKtJK0yWPHnyEP9/7V5xePoMfBbSmWhnODvKJd/0s14xcRXOErU4lz1PE1bKaqwSveZKrczc+H9UFv3jff+L+V77Kh3Z9gD/4V/+VoFJVsVwaaLpNItGJlSiwfOAQ00/uo3XDCNmRAQonzrDmfe+kNnWWzNr1K7uonZvHSidxspfHiZnJJG27dlE9fZrF555Ddy2kiNFth9ymbaBB+dQY+j9hNd/p6KB6YgYtTOOds6gdL1N/dhKERDM19KSB1enSKM7RMhxitJhvGZETYUh9dpogv0yip4/MyPo3PbJLSkltagJ/eZHc5m2Yqe/stHkVby3+JYVHrZLXVbwtEFUiGidq6M6bn8eoigNURadm2YS12iWtWSuva+aASpS+E6Hjn7HRNjmsuWM7xbFjuB2tlI4dp/t91xD7HoH06bphhNiLiesxYalKWCkRVoqEXhHTtemKYPZEntzAVrp2bsHPLyEnzrBw4Di54V7qM5MYjomZSJIeHlUB90Gz+EDX6L/tBs49vhcRxwx8z3Urx2smE/TdciMLzzwNSOaf20+mLcPgHdcx+cBj+AcNzLgNkQxWWsEiqVOdK+CmXRK5NHrz5mqmEsok5Dpq4ipizESSOFB6YCudVsamKCaqe2qa19xWM4xmhW5MFPjEoTIXWQm3+bmGYEqik1k67hpm+vG9rLnrVpzWLJquk12/gaUX96GZJrptMnjHTcw8+Rze8jLpNSo2rKOvleKBI+QPHCbZ1Unh7CzdQz2qjSihigG6b76Zbzz4IB/80IfwgoDerk4+fO+9CCl5bu9evvzoI+x8/48zOrCZ3/jZdeiGmpRKqYi6ncti5y4YgCpTM8w/sw87kyS7bg0yjvCXC3hTfjMVQyLCgNhX8VhIqYhmZCBFQ+W1ahrEahJrpVIqZ7Ze59jsSf7d/T9PJGJuGbmZ/tY+FupLvDj+EidnTrJr6AoMxyFqeM12NjAc+5IlcpAq4eA8YZVqOq7kAvYlsgRN01USRqhSCBQpjjHiNjqvW099Zob6uXOI6jKTu08jYo3a9BRuZ/cl+lxVB7vm0uum2azlF5YJCstopkVm/QiN2QU0PKx0C4brEtWVVlczv/3lbOELqkcrlJ/x8WYtdNsA4SOEQxioFRQksBTinRXEXoapE+PYnQ7ZG3MkN6XR7Tfnb40UAm9hjsbcDE5bezNL9c3X24ooUvpWKZuZt995je8q3lr8C+Kuq+R1FW8PVF8pvyVTVxFHiMBHCqVPjWp11Zp10c1FxlGzzlMQh5Ga4hg6mimRS1mGbljH0v4XaRkdoXTsBNmN69BNA2+xhJFIUB0fxy8UCIqq9tJubSU92ovdugURhSy8coCJ+Sod0wt07dyC3dqGNjVOS6dD4cgBDMdBtxMkevovOnABmjIS5UaH0A2dqUefQUYxg++6UIdqWBZoOqXFBtmeNIalMfXwE2iNDJVTJTBjpBeqVAQRY2oxmdYUQRBRnF7CzSRIZFOYjkVYqa0QDDORVEQsUI1Fmq7CSvAKAAAgAElEQVSkHZquoVsWIoqBCMNSBFsEkrjhEQVKF2BnFMkSUYiGBEMDCfW9MZ137mDy4adY8723o5s65ZPHyIyO4C0u4xfySClJ9+aoLRY5+9VHsTNJYs/H9yPqlYjuqzsx9IDG3CIdV+1k+cBR/GIJ3/f50Y9/HC8IuHrHDu7/yz+jb+sODDdBHIU8+6UvYC5o/Ol/+1P+8KG/YaC7m+MvH0CzbP7fB77E137955mensZ1XPo7Ovn+2+7g4z/yg3Rdfx3PPvssv/mbv8kr+/dTKBQZyA3wm/f8GtcNXUUQhfz1vs9z/4GvMl08Ry6R4+qhnfzcO3+a/kyvOp9qTZ21aaLbDs+N7yMSMRu7N/AX//pPCBuecvInLIqlIqEX8dN/+wl2jz3GD179/Xzqnk9iJlyeO/0cH/3THyBlJ3nulx5npjzPbz70uxw6d4S6X6c93c6Gng380Q/8AT/x1z/J82dfAOBLL97Hl168D4CTn3wFYZt85qnPcP/LX+XcL87Q1dXFXXfdxS//xE+RaHhYaYedd97J1Owc//5jP8ILJ47y8oFX2DY8whe++mV++5d+ib/4i7/AtW3+w4/+MB//2L/GaW3n4FKJ//ypT3Ho0CE8z6Mrl2Pz6Chf/OxncTvbAa2Z8vEPvH5DQfGpAuUXihBL0DU0W1dVzwhMzVY1zZckZehIDDBiwnzI4tcW0L6+SPaGHLmb2t4wY6iUkqCwTP3cJEYiRXbTVgw38a03fAMQ1WuUTxzDzrWRGlrzXVPKsIpV/GOxSl5X8R2HjCXlfUV0680krmoqJuNYmZNcpXE1Uxdas6RQsUIijBBRc3KGhpVMIqNAaTjRKb20iF8q0bJ+HY2FwyS721l++WWCYh7NsDAcl2RvL7ktWy6TIfjLi1jZLC+9fJoNbQkVZRR4SreYsilMV+jd0UkcBJcefXPZ+fxNqWXNAEPveSeTDz/FxDeeZug9N6NpGnP7x/DLDda++1pyo8Ms7T9E+cwM4mwbUtTRTKlkApalWpYMnTiUmAjs9jRBI6QwvYSbTWK5FiIWyj2PRlSvISVYicQlx2Snknj5EiBxci3EfgNN19RUz1JVqJquI6KQuNEgCmLsdBKpR4hAEI2lyG1ax8TXn6B1tJPUwCBuVw+J7j7mn3mK5f0v0VgsEtYCdEPHL9Xov+UaqoU9WI6uTEJr1jH3wjF6b8mACPHyVZ585LGVru2f+4HvJ51IIEUMgGFabF43ymx5ir4r18FDSvaw+MJ+Djeq/OEX/yctLS3c+973US8UGV9aYGx+is6rd7F7927uuusuhBBsW7eOWzfdwInxKWari5ipFD/3N/+OBw49RMbNcPf293Fo+jBfO/wQe87s5YGf/CKdSUXaQBIH6nzrTCot2fH5E3z4L3+AXUNXsaNvO9f176LFzYCU/OtdH2b32GN87chD/Or7fwUaMQ/s/xoAd13xPlqynfz4//pZnj+zj2vWXs3Gno0slBd4aXw/lUaZ9255F8vVZU4tnmG0Y4R3rLsRzTSRQvALX/plvvbKgwzmBrjntts4s7jIH//xH/P0o4/z9c98jkxvtpkhC3/2t5/jfTfcTHu6hZdOHGPXtdfSlm3h5quv4oFHH+dXfve/8sEf+7es6xvgh2+4icnJSe68806GBgY4eeAgzx85QlAs4i8tYCQT6MY/LBfWm/ZY/PIcUSlSk25LHY+U6mdACvSE0oarsevFCRmmIrVJdT3KWFJ6ukDtSJXOD/bg9Lx+qsE/BGG1TH1qAgmk16zDyrx2K9ubAT+/ROXMKdLDa3E7u7/1BqtYxT8DrJLXVXzHES4FCF++eZIBKYkDZYiJA7WEHXs+VjrVNBTFzeXe8EKwvGE262ANokYdNFS0VSOm+PwM7pU283v2Yro2cRCQ7OtDhAHZjRuxs69faxeUimT7evGCCCubpnRyDOIAt6uXxswkhhlRncuT7r00RFw2J69cNJnODPay5n23Mv71bzLx9SeQToqlo+Osfcd63JYkumnSde1OwuMZalENacQgLzaimQjfx86kELFDWG1g6hKnI4OIQkI/RkYCM6EIHyJumtmaxxSLpilLRzcNRByj6nBtAq8OUmIIiYxjokajafIyiMNATV91Hd3VqR+v0bquA9OdoDSRp/WKq5qfVZmg7EO5geHYdF57I8QhxaNj5A8cIKx65BspNq9fj4gFE7ufp764TNxokB4Z4vRjj6wc66YrdxJV6xdMVACajpNN07G+f+Uzzq4fZfELXwSgNZniPTe/k523fw9dsUdqaC2GbfP7v//7CCG4dvsVPPJ3f0d5bxn/uA1pg5niLA8cegiA3/nAr/PezbdTKVe49U/uolAvct/hB/mZm38MUBFZQghMx+Ku7e9m3/SLfPHlv+PAzGEOzBwGIG2n+C/f+2nu2HQr1w9fw7qOEU4tneHhw7t5/1X38PCxxwD4yHUfBk0jiNRDzzVrr+aOrXcw2jlCxk0TNRr84LX/isOzY5xaPMMVfVv59L2fRoQRUwsTfO2VBwG4augqsq05NlsWzwMHjx/jaHGeqxLxyjL0x//Nv+HTP/Fx/vC//Rm/9bm/olQu879/5w+55YPvZ832zSwuLvLSSy+xbt06fF9dd+9+97u58brraF3Os/a978EwDCpnTuEtLYD0/t4KVyklxSfzlPYUQL+8Jlq3TKJavWk6U1FuKhrrAinWTLNJas+f+xq4OlExZPYvp8jd2k72hty3rYeNPY/6uUmiWpVk/yB2W8dbpqmVUlKfnsRbXCC7aeubUiW7ilW8XbG6trCK7ziCeR8pJV984UsM/8IIN/3WO96w95ZCNCeBOiJQ4fEyilT+pKYRew2CcpWo2UGvWTZOaw4nm0E3dETgqyV7IKrWiCOfOA/J/n6k1Oi7/XvIbd6M29FB3Kj/vTcQGcdE1QpWSwt333s9HRs7CMt1spu2k+jqwWnvJNOZYeHI+GVuZHVz1y7RLQKk+roYvutWqufmqZ4Z54ofvRsnlyVu1AGoHl+mfqyOZktVZKRphNUaYa2+olOVcYxumDjZDFY6CXGIBljJBBKN6kKBqF5Hol/iBj+f0SmlRESRilRqeER1DxkLrFQKCSuRTOc/AzXRjS8kMuiS5Qfm6b7uaqxMmslvPMHUw08w/egedMfGyiQxUwkKh16hMj5ObssmhKUmW+eOTiOFRDd0cuuHKB49idvZQfu2DbhVf+VYpwtFgnKN+uwCjcVl6nMLhFUP0zXxl/LNn0dSmpzlmsFRPnbreyk36vzQL/4Htl+1kw233sEf/fbvMfPEs5weGwNgx9pRCsdO4ReLCD9EVGqMT55Y2edodhgRxqRTKYZaB9XxLk0iwpjI84mCCImGiCVSaPzaHb/Cc594jP/2fb/Lj177g+QSOapBjd969PeVnljCx679KAB/+/z/4blje1goL7CmfZhdA1ciheDX7vkkVw7u4M+f+As+8N8/xI5fu4p7/8dHKAYVVXTRhG6ZgIaIIuaqCyv//pWDX+XPPvdZ/vrLX175t4mTJ7AyWWSsGrs29PditmTJpi9MF7eu7WNh7/MkdHV+FPPqM/3MZz7Dtm3b+MQnPsF1N97Ipnvezwc+8AE8z8NqyWAmU4ggZPG55wjK5cuvGSFZfnCR4tMFNEd/zQdcTTfOf6EMYZbVbMC7+DXqXJPxhc9A0zR0x0CzdAqPLVN4dOkfbHgRUUhtapzS2GHMZIrctitx2jvfOjNYFFE+cYygXKJ1245V4roK5c2Qb95/bzesktdVvKUYGxvjR37kRxgeHsZxHDo6OrjjB97D1w8+9IbvS8aRWpK37GZGJiqTNJVU5qqiyvCUQmK4Lm5bDivhIMKAqF4nrFQQoZpk6ZaDmU6rJXDp4M2Xya4fWZlGhdUqRjJ1iZnl1QjKJXTXpXzyGOvWd/PcsxMsH59dIYRuVy+aruHmHIL6pTdfhKrRfHWEWFj3OP3Qc+iZHIYO04/swXBcIs+jOjXN/NdOqqX9rLq5Ge75ZdMIv1RWSQLNGlEpBDIMMBy3mSrgYbsWhqEIaq2kgvPVkiwr4fqxp3SwVjpJ7IXEUYyRcDFcuzkFU053w3GRKK2sjGOEHxDVa8RBAxnqLD5+Bn9piaBYIqw1yAz3o+sC6QfEdV9FItXq5A+foHh6knRHhu07uzhz34OM/91DxKUlgvwipdOTTH/9Ua7buomO5hT807/6aZaONVj65hQLXz/BwmNnOPzMWWQNvIIiTZoG9Zl5jFwLv3jvxzj2jUc5+PWH+YNf/CVK1Sq//qf/g/TIEMPDawA4PHeO7huvIb12QE390gnWDF5w4p+pnEN3XOqez2R+CoDell6CRkDkx6pZF2VYOluZYjHIk0vleN+Od/Ord/4CP3XzjwJQ8+tKxqLBB3Z8LxknzfMTL/Lnz3wGgA9deQ+x5xFWKqxL9fGlH/scB//vfTz477/CVUM7eWnyZf73vv+jpuRx83d3/hoJI/rbB1eO+Qs/9r+RUuKVKpz5uwfY89m/4f3XX01Yv9Dg1TK8lrASkOy+EJszcNutdFy1Dd1Ut5TlV44w/o2nuGbDVg4ePEi5XOa5PXsY7u3lgQce4L777lPnj6aRGhwgPTzM8ksvUT55cmU6LqUkv3uJyitldPfvj887b9CSQqxosF9NRLWmdOCybQ0N3dUpPV+i+ET+dfcB55uxZigeOYCUktzWHa9ZHfxmImo0KB4+gG7b5DZvu8xouopV/EvAqmxgFW8Zdu/ezT333IPnefT19fGRj3yEOI555pE9fEV8lfdc8e43aE+qNEDGMbrjIvxATQabMUV+qaJuw5qGkXBVAlEUUyvmcSwHzTDRbQsZ68g4UkHthsl53axhu9RO5+n4V9tW9hhWytgtr69zi32P2tQ4Mo5JDq2hYtZ45umHWHvHdvxSFSebxnBczHQLuf6Y6RePsXmw58JPtCIbuHCTbCyXOPy/HqZj81rW3H41fqHMmS/vZu75gyTbE1ROzEC5FzPtqGx7w0ADzFSSqN4ADaKGh24ZSAkyUpNpIZTe10zYiDBq6lcFyYyjlkm9BsZFLVuq4lMjrNQuEIYwICgEiu/omiKw+IgwVuRVSDB0ZBipKt5IIE7qpG7pwXRMvMVFwtISumlgZFtxOzpB1/DmZtTrYxh6983s/+JTFE4tceVHbiPR1cbMY0+SW7MLqjbVowV++z2/yc/c/wleOXOM9/ynH+f64WvRDYMD5w4x0jbMn37kvxMcad78Y4PI7+PZvU/zyc/8Prs2baa7t4uJZUVostks6f5ePv5938fTz+1l7759XH/zO9jSs5HTJ8f5wI73c8/Wu3nPhtt5+MRj/Mcv/SqPbXqMY/NjFBpFsokW7t35fpyMg4aGZlnqs5OS584+x298/b+wo38ba9uG0dB49MQTALxz5CZ0XUNKScpO8qFrPsRf7/kbnjy1B0M3uHfXBxV5kvBvv/CzhHHEcNsgpmFyeuE0AC1mEhFG9Of6AHj82Df5z/f/Gn3JTn7qvT/D+664k68ffIiPf/4n+GrpPqJGnZPj4+w/cpRzjzxCdtP2S1MGTk+Q7L4gbdFtm/TQ0EpbVLq/C9sMueHWm+lu7WDNyAhmKsHs0hIAbW1tSn8ulEQn2d+P095O8ehRFvbupXXbNvyzUH6xhP4PyH3WTZM48JuaZhvdNJFhiHYRsdNNlUvMZXF4KOOho1N8poDVbZPecukkU5mx8k0zVoKWDVsxE2+NGeti+IU8ldMnSQ0Ok+ju+dYbrOJfDuRq2sAqVvGGw/M8fviHfxjP87juuut45JFHyGTUDeLMb53kVP4Uh84dXnn93zzzWf7sm39OuVHhlo3v5Hc/8jukXZVZeHTmGP/1G3/AwelD/P/svXeYXVd97/1Za7fTzzSNRhqNerXkItuybOMGtrGBS4IB02sg9wZIiEPum/rkwn1zX/IQSAFCICSYToAkBAeDMcUV9y6rWL3PaDSacvpua633j7XnSLKNgbzB8LzM93n0SBrNOdqzz97nfNdvfUs7arNqaBW/e9Xv8MJ1VzA2M8oLPng5Situ/8MfsFQuQoUR7/6X9/H9nbfzxvNewwde+idc8fGXcnRmlHdd+k4ePfwEjx1+nA++6v9w/QXXc+vW7/Gp2/+BPeN7cKXL2oVr+d2r38umkXOQjsPffP+jfPzuT/KCf3wBL3jBC7jxxhtJ45hX/fqv8Q+f/RyO41gSpy3Z7RwfI5mZQscJ+YWL0Ymhr+TRmGngVopMPLqNypIhjFKoyG6/S9Vh9J6H8XJ+RnBijLJtV6O330PS7tCemKF/YQkZTnPwP261W/IFl85UnaDsEO6XiFihTSuLmjWknbCrUzUZScWASWJLju0+P0B3miQdaSdZKXh5H4MgaoX4voMREoPGyxeI6k0MAintNFF6HkKAVlY7iyEzwOVJW5n+1GBNbQWBabuoyQmoaEqLF9I+dgy3VKKwcD7FYTsdLI8MM3rH3cw7YwG5gT4WnH8GO3/4KKO3P0alspp06yKmHpnB8T2EI7hsxcV863f+nU/f9Rnu23Mf39nxXYp+kVVDq3j5hmvROsKIbBqZCkqTQyyeXsfqeSt55KkdTD34AIV8ns1nbuS3X/FGHv7oV1nS6eHv//sf87m7vs3uowfZsXsXw+WFLB5cQr63zMfe/nFuvPuzfOORb/Lt7d+lt9DLS9e9mN974btZ0LMgy2s1mCS2soFEc/a8Dbz8zJfwxJEn2XV8L6lOmV+axyvP/jXefeE7smm1Pc43nXs9n7/nCxhjuGT5RcyvDGYTdcElay/jpsf+g+/u+AFxGjNYHuTV57yC15xzHVppXn/+q3nw4MM8fnQLX7j3i2xYsI7fvPwdfOSVH2TDvLXctP1bfPM738EVkpVrVvP7v/kbVNasZurRR7sT0XimjtM3jFcq/tj7vbBwIQte9EKufelL+e53v8vjtz6F1pqhvgHe9pa38pJrr6V15GBWy2xJsZPL0bdxI52xMSbufZzooUGcwP+pCkuk66I6HUy2bS99Dx1Fp00lpeuStts83cw1CyEFwhVM3jxBfkkep2g/HpNmg3Z2rKUly/Eq1Wc89ucNYwzt0SOEx8aorln3vBrC5jCHX0YI86uUajuHXxhuu+02rrzySgBuvvlmXvayl3X/bf//2YPMSf714X/jf37tDxBCMNwzzEUrNvOtJ75NmIS878U38Lsvfi/bjm7nuo+/ilSnXLb6UgbKA3xnyy20ohb/8NZPcvWqS3nnF9/DbTvv5D1X/BY3XPLfme7UeMHfvphEJdz8W//CuuF1XPZXL+bozChCCC5efiGLehdxzRlXcXRmlD/7j/+NFJJrz7iaVtzmzt13I4TgH1/3MS5fdRkf/eHf83f3/AMAa5YsZd2y5XzrrjtQWvPh376B6y65AqMUfk+BwmCVtJMQ1zvk+oqE0yFCOghH8qWv3M3mc5Yyv1Kgf81ihGsbmBw3xRgY3TrB4s1r7TQ07qDikNbhCdyB+Rx7aAcjl2+kuniB1Y46DtHMDFOPb8XrrWLCJs3b+/CLFZuBiQ1NTzshfuXkVElFYVcfqBOFkwtw87ZpazYdwMkXiOot3JxvJ9pa4+YCtFLErQhjwHUEWhtyvWUbvq80QU/ZPj4IEI5DXGsgXWkzULWxEWWBrUzVcYyOBcUNAcVNkvboKCoKUYmhODyf/rPOtseYKrb8478yfP5y3HwOpzDCE3/9AMPzlqLCEOFKlErJ91u5QNoJ0WmKXy51JSBpJ7TT28xAJhwXjLKNV7HCKINEgpDofBuGm/RsXITrO7QO7mXhFZcSVE+eQ5Ma9n5gG07RwzltC9egkxQVhScJmMFW6yYKnSocz7HiLUM2nbYkKsuNQ8UpSInjCFsokXMxqebln34tT43v4hNv+jjXrn5hN4fXTkcNKuzYVi/HbpVHM3W8UqEr2TCpOqn/zAifiSVyUR13pI5TKFJaPAgqpbp2PdH0NNNbttC7YQNTO/aR6++hb/2an/r+13FM48BB6nv3IYQgasZUlg2BVpQWLz2tFcsYw9gXDtPZ2wBX4+byzynHmUXaamKMwSuWQEBSb+CWS6fpxJNmEyeXe84mL9VRFFYX6f+1Hjqjh0mbTfLDIwTPoxnrVBilqO/dhY4iKmvW4fj/35IR5vD/T9z/vTuZunXrT/7G/ySWvfNFrFu37uf2/D8r5iavc3heMBtZBLB8+fLun2cnlKdCIPj6u/+Z4d5h8n6BL9z7RZ44vAWwE9kojVjSv4Rl85YCsGxgGVuPbuXGOz/DNWdcyRsufiO37byTmx77D3578zv4zrbvkaiEsxduYGXPMpJW2N1fuXbtVXz0ug/ZQYwQXPmtlwPwxk2v4f0v/WNA8M4vv4c7dt/Njfd/ictXXYrIpOLVSoXbv3ML5VKJ6157PT+4/372Jx0WXXMZ4fgoCCgOL8EtlugcP0ZSrzN40eruz3n28ZixsRP0dWLmXbDRZsWemKAzPgpa4eUEuQULyFVLtI8dJanXSRPF+IM7Wf/6aynO7+uew/ruvdR27aVn7QpU1CA8riF1iBsNgj7bLS9cF3OK5k8nCSZNcYIAFdkSBJ2kxHEDt1REdUIQNovUK+RI2yG5vioqTlCdNsaAIwUIgVYaIwRxs41fKpC2Q5JGCzfnAQIVRl2ZgQxcm3ogBWmriZCOJRS+RE25VFYssUH7WhPP1AiPjTPeuo/ykiV0ZjrkB3rpP3sjY9/YRrhjlF5/EO0apA8qTW0+b6ZxNgaSTmRNUWlKV6+rbYGANAIpDNIRuF6AX3LRSULSDlFKk/fmkR4sIXoD1OAx5m088zTiCiBcgVORmI7GeLorWbGM1DBbRxY3O3jZAgAhcXwHhI1tElIgM22x0uA4ArRGK4Pny64c47vbv89jh7aw8/huRnoWcfWqy3ELeXSSkrZb3UmjXSBlk8NGC+m6OIFvz4EAXJlpvX1rYlQajcLtyyLj4pB4Zop4pk1t10HcYhG3VGTyiS10ppoMbFz/U975FtL3KY4son3kCAMXbKK+dx86aRPXmow/9ASVFSvoWbUU6Tp09raJDse4lTwmTUnbbaTvZbFzz6V79ew0WytbzuB56Dg5La5Ozt4Dz0FeZU7Q2lFD9I1RWj9IaemKk6aw5xkq7FDbuQOvVKKy/qy5/NY5zCHDHHmdw/OCoaGT+qx9+/Z1V3DWbX76B9K88jyGe218UW/RTtBaUQuAo9NHATg4eZAb7/7caY8bq48jHJcrVl3CUGWQI7VRHj78GP++5WYAXnfeq3FzntVbZrhwyaaTO+XGMFYbA2D14ErSMAEhWNW/nDt2381obcxGaWUEaOXCRUR7DhK7gp6SlTScOHSQxp6niGZaqHZMffcRhCPxSgFaQevIeHfbfp6bcOd9T3L2y85j9K77KQz0oJMQ0EgXBlYMsPc7d7PkkjNJmzVqh8ZJ2xFrr7sUL3BIGg2MNkxv3Y4KIwY2rieanqCyci3x6G7cQkAatoima7a9Sgg79VMKsp57J1/IkhhiZOBZDazvEdfqCCnwq/bncnM+caNts1t9D6M80jCxZ0JrHN9BpZpOKyZJDLmih+rEpAAmti1Orms1rqm2wfRa4xYKJ4mBNKRTCWmzQzw9Sf+5m0g7ber79lDbM4aUDtH0NOVyL0c+tY9kMsCQ4BcFabON60pUqjFK0ZmsdWtupZSglZUMux5eqUjasT+LW8jj+AFpp2WlBkJasuRIUqVJVYxXydN8rIlTrNCz4mkRZsYQ12aQ1Yh42gbh2+tLoKIEt5BDSEhmm7EAx3ey5i2FTg1uzrrjhZT2WnFtRi6A47tI17ETWOCLD36Nhw8+ytr5q/nwa/8SaSCuN/GKBdxSCdWxhjoZWD2mnTJr3Lxvp7GOLUVASlRUs1M8IcAFYRSy6pJbuJzCYIXoxATeSD9JrU5cqxMen0ArQ1AOOHbHXTZOrqdK0NtL0FvFr1azqf1zQAi8Uon+s8+itmsbKkyQnqFzeB+1HTvwevtg74Lue4PwPITrWENas4Wb//FTWKtpjbKJOlkkXuc08io8Ky9weLbjtKkZOonBOJjJ+RQWDD/L9z0/iGemqe/dRXF4hNz8Bb+Qqe8c5vDLijnyOofnBRdffDHz589nfHycP//zP+eyyy7ral5xYM/43u73es7Jy1I8bdKysNcaTl6w6mK+8j++eDK/VQpONE+gohCpNa/a+Ao+ceen+cQ9n+aJ0ScpByWuXXUVaZQiXafrts4FOTsBy5zKC6oLODx9hN0T+/CKeYSQ7Jk+YP/v6oKMeNpj8vwAnABIuh+oOlaMP34Y6fk4gYfjCxzfxXclKnFwPA/huUjPZWRVkempFm5PhajeoTwyhE46COmCEEhp0EnIzJ5DRLUaAH7Bo3VgP02t0XFM2uogHIlbzNEeO0xnfIbG/mPoY1V0CNKzxCecnMYNbDKCmq3llA4qinjDZ97GAwce4pXn/DofftUHuewjV3E0I/EAgRuwuG+E6zdex9s2vRG/UsSkKWv+n43d7/nQr//fvOrc68j3VUmaLV5/41t5+NBjALzqvFfy4ev+HGE0wnMwqY3Jkr5/2kRLCIGRUN96CL+vn8boCdrHJ6nvHycJ4cRdO8jFA+TqPlKG4OrsPFmtovBc8qUSOk0tocvbtIO03cFog18pQlb9Kl0Pk1W4AtnvAhVbTbAxmmJ/icaxKRzfRXgG1TEc+/xRKhdVCNZExNOTGJXY7OA+CQdyWdJDhAptqUXcaON4Ln6pgIpihDBgBCpMEa7E9SU6SdDK4DgOwsnyc13HygpcKwnBJGDgq//9S1mKRtLdEldxTNJsIn0PBAjpkbbsa5xGCY7vZtKNk/eVTlNkZmAE21yFZ2hPHWPh1edS372D0pJl+D29pz3m0C234/f2opo1EJJ4appo4kQ2vbWJGF65ZAltfx9BTxW3VHxW4mWn05L+jWfh5ieTAPsAACAASURBVAIaBw7S2DVKuK+BkRqDj5PLIYTEzRfQafKcU1h7nmySBp41bSljskg3e51JxyGdzXI+5ZhsFbTVfTu5PBhBZ0+HtJHilp/fj0ljDJ2xo3TGjlJZtRb/F6CxncMcftkxR17n8Lwgl8vx2c9+luuuu44HHniAtWvX8qIXvQghBPd+716W9y37qdIG3nLxm7np0Zu4Z/e9vPJjr2btgjVMNCd5aP/DvHnz67jhqt9B+j6vPfeVfPKuf+L+gw8D8PINL6GYL2S6xrT7sWcQJJF1fLu+wzsufgsf+PYH+dKDX2WyNUUranHH7rsRCN666Q2nTYr9SpGFl5xNc/8e3Lyd7hQXLWTtW69DhTEqsr+SRp20MWU1oGFM0olQ0w1UFLNwsML+7QeYX87TPjZB77J5xO0Eg0PPkirz18xnz227WHTeYoJKkfBEneKSZSSNOq39B+g98wyCvgqdsSOUV6yh/7w8RimO3rgP5aW4JR9XG+JaAxWnOIGNFJrVzRnMKRzAcCrHOHvhBs5ZdBaHpg5z+567+eCtH2ZxaZgrz7gC9bTIoc/e90Wu2/AydBTz5PHtXeIKVp6g4wSVZuYcIdCxIhVttKKrPzXKgBI4ezuM3bsPt5AnKOURIqG6dDHyWBGn1ovfW0R6jt1WT5KMdFidqHAkrhuQNNuoMEJLS6aSZtvm+M5WkQppHzJbWmBMJlUw2dZyjHQc8j0lVLuNW8jZqZzqMHNHhLsnIn+uoTB/AYWFC+Ac2Pv4k0RTTYxRGMALfNsklk25hYCkk+DlfLxSzh6f0qhE4xXzSCtXRaeJLXDI9KunvijCcdBJlG2J21gzx/cRjkRHITrVCMcgA5+k2UG6TjbRPf2t3qSpjZfq/t3Awhn6z16L6rQAg/e0so20E5E0Wix+6YvQccyJRx6hZ8kIhUUjpI0Gcb1OND1DPFOjeegwzUOHswtA4+TzuKUiaScimprGq5St9lZZEi19n+rqVeijfcS5SRAxJklIYkso3XzOGgBLLirskDSb2RT29J/LxmEpZpdE33jy2/zBN/6URb3D3POndwOiKx0QntctKMEYpB+ckhlrFR+trQ2qF/XyfMEoRWPfHlSnTc+Gs5+R9zyHOTwXfpUcTHPkdQ7PG17ykpfwyCOP8Jd/+ZfcfvvtfO1rX6NcLrN6wSp+bf3LiYh+4nOcuWgD//bur/O33/soT45uY+voNvpLA1y0/AKuWPdCnCCHCjuMDC7l4mWb+dG++wB43bmvstFYntPVO4L9sMiVCwjXJQ07vOmC11J1K3zuoS9x1+57cB2HzUvO5z2X/SYXLdsMjuxqdJNmk5mntqOjhLSTZF9ro9ohXrmIX7Zu7NaRCK8wn9Lipc/4ec6ZjJhpthnOwcpXX0Vr3y56z1oCSNrHjmB0i8K8En65gIoSVBgx+fgWUAlJBM27HkVFCdJzcR47hBP4ODkffWwAtCDtWD2l1UVGXZLoFl1LxMXTig9OmYRese4K3nPRO5Cey+a/vJzJ1hT7agd5keE06UVvvoenju/mvsOP8ILlm/nMvV/sfn26M2OzMZuRlRUntsbTcR2IQWQ6T+lI2zGfSkysWfqCNVaioRRODlqPx8iJHqRvUO0WysYnYEeN9s9GKyulUBohM0mKsNmwQtoCBcd3LelNlX14mqIiazpTUYT0A3SSWu1pHCGFgsDrBvQbpRGBiz5eRoxWKJ43SNJqM/bAFkxPiJnoxasWcXJWX6oi2+qkYoXO9K8y8DLCBGmkCKol20FgjNUeO5IkTAkqJXQcYpK4K7OYjcSSgYdqta3kQ6WgjdUOBx4qDElTO72V2eNUHJ1m9NGZ1hmy11JrEvcYfWdspL7nKfJDw8+Yltb3HqC8bMSSzXyeeZs2Mfnoo+g0pbpmDbl5JyUVxhhUp0NcbxBPzxBNThPX6ug44djd9/LaP/0jHth20lzi+z6LR0Z4yZqXcMPF78XNFZmNvFNhZBva2m2E6+EWcrbwo91Bel43aQFmpQKpvTaEYPXCNbxt8xvpq57MpBWu1TUbY01r0vORrveMe1MI6OxrP2/kVUUh9Z07cPIFetaf9VOZ1OYwh19VzJHXOTyvWL9+PZ///OdP+1rzyQYnvjWODByu3/Tq0/7t9665gd+75obu33Uac8bgSv7pN/4RIQUqjk9msUonI2cpTi7Hp17zMXKBh1sokDStZtYgQBjuvOEWjDJorQlnGriBh3QlwvN45aXX8+sX2unprLteZo5+YSQ3XPNu3v/Rt4KRCD8gDqf45F//NR9vfpC41uDw9+7KXP0l/J4KfkHg9fQTzdTwy6XTPpTWnLOSr//9v3PRay6lcegYJDH5wQGmdx/h4D27WHbJchaetYg0NuQH+4mmahTm9TKw6VxUu0nryEFKy1cjHc9OesOYNIqY2DqDVknWKmQJoxCSNLIkO5yudWOyusHtxmRRQhZ37ryLWnuGw5NHmGxNUQpKXLHsBag4OY28vmbjK/n0vZ/lM/d+nsXVYW7d8UPOGzkHieShw4+CEPg5nySMSVJFoejjVcokjaYtUCgEdhvfaJKZDoXBYQY2n9RIH/2Xx1CHc0g/IuirENebiGx7GozdNm+HVj/q0g3KN8YgXc/qR42xx2ywTUzm5OT4pIlNoJPYOvG1Qcdx9hj7WJsCADoM0cDMfW0mtm4nLBzBL/nkh0qY6YHMCGeTDYw2WaqAh+M6dgLd7iA8hzRVuIGLECbTIc++DMKSVGGySWsKCNzAsY1vQtjfIcsvlt0SCACkzJId7Fa+Wyygo4g0SXHyeZvbm6a4Rbu40pHGVJr0n7sGFXbQcUzQ90xtb23PQRZevrn7NScIGDj/fCYffZSZbdvoWb++S3iFELiFAm6hQGHIJgmk7TbHH3iAgfPOz147WDUywqUbz2Viapqb77mbj+/9O/pNlTdf9DqE61qzYLmMMdpOqpOEpN6wC9EgsAuWU6aw0nVJjT2f0nXZuPRcNvSvwi3MZrIaZkmx6+Vx8j/eBCY8STQaPUNi8PNAXJuhsWcn+QXDtvRgTt86h58R1rbxqzN6nSOvc/iFw5/v81wuYgtLUjAGJ8hjsjgghMDNF7qP10mM8Hy0NvYrmZbVLRSsXk4KDHby4ngOUvqZPlFk06IIEDiejyy5JPU6Mpez5hqlkRpMMaR+wlBd3I80kS00aNcQKqG0oIq3ehFOoYjRgrjeJJkapXl4nMknd5O22nilEkFPBb+nwkAhz5E9R8nNH6C+9xDV4SJjD+3gyL1bOOO1V0M8TdJsEtamae6v4wQBgxdvJqlN0zpygPLyNbgFS0KcwIcs/nHK76DDGCcfoDodhOPhBDm8sqFzYgaMIeitZhPPWTItMiJkz+XjR7bw+JEt3Vdg7eAqSn4pq6k9+Xot6R3hhasu5fbdd/OBW/4CZRS/ceGb+fyDX7HPKgRapUhHUixZrWk0U0dKkTWfGZSIZo+A1tFjmAeP2vreKUm4xSNNOzi+m5UquOgoJm40bJtSHCOMwaQKmS90m5tUlCCkncIaY0mtThVOTnZLG0BjMtYoZCZhQMyqEHCCAOl5pFFCZ6ZBcaCK6oSkYYyQ4DX68fo0Q9euo3P0KI2xEBp58ARpJ8bxXLxiwV6baYIx2hLhWOHl/VPkCrNb+Q5xO8b1XHQUzYYjZIH+Akx0MicWIE3BSIwGnTQBUFFizWdSZCkEdkKJ1qTNpl2ECYFJU1v9mGp0eYLi0FJahw/i9/ajwqgbwSakpHN80ra/DfSddldKz6P/vPOYevxxprZsoe/MM5/TES+ExK+UrT4XOHvNGv7pm/+OUYoLzruAR7Y8xu4Te9Cp4vDxg/zN7Z/g4cOPMdOZYVHPMK889xW8/eK34BqBiiJ2jD3F3975SbaObqedtFk1tJrffsE7eeEZV4Dr8i8P/Sv/82t/wHDPQn70R7ejk5jL/uoajs6M8p4XvYstR57kwX0PMb86nz97+Z/y4g1XAxClER/81l/wrcdvRnxI8u73vJs77riDu+66i/e///184AMfeM53q58WxhjC8TFaRw9TWbH6NI3xHOYwhx+POfI6h184vAEfmZPoWCO9Z37wGaPRcYSQVhtnw/xtJan0/NO/L0nwiiXSjMAg7HSqm4FpjJ2wygAVRjiBsAkEGHSi0akmilu4foRwpSVKaWq3m4UA5VLcWKVlxtl/++MUygK/XKIwPELPmiEkiqRRJzw2RtJs2Mge16PvjEV45TIyyJM0msQzdaKZOtHoOPMHyjz+7TsYLBYISkOMPrmP5Vedhxe4iOI8klqNXDmgNQn5nhJJfeYZxPXpkK5NFlDtNsLzTtkyFjb2KoxsCkFP5RRTnDmNmN5w9Xv5vWtu4ERjgnd97j08ePBh/vz7H+ITr/mrbiYpgBSCd1z8Fm7bfRd37vkRi/tGuObsa/nCw1+1/+65VpogNCCQnovr+4SNji1WEAon8CxbdF2C3gKF4Rw61kze3sKIGKO1JecCq9nNBaSdEJXaxi7peYT1iKBkMvNQinQlRmmk52LZoQFp44fsz2mnnMzWkSoyYqitY13bfFIV2Qphz5NE0zaFQbpWM4vRiKMD1LftxIgE5qfomWErjfBsgKuKLDE32hJXlVjiKuzJwyiTSR2k1axijXYYWwkrhLDHacgyaQ0GjZSzkomTtcGWsMvuzz6r8VVRZDW08mQdsApDTCIRlRbBfMHUE1vwyh7NA2MY85SVbWRFFnE7RroOR275fjcVYTavWMw+b73B2J134lV6cTy3S3xtlq60922c0Do62q1rfmLXLt777ndzYnKSx7Y+ge94/LdzX86UafHKG9/ETHuGMxas45KVF3PLtu/xoVv/iq2Ht/K3r/wLto/v4jWffSupSrl0xUX0l/r57vbv846vvIdPvu5veen5v3bqm0i2Q5PvXt9/f/unuGbDizlj4ToeO/Q47/vq7/PAn91HMSjyFzd/iM/d8wV81+f6a6/npptuYuvW/9oMTaM1zf17SFpNetef3W0nm8Mc5vCTMUde5/ALh5CC6oU9TN02CU+TnlmzS4TwfKTjohO7lW8rW0/XhOkksRMmIdBaW3IhTpITt5AnqdsgczefQ0hJ2u7g5FwbfZnPkXZCq0WMFa4x4FoiIFwPIVxwDAOXDjPojbDsyvOZeOhBUnJM7z3Cvu89QFAp0rd6MX2rRuhft4Hmvl2AsC09Y0fRUYRbLOGVK5SXDOFtWM3ZO4/TxDBERFgLWXrZBuLpacb2HUDHIeUlAwhHEtYaOELTPLiP0tKVP5a42pNqM0aF7z0j1Fx6LjJNMVoSzdS7W00Gm0DQ7b03hqTdppS4rBtczYMHH+bg9GFLHoNT3jqkYNOic1k/tI5tx3bwtk1vgPSkk18ICY5jX4pUITAI16XYX0ElirjegMQad4Rw8AeqFIf7mbx1AuIQg8bN+adoNLWtt+1ePxKvVMRtRmjh4OcDwJC0WlmurNWfmiz8/1RSBlYDaZTCK5Xsa9Vqo1SEVy5bKUZWauDmc4SNDn4+sNWj0hJxHYM5PEy8cBzjTpA7yyfd7SJyErJWNNuOJTAaHN/LQvItYbUufXseVZwR+cyoJT0PjEZnMgRrsjKYOD6p9TUG6XhWx6u1jefKzvUsYTVaY5K0O1UXQqBTg3A0LDlB0NuPcA1aGdxiwV4T2XObVNOpTZDrLXcLFKwUI8m+T9tTaQzSk+jwGCo6+X8hxOyaA7Rm8tEnuvKU3YcOsftTn+q+lsvmraBH5PnKXV9ipj1Db6GHr7/1swRewKXLLuS9//YHfHv7rfzh1b/Hlx76KlEasbh3hCV9I4Bgaf8Sto3t4LP3fpGXnPuy7nmzuwruaVPh6zdex4ff8BGmWlNsfP/5NMIm+yb2sX7hev75Abvw+v2r38effeR/YQYNixcvZnJy8sffcz8DVBxR3/UU0vfpXX/2nL51DnP4GTFHXufwS4HS2WWmb588qS0k22ZNE+sCFtLKBDBWtyeePqG1GsWuji/L2uySA6yhRQa+JT+d0NZbGmUnthpEEuMW8nZilcTd6VUaKhxlwHhUN1e602GjNarTZv5FG1mw6SyM0tSPHmdq92H23nIf4XSdFZevwOT66Fu1lOqqIjpNSRp1kkadzrEx6rt3Mj+X8sNbn+DMV2xCOh6D551J0mwxcf9DBCPzyc/vpzN+lNJAic6JBgjJxOM/wMkFXflB0FPBr9rfVdRBiRoC/1m3cGfLCoK+HqJaszuJk64tJJgldXdsv51aY5rJ1hTf3fF9AM5fstG6+nna8wrBx1/zEQ5MHOK8kXNQUdzVxaostN8r5m0eaymfkcIIt5gnqJatjlFKOo0G0ZEWuX0B9YdqyECgmilBxRp40k6ECkOcwMfvqaI6bVSU2Il7zifpRHg5z0oHpES6Jss+tcH9WilUZEmeX8plGmmbNpF2QpxcYI8d6EzO2G3/UuFkc5aBNArx8oElcakC16W1q41fKODmcwxdtZjjXzlBONYGkVhtdbYiyPVXUWGE0VlUFVYSIFwnM04Z/FLBalmFQPoBKrLkWTgCx7elD0alCCGRfmCbpVRqW92qZeumNwYVxbjFk5IaMDbGqxMi8wGOchBLxsgNVeg96wwae3bSe+bGZ7RP1fcdQmnByDWX/6TbGGMMM089RTIzQ+855+BkWmaMIW21mHz8CQY3b8bL7tPrX3wNX/ra16jVa/zWO9/LN75/E//Xt/4X6xeeAcDS/qUUylWMNqxduLb7/4zVxrpxboemD/P5B//5tOMYqx+zchlxSnpAkpxmzDproS1a6C2c3Kpvhi2mWlOEiTXarZm/GjAUCgVWrlz5X0Jek0ad+q6nyA8tIL9w0Zy+dQ7/ZfgVkrzOkdc5/HLAKboU1pZo7Wji5G1ovpnVtxpNGrazgPVn18fqOEG6bpfUzk5euyYurRHSwc3liOt1ZBB0XehCOlm1qItIExAgHYlOdNa97hK3YxwJkTjAzPZpiosWgxTITBMJ1jlfXTxEdfEQy67cROfEJI29uzixd4x933uYoFqib9UIfatGqI4sRjiS5rFJ3AcOMTo2Q2GwytTOMUZvu420GVIYnk9pyTBuqUxn/Ciu75BEihVXXoZ0HZJWuys/aI+fYGbnPlTYpjBQxBSLmHGv2+YkHNk9NyfLCjR+pdT98DTaEp7Z0esTo1t5YnQrgRuwoDyfq9e9iN+9/Lfs957yLqlTuzhYVFrA4v4lJGGCUqq7CJnNU9VhaN3/nQi/XMQYQ9rqIDN5htGGXNHnyNh+2h9vUy5VcYXdejZaWZ2s4+BXy91II6OUnai32ni+B8bKAoyyGbBGA8LgeH4mNWhnryvdPFXhOFb/mcTd2CQhBEFfpUswMYa42QKjcQOPJEwtyYxaCBHjVwvIox7uuSHh1CTu6hOYowFGazQG6TgEVTvZFcIawIzMMkhnt/aVwSsXEI6LCUNkPjMZmSyX1FiDYndBIuziTLguKkxwfKdr5MLobEp76r0icDwPHUXoVorsb5MGdfLzVzO95QmC/v5nrU2t7TlAdeXSn3wTZ9dWz9q11PfsYerRRxk477zudrg1lzmWUMuTE2CVKAIlOXvlGXzj+zexf2I/V660RPng5EFatRkCL+Cpo091/5+h8iALK9bUd/GyzXzmdX9P1E5wXIkWilpSs+d69vUTWfFD/uR16znZIudpU8/+Uj95L08n6bB3Yi/CEXQ6Hfbs2fNTnYPnQmf8GK3DBymvWEXQ2/eTHzCHOczhWTFHXufwS4OeS3tp7WhYU44rcfzAZmvG8TNC1k+HQScxzuyHPZa8OtD9kLSaQpsx6uTz6Cjqkis3l0e6XhZrZEPkdarAWKlB2g5xXR85XzH21EF6ovmEMzUcz8XN5X6sG9kkIfl58zhj80V2Knvk9KlscaiP9vg0S67cxILH9jNe6+AZQ9JKGDjvbIQwhBPHiffutmYioNBX4OAdj7Dsyk345RJ+uURpxBY3dCaOU9+zi/KylQSFhOlDdRsp1GqjlUIgMrImLWkII8Dwpbf808msVQN3/f6tIOwCQmXaVjew2l2jUtv2ZGDP+x9HBgHhdBMVK7xizk5AAxfh5fjy228kaka4uYA0jHEdF4nNe51Nf5Cug8kmmHZz2WH9xSup/UDQbrZII4PrSVQY45WK3YUCxqCS2AYm6BTHc+xUO04JykVrhkKglSKariMd1dWe2oYwjXCzyKpU2XrUVCMdKwUwSqHabYzngSNRndDKBLLrMG7ViGbq+JUSaIXRCTpxMLU809u2U1g4hFh0ArW3F5lz8SuFU9qbMrOV0t1iBrBlBV6vddADJwn6bCqEARVGSM9BekGXqBqdmRKLlawaNwRtkM9yv+g0BeMRLCiSDO3CdQRGCJy8T3j8BJOdJ+hdv65bM5u0O3QmJhl+0cXPceeeDiEElZUrMcZw/P77yS0YQUUp0UyN1pFJOt/8AXHdmsse3baNd7317bTjkFvu/REA541s5FVnvZzPPfAlptrTvO4Lb2fd0Fpu3fFDAF521ktYvHAlb9r8ev5j6y3cu/8BXv+5t7NmaBUnmid49MgTvPnCN/A7l/xmd5ElsAUFs81lYBebOk1wnkZehRC8/sLXcuPdn+PD3/srDv7xYZ7c/iTT09M/9Tl4OozWNA/sI6nX6Fl/Fu4p71VzmMN/Ccxc2sAc5vALgchHBKs7hDsCRM7NjDL6x8gETkInKUh5WluTVho3m0wBGSGwxMfxfevkhizP037YO0FAXG8hHIHM+t6FFHjFko3oqexj0Rln0JnpcOSB/cw/cwFePmZ6y2MUFy3G7+s/jcTGtRnygzYmSDiS6pIhqkuGWHbVJo7cu4VDdz5GcUE/B374EL0Sdjy4k/PWjJAbGqY0MgJAUq+hD0ZWr0iMG7gc2bKHfD7CL5XwKhW8coW006YzNkrfmefYNIOyonZrB43p5s3ObpFrpTCpOsVIZHNWbWVojAhcQNmpJbai1MnlSTudk1FIs4uCNCXfV6EzVSNphbg5S3pUu4OT88n3VQlnGlZjmr0eXtG3rVeGLGfW6lZRoN0OjUckgiKFko+KY7S2BrQ0UbgYm2uapQtYSJycD3FCUg9x8xo3yHI/sxYp4fqY1E7zjbYVvyqKUXHWQOV7SGdWe+rYKX0hsPmisZ3iS89Dp5qkVsPNW8OZL6Wtzq03EGlE9BR4G12aB47S0E0qa8uYA15WOWuPyckXMK0Qndo0AquxTvCLeUA8o0CgqzlgdlrpIF0HHWl0mlrjoe+ikxTpebj5gpVhYHNmpe937x/VSXGKHtVrAo4/nrD4qsuZ3roFjKF3w5l0jh3j2N330HvmevKDg9T3HqS8ZNFpE1mrOQ5JWm2S5im/Wm2SZoek1bYT9cAj31dERXvBtfewX/QJ+grdOLM9Rw6z58hhfNdloKeXl66+lvdd9TvM6xnk39/zL/zNDz7Gwwce4eZt32Wkb4T/cdY7edt5ryNtd1jVs4LPXf9p/vHhG9k+voPtW55ioNSfZT5fYc2dadI9bulli5XZsymdLO/2me8pf/SyP0Qpxc1PfJvv3Pod3vWud+H7Pg888ADus0ynnws6jqntfgrpuvRsOPtZp9tzmMN/BX6FuCvC/CpR9Tn8UsIYQ3RinM7EOMXhpRz/8hTRsTYyJ5+1BvLpSFtNWyN5yqRpZrpGThiCSpm02UK4zikGJ6u/A6zbW2vcnE0j0GlK0myCscYVHSegHOa/YQR/WDJ+/2NE0zX6zlpH+8h+JvdN0bdqMfmKNSQVF40QzBsEY5h85AH6Nm46/YPfGA7e9jAT2/az/o3XUOiv0jl+gjs+fxOPbTnMtReuQ4cRhUUL6V+9AM8JKS9fTX3XdlQMabtDigN+laGzlhDX64TjY6TtNsJ18StVvHIFr1Jh/PPTxJNN/Gr5tPOlk4Sk1cm2TCV+uWTzctMkMxaZLCg/wXEdSzRk1kok7FRbZuUCju/j5PKoOCGcriEdaX95LjpOcAp50sg2mhmtQStLKrRt2xJYvXEaxkhcxGAbjucROWnJqRBdA5PR1mwFAifwrXEvlzvt/DZPzKCSlOqC/u51k7TaGK3xigWSZtNOJxOF43u4eZteoRNLGG281Ozk0xJ7J58DZUjDECGx8pXAR8WKTq1FeX4vKuygEoXQDiw/SK0xQ9/KefStWUKyv0Djvg4aq6kWQhDXbZmC49tjj5oRhcE+hBCk7ZaVo2TJAmm7RdJJcHM2x1THCV6lTNrpkHZiW2MsJTq2ZkCjFEmrhV8po2NrcLREzkElDRa+cxnjjz9C79oVVJYtYvrJx3BLvUxv301lxVK8SpnGrl2IIEfzyATBQD9oiJst0mYn0wb7eMUCXsn+cot53MBHSKzBLI7tcTeaqDjG8V0MkrTVwQkC3KJvTWNRQn7hIoLeKkFvD+P/fILkeIz0Ty5WtVKoTmifx3NJEkXYiJCuJF/ycQOfuGkLKLyiXWR5xZI1HDYa+NWKvRaMIW408MvlzExmiGv1k/9+ClpRCy91KS0vM/SmYWq1GkuWLKFWq/HlL3+ZN7zhDc/5njSLpNmgvuspcvMGKSxaPKdvncPPDffdeifHv73lJ3/jfxKr33UV69at+7k9/8+KuSXgHH6hMFrTOnIQFbaprFxL2mjgrZ0gmaxm257P/WavU+tqfrqkQGuNcEQWSG+6iQNgY4Ps0wpsdJNP2m7jlUvoOM6yQxOSehs3V8IbSWjPbCU3chYjV19C49Aox+57lOK8PEuvuZhjD+1gYvsUQ+euQoyN0Tx0kKCvHydfOI1Y6TRl5zfvIq43OfsdL8cr5Kjv3sfMzl2c89JLuOmWT3Dmb7yC7Td+g97lgziqwYH7D2HuOcDi8xagUgejFaWBIjtv28bw5jPQE8cBmHfBRQBdM1jr0EHkYAzH8zYaynEz85mVCkjXRSnrbE/bbau7NODkA9IwQWAyA5dEenYCNb1ChQAAIABJREFUii2TRToSFassNzWF2MYo+aUCcbODdEQ2BbR5rCa1QflCgo5TVKpJwxjHEXjFHH65gFfSJLUIrWIweVDaPr/SqNBOy6TnYoRDu97BaSfk8nYCeSpylSL1Y9PE9RZ+pWhfX9clqjVIO9aEJ12J6zpW/pCRGCEFKoxxC4HNVAWkkbjFAkmrg45TvEoBJ/AxiZWyoDRB3iNpNi0RF2ASBRMVRl68lHlnrUU4DmpRh7i5k2hrARMZlLG6VSEFOouzsmUF2Imy1ifNXFlTlOM5gMDJ5W3mcJKgE6srtgs8m3ts606z1A2s4QvHRTVjRCHCW3+C5omAaKZB3Ghx/KFHQKVM791L0g5JntiBcCU4Aa5nia9fypMbGLAkNR/YwoB2m6TZJGk0SZotOkcnENKer1lTlE5SdGpQYYp0faRjcPM+A+duJA0bmFSR1Fv0bThpxMovLxCPRuAbVJyQtsMsJs1GbzVrHYw25MsBru/g5vPE9RbSEfiVkm0oy1JGhLCvvSXPgU1vcJ0umZ/VxOo0fUbD1pbDT/KHX/9j/tuLX0bfrn6+8Y1vUKvVWLlyJdddd91zvifNIpwYp3nwAOXlKwn6+n+qx8xhDnP46TBHXufwC4OKY5oH9+AEOcrL19A+eohocpK+C9ZRHIKJb4wjhXVZ/zjoOOrq8077ujbgWBVlVzqgVDfBQDgu0g9I6g28SoBJbZi7Tuw2o1sqktYiEj3NvBcvQbo9nHjkYapr1lBevBCv6DO9bRvH7nqQgXPOYMEFGzh816MkrZCFF6wlmpnCJAnto4fJzV+AilO2f/X7+JUCZ77lpQBMPPgIabPFghdeCiqlWi0yeug4+YEedHOa6qaNbNx4ATOHjpFOHGBy1xEKvTlkPsfg6gGO3Xs/uWqBvrM2drWgTjCP3ICtwqyuTDiwYycq0ei27aufTRSwQf528SAzGYVTsFu7OmmD6+C4EqSTOfAjnFyAjhMbweR72RRJ2fpOZVuprAHHalDNbNSSto5/6WWNSaVid8IdNzuoVEFsoBDi6irakxidYoRkVrfq5mwEmtSaQsFm7iqlqY9PU+gt42ah97O/a6WIZhpdLS9C4PouTs4jDROkxOpks/Yt4Xm4UnarYYUQCM8jnK7j5nPkBk4a24TnIT0XFYZAYvWoqU0sUEbh1EtUFi/MiFFCfc9T9F06jLiwwvjXj5IcS3AKrq2cNaBjhRPY18QYkxmIsms+2xiTriSJFB7g5HKk7TY6Ubj5k9e+cD3STmgXDq5L0myhYyuWVdUpGJqiXK6SnBglqBZRnRAvMLh9Q1RWVm2qQj6gdWSUySe2YjTk5/Wh6lO0W3W0UqRhhFvI45aKuIFttXILRYR0iGsNwhMzNvmit4fCgipBbxWvao1vraNHmdm2DSSIbCEknrb4yK/ymbrNNqYJz8HxHYwWdOohSZQSFH2Cgk3RcHN54mYLrTW53iqzkotTK45lYEs6ZuPipOfbBWr2niE9u6PA08jrQGmA3kIPX/zOl4jjmMWLF3PDDTfwJ3/yJ+R/gl7VaE3r0AHimSl6ztjw3JF2c5jDHP5TmCOvc/iFIGk1aB7cR25gPl61h9rO7UjHoffMc5Ceh3cGmNhw4ubjSE/YadDTMBtx9Gy95DZtwLEh79LWZ6rYZrjarehcZt7KkbY7eMUicb2OLZkXkEoKS6ski2oc+eFdLLziIvo3bmTqySeJZmZwczkKQ0P0nX0ux+59hHTXfpZeeT5JO+bQnY8wsKIHv2+QpNmkdfgBpo/UqCyez9IrN5E2Wxy/7yGC/l6GrrgE6TiEE8dZsXYR2x94knV9Lmkk8Uq2Lqs6Msj09GEWnr+OpNNBeoqi8Wken+HY9nHqJxR9q0eoLBrsEnWdKmoHDiL6mujjRTuFFFZ/Z0mSJQ4mVSilcTwPow1Ro24nsL6bRYpFWUyTkyUXZFvprmuntq0WbjHf3eLWStGZqttteWxrmcxqVVVkia9NAVBZAYS2SRG4PFC/lzd/5H0A7PzTx6wO2Xdtd71OiZuhJS35wMoPHIkUiqTeIEbgFfM4voefs/pPIay8wK9UiGqNrsbWKIPM59FxaKUQjrSTecdFh53s57XHm+urnkwcwGR64bS7yHGCHGkYWsOZELh5FxPB5EPbGLpyM819u/B7+skNDGKUQq49RHH+EJ3tGp1CmiZ4haD73GTpFt1r3FgJg0oychxG9hiyia3Rms7ktM30dSTSsXXAxhGgJF6PpOeaKsUVK5naugOBIJycpDxUQuYkwinglQvEtWlaRw+TNJqkTbvQiWaa+KUcuSXD9rx0OhSG5pO2QzpjJxBS4Pf2EPRUKQwN4vf24JWKP3Zr3K9UkX7AzLZt+L0V3GLJasuNoT02wYmtu2geGiNfXY2oBwhPE7ZiolaEG7hUBsugtW2/833SMESFMUFPObvu7WLJOeX8SddFYWP3pGsXHWmng8nqkqXrZlnPpx/r8uoyvvvXtzD/+gXP+T72jPedJKG++ykQkp4N58zpW+fwvOJXSQU6d2fN4XmFMYZoaoLO+CjFkWWgDbWtW8jNH6IwPHLaB1/5nArCFZy4adw2JQWnE9gfN3UFS14hI7izD8sKC6TvdwPUncBHRRE6M3aYRCHdPMFwwPzXL8TJLebojx5m9I77GLxgI/Mu2MzM9m00j49TWrKMoFpm8bWX09h/hKO3309xeD5rXnUF9ae2ceSe7UjfI2o0Gdm8EkekTD32OK2j4/RuWEd52ZLu8aowZMWaYZ64/0ku+aM3cuj7D55MMTA6kz9o3EIe1ZzCCXxEUKC6bABjDLtvvoeo1qR3+ULylRzx5CT5eX2Uzu2h8QNJGkVIIbqB/E4uxx98/Q/518dvAuCa9VfzsV//kNX/Bl523kSWFBDZxiR5+qTMxpCBSRJw3Gxb1qUw0EPr+BQkqU1riGJcR2BbWA1pu5NVxmZu+xRkyWGoOMibz309wrFpD37R1vJKqQBBfqCHuNEmaXdsfaoBN5fDdSRxq4Nqd9CdDq4r0EYSVEt2W7vVxvEc4laEi9XbCpHlCZvZmDDQUWhJuk752F3/wN/96NPPem3dccMtjPSP2Alos521ZmmMdCj1lklm2kSjbY7dcQdeqUgwb0GWf7rLbr0PtvBHCjTuAzUmQbsYkWIiK80gUaTtzKzoO2iluzpcFSc2ckpK+3pI+3NK17Maz3oLKWwkXOWCHqqX9IBJSRpNwvHj6FTjV0uEMx38UoLRhrjWxC1VyfX3U1w0DNrQOHiUtHMEN5+jeeAwwnUIqhWSmWn8/n7mbdpoc5J/JhiElPRvPIeJBx9EJwoVKo5/7Ttopehft5TygjLR4ZT63YLOjI2yK/UXcX0va8qz016dJCSNNl4p39110FnZw6nGTXuP250Du8jNiiWSBMcPbEya0V0yC2T3HVQv6PmZfrq01aS2awdB/zyKI0vm9K1zmMPPEXPkdQ7PG4zWtEcPkbaalJevIZ48QfvY6HN2epc2lHGrLhPfGCdtpMjAagWNtkHzjvfMqSvYhKxZfZuQjiVjWttsVu9Uwitw83nb+KNtfayzoMn816/AydkPweFLzsfL5zn+4GOk7Q6Dm85i/Ed30di/H7eQJzcwj8ryEYqLhph4dCujd9xLadE8hi48kwO33o8buNSPNqguqNA5fgy/pwA6RoUdnJzdgkyaDZYsqvDNr05QXLQQgyGarpPrq3anbCpOiWemKCywjVu9vsdTP9jNhTe8liWXns3xx7Yzs3Mf7U6T5mQTPBfHiXGGq+hjFdyiR9JoYoygXp/kO9u/3z0Lt+24nYkXTrBgcFFWoxlYQi84pUrVPCP1QTgSrVKe3g8UlHNEjdBOtQu+1ZTGabe4wGhjm6A8j3QmJBz6f9l77zi77vLc97v62r3Mnl6lUe9dlm1hY4PpJWBCiA2BXMiBnIRwDumX5BCfAIGTcnOTXDgk9ISQ4IIpwdixjW0sW7KK1ctIGo00fWb3tvrv/rG2RhaWMSUk3Jt5Ph99pBmttfbaa+219rPe93mfZ5IVyeX8wW2/gy/cVmhAaGcmJBakI0Yqge84+M1mqJmstzxdZQlZ1/AFuA0LRZVxq7VQxmA7qKbZskryUTSZwHXCWNaWQZfwPXw3CPe1FWcKEDdi3L71Ta33HTocpOIZFNPErdZDiy0B0fYMtdkSdq2JomjgRFGjAiWWoHjkaMsVwEGJxQg8KI6cp6nakNOJiS7URjashiMjGSqe7GKooU+sLMkhufZFy+bLR08n8Ko1BBLC9vEdGQiQDB+5p0x0tYdtTzHxYGhJpUZDqy6BTHrVchA+TqWIlsjSnJrAqxZozszglGpoyQROtUGsp5P0qmG0WJTiyREaU9NkN6zFmZ8jf/AQ2Q3r0dOpF7nqvw+SFB7nVAx7vkAgZDq2riKwawjXpl6R2P/QXrrcVWRjOYxshMB1W8lhUSQprDbb5SqqqV9lOSW8UIZx+dwt3At0Dc+yQk9dWQk13JbVkhKED1zC85Ba94XACoguj2IM/PBxrdb8HLUL54gPDS/IdhaxiH9PtELu/tNgkbwu4t8FgetQGzuHpGrEh5ZTu3COwHXJrNu0EPv5QjD7I/S+b4Dio3mqz5QREgTCWRhKuRqh52s6EWl5X8ZCHaPnAQJFf75eTZIVhCuD7pJ7cyeuM0l55DTZ9esWlunYuhY1ajLz1AHceh1VheyGDZSOH8PpKpFYOoyia3Rdt5ni8aOUzk9SmzzLijfuJtHTweR3n6R8/hJKOkf7mvX4tRKFw4fQM1mMbBa3UqJn9XL0iMH0xVmSQ72URydC8hqElUdrdgYjmyG1eh2Vk0dQojFyS9s4c+8jSFaVxGAvA7fdgFvM05ydRYkmaFSaiO4izXMCzTaQ1XAA6FunH6bhNMhE08T0GOOlCe4/9W3e2/luZF1D1nVu/MStTJQmeN+N/wd7xw5wbPIE63vW8onX3sVXvnsP/3ToXkzN4H273807b3pXS+/q8s/PfJW/3/sVRvNjJPQ4Owa38tuv/CCdRgZJkrjzS+9h38UDvG3L7cxU59kz9jTveuXreNm2N/HmP3kbAOc+chLfcqjUynzumS/xwKmHmShNYmoGu5dez5+98SOUGmU+cP/vcm5+lJJVRpUVhtuW8l9u+GVu6LkBx/L41sgDfOjbf0Rvqps7t72Vz+/7MjW7zk3Lb+Cjb7iLiKSHw1CShB43kRQZr2EtBDWkzCQfuu23W9U6BzUSBUli7NIZ3vC3b6PULPNXb/1zXrX2Nv7+8D/yJw/9GX2pHr72a59jz8Re3v7HfwjAX/y3D/IX//hl8uUSO9ev56O//gGUukL/qzay5eU3MTk/y6/93DvZf+w4B88f5n++9sO8edPreejEI3x6z2c4N38eTdHY2LOB33n5b7FMMxGBwkPH/pW/eepTXMiPESDozGa5ccsW/q+PfJTo0HI+9LGPcu999zEzPU3UMBnq6+fX7riT1966G7tYRzHK4aR/Mo1ilol2ZIj2DXDxgcfp2LmllegF7Vs30pztZW7/s+iZFPHBAeb3HyA20E9y2fA1k9yuuir9gMrYJMVz0xRGZujcOoieyeBWylgzE6jZTg5+/SBTY3kGVnex6rXLKN1r4zVsFPO5EcciDKtQFbTE1ZVf4XktC7fvvydIKHrYYVEjUWRVwV8ILglDHgLPC/WwboCsy+Re0/FDVU6FENQvXsAuzJNevQ41Fn/RdRaxiEX85FA+/OEPf/g/eicW8f9veI0a1dEz6OksejpL+fQJtHic5LKVV0znXwSSIhFdFsNcEsEab+IWbCRZQ1KkhS+ZwHMJHBtJlpmeLRIzdJRWiEDgh7KA0PMy1GIKVyDc0PtU7q5C/xTtN6wl1ttD8dgJ1EgELXHFZirSnsXIpimdPI1q6KTXrCbS3U1jfILG1CRGWxsCieroWfJjFbp3rqNw+ASNSxdJLhmg88adNOZLXHjgaVANcpvW41t16mNjAJjtXUxcygOCoZUDFE6N0rZmGLtcwp6bBUkn0tlJJJfFs23sfAEzrnLxmVGWv243kt+k2dqP9Lp1JAb7SfR14pZmSW9dQvN4AxC4tseH/+UjzNbm+Ln1r2NNx0oOThxmqjLN23f8wkI16zOPf5aqVeXwxFG2D26l2ChxZnaErx37JhOVKbYMbubw+FGeOLuH162+jZQe4+Pf/jM+8dBfAHDr6peio/LwyHd54Nh3eMuWNxFLJrnn4NeYKE1yfOokyUiCG7duYPOObSgTEvcd/BcAPvjqD6IYOu/44ru5/8g3aTpNblt9C/2pPkYLF/iFbT9PxavxzwfvYVPvBrb0biRqRNl/6RD/euZRXrHyVnLxDCP5ER4eeYyqXWOscJHrBrdzZm6EkzNn0FHYMbAVWZYWWsVhiVli78X97Luwn0AI5qtzPHb6cR4feZKD5w+yrXMtUSXGcNtS/uXkg+w5/zQrO1fyoW/+EbIk85lf/CSD2T68nWm+9OV/AODo+XO8dPeNTM3NceT0aZ468iy/8vY3E0lG+eQXvki12eCZ04cZXt7PzbfezJbrBnimcJjf+NvfpuE1uHHldjqSbTx8+nHuP/51br/95WR2xHnNh97CVHmWN7zxDWzbvBmv2WRkYpw7X34b/3DPPXz4Ex9Hl2Vee/1uenI55msV2nu62H3dDjquv57U8BDR7k7MXI5Idw+SJFEdOYOejBHr7blKs6nFoiSWDOCUKpRPnyO5fBinVKJ2YQwjnb7mQ6hbbzD/7EkuPrwHp1zDSJr0vWwnXq2MW6ujZ9qozxYZP3yeUr7BTb98C2tefxOBVcGpzyMKsVAi07rG7XINRICRSlzdBRAC33FCXes1dKaSIuM3mmHIREuKczk9T5IkAstG1nSEK8i9vgOz78VDBALPo3LmJIHjkF69bqGLsohF/Efg0rkx6mdmfmrbz+0Ypr39Z6ersFh5XcRPFXZhnsbUOLH+IXzLonzq+E/UWjP7IyRf5hIt6AQzSWrHagS+R+B4YbhAxEBWFHz/ijWW8NxWJU3Gb3hIcmhrpGY1krvSVOcO4zsW0UwXxWMn6dixlfZtW5jd+wx6OoUajS5sKznYi1ddTnnkAufve5Alb3w52U2bqF0YZW7vXqr5JvFclLV3vJrGpXHMhIEcjTN/9CxyJEb/S7bQtXU1E08e5shn7ic9kKHnxi3Uz41QHT1Hf4fJyWdOcOOrdtJ44HtY+TzVkTOosSgC8Cybicf2Uh+fom1ND5Jukh3IMLXvCL27NpDduPGquEu5lVJWmz6K3BNHLrZzvjnC0anjALxy5a0k9Dh/t/cLjM5fYP/EUXatuG4hwADgjp1v40Ov+E2+uO8r3PWtj1Gxqnzpjk+zbmgd20dfQqFe5NjEcXqz/Xzpma8AsKF3LQktSrx9KQcmnmWqOsMDxx/irTvfvJB6trF3PV/9o/9FbFWG2qVJnro0ftW53n9hP/svHADg/7n9z7hxeFfoP+s6qBGTgdQwn3rXJ3n05HeZrcyyTNPZf/EglmdzcOoQq3qXtSymQJZkPv8Ln6Iv00NENfnyoa9ydOrElYqhH4QaXNnH94JW5C3UnTpf2PflhX3qTXXzX294D1rU5DW73sCz8yf49GN/y7v/4X0IIfiDV/8ua9rXEPgebqO5sN6XP/1p1g30cK5UZ+ctL+X4uXOcbjps0/UwIAJ43c038ck//EO0iIHXdLn+T+8AYM3yYdq6ogjPp2O+g9nZWf5lai8ffOsH8IIAVVHYvXoty9o6GHrZazBTSfxGE6el4166fDm37biOjTe/hM0vv4X5Y88S7e5F/r5qqSRJRDq7mNl7lNTSLgrPHiDa00u0p2/hMyWrKm0b1xLr72F+/7MoEZNYTxdz+/YRX7KExJIhkCTqk7Pkj56hNj5NatkgQ6+5mcCqU790geZkeJ6tmsvJJw8yP1XjuteuZtmNa0ivWk755AkC16X7DRsofbdKdX8FOSIvuIEYz4kHvozADwf0XqgCLElyywIvTOuTNS0c1DLMsPMiIGh6pG5sI7bmxaunXqNO5cxJ9HSW2OCSRX3rIhbx74xF8rqInwqECGhMjuNWyySWLqc5OYlbq7SiEaMvvoEXQOC6NKenyG3bAZKEtryMdcFC9jI4M+DOOKGFkFAQvoTfdAkcH+FLKAkFrUMisS6H2WeidxvY+QL+lIWsaeS2b2b8O49g5QuYbVlSy5cx98xBunZff/WXou+S27KBiUf3cfafv8WyN78KLdPO3GNHyC1NoydiFA4fxa1U6X7pbrR4jOZsnqknD1A6fZ6uG7bSf+N6omkoj9cZuecxujf20LZpK6vUOA9+4/NUTp8g0ZuhdPIYicEhnHKJ+sQkbsMivXIZndvX4hTnkDXoXNvDyGOjLO/pXUi+ugxrdhbh+UgydLxpGGuf4B8/HhLMjng72/u3oKoqw7klnJsf5cvf+we2da8LCWZLQLWifRgCQdK4UoUebluC13RJGAkK9SI1p0HZr9F0Q8L28OnHnnfupirTeFaoXwS46Zbd9N9+HbN7D2Fkks+Z6g9J+uilK1nyO1bsBD+soOmyiVWs8vD5x3j/vb95zQnbklMO7dJa5y0Xa2Mg14cQgpQZ6jTrTqOVwBVqX8MWuQDPWWg896Z7eOwD30bWDbx6A9/1UWMRtEioh3zfLf+Fz3/vCzi+Q1ssy53X34EmmzQrBWoTV6ogSxJRUAw6rCsRo2f2PsXaTHphePD6zZsXLMGSw0sZnwnXf/rIszx95Nmr3t/JPU8zt/ZxPvEbH+Qvv/xFfuOP7wJA13XuvPNO/vQ3f4u3deQ4euki995zD+965hn4KHR1dvInv/2bvOO/ffB5xwzALpbxmhbpNWsJHJvahVHyh/aHw4m59gWSZmYz9L7sJkqnRigcO0165TDW7CzV0THq83VEIGhbt4Lem3fgVcvUJ84DEiIAyzVR/DKl6SLZ/jau/9U3oScSzO/fz8yT3yPW10dm3fpwuOsVJnhQ3l/Asyy0ZOSa3ZrLaWuS8v3q6ytQDAO3Xg8ruS1faOH7IMlIQsVYAZmXZl+UiNqFearnzxIfXIrZ3vEDl13EIv79IAj+E4leF8nrIv7NEXhuqG+VFeL9S6iOnEGJRMis2/QDv1x+GDQmxjHa2rCL89jzM5jtXSRvW/acGFiBV/b4+Ds+ye/sfhWRjjTIAYHnEB/uwa3VSK2/MkVcHjkLAaTXr0DRNLLr1zB/6Ai9t95EYngJVj5P8cQpsuvWhNsXAqdSIbVqDcNvfS3n7v42Z758P+W8Rd/1G9EjDs2peZBlOnffgNZqwUc62ljyhpdRPHWOsW8+gpmN0XndZjp3tlMdu0T1/DkO/+199N64CR8Zy5OIpHWql6rY8xdQZAnsCLFsFne6iKplSS5fSWNiDEnTSHTGmTtxgY51Sxb2szJylvql8ZAcaRESPZ1ot1l8/e3fBGC2NseaT+y46vg+OPIINa9BXL3ygKFwOejhyo3RiMbwLfsq4pjWE5iqieVZ/PlbPs7r1r0W3/WIpBNcGj9LJDARPi3XATBiHuXjhzHbIrg1GxFcifL0mhYDXUMLPx+aOMr1g9tCuy1FEM2l+Po3/wUhBFv6NvGZX/rfGIrKzo/fTNWuEgQBdsPFb1laaS2yEvhiQc8qWtZesiqHel3HDY3uXe+KbFIIAtcncOsLA1OB7SDMsP38e3f/nzi+g6Ea5OsFPvatT/AHr/g99IiGMz+/sP8nz42yqu5zYvQKId/yxtfTs2sXihEOCiXac6G9VzxFfXyC3vZ2xqam+LXXv4X3veF2VFMnu2aYOmBmknT09/Orr7uNd/3yLzFx4hSnR8/z7o99hM9+9rO84xd/kb5Gk89++tN86NW3k3dqPHzxPB/60Ie466/+hl/67795zeurfPYCyeFBJFlGMSOkVq3BKZeojZ6nMTVJYslStERo4SbJMpk1K1FjceYPHsazbPRUgljGILF8GWosQvnkUWRNIzE0TG2uxOjjp5gcO8quN2+ka1k36TWrMFIpGhPjBI6FFg8dIhb0qLJEdJfGzNEJDL8TWXoBd5FWZPAP0t5KihImkbkusqaH1de6i6JrJHZGITf/A4mrEILG+EWsuVlSq9aixRMvuOwiFrGIny4Wyesi/k3hNerUxs6hZ9qQNYPSyePE+voxO7t/4tZa4Hk0p6dQ4yaBbZFcue45gxwhJFlCy2iMl6fQ2iWkmE1qxWqqZ0dBkvFq1YVl3WoNK19AVjRivT0AxAf6qJy7QPXCRZJLBmnbvJGp7z6BmWsj2tUZmu0rKophoABtWzYy9fjTJDM6sayBky+RWDYMwqdw8ACZdevRU6nWvskkh3oIrCLNvMXFB5+m67pNaDGdWE8ny5atYvzbR3nj1l00n3AIChmCRgbXUPFkQk9UVUExsrjPSjTaasiJKFq3QsdAN6OPHKB97RDC88gfOozwPYz2dpozUySHewG492v3UqyF1b+XLr8JVdUQgQeSzCOnv4vlWtz/7De4Y9vPf9/Rl/Ac78qPQsJIJa6Mt4oA2fW5c+fb+LsnP8fvf+1/8PCJR4kaUS6Wxtk/eoCH3vsNImqMQAslCZHOLnI7dlE4eY7y+Bm8VvUsPNkBmzrXsHVwMwfGDvErX/xVbltzKwSC0fwY9733H+lMhNKTM3Nn+eNvfYRTMyNYrcqv54Y+sIF/hVx7rUQq+TmhF57ro2sySsTArTfxGvWFCFqAslXhIw/9L4RP6DUcBNy57a0MigH+/uA/88DR79Cf7uV/3/F/87bPvIvPP/Uldg5s5xXbboHylbfznrv+J9evXstjB0MZxIYNG9ixbRt2oRhaPAF+s4FTaSLVbGQ9yvt+6V387p98lE99615G5idIx1LMexbf27OHBx54gM7BQdrb29l9441kBTR8n0qlAkCuq4tvf/Vu/vR972X90DBdA308e+Y0AG0voFusXD/gAAAgAElEQVQTQUDl3Bj9r7z5qt/rqTSZjZuxZmconzyBnk4T6R+gPj5L/tgIdqlKZs0wRlSncn4UNZujeu5cSG7XrUEy4xy751HO7D+Hqivs+sXdxDI69lwZSZIonTiG12iS27YdxTApnThB/sAB2rZsIfACRr/+CLF1MTrWD5L/Rh6v4iHr8oIDhRDBc4jrD77HXLbNkmQNfAW0Bl3vHELLyUw+fGaBNH8/As+jevY0ge+TWbfxBS36FrGI/zCIRbeBRSzix4JdzNOYvES0dwC3UqE5OUlq5eqFSs1PAq9Rp3p+BMUM3QperOqhq6BGNLREEiOTpRGdfk6sZhifWT57DomwerSQniRJ5DavZ/qJp4n19qDoOrltm5nbtx/9JbtxKxW0ZPh+Jp4+xviTR1j5llsoPHOAypmzRHvaSS0bBsBIZygcPkx8aIhYfz9+s0H1/GmSS5eT25KhPjXL9JMHMJIxVKcd94KFMdtDv+9TO29jRgA5QFIFkiojIUAOQAmQVBWv7BHMyVgjDgKdpDTA5AOnkfQZIt0dxIcGmdv7FFoqi3DDiNVP/fXfAHDdhs189ZNfoPSdMoELKAH/9e4P8tCpR/inA/dyx/ZfWGhnX47VNFJXtIBu08KpN68EQbVM8n//9b/H0twgX95/N4+d/R4g6Mv08c4dd9CzrA9lsIH/tbAaWjxzgWOf/Rp6Mka8twsldn5h+yIQyAL+7uf/is/s/SLfPvEQ3zn+ry23gV0Ens/7b34vE6VJnh7dxxNnn+bd29/J5+tfYrIyhaYp6KaGaFV5hQAEyLK0IK2Q5NDUnwBcx0bVFUBGVqWF916z63xh3z9e9dl6+ZpbqTp1Pvbgn6FICn/6xj9mVc8aPvaWj/CrX/p1fuf+D7FmxRevHD/gEx/7GL/7W79NuVpl96atfPw3/jtjX/s2WjwWtq4Bu+aRGBqiMZonGlvF25aliLw5yRf2fYWnDx7D8R26k13cvvENxJ9WyfuzvGL3bRw8cYjJqQkUWWbdunV84AMfYO3atcyPj9N9zz08deww5b17SCbivPJlt/IXf/XX17xm6pMzqLEoRvr51+tlPaxsxigdP0Fjeh9uMyC7bhnppYMgQXN2Gq+exiqUkGSZWFcn8wcOc+H4NBfO5Fl/6xo6e2PkVi+hOTdN4LqUTp0i0t5GbsvWha5Meu1ayqdPM/fMM1SmquhRlZ6br0dPJjDfG6P0eIHKM2WEG1qkCdywSvsiXZ2we6AgHAhUj/RL2rCYAbOBYrShRqM4xRJGW/aq9bxmg8rpk2ipNMnBJS/qrLCIRSzipw9J/GeKZFjETwVCCJpT4ziVErGeAerjF0Pd3o/gJvBCCDw33Ha5iN+0SSxfjZF+YfNwEQiEH3DfX/8tu69bS9vm7SimSfX8aKhZdJokli5FjcQYf/BhJEWl/1Uvf55WdG7/s0iqQm7TeiCUFzSnZoh05VAMg5kTU5RGJ1h1+0upnjodplcFHk6pRnbTRpKDYaXTazYpHj2CrGlIiiA+sAQ9HX45+nWf4mPzlJ+eI3B8UEBSwReQn6vQ2ZnCtVwUTUE19dCwX9Nak9I+sqYjqRqBY4X+mQ0f4fuocZPMTe00g1PYlQZdOzdSH7+E3tbO6DeeQIubdGwcwCnWcMsO9skElKKoiQiB76Do4TCLlkwgWmQfQI3FCVwXpxrqBgM39GMNApAIwlQuSUZRlfCYT+aJpFIQ+CgDFfrfsZ3a+Awn734YVROoikzvS3eSW7uMkfv+lYjSgXNIQ0hhsheE6VwCwqEmiZZTRKhxlHUV3w8QkoJm6gjHXvCR9d3QeL5Zc1A1BT2iEXg+mhnqWl07ABGgx0wIwsSxwPMRvniOt62E7wWtdQAEnuMjqwqKrocWZiJAUtTQ79V1QwLlSqjLqzx16TF+8X/8PgBn/+k+XEdQyzdo60/RuWs7ZkcOSZbI7z+IM2lQfrqBGckQeA6S0hooimgEvo+kKGHiVyYZDihaHsL1kTS5ZdpvIWct2l+1hPjKUJtaOHWO2tkzBK5H7ytuoXL6BJn1m18w9Wniu08R7cyRWb386mtKCGrjM+SPnaE+MUN6xRCZ5YO45XncagUtncYpl9BiCWJ9/SixOJNP7KcxMcH8dJXOoTbinW0kly+lcmaEzLrVNKYnqV2YILV6JYnBoedfx0Iw8a+PE7hNMmtWkhhacvV9wQ6oHa9SeaqEPRsmgkmSgqxrV0JJAAIWfJIRAi2roy6xkVJVOnZtoXL2HF6jQXbDeorHTyIpCulVKxZWt4sFqudGiA0MEunouuZxW8Qifhaw54HvMvn1wz+17a/99dtYvXr1T237PyoWK6+L+IkQeB61i+cBQbSzl8rZ05jtnUT7Bn4imYAQAfbcLM2ZSfRMG0aui+bk1AJxFYHAmXFwZmzsS02sSxZe0Q2N50XARvsGKt8C9/AsxoCJHFNx3CZmf6ipa87MQUuz9/3EFSC7fjWXHniE5NJB9GSS5LJhrPk8zZkZyrMWdt1j1c/tprD/IPHBPtJrVlE4fBCBzsTDT+Jdv5XsqmHUSIT02rUUDh8Kg7KUMAmpcbrO/Ndn8GoOvucgG8pCEICqKviBQI5GMXQfz7LwLCeMwtU0FDP0sA1ch6BRR1IVAtcDOcD3fWRfUHhoFqFFybyiA2t+BqdcYnLvGZAkIskobs1HuB7R3iTZ7f1Mfe0YsjVAUJYJmgKUloVQ4Ic2Us8JhgCBbzto8ShKq33qNZth9Kzw8NwAq2AhoyDnfIzhIs1mlZN//w2QJPpv3MDY48+iZ1QmvruPwrFTVCbyKP0+gdMDmkDRFXzbA1lCQgojbBUZP2jtiyyHQQeaAkgIJ5QiyJraqsDZgAI4KK12v2bqQKjdVTUJhAJBWPUM/ABZ1fCC8DhLQiJopXoBeI0GkqygqSqSHCY0SVJIZoVwUTQtTGvyfRASPtXwnFyGquDUA4ZetgtZ2JROj9Ampyk8epHGSRNZ1ZGFj1AFEgIR2CgRBcVQCJqhkwatsAZF0RaGywLXxXfCqnowF2Xm72cp9zVJXZcif+IkqeEu7Hwee24Gs73zBYmr7zjUJ6bpum7Lld/ZDsVT58kfGwFZIrd+Bf237loISkA4OJUSTj6PbJjE+vqxKhbPfuobXByZIdOVYt2Nw0i+hxaPUTh8BElRqU1cIrDtMI2t69rxq/ljI5TGZmlf20f94iXM9g602BVfV9mQSW5JEd+UYOahPWCbqHoP3kxA0AzCToAsIUdlzIEIRreJ3qmjpMJAgokHH8FrNon29jDz+PcQ69Zituconx6BVSvCa3RyHGtm6t+se7SIRSzi3w6L5HURPzY8q0ntwlm0ZBqQqJwfIbF0OUYm+6Lr/iC4lTL1iTFkXSe5fDWyYZI/sJ/40BL8hk/tSJXy00WCRqh1EwFImoRkyEiA37QRWoAEuEUXZ84BAnzbwM7I6MMVbDGOpErEB/uvuQ+KYZBZs4L8oWN0vWQXkiSRXLac4tGDKIrM4K6V5A8cIrdlE9GeLnyrCYFPz0t2okaizOw5gFdvkl2zlNroCOnVa/Btl/m9h/AvdWOf9/A9G1mTUXSl1ZoPJ829RhNdV7HqTWKJGF6ziRo18RoWdqWOorvoiQiKYSI0H68e+rfKmoqmKji1OnrMAFuleL8NXRXMlQGBFzD8+pcS7elgds8e1LhJYng5RqYNvf8YRnqejqHNzHx9BPJR/IaLcOUwmchU8ZsWnh0SJSVihtVHIUIXAKEhHA9JgUD4mBt05vKnUHImOArViSJaMoZmyFTPjNA2lGXm1DRt/SmasyWi2RjJ5Z1Uz2ggywSBwHca+JaHkCR0PUy4kgRokSiSquKUKwResKB9VPQwFSyw7IUHkngmEhIZCXzXQ1bC4SwkGUkSCxG8qqHj1G0UVSbwfDzXRzFUIKzAqpEoXqMe6g9kgSSHg1yyIiFEmOQmBKH9lKSS3tKPXji58HkSlosuB0i+hZ7IUXrQYvyRc+H2FIES1VADjcBxW/IQwiq7JIWpUdd8EAzT4oQfIOQA4XkEnsCaqGDdUwMG8GIyQgMrP0d2/eYXvOaqo5eIdnegmAbN+SL5o2con7tIvL+b3pfuINbd0Yr09ahPXKIxNYGeTJFZuxElGqU2dpH5gweZHy8xN11m5x03sXT3ZiRJoj4+Sf7Zo+ipBH69iletEenuxp4vX7PVXxufYWrPIXJreunYsYPG1BTz+/eT27LlKt9lAL9RR05ISPEGueu7npcAdy1Imkasv5fq+Qtk1q5GS8Sx5uYwcjncSgXfsqldPB/6t67b+Dxd/SIW8bOK/0yN9EXyuogfC065SH18jEhnD3YhT2Db4ReZ+cNHKn4/fNuiMXER32oS7R1AS6aRJAm7UCBoCCrf82gcHw0XViRk41qDFS5CCAqVGrlUHFmXQQeQ8ZwGgS1R3y8QopvomiiBJVBewLkrObyEyvkxGpPToBmcue8ROpZn0WhSGx2j++Yb0eLx1vEooaXC/e3csQE1FmF270Fq45fofckOjEwbzUtVGnva8Ot1JI1W/KwAJNRYbOGLVzF0DNunXqxiaCqSIiP8AFmR0WJRPMuhMV9CMw0kKdS/XolvDf/2LAdV15BUFX8iiVU2GXzTSuL93RSOHkH4Lqn1mzHSGXzLQo9raKksWpuCPDBN7y/dSmnfWfyyTuOshV8Ko2FVLRISWC9s3YpAoEQVokMxqvNTmD0y5fkJHEsgyy6JjjasYoPUQBvIMsL30NIJBDKda/uYOzVJqj0KqBQtg4pVRinLBFJAJGEiSwqKqiCpMoHrIckyTiv2FQmEFyBJIQHyLBsR+Ci6juv4eLaDZmj4LbmAqklhRDCEMcC6gde0QsLteSiqROAHCAF61CTwfZr5IooaxgZLitw6vmGVVo/EFnStvuPi1WogKSgxCa+WZ12un5Gv3A+yTK1oU5uvEdEtisenEb4CqoOsKshquP+KqWMVq0gyaBEt3FdNe9EpjMB1UaIRAhGgamFalPBdJCQa+wRqrosg6X1fLPLVKI1cwGjLcPbeB3ErNbJrl7Piba9Fi0Va15VHY3oyJK3pDJk161GjMXzH5cJDezn24AEqVYcdr9/A7rdsItqTQ2oNUcX7e5FkwfzBIwSOT6TLpDExiWjJIZ4Lu1xj9NuPkxrI0L491MHG+vqQVJX5Awdo27QJ/TmyIbtQDK9B4f9QxPUyEkuXMP34k6RWriDa20NjYpJIZyd6Kkn+0AEiHe0k16xc1LcuYhE/o1gkr4v4kSCEoDkziVPME+3uo35xDC2ZIrnsx7/RC9+nOTOJnZ/D7OgiPvQc6yshKDx5CetICoIasilfs83f2hKBY4Mk4TgeV08eS8iyhKzJ+FL4f855ifG/GaP99Z1EV8aetzVJlsltWs/M0/uZHskzeMNKRKOClogjaepV4QVOuYSRzS38nB7uw5qbpHJ+msmnjmAoWWrfDZBkFSVy+TiJMFc9+P4vXolYKs78dL6lNxVXWtCShBYzkVUp/L9W1nvY9g6nrfWohtNw0WMKQRDg+zZSw6DygI0sXaA5PU1uy1aMdAYhBKWTx1GTaZxynfqlcaI9PUiKB4kKjlVFWyvo3LKJ6qlzqNE2CsemMQf7iHUaOI0yTrVIaSZPELHRjCRqwsQu1okmwoqVLAuMdIxodxd6Ok0gZEoXpqmNn6PRcJDygNrEm95LbGAViYkEktqSKAQynuWgCBlZVQhc/6rjJClSONylKggvQE8kcC0Xp9EgEg8T1uqTBSKZJJKiLLhNiEDgW3Z4zESokw784PKzRCiLiJkIoWHXLGRVwUzGEJ5D4LRCL55TDZVkKUxxsgXRpT6x/n7S6zYx8Z1HsesO9rxFm7Wc5kEZLa4hGz4IGd91CVwP3/FCyYMkUFtJVUIEyK00OF5AgiMuJ0UpCkJRkWQZYYfepVoijlOu4BVUKg9I+IVjZHb3YqTTC5Vcp1pn7tBxmrN5fE/QvnEVySV9C9df4Lo0piZozkxhZLJk1m1EjUQRQjDz7GmO3vs401NVOoY7ef1vv4pERxbfskJ/2IP7iQ0MYpdKOIUC7Vs3UTx1GrfRXNDCFw4fIbNmNbKu4zsu57/xCLFclM6dW1Gfk1gV7epCVhTyhw6R2bABs60t3P9iAdnQkbUfzTtai8cwshnq4+NEe7opnTyNlZ8n8GxULUZ86bLF4IFF/H8KgkW3gUUs4poIfI/6xVFE4GNk2n9io24hBE4xT2PqElo8SWrVuquqQ17NY+7eCepnFNS4gmz+4Gli33FCj3kpJKrPQ8vjURBWuZSIQuAEzHx1itjqOG2vbkeJXP0a5YkCjWKDvi1DBNUSZmcHmfXrmXv6GUqnzpBZswoRBLiVMokly8L9sJpUzp4iNbwU35GpjeRxJzLIioJsyMiaSuA4oCgEnndN0q+bOp7ro8ZjBFYTz3bD1rdttaQSQTiM0vq37/noqhlaVikKkuThuz6eZaPoKrIh4RYd5r5apf3nV2C0vvxrYxcAicSSpUw++hRBs05qzUqmntiLXagQ728n0tmBbzlIBjQLY7h+icK5Mr7XSSAkGrNF7EqdeC6BBKR6UpwbLZJuVyiN5jGzUdq2bEaLxShOFRjZd4qRfadozhdZs6Id4fqYukrCVFHVCRBRAkcgqQqyriL7PoEfoGgSaiwCSHj1RquN7SMhEdAa4PJ8GqUqkZiOFoviVBshqXQ9sJrPcfYKoJXIFPihpELWFBRNwW06yIqMbzuo8Six9jR2tYFdrqKZGrJhENhhDHFomSTwGg2USARZEUhtszjNGLH+eHiu3DhtzipkTcW2awjhIjxB4AUomowIQDEN/KaFLIcPJZIcOjwIEfrfvBCRCtyQ9IZEXkF4XkjmdSmMPVZlZF0hsKHxjIQ9NoqxsYEWT1CbLlKfnCOSS5EcHqD3puues12HxuQEzdlpjGyO7PpNC/GnlUvTHL/7US6enUUxNG55/xvoWT+8sK5imqRWraY5P0v1zGmQZVKrVoeVe9Mk2tOBXSiFQ3KOw8z3niS9di1T+06gahLtm9ZgZNue917N9nayGzdSOHyY9Nq1mLkcTqmEmWtDy/7oUqXE8BKKR44RG+hHjUYonzxBcvkKyqdHFonrIhbxM45F8rqIHwq+ZVEdO4sWS+DbDs3pCdKt1uGPA69Roz4+BgLiQ8vQYldr2dyCy9QXx3ELTZSYiqy9mA1OgHBdJE0Lq1jXIISSLC/Enl5Oc5L10IC/frKGPWXT/Y5e1KSKEIKxR/Yzd3yU/u1LsCaniHRlSA4vRZZlcls3Lfi/KqaOYpjImoZvNckfPYxVtGkcHCWSakOfXRI+FUsBihHFt5rIutGKq7TxXQfftlrZ8AveU+iGRqNcxTSU8LcChOuBJKGYJrJ+JfM98DycSh21RfD1qIHbtFBUFS0WDUmvJBC2RvVxhcSwwK2WaUyMk9u2HVk3cBtNhO9Qf2wvZjaGnk7ilsrUJwsYmTR6KooW81BMAwmZwtkJZFUm2Zula9tyZM0gf+gYRjpOvD1O57Zh5g5foDlX5eh9j1LNlzF1mUwuxvXbOpD1fvJnp+m5YQOjjx1Dj8kEQUCQrRNMxghsC1VTWoNjYfVRVhQkRUWSJdxavXW0ROgSIMBtNDBjBoqu4rsegedhRjSEawNSKL/QVITw0WIRAscOdbOtCmwYuKSEQ2FC4DeaBIqMqsmgabiWixAumqHgO3boMuGFDgT4Cmpng8SKQSYeP4RfbyJqJspIO0paRzEUZC2GZ9lIuolmhANXIvBwqjUQoOgavuuhqgoCgVetI0ksVOCf97lv2b5BaMLvW1aLxAYEstMiwTqSEuDVm3izJs4TLtqaKfS4Svv6Qcrnp8hcHw5q+Y4TDirNzmDm2slu2IxihFIgq1Rl5JtPcO7geao1hy1v3MXqV+685rVmzc9TOXWKaP8AqmlSPXsGJRINS0MiINbXh1MsY+XLqLEo+YPPguuQWdFDfGjoBa9zI5ulbcsW8ocOEevrQ4lGcet14kuW/oC7w7Vh5toAieLhZ8P7i6QQ7emheOR4qDOPRF50G4tYxM8S/qM1r48//jgf+chHCIKAt7zlLfzKr/zKNZf7zne+w/vf/37uvvtu1q9fz/j4OK9+9atZsiR0Fdm4cSN33XXXD3ytRfK6iBeFUylRv3QBM9eBNTuLbBik1216wcnlH4TAdWhMjeNWykS7+9CzuedVOdy8w9Tnx/GbPigeiv7iWeO+ZYEEiq4TWE5rcOb5y4kgQNG00Ni8BUmSUCIKftll8rOX6Hp7N+ce3YNTqdG7oQdcl9jSIbzS3AJZVwyD3NZNzO8/RGrlUrR0hvrEFDN7D+LULKLtaRI9aYKznSiqghyXwxZuox4SzwULsctDN3440a4qEAQIwNAVrLqFoUXDdnAQIOsagevjNW00RUFqnQNZVVC00EYq8H0CxwMBaiwKUqvtLASSBtZYhbkHLhCkxtGSGWYPHqc5NQOBj2cHxPs7MbMxtFQH1TMn6dy4DqdcpnpxGiOm4DabSJrJ0G27SC7pR5Ik3HoDa24W4YdOBLmlWaoXJ5E1gWMFGM06mfVL6Fi5BD2ZQI1FmXz6MIn+ABmL4ZdvYuSBQ7QvyWDb0xjyMLKmIWsawnUQgNewW9VKDeGH9l2yphK0wg28poNqtGyrPB8RuMiqgqTIWA2XZGcWp1xG1jVk18NrNJE1BTUWQbTswIQIJRpC0sAPj7dvuaEGVZLRowaBd8VFwLes0CEiFiNo+kRWS8QHBlj6hjbG73sKf6QzHMozFETgE3gukqbTKFSIZaIoho4aiWAVy6hmSy7gB3i2ixbRkXQVt2EjCYEsCZxSGVlTQ+u1lr5ViUYWPksIgRqJIHwf33FCoh4EeE0rtASTQHXTmI0+Ol/dSensWWCS4tHD1GJRROAR6eomu3FL62EKfNtl7LH9nH7kWebnGwxtX84r73g5Zvz55E4EAdXR8zRnpsms27CgTzVy7VTPjgAebqWCEokj6zpdN+9i+nv7sCsN9GQEt1jFzhdaxPLa0FMpctu2MbdvL3oyGWp+f4zI6cCxUQwFK1+i6yU3MPXIYwSOg9mew5qbJz5w7WHORSxiEc+H7/vcddddfO5zn6Ozs5Pbb7+dW265hWXLll21XK1W44tf/CIbN2686vcDAwPcf//9P/TrLZLXRbwghBBYs1NYhTmMtg7q45eI9vQR6er5kdtqIgiw5mewZqYwsjnSqzdcc9LYK7tMfWEC3w5A9pAVnRdLzQl8D4IAuVW5DILgmtWg0N6HsO3bslZ6LmRTwa95nP/zE0hrA7JdJpFclvSaVdiFPPn8LFa+QKQ91LaauRzxJYM0piaxqx6N6TyRbJz0UDuJoSH8QpL80/PIkXBiX9ZVAtfHr9Qx0qHDQOB7V+2DbzlhdVBVMSImlXK95VHpt9rLJmpUwbdtnEoNRddQY5GQRAUCLRrBLlfCyXdNoZEvY8YNWiPr4fHCo/JUlcjOAM+axy7XkZCQNZVYTyeR9hiB61E7fwaEYP7IWaoTeSRZRl2SIdaeQjKi2PNzTI6O4jWbKKaJ5wUEQLPcRI1ozHoJBtctQ5QKVCbyWGMTyBtXo0Qj1McvMnvwBL07V9O2YQ2KYeK5EucfeobO4SzebAWDHEpEx/VcIrkMdrEMQRBWkVt+roHwW63/luWV46EYGrJp4tXqSIqCGotSLcy1kphoJWgJfE+E5NXQ8QIf3w1QZIHQWucmCBB+gBbVcJsukhQObGnxaMsVotHSm8p4FQslEaDmZJpTk/hlFf9MB4Hvo2gtUuzYKLqBpKjoEScknqaJW22gGDrC89CSCQI/WNB1h7KBkEACaFEjdNRwHIJ6I3zPthNW/R0nvFYkQg2pZePbLl7DRo2YSLqG8D2UiIZ1vsn8N+ZxckViPTlUQ0LRdbxmQGNiCgKIdHdTOHORE9/Yw/RUlXh7ilf/wZtoG+y85nXo2zalE8dAkslt27FgowZhp8Ps6MSeLxC4LvWxUSRZojlXJH/qEqmBFEgqApnCs4eJdHeRWrniBR+QtXgcLZ7ArdaQDf1Hvh855RLVs6eJLxmkcPgkge0S6WinOTWNmVskr4tYxI+KI0eOMDg4SH9/eN285jWv4eGHH34eef3Lv/xL3vOe9/CZz3zmJ3q9xVHKRVwTwvepXTyPUymjRRM0J8dJLl9FtLv3R/+iqJQonz6GV6uQXL6aaO/ANYmrCASzd08TNHxk/UoG+YvsKYFtgSyHVlNAEIiW5vXKfoZDTT6SEg7+XPYrfS4C38eqVlACDe1SisyGdWG8pSzj1esYbVnyh44iggAhBNVLUxTPXATAr9fIDHfRsWMznbt3Y2R6KH4nj6RKCN8jsCxU00RLxFAMFd9utkhYQOB5+LaLEBKKYSBrodYzkowRNVUIBEokEuonW20hxTAwMimQwC6W8W03JEJNi8AP0CI6qqGGrXDXI/BaEZpKGHggSTLW0TSNqQJ6VMPMRFB0mebcPMJ3cSywyjaNQoP6TIFISifREWlVIUMvVSmVZaapseeZWf75c3spOwI5k0aVJfSIyc43vQRTl9BTCZa/5ZUo0RijX3uI6ceeoDw2hZ6M07F9C261zvQTewjKc7SvHaI40ySyycFtNnDKNRCtiqMqhwNbgUCNRlCiUZBVrLqD1XAXCF/g+fiNZhgwEA9dHFTjcss/HNTy3csuDWGaliRJuM1QhyyEQI9H0JNxFF3CbXoIpNBqS9dxqnW8ejNMdZIkrFoY1hDZ4WG25XBKVebuniHwQu0pQuA366EcQQnJmJEILbycagPh++iJGIpp4NXDAAjhB1fCEhQ5JMyEJNapNfDdcChLan2W3VodvxlWgb1GE6dcCe22VAWzLR0eL0NHeH74OTCherRI/VCVWHcHua3baduylY7rrye7cSNWocTUY09QOH0aYajsfPutvPaP3oq3EBsAACAASURBVPmCxNUuFpjfvw89nSG7cdNVxPUqyBJqLIrZ2Q0ElI4dJjWUpX3LRvpueymR7i6cuo1dKDLzvT3YxeI1NxN4Hn6zQbSvj8BxKJ8580O1TIUQNKcnqZw9TWLZSmK9/SSGBqmeHyXa20N9cnKh8vof3YJdxCJ+VLQk8j+VPy+GmZkZurquBHl0dnYyMzNz1TLHjx9nenqam2+++Xnrj4+P88Y3vpE777yT/fv3v+jrLVZeF/E8+LZFbewcihEJW6iuR2bdph85z9u3mjQmL+LbNtHeAfTkCydjAVT2lbGnbGRTJnDDatKLEeWgNaT1XIuusHJ19XOZb1nAZb/MkKyEOeYhifYdF6tYQYvoYRiAnULk49AXru9UKkR7erBLDWb2HqI+OYfv2ETbQlKhRnSSK1ctVGULD84RuAIUj8BxkBUV33HC4qckh2Q1ECiGihqJLBBvaFXNmg18uxYmTElSuJ+SFA7oKJcvWxF6rXohOXWq9XCbmsJl8wIjYUIQIGk6eC5e025ZQvlQUTDpQ0+6OMUKWtSkMVth4ulz+I5PdmmORG8/iSVDocOCqjL28B5Mw2PfAycZn3iKZdtXsP11uxjatBRrcgzfcpk7cAojEyNwHNxaHT2Txp6fIz2UoXDapjQ6i5JKkVnWz9TjT+JWahi5NjRVJ+KXKLku+YtTJJfKMJpBimpoEROv0QjdASR54XwHgUAAsUwcAj+MAPYDFFlCUWW8Zlh11Ew9HIhCEAgJ1dTwXLFAXEGgRQwCLwwxEEGAJAUEvkBPxPBtB8f1sKt1jGQMhCBwHCRFxozGUJdUsZsFyhMaymQHfnOWQHiY8QRevYEQrWqp5yLJIUGWVQW34bRid0Mdc+B5YXs/CAA5TI1Sw+oykoyRSnDZfSI83+BbLsgtWYjnXxlWDEAEoe43/HxJSJqG12yEKhJJQpnvJppbsiBjsYpVzn37CS4cHvt/2XvvcDnu+vr/NX223t1bdJvKveq9WbaxjBsGxwaDMc6XYjAOLRRDIIAxBELgB8SEYKppCcWhmmZAjjEEbLnJRbZs9S5d3d733i2zu1M/vz8+q5WE3EhC8gTf8zx+rL07Ozs7M7tz5v0+73OYnnZZc9kaVr9wLl5+nKndu4l3dGA1Nta/l0IISr3HKA8OkFn25INWp6I2SGZYVCdLqJaBnbbxpqcwMxmyyxaT6Gxn/LHtiDBk8rHHic+ZTcOihafc8Hr5aYxUCuFVaViyhFJvH/l9+2hYtuwpfzOkpOEwgVM6xdYv2T2P4bvvJb1kEUGxVPNc1vELRcyGmXCCGcwAIJfL8YpXvKL++FWvehWvetWrnvXroyji05/+NDfeeONpz82aNYvNmzeTzWbZvXs31113HXfccQfJ5FNLBmfI6wxOgV/MU+rvwWxopDo6itXcQmLOvD+q2irCkMrIIG5uAru1nWRX6zPaaPmTHlN3T6Kaam1AxUOPPf0wmBC1SE5dP2X9URShn+Q2IIQg9DwZaerJ9quiaXXyGlRd3EJJTpLrKno8jggEuTvHiXXH0dM6fiEPmk15JEfoecSakmSXLCCqFDEbm0gvamTy8SdoO+9c/OkKpd15hOJDKKudkR/U4l2lXlGPx/BLMlxA2lyduv9EbQjILVaxYlFdoxuUq/KGIggkAdI02Sa2TYJytV6po0Z4lcDDrQYYkUDVVFRNViYjIVB1haAvgbXEJ3AnKYw6WDGdZGua5tVLcQYGSC6Yz+CxCQ498iCHth5g1fIWuld3sPYFK7jyBefI2NYaHLdKUHIIgxA9kaQ6NYnvlCCsEjoxUt0LiHfMpe+uhwmmpihWiximgZnNoBoGVqaBzJIFtF1wLtv/9Vf4dg67MU4wCSIooaig2QZBRaZKCRTKU0WSTWmE76Jo0hM28gJCL0SzdYJKBa9UlvsFCMOIWEsjQako410VSeoAzFQcZ2wK3dBkApRpoOoGoetippIYyThewcEtOBiWLsmmG6LEPaylGkp8PuU9AwS7QCghum3Vj49mWQSOlHboMZ3IrRJ6AZohh6xkzKwmz4tiCVVXEQIURD2E4QSks4CqSb10UKnW7cKiKELR5YCfqHnn+EVHfn/VWjBDJNDTKaKig2KYjP9yhJbXzKL/3kc5smUPY+NlWhfN5uUfuIRkcwMgiXdleJjCwYNEnkeso4PYrFmUjvUQhQHNG86sD3Y9E0QUMrnrIAKINWdoXL2G8tAgue2PE2vvINE5h46Lnk/hSA9Tew6gjIxSHRujcc1qzAa5PV5uCjPbSHVsmNSChdgts5h84gmmdu0iu3Ll6TevnkvhwD40yya7Ys0pRFiP2cRaZ+H0DxJrb6N8UvV1hrzO4P8MBER/wm5BY2Mjt91221M+39raysjISP3x6Ogora0nOjWO43Dw4EFe//rXAzA+Ps7b3/52vva1r7Fq1SrMWnFs5cqVzJ07l56eHlatWvWU7zdDXmcA1PStE6NUx0cwkg1UhodJzV/4LCopp67Dy01QHh7ASDecZn31dJi4faxGxmpVV01/RsIbuW6dGJyyHVFUS6uSjyU5QMaq+gFCyMqsCEO8qk9QqdbIiFVfl6IrhJWQiTtG0VcUCCpVCv37sbMxjGQzimGh4IOiYLfMIvJc4h3N5A/toXrQJvIVFD1ChAJF1dBsG6NmaXQcRlKmNgUlR7bCYzah60obJtOESGAasvUflGR+exQKjKSJmoiBokoSpuiEZWnddDwhStorhaCAYepSB6xJxwU9kSQoV/HLVSJPJ7d1kPg8mwUvP4vJJ3ZitbaR6xtBr5bZ+qPfMDLmMm/NQq7+xF/hHTuKVyySzBinEFchBIHjgKbjubI1Xzh0ECUK8Z2I0lCO/OGB2uBZSBQphG5E27ln0NA9+7Rju/LqS9n7o18T656EqVZCV8VIGSgKmKkEbqGE54YkGlMI35NkXdfRTItqZVruZqGgmTqKHyIige8F6KZGZTKPYaqnqkYUBVVVMWKWHN5SQFFU1JiOP5lHJOQ5YzUkUTWF0PWoTpcxTIPY+jK+4+McGMQcXIiiBrX9rRJ61ZqXr8BsSOIVHIJyRZ6DmoaZTlGezIMSoBmCKApPWGRFgoiwZuB4YsAwCgL8UllKKNSwbtdlpmSVIiiXiIIIIWpVTlWpxcvKtC5p7VZChCFayqZ8tMj2f9xOb/EY6CYXvutKOld0nXI8NNMkOW8eyXnz8ItFij09jG/dimqapLq76x2Mp8VxmzIBXqFELGuRXbkK1TBIzusi1tpGqbeHyccfJTmvm/SCbuLtbYw/9gRhpcr4I4+S7JpHeuEC3KkcqfkLqIwMolo2iqLQvH49kzt2kNuxg8bVJzT1frFA4eB+Ym3txDpmP+mNeGpBN+Nbt9G8fg3Te/eRXrSQUl8/6YV/vIvBDGbwXMSqVas4duwY/f39tLa2cscdd3DTTTfVn0+lUjzyyCP1x9dccw0f+MAHWLVqFblcjoaGBjRNo7+/n2PHjtW1s0+FGfI6A0QU4QwckxZOmok3PU125eq6r+Ozge8UKQ/0gQKp+YvQ48/sEHAc3qiLO1itJWbJdqz2DDY1Igzlhflke6kawiiSF2y5JJHroh0f6tDk1D6qRlguEwURuqmhJxMnteNrAzbCo7DdQVeGsGeZdJ6/gVhbG55TZOyBhzETrYgootTXA2i40xVKfaMoB+eDpqLHE0+q7a0jiupeoUG5TOi6tYqZQPEDVF0jVjPGV3QV4dUStIKAwPcRofT0PB5goOkqiqpi2HatehvUEqNqrEGVEbRykMdDNTSUUEWfbiTo9hg73MP0ZJmp7Y8SJFIsXdbIqovXsTyfw2pqJt6UYOxIhO9F2IErPWbDEC9foDI+QViu4ky5JFvilEdz2E0JqrkSmVUrUIwxglKJ9OIFFDY/wfyXns/447sZvPtBuPBsGhbMO2XXxFsytC5pZ6p3lNgyFfa2ElZCtJiKqutEYYRpGyhRiECgxeKomk4UBgReQCybkm4CNbcBkMdZCFlhjVxZpQ5dj8AN0U15XhhxCy/v1/ZTFcNIoVly+EmPx2rpVSFGIokIysTPLDMxPEK2I0lMW4hXChBKgGbqIEICV6CbuhwWxMRMJ/DyRaIgwsqmUBSFWDZFcSRHsiWDbscQIiKsVGrnuBScCcVH05GRuLWBLjOdQDUN3Kk8VkZWCEUUImUxoJk6IlIQoZC6tTCqSQj0us+tXyxBBMmgkxUXZFh02Vl114Mn/d4JgTc9hV+YpnHtGpniNTRE4fBh7KYmKStoanqKG0+BWypj6XFiGQu7ufmUG0/NtmlYsgyvkKfUc4Ty8BCp7gW0n7+RUm8/kzv34AwMUhkZlW4TIsJIpetkVNE0mtauZWrXLiafeILGtWtxJydw+ntrMchP7QVrZTPoMZvA9aTW3rJwJ3NPmgI2gxnM4HTous5HP/pR3vzmNxOGIVdddRWLFi3ii1/8IitXruTiiy9+ytc++uijfOlLX0LXdVRV5eMf/ziZzNPLDBUxo0p/TiP0XEq9R1B0naBQwEg2kOye/+wqKRw3M+/HLxWIt8/BzDb90QNdE/8+RnF7QYYGBD6R76M/g/VNUHZA4UmlBQP9QzSkEsQMXX6ucgUzk0ZRVKn30zS8UhVNFSiajp6M1xOuhJC2QmHFrbWaDWLLIXmWiZXN4uVzBKUiUSgInAoigspInnhnG/H2Vpz9kzgP6ugp+w8mpQVRTQ4QBZJYIoT0E1VkbKmIZJXWSMZkXn0USQJDhFv2MGqtZJBOAgoQ+jIZykxYNUmCJa2RSqW69lfRakNDviQ9iqqhx23CUOCWKhgRHFUfo7HJJDZ7FjEtoHXDCoJymczy5TJlaWiQysgQzvA0laJPw5w0oRvhFxyMdBIjYaEQEoUCt6oQ5Qsk52SpThZQNI2GxQtJds2jNDBK/73bWH7N5QD0/uZ+ykMjtD9/A9kl82vHQDC5fQ/lgT58JcHE/l7aZnfh7WyQbXBkEVGNQjRTk3rc2vnq5ouEfkCsKYOXL0hrNEtqp4OqJ1vmllkPLlA1FRQNREDgBhi2gee4qKaJbkmPWUU38PIlrMYG/GIRzbBR0Iid5VP2BwmxiSWg9NsEqgJBEGLEZJU4Egp+2cOwdaxMGiHAzU3XhgYFZkNKRt6Wq1TzDqk2qScNq5Xa9kqSqZkakReiWQYgW/9S+iLJrZFMAPJ1IgpremrpJSwigV8sYqQlwQ2qrhxoCyOqFR/DMrAMG2ORQ5Qcw27KEm9vJd7RipFOneIlnN+/l7BaJbNi1Sk+qJHvUxkZwRkaIqxUiLe3E+/owEid8G8u9PQxeN+jtKyaDRgYiQQNS5Y86fdbCEF1fAyntwcj3UCyqxshYOLxnXi5HKqmYLc0YTU1kvoDj1chBNN79uBOTmKk4zQsXfmsPFudwSGKR49hN2VBVamOjZNZvhS7ufkZXzuDGfxvY8ud99B72+N/svWve+9lLFu27E+2/j8WM5XX5zD8UpFS31H0eBJ3YpzE3C5is9qe+YXUrK/GR6iOjWA1tZBZ+uTWV8+EsBpS2lWsVV3lANYfygD+EJHvgRBPWRk+bpUlgKhaRTWNk+JXFfxSBVUFVBU9EUOpRawG5QqhK43d9ZiJapqIIKJ6wMdcNEXkVqmM5ahOFNFsGzNtYDY00vb88xBhwNTuHYhCAlWTNkqqadb1q1Fw3OlAl8lRRq06GoUQyoEcIUIZFzpdq9zVhIuKpuKHAkMHzTIJKu5JxDXEiFk1T1ST0PcJy2UZI5tMEAUekR9K8uaHmDGDqhtQzU2iqAqJpAW6xtkvuxRPHyN3cAy/WCZ/tBe7uYncrr24U3ncqTwi9IkCgQh8Qi8i0dFC6tyzKfX34ucm0RIJBnaO0bJsHpWpKdx8CT1u03b+eXUiP77zIC2rF9UJ0bxLz6Pvdw8y/MBjiDAis6iL0YceI6xW0WyLZEcjxZEceWeSpo0xSvdrqJGCntQRviCKqBNXEUUEVQ8rncAvyAqlqqnyeSGt1KSlWETkB7KaLcBMxgirFYzjRBYXv1yVUgVblza5qiKtt9BRVI3si9ME4THmLDuXA7+4BzGSQtN0InHCWzYKBQoCM24QBSGlsWkMSwYsGOkUYaWKO13AyqQx4zZ+xaUyXSKeTdYdLY5nPiqKiiBCjyeIAp+wWkXVjdp5pkttMdQGEeUdjnJ8SEtVan61UmfrV1w0XUXVVNKtWXkuVXzcQzpiuUD3Bc7QKNMHj6AA8Y42zEya6vgQdnMzmeWna0pVwyAxZw6JOXPwHYfy0BCTjz+OaprEOzows430b36MVEcaVTdQrWStIv7kUBSF2KxWrKZmygP9dT1s69lnMP7YNsrD41THJwmcMnZLa428SwjfRxCimgZB2XvWsdXx9jamdu9F755L4cAhYu1tVMcnsBqbCHI+/qRP5EcQSR2yGtMwZpnoyZnL6Az+9/Fci4fVPvaxj33sf3sjZvA/CyEE7uQ45cE+NMvGzxdoWLr8adtqJ7/WL0xT6jkEQpDsXoiVfao24TOjvLdE+YCDaqhEoWzJPu3ghxAyRUjXn1JPO5XLk0zE0GqZ9UYqKatZfkBQKqNqCkYiUVcbBOUqgVMGEaHbZk1igJw6FxHCj6iWcwReHru5mdaNZ5Jdtojq+CjOyCSqbTG9bzdhNaD8BISVEEWV0gZV01AMXcacqrUKa631zPFcet2QxFarDavVWv16LIZmW4ggoOR42KbUSPqlSj0aVTcN9LiNomr4joPwjl+sVTynUtOlSgIT+CG6LrWeiaY0qSapF9VUk0hzMFoE7//sp3jH526kd6CfdenZaKZJw8K5NK5YQuPqFTiDI6BZ6AkbxS9TGR1Bq02qW01N9N6/h5jpYaZTaJaFZqmkumRqiu9U6L/nMbr+4lyZSIUkKQ3z5+BOl8jt3EfhaC+x5iyJjpaah6rC7AvOYeCRvQRBEXtOSDhhoIQ6WsyS1k+16fDAKRMGIQoypMBMp9Bti8CRPqoKAme6gllzlFAUapVYiyjwZEXatgkqLqqhy4qtqiL8gNALUEIVTIXMSxoQ2jCJ2XMxMxmal88nd+cU+LJybyRMFEXHr8hKr6qpEAl5QxUEMobWstBMud/8kiP9em0Tr+AQViW5VHRdvq+ioJpS+6xZlpR86Jq8KVHVui2crLJLLTeqIm/ywlCew0FI5PtUHQ9VU2Q4gqbIc8ww0GMmmmrStLELJQ7lsWmc0SlUy4bQxRkcwpsuIwJ5g6ma5ikJbydDM03spiYS8+ahx+NUx8eZ3rcfM2lipiyspkaEH6GaFlb2GVqDqoqZyWC3tOBOjFM6dhThezSesQ6nf5DQ9akMDqLqOkZDA4FTIr9vN3ZTCw3LliOCgPyBA9gtLScFgzzFeylK7bcxR1gIiYZSFB6uULjfobgtj7OvRHm/Q/mgQ/mAg7O7RP6haQpbp6n2lBGhwGg0UfSZaNkZ/M+j7/Ax8vuG/2Trb9+4iJaWlj/Z+v9YzNwyPscgoghnsI/AKSIiqYPLrnp2aVlhtYIz2EvkeSTmdGGkGv7L21PprdRnUSLPfUY7rrAWLnBydfZVX30NDx99hL/ccBU3vfqfeeV3X8lo6YS/XMyIMTvbyZUrL+dNG69B0XV+9vgvuP6nHwQgYSbY8r7fkbKlfq5n7Bgv+tLlRLUN+/5rv8WFyzeQ2ZAFDApHenGnplAUn5tu+Q5f/tmPOWfNWm776r+geDaqHUEUgZAaw6HiCBd8/lIA7v/AXXRmOnj/j2/gth2beMWal/LPV/1j3QNUi8UxhMCdyuOXyjUto4JbcSFhygl0VSEMwlpVUSGsenXXBRQI3IBIUQki0Gv63kgoxFIx7t1/H9/d+iN2Du6mWC2SjWdZ3bGSd1/+VjauWYuZkcdUVVXmvOAc+u97nMLwFHMv3EA6KcMLgkoFhIvVlibW0UllaACAwqEewiCk6/K/wBkcYnLHXmItcULXRbMsJvYcIbNwLrp16jFWFIXmlQsp9Q3gFsugm5RHRkCJSK9ehR6zmX3Beg7/4h7MhQqJiywKj+SJhfPQrBh+0UEzdfyqi26oUk+aSdfPaT0eI6y6qIaGlTARql4bbAsgErj5ghzsqt+ACcxknEquQKK1ET/voGkqUXoaFkWM7D9KsinO+NECjYsdEskWDBK4UREjLh0KVMOsayi9UhlNVWT115AV2dJojlg2hR6zZRdjKg+AYRu4FQ8jbmDEY/iOTI6L/KDuOhD5PpptQRRIv13dQNU0qVnXLcKqh25ZUpMcIT1pa5ZgsZRFFIQYtikH5zyvbhklBLgHBG2vWUHrGSsIqi5Tu3bhl4pU8ypuoYpiVQl7B5nedwhF04h3tBJvbyXW2nLab4iiKNhNTUzsPkqlJEhk5cCiO5kjrIbEWmdJffezkBlpltTDVsbHKBzYT7mvB7spRbJrERPbtpM/eIhSXx+qpdGwaEl90DS9YAGqrjPx6KM0nXGGvGl9CohIoAXNFO6aAqcZCIhCBa1BecoqsRysg+qxCtVjFSZ/O0FqbZr0hgaM5j/OWnAGM/iv4rmkAp0hr88hRL5HsfcICAidMrG2TmIdzxw6EAUBF5z3fB54+JHTnps3bx7Hjh37T2+T219FMeRUNJF4WhItIqkVlQT3mS94azpWsn7+BgYm+vj9/rv5zN1f4DN3f4GEmeD9F72zvpzjOay78VxEbRz6hUsvqhNXkG9V7Q8YuvcxjHQC3bbQbRURgZE4QaLVyELRVDTbqLWyBX6xhG3a/NU5r4NIEEMOTB3ffEU36pGzJ95PwWrMyHb9dAE9ZqDVKpVB2an9QCnotkVYdaU8IhRoSojvhTiORyxpEY/rNVN8WYH+8t3f4AubvwrA0tbFvGDxBUw5Uzzav41H9m3nJcteiR6rERmgcfE8sgvnMLG3h6N3PkBmTpagVAJ0kvO6MBNQGR4m8kO0RAxD0Vh03nz8fA57VjNBuYKRbMWdyhFrbWNi10G6LzvvtONU7Olj4oldzL3k+eR7hpjYvofkrBTNZ65Dj8UojU7gHD1I2+q5jO8fotXUaHnxAsYfPEAqWkHkWriTJTRVIQoFVjYtLapq0CyLyJO+uqal43keRjohW/NRWKvmy3Qq1TBBgKJraLqBN11FtRS0xWPEFjUReh5WPIbdPo/pvnGGH9uHf2AfqaAT3dYREXilMmZaQ9VkepduyaEqVVVrFdEQ3VBxp4v4qqyYapZJ6PkYiThCUWutf+VEoEbNKSD0pBY78n1Qtfq5E3kuqm7IIA5dl6EKnotb8vCDCN00iGcTRJVKLX1OgIgIPb/ufICuUjnsEPkRkVdhas8ujFSKpvXrUDUN36lQ7B+m1D+MM1VB0zWEOkl5ZJywUsFubjqhla11OyZ3H6LYO0SmK0NizhzcyQnsliacvmGcgUGq4+PEOzuJt7c/o1wIQHg+RqYRPWYRjo7g5ydpO/8cJrZtx50qoNsmfqmMmT3hRZucNw/lOIFdvx4zfbr9lT/lM/7LUbyhKrhxMAQEPmot1vepyKscAqUumRKhoPBYnuK2POnnZchc0Ci9iWcwgxn8t2KGvD5H4DslSr1HpC9koUhq4RLMhqdv2R2XF1RGBut/W7ZsGZdcckn9cWPjM0sNngpREOHnfBlKUK0+IykN3apsET9L+63zF57Luy54B0QhL/vmq9k/ehCQZHXb4I76cpZu4gZe/fF9h7aQiWWYrkzLP6gRUUEjNivL7594jK/+8AccPHIETVNJpWvVZ1Ul0TKPT937Eb60+WY2zF3Pqo7l/GLH7SyZtYhb3/Z9Do4c4u23vofdw/swa6EEP992Gz/fdhsP/N19zGmczXe3fI/vPvh9hqeHqfgVGuNZLlh4Lted+y6EiBFUPC7+2ssYKgzz1o1vZNfQHrYNbGdWsoW/+4v3cvHiF5A1NWlaTy09SlXZN3qAL97zNQCuXv9KPvnKTxI6Dpplk5+eJOcUcHNOfR9Uq1Xe8Y538MMf/hBD17n2ipfx/tVvZXosx4M7d/LFf3g/faNDlMplkskk61cu54Y3v4cFs9qojI7w7//xH/zTzV+nd2yESAja29o5o2sxt77xSgB6enr4yIc/wr2b72ZqeppFixbxvuuv55prrsEv5Agch/zRISKhkNuxEzWRpvvijQTl28kNljATQ8x6/iLGt+2g8fkrmL6/iOJZGKnESfrmE9AT8VrqlIquK3Vio2oaqCqR58sKdiQgVBGuwGqJM105TONqncTsWZKYTk1jdnaT7Gwj2dnG7HNWMXRLH86haRQFvKqPYelUJqYxknGMuC1vVmrerBBJyUcgpSUo4HsBdjyGaVl4hSJGMk7oebhOBVXTCAIpP4kCGXghQy48rFqVHCGIwgDdjuOXy0R+gFusYCVMwkiQbG7AjEli6FUqKIZel+YEjlOLva0lwfkRo3dtRU26WI1NxE+6uTUSMRqXzqdx6Xw5UDU5Tal/hGL/ME6uQhhN4zsVpvYcQDV0jIY000cGyS5qJzm7HSPdgJebQLMs9HiceGcHmmlSHhpidMsWzEyGeEcHsZaWp9TPu1M57MYmwmqFWMdsEILpXdux0jYNSxaR276b6b37KQ8N07R2db2qnOjsRNV1Jrdto3HtWqxsVu66SFDclif3+0mpZbVUdNPELzlShqEq0qHhGSQHx6FoClpMDtLlH5rG2Vdi1ivasDqenQfuDGYwg2eHGfL6HICbG6c8PIiiyIt0ZtUaNPPpqxx+qUh5sBdFVUnNX1y/2J111ll84QtfOG3522+/nSuuuIJkMsn27duZP38+V1xxBZs2beLlL385t9xyC+vXr+fo0aN85jOf4frrr+dn3/0pr/r7V5OOpbn9rbfSNXsJe4f2cdNvPsfOgV04rkNXcxev3/g6/nLdyyESbB3ayWu+8ToAPv+am/j8f3yRgZxsW1f8ymnbpYiQwekhxosT9b9lYg08cOSh+uMwgPNK2AAAIABJREFUCk95jRd6vOWsN/CVe78BwMd/80+MFsYIvxjiOA6qqnL5RRdSFYL/uHszAJMTE3zog3/Dv97/EwAe63uc4eIol62+DFUIuj+0tL7+7uYuIiHIVwqnbW9frp85jbM5q3sDQRSyed89/Gz7r6i6Hjdd+cn6MA7Avzz4HV605CKWti5mx+Aurv/lR9ny3nNIJRsQYYgej3P8ZuC3e34vfXQVletf9B68Yhm9FkPbkMmSsrP0btqMOyW36Y4tD7ChWOTcdWv59T33ctO3v8NLXvVqZpsGY7lxtBAu2XgesZjB44ePcPeWhzh0+Bj33/YbYosW85Yzz8Z1XS4/73waMmmO9Q2z/dhBFEVhaGiIDRs2kMvl2Lh2HZe9+MX86vbbef3rX8/YQD+vOfMsjJZZ5PYcpnisj7KwWXP18ykcOkTLknZ8f4T8pIseHyfe3sjYkcfwmkPi8WYa29fj7HYQipA2U0jPXkWXOs/Q9YiQFUwhIKhGGLaFqmpEvotwI0K7QPZl7aSWNhL9ah+kmsmsWMboffdjNcRwnaB+DIQQVAccVENBMXQSqRRBpYwBeEUHryglB6qhEwUBiqqgGaqMgq16hJ6Pqip4xRKoGlYqQVCpoJk6zlQJO2mh6arUrdYGhUQYoVlWXeYQBT6KpuM5ZSLXw3ND/CDETCikW7P1boZ0r4hACZG1daU+xGbYSTAEkecSFjRSy7tkp6bnCEG5jB5PYKTSGKkURjqNZtnEmrPEmrO0rFtGFIQ4I+OU+oYp9g3jTubRxvNYaZvy0DgiALOhROiFMmEsDFF1HauxEauxkYYgoDo2RnlggOl9+4i1tspBr4aGU9K8vKkp0gsXkT+4H6ulherwEHZbO8L3qQwco2ndCspjOcp9fYzcez+ZFcuJd3ZIyURrK4qmkdu+neyqVViZJsZuG6F8UGruFbN206NoUo6hSJcOaXP2x0FRJYkN8wHD3xmg6aWzSK2eCTyYwQz+uzBDXv+MIaKI8nA/fiFP5PlYjU0k5nQ97XBV6LlUhvoJnBKxjjmYmcZTZAVbt27lPe95T/3xWWedxdVXX81LX/pS3ve+9/HZz36Wa665hte+9rVs2rSJ7u5uvvOd79DQ0MBPf/pTNm7cyEc+8hFWrlzJO95/HQD//IpPMXdWN3sG93Hll6/CDVzO6j6T2Y2z+fftd3DDTz9Ez/BhPnDpe0+pqn3q9n/komUXMTQ1RCQidg/sJvSq6LUW35fv+wZfvu8bp33G16z/S7625Vv1x0EUoipqXSqQjqV5+ZqX1Mnr4bEjXLbyUjYfkkQ1iiJeecklnLdqPRceOETP4AAH+/swlIfoaprH/tEDAJzbfTafePGH6Z/s4wdbfwyAqqj88Npv85nff57eyd76NvjFIq5a4N3nvIXNh+7j8MRR8tUC85vmMVYc4+G+rUShOEXTdNWal/Gpl3yUqeo0z/vcxZTcEkfGjrJKXy7bxvlSPf50rDgOQDaeIRVLUC1U0Yx4LbJWRTFUmtetxvuenFrvau/g55/9HK1nn8H6553Dnr17uevHP+Xai1/MVVdexeLnncHj2x9mbHyCRW2d7Nq9m/7RYcaqBZrDkCAI0DWNF55zHquWzSddMZl/0QYi3+dfv/51crkcTdksG84/D0VRWLFiBffccw9f/PKXedW3bsHO6BjpON60Q9PCVtxcjvLQEOmF3XQ3NnPg19uYIsSOQRgKdNMg1hknah1n7qUr8EZdvDEPt69CdaBKMB0gAhUiTQ7iuQIiRf4CNodkVjYQksMPS4zv7mNsd47icBZrVjPHHj5A57nrMLMp3HyZ0rHDNK9aiqIo+Lkywg0JwoBYSrbwNdtGhA52Q1KmqCky1UxVIfAFmqGjEmClYggSeEWHL2/+Kpv23clEaQIBzEq18KKlF/E3574V24pz/c8/zC923i6/c3PP4CfvvPX4t5wfP/JjPvjLf6ifF7s/+ATZ1iyEMmr2+M98WBu0UhQIXenqoeo6oRBEvl9z8VAwzdkk57bX1yfCEL9Uwi8WcCcnKB07Ku25Uuk6odVTaVKz20jNbmPWhpUc/MlvsLNJrJggP5DH7x/DmJxGiQIqo1OouoaZyWJmsqi6hqrrxDs6iHd0EFSrVIaGmN69G0BWY9vbEUEgBzUtC79YIHQrpOYvxG6SQyR+oUCx5wgqgqb1a5javZ+pXXsoDw3RuGY1miW9ZRvXrmXy8e2Inrl4IwLVVk+TTmmWjBM+/n0T0emR088Gqq0hAsHEpjGEL0if8V+fE5jBDJ4KzyHJ6wx5/XNFFPiUjh0hCgICp0yqeyFW01P7FYooojo2THV8BKu5lYY53U/autu3bx/79u2rP7722mu5+uqrAbjxxhvZsmULDz74IA899BCmafKTn/ykbja8fv16brrpJt75znfykpe8BCEEbzr3DVy86HxUw+SWLf+GG7gsbV/CT6+TZG9J2xJuvOPT3PLID3jfS95/yrZ87Zqb2TB3HY8cfpi+qQGmnClZWaphTcdK1s5eRdxMMFoc5bYd8uL/ujNfxb88eAuhkBWVpkQj6zvX8LuDkpy+cNEFqMGJi9nFiy/kC5f/I8v/ecOJ9/7RjzlnyRk0phvoGRxAVVVuveELfONHt9fJ66adv+aTL/7IKYQ7E8swK9t+WmtbsywwFK7+zpvYObj7tP0+4UzK9LGTYqFWtq5ACIXG+AnpRtkrA6CICEEtUUkImmNymanyNMVKibhtE7kehHKAiEBhYsdBFEXuvxXzuin1jVPo/Q2J2luODk4R+QEf+9ynufW+3562jQD7H9pGU2Bw499cz80//Dfe85lPAWDqBldddhk3Xf9eDjz6GACTU1N86UtfOuX1g6NjgMB1BYd2jbH+iueR27Gb6tgYsy/eiKJC6OVpXzGHnvt30zK/CT1uYCZToCqM7zhAZlEX9pwU9pwY1MiCCAS5PQcJiiGFowN4pknjnARORcetlElvmIPTN0nz0rMZ330YRYHK2CSxthbizWnGHt+FnbDQdA/CCGdglMTsWUxtO0QUKuhxm+NVbhFECAFhuSIH6kKBmYoRVatYqThhEBC4PkJUiELQTIOB8giLZy3k3O7nkavk+P2Be/jWQ98lDEI++ML3nVJx39q3jR1HHmdV11p8p8y3tnz3lH2YqkW6CmQs8vEzLay6GIk4iqriOw6aJWU6iq4TVipoMRsMHW/QO2V9iqZhNjTUo1mFkBVav1jELxQo9R7Dd0rodgw9lSbfM0y8pQErLmhau572i5K400Wm9h1C+CXKYwW0MGRy1wEmt+/Fbmki0dkutbLJBLptk5o/n2R3N34+jzM0xNjDD6MaBlosRuHQARCC7PLV6CcNYBnpNNnVa3HHxyj19pCa20boQ+lYLyP33Ed29Sri7W2YDRmU4fmUewpoSQNFOb0LpeoGIdU6YRVBIFPv/hNQdAVVUZm8cxzVUkmuTD3zi2Ywgxk8LWbI658hgrJDqfewjIf0fTIr1jylSbcQAj8/JW2z4gnSi1c+7eDEtddeyy233PKkz+m6zoc+9CFe9rKXIYTg0ksvZcOGDacs89d//dd84hOfYHR0FMMw+Otz3ij1ZIrC0NQQAItbF9WXX9Im/131q+ScHCI80bJd3b4MEUXotWSsIAzkcEsN583fyLvO+2tEBLftur1OXltSLaydvYpt/dsBSWbXdK6sk9cXLXsBmnGCuM9t7ETRNTpbWukdkds4ND6OZmtM5qUuNm7bWPE4J2eOVoMq48UcgXtim/PVPGMTQ4iTB8KAoFplb25vnbh+6Yp/5oXLLuTbW7/HZ++WBE8IgW6diL01VJ0oCAm8k6JDBYShrLYez5kQQuVFS1/IVx/4JpGI+NzdX+bvL70Bv+JjGjqeqDJRzNGdsaBGdUzLxIjJ6fDjRDue0tFtnV9vewCAN1/xCq5//Rs5NNbL5W+XVXR/chJvcpzLz3oeV513AbmJCfYfPcZ1N/8TP7p9E1dsOIf25lkALJg9hx///ecRbkiyJUYsYzIwOERhvMT+Ow7SNCtJ333bSTXbuMUqh395D0ZDCtMI8EsudjbFeE+O1gWNqHGLUv8oimFw+Fd307BkPrphyMErQ0fVNdzCNIYlSC6YRW5/L1FkEUvoTB7KU+31qPZF6EEJrZxBd1NECLwJl4QdEUxPkFj+POKzQ5yx+5nYuR+o4k16hJ6J2WgSVF2CShWEQDV0hBDY2QapHS/IgTIUMBNxSEAUBoTlClEY8k8v+Ti6odXPnrd8/53cc+R++qb663G/ICUv05U839pyC/+U+QQPDjzCofEjp2q0a5AhBlIiEIVhbbukdlPVNELXQwYehFJEoMvjHUz5PB0URUGzbDTLxm6WVU8RRQROiYmd+1AIsBI6qCql3h6MtKzQZhbMpjzUR/PaNUw89jhKLENpcIzpo0NUxqdQtu9Gs0zisztIdLRiz2rGzGQwMxkyS5YwvnUrQaGAl8vVo5S1ePyUqqmiKNg1f1hnsB9veIiGpQso9Q6T274DZ2AAw++mesxHb4gRVsooKE/qcqJaVi2CuqZ7/U+SV3ksFFRDYWLTGFaHhdE440Qwg/9unNqZ+3PHDHn9M4M7NUl5qA8RROiJJKklK55y+CGolCkP9iKCgMTc+Rip/5omK5/P8+53vxsA27bZtGkTv/jFL7jyyivry9xwww2Mjo5i2zbVapUPb/oo33zLvwLQke0A4NDo4drSgv0De+X6DJu0Hq9djCX0ek3p1IvXiQdIEhFGnPznKIg4d97z6uT11WuvohK69eczmZZTKjqD+REUReHdb/8b3vsP0l7Lcau87bOf4tiQHGZTVJXEkqZTKqq2YdOabWFg+sTAWxiFvO77byb4A52tZhq0xtvQVZ0gCvjOtu+x+dh9/G7/5hPLGBpRENU/rWZqcpL5BDcm9AJZbTN0FM1A1UCJQlbOWcF1F7yVm+/9Ot979FYe7XuclW3LKVaLPNr/OG879y381Ysvr69HoBK4EZGVIKpVs/1AIXRDmtMZCo7Dbx7cQi5X4NFDJyrFiqYSlsucdd21nLl0Ge1NLTjVCiVHVoTTsRgvP/NcvvWLn3NkoJ9rbryedYuXMFUs8MSBA2xctYb3v+xaZi9uxoqZmLZOLG0wNRxgKCFRqYCrKThFsNNxAqfC6NEpOpZqRJpOVBu0GX9iP0LRalZG8ke9bUkT1SqMbStCJUlpJIbixkhVbQaO9GLEDKbKhzHUTvxplSiSCWiK0kLFrnLosUehAcxZGlGpQHlomPyxAobSRnViGo6HUGiaDFkwDUK3iqJLx4HQ9RHlSl1PqagqqmWC66IZBg/0bOWuvXcznB/mvqNbSNtp3nDm6+qDXQCLWxYSipA79/6O6y9+D9988N9QFZXXbryar9z1VU6FfA8RRoTVU8M/VMskcMqopoERTxBWqzX/VgsR1RK81GfvV6qoKqXhHLmDQ8xaPQ8zGSfZPR+/WMAvFnAG+vALRbS4SXl4EBFFNC7rou2cdUSeT2lglELfEM7AMJU9hygc7YMoxG5pIjmnA7MhSVgpk+yaK8/xapXp/fsRQVCXG0iN9/HzUCM5t4tYaxul3mNYDRaqlaW4fxR/h4mWsFA1EyWRIHAcGTH8B3MAmmkQViqg8J/SvZ62j3SVyA8Z/+Uo7X81+4/avzOYwQxOxQx5/TOBEILK8ADu1CRh1SUxex72rLYntcGKAp/KyCDedI5YWydW06xnHen6h5pXoD7A9aY3vYmenh5e8YpX8IY3vIGXvvSlvPGNb2TdunV0dXWxadMmPv/5z5PJZLj//vu5/LIX8/uDm/nW/bfw5vPfyOs3XsOvHv8V+4b38/9ufiWdmQ7u2P0bAF5/9mswFe3kwiZ6PCk/e/2PCtpJFWaZNhSh2VbdFF8uBe0NrfXHjYlGBmpVXwCvWMazyvXH/7HvLt7zixuI5px4b6dS4dEntjNv3jx6e3txymVe/OZX406cYJL/b/2VaKaJZp6YNF4zZzUHhg/W3QaOw7RitDW0cuPLP87n77qZvSMHSMXSvPXcN3DT3V+W260phJUTF9EoitB0Fc088dlUTUHTNaIgxPcDEDJKVtMj/vYF17Fu7hq+9/AP2DG4m8PjR8nGMqyfu45zVp6BrVfQDEm+U7PbSLQ1k1m2kHhbCxwAFWnZdONb/5ZP/vCbHOzt4eDUCB9+13W87cN/D0D3Sy5kxYUXcuG3b2bHwYM8vHc3mqqxpLuLd73tbVzyt9cRVT22nLOeT3z6RrY89CA/u/v3ZBsaWLVoEZef+3yys5tJtTQQeR6BUwRUMq1JIs/n+AlgZyw5lEYSRdfxqyGprI7S1o4zPE4UBKS72lE0jQjQEUSjOu4hk7Q/C98NwAChRehxlShUUE1QIxkkEGmKLEIrQiZxVS30sg0FQdgPiaURE9v78csGuhCS4AcRoRugaoqUDfguZtzEL+YxYmbNYUChPD6FZmjopkYUCUIvRLcE2w4/yncf+UH9WG6YvZb2dGvtu1mTJESC15/5Wt7dfz0fvfNTPNSzlRcuv5iupnk8GRRNJwoDItfDzMh2tQgDSapVVVqpKYoksyVHElxFQYR/HHktj00ycM+jdDxvGcKvkF60WFqANTVj1+RKlbExykO96IkkIgwpHj5EIfDRkymMVIqW1QvoPHcdftWj1DdMoXeIQu8IzvA4mirty/R0mcgtkVm6FLOxEb9YpDw0xPgjj6AnElIf29ZWH1LTLJuGxUvxiwUKR44gBmSCYFitIEIZQ60nEgTlci0E4mRXAEXarPk+Ajm49Z9JETwZqq3iDrkUHsvTcNbTu73MYAZ/DOR9+nOn8qqI51Kd+c8UURBQ6j1C6FaJqh7pxUsxkqfrqoQQuBNjVEYHMTONxNo6UfVnZwFz4YUXcu+99z7pc0IIbr75Zt71rnfR2dnJzp07aWxs5J3vfCdf+cpXOPPMM/nZz37GunXryOVy3HrrrbzyL/+SO7/1Ta54+ztRFIWfvPUHrOlcwe6BPXzh7q+wc3A3Fa/CvMa5XH32q7n6ea9GMwweOvwIr/661Nj2fvYoOSfHxk+dR8WrkI6l2fWJJ/Cm83WLKBHKlugvdt/BDb+UBOvoJ/cQVOS0uUxIUBgsDvOCm2Xl8Qdv+DZnd50JUciv9/yOb275N3pyx9BNlWWLFvC+t7yFCzZuRHhVPv21r3PTt29h4xlncNbyZXz3tjtAwKXLXshHr/oYMTNGf26A5//j+QA88Hf3MTvTwXt/8F5u27EJgLgZZ8fHHkPxfBRVQ4vZKIpKUKlIQ3rLQATywhl4EYgQVREopoWbdzBihpxutmxCz8d3qpKwmoYMFXBlGziKZFyqYcvlFU3FK3kooUpsWUBivYo7kUNPJVAUhfLoFCKKiDWn5IS4EOSPjuJ5EXYmSdOS2SiahpefInJ9lFiaRJtMW8vt3Euyu4ue324lmY2hpZOkOrI0rV4jK4+aRmVsjPy+vZiZBjIrV9Pz67uxLYXEnDbinXPIHzhIrKWFWEcHA7/dTDnnkF25hMnte4hl01QKDvH2NpqXzuPYXVuJNyYxTDDTDUzu78VIxEhkm3EP6ERjtuS9qpD/KZzIU1QUNFMnCkNZdQyjmuWWQuR5KLqUH7jTxVryGihCIwwitKSOFlnoDfJ7FLouQbmKmUnLwaiqK9vyQqBoOmFFHhtZ2VSPf4FqZv2yMj9cHOXDm/4/thx9mM6GDn7/jl/xwU0f41d77uCMznV879pvcunXX05frh+A77/uX+mfGuBDd3wcgEMf3YmiKafoNaNQYDYk64NZuh2r6XLLGOkUoBA4DqppIHyNrg8teNZJUb5T4eCP72TW+iVETo7mM86sW1SdjOr4OM7QMTLL1jB81910XvoXiCDAL0nt7PEqrWoYGKk0ejJFUHYoD40QCRW/UKYyWcBOWdLPtzFLat5s4p1t6DGb6sQE5aEh3FwOu6WFeEcHVuOJgVNnf4nRHw8iFE8eW1+ml2nxGKqmE5QdFE07JXZaRBF+sShlOJb1rLxonwkilJXtuX/bXY/FnsEM/qu4/9ebOfKTx/5k6z/7hstZtmzZn2z9fyxmyOv/cQSVMsVjh2rkxqRh0ZIn9ST0iwVpfaXrxDvnocfiT7K2/xlEgY/Tdwy/VKB0v4k/pqKasqpE7SJPrdIhNW1P/gP/qdtv5NatP6ZQKZAw4/z6utvoTLfV7IAUWamJxfBLDkQCPRmXlTjXI/I9VEtW70LXl6+pERmZTX88RUABX0Frd4mtlQM41aJPdaqEmy9jJJPEsnFU4ZGcv4DwWJLi1iJRWJYXu5N0cu+/9XrGSxOsnbOGielRbtu+ibJf4boL3srfXvh2NDtWP3YiivDyBbSYJXmWiGTwgaJRyeWxEqZsT3uB1C17EXbSRNV1VNMkqLj4TgVV12SKU+ATuj5hEKGbGmEorZdUXSOsCmZfO5/k8iQjmzfTfvHFKKqKMzDC5O79zLnkfEQU4hVL9N+5mQAL4Xsk2zNkFnXhTY5SnXaIt7ViJhOEnkupb4DSeIkoEJimRqw1LYfBhIJqGhCFx3c3qmHiuz5BwcFuyqBZei3FS6DGU5R6BgkjQdOaZVipBBO791LokdZnXS8+HzvbQLVQZud376RjzVzijSmUeJrR2w8Rc7shjNCSFqFbRTUMVMMg8jw8pyKTtvwQzTZkdK9AhgjE5LkhNdRK7f/SXkpCJivhGxBoYIZghogwOmFKf3xxRZGkV1Fq72XiVzyIwGpIEBASuB5apKAg7bC+fNfX+eJ90pf3rjffwRce+Aq37/81Z807gx+9+d/47sM/4ON33Mjq2av4+Ru/x207NnHDrz4KwNFP7asFMESSKIUBQsiqPMhAC6UWjkAtoEDRDZkI5weoqk3XRxacEvTw1N/lkMO3/Y5kZwsaZTLLV9Y9VP8QlfFxykO9ZJavYfjuzcz+i0tOW0YIQVgp401PUx4akFXP2iXKymTR4gnKQ0P4ni6jiqOgZvlmkuhsI9U1B6MhRXV0lPLQEJHnEavJCsZ/ksMbcqWvtCdJvKhFSMthMLsmE1BqMwJyfwVlp5ZwpmEkk8+4T54NompI42UtpNfPuA/M4L8HzzXyOiMb+D8MbzpHaeAYwguwZ8lq1R+2/0PXpTzUR1h2iHfOxWjIPmuJwH8Xjl+Q/GIeNz9NWHGIXB9V01HTVRiJo6g6qqnVKnwRYbmMahinEVcRhZJUhCE9o0cwVJ3zFmzkvZe8m3lt82UlcDpfWxgUVcNIpfALRYJSGT0RR7Ptk6yBQLMMSZrVWmToiQ2vzckoGK3HL/QGjUu6MDNZhKIxtWMXQblMEMUZeXQf3mCEXZqLaiqERQeSckhGUVVWzVnFN+/7Ng8efoi4EWNx6yJeu+GVXLn+CvTYqYMngeOgaGrNnN6v7wcR+hyfEBdBrUWNTlgu40xXSDYmCCsVdNtGj1n4pTJeoYSiquhxq1bdBU2RxDfyQxRU9v77nTT1dWJqJwSWdksj1bFp3GEXf8yndDAHva3oRhwjZkMfDG/vw2hRqPgVUvMskl3dTO7YjTtVwi0FdF92HuX+AaxMA2E1j1eFyvgYqmmgxwya1qxm4ugYBzZvZdH/z957R1t23XWen733Cffc+ELlnKRSKSfLcsRhwLjB2G4zAza2MT10jz00vWB5NXQ3DdPNzJq1BrrpIbYxmAGG4CGDG9oG27Ity5IVHSQrlCq+qnrvVb1w80k7zB/7vPvqqSRbssSsof1+a9WqF+6799xzT/ju3+8bbtxK5+jV6PGY/tNPE3am6B8/g0Ewc80BlBLo4YBaq4be3mK00OfcXfcxc3QXQsCOa7dx7qET7Di4EzkHUXc3JWPCRoQtc3AWp0us88BuDcyJNVAZSoSQmFz7g0d6lwJrDVJKn3aFDxhgTSMnLUIoKBVogUgcMpT+2IEJAPY41r+eyQqUFDjhKAZDzvcu8Jbf+H7u2H8bO9vbuTRc4q7jdwNw7fZr2N7Zirospclpzf9w69s5vP0IB7cfJmw2NrhsXN4ddM6Sr/RQcYAMIy86WgO21mG1xukS5/yCCefQ+ZjHfuOPfJJcPSGsJwSNhKBeI2wkBElC0KgRJDUW7vsyYSMhjDTJ9n3PCVzXrgP+GLbPCYyF8MEa2cUF4tktNPcfxJQFS/fdR9Boki0vgTPEdUnz1iPIOCEfpIzOXWT1yVP0TpxBSkE01aF1cC/xdIdidYWLdz1MenIGVVfg/H4QYYAtCpzQOK3RgyGqnmDLEj1OCeoewHrqgK54r5cvYF5ESUH/3i6tW9r/n1+PN2uz/luoTfD6D7Ccc6QL58mWL2Lzkvbhq4mmNt40nDWki/PkS4vUtu6guf/wN+VT+M2WNboaA/Yoel3vk+gEJs99h9NB49BBGjvqLJydR4TrXos293nuIox86o9ZB6wIgazGzh/+wV/D5DlBo3nlDUAIqJwHhBCErQblYIhOU6Qu1+NZhagiQquIRyFQUeQ7PhZsVoKxDFfP0t46QxAmmLyg+/jXKFb6qHqNqWNXUZuZRdXruMJy9hdOYkqNcTnFcDyxOfq+a9/GO296h+cSGs3aRsgg2LD9tiyw2hB1Wt5dwTmfmGWt53kmMaawrKV8Wq3p7NpCf2GZwdKQ1ra25/DhRSdhI6EcpZRDH+IQJBEyBBnG2Mxhm2PCpGQ8f5Gl1RELX/pjZpqHCPI2YvkQ82fnfKpTmoNpgZTofvXc5Xb0ak7o2izN5ay0H8PWV1G7p5HBKs3d26AsGJw5R33HFGKwyPS1V3HpK0+z+LUF+pcMTz/wNHe889WIckzUmaL7+BPEW3ew+thTlCZg3+tvJ7u4QNldpb5nL8WwT+/CiD2vfhkXv/gw3ZOXOPS272DLbSEMv0zxCKhAIRNwOei0IKzHVXd9HaQBGFOBWGNxViAqSoHv3oOMAnzQr5uY1vvQgOqzcq76HTgnEKkIpHdIAAAgAElEQVTCOhA1i3AWESqcqUByEPgY2oomYK1fHCWqzsv23cpj84/z+ZM+PGPP1C5ec/CV/M+v+WGiWK0LDp0XHIYE3LnrFoSU6NE6Pxu8c4UHgd7P1VNE1KSrL5SccDdVHFEOh97zNQzRwww5Zbjqn34fOs0oxyl6nKJH/utsqUs5nkePU7KVPjov6OyZJr2UM5gfsvrUeYL6ZUD3MvDLmujJPjd3NF9dYXDiOI19+0m2eX6qHgwJWy2a+w9gixxVuQlMaAYuJ5kOaO0+gAhiikHKaH6JxS9+CVV1ZeXKLoTwNKIyH3i/2DBCxTEuDDF5jjMGPfbTCoSowhnqCBV4CpK13q/360RYP98SoUB3NcWFnHj3ZvrWZr009a00R9+kDfwDK2s0wzMn0aMhIOlcfewZnRZH0V0hvTBH0GiS7Nr7DdO0XopyzmGy1IPVfhc9HCKE8ny7oiDsTBFNTRNOTdH72mM09x+kttXb7Jz/8FnKpRIR4UFj6XPmnbUTfqT/tw7ynLPo0ch3LJ9xIyy6XUTgzehlHPlurbVVBKatxtXeHsfvO0c5GFQ8WYGKE3Q6Jmg0sJkj2hXAVUsoxvTPLCGVJG7XqO3cQWPXdsp+j3x1FZwlmpqmeDph9IhGJpKyNyBsNwFRxXuWfoxrHUZXxufOeUAZRT5Dvj/wncl6HVNkuFJ74U1ZENQbWGtJl3vU2gnOWkyhfVSoEAwvrqILTXOmvk7rrG64ttTe4H1cCbOEQjhF484RC+cv0I46mLkGth950Y41WKORUUCYRH7Ubx1O+MSoMKlhtefYOuuQClzhECrEak20L2THdx1EzlrOfuzvaOyeQkUhjT17KXpdgtk9PPjhv6BeD9l5/S6mjhzEljnppWXG80vYoM6BN70KZw0mzyn7fYqVZUyeMloe09q1jaw7oHdyARVKYr0de3oGbUqQjiCQXsyVFt4IXwov3gv9vjBaM+6Oqbdr2EL7BZPyiygZSIJ6A49k/bEtowikZHxxFRUGxFNNylGK7ftVxERY5YDYoRrCL7gus0Xz1BgvonO4DQJEZz1wFoC1DilF1a0UWOvDDZgAZSY0FyHlhL/p1uywXNVVNfYy4ZWYAGefHOy7nABYiwhDXCEQW1eZfsMsQT1BRiEyDCZ0C/99yHBugbOfuo89r72ZYnmR1qGj6KxAj1MPeEcperwR/EadmKkj2xmc7RPWHKrpXyNsJKgkxuUjysEq7auOEbXXnU/6x59ChCGtAwdZfvhBWkeuImpvHLc7YyhHww3cWWcdIgjJe2PSu5uQS5DVZxz4JQnWTd6Tsxab59Xixi82XvsL38H57gV+/nv/d9527M382aN/zU/++b9lz/Ru7vmpu7/p6yWAGRtmvn2Wzp3P3a3erM16vnX339zF8Y8+8Pf2/K/412/ZpA1s1jdXJksZnDqOyQuizhTN/Yc2dFP1eMT4/FmcNTT2H35W0dZLWT55p+qudlf9yN0JbJYja7XKo3GasN2ZbGe+6oMEopkZil6PotdD7e6RngVRVgBASFRcQ1w2wn7GK2PSNTAhsLq8bBRq/I1pXaDtn6t6fZ2m3pxfiEoMFa93dKMYIQQ6G6+9DELC9Gu3Eu3eTu/xR5m+7jDZ/AKjpTHDxeOsPHqC+o5tdI4epDY7hR70MTtWMLnvysko8CPIRt2nHTmLiiOEVEShF2KZPEdnBSL3o0mpRMVlHSOERzdWl4jKhkms8UXDCJdnSCXR4xQhHfVOQjrIGCyNSJreomntZi2cQ4aKqFXH5gU6LXGiYHgppTl3AFOASmoE0wJblJhMIwIv1CrHmbfpkp5LLNQar9NitPFczShEJoIy9WDWLdeZ/7/PQ5TB1pjW4aOMzjzN6Nwcye79fPEjf8PsoZ3sPrab7PwcT33sHpqzCUEoyTNDa5vh4n33oaLYA/soAqHIRwX12SaYjPa+HbSvOsT5P34SvTRFNJ2gbEjWHeKiAKz1neqswFoIg8BzhylRFYBx2mCMJYgCnzYmqHjX1Zi/yKt9H0wmB37hoQgbdfJ+Onms89EQkIPRBmoGh4+mxfrjzYwzTOGPORGFjHpjXOXlWqtHBJFC4LulTvvj2Y4LgthTV5z1HE1bevcFr4KvJhfW4qx3mfDf+mNwjRazBlbXFjZrZYuyeowg3CJIFxdQSYIzBqsNThu/+CpLvwCzlsZ0zOpXHiNsNek+/qQHuVGICkPC2RZyx8zkexmGpEuX0IMu08cOMj5/jqjdpByn5KtdgsAAlt6ZFRYeOIVK4knHNqpZZNImH5SY8YhylIMYEdaTyXEolCJqdzaAWpPnlIM+8WqP3Oa4mvHv2zje9ZH3cf/ZhwD4zXf+Ct921asRSvJvPvbv+aMH/5Q7DtzOH/zgb/K9N7+VXtbnqp1HJ9e8l6qEhOxMRufOl+wpN2uzvmVqE7z+A6mi32V49iS2KGnuOzQxB4fK+mr+HEWvW1lfbf174VFNknX6PfLeKuWgj8CrdnHOxz1OzxBNTW8QKoEfhRe9Hv3jxwFYvPtzqCQh6nRo3ThL9tWx70iaEpUkzyLScpUAxayLOMoCo7W3/JESEYRIFVP2+sg48qAWKrDivGAnUMiw4UVcxqDHYy+GUqoSD4XV9uaUwxGqFhLtVuQrlzzvzRp2vfF1yCgivbTK0qPH6Z04y/DcAjKQ1HduY+rqgzSvF6THR4jAYbKsUixLr+a2FQgUAhEGlSer9J3OwhEkNRBy0jmzVffM6hKrhwgcQRyh04IgCrC2xOkS1WritCGKFbiQ8bCglSSEcYAejxEqwOkSGcXYwivORd2iHwuxViND0EVKrdH2AKRR9wBgOMYBQeyN962xFP0xepwjA4ktNFGzhqx4uH5Hgs6GiEBCKnCru1joP03jZgPC8Mj/81nCSLD/5n2eClFPmNrTwZWa3uKYna+4ie23XVsBzPU696nPUaSG2RsPEXemGJ+bY/DQIvFgN1pkFP0+QRKRzHYYL/WImjWE8wI+aw06y70LQ1FitaGWhBCE6HFJrROjx5n3d1US56x/P3hRGXhlvYpDdOGfy2Q5SIGw6rIj1ZewAZSCeItXr+ux8ZGj1hI0m2SjjPHFHkpKpBIEyv8/ocYEATbNUVL4YyAIcLrAaYtMQmQYoVMPfGWoUEnd24tVfE1nDCoJCJIEk448z7Pq9Pvm61rnt1oglRopA+oHW5TlMlE7mVBV1rjmaxSeDZOR6vzClZisxKRu4hXr3RtM1dUssEbj7EWwlrI/9osjayAMCdttZo4dqGztfBfZlpqyu4RTJeX8AlJpLtz9IDr1gRAqiiqQW1unKNRrBI11ukJYq6NqC8hYTK4hly/6f/5Tv8irD96J1BWfmWrtqxQ/+rr3V21u8aJtsp5ZIpDkF7KX9Dk3a7O+VWoTvP7/vJxzpIsXyC4tgHFMXXPDxIzbOeutrxYuEE3P0rnmhpeEj7Xh9a2lHA0oel2K7sqkQ2OLkrDRJJrxYPVy3qlzjnI0oux1Kbqe82rynKDZxOmS9jXXEk9Pb9hW/cYVLv3lBWTd/8waDWtiF2vX1fbVNqkkqUQfzwbSq1Qo52/IKnYTX0sZegpFUPMJPc4ahFRIFUzSuZw1CBWgCGjcYbl0/31IJVHNFltuvGly46tvm2HfG16Oe/0djBaWWH70abqn5hieW0TaEJUfAl1toRMEjaSyYzKYzGBVOQEpqlaj6PW8N2ZlM6TiCD0eIoUH50jlxTUWnNEUWY4NFUHNe3WWgyEyCAgbDaK2IugPGVzq0ZhuIp1DKIfV1js75BKnQViIt3qjdp2V2LwkW+kRNpINPp9BEuG0xRqDFEAgQXgg65yjGGWoIiCIlQdntRhBBbwDhQwi7EKH7IsKebRLUUpe98HvJYhCVh/7GmWaYwtN+5qj7Hz9duY++xCLDz/J3tfewuy1hxBCUPT7LD+9wLYbD4LRBPUGcfsgy4+fRYSaQAXorESnBXFcozbdIusOiBsxKlTo3FKOUnSWE9RC3xXPSkxpUFWHeW0RIcMQk/mOalBZJ9nSPzZqJUglsHnmwY5UYBUCkBU3sjqQoJQUqynOFagorJ7f0bvYxVmHUpK4FiJwqDhCKtB5iUhCTJpXXduYyHixmV9cSUxRECSJ52JiKo7mCAEEjaQCyY6o3fKLJLXWfVXVGbKxZBhRFANEIJm98wYuffGLxDNbaezeteFacOIvP01ttkOtpQgbDRr79k346BNx2obv17626NEAa0qcERT9AWGzjskywNN5TDpAp/5c8S/IBDAL3cUagzaWQDlUIqg1GxV4lghR4jJDng3Jl6vjUht0XmIv1pC9HRC4aqG7Rsfw1IknLx7nLx//OO+4+XvWr2HWYfKS1//Kd3G+N8//8daf5R03f88VV5ozS2f4/g+9iwvded77yvfws2//d4zyEb/66V/jE1/9W853L7Czs4O33PwWfuSNH6AWXsZvVWCGBltYZLRpmbVZm/VCahO8vsTlrEOvlOihAettb4KZENVUL7gb6oxhcOYEethH1eq0Dl+NrKJQy0GP8fmziDCkfdWxDd6EL7ZMkXsqwOoKRb8HVcysCAKi6RniqRnCTmcCPq0xFN2uB7i9HkW3hwwUUWeKqNOhsXcvQaNB74nHCbZtI6m4rl4gMaIcjSjEWdRMhFl1YLS/yUrPWZTS36C+Hs/1WUuKygor813PMN7wOyG9GTtYP4Jdu2cag7Ah9WNN6kctva9pgk6CHQ0Znz9PfffuDZ0bIQTNnVtp7tyKc3cyPHeRlUefwNgVzIkprPTm9DrNCRp13yVN6pPOns2yihsJSN9J9/673jpMBhWwXusQK0cUxKS9FJXEWK39qBtBmRae41lFotbbCaPVIbV6RK3ylCxWUsgVJBoZMTFoD+KA3PiOZNYdeiP9NU9YIRGRglLgJJXIzXMGVaAImwnW2GpbBDovCBt1omaESXN0miIk6GGIeKDFrW97A0EU4qxjcOo0+SBl5pab2HLtEQCOff+b6J2+wNnPPMSF+x5l77fdSrlykfFqSnvfTmyZ47Tj0p8tVB6cESY3E3Fa3u0TtZuESUwxyv0ovuqsTxwljN+f5bggikPPD1UStMFkBUJRRaxaTFGgx5kH9NZ4sVVpkLWYqFGnmPdA1wNgVTkM+P0jMkG0tQ1SkHb7KOFQEoJ6DSUsVluCpFalcGVEjTpZb+QBbRjgHBS5JpYCwggVKcrBECrwKgLphURKgpSoMKq41eXkPPEUBB/M8Jyni4wQW4cgoHngAIOTJzeA1/N3P4QQgtbOKfRwQPvIVS9IBDo4dZKit0KyYxeuPI0KFFO33DoZ9fs0NLuhyzs4cRJVi4lnZxmfm0PGNcJWs+KPa6wuKtsrT2lwWq/THIwkqEn0qIaREiENDoszTJQtrzv8ah6ce4T/9Mlf5s1XvWEirlw7r9fKrfm6XVYnL53knR96Nwu9Bf7Ff/ejfPA7fxznHO/5jffx8JmHuXr71bzt1rfy8OlH+KVP/jJPLjzJh9/3oQ3PLyS40sImeN2sl6Cs+8aP+W+lNsHrS1C2sIweHzJ4uE8xnzMhnE0e4BCRpLY/oX17h9qBjV2tZyuTZ/RPPInNc5Idu0l27EIIgckzxufPYrLUW1+1p140RcCDwqEHn1VC19q4L+pMecA6PT0ByCbPyZeXJ2BVD4cEzSZRp0N9x06mjl6zwaTcOUfZ75OvLBE0GnSf+Bp6NMLkGUEt8X6rZcH0m7bS/as1XuWVtAGTpqg4fp7jOzdRCOMc8jJRm8k9WHTOIStnAZTElaYaVVqCRkBwpEv/+CLTN1xLvnyJ5oHDDE+dZHx+juaBQ9S2b79i3zutKVcuEtWg89ZjLP1pj3wu8zdZk1+m/i49j7MaxZe9HjIKEdJzm61Yj6sVQYjNUzCu4q+Gld2QRGcFUT2eiMDCOKgsmiy28JZOcazIxwWm1ESqhigDiAwycsiw+lspwVqSqRbp6oBktk3RH5IPKqpFBaKFNhhdIqQknm5R9EcetFZjeCG94T8yoBxn5L2h7zhK4a2ZijFBHNH9my5hVGPl7BfBWGZvuYnZY0c27MvOgV1c/4M7WT1+ljOfup9yMKKzfwdBvU6+PKT7+RXKlRIZ+y6oimKE8rzLfLVP3ht4z14psU74bqnWhI06Thd+jO4sppciGzUuF11ZrRFOIlyJzvxnYbQlqEV+4TEc40KByUtESyBiicsdaxzUiaFS5QhRLGUMiyECaHZikqZ3PzClJWrVveq/P0DGnkYS1mPPM7YOqw1B6P17TZZ6D1IpKlqJ8SAoCimHY6JW3adHOUBKH1Nbq1X+xjnPVc45PwHYOSJbWibZvo3uY1+j6PaIpjosP3qcwZkL7HvjyxidOcXs7S97we4lzvkFWjp/AVuWzN522waxqRACKnEmIShADwe0Dh8ibDQZnj5J6/CRF8zl7z3QZWVhCZXIiUhOVHSUmfYsH3jdP+PnPvEL/M5DH91wXbaVuBO8n205LrClpxX0swHf95/fxaXBJf6Xt/40/+Q1PwTAg6cf5OEzDwNwx6HbiYKI63Zfy1OLT/GJR/+WuZVz7J3Zs3G/vHQ02s3arG+Z2gSvL6KccfS+sEr3nlUfpygEIhRXXNR9RwHGT41Ij49QzYCZN22hfrTxrMCz6HcZnjmB05bW4aNE7Q7OGMaLF8iXL1HbtoPmgSMvyvrKlgXloE+2ukzZ7ULl+ajiGrUt24mmpwlbXvGrRyOyS0uVwKrrbZymOkSdKdpHriJstye+jc5adDqmWFzwo+jRkHI0whntc9ONIZ6eobFnn6c/CMHyIw8Q1Bt0rj2I0gOWPnbRJ0ip9X1jstxzAcPoWd/PM2tNjV2ZUa391ANzZwiSOuVoWHFzvWgHge9oWUl49SpWO7a/6pWeltGZImw2mb7hRopul8HJpxnNnaV16DBRleKTLl6k+9hj1LZvZ/trXoUMAna9a5rzvz6H0wm6SDEVyHPDMTCexNY6mHQinbYTU3yhlB9fuzXhloXS8+SCOKDMfHfNOQfOg6agSgxacwwoByPidki6lOKs79wSGpwFnWa+22gsIgwAiwwUtjTUplpeKV5oimGGCjVUEbGq5kGHtX7cHdQi73ebl6hIYfKcMI6QrTo6zTCld0UQ0o+8nbIs/OEZOOhoXNW6AriulRCCmav3gx7z1F99kXRplZMf/yLtmS2UDwbISGArQRVCUo7G6Cz37grGYI0lqCnKcQlV6lQ5Tv2+G2UEFaVASr9o8SDbIqMAWxqkCFCB8qI0JYk7LXSW4Zwj6rQYLa5gihJZA51Xx5tYow/4RazVBmEFjbiGaoUI60VQprREnQZBHFH0B6ik5sVWQmCygqiRoMcZOs0IaqEXrgU+wEGGweS4EEqhwhCaDYoKwNpxTtRpokdjP70IAm82YO2zXjdcbol3x7RvOUTviadIXvNKmgf2Mzh9mnjrTubv/RIHv+u1DE8+yfSNN13BaX9e56TWmDxHBCHxli3fMK1Kp6mnoNQbWK0xWVY5QDyP17IWkxfoNCVfXfX2cxNRp6cUAJhC867r/jG/+4Xf48Of/y3u2Hfb5DlkeJmF3ZpDSejP137ap5/22dHZwVtu/u7J35xbPT/5+vfu/YMrtmu+e+EK8Hr5dW6zNuubLX/L+9ZpvW6C12+yios5l/5skWKpQEbSG5M/R/mOAqjEX/jM2HDxTxZoHG0w+13bvHE2rPu3XlpAqIip648hgoB8ZYnx/Bxhs03n6PVedf0CyzmHHo8oeqvky0vVqNqnB0XT08Qzs0RTUyAkRa9HtrxM/8RJyn7Pc+46U8Qz0zQPHvTeh5VavxwNSRcuTICqTlNUXCNoNAgbTeq79yCjiJUvPczMTbdcccMaz5/HFgWdm673I8mb2piBZvWuFWRNrguVjCZsPL8bl/fp1N4b1VSgHDfpSPl0MTGhIgRJHT0aYQuHcAJ1aJnG0e10jh1FCEHZ69I8cGjy9NHUFDO33Ea+tET/xHHkmQBnoByO6FxzFFWvky+vYIsCUxQ0XpXT+zuLsAIVSIRUWO3HxTovJ76h5XDsu5uBt8Wa3Dgn3khUnSExyaUvxoVP/okjil4fGXnPStlYiystfKKVFsSqjrGa3OU0W50K9IXYIq88QTUq8or2rDskSsKqC1hDj1M/yl0TM1UgwBpLUHWLhQqQygPAsFXHaks5GPmLqnUEtcjb1SIoswKcQD29DXF1rYpLffabuNWapa8+TWPnVq77ge9k4YFHWf2rEZFICRr+3NFpjilGBLWIeMovppyz5Kt9bGGImjXyfkpYq0b62iJDRTlMK4Gbo8hK4noECGRYXRqtd1EQ2hI16553OUqJp/zCLohD0pUeURJ7qotb50w659YFQEIgTYhNK4GXgKhdJ4hjytEIqVTFcfZJaDJQk585a3zHr3JBUDWfBOWcq7rtMdZoglpcOYCk1QLE82L1aETYriJ+rXnORW/nFdPU99TpPfEU2dIyjX17mf/UXSw8dJy9b7yT8dwpv1hrv/BUqKLXpez3EFIRT8368/Mb/c3KCvG0XxiWoyFBvV65YGSUWYYejil6A4rByC9aUi+g03m1QLQVP37cIcr3XMZ5lf7agPcqntqxgw+++YP8yz/6Se562ttfrdmPrYEBGSqCJJyckzs6O7h21zE+/fhdvPND7+aj7/99trS2sHvK0yykkNz9rz/Lnpndk/dzeuk0B7YcmHzvPz8Q8SZ43azNeqG1CV6/iUpPpyx+9ALOOA+wXuDYXkYS5xyjJ0fkC3PsfO9uVEsyOHWccjggnpqlse8gJh0xPnUc5xzNA0cIGy9sXGZ1SdHvka8sUfZ6fpypDUGjQbJzjw82EIKy3/dg9eRJTJoStlreimvfXqLO9YggxKQpejQku7Q4AarO+OcKGk3Cdof6zl0E9cYVY/3h6VPUtm67ArhaoxmePU28ZRvhZXG1nVdNg4PVz6wgQj/m9yK157Of3cT/UgYhRmdgDTodI4T0Sv7qecRl4hoVJ5hshDq4SnK1Ir14kcb+vT55J0snPEpbFNjcg1JbFJTDDJtV3Usp6D7xBDLysbBr/0c7Iqa/S9H7RI4tBeA710JA0Rv4rbZgtMY5jTDrnp1CAVV6kkqSCRfWuxBoVKjIewNvwu+oOsgCW/ixuC1KH5G7oiEQxNM1iospw0tdknZMEEUIKTwlI/SUhLgTkq56OgDSYrNi0lFUgcRaRzlKMXmBUl61rhoNspV+Bc4ri6pahMCQpxUn11VJUw6iZoQtLbaElb/uceq+32frdQeYvWY/Uwd3TTrSAKNz5+gvDjn0na9CBoqZfUdIg1NYaTFlic40YSOh1toYViGEJJ7ukK/20FmBCiVlVhLWAkxpQK15/kI6LgkDNTH3l0FAUEsoBkN0WiCV934t+0OCejJxGpBRCLlA1RMIoVz1HsUCVwFyOXFMcNqAUSBM9b3vJjpjCdvNStQu0OOMsJlMXCmkUhTjknSlT9yqe9eMKMIWhQe0YYhNU4jiiUOEc16EZcvChw+Mxh4IGwPBRuKrzS2qoahf1UBIQfvqI/SePM6Wl91GkWqmj+zCpl3CTptk5y5eSPkF+TzjC3Ooet1HMV8WUuBpOiUmyzFZhslyytGYsj9kNL+INY5Lj55Epzm21Mw/eMLTT4xF4MGnSmLCpEbYbtPY3SBqt4inWoTNut8fXcP5D88h43XQLteEaxWY/d7b38FHPvdbPLHwpN8na/Zj8vLjSUzcSAKp+M/v/TV+6CP/hC88fa8HsB/4fW4/cDu37LuZR85+ibf/yjt4w7HXk5UZT8w/wTAbcc9PfW5932hHOB2uxwlv1ma9mHKTHse3RG2C1xdY2VzK4h9eAEDVvnnrFCEEKlGYvubCb8/ReE0fZEFj7yGidofR3CnKfo/6zj1EM1ueF0Bei2HNV5cpVpb92M1YZCW0iqZn/Ni0PyBfWWFw6hQIQdTxFID6zl2oJJkA1WJ1hdG5OfR4hAojgmbTA98dOwkbDWRc+4bbZY1hfP4cM7fcesXvBieeRgDtg4ev2DdTr5lB1gSX/uo8Ioi8KeI33gPeh7PqTCKY/A8CGdcqk3jvXuDjMUts6nBOExxdJdyZU/QMzlnmP/UZwnYDFYeMzs4h48iD0jhCJjWyhQWEgJlbbiKemSFdmGd0bo7a1i009x/YCNYPQ2N3xoX/6zQm9QIgUdl/RVNtBAJT5Og0RwgwhUEo4SNJ7WVZ9H4P+VGxUkQtQd73NkhOW5wzCITvgFsPZMtVA0oQbYkRStDZPUt/fsVTRcyasFBNQK+QgqgeUowLwrrylkoVJ9ZZ6x8vK1sh57A6R+aV0tz56FqbZ75DVjpMaWltn8YZQ9EfVJxcNwGEoesgxW6KXo/Tn36QdLnH9JE9bDl2gOnDe1j+6lM4JNNX7SVdWmXhL07jXIgKBELFQEkx9Md62Fy3WfMdS40MFSYrq+NBUOaGIPJuFEE9wmQl0jmiJMRa66NgK3pK0KhTdPsQRhVn1KHHqRcRTVf+xVJSDEZE7QYOC1YiJMgq2Qrn1p0sjEI1A1yeVxQSXRnyiwn50TmHiiJ0moLw3EsZh0gcOvU2WDIIfTCBXP88vF9xBZ2twxRllRZXVJ+TuYJguWZntfXtOybj6+a+PfSePM7ZT9xN0GxjsyF6rNhy6+3P+zrktEanKYOTJymHQ2qzWynTHtnSgOG5S9hCs3D/ox7MOgdOTPi9zjpUHCKwxNMd4ukOYTOlNjtDY/cuwmZC2KhvHOt/nRIza8fDs3X3nV+EjlN+7NUf4P1/8mOAX7yoSE18z9ZcIi5fmNfCmI/80G/wAx9+Lw+feZh3fugH+MP3/z6/+09/mw/d9ev8169+nD9/6C9oxA0ObT3I99/xfRtfWTviPZvpWpu1Wd9MbSZsvYAymeH8r57F5nbDKv7FlDMaPSgIdlh2vu8gZjQgW5wnntlCbceuiWShmvkAACAASURBVLvAc5U1mrLXJVu+5Lur2ouOwlaLsDONUAo9GlP2upSDgR/ndzqE7Q5BUvM3mbWR/2iEqVKcwkZz0lUNGo1v2oJrdG6Oottl+vobNvy8HI9Z/fJDNA8dob5957P+bffxr6FXDfljHYpFT8/YwA9bSwtytrphel9Xk5XV4yordreuFl5LFRJSYA1QOmS7pHZLTuvqnQxPnaBMLa39e1FxxHj+HM39+2nu21+9pCOdX6D7tcep79lN56ojG25otiwZnjlNujBPffceGnv3bdh3q488zvABSXYqB2kJ6nE1oiw86KusyKomXMXRLAiqbqFUqkoGCyf+moP5ZRrbphFCkK32CGrebN9mHkg5A7IlKqsm5WMycZS9PumwoD5dRwUhzngPWJ36GNl8VBCEAfF021Mgqk5jmebeFiqUlLkhrH4G6zrFoBZijaXMNMl0y7stVDGmsgo5cNob+JtcI0WIumGF0q0ye+Mxisyy/MRpuqfnkRKau7ZQSwLsuCQ6fQSUJagn6/ZpxlAMx+isIIjX9rcPEzDaoaIAYSvgJhUqEBVNwm+LzrwITQYSZ5nQAsrRiHKcoyr/VRUFqHp9gw+xs5bB/DJFaQgCRSIafiy91tatLrHOehAUzkaYfOzV8eC9Sht1nDUVBzkgSGqU4zECS5GWhFHgwwqMQ6cFtZm2pw5oHySxRiVyxi/KgqRGttIjatX93+UZtjDIUKLqjcn229TQvK3Nljdv23Dunfv05ym7PXa89uUsP/AQnWPX0NizB5NnVZd0vVOq08x3S4djz9HNcpxxk7G4wy90rNbV8RsQ1Gsks9OErSZRq0HYSKpOaYKqxejhkNXHHmXbna8AYOmB+5i69gaC50sdekZd+M05ikvFxJLKWYvJ/LZa7V0mgiT218SyxOoSZ/zCIUj8QkHVkpfUitCkhi3/aCutW184DWOzNuuZ9bm/vosn/uD+v7fnf82//Z7NhK1/qLXyiSVMaibc1RdbPsO+RNQUZjlg5bOnaByNvq71lXMOnaXky0s+KjMd++5qHBO2OoggRGdZxVtdJWp3CFstkp07SXbuxGS+qzo6vYRQagJOa1u3ERxoVgEBLw0Hy1nLaG6Oqeuuu+I99J96HFVLJvnla92atXF8urhIdmmJZMdO5CtG8Jgme0z4pE3hx9nez1VUHEI/7hWi+mzWkoSk8hjCWsJWq3od/09KjTh4kZnX7aJ9+DBFrwtCsO3O27l47wN0rrkKVQvpPfk00dQMKo5YfdQ7JWy5/VbPEX5GyTCkfeQqGnv2MDh1iqUv3ktj/wHqu7y9llMZ277vIOf/5MuYkx1MqpGxQoZR5Xnp6QG29B1kcKgKjDkn0IVGWYdJK9/aOKwCC3KiZgWqnMQZBaryBRU+kWkimKm4kzIMCGvez1LIABmEE+N5Zw1xPaTMTRWXGqBNWgVSgIxDsIYwCghbdXSWEzYSilHqxUoVAA+TyKd/4SZ8WVNqgrCOc5qw1SBqScphjj3RQW9b5OIDXyVsNdj/mhuJVE7/QpeiO2BwvqAV7EEVGpVUIMRUyU9FAc740X5WTj6LqN1ChT5yFxVUXFQLztM8TGkIpCCoRR6UV1jTB3IUlKOs4kaDCj2AdFojqs5skeb0L3bBOcIooL1jhmJ1BHmwdrBPQgtk6LvoZqRxwkxSz0xReHCUeAeCoBFv+NsgVKBUxdX2C5p0uUcQyirgQk065iY3hK2Gd4OYapF3+8RTbVRcw9m0EgT67be5RTYU7Vc0yFdWPRDNMkbnFxnPXyJuRix87l6shfl7HsTZBytfWX8eems04wVrShEkNcJGQjzbxGRjkq2z1HftJGrWCRp1hqee8rZQUlHbutFD9pmVr64QT/vYVFuWPg2vXn/Ox3+jqh9rki8sY8sSnWUVfcEhA0XcafikPeew1Tnow/B8J993rsVLClzXeka1/S+dxeFmbda3Um2C1+dZ+ULO8KsDZO2l6Li6iUG+DLxVkjOa7Cs1tn3H4Ss4UM4a8t4q+cWLlIM+tiwRQqKSOkGzgykKyn4fkxWE7ZYXTG3fhi1K9HhIenGeIKlPOqm12S0EjeaEv/X3UWtcNxmFOG0ZLyx6vmhRUAz72HQMImTx8/dMhE1CSD+SDwJsmRN1piu1cY2pV0W4lwfkJwzDR1JsvpYRLzCmQAhQUQwITFEAfvQnwhA9SnHGYcbacwgbiviIppQXcBS0Dx/2opB+v4qLLdn52lcyf/cXqG/r0LnmKBfvuRcRKJr79jJ7803r8ajPUaqWMHXsWsrhkOHJE4zPzdE8eAiTpqQXzuOaq9TuLBGXdpOd1NjMgISw08Rpb3ulajG2yAnqnspRm27hHBXIKKASlDhrKAYFwgqE8OKxcF8fFzn0kwFBO/Zc2TBEVcfTGugLq1CB/sUuzdkWUrrK71QhAkngCsrxiCCueWuxig8qpKTMCsJaSNH3dlgqDomsV/jrTBPVQ6wTVX58TBhHlMMhACbLEALybh+EF59JHbPjlleQpQusPnmSM3/zWRCC1r6dHP3eb8eUmjO/9CgayIcZ+TDzQBkwxgP0MKlRm45wxlIMRhS9IUHsRXBULgIm98eHKQwq8h1tlUTk+ZjYUXWJh1jtObFBZfXlu28xtixwCAZLA3ReEEQhzS1t0uVe5VTgPO3D+c74WloT4GkAqUE0/e/CZh09Hnvx3sgLrfzi0XnArw1lbqhNrYOcsO6/LvojojjGaY2qJ9gsXaeaOIsQwi8oegOCuk9tc7pEj8Y4MtDgZs9z5uNfqWg5HswXgzEyDEi76WQbnTbUt28lnuoQNqvkqobvlIaN9Y5kujjP6NxZ2odv8pz6y6uKOnbGbOA0P1sVK6skuzy4LYeDDSEoL7T0eIytL6BHBdZqnPD+uWEjqa6BAmd0lcAXorMC5yBqN71tXWkmwTAvVbncUttbI5x94eLbzdqs56pvpUH6Jnh9njW4vzuxS3kx5ZzF5lklxglw2vCLn/kQv/ipX+HlB+7gk2/5JM3rWugsJbu0SLGygk7HFQCIECoE43l3TgYEQvrs8KkOOh37lB0BQaNJPDtLY98+b+r/Imy1/HZXndG8mIBNW+QbxEtr/9u88PSDOASh6D7+hB91RxEiCrHZCJU0qO/yo/nJ75TCGsPS/ffTPnyM+q4rOzPNAzDzekd6cszwy33GJ7qQg4gjbOY7QZQSJwUOL6ZzBai2JN4rmbpzG+P+CfRoxI7b7mTxbg+eVRxT9vsEjSZ6MCDZuo2powcZnpnD5HOoWoTJCuLZ2W8IXC+vsNlk+sabyFdX6T/1BCbNGC2sEs9M+S7Q9Am2vucGel9cwC5OYzOLSctq7Cw8h7TiVerRmLDVRDbqBPUEmxtMWiCMN843IsVtXyFjiZk9Wygf2QEVGL38TBdSTcbta4b9tVaN4dKA1my98qFVPiyi4npqM/J8wSpelComVsY1dG+ACtfV2UXmle8Ih819IphKJLbMCeo1TFZUan6HiiXIwIt2RgULHztJNn2GsFlHJd67lOUVHvvNP6Y2VYf+PpCWMArRha3STR1SCIJATsb7MgyozXTQ4xST5xMLrzCsTeymVOC7wEpJXJFXnEZZgfcQm429QE1r4qm2V/KPxlghUSbFak1r2xRx3fMWo2ZCPhgRKIELSigFYs3odePZRFBPfGSw8sA6iDy9xxpD0e8jlZwEHhhdTuJqqVwMBI6gFqLHGVICY+8+IKQgX+1VH/S6W0U5SqsOsgPjwArsriWCGUnYmCZoJKgoZOmrT7H1lmsJIgdOky6usOPVryBdWMCkGTM33cCzlbOW4emTlIM+U9fe6L1or3yQt2/Thq/n1eyspeh1JxMbPRgQtl6YWNVZS3bpEv2Tp+mdnme0NKKW7CPIpgg7tcu6qA5T5H4BENcoh55nHHWa2DyvggTkS55cCN7dYbM2a7O+udoEr89Rr3vd6/jsZz8LwHvf/V7+/bGfnnRd/+PH/xO/9MlfBmDP9G7u+am7n9dzOqMxRSUoEsLzBmvJBmC5/HdzpOOeT7SSCqTygMyCCPG+jlIio9BHlsbRRm5qGD1vUYUty0k31DxDRW+L4hlA1VsyeRV9tC5eiiKCJEF2Oht+pkdDhqdOMnv7HRu2p3/yaUohmL7+xituCM45ek88TthpPytwXSshBcmhBCPPk9yiqO88RLlUMjq1RHphHj0qCVt14q1NWlfv4NJX76W5fyd63Kd/YZ6w3WLbK+/0VkRJUtl7efBa37ePYmW5ClbwICBbWWX7K+8Ea1l68GFmb7mJZPu259y+Z76nYnWF4ZlTEAQY7QGdbBpaRw7QPzVH0VukdWuDztFDLP7tI0g7TXpyiCgljARWWjD+GCn7aTUCdgStkMbRFvG+mNMPP4hOSux4iMs1o1M5wRAcxnc5pbyy0y68CEsGAZF00DCM+xmNqaTiEwOupMxKokbsJwLW0zWcdVz38y8D4Hfe+eu89ubXY8bjCe1AKc+/DOs1RBBSDEZYYzy1IVBYrX1HOc9wpfH2UHFIonZw8J03Mzh3iu9+97t48KnH+Z/e/Hb+2Xe8HTOGWmZBWbCKuFmbgCRrDDorKEYptjvwneAw8GlmUYAIvJ2WNWPCmvc9FUpBWmCNg9KQNCOs9olh5WiMNRYVKP70sb/i3/zlv2PfzF7+6w//mQfLSUxnmx/Hr5UK/PieKAI0omYQOpj49goh/P4T0scGS4E12nf70hQRKIzVHP3ZmwH4g/f+Frfvu5moVtEeKuGhEMKr7YXwNAytsbas6N0OgaiU8rL63H3X+J4T9/JDf/gBlFA88UufZOebD9I+7MWSVhue/rO/Y8uNR+kc2Mbw9Cm23H4Hg5On6T11nJkbrmP+M5+lc+zoFR6vpijoP/U4MgyZuv7GZ+XpO7cmhZY4o78ueC16PYJ6fXK8lsMBtS1bn9f5ptOU8blzdE+cZrQ0Il0eUptO2PWyq2hMH2Lpj7uTxaf3gk2rKVZC0R9VFmY+wQtnMXlJ2Gw+r9d+vmULi0wUyeGXtpu7Wd/q5bCbndfNurw++kcf5Z9/8ANsn91OVmb83r2//4Kfw5a5T+0BkJXZvhDk2QhbCY2cs5RLFj0qvG+skGC8yCFoN70l1RpQrW+MSF0Do96v9Erg+XXB6GWgU0aRVzNPdS4DqjEqDJ9nspWv/pOP09i7fwNw1VlGtrhAc/+BZ+1kjOcvUA4GbHnZHV/3uZ2zDM+cAJiENeRqERPNsf0tN7LwuXsJZyKSPRHx7hrxhQ46y0kXFpi67lqa+/dNtiuoJ5hxikkSrNHEM7MMT51k6f4Hca5g9tZb0cMxi/fcz67Xv5qtd9zOpfsfZObG66nvenah2VoVvS7D06ewRhNNzTKcmyNfHdI8tI/Gru2MTp8ibifkK6tM33QTg5NPUzvoOYPx4YzWoV2sfuVxosYM2eIlmvsPsvzlL9M8uJfOtXs3iAZ3No4w94VHufX9/z1P/N7H4PS077iG/n3q0Zgf+N0f5v6zD/GOW9/OL7zrP04y3q/+6RsxzvBz//h/4+03fA+mtLiyJAg9+IkaCcU4J4wrQFT5i77ntnciA8nurXsRwJ889Bf8q//y79jd2cmnf+S/eBGS0chAEkQSGdUpxxmmLH1ncTBGBr7LG3UansowLpj/8y8j9owwpVfohzMd9rzmGvKzAeN5n45kreUHPvweHph7+Ot+Bo998H6MoYq6jTz313ig5wmuVG4AIJVEiCqZrQKHQVKr7Mm8Wj1KPA3GB0rYKso3qLqmFhUpilFGWK9h84KgLTA94QGscB6AWkvZTyG0lP3hJH3Mv4ZdP86NxZZejLguNMTHHjuHjEKUUjjj08xkoAiTCKkCTJH7a4RcO2cdu9q7+MGXvZt4h2T2DdtY/tJjBI06yfYdnLvri4SNOrPXHmT1K19i5uZbkUFA6+ABzv/dp7FlSbJtG6O5c7QPr3sel8MB/acep7ZtB/Xde59z4ewq5ws/ov/6nddidZVoemb9NQYDms9wJNnw3M6RXbrEcG6OwdwiaTejGKY0trbY/4ab6Bw5POELp9cbho8OEKHF5jkyihFBQNEfIIT0jhHOVT7LCrG2yHmJylPEHFvfun0znGCzNutF1CZ4/QY1OzvL8vIyv3PP7/IT3/Mv+eMH/oSV0QrT9WlWx6uTxw2zIb/66V/jE1/9W853L7Czs4O33PwWfuSN7yeslLeHf9qP3H7i23+cv3704zy5eJzffu+HNuZpS/jKk+f5/p/4AN1+n//1Z36GD/7ov/AK2CKnGAzJllbXx/YTMOqTlvwYPn4GGK0jp6YmP1sb1b9YKsFzVdnvo9OU2raN3cn+8ceRUUSyc/eVfzMYMHj6aWZvu32S1vVs5ZxlePoEOEvzwFUgBMMzp0gXF5m56Zb1cWV1w19zIciXvUAt2bZ1ww02qHvOoYwCwlaL/NISepgS751ByBrx1BTx1BSmKJj/3BfY9YbXsO0VL+fSffdjtaa5b++V72U4YHj6FCZNiWZmGV9YJFs6Bdai4oitt92CEILa9AyLX/gCKlIsP/ggCNh6x8sZnjlF2G57g/W6JJiFUEjqh1sEW29k8Z77aB6ZQcbro9TZq/fy2B/dRTFMCWOFTZvIegDO4KwAt24Kb7UmX+36zpZz66YMzhG1GpRjPxLPRgVJu0ZYDynGOQiJ1Z6vKKXgZ777J9FpSdRKKIZj3GXjcRkoZOBH3jpNJxGlKgrAGqy1aG1RTiFtiS5KjLaUmcWdq5Fs7U1AQ70VMXvDTQxGQ8r6EtbmWOf4Rze+iev2Xo/Ths+f+AInlk+xvbmN7zj6hslnHLU8aDF5USV8FchAogJJmWtUFKGUwRTap5cJ38X1I3tJMc4YrngvXiEFQeJ9VPXYp1xZa72Lgls77BxB6BedXkCVQeI76M6KdadiI7ASP0qvakLLmPygoqI6QTzdnnQ0nbWUgwFRc115b4rCC6iMRSiLqiXo8bhKsZPY3HLV3mv5V9e+j5k7O6g4pH34IJfuf4RgeivjS6scedsbWPnyI7SvunrSbZRhQOvQAXpPPk3r0AGWH36E1qGD3tni4iLDs6dpHTpCPDP7nOcsUNl4eds6q83XPcfz1RVaBw9W78trAy6Pm5685yxjdP48w7NzpL2M4WIPIQTN7S32vPpGmvv2XdElnnrjFMPHVjBjQ9BMqlCWAUJJolYD8IltMvBc+bD1EnddM0vz+tZm13WzNutF1iZ4/Qb15je/mc9+4jP8wYMf5Z+/6Uf4yOd+i0bc4O23vZXfuvu3AX/Des9vvI+HzzzM1duv5m23vpWHTz/CL33yl3n8/GN86J3/54bn/A+f/EXecPW3cc32q2nVLhMiCHj47Jf4H//D+xnlKT/3Yz/Ou1//RvpPHd/QIQ0adaLpqQ180b9PMPpCa3j2DI29+zZsT766jB4Ombr+piu6M1ZrVr76VdpXX/11U7Scc4zOnNwAXAcnjlP0eszcfEsl2PI+lziHtZalhx7GFDkqqRO1GmTLyzQvE1+oekLZH+B0SdEdoEc58ewMIlBEVTwuQPvQAWxeMP+5e9n1+lez7VV3cvHe+3Fa0zrkb7R6PGJ45jTloE80vYW8OyR7+jSda65GSMnFLzzI7C3HJu+/99RT1HfvJvp/2Xvv+Eru+vr7PfX2pqu+klbSavuud9e7XvfescEJ9oPpxhSDgyH0hIQ8OIQ8SSCBAA7EgAO4gMEF23iNjSvua2/v2iJp1bt0+/Tv88dcXa3YtTEJ8Et+0ef10ku6o5m5U+89c77nc066iundu5BVlUJfL1Y2Q7y9oxLlKVy3Alz0eJzkimWMvbqN+nPOqjS+KJpK9dJmhrcdQJOCGLaHElcRnn8OJCVQyXgQnsDzQJjWHC9LkHBNi5ePvMy7f/RBAP7xyi/xzee+w2BmCIB73nc7a5rX4DoOy/4/P0rzzutu4+Wuzdzy3HcBGMgMsbg89H3n+27jtIUbeGTbI/zbs99l38gBAM5oPZUvXPI5WhMtuLbA9Bz+5blb+OXeRxFC8NbzLkCP++cpUJVG0XXsrOODjGgUxzB455prkDUNJaDzmZ99jiMT3SxMt/DXF3/GPya6D86zhQzffva7PHnoGYZzIyiySsEqcOXyy/jqW/4e4XkM5Ia45fnvsqV/O2P5carCKT5w6nt49/prCQRnnAPgP57+Pt976UfkjDzndZzF31/5RcJ6iKOTvVz87asA+NvL/po7tvyEvukBltcu5R+uvJn2dCuSqzCemeabL/4bz/e+yHhxnMZ4PZcuv5CPnHMD0WBobgyHLPsaUeFx5zM/4u4d99Mz2UtED7O6cSWfu/JzLGtYhvA8TNvkn575Bo/seQxJlnjfmdfxbOezbDm6jU9d8Od8+h2fZldqD5df8yYUWWbwheepOfU0ho908fV//DK/PrCHgQ8M0lhfz7uvu46//Mu/JBgMYts2X/y3W7jn7p8wkc0SCQZZtGgRn/7IDVyy8RSSK1dXWM3XK+H6rhVi5u/XAK+e4+Dk8+gJ38nDyeXQorHKPSOEwJyYoNDfT2F4FKsoyA1MEEiESLVWU7ViMeGGxhOO7MywxLGzEuSe1RCehJ3PISsKWixSfn97Vs+t/X5ZV8/0UEIKVZdV/97WOV/z9b+15sHrbylFUfjApe/n5ju/xEfv/Bjd4z1cf9b7iAdngc2Wni1sO+oPX25s34Cu6qxcsIKDIwd5fP9T9E300ZScZRs/ePp7+dzFn6DsKM4T+58BoHeyj+t/8mFsz+Z7X/473nzRhZV5kFw8y8CzDaTCzDSp8v+ZYcWKfRRUNHKVOub1nC9J6bg/Xne69Drze7bjs5yaRuagn1YjEFiT40iKijE8jDE8XFlEAObEOLIi4+TzZA8f+s03qZSdmfLZwWQVue4uzIkJPNchVFNLcWA2U1xSwbUMsp0H0KJRwo315Lp6IBGl2N8HZTN3ADuf9+NyHdtPCauvw5iYwM76zGS+92jlGKuRAIFEhOHnXiDR0UZs0UJy3d2Yk+MgS2WmK4Jr2Ox6/gVu2/Qwz23ZwsDwMKosU1NVxemnnMKn//zjLKqrw8pME2tvI3/kMHIghPDAnJzAzmYp9PX5cZiOgzU9hXBcisNDSEgoAQ0lHGB821ZiC1sqB79mcS1je7qorm7DVKUyS6rimgaKPJsEJ2uKT/DJc7+YhePgFEtzzutXnvpXNraur4DX2zbfwTebT5ozWiA8j7VNJ27kefcPP8DaBavZMbCbaGD2weTFns1c+6Pr2PSxB2iMVPMPj3yNO1+9m4Aa4E3LL+WF3TvoHOgur19g57K4BcP39PXwpTRBnd6xXs7/1hWz516RUQOa31PmebiOyfV3fZhdQ3tZUtPBW066gl8fep6CVaA304ckCYZyI1zzo/eQMbI0xOp484rLmShNcHi8x288K1ffVD8/2HwXp7Wcwi8PPM6mfY+xpKaDj5z1gYqXK8BXn/5XLuo4n4JdZMfgLr78+Ff48Z/dRd7I8bZb30F/ZpC2VCtvWX0FT3U+w3eev42tA7v48ftumxub6vkK1q889U1+8Mod/rFZeQlHJ/t4svMZXuh6mQc/fj8dyVb+6elvcNeWnxJQA1yx8lI27XiEw+O+tEZKlkhfE0fdUtY8SxKuUWLyYDfv+Oxn2N19mGVtbVx9ycVsO3yEv/3bv2Xv3r3cc889/PCHP+Sbt3yL+poa3vmWqyg5Njt37GDvvn287f0ffMONTBXmFa8MXk+8nDU9jRaLV0CjnfebtVzTpDg4SL6vD8dwKE6bFEYmidbGqV/bQnJJB8Ga2hM+wAshKA0OUOjvI9a+iGBNLbI3ysRjw0jBWeAqhIdnWyh6EDuXR4v/bk1ir1ee5SHJUPfOxv9SuM18zddrVVkB9b+m5sHrG6h3Xfgu/uWer/HU/qdRZIX3n3099225r/L//qlZ4HTnSz8+bvmhzAhNyabK61PbTmEWlEoVnDacHQFgZdtSLjj77LJHqWAmocfvNqac4iOgHEFZ+e07gs82R0iz/qdIchnbymX3e5COnYYEMn53tITvnYp0zDqk2W09FiQfOx0ZO5crm6BLFQDqFgq+XrAqXUlymlmvlcngOS7RpgZmU7Tm3oFCCKzpSQQQqKoGISiNjSIB4br6EwJdzzTREgmCNT7LISkykqrgFEt4ZYDg2bYPgB3H93tMJvBsP4lpJnnIT1Wa3SrfJcAi132UYF0NajSMOTnlx4RKMubkFC91dvLez3yGkmGQTqW45IwziOg6vaOj3LdpE6euXUPjOWcTSFdTHBpCuC6BZIri4BAipPkavEwGa3oSJaDjCT+e1ZycqBwaLRLGGB0j39uLGg6BAE0HPSRjT3pIku/r6uHLJ2bsw/wd91CCGpZlIc/5CJDKzSyzx//b1/4LtdFaHt33OACdowd9W7Jj7NwkCc5bcnbldUDVefvJ11Qw8MN7HgVgUXU7Owd2A5AKJ5kqTnPvlvu46ZwbuGfHAwB8+oKbeN/69+K1j3DGZ/4fJjMZjPExpvfvwxwP4Fp+CtbMp/RvBq+J8pD/zP+2Du5k19BeJCQ2LFyHKquc2rqeh3b/kl2Dexk1Jvj5vl+QMbLEgzEe+shPCYkwqirjeH5Mr6z7oE+WZO658SfUhqoIPhDk7m33sntor+8Xqs8exy+/5YtcsfwyHtr1CJ9+4C/ZPbQXJIlHdj9Gf2YQTVG5+/o7SCcTbD30Fq694zpe6X6VHQO7Wd1wjAm4EJi2yV1bfwrAZy/5FO9dew2eJ7jitrdxZKyL21+4gy9c8Gnu2X5/ZZ7rT3kv+UKGs2+5mKyRI7I4xdSunTjFQmXVciDIwz+4g93dh5EkiQ1LlhEOBVm9bCn79u3j3nvvpb+/H7N8/bct6uDC1WtYtno59R/+CFUbT/mdOvBFJfK4zLy+hlWWNTVJoKqqvPsCY3wc4QoyR7pxPY3c4BROat03QAAAIABJREFUySBaG6P59CXE2toIVKVfU2vr2RbZQwfxbJuqNWt9OUXJYGJ0K/qSRryBIMIVSEo5UlnVcC0LWdd+byNZnumBDHXvaiTQEPjtC8zXfM3Xb6158PoGKtWQ4tr11/L9F2/j0lWX0JKeq3NckPQ742VJ5rnP/5qmqhmWVXDo6D5aq5px7NlYxlAwghoJl4GmV2mqWNm4AllI7O7eyzs+ehM//tevE0+mUIJBlGDA/x0Iln8HXt9u5hjQOwt+xWzE529Om7HhOdE0MRsLOhOr+pv/91yBcCycUhE9nsDO5XwA6Dq+3lKSMMdG52yDOAaEZLu7K7Y0yLIPrGWprLP0gZcaCmNOTeGWCkiyghyJ+V3aslzR05kTU3iWjRIMokUifsOFJKMEQlAOMJAUFSeXpzg0TKixocxyBgk3LvCHamUJY6REtGXhMdszC7ijra0MPfM8uSNHibW34DkCa3IKPZkkdfoGPv7e91IyDNavX8+m+++n8PJ2ak/fQGmoF3dBM0PbdxBpXkggneaFBx/g6/fex9Zt28jncixubuGvPvUJrv7gh8j3HuUHt32fj3/pyzQ3NvKxT3yCb3zjG2SzWS677DK+87WvU9y9l/qzV7DvyBH+6nOf45WXX6Fk2iyp6eDGMz7IpRuvAAR3P3cXm3u2ALBvuJPTvnIBAUXniY8/hFuODP2bR77M3zzyZapCs+ELa5vXMDg1VHldNH3fS/eY63kma75yfWsh/vLCTwMSKCp3vfozgApwBZgqTgPQPz3IN5+9FcP2zeG/+8IP6B0f4M/e9A4aE9VMZjKM9ozwic//LS/s3MPQ9CixQJSrVl3B2W1ncv1PPzLnun/l6Fa+9qtb+JNVV3Lp9/9kdhsR/HjLPcfdJ8PZYQbKrLKExJv//Vomi1PURKv59Pkf48pVl1Z46LpYDWklhvA80km/+71gFVFUv7Fnpta3r0dWJaoifnJSwfRdGAan/VjpdCRNTXWKBTe1kv3eIbjDX25gfIjV9XMZ7LHCBJbrX//Lm1egxaJYuTwdVW0cGeuif3KA8ewElus3fS5Jt5M4O0VUz9LyYCN7DnUi6wESy5aSvWu20dTMGIxbvueuEII7H/vlccemr6+P66+/ns2bN/PgAw/wnpdfAqC+poavfuELvPvjHz9umdcqv2FLBtzZ++kEZU5OEVu0iFxPD4X+fux8AVcEyRydQAvrRKpDxBe2EW1ZiB5//WQqa3qa7KEDBGtqibS0ltPqSnQ/9BTx1iZqN64muznD1JMTCM9FUoSfclco/V5YVyEEwvCQgzJ171owD1zn6w9egv891Os8eH0DFVgQ5Kbzb+T8VeeyuG7xcf/f0LqBdS1r2d67gz+95WouWH4+hm1wYOgAeaPAM3++yW/iKJdn2bilEpTti2ZAaCwY4ztvv4V3P/A+Xt61i/f9v1/kgR//GF2WcU0Da2qqEsnomkZZ73cMsA0GkWfAbTCIrGl/EH/C16pc1xG0SJj4kqWVaVP7duEWS6TXz7XM8mybsVdfIb6og2BtbRkczwXOwvUoDvbh2TbhxiY82ybX3YWeSBKoqfO73stg2rMt8kf7/EYtTfM7sj0X1zB97agqY2emkVSV7MFDfhd9Ko5nGsi6inBdpvbtLVtBebiWzdjml4/Znlk2GyH8LnlJpTgwiKxrBNJJXMNg0623MjTkg6FPvfc9mLv2ooQCWNOTOEUDdXCI+kgE17Z47v77ePNHb8J2HC485xxqq6v5+cMPc82HbuBuWeHyc8+u6Hj7Bge55etf5/yzz+a+X/yCe+65hxVLl/LJ91zH0z++m6v+/GPYts3Z604hZVXzqwNPc8PPPsatQYVLV108x7z64Ohh/nTdVahIvFIGtACXrLoYRVb45c5HK9M0VcU7Fqj6g1Nzz6XrIdzZ9RetEv/41L/417UnSEeqGMmN8r6N7+aHr9wJwOM3PEg8HOWvN/0d9+94cPb9ZJ07t93Nq/2vMpz3RyJ+/sJT5EpF4qEYV664nKJbomu6l3ekr+Gak9/KvdvuryxfF6tlQ8cGVH3udS8hceHSc/m7t3yRr/7qa9y/8xdcvPQC1tav4n75IQAyRpZEMM6frnkzfZP9HBw+Aqv87ngAVfYDDXyPXZ+9nwls8Cx7dh+0gN/8dcz3iFsq0RDzGxgnC5NM5McIdQq6zKOVeVpXVxNccEyDkCeR1qrRFR3Ltejs6+S0+g1IQuPwhC+paAjXUldbT0ALYNomR7QtpM55H4M7uhkY84/fyPZOJC1EpKl55iTiOYJFyzoAUGSZru5u9N5B/7ND9xjIFVh9+ukYhsF3vvwlvv7JjzMha3z3n7/G1+66g5u/+lXeeeONbzjoxJcNSEjCO2Gz1oxjgJ3LMblrF3IoSmHSYrprlGhjmqpFVcRbmog0N6OGXz8iVghBofcoxsgwscVLCJSdC+xCke4HnyKxeCG1G1YhSRLJ01PoDQojd/eCrfu+uYH/OuvqWf49EVkRJX15ze8tlXG+5mu+/JoHr2+g9LoAiVCCMxefeULGQJZlbv/QD/n3p2/ll7sf5edbHyASiNBe08bbN17rG98X8pX5bdPFdQHb9jO/bZ9ZEUKQiqd4/InHOffcc3n2+ee5+rrrePjhh4n9RsLLTHylaxjlvHEDp1TCnZqqgFvhuiiBWWA7h7l9A+zt71Ke41AcHCS9fkNlmpXJYGcyJFasmnPchBBM799HMJ0mVFcH4G/Hb1h/FXq7kWRILl+Ja1pkD3USbmg4zoLLymQY37qdcEM9iaVLGHzi18iKSrhxAcFqXzZQGBwi03kQYVkooRB1Z8+ey6FfP0Owto7ksuUIIZjYuhlJ04l3LCaQ9FO+SsND5HuPooQj2EUTa3KaaEszhYEBgqlqv6HLdhj/9bOV7WprbcMumJSaqmk96aTK9DM3buTn3/wGP/zFwximSVtLC+0tzSCgvbmJ3QcP8a3vfIeL1q3BLV8bsixz/y3foiGZRLUsfvjAA7z49FPceOml/PCB+zEMg4WNjbQ31WMe1WmtamHv8H5ue+Y2Lmw9Yy7YFB4vHH6RpmQjN/z4z/1tTS9kYaKJklOiKlrFSFnCIkkyWmi2Y1uSJL/Z6xgw7LkC25oFuJZr8aPNs/KZK1dczsP7fskdW35SmfYXj3yRPUN7K4xha3ohPRNHGc2PAdA5eqSyzblSEUmSuOMjX2eZfgpaIoirCGTT4s/O+MAc8NqaXsh5S86kb6K3Mq0xUc9gZpjdg/v4+pO38GpZn/5iz2a0WJRsKVeZ1/ZshBBEI3GmzCnMgjW7r5KErMiY0zl/1AHKWugwYmR2/51SCSkW9+Uc5Xk81+WSpefzr8kGBqeHuPb717P+xcX8evd2AE5dt5az37aO2JJmuMFfzK0aw6vK856L3sltj/2Qrz7xz+yb2kXvxABHxrsIBgK8/apTEW2Hee/b38737vgRX/nxjzicnWTXvr1kslkAYk117Ln9EUTjzHkU1G5czcZ9sGbFCnbu28ep6zdwxVvezERXD52D/RilIruef5b/+OHt/Ov3b2Pj6adTXVPD89u3AlBVVUWhr7/SrPjbSrhuJSTh2M8cz7YpDg1R6OvzkwItgVGwKY11Ea1PUH9SI/HWhYQXNKMEfjtz6Zq+1h1ZJrX25IrbgJUr0P3QU6SWt1N78mxctRAC2+qn7t1JirsVpp4dRQ2HEY7/wPu7lBACYfkPuXJAofqaWsKLXx9oz9d8zdd/rubB62vUM888U/lbCIEa13DyDpLuf6F+8tJP8MlLP1GZJx6K87k3fZbPvemzJ1yfGoly+Oad5VcyVtH0fRmDOjedfSM3nfVhJKEi1+SI2TL7tm+b1Y6eoCRJ8oFpIACcePjMc108w5gDcK3p6dnXpukb9R8Dbo9lbpVg4A2HHpQGBwlUVVWsqoQQZA8fQIvFCSTmJskU+vpwDZPUqtdI6xGCQl83nmUSa1+CUywxtWcn0ZZWf2j/2HX19zO9/wCpVSsJN5R9VyVmWVJ8G678kS68Uonq0zYy8erW3ziWVBpInHzOPwZ6EDubxTNN8r09yHoAJI1C3zCJxYuo3eD7YMYXtTH41LNokQjxRW0sOfusynr3b97GkrddQ6q5kY9++MP86tFHOXT0aEWKMFKOSu3u7eXff3T7nG0aGBom1FBfSRaqq61l/VuvxnNd6h/0mcKSbVO9cSOjZT3r0cFB/uOBB+asZyg7jBIKIZe/+OPBOCvql7J7cB/b+3ZRFUnhlVy6J47y7We/e9y5cB2H39Qgy4qE681eE7Is+clW5QppIUp2CYBdf72ZeDLN5Vt/wXee/R57BvcBMF6c4NyOs3i882kAeiZ8BnJGwgCwaGELh3v86VWJBBsvO5ncsxJmJuefWl09LkoZCZRAADUyy2B+8+qv8tj+J3mi82ke3PVwBYwurl2ElcszVfIlDAuSjQhP8PNdvyAdruKDZ1znJ1+ZbmXd4LOtM3IX4bh+tPExIysIP0FLnmHvBHiORzyc5P4P383XHvsmLw28xEMv/prmBU1cc+FFfPajHySQnPU2BSBcIqsN8ZXv/gPrN23k1ltv5ZHtvyKeSHDllVfyFzfeRLNQkRSJj513KVYux8PPPsOjTzzOR2+6CeX++9ixbz+phQ20XryRzd/6Xnk/JDL79iLLCo89/Av++ZZvc+9dP+Guu+4iGo3SWlvPh268kdLQIIvbFrJw0SKeevpppqenSSQSXHjKqXzt618j33OUaFvrGwtFKTOvCECWsTIZCn19lEZH0VMpXCnEWGc/kiKTaE6TXNCEGomgxxPE2tp/6/rBb/zMHjlEuLGJ8IKmynZZ2TxdDz1J9eqlVK9ZNneZ8RHwPEILFlAY3knyTzQ0u5rs5ik80y3rYWUkTfJlTMfukxDgUg6hACQINARInJ4ivCSCpM77uM7XH7fmQwrma05JkkT8jCSTvxz7L61DjURwCgXAIxAL4joCYzqPHgujBDTcnEXO6UPuymGMj6PoGoHqGgJVNcf5Fb6RkhUFORJBfQ37qQp7Wwa2rmHiGiUf4JoGnmHgHcvezgG2s+wtkkShv4/U6ll2sTjYj2fbpFavnfOeVibjp/ecsvE1O4OLfT14pg9c7XyO6X17iHUsIVQz6xsrPI/pffsxxsepPe3U4+IjRbn1Mnv4CPmeHuKLFzO1d5/veavr2NkcesL3UhWu/+Nv3zR6PIFrWhQH+lCCIYRQKPSPEu9op/rkdeVoU7/UUJCGc89k8OnnkHWds84+m/r6eoaHh7nl3ru5+tMfJ1FVxZf+7EbGeno4dPQormGQWrmKloULAbjwwgt54oknMMbHKA0PEWxtZ8dPf45TKCKVO5K08vCsrCgEUjMPAxLjr7xMY7nB5cw1a3jwjh8w/UgAa8JAaB4jUyO+5U/5ezQWiPCTD9/hd+IbJndsv5cvPfz3RAMRHrnpARoiNbz/zj/jua4X2bhwPcJ252DXn33gRwhPoIU0Dn1xJ8LxvUU9ZxZ0/s3Fn+OtJ73Zv/50BadQ4PLVl7KybinnfeNNAPz4I3cheYLH/9EHrz/9wA9Z37S2bA2mMlY9zmkfO5s7br+d9153HZOZDIcG9tHgnYQaULFdG8n1wJnduOc+/wwt6Zby9TE7vTqW5rMXfJzPnP8xtHCIz9z7l9y/4yHaUgvxXOFr1o+CIitsuuEeQqEgaiRKMTONLCSuXf9Wrl59FVpQRdEVlECAz1z2KT55/k1+yEWpRFOkkYNf2A6ehxoN41kmZ7SfyuGbd2IbDmo4iGNYNNQ084/X/APyomGCTX5EdL53jFgiiRIMoqqqfw+MjtP94JOMjhQJJ2PceOON3PD+D9C76Ve0/smbkGSZ/ieeJ7pwAYmOVsSr2/gL9Vq+8I73IeERP2sjX/v61wFob28n3lTLOWvX8crX7qTtog3Yk4MI1yNk23z1X/6ZL/3VFzhy369oveI8zLFhcj29RFpaOS0a5RfnnOtrRssX0cSOXciahjkxgTE69obS5oTrpwQ6RgnPtpjctQu9qhpHijL6UiehdIJEU4JQdZzYwlZCdfVM79mFnnh9Xat/rj3y3UcwpyZJLl+JdozFnZnJ0f3QU9SsXU569ZI5y7mmQXGwn8TSlTiFIoX+QZovvwgloJM4PUmpu4jRa2AeLWEO+/KjmWbXmWALJawQbI0QbAkSWhRGr53Xtc7XfP0xah68vsGKroox9fSEH+2n/+f0UJIko4YjOMWCb7ytyKjpBGYmj5O3iCyJ03bd5Uwd6GJ8ZydqWCNpe5SGBlAjUQLpGgLJqt/bUP8c9vY1mh+E6x7D3Jqz7O0M4C3nfwPkerpRAr7WtjTcj15VXXE/kCQJz7aY2rObxPLlJ8w+F0JQ7O/BNUvE2pdiTk+ROXiA5NIVlQ5k8M3Jx7dtR9Z16s484wSxp75OcXrvPpRQmNozz0ANhSj0D2JPZwhUpzEnxtETcex8HlnX8Eyz7CE5hue4PrizHIzJMeKL2qlet/Y19X1aNEL9Wacx9OyL1J12Ct/71i1c8853sv1gJ0uXLOG8888nYJq8sNNn3tVQCDUc5qMf/Sh33XUXTz75JGeddRbLFi5keGyMl7dt40PvfDfty9or7PGJ2C0lFCK9/hTef/XV/OyBB3hh504uf8d7WBxZxvDEONuHdvGu9W/jU00ds24DkoRn2xUP2eqgf97zZoG/3/RPmI7By0df9WeVZbR4DK+sPZ05R0pZT+o/kIVwDQNxDPP48N5H2T9ysAKYF6aaeO/p7zpu+5uqm7ls+UU8uv8JPnTXx7ho6XlIisrhkSPsHNjF6GmvcEZNNQsbGzk6OMhVn/woFy2+EMO2KNklbn3HN6gRNQTUAKZj8vmffp6OukVcu+5qAtLsuVIjUT80QddxDHOWNfUEalDnujPezS/2/pLeyT6uuu0dbGw9maHMMOta1vHJN30Sp2QgFUrYhlPWPoMkS74NmWGiBDRURcXOFwFwCgayroBr+CEYdhHXdv17yXEQjkcuM07jlRczvuVVkMEpGrgFB1uyEbaHPe4gOTrpugB62DfoN8YnCKZTSLKMUzIojozRcO6pSJLEoewUN37przh3xWoCssITn/sE+UKBxe1tXHHZ5XQ9/GvqTllFoDpJdv8e9Kp6QqkQ+b4+wo0LCKWTNF9yJmNbtxJtSBGoqqI4OE7VmpVkD+6jcLSLyMJ2JEkisbiDoWeeI7FiCfmeo78VvFrZLIXBYexcHklRcGwwDI+hnTtILKyjdmUjejSIUyxRs/E05LK8wM77Hq+vV06xSLZzP0ooRNXa9XM0/uZUlu6HnqL2lFVUreiYs5wQgnxPF6G6RpRgiInNW4l3tKEEfJJAUiTCHRHCHZHKteIWXITtIVyQVAk5KM9rWefrv0+Jykfb/4qaB69vsOSATM1VdYz8dGg2rvE/UZIsV1KdQCAsg2A8hmNY9A6+jPX0OK3nn0x61WLyfcOM7ThAYWSCmlWteO4Ihd5u9FQVwXQNajT+n96ON7y9ioL6Ouyt53mMv7KZSFMTsh7ANQxKo0O+N2c2x/grmyvsrWfbPoDI5Sjajt9oVmZzkWUfuBo+cDXGx8h1HSa1cvWcrmJzcoqJ7duJtLQQ71h03P77TKqDcB0iTe3ElyyeTVtKxLEyWYLpNIX+fmLt7djZDGokil0oMLlrB55hABqlsWm0iEbjhefP8fp8rQqkktSdsZGRF19hdTDKr77/H/zg6Sd44rHHuP+BBwgFg9TVVPOeq6/m+o9+FICTTz6Zl156iZtvvpktW7aw5dVXqa2t5cILL+Sqd74d4di4hvG676uGQqxds45H/uMHfOXW77Bz/wF2Zg5RHU5zevupnLv0HOxCcQ7LLVy38kF32bKLuP7Ud/HzXQ/zQvfL/OnJV3FFPM0D2x4EAeZ07jhPTlmVQVb9iGFNRRaBOdv54tHNvHh0c+X1Kc3rec/Gd85ZhzE5jSnF+OervszqxpU8uHsTj+57Ak3RaEk184m33UBpIoc7ZfHoHT/l2/ffzS8fe4yHdm4iqke5esNb/aY7ReWLb/kC33j8W7zQ9TLPd73E6c0bWNY42zSIEL6KRJGRZalCJEuyBK7L6vZ1/PwjP+UbT36LHf27uW/HQ9TFarnm1LfhWg5WroQW0pEUF6tkgQA1oJZ79zyckouseajhEJIi4+QLeJbwWeeigR4OUJzMEoyHcQsmSILqkxbjjMkwVYfXFSa/L0TOHkdWJ5E0DeG4qMU2dFWm9ytd6A0hPDWDVpvGyTpk+3qJNjeilB+oGhsbqUqn+dkzT2KZJo3paj701mv49I0fYPS57YRrUlSvWcrUzh1Emproemo3DeuXoSgSE9u3UXXSGjCmidZXMXFwhParLmT42RcJDqaJL11J9uB+8t2HibZ1+JGyDfW4JdPXtefzlUSumfJcl9LwMIW+Pt+CKqgj1BATB/vxbJeqpS00rF1AIJkg0rQQK5/DyWYrUgu3VEJSVeTXGHESQvgJXz1dRBe2Eayrn/NZYExO0/2Lp6k/dQ2pZcfLDoyxERAewboGrGyO4vAILZdffML3mrlW1Nj81+V8zdd/l5KE+N+E1f/rNfrzYQp788jB17Z7eSMlXBenVAQhIWyJ6jdXE1oR49CmF8kNjbP0qnOoWuTrO83pHGO7Opk60EW8pZ5Eez3C8u13AulqgukalODxTOYfo4zxMfI9PaTXb0CSJOx8nqnd24kvWU4wXV3Z12zXET/dqrkFzzSPkSrMsLczTF8S4TrYhTyxhW1oiYQfLappFHr7yB46TNWa1YRqj2d7rEyGqV17sAsFJFWj5pST5ww7FvoHKA4MUbV2NUNP/5oFl1zE1J7duEbJd2/QQ3imQaC6jnhHO5M7tpFYtgI9Hj/uvV6rxl7ZSvZIL40Xn0OoOk328GGKQ0M4hSJaNETNaWec0AFCCI+xl16geuNpyKoPSKb376UwOIIaUKk+5dQTNqwIIRj41dOEF9Ri5zKo0STFPdOUdkZxcdF0GddykTW5IkEQnucDUEVFVpVKxvvM+j3HwcoWkGQJPRZBUhRco4RdMHz9nyyhBAN4pomkqBXbMzUYLB/HQJnB8u8Pz3bK17qoBGpUUmnLLg7ejLZQBmFJiMVDVJ/eQXJJ25zu9EJnnrF7R5CDElY2Vx6+Fci6hhIIIDyBlc3jeR5aMICsyb5Nk+czpkgStmGjRUJlth20aBiEwCkZlQhfJRjAtV2sbIFAMoaia9iFAp7jYhZMFFUhmIziWSbC9XAtFyWog/Aqx1kJ6niWhWM6PtOtqAhTIDSLYKwKBLglE891QRHo8SjCdfBsC+EKXMtBSJK/H0oAJ19ECelIsoKjTFF1QQOpDQuO12J6gq77HsazHCILkhjTJq1XXky+pwunUCB10hqsXJF9P3mM+mXVhOprKA4MEl7QSGLxUgae24oxMU3TuRsYfv4lGi84By0cInv4AJKqEWvrwCkWGX72RaItvn91atUKwA/9KPT3UxwaIpBIoNfWkR+YZGTLbrRIiFAqiB5WiDY3EWluQStrk6f27CaQrq7o1kujI5gT4ySXr+Q3y3McckcO4RQLJJYuP859oDQ+Rc/DT9Nwxskkl7Qet7xrGmT27yGxbCVKMMTIi68QSCVJLl9y3LzzNV//U+qZh59i549e/IOt/5IvXc3y5ct/+4x/pFJuvvnmm/9Pb8T/pAovjmD2G9jjNpIq/ZcYWJDxDJfgMgcRHySQTtG4cTWhZIwDDzxHfniCZGsDeixCfGEj1auX4BgWo1sPUBwvEK6vQ9YkCv29WFOTCARKIPhHjYnNHDhAtLmlwrxM792JEggSa1tUmcfKZMh1dVGzfgOBqioCqRTBmhrCDQ2Em5qQVD/1Kdq+GKeQx87nCKZrcEtFjJERCkePku86gjU16etUHRs7l8MtlvwhcNcl19VN5sBB4ksWY05lkBCEmxrnAD5Jkske7iKxdDGF/n6szBTW1BQoKtZUDi0eJdrcRHzRImRFwc5mfEAde2Pg1bVMxl7dQXhBPbnDXeiJOLkjh0mvXYsxNoxruoTq6k4IQp1CAWtqikhTS2WanZ323ShMk2hb+wnPqzk5Rb6nF0kThOoa0CIRrFwBp1fFsWwUVfbz7iUZWVPLoNJ/XlWCARRN95lqz0XWNJxCETtfQouE0KMRX4Pqebglw7chUxQc00HVZCRVw7MsEKKif/YlGFZZpiAQjoMoR25KslzppfODNXybrdlgDZ8dFQ546RGyRwfI9w5hTk7jmhaypqKldTIvTWDnCn5Xt6aixaIoeqCsl3WQFQktFMS1HZySbzwvHN8Y3zHscsCCQJZlX4taMPAs29fyRsJIMri2i10oEayKV9hNRdfwbBs1oGEbFp5p+/G6gKLJCMdv8PH9i31ZhqSqKJqKhIZX8JA8FZBRAgqS6lsPy5qCcPyRCFlRkTWtIu1QVAUQvibeNtBiYTw8vGkPp18mtz0LSOh1OpIyKzHxLAuBjFMooIVUcn1DeGaB9Np1fjpZQKd6RRsT+w5RHJsi0daMMT5BqLqGxKIWMod6MSYzJBe3MbVrL7G2VoLV1ZgTY1hTk4Tq6rGyWWRNozjQjxIMkDlwgHxvL4FkkmB9E5m+cQae34msKaTaUoSrQ6gBjWAqTdXq1RUdvxCCzMFO4os6Kg92xvAQaih8nObVzuWY3rcbNRQhuWzFcfdSaXSSnoefofGcDSQXLzzufhFCkDtykGBNHXoyhTk1zfSBg9SetuG/Tbz2fM3Xf6Z6DnYzsrPvD7b+ReevoKam5g+2/t+15sHr71iSLBFeEcUZs7BGfB2hpPzuANYzXCQhETstDNXDaLEYpcFBZFUl0d5C44ZlZHpHOPjQ8+ixMJG6KmRVIVJfTfVJS9FjESb3dTO+p5tAVTWRhlqcfJZCXzdOsYAky8h64A8qK7CmpzFGR4gvWYokSRRHhjBehKqfAAAgAElEQVTHRkmuOqnCHrqWxcSO7SSXH89gCiEoDvTilgrEOpZRGhzAKRZIr1tPuL6eUF0deipFcWgELR4ntXoVeiLpgxHXxSkUMEZGyHf34OSzyJqKWyrh2WYFaAnHqXQ6y8Egmf2dCGFjT2fwTAshPPREGmEaqGGdaEtrRdvqGgZOoVCx2/ptNfrSqwjHofHCcxCuS6bzAPGlSyj29yJch/jiJUxs30mgugo1GJyzrDkxDhIVttqfNkawphZjbJRgbX1FjzdTnuMw9OyLeI5DMB1l+sBRSqPjmJkpxHDSZ1h11Q9M0xS0aMRvTCunqwnHqSSDCdvymVVJ9pnGY/S9brHog1LbQQloOIaNGvYfkoTjSxBmvHJnQBeC2ahTIcATZccDUW7y87v2ZUmAB67j+WlWkgK6jdpsoMcCxFqbkDWdfE8/Ezv3kTlw0PdQzYSQwxqyIiNrevl42AjHRlIUlEAQNRhAVnxjes9x8VyBoqkoQQ3PcVECetnCyb+vPcdDkiWfSbUdAsn4b7DkErKu4xkmWiSIXbJ939eA6ifYyT7AVUOhckOchbBdPENGGJI/yoILuovnOLiGhSQrSJpS9okV5WvPB5+e4ztmKKrs75ckowR8iYasKyghHc/yKB0qUtibI7ggiBr3t9cuGgxv3s2CC84Aq0C2ewjHcIktbPb3WwiM0SEk10B4gsneHDWrOpg+sJ9QTQ3Jpe0Mb96FFouiagqlkTEiTY0EUmmsqQnMyXGCNbW+Z7IiYRcKxNrakMNJRnYcZmTbfsI1SdIdtegBDz0WIlhVj1MsoUYihGpnvwSdfB5zYoJY66ztVqHvKKHausqIkh/x2k+u6zCxtkVEmpqPA5vF4XGOPvJrFpy3kUT73CCZmTJGh3FLJSIL25AkifGtO4gtbCFU88bu8fmar/+uNQ9e5+u31gyA1ap1SocKeKZXHvZ+faAohEDYAs/y0FIade9sJL6uGlnXKA0PocfjlMbGELZNsLqa6iUtJFsbOPKrzYzv6yGxsB4t5APSQDJO1bJ24q0LKPSPMvjiTjxXJr6oHTUcxBgd9g3+LcsPQlC13zuQzR7qJFTfgB6P47ku0/t2E6ypJVRbX9nfqd27CKariTQ1zVlWCEFxsBenkCfatpjc4UO4hkHV6jUV4GSMjTO2ZQuxhS0kly9DDQRRQyG0WAw9HsecnMYYmyC5fDnJVasINy4gkExSHBzxh7GjYZx8vsze9pDvOoKs+mzUDKBVQyFibW1Y09PIijynq1p4HqWR4ePsuU5UpbFxpnbtp/7cM9HCIcyJcVzTwhwfLzOSOslly1EjYSa2bkdPJVGP8e4tDg2gxeJzXBOMiVG0WBxjbBRjIkO0eQFOsURhYJDpfZ2MvrQN17BAVigMTJZBnEdq5WIUN4U9YSOEixYL45o2eD7DKskysqoiEAghcEu+bEOWJfR4tDLsDb4Pp1dmBV3D9FlC10MJlFlXZq97SfKbmJRAoLwtAmE7COGh6L6+Wbiu/0DhldlBTyCpMmpQQwkG/SjNVJ6Cl0MIidLQCPb0FDg28bZmqk4+CSM7jDcURXgOjmnhGiae40A5CU4JhiqRuE7JIBCP4pq2P812kWasrDS1vE8asqb58yiSD/YV2ZcryHNHV2biYp1iEUWVcR0P13YJxKNIiurHCQtf/4orI4oyuBJIPtvtKTayJqFFgn5jkidwCiVfP+uJSuiBH67hP4BpsYivL5YlPMfGNawyQywjKRKyJuMVXPI7sn5DaVrQ8+hzhFIREm1NWNOTxFqbMcenmdzTiRzQsKZGcQoFEstW4EyNYRkSE5391Jy0mEznAcJ1dSQXt9H35EuklnVQHBhA1lT0RBzPdnybq6Eh5EAAJZog3z/O2L5ecn3DJNvqSbYk0DSPUE0jwVgrxe4pRDGANWIgu0EUJYIUlJFVmdLwMLKmVh4ShfDIHzlMtL2jHABhke3cj13Ik1qx+oTJWoWhUY4++izNF5xOvPXE96trlMj3HCHesRRZ0zAmJskc6qLm1JPnWdf5+h9f8+B1vt5QSZKEXhsgti6OFJAxB02E5QNTXL9BRHi+Hs+zPIQjwBWoKY2qC9NUv6kWNeGDND0WB0miNDqCnkxgZ3PYmYyvZ01GadiwDCtfYv99z4AE8abaCmBQQ0HibQtIr16MUzIYenEH+f4xwg2NxNpa8SyD4kAf5sSY/8Wu/36CCex8nkJfL4mly5FkmWzXITyjRGrlSZUv+3xPN06xSHLFiuNCCkqDfTj5HJHWxWQP7gckUitXISu+VVCuq4vpAwdJr1tLZEHjnOXNqSnGX92CpChUb1hPIJX0QYXi2xjle/oQrkNq1WpCDfU+yCkUkAMBzEweJRAk2t6GOTGBEgri5Au4loHwXPI9RymNjGBOTOAaJczJCd8uy3V9xlJRjm8SE4Khp58jVF9LcmkH5sQEua4ukiuWYU6M4RRtAskYodo6tFgUPZFgfMt2tHgMrdwIl+/uIrygaY4lmjE2ghIKYU5OYoxPkz3SzXTnIYrD4xSGJxCeQNF1grVxos31qCGVutNPJdq0ACWiUDpQwioW0SNBnJKJFvKHWIXj+tePkBCWVY4nLjPVQlTYRiE8n3UN6Hi2P/R/7PC/zxTqZRYzWE4D810lPNtEVjWUUAjPMsH1fOBaTlJDUZAUCcf0GVDKQ+2yqhHdaBNpSOEVcj5DmLWwbQ9zOkuxbxBJcQmlmhA5BVmXymEAbjnww8MplnxAa1qowQCOaSFcl3B1CjwHhMAqmLiGhRoOo4aC4Alc0wIkFE0r26e5FTZXeJ5/jMqxxZ5l+7ZYIR3HdrELBno0hKSouCUTtyAQhuwfM1kuRwsLhOq/v1dmvdVwuCJHEAJfd4vwJQjCZ6fVgI5nWv5xlxWf7S5LPyRFBiTfUF+WMI4WmXphiNhJaeLttRT7e332NByi9vSNWNksU3sPYudL1G7ciBoKURoZoe6U1ZSm8gxvO0ztmiVkD3YSWdBIbOECjj72PNXrVpDp7KQ42I9rGMRa2xCKTKZ3nLG9vSAE6RUthJMRxJCCN5jCPhQjv8WmsLeA2SOwegX2oILdL1HYVyTzwhS5rRlK3TkULYZeE0EOyDjFAtbUJJGmFqzpKab37UFPVRFfvPSEjh/5gRF6H3uelovOJNbScMLPq4pcoLYOvew7PfbqNuKL2gimq064zHzN1/+k6jnYzdCOvnIG4u//p+OCefD6f1XJukxoYYjEqUmCLUG0Gt1na/AZESWiEGoLEduQIHlOmtR5VQQagsextHoiiee6mGOjaIkEnu34np81NciqSnJhPTUr2+h/cQ/9L+0m1lhDID7bqCCrCpGGGqpPWoIWCTG++xAjW/aiBiMkli0hEI9j5zIUeruxc1kk/KabY1m236VyRw4TSKcJpKpwSiXyXYeItS+uWNuYk5Nkjxwmve7kOV84M8DVzmeJtCwis38vajBEYtlyJFnBcxwmd+zEms5Qc+opc6QGnuuSOdBJ9tBhksuXEV/cgaweD8TzR/vwHBs1qJE91IlTLGFMZgmkqgg3NoCA1MrlFPp6CTc0klqxAmN8BDUcJb12HYFUCjXkM1tWJoNn25jjYxR6e8l1HaE0NIgxNoY1OYWVy5E7cgQ7m6f6lHUATG7fTmLpUnJdh0kuX0FpZAw7VyDW3lq2lwoTqEoxvmW7D16CQQp9R4m1+zphp1Cg0DeANTVB5pBv0m/lLKxsETUaxS0apNcsR48GCTfWIMwiajhMes3aihxBTWrkt+VwijbCtX1mSXioEZ/Fcwwb17aRddWXDgh/WN93W/Djdr0ZBwFJqvjhKsGgD8Jcn+HEc8sgzwE8PNvy2ddg0G9QKjOtngBJeGU5h4wS0PFMG9fxCCSjOAUDSdIhkMfWhwgkY9SeejK1p64j2tSAOZ0hPzJNcaIAsobljMJYGOEIZIUysAM9HivHBguUoI5TsvBsB0nyG8fwPGRVQZIlJE3z9a62g2P47HMglTiGSVZ8ra2qISsKwnVwLdNnQQHKemA97OtrrYKBFg7gFRWEVXY5k6WyyFdCCjuoEX9eWZURjoddKPlsuCT5UgwJhOv5kbxCIKkKiq75qV2yjOe4qMGgP/TvOP6DAT6IlSQJxyiCLSNno2iNArswQdWatRT7jqJGIriFKSLNjRT6Rpg6cJhQXTUSHniCmrUrcIomfS/soWbNYrKHOtHjUTTNwxgZJpBK4hRMoosWM7rjEKM7jhBIRIikgoSDSexDQez9CdzxIG6mrGHWZWRFAhxkVUEI15c86Jpv4u8I7HEbe0gi90oGc8REiCJSSOAWCxT6jhJfvJRQfcMJR45yvUP0PfECLZecRbSp/jU/r4zRYVyzRKTFlwuURsfI9fRSc8q6P7hjy3zN1x+jeg52M7zjD8e8vhHw+uyzz3LDDTdw++23YxgG69evP+F8jz32GFdccQXnnXcedeWUzVtvvZXPf/7z3HXXXbS2trJw4fGa9WNr3vvj91SSIhFqCxNqC8MZqd++wAkq3r4Iz3Ywx0YIVFcDMhNbt1C1Zi1KMEg4nWDt9VcwvOMQu+74JXVrOmi78BTUwCw4lGSZRHszifZmShPTjO84QOedDxNva6Jm7VKqmtswpycxJkbJ93ahp9Jl263YG/4Qdw0Dc2KceMfpAGQO7kcJhQnV+heha5pM7d1DauXKOQ0VQghKQ/3YuSzh5lam9+5Cr0oTa1tUcSoY37qNQCpFeu2aOQyxOTHJ5O49BJIJ6s4+8zVDG4Q3A6AkSqOjmJN5Qg31NJ53Nmo4jDWdodDb5zcISZSHZ71yl7eLrOvIuo5WHr23MlMEq2sJ1ddX1n+s762dz2GMTRCqSZE5sB+3WARJInuwE1nXMScmCaRiGONTjL26larVK1GCQQJVVdSevpHRl18l0tSIrAeY3LmHwsAwjmEhSTKh2gjICrKmUX/mKUzs2oNXMlhw0VnoiTj9jzyOVgr6sbjL5rLbkiyROC2J+UgR17NQZIHwJJxiyU+MC4eQVcUHY6YPgNxSCWTfB1bWdAQuajSKJJU7+5EAqdzdryOrGo7tazFFOWLI7/yWAIFT9gWWJF8LKikKEhKu5U93HQ8tEvRZTMmXKMTPjCKCSWTFQY34w//RhmoWveVChp56FitXgHCcwliOXPAosWIbru3gWb4e18rmfVlNIo5d8sF3KJ0sb78oD737+ldJFigBtcy4UvbA9Ru+/JSsMEpQx84XcU1f54twy4y3VpYq+PIEPaRjFS3MURNF1soAWJSPDaA6SLoKnosWVPFcUR6Gj+IUini2g50v+g96wkNSJDzXl12Yk9PlkQUV2yihxfxzogRDlevdDz/x9y1QFcct2kxvstBPDvnLKwq5wweJL12OHk+QXLyY/iefp+/RZ4i1LiCUtggvaKL57LWoAZXhV/YSq4+S6ewk3tFBfjjD2L4jeI7D+OGnqNuwkqqOOopdExi7IhgZ/9rTEvJxD5Qz10b5FRKzMhMhucgBCSWsIjxBsbNAfo+FHPKInpYnfcbJr2mXle0ZoP/pl1l42TlEGl77S9U1SpSGBkgsX1V2uhBM7TlAauWyebnAfP1fVf8nzaNc1+VLX/oSP/jBD6irq+Oaa67hggsuoKNjrsdyPp/n9ttvZ82aNZVphw8fZtOmTWzatImRkRGuv/56HnvsMZTXGSWeZ17/m1UgncbO+8NmaiSMnkyR6TxAIJVCCfh611hDmvqTlzC+/yhHHnuZUHWScPXxOjAtHCTR3kR6ZQd2ocjgc1vJdPUTSCRIdCwiUF2DZ1uUhgYojQz52sYyKPn/2XvvKLny80zvuflWTp27ge4G0I3YSANgZjCJURJpLsUVh6IoBpu79GqVrLW1R2v5HHGltZWOLFuU1iYtS7sritJKS2UuxbQaDicCGGCQYwOdc3d15br5Xv/xqy6gCcwMaUsWOer3nBlMD7puVd1Q9d3v937P+3qqT02iJVOYnZ3Ya6vYy4vk9o+JgicMWb90CbOri8Q9XtF24VotE+sfpHL1CrHeXlJDAnxuLS2zdu486V27yIyOtL9UQt+nfP0GtTt3yO7bR3rXzk3opHu3b6+uUL5+FbdcJ/QDtFSGjuMPkdq+rd39lXWd8rXrJAb6sRYXCRwPI5vGq9cImg7J7ZsHPYKmRWBbGPkC0PI8alrbe1u6fI0wgL63PoWsG9jFdZKDg4SOTWrHTiRZxquU0RIxvGqV5sI89alJmvNz2CsrQIizVsStNrGLZQLHJ97dRXpkBzIemd0jhI6DW2kQ1AUbOLdvN+sXLxHYFmZnluy+sQfuEy2vUTtbw61bKPoGdaC11ByGgjCw8bjW8rZixoRPNfBFrGzLShC0On8bHVjRORTDcJIis5E4JIbmbNxaXXRzZVB0HUmWBQmj9XyR14qdDVrJXJGMktAY+NgelFgMr1KhMTcrlvXjCepTM7ilMj1PnSSsFUn35+l6cjfufA1/XXxwhn4glvujiMDz8G2XWC4NskRgiwJdDK4lhWdUERxWRVNBEueQbzkErocsS4IzqijC1hCF+E2bKAzRkkkkJMFsTiSIvFZB62tIoUIUhXdXVkIBtJdiPtLGQFYY4jU9ojBAi8fa1ASi1v5rkQ+IIrRkXOzrUNwMtM9BVW1ZEcR/RxGErouiKcKWELrIskG4FieMLaGYMlo6Q6JPeM9lVSWzaxhJVSjfuIO1WkbPpqhP3MGvrWN25Fi6ukB21yDFq+OUp5aI/AAjmyS3PYscufh3EjhXksiRToSHrETCO/3Nnx9R2Oouy0RBgKxq7fMgbA2iyaoqbr6kkChwwdfw5gwiF8ztsfuGYisTsyw8e4ahdz9Foue1C1dhF7iJ2dWDnskCYC2t0JhfoOOhw1td1y29abRhG/i70sgbdF4vXrzIrVu3+OhHP4qiKFSrVSYnJzl27Nim3/u1X/s13ve+93Hp0iUee+wxuru7+fznP8/o6CgPP/wwmUyGb3zjGwwODtLb+2AbEGx1Xr/jJEkS2X37WL90CadYxOzoILVzF+sXzpPdv79dROmJGPuefivrt+e4+ZfPs3T+FiP/1UmMVPy+baoxg+6H9tN1ZC+ViTlWL9xg/vlzdBwcpbB/F7HuPoJmA7u4SvnGVRTTxCx0oucK9zFJQ8/DWlqk49iJljd1HKPQ2WYt1iYnQZI25ZFHUYS1NI9XLWP2DFC+epnk4DDx3j6iKKJ6a5zG3Hzbv7ohe61I6fIVjHye7icef6DfLYoinPUi9alJsbxfrovJbykiP3YA5ZsCBiRZRksmsZeX0TIZrIVlnNI6ejqDszJ1/75LJWnMzDzwWDUWFrCWiwy8620Erkv52jXSIyPUJ+9QOHqsPZDlFFdJbB/CKVcpXrgsQi5kBRBJYKqpIWsyRi6FrKmEdhNrfgrF1KhPTeHVG0iyRuHIPhoLS6yePoVXt0kND6IlzfuPURDgVat41Qr6qIV/QQcpEsWFLAkvaivWV+zDEL8hCBWhY4tCLrjH++qJCf4Nr+bGfpdVBSmQhRdYVQldD2e9gmLoGBnh4/bqdWgh3CAidD0CS0y4I4m8eElVkSIJdVcZSZYw8wVqt2+R3XeAyo3rWMvL1Cbm6HnqJFoiQcex45Rv3MCenyJ2VMZfM5FsDcmQiUKEBcALkBQJp1wVncBWtzkKfdFh9X2cSg09KTyvTqUmrKmtwa0oirCLouO5wbaVZAlJUXCrdRRdFbYbJLRUAmetAYGCJAmLQBiErUCEiEhxUSRF2Ctc4V1VYyqRL4gEECGpGlFgo6bFOeBW6kRBJDrlLfasjIKsKAS2g2/ZbR4tkoRba2BkkkiqQtBsiu6mEhJYIdYrJvkf3Ult/EY7WQ1anzUjw8hySH16htKly8T7++l54gmcSoPaUp2ZZy+Q6M6RG8yR6O3EKa0T1kzqL5ookkiYkmQJVY3hNxrCZtHClm2+8FpFotg9d69f32+tzkQEjtP2lqtJgyiE6isVmjcadL6/B3NAWGLKt6dZfP4cQ+95C7HO1/er2suLIMmYnd3t83b9ynVyB/a+4YDtlra0pbtaX1/nB37gB9o/f/CDH+SDH/xg++fl5WV6eu5ad7q7u7l06dKmbVy9epWlpSXe8pa38Lu/+7ubHntvJ7a7u5vl5WVeT1vF63egJEkiPzZG8fz5FkJJInvgAOWrV0nt3Em8t6/9u/ldA5z4yaeZ+vqrnPmtz7PznSfofWjPAz+YJVkmu2s72V3baa6ss3bxBtc/+1dkdm6j8/AektuHRdpNtYxTXKUxN42WzmIWOtEyYiiquTCP2dGBYprUJm4TRRGpnSMA2MUizcUFOo+f2NTRsJbm8SoljI4eKtevkh7ZjdnRSeh5FM9fIAoCuh8/eReS7/lUbtzAXl0je2D/JqzOhqIowq2UqU9OiMjaahM9n6fnsYMUz1/Cq1U3fUneKy2TwSmVMAp5goaNu14ktWs35evjrU7i3S6mlkzh1Wv3paqFQcDaKxdI7diOlkqxfvEise5umnMzpHaNoMRi2OslrOUV7FKF0vgLSJKCb4kl6kR/nuyeEczOAsWzp8juPygoBIUc6ROjEASsXzyLXayhxnTivb3YK8sE9YogKcRUnLVlvHoMp1QR+8QPhJ3BdUUiWiTTCBbx5S4UN46sCwyUZCp3iwkENktSlNZ2RREibBwN1EScwPPEcrsnuqSyorS67AFhECCFIu99I7xAS4iiPbDFFL2sGfhWy56wUdTIgvQgayp+2ULpcXGDJYH30rR2olvh2AlWXnwRPRvbdE7LSoScztGYmYWhIsrMsOj4SYFYxk/GCf0Az3KAQJwvDQvVEANVbt1CzyRRW/ixKAiQNB1ZkVEzSbxaDS0Zw6tbYp9FosspOsYQuB6B66PGTWRFB08DAuF3b3lcwxCUBPi+jxxK7X0oa4Ls4CMGtBRTIL+klreYVmEvKzJGLoNbrkBEywfbSnuKxYiCELdabw1i6uIGwnGEPUPVCB0bSYWwprP+9UXM0ThupSz4puvrNGZncdbXifX0EO/robFcYvnsdRZfuUngh3SOjZIb6acxM4VmqriVCon8fpa+vIiiqQRYqHHhr5FVVVw3YYhvCQ92208ffVPFeo+FIApDkCR8q4kki4HLwHEASaDHYgpBI2Dps/N0faAHJ1xh6eULDL/3bZiFLK8n37KwlhbadgGA5sIiRBGJgb7XfeyWtrSlzcrn8/zZn/3Z/+vHh2HIr/zKr/DLv/zLfyuvZ6t4/Q6VJMsUDh9m9exZnLU1UdAePkLp0kUC2yY5NNz+QFZ0jZ3f+zBdB3dx8y+eY+nCOLvf9wSJztf23sa78mx/50m8pk3xyjgTf/kMRjZNx+E9ZIb7MbJ5Qt/DWS/SXJwjmLqDkcvTnF8gf+gIgeNgLS+SHNrZ6gbZlK9dJXdgbJPPdaNw1XOdVMZvkt2zHyOXw61WWTv3KrHubrJ7drc7NfbqKqXLVzE7O+h+4rEHdlvdarWdFuTWmmiZHF2PHkRP38VMRS2/4YNkZDM05mdIDQ8J32plHS2VQjVNfMvaFHWpGKKLFDg26j0pZqVLVwiDkMLRQ1iLi/j1OpKqgKxQm5xj+cWzRJGA3Ud+QHJ7P4mBXhK93YSuw+I3XhJMUc9FUhT0dJquk4+yeuoMoe+hFzqIwhCzuwvV1FFMk+biApnde6jensBrNpE0laDZJHRcZEMXS9ytiX+/tWyf6k0TZX3q34iQFRVanl0prrSKwY1zSMdvNvEtSyzvqypevYZfrwv+qSK3CiqlVeiKAALCEMkwxBBXFBE6glcahaHwkkoybq2GoutoqSSh77eXv4lCIg+0XJzs96ZZPTtN8eIVCocOYOQLOOtF3FKVKJTJ7BarD8nBIaIoQFI1fDvAXqtj9qfRhwLqz8s41QZGLtlKxGqi6oIOEfgBROK9uvWm2PeuS9jq/IoELLE8v+HtJQwwc2l8y8a3PZAltGQcSRL8YkLwak0k10dCvjucJUlIEUhmiN1sopmq4MGaGrIqtRBYMqqutOwWwu4gKaI7KzyiokkpilHhI5UUUwxvNW3cWqPdGZe1Fti/WEJWZBTTIHJtgQxTZPyGTfOch5xz8Oq3CB0PWVVJDAyQO3AAIlg8fZ7y5IpIXcMnntFRqCO5Hrk9o9z+0lk6+3ew+rVV9GQMt9FANTW8ZrNNzFBME7/ZRApDAttqIcvkjWCzFiAhat83hb4vri3LQjYMZFUjbF0P90o2ZEIvZPFzM3gdMwx/+G2Y+fttUvcqiiIaU7cFwcMwW6dbxPqVG+THNvvDt7SlN4eiv1fPa3d3N0tLS+2fl5eX28NYAI1Gg1u3bvGxj30MgNXVVX70R3+UT3/602/42Adpq3j9DpakKHQ89BCrZ85gr4kObP6hhyhfukRg22R2bx44SPUWeOhHvp+509d49bf/ioFHDzD45OEHTuRvSIub9JwYo+uhfVTuzLJy7ioLz5+l4+Bu8vt2EuvqIdbVQ2Bb1KYmkHWV2tRtglakaKynlygMKV25TGLbNozc3YLZWprHKRXR0nlqk3fIHziIlkq3OKXXyO7bR6JfdEBCz6N8/QZOcZ3cwQMPDAbwGnXqU5O4lQp+w0ZNZeh6ZOz++FZJum958l6p6RTRtIeWSuNWK7glAchX4jH8pnVfTruWTOHX6u3i1avXqYxP0fnwUaylZcrXrhIG4NsW1rpF6HiYHXmS2/owcims5Xk6jh6/u8G4SfdjJ1h68TS5fSPtBC/F0Ol89ARL33iB2uQM8d4siqFhr65iLS8jyTKV8VuErg8SKLEEhUOH7iYVhSFrl26xcv4yHYdGKezfSfnSBZK7d1C+cRN5rZNIkZAjWgM+wucqvIYbFUUIskQU+G2P60YsliSJzmHkeqJIMjQkVUGNxQh9DwIfZNGxFcNMoMZ18fpa1UvYdAncACMtqAeyqtH5vl5iO+NYa3urrn8AACAASURBVKtYSyusNE6RHtlJc3ERe6VCz1OPoadT6Nkc65cuEHkeaqZA5cYdMru3E+vpoT63SDV2k2SwF3wZx6oL3yqgxmNItg2KCoGH2krfcpsOkt0iB0hSO8AhsC0gQjHjbYRXrDNL6Pq4jSaRH6LGDfRMHL/uE3i+KEhbhzcKIyTdAxWUQMazfYykiW+56JmUKNbUjWQzv9VVdYjCQHiLFblVO0cErojgDRwHLZ1CVhT0jCaW6P2gxY4OkFXaFAW/aYv9LbmCuWtoeLZP/WWZ2IkmejpFaudOUAwWTl1i7dI48a4c2cE8+f27qc/M0FhYpzKxTP7gXtI7hhn9nhzzvzuNooeEoYueTuBWGyi6QuA44nlajNooDJFlpV3A3td53TgXNtLZWmSPjXP4QUNUYeASOA5GeZiorMEb0K3s5QUkRcHouOfLc24eWVGI977+l+KWtrSlb19jY2NMTU0xOztLd3c3X/ziF/n1X//19t+nUilOnz7d/vmjH/0oP/MzP8PY2BimafLTP/3TfPzjH2d5eZmpqSkOHjz4us+3Vbx+h0tWVTqOHWPtzOl2BzZ35CiVq1dYv3SR3IGxTZ5HSZbZ9ugBOvcOcesLL3Dm3/4Je973JNmh1zY+g1gKzo0OkRsdorG0JiwFv3eF7OggnYf2YOTSeOUK6T178ZsNGtOTyLpOdfyGWM5UFJKDQ+3tWcsLOKUiajxFY26G/MHDKGaM0jXhYex8+ES76LSWVyhfvYrZ1S26rd/k4fQti/r0JM56Eb/poiZSdJ4Yuy868u5OoN0Be5AUTW0D4CPPxbdEnKkaixNYzft+X02l8GpVzM5OvHqDpedeQtZVVs6cR4tpLUi9iRLP0rt3jFh3Z/uGwSkWN3VsN2R2FOg6fpTlU6+QH9tNFEV4tTrrl64QRSFaysSrWXh1G1lVSe8awchl8RoW6+cvYeSSWEtFpMPiPVqrJWafOYWkKIx84Hswcxnq05OYXV3Ee/swxhZxX62hlhNICREwoMZj7aXeKAwJWn7WYAORFQkLiyQLW0AURkiSGC5S4zEIQ8Io3PhF4RUNWkgtvRWpek8XfoNlCogIVMsn/ZYYsZ3CZpAY6MVrNEls30bp0hUkXSY5vP2ejrqISfX9EGdlkdSOXszODnzLYuXyLPkjvcjWGtarCWRihL6LlhT7PgxCQtdGM7V2pzCKQgLHw2/ahIGPW7daiVYKsi5sFH7TQk8lW+lWOjFDw61UCVyf5koZxY8Jq4AsQSAIFkpKRqyGS6Lzq8g4dRvNUHEqVcGebTbR0kn8ZiBO01Akj4WeR0Qkbg7UVkG3kRB3b0dSkpAkRAcyErGpYRAJ5q6uIasqoeeLAlGSQJWgaaKGnYRyyMQXn8Mq1sjt2sbID7yN0K7RmJnGLZfIj43RfTLN+pUbrJ2/Sn1yEfn2MEY6gduog6wALloiJgrl0G7bBhTTED7dQJA7AttqDZe1mLfRXWLHRqzwvcVqFAT3rbb4li3CJvIpokBi5fOL9P/YIGrqwV9fvtXEWl4ks2dsU+BI6cr1rSGtLb1p1Qoy/HuTqqp88pOf5BOf+ARBEPD+97+fkZERPvWpT3HgwAHe/va3v+ZjR0ZGeNe73sW73/1uFEXhk5/85OuSBgCk6O+zz7ylb1mBbbN65jSKqWN2dJEYHKI2Po5brQiU1jdlfINYOlu9Osmt//winXuH2PE9J9qg+m9FXqPJ2uVxilfG0VNx4oU4fW97kuK5M2jJFJnRPdRnprFXFpF1rY3d8ho1nPU1FD2GUyqRHzsEkkTx1QtIikLhyCFRvLgu5Ws3cMolcmMHMAuFze/ZcajPTGGvruBbLmosSXbv7k1DXQ/S8guncErrbHv39z4wkKG5uED52nUKDx2jducGkQ+J7YOtJXKf7N497d8NfZ/axATNpUWcsiWGjYKQKJKI9+SR5Qg1GSPW3UNy+/1cuubCPIFlkdq5GRcSuC5epcL65cstyoOILJVkldTwoLBsFJcJLJ/kjmFSrRuDtVcvIskSWsrALjaQNA2v6bN+7Ta9J4+Q37ez1SH1KL76CvlDR1DMGI2VEmc//edsLxzFX1RRUzqBtYFdkvEbwjspEqVk1HiCKAxwq7XWl33LsxmEyMpGsSFCOKJWUbIx2BSFIshA1lRhY2gVC36jjmf7ItBA0UgclDD3h6RbnunAcZn68y+x4wf/EZVbt2kuzCJrGoXDR1Djcco3LuNWbfy6g5aQiSIR+bt8aYbcyBCp3jyla9fRUwmccRN/Oi5CKOyG4LGmk4SegxpLbDoWvmW3Y23DICT0Q1RDFUv5siywYrpIqIsC4StW4wm8mktQFYEBkiQhxxQkM8S3bGRFbpMYFEMEJTh1B9VQkSJRnG7g2hRDJQppp2xJkoTv+KAoLcTZxqCd0jqfJdyGhWZqgs3ruu0UMyTpLv6tZU+QJFkQDFwIExZO1zQ9x8dIdKWwFuYIPVdM4ssysa5uYt13hy7scoXZ375KVIyj52JIqoZdqiIrErIqQyTwYpIsoaUFbs+r1QSVIZ1qMWtFYIWwlTji3GjF3G5woTfOJ69RR0sk2ejU+paFbzkY2XS7yA2sgNiOON0fup/9GkURlRtXMDu62kNaANWJaerTs/S+5bGt4nVLb0p9/Qt/w9l/9+Lf2fbf80sfYO/evX9n2/92tdV5/S6RYpp0HDveshCsggSp0VGaMzMUz54ld+jQfcvdkiTRdWAHuZ393PnKaU5/6j8x+p7H6Nw//C19gGuJOL2PHKLr2H7mvvos9aUqk3/+ZRJdCbL7DxG4Lo3ZOfIHD6K0IlGrE7eIfB9J1QnsCoXDR/DqTYqvnicx0E96dKSNxipdvUa8t4fuxzd3W0PPoz473UZZKUacjiMHMPLfIj/3DTqvXrUqkquKa8iqhprJ4BSL6Lkc7tISbrVKc2mF+swcTrEsvKuOj5EXQ2upHdvJje1l7fRpYr29BLZNYtv2Bz6XyKHXcMtlYVGoCApA6PtoqZQA62fz1GfmSQ0NUThygNqd29ira6hxkyhwaEzPCOyYLNOcXyA9OoiRLxCGJjNfe5Hktl52//B70BJ3O7zNxXmMfKGdDZ/oyiGrEvoxGfuZdVS/D1nV8esN4dUMQiRNRVbFErVXq7fJArKutZdzQ8dHTcSJXJegxWeVVQUlFiPy3Pa0OGFI5Pt4ntc6JpLwxyIhh5B8VCVx0KA+PUlyaEcbSaUlE9RnF6iOT5A7uBd7eYnV02cwO3N4dQtkg8RACi2Vwujo4uZ//CKKKqFpIZVbt+l9yxP4zSZLq6eIbe+iecoj8pRWN+8uY/SuIgLXRSJCSyYIbAutkGxxYWUCN8Av11qsWhVZVVpoqojIag3xyRJoPp5noWomeiaF32iKUxBJLKvrGvGCQbNYFYUxwqsqyZJIPFNkQk/8KfoJ4h8RahYhywpKLC7iYS0b1VDb55dAbWnChxuJ4yVrOkQRvm3jN522/UOxk3SNbKN2ZxJ31SAzOoyRyWAtLeI16liLAWZn111U3ZqK6nYRxCxhEzB0zFwap1JvDZ8pIqyhRazQkknhfbUsQsdFMc0WQ1l4oZEkca6E4X03lhs3C+3CtWnh25sLVwDZlLEnmtQv10gd3GwZspYWkBUVo6Prnu0GlK/doOuRY1uF65a29CbRFuf1u0iypmEWCtSnZwh9l8j3SA4Ooeg65atXxNBR7P4lakVT6dgzSHqgi/G/fpnS+BzJQifBaoi7aOMuObhrLkEtEExKfXOeu1cuE9l1+t7+BEFtFavisfDCBeozc6QGt5HcPoCsqPhWozU1rLY8kxL22ir16Rmyu/e04mo9Spcv01xYIH/oEMnt2zYxXRuz05RvXMMplpBkndyBA2R3jzzwfb2WGrPzBM0GmT2jD07lmZxATabxG3WMfA41laF2ZwK3Vqc5t0T55gT1mUWiICK5fYD8gT1IkYWeThLYLr1ve4LShQsYHR0462vkDx2+J1I1IrCa2GtFGgvzWIuL2GtreLUakixj5HIkh4ZI7xpBS8TxqhUac6vEuzrwalWc0hpEEZndu/HrFeG7lGRqE1OiELIdJDmkdGuZ4tU7FPYNo5kKmV3D7fcX+j7VWzdIj+xpL8FGQUDp+jiRYuKzQnpHJ96cT+iLIklNxIXn0nGJgqjN1ZRVDS0eb1kJWklbntfyN0pte0DU4rUKyL4oRJR4QqRB6bpYwrZB1mRSb1HRem3cUgm/3qAxPU1zYR57ZQVJjrAWl4j1dmLkc9gry8T6evBqVfyGQ2rnIF61TGrXKNNfO4WERGZbisixyIzuQs/lWX7uFLmD+6jOz2MO2xj9ScKaRGTLRF6ErKstWH1IYFmEXoCaiKNoYlp/g7GqxAyMdAo11upouj6B5RE4IaHlgy+jpBS0vI4aN1BMncBx8WrNdrQrgYjijYIQNW6imjpOTYRByLLcXiaPghDF0Nq+W0WVhRfWD8S9WCiwUoElhvO0RELcXIRheyleMIjFDUgUCsyWb4nCWUvGxICcHyFJIWpXiNcMqdyeR5IU0juH0dMp7OVF7OUlBL4rxvLnFlveZQNJVUSX2nFEF9sXbF1FbTGEWzeMiq4Tui5hIDBYG4N9USQG+VQz1vI7q5sK2CjwAcGt9ZpNAtu7r3CFVrgBYN9ukjqcRtbF3/tWk8bMJKmRPZtuhqsTU4SuT27v6Lf8GbKlLX23aerWJPOvPhjr+Leh3e/Y/x0VD7vVef0uk5ZKUThyhOL589isIkkSie1DyIZB+cplUiMjxHvu97eGbohSSTBYeIz6eIWZixOoCQPV0FsDK61/hRGSLmP0GiTGkiT2pWjMThPftp367Zsous7Qux9n/fIVKncWWHjpMuU7C2QGu5FkUfjIuk5+7wFK167j1SrEejqxlmdxSivYa2XMzi66H3/sLrA+CAS8f3aG0PWQVIP82D7MjsJ97+NbUqtefVDhGgUBQbOBnu/AK69RHq9gr1WEb1eSkVWZjocOkezvEb7Olprz09SmFuh96iSN6WkiIpxSkfSuUbxajcb8HF6lilutIKsqWjqNns6gxkzSo7vbgPT264giqrcncMt1ep98BCRYfukMznpI/zseEpgpWSH0ApJDgzir65SuXiNSTdZuzJHft4s9H34Psqow95VnaC4uEe8Vy73Wgui63lvwe/U62cECs+fv0LUjg6PM0vPxw6z++TLeWoBXbSApIKkKWiqOX68Ln6WuCf5mGBGFYjDJyGeQJBmvVhOFVxiKzlorwGCjyxdYNnIyQegERE6EJZXY9WNHiPfc7ZbVJu+AJBPvER3s9as3CL06ajyOvbREFARY8wsgSaimTvXGDeRYnMkvPINdaZDqTqCaBpndB6jeuk755gRqIs7scxdJDnTTeXw36xcuEDtpYCb7aVy08OYFrzawHRGNG/piSKp14oSOixIzxXsOIvBAkQ3UpPBzKt0KdrmKVDUIrADZU1BjBoppYGRShL6PVawQBgFqq2tNy9OspVIkurI0VsoQRqi68Kb6XoCuSO3AB9/xUA0VWVGRNL11DEV6W2i7uJ7oeguiRoSaTEIY4TsObr3W8h2rgvssS4KnqikQBYSrGeJjEc2VRWRTp7lapHRzAiObRtEDuk7sxV1fY/3FZfx6AjUhrEaKriPnNLxqDbdcRU3ECH2ZwHVbg1s+kWWJSNsWecC3LBHJqxuteF3RnRf7ZrOFSdgsVLxGk9D1MHKp1ySGyJpMYAXULtTIPp4jikLqU3eI929vETeERMjJLXoee+T1PjG2tKUtfZdpq3j9LpSezZI/eJD1S5ewWAEkkoND5I8cpXTpIqHtkBgcFP6zskftTJnqq1XRUQP0ZAw1ruFUGviuTSyX2tQ5JAR7xsKesSj+9QpyV4j5Th23Uia776DwoNYqDL3nbSBJrJy9yNK5a0RBRGa4h87jh1k98wqKadL1yKOi63f5Km6lhpFPE3oNGguzGDnRbaxPTRA4Psgq2f1jxDrvJw182/qmwtW3bazlFeqT0wSux8qZS2QGC/hWQHbfHvxyieTwdsqXr5Ae3rapcxNFEfZKCSObhCigNnEHWRdpYuXr19qFanygn2x632ZU2OJcO8Chvb0gYPWVCwRWlcyeUbx6lcbsLN0nT1C+cZvVM6+S2z8KskwYiA6VXuig+vx5oqjMwFuPkxu966EtHBmjeP4ysa5OoiiiubhA7uBd4HMUhjRmZ9BNGaKQeG8/9kqR5voC8sg8cjxFNJtGVgyi0BNDPkhEYYDfaLaWodU2g3SjoNgYJAp9wYGVtXhrgj4Ur932CWSfKPJgtI6eCDcVrgBGvoPaxDipoWFCP8BZK+E1HTIjo9Tn5vEaVRQjTv7QYeozU7ilEqU7yzTXauSGchipOH7DonjuFaIQ3FIVPRcnP5wnvbOPyPNR0zn8WhWnOUfq0U6iIKRxu4iZGsRbgfL5OpEjEeAReRKyYRB5IqhBMsEYiGMOxgjVCpEmUzi6j/nPzOBqLlHo4zdtnGoTqk1hK1BkNFNHS8ZxqjVCL0RpIbLcahU1HifZnaO+UiJyPDRDRdM1AsdHNTXC1gxc6LeSugJBJJBVBbk1PEcEKAqEEHgu3lqJDSaVauiomdZyve+B37okFAVZjcCXkH2Z3R95L82lNcq3prBWS/iOi1u1mfzLr5PZNUQwmwUC/GYDWdOQNA1JktEzaeFFbVjCMmIaBLbTitr18WsN4aVWNhK1FCRVDMABBI4l6BXf1FGNwqCNltOzr124bkjWJKqnS2QezWKtLCCrKkZhc2eoemcSI5/DyL++T35LW3ozKOIfzgjTlm3gu1RqPI6aSNCcXyDyXULfJ9bZhdnVTW1iAq9Ww7mjsvKflrDnbGRVRtZlJFUM1ciKghY3kSQJu1Rr57VvTJdLqvjdwHUIygb1V6soCZPESIHS5UvkDx1CjcdxiqtEbg0zlyDR20VztcbiS+eRdZPC4TG8UoniufOYnR3kDx4k3tOHnsniFNdozE3jlUtEAaRHRsjt39eeBP//osasGJIyCjnKN8ZZeeUC6xevU5uaR5IjtESC7O5dePUq3Y8+TGpbH1EY4JVFt8zsKIhJacvCLq5RvnaN0HWQNRl7bQ0lJoD5+cOHyYzuJtHXh5HPoyUSm727vo+1ME9i+2C7CxzYDovPvSw8lIboWvmNBh1HjqKn08T7e6lNTuPVaqimTmDZNNdqzD5zhnh3ltzObpyVNWJdne0iWUsmsZZXCWyb0LGQVJV4T6/oWi4vUr11A7/RFB151aA6t4K7to5qhKR37qDvXUehUMJzagQlidAKiQIJZNCSYuk/8nxQZDFsZOhsoI4EfUBHkhWi0EeSNcKmiAKVYgHyYA19T4nV+UWG33kCI735+MqGQX1mGqNQYO3sBVLDg/gNC69Wxy2vYOQL+FYTs6uLxvQkgZSkdHuOdF8azdBJDAwQRS6FE49SujKOVXdJ9HYjRS6BbRNYTfxqBcKAyPPxqlX8Zp1Yfx61Q0bp9nDkWfo+sJumdZ3YaET+LX0kj8ZRt5XpfXovybEU5vYY1vo08d5O1FiC9a+uIRsyiqaixkw++tl/ys9+8V+DBA/1HCIMQhGxq6voqQRRsMFzbVEXghAjncRt2GK1QpYIW4NZkiy4tLIktxiuwsYgqTJP/ca7+MWv/K8MFAYYGz5C6AcEno8kSWiJOIquEfmioA5cD5BFzG0rgEGkpAUoeRffX0dLxsmMDNF17ABaMo5bqeLWmoQliWBWJ4oC0Z2WBHM2igQPV9F0FEMnsB0xcGgYBK54v8Ie4LeJB6J4VcXNThC2Ay5kRbmLyIoi/IYFYYSeTb9h4QoirCG0Q9Q8uPU5Urs22wVCz2Pl5bN0nTh6X9Lelrb0ZtPUrUnmz/9d2gYObNkGtvS3o1hXF5HvUx0fx15eFhaCbYOkh8dY/P07BKUF1JT5wNz7DWktH55dqdNYKWFm70kdikKi0EeJGQR2hHPNZG7yDrnvHURPZ7BXl2kuzOFbNvH+bURegFcp0XXkCarTS9z6wy+iJXR6Hj5MelTExdrFNWq3xwkchzCSSQ8NEoUe1tIsXr0sYmmz+QeyHt9IXqNJc3GR5tIqgeMy++XniIBYVwfZPaMk+nupT93ByBcI7CayquNWKmjJBHo2Q21iAlnXKF+/1k6D0lIp7JV1Yr3deLUyWjJJ4Nh03BP/+loKbBvZMNuFq1OusPTcKZKDAyT6u6hcv4qaK5AZGW2/X1lR6HnsYZZefIkocHFrdVxLJjfcRWKgk1hXB6ETsPzSaboePo6eFbiwwuH9zD/zPInuDJn9YzTm57AW59BSaTJ791N89QL1+TXs+TmqqxYd27NIsk52zyhurU4YuvjmPPKYTCKzi+ZVn7CkEzRdMGVCByRVIgrAr9uiEycpRIECoYSkSISOh6R46IMSySM6XlChMrmMrmTI9KZI9d3fUZckCSNfoHprXIQq7BqmcntKBDKMbCM9uoe1V05Tm7iN5yosnbtAYVcvfW89CVFE6fIV3HKdpedOYZcb9Jw8Tn50kNDzqNy8LkIXYkn+98/+B375//i3DA0M8NLnfp/Q95idmebgW94KwP/0iU/wEx/6IZAdfu7f/Ay/8XufZf+uXZx+5hkU00TWNJzSOpk9e/HW3BaV4X5biqypKIbGsrfOk/+LQMN87Z/9BQO5ARRdRZJCfDcgCkVCVyxt8utf/i0+fep3xOMlGVM16E51cWLoGJ84+V+zPd2PahoQhTx95H2UrQrD2SGsYhnV1DHzGULXQdAfAtSYIQa2EDdQoee3iArCf4sn4VdMEadcLFKfmhBBGdkcXUdHaS4u4VzOY8sOYegSWU47xUuWQxE/2yqIjVwGr9YQFgxNbcUGy8Krq2iICGThx203hcIWRst1UHTREfZqdaIowshlvu2hqvVnF+n+0Ga7AEBlfIJYdyd6Jv0aj9zSlt48ioDwHxA8aqt4/S5XvK9PTOdPT2EtL+EVIypfDYlcE8nwCBxLdApfp5MhyTKxXBrfdrHLIg3JzCQIPbeNtFIMjTDwiaoKlb8OkOUFfH8Br2mTHBzGXl7FqzfoevQR3FIJ2a+z7S1H8H2JpVeusXTmCrF8DCOpEqGQ2b2HeE/3XQ5jEOCU17HXVqhPT7SxW2oy9ZpfZmEQYK2uUZucobm4TGC5hEGIoqlIiszA9zzVJgRsyKtWSWwfpDE/gyQr1KcmqU9PEbqtrpIsoyaSZA4fQTEMll98GSSZ1PAgxbOrRL5HetfIGxauAKFjt7ujjflFVk6/SsfRg8i6TPnaVbRkkuzuPfc9LooAWccu1VBNhd6Th1k7fRbwMHIF0elUVVZOnaHj+EOYhTxaMkmit4PAsqhcv4qeyZDZewCvZrH4wqvIUROto5e9H/t+Tn3qT4T31wtZfPYlnFKZ9I5BUkN9+PUK8V0JmtUrDPyTpyifu45mZKhdqxFWNfxqgKxAJIfIiQizN4W5zcToMwlYo7YwRXb3bvRMiup4FSMdozxXI7+ri7VXTpMc3iGm2e85JmosQXNunsKRh1h56awAE/gh6V27kWUZLZmgNrvM2o0lug/uoO/JR1oeVeg4foyFv3kGZ3WN3J5hcru2AWJwLLt/jObCPNVbNzmxW9gspubmcAe2oZVLfOPZb7Rfw0sXL/E/f+YzVG/d4qVLlwF49PAh/GYTp7QuPMBhxMpLLxKupQjsGFEkt9FiG8t1oeejxWNIlbvH08xlUA0d3xGBCIoqfj8MQnzbE8gpIKEneP+h97JSX+X09Dn++NU/5a8uf5FPf/A3eHLPE4Shwo+d/ITwriK1InQjQtcjCoPWYFVi042fouvtEIuNa8YrN3AXAswRh+XzExjZDGY+TRDUkZQqgdXEnUuiJFQ01RDdXcchcF0CV2qRF0RhLCsKakKgxELXgVaqnKzIBLaNYophvTZBQRKvQTVNUFWxWuAJn7SWiH3bhWsk+4RrCnp2841R4LpUxu/Q/7Ynv63tbWlLW/ru0Fbx+iZQcnCQ0Pep31yhcqaOJKutIQtFLPs3m5tSbF5LqqmTMPK41QaNlRKqoQgurARIMlHooGUS+E2P1c+vEzvhkjk0RO32JFo6TeHIYSrXrhM4Lh0njqGn07jVKrgVmsslGitVanMBhbERtG8qSiVFwSx0YhY6CVwHp7hGfXqCKAoxC50YhU5k3cCr1anPzlGfnscpV4n8CNnQSPR2kxreRryni9Wzr+IWi5iFnFiOtJpiObRUwrcs1s6+IpKXUhnCIKTjyGHUZJL18xeIoqgFpDew1taozy3T97bHqVy7hmwaKLH4AwfiHqTAtlEMk9L1W1Ru3qHn8Yex15bxlqrEurtRY/cXwJWJWeaefYXszh7SwwM0FxYo3xjH7CygJVLtjlq8twdJUVh75Rz5QwcIXZvItXAqDQo7dhB6EXP/5WV82yG3e4igLtN97BCeZVHoS6Jp4FerFA6M0PPkIzirq1Ru3UJLZyhfu9GatE+SPbSDyvgttF0RkgH+UoXC3l7qk2KIL3+gv/3a/aZEefwaei6LappIsoKRidNYqtL58MP41Qq1iTs0ZmdI7diJkcu3BtcmkXWV1VcuoCRMYj0pyjdqorMbhjSWihRvLtF3Yj89jx7ZtL+Wz13HWa+TGt6OJEWsvHSK/MExtHSK0POwV1cBmaMHxoiZJpZt8/zLL/PhH/5hTv3SLyNJEiMD2zh34zoR4EoS569cAeDkocNkdu/mT//0T/mFn/s5ZubmqDebZJMZjvcd4+fe+7P0pntESlbLzynJ8NKtF/jI732i/Rqf+FXR3f2pd/wk/+Kd/x1erQ5BiKpJBH7YhndlzDQ/8+R/j6Yr1Lw6/+QPf4xLC1f5V3/5Sb7a85cYqsbbP/Ne5ssL/Or3/wLvP/I+xlfv8Etf/XUuz1+l6TQoJAuM9uzmUz/8v5FL5Pjg//khTk2c5iOPgbsRvgAAIABJREFUfphivcizN75BJpbmJ576EX78vU+z832j+G7E7/z2/83v/sHvMzE3Q8qM83D/o/zLd/4UfZlufvErv8a/P/U53r7nrfxfH/pNAsdjemWat3/6HyEh8fWf+iLb8v3Iui6if8OIiBBJkQgcV8Tz2nb7epckUfAjRYRe2CpmtQcymV9PUSisGbJu4hc99O67ndfKzdsk+nrRUsnX2cKWtrSl71ZtFa9vEsXy21h71RWIKsUn9CRkTUfRDUJJxm82UGMxJOX1D7kkSRiZJLIm49ZtFM0XDEnHRo3HCQMf8IjCCOfVPOv+bTJjQ8iKzOqpUySHhkjtGMa3mhTPn8Or1wl9KBweY3tfL26lzuqlm9z8j18kNdBDx+E9JHo7NxWyim4Q7+0n1tPXQknN0pifJbA9nHITt2pjFHJ0HD1IclsfWuJuESj8hD6SKlO8cAGvWgFJQs9kkFQVLZUk0d+PbzWJ921j8evPoyaT4n0XCjTm58WXbxSxeuocyW29OGuryKZBZDUx8m+QS3mPAtvCWi7iVJr0PHGC6u1xtESCjmPHKV+9tAkG7zWazD17FmutxPZ3nkTVQgJHfOFbi0skBrox8pu7S0YuS2J7H2vnzmMWsmiZLKEUZ/mlc0h6jI5De0kN9tOYm6NpN1l+6RUac4sYMZX1JYt4UkNLp4k8j/L16xSOHMFeW8WtNsTkeBSh5/Iouo7XqBN5OpIUEbkWyCqBZW16PW6lgpqI4VVLKHo3Xq0hQjUKSZoLS6S296PnctirK1Rv3hQrAqoh/KFhiJ5JoSV1zM4umgs1rLV1qhN3WL22QHYoT9fxsfZzRVHE/AsXqN2ZJNmVIj0yiJEr0JybZ/XMGWI9PTiVdeI9vbhVm9zQNo7t38/z587xN1/5Ch/5yEd44ew5Rvq38X2PPc5v/tEfcvbsWVanpvA8D0mSeHjsAFEQMDU1RT6Z5Pj7fwDNMPnqF77Cl69/lXW7xOd//I/FdSO3Ci9Job9zO08ffR9/8upfAPD00X9M0khwqHcfgdVEViQxbHVPsMM9bwzP9UlqCX7ssf+Wf/75f8FybYVLK5d5bM8T3IPSAEniB3/nY9ScOoVkgR888QGW1hc5P3eR/+Z3/ikXZi+QMkUIwOde/gOeGH2ch4aO8sL4i/zr//yLvO9//B626Qa/9Dv/jl/91V+lp6eHp3/wB5m+epu/OvdFXpk7x1//yJ/xocNP8x9O/QHP3nyO5dISXelOvnbnWQAeGTrOQLYP3/aRFEE4iFQIbFfQEFqd6dD1hHcWkFSVl2+/zA995sPtzxxd0Skk8oxtG+Njj32Ux0cee4OrKyJ0bfH55oG77LSL18B2qN6ZpP+db32Dbdyvn//5n+cXfuEXeOqpp3j22We/7cdvaUtb+v9HW8Xrm0BRGLH2VytIaChmdBddBGJQQ9NE5rllCf+eqr3RFiEKMJIGoR/SXK+jxw2x3dbSoGIoBE0PdW4Au2uVKPDofPgEkqpQunwJt1ppLf2OkBjobxenRjbFwJPH6H3kEOvX7zD7X15G1lQ6D+8hOzIkojTLZWoTMzTmFnFrDaIgQk8nSAx0kd6ZJ3QstExWdO4Cj8bcHG61glepCKxTa+o63tuLvmcPsmEgSRK1yQkUw8Cr11oAfxMQHVI1FsPsKFC5eZPQMChfv0Fgu6R3DlO+fg1JlYn3D+A3Gt/SMfFth8bcAsgahSP7KF+9Qmp4B/GBAYFCqtdRkymiKKJ4ZZzFly/SMTbC4PeeRFZVmgtziAQAsWzeXFhtJ1GFrktzcR5reQmj0EHu0EFKFy5Rmy+iJtPo6RSZ0R0kB3qp3pmmdOUaIJEZ3YnfqFI4dpSFT3+B3HAPlcl5VMkmsW0bejaL16hDGKAYOpVbt8nuHiG1YyfOuXP4dpPQbZLa9Qj1xVM4xSJeo9EesrOWV4j39eGsLovBpFAhtD0SXWnWL98gtV2cB7GubsyOTuqTwrKBH6B3dkLkocTiGB3dmF1LrJw+R2W2SPexvZhJBbdcwuzoJApDpr52iubyGvGUQXrXNsFTlSTiA/0EjkPtzh1kwyTW2U19ZhlF03jsoaM8f+4cz37961x59utMz0zz4be/i+/7wNP85h/9IV/+4z+i0bKMjY2NUejoIPQ8fvwTn6BPipiwHNbX19mzfQ+TC1O8MnUWy7WI6bG2bUBWFbZn+vipd/xEu3j9qXf8BAO5ftEp9AOxxC/RTtjakCSBkRCd9cAP6U/3tf9uubwiUFlR2LpEJULXb3vcCvEc//jQexnKDZCJZfnhf//xTefjYyMn+dw/+yxhGHLwk4ep2XXOnT1P7vghfuu3fguA48ePk8vlMLft5dTFcyxWlvib6Rf4wPGneWr3kzx78xv86aUv8M8f/ThfuvIVAN5/+PsF41WWBPe15auVW+xXAEkRA2dRELQKdkUMZ7X09LH347k2F+eu8JUrX+UrV77Kv/y+n+Yn3/Hjr3l9hZ4Hkixuxp0Ae84m2QosKN+4RXL7wKab2i1t6R+C/gFZXreK1zeDaheq2LM2sikjSTF8qymmiu8pYCVFRY3HW9xFwWJ9LYWeJywGYYisq5iKjGe5eMUqekxDVhXCIECOqzhzFvr2DPm3D1C7fRu3XCL0Q1I7d5HcNvCaHjZF1+g8tIeOg7up3J5m6ZXLzD5zGtVQUFQZ1dSJdXdSOHyARF8PkqoQ2DZetYpTLmEtr1GfmkWShffP7OgkuW07aiLB6ulzONY6se7uTc/pVavEevtozEyQGhYxqno2g1uposZiKPE4kqzgNZpYK7coHNpP+fo1lJhBvLcPPZulcvPGGx4Pp1Rh6flTxDqTaJkstdvj5A8dRs+I4SqvXkMxY7iVOrPPnCaKIna9/53ECndxPhtYIaKIWFce2TRYfvkMmZEh/HoFs6OT1I7dlG5OYq+NY2YTyJZLZvcgkqqxcuocxVevEOvuQM8kyB85RHN2nnhfL2YuR+f+HXiuR/nmBPldXaR27Gg9n3jOrkePs/Tci5iFPGZHgSiEwKoT6+xCicUJGk1yY3spX7lKx4njANgrq3Q/fpLm/DTNuRmatQBFkzHyGsFyFWttnVhHq3MtSVTGp3BrDbK7h/DqVQgDYt2C99pcWKY8s0Z2Vz99jx6lMT+Hs15Ez+a484XnCWyHVD5GbmwvsiJu1kLPo3zjOqHj0PXE47jFdVbPnCEMBDz/0UMHAZian+dzn/sDAE7s2c/Jk49iGAYvnHmFcrkMwKNHjhB6PpVb43zkJ3+CLz333H3HOYoilpen6cv0tUMaQs8l8vzWpH/renJdEdkahWK5XN4YXhIc2XsTujfid1VdYclZaf//7myX8IlKdzuvkqIwmNvGteUbjK/c4f2f+SEkJI70HySM7p4/AAc69jA/O8FvPv8Zmo4oHP+Hn/s53vuOt9FsNgH4whe+cN97/Fef/1m+dOlLfP+R9/4/7J13lF13fe0/p99+p/eRRhpJY3WrWbKNDRhi45gWeEBowQl+SV4g4T0IaSSEUF54IQQSQ8CPYjoOPXSDsbElbEuymq02oza9l9vv6b/3x+/MlQZZDuElKwbmu5bXsu7ce9o955599nd/9+bH/Q/ygfvv5IuPfYnJwhQpK8WtW27FC0I+9fBn+cYT32I0P05DooFn9T6DP7rh98nGMxFgVWoBDF65usTK7o9u+gM6Uy0I0+DtX307nz/wL7z/3n/guRtuYn3Helzf5ZN7P8VXH/saI/MjNKYaefa6G3jrr7+VrBVD0RS2/dYORudGeduf/Rk//t73OdR/mp6eHt797nfz0pe+VB7bMOTuu+/mwx/+MGfOnCGdTrNz507e9a53sXXrVm6//XY+/elPA/Dggw/WfrsuXLhAT0/PZcdmuZZruf7r6t8/0r1cT6vyi7607THU2o9tzZxeUQg9twZiFVWTrX/fI3DsKyxRWiARCtnaDCQLZ8YNdEvHKbt4VU/efAMfPR2j9JjPzN5D2LNzJLt7aH/Ws0iv6L4icBVhSGVymsmHD3Dha99l+tHHUAOXdEcjVn09rh2i1zWQ6m4H4ZE7eZypfXuZfewg1ckJNMuiru8q2m58Js27ryXR3o5XXKA0fB57ZgoIlzBaIIGGWyxEWfOxmnbUzGZwc/nocClYTY0EVRcjlSR0quiJOHosRrJ7BUYyhV+pXASWT1Ll0XHGH9hHdv1aCAMCu0rTNbtrwBXAyS1QnCxy5qs/pL6vh7Uvu2UJcJXHKJBuD36IYoBuGpjpGPmBC1jN7eTPTzH03R+jGhqptnoat20j3dvL7KEnmN5/GCOTJrmyg9brr4HAA8/HmZ0lu06mDLVuXk1uaAp7vkC276qaHtrJF1FNHSORoGnbVmYPHcGvVHCLVcyUiZlNE1SrqKZBpnc1gW1TnZjEzeXQLBM9kUBLpEAVzJ4eoXHTelTDINlWx/zx/tr+TT18ACdfov3Z15NZ0yuHdQyDuUOPMfHjhyjNlVB1la5n7yb0PPREEnt6mjNf/SGaFlLf0yhTn5QQZ36B8sgok3v34hWKKIZJ/nQ/lYkJGUUa+MwfPcKmrpXEowG6//vlL6MoCjdeu53K6dNsX7+BR48e5Vi/3Mbd6zegqCrFUqkGXP/une+kNDHBXX/6odp+qIkERjpdI0QVVUU1TQzjov7Scz3CILIP0zRU3ZAPj4paS/OqLU+T9lglv8qd938EgJZ0MztX70JPXBxo0iwTM5MmaUl2cVXzKl607YU0p5s4PHaMs3Pnow2K3h8z+c3P/jb3HP5K7dpwPZe7v/Y11Og9H/yzv65tR8JIcOv6m0mZKX506gHe/rW/xtAMBIKJwiQCwa/1PRsjVHnr19/G+x74R6q+w20bn0dzqpHPH/4Sv/MvbyAIfDnw5QaEQUjgyuOgJ2IXT/YwBE1D1wz+4oV/EaWfCb77+PcBePM9f8zffue9VL0qL9j2fJpTjXx2/xd59cd+iyBisRfrve97H81tbezZs4fTp0/zspe9jEOHDgHwF3/xF9xxxx2cPHmSl7zkJfT29vKtb32LPXv2cOzYMW6++WZ2794NQGdnJ29605t405veRCaz7FawXL8YFQrxn/bf062Wmddf8CoeycuhpfilzyGKZFnLFRRNI/ScKIPeiG4ckoH1q5UI6F789Q99v2aCLvwAzbKkbRSgqgqxTByv7OCUHMyEiRBVhKeg5Ftpe+maKw6FeeUKhfODlIfHcXIFQj/ESCVIdraRXr0SPWbiFWRCVbojRVCpkh8YIAwh2dlB4/Yd6InEZYBY1XX0rhUkOrtlvOrcDIoeYmYSNaZOUeXks6KqBJUyRl197fNmNit1rotHTtdlqtXKTuyZKVRdo+Hqq+V6NQ09HscvlzDSS29oQghyp86QHzhH047NlEcGUVWFxm3bl2xzaXSKoXsPYNVn6HvVbZipK7Q2wxA3X5TfRRigGAapVWuYO3qCmQNHyaxbS/uN11AZG6V4Ic/4/T/BSCVp2LqJ0vAQ8ZZmCheGqExOosXj5E6dpm7D+sg3FLIrWnByJTKrm6nO5rHqJXi2p2ZRVCk9ibe2kOjsYOHE45J59cEIbLyizLBXVJX6zZuYO3yUeEc7VksLoedRnZwi9AX1KxvQDQjiKcgXsWcL5E73U52cxsnlyazuojI6gptbQDUtGdXqSg/UTGscRUkw+cCDKLqOoqqErksiq2GkYjhzsyTaWnDzebxSmcCxiTU2YdZlUTRdeotqOoquMfXwAZIdHWgLM+zcupW9Bw6wUCiwYV0fdXUySe0Ze67hkaNH5DmgKOzZsglFU8m2t5JOJimWy3z2y1/m9OAg3/rGRYZSuB5esVQjEhcn8+uNFJZu4fgOf3Pf37G2dQ2v3P0KVtetxLddRChlDqqu1rxJc9UC77r375gpzbJ/8DHmKwvEjRjvf8X7sHRDBg78VPXPnAXg/Mx5zs+cv3ieOUvlLWenzzE8P4Ku6jSnmpgoTPK7r3ol7//EJ2o3pj//4P+pvb8x1cAP+n/ES7a9mC8f+ipV3+YPn/V7fOD+D9fes6tnB5OlKb57UkoItndtJWnE2dB2FUfHnuDE5CkOjR3jmhU75LEKpEesmUnC9MVrQoRhTTOciqVpSNQzV55nOj/JeG6cbx39NgA7eraT1ONs7NjAkZFjPDF6nAPnD7J75TU1G65X33Irn/zqV9BiFtu3b+fIkSN87GMfY/PmzfzTP/0TAO95z3t4y1veghCCzZs3c+LECe68804+/vGPMzAwwP79+1mzZg0f/OAHn/zaXK7lWq7/8loGr7/AJQJB4UAe1XgyhjMCsJUyiqZHPpBEelcFPR4nsG38SmWJlZYEqgJQ5KCW6yD9baSNlILAysTxbRe37KAaGlYmjXtBQ4Ry2hqkHU55dJzi+WGq07PSEsjQibc00LRrC1YqgVcu4xXy5E8+gWZZGNksZiZLsqsbIyWnhAuDY8wc7Wfq8ABNm9ZKp4JLYltre6somBn5+erUPIFbxZ6ZojR0Hqu+AVQNI53GzedIruipfc6sy7Bw4pTc5jCkcHYQzdSpToyjWQZ16zcs8Y80Uuko5vMieA2DgJkDR3DzBRo2raU8NEh69Sqc2ekacPVth/GfHKE4OE6mq4H2G/agX0GT51eruPkc7lwORddQ9ATTB0+DqtK0dT1+pUx5ZIzpQoHq5BTJFZ20b9+GVSe3KbWik+lH9xOrz5I71Y8eM9FTCeJtF2UUhbNnqVvRAJZF/sIwieYsvu3g5PLEGlMUz19A0VRCu4xfqqDp0sfVXZglVy4Sej6Te/fJFKfApzw0BEBlZETGf4aQyBgUz56Ty/EDYnVx8mcuQBiQaGsh1tKEMzdDrKkJr2zjOUWcgvT/be5rpzK1gBAhmTVruPCDQ7RsaCfZ1Ubu5HnqN20i2dVOfqAfVVex6pupW7/5SY+nCASJzg6CapFr1vax98ABAK7dtoNYQx1NO7Zw48AA7/voXQD0rVrFmuufwcLx45QvXOCjb/9r/vojH2Ggvx/D8/nD57+ct39GgjgRmf4TDV0pqooWj2HoKd7xor/iH394J/vO/IS9A/u4pnUrK9e3oyigmroc1FLUGpNfdst89sA9xI0YrZkWbt7wHF6/57dY1bACIUA4Tk1iELgOfqVExkpTqBbQVR1FUWhNN3Prhps5OvoEB4cP1VjdQkV2F+oTdajRRdrZfnFg8LUv+Q0e7x/g2IkTtf26fc+riZnyHG1KNfC6a1/DXfs+ScWVsoOu+g4mipO1ZXzz+HcvO/ZT5Wl0S95mAi+IdKhLf69kLKzcppJdYr6yAEBzspHRmaHa+75x+F8vW/5EfmLx5wqArTt21AIJNm7cyJEjRxgeHmZmZoZqNGC4adMm+V0pCps2beLEiRMMD//nmbsv13It1398LYPXX+CqnCkjnBA1dgWLGUVBSyTwy+XIr3UpgNVi8SVWWmKx94kCqoz9XNRA1nRrYSgjN+OWbLkXK1Tn85ixBPnHpvC0SSpjU7jFMgiZlpNe1YWZTRM6Vdx8HmdyjDCTxcxmSPWswsxkUI0nHyLLru4mu7qb6lyO2aOnOf3Zb5FZ1UXz1X0kWhqvcGQUQicg27ehZrtVmRirDY1cui49mST0PALXJXfyNCIU6AkDRVOJt7VjNSxdh55K45WKtX/7VZvJffvRYhaJ9kac+Tmadu2SkZpWTDKyZ4YY23uIut5u1r3iZhYeP4L2JD6xfrVCeXQENzcvv68gRDM0iiPTNO/aglWfpjw8RnlkjND1cPM5UitaSXS24i7M4cxMSy9eP8DMpLFnZwk9H891EH7AxAM/lsDS90EImrpT+I4PdpGFEycRQYCRjEEITi6HokDgOMTbOqjO9uN5EG9qIfQ9Yi0tZFb3RMM3FWb2H6D5+uuwJyeo5ipMHT7P6ht7yazbgGbFKA0PUp0YozA8RnZVO827d1GdHEdPxKhOSWClpZpwRs/RsqmDug0bibXkmDn8BPnT/bRuaCG1spPc6bOYmRRmY5bZxw5gpDNk1qylPDokJR0ihFC6F4gwjGJIwZmbw7cd/vyP38Lb/uxPsGemqcxXCdwqhbMD7Nm4ifEHH8LLFwmDkNH7HkQzZQLU9Vdt4IG77pIm/YYKqLyy+/dBD1GQ18YXXvdxOV2vqAjPw3dcXrr+Nl6y7lY5ca+pkp2NtKqKqkpnjNDjTc/+H/zhjb8XXbIyYQtVrXkEB7aU+KiGwUNvuRfNjEX2dQqdDZ2M5sZ44eZbef8r319jcV/xz68EYEPHer5w+yf415Pf59ELB1io5HjkT/ex/rUbOVE8Ce9+DwCvfNEL+chNzyHVvQKA9z7/Xezp3c6HH/qY/G5UnXQszXWr93Df6Qdqvy/tmYu2cff89qfY2bNd/klVGZwbpqehS16PQRix4U/emVEUlSAM+NvvvDeyq1O4ddttZLSL8oJ/ueMz7F67p+aYMjg7SE9TD6ET5ekC52cv6oSPR5ZnK1asoKmpiXg8TrVa5cSJE9xyyy0IITgRgfUVK+R+69HxC59CGrRcy7Vc//W1DF5/gatyqvRvThcqioqeTEoAa5pLAOxb7nkrX3nsq7x0+2/wf174joglFHKZwaVaPAlmRRCiGkbEbEhdmm7qEOp4FZvhb5wivrVIqqOBZHczwnMJqlUUJURRBLGWVjJr16LF/v1m5PHGOrqfs4f267Yxd+IsF779IGY6SfPVV5Ht7b5crhAtftF2qzI2jlmXxSsVyfefQIvFiTW1YNY3YGYzVCanyA9cIHvVauzpSUCQXt172XYY6RT2jLxBOgt5Jh96hOSKDgK7hGaZ1G/YIO2OCgV822Pw2z/CL9t0Xr8FK52kPDICqBTOnkUEMsc9cGz8UonA86TMw/VByMlsvxSgKQqF0ydk21WXbXPNyuLML+AVy7j5AqouW+SaaaHEZZZ8rKWFhccfJ/RD6jZvRo9ZCCGYPXiQug0bsBob2fuez1LfnqZ5zx6K586Tbu+E0EXRVPxykfqdO9GsGLNH+6nMFOi4YSels6fRUymZqBSG2PPz6Ok0C8eOIURApSBo37Ya1YxRPH8WLZ6kcOY8Ztoi3VWHFjfJnz6Jl8/hVRz0eIxqziY/NErTeskO50+flGxsoUispwVVVcgPDOAslFENyB09DIqCl18gX8wjfJ/cySeigSi1ZtEkQaBGZWIcQkHoe3jlCmGgIDwXZ2oad3YOPRlHT8SJtbbg5XOoho7V1IgzO0O6dw3l4WGMrOwKOLOzlONlQleViVKmiaIp8uEoFNImCqkzVSLduaJqaDFLfr++L10xwhDVNBFegB4z5bDXImYSREBUQUlq+MUSGAaK0CJvUys6zSPGV5PWZWo6xRJmUwgUw+C5a26gq04C3Zff9Ztce3Qz9x98GIAdGzawfW0v3qVOGovHMPJetT2bD/7oQ+w7+8iSi6yrqZtbN93M947/gN/94h/xaxtuAuDs1FmOjR3n/HtOys1wfFRDe9KwlDsfuguhqBwZPsL5mQsAvPmW/8XGzo2A4NaNN/O9Ez/gv3/ujdy86ddqyz86coyhvz8vB8GQB+6uj32M2fl5pqamOHr0KIqi8PrXvx7LsnjjG9/I+973Pt72trdx7NgxLly4wPHjx7Esize8QTobrFy5EoCDBw/y+7//+zQ1NfHud7/7sm1eruV62pVYOvz5y17L4PVpWjfddBMPPPAAt912G9/+9reX/O01r3kNn//859nUtZFvveHyVtpPl9S5SgCrWVYNwN6w7hlk4mm2dm+VwNZza1PQhFE3TpH/VnVDMomBj1eqSNYoYkgUTcVI6phaI1raJfBD0k1NWPV1Mozg54h6vVLpcYvWnRtp2b6e/LkRZo71M7b3EE1b1tGwoRfdjCE8EJ6K8AVoSGuqcgmzLkOirZNYSytObgEnSvPSYir5k6cxsymc6cnIVN2nPDqK8IMamykCP4rUnGfyob24xRJ6wsCemkBRVbx8kdLgcARQAgLXx0zESLa0EJSLVO0KQbWyxGvXr5YIHQc9k8WfK1KemCO9ohNEmcD28SsuCIX06pWkVnahW4YEjNNTaJaBWyjjlytk1qy6+OMVsY723CyKqqDFTRaOHSXR1Yk7N4eeiOHOz+LMTpNpz6CaCoWBk4Sug5eX/rKh76OZFnOHH4MwJPR92rZ2UB48AwpUxwZx5yZRVBVnoYCWiOMXbVRTR1Nc4hkDEYS4hRze2CRmXZbQqWAkYzgLeVQlwC1VSbS14ZQ9ckMjdD9zK35+TrKSapLpUxdINSRJrVhNrKme8ft/glWfRFUU9Ewd2XV96PE4IgyZO3KAxu3XQBjiFUu4xRJeoYhbKGLPl6S+1NBBjWFkUiTa2ihNHKVxx3oqYyOke3pI965GUVVyp08TRow9KCQ6u9DjCXInT1IdnyDW0kKir4HKCRvPLkpz/nIVIQSaZWKkEogwIHRc0DWZeqVJpjWwbXmJhSGqpqGgIBRQLZPQ91DUyEJLCPxqFT2ekKEZiQR+pYKRSsphS1+VLO/izSqy3VoEoNKPWS5LBAGpRJav/PfP8cEffZh95x/haw/8kO7ubl716tfyul3XYWXriDVd4iMsAsJAEHpyOVW3yocevIuVjSsZnhuO3Aykpd4HXvH3bF3xOb5++Bt87/i9GJrBioYV0upKUQiqNnoiJgdB1csfWr9y+BtYukljqpFbNt38Uz6vCh989T+w+YFP8I3Hv813H/8ehmawsnEFf/jcN0ZvkaEIAH/1V3/Fww8/zKOPPkpfXx/vfOc72bVLumG8973vpbe3l49+9KN87WtfI5lMctttt/HOd76Tbdtk+MXLXvYyvv71r/OjH/2Iu+66i8bGxmXwulzL9TQsRfwqQfVfoPrCF77Aq1/9anRdZ2RkhLY2qU8rFAq0tbVRrVb5m+e/g9c987U/M4spwkAOcZkGgedgxBI1z1e/UoqAjwRACopsg+qJSwtrAAAgAElEQVS6xLKeL9uwimwJylUqUpOpaaCq4Cq0/m4rZ3/wMJW5PH0vuoH6VR1PuU0/03ZH2yVBpB+1vgOCqocz6lAdKlG9UCHIKShCj4gngarqoAvUtI+SKqOmfbTGELQA4cubsqJrEXMjaiBbNU38UkX600b7pmoRo6colIaGCBwPs14a/Cc6OmqesV6pQu7sEIiQdHcrZjotW9hRO9vJLUhJgOdJrZ+qykCAMEAzDYQAr1DBK9souoaeMDFSMQl0LmEVA9tGi8dRNR0nX0AzTcxsRu6DqkIoKI+Ng6KQ7OqkeGEIzdRRNI3MmjXye1NUFganGNx7nOYVWWLpGC27t5EfOAWKRsOWq6PlKZz94r+SnyjRec1q3IUcscYMTTuvQTUMxn/4I9qf/SymH34Yr2LjaRl6b72eysQUhbP9xFtaAI3K1DRmSidwfNySTdP2bbglmwvf3cealzwHZ3KIRFc3+dOnmTo1zZoXPpvyyGh0vFwqY+Mk2huko4EVpzQ8jJ5MoZoxKmNjoGgSKCUTGJk0ZjpN6PvkB87RvGsziJDMGum2ELgepz/zdTa8/mUEts3CEycIXZf6LZtx5mYJPQ+vXMJbWEBE+u9kdzdChJSHR1DDFvL3ugglQDU0NENHi0uAFjouiqHLtr+i1hw/FE1DERJY6hEYFUGIkZHnSFCt1pjOwHalX6ohvzNESOgFcrhJW0yoUuT3s5hYReRZnExG7XlFxh6HIVpM6sT9koveXqL+5gbibe24uTyzjx3FSMeBUF7XoUH5/gYUCxAhejxRS7MSESiWw3B6tF5B4LoI35NSpdhFDb1fKRO4PlY2g1csYvzU5H5QrUTM9ZV4FEFgV1EMUy4fJZJTXPzNc3NlbvrE8xiZGOPuu+/m9ttv/3l+ZpZruX6h60ffvI+f3PXgv/3Gn7Ne9vevYv369f9py//31jLz+jStl7zkJdTX17OwsMBnP/tZ3vrWtwJwzz33UK1WicfivHj7i5grzfGBH3yQhwb2MV2Ypruhm1fufgW3P+N1aKrGyPwoz/jfMt/7Xb/xN3xq36e5MDvIg2/9IR/4xl/ztaPf5KU7pGzgH+//Z+588K7LtuWalTv4wu2fQCgqX338W3zuwBcZnB0iGUuypWszb3nem9nQsZ4wDPm9N76Bz33lczz/156Hes9Huf+Jg8TiMX73t3+bv3zLH1/CYkrtpYisdITv1/4t2U75mgiDCFxS0wqKioE/GscfX5QvgKIYqOZiZGQgb206oKgEeRXm06BKTaHRFWCt8lDrpGF8eWQWLW6gJzQ0y0Q1dPR4Br9akPZGqkoQgYWgUpUT4mYMBYHZ2IDwPbyST3VmHns+T7KjFQIbI51CjVm1ZfiOjZiZJlRANeOUxmYJg5BM70qMRIzy8BjOfA4jlSDRkUBPpbCydaRXrV7yfVQnJ7DnZqjfKH1LA8dh/P69mA0tZPvWADB35ChmJosas8iu68MtO1SGRzDSKazGZjRLWoW11jfS/52D5Ed9ss/YQnVyjFhTM/bsXE1zKUL58KCZBvUbNjD98CNYjU2UBs9j1jVi1tdhz81K6cDoAk19zRTODTL/+Emar7kad36S4uA0bc+8nnz/cRRdwSsH+G7Ahe/uY/ULnokS2qimyezJEbyFCiufuYV4cz1+ucjc0ROEjkO8tRG36FAamgJFwUgl8QplQn8BPWlRv34jsebmmq7SK5UZ/cGPUXRdtuAveU5380WsrIwo1uNxmnbtkOlc+/djZjJSC25XUQ0Dq74Bv1wENCrTOQoj8yDmUIwVmFYagQRtfrGEYhjoqZSccXRdQt9D1Q05IOk4Uscci8lz3Q9QTUOysUEgmXPfB0VBNTRCL5DJVDFVLsOw8O0qqqajaKp84LGWDi8KERI4DnqkqVajdDQ1DAgjRl5fJSheuEDx/DkULSYjVIX05E2vWUu8tZ3hIxcIbZ/QswnsitS867o87y/ppIjAr9nuqab1UwEogsDx0BNx+QD6JKyrCEP5sHWFCj0venjUQdMIHIfAcWoANvA8RBigmsu3suVarl+lWr7in6YVi8V4zWtew5133sndd99dA6933303AL9x64sxVJ0X3PkihueG2dq9hWesvZ6H+h/ind98N2MLY7z9RX+1ZJnv+uZ7eN6WW9jYsQHNFzV7GuH7EAqu7tzM63a/CoCKW+UrR76BQNCebUPRdd5/7z9w175PYuomt228hZGFUe47+SP2DuzjK7/zGa5quorq1AwA3/7h99l+1Xqu37KFex99hP/993/Pjo4O9mzdCiAHXVgcFBZLWSRNk8MyUd65okl/zLCgUj6k488rIBQUK3I3WMxMR/5/4LiSmfUCRCi1dlpci3w2DfxJQTCVwGjS0VbORd6bCpoZo2nXblRdZ/y++4g1N4AI0FMZjHSW+cf70WImiAAjkaJx+w4URaEwNM7YA/tJtjfT9Ws3occtZh/9CamVq1B1HTefozw2gl8ugaKSPz+HkUpSv34doedSODuIqutk162m9fprGP/hA+hWDM00JfN9SYkwpDw6QmZdX+01zbJov/E6xh/YG3mtxnDzBWJNDdKDVAiEU0UARjbD9MOP0HztbvRYDFXXaFq/kvLwGPbCArGGThLdPZRHRmuyEBFKhliPWwjfR0+mKI9OoicM/IpDrKWF8tAQrm8hjATu/BzV6Tk6nnNDlA42RHp1F3OHD2OkYygKeLbN2a/fT88t1xFvrmP+8EHK8y5Orkimq4ncqTMsHO+X0bFegNVYR7KzAyOdpjR4juyGDVhZae/lVyrMHztC4dwAIvSJt7UjwpDJvY+SXbeawrkhhO+hWheHf9x8ETObvnhcgwAQ6Ik4biEPQkjWU1VBjVEcHWVhYD+prhZW3nYT+fMjVPw8wTkLxRAouoqWTEAYEtjVyP5JRVE1hB/gOy4CEWma3ZpDgWpIeYUgQDVMhAjl967pBI6DX7UJHVe+Fvk0+8USWiIug0gicHzpueAVi4SuK2ctAx8RCNxCEUXo6PUK6TXNmPVr8StFSoMXZPxvycXISAu5ysQYWnMZr19BMRUU3bg8lU8IAmdxP7Wo87AUnAaOGwFxHRYDGpYsInoofRIdrDzXA0LfQ48tDjdK1lUCWBvNihEUXRJrLncfWa7lWq5f7loGr0/juuOOO7jzzjs5deoU+/fvJ5vN8uijjwJw+8tu5/tfv5fhuWEs3WJHNOW7vmM9owtjfO6Rz/Ont/3JkuW9/UV/yWuvew0Aoe/VUoFAtuZvXHM9N665Hsdz+J0vvAGBYEf31bzr+X+J6zp8ev8XAHjLc/+IO66/HYBb73wxA9Nn+ezhL/G3L3g3ZloCgrW9vezb+yCqpnP1Nbs5ffYM+x49zs2/+Rri9WlQlUh+cLEdf6USgSD/yAKFh+YRAvT0U78/dD1UVcGoyxL6Pm6hROiBogo0w0RP6ggh8GY9qkMGxqpmlNVFUitXoUVOBKpm4BVtWq/bQ3l0hOLZs1j1FiIIsRo78Uol/KrD+N7HKE/M0PWs3WR6pERikS3yy0XKI8OScfNVyuPzWPUpWnZtwZmdY/7ocRKdbbReuxOrsR5FUahOTssM+Gj/VG2pk4Q9M40Wi2Fmskte15MJ2m68jvEH9qFbOk07t1E4c4ZEZyelCxdQVIWm7VeTOzVAuqeL6X2P0HLtbvRkgsbeDhb6B7EXSqR6eiPApuFMllEUg6Dqgh1DEyrOfBGroR7V0HFzC7i5eeKtLQhg+sQgLWtaEL6DmTIwUknyA+cIqj6EBYxUjHjnSnInTlGeKRLPximdPcP8YTl8FQbQ2NeDWZemIlzUeBy/UMXJlWjYspFEWwsgk77chYUaeNUTCaymRvRkCnt6Wh5zT2BkMyS7OykNjRL6Pnrq4s+dky9iZlO4hQLl0VGqk5NYDQ1k+/oQqsbUvkdwp4uk2rNUZ+dp2bUJPW5RHh4kf+JxnFIZs12nej6NCAQIj2BRiqKqUSSzbN0Hjo1i6BiRp3LguuDL8A9FlWzi4kOacP0aE6lZluxQeD5eqYyRTkv9a1J6OBvJhPysoiBCcUk3I8SvVFAMQ/ogJ0zJIqsWzb/eQXJVKtpOORQWei6KpuDbVcrDg8Ra26i/sYOpwXmE4l2WOSllEC6LjiWLD8FLL1qBX6miWfJcFkF4GfMqLbKu4JSCIHQdaVO35FpXJGh1bbyydJdofG4Xg789eIXlLNdyLdcvYy2D16dxbdmyhV27dnHw4EHuvvtuslFK07p167jhuhu4925pDu74Dp/c+6kln3V8l7nS3JLXrl1zbe3/Vd2otVcVVauBQcf3+IMvvZkDQ4fY3LGBj7/6QySMONPVeWxPtgfXd21Ej0s2pK/jKgamzzJRmLrEiQB27d5NvKkZgJaOdk6fPUMQ0znyye/S8+ztdO3Z+DMNcnkLHtNfmsCdcVFNFVX797kUqHrE4qoKQsjhIlXX0BMxAt8GE/yROOFsDLfeIdklP6enU9gzs5RGx5k9fIJEWwOKohPvbMFdmCOwK4ze9yBmYyN9r34BWmT+L4SgOjONCEMKZ8/gVQLy58fJrO4m3lSHmy+RO9lPZs0qVjx/U+14LVZpeAQjk5RDKEG4RAsohKAyOkw60m3+dJmZNKmuNoqDI4hA4JdKcplDQzTv2YMWi1E4NwiqTrp3FVMPP0LLnt1oYRXfBmdQZf6Hs9hDNvZoI9Ufj0tNcBhCqQMDlflRFzVhkejN4FSKaHU6pbExQi1BIqmgmTpN1+1g7tBhJn/yKPbULAIZcBEGIeWpArmhWRKNCVQUEis60GamKC8IVr/4BlRdw5mbw55UUVUNt1ghtaKL6vRcDbxaDQ0Uzp8j3bPqku9ZRzMMGq7extyxJ/DLMxgZAy+fR9HlhL8SsYdhEOAuzKPpgrkjR4i3tpJdfxXOXJ6pA8eoTC+gGSqxBgnyNFGhOjGCapj4jisH7Ewds74e0Sew+zVQAqlRjl0M/VjUmKumeYkEIyCoVtHiMQnw7CpaLC6HKKMBrEuZSD2RwCuVJCAtl9GTyci2TsYYK4r0BQZFHgPLQkkmIv2sXltviAmmS2JtEiEE5aELMq0uEZcg0jfwqxU00yDZuQJF04itqFAdDBAEYETbbtvIAU7zKSOmfduOmGsFBYVQhJdd71K/++TgdfEB8EpaWM208EsltLTAaHtym73lWq5ftXo6JmH9Z9UyeH2a1x133MHBgwe55557iEexr69//etRYyodWemxmI1nefhte0nFUrXPDc0O0VHXwcj8aO01S18KlGqygVDq8Oxyif/51T/hoXMPs761j7tf9RFShrxZZvUUMSOG7dmcGj7OdV3bQVXpn5Bxmh3ZdsnQRODSuMRLdREY169qZ/vvvoj+f32IyaNnuOrFN5LuaOJK5U47THxmjNAJUWNPzbZeqRaHohRVRY/FMZJRwEKxLCe+dQ3V0hCezvy3q8Rbq8S643LoZXaO+cePE29KE2tqItPbi5MvMXlwgMAu03L1GkK3SvFcP1ZjE4qiUBkfk0lRXsjCuTGyvStp2NBLeXgM1VCp39BHevUq6eX5UxV6PpWJKVI9LYjFga5Lbu72zDSqaWFm6y77LICbz+MuLNB8zQ6m9z+GlU2SO3GCbF9fLTK4adtmxh/8Cd23PAc0jYnvH8QditEe7ISZkPwjC6iWHrWLQTWiCFNNoCggtABCjeqZCoGdxg0S2DEf0TiL0Wzi5nOM3ns/eiKOXy6DqpDqakWPGaimxeTRIRo2rCGWCgh9WDgxgNXYTO8L9wBQPH+OysQE8Y5O5o/107RtM6ppsnBiALbIYQEjkyWwqwSubKeD9EANfZ/K5AzF8yO0P/dG/GKe4rlz6IYE8pWxMfL9A/jlMkHVQxg6igYLAxdwchVUXSPZ0Uz79VdTGRmk4eptFPr70VJpqqPjKEqF9Npepo6eI9tdj5fPo3XrGDPthGUQoYNflWCUMJABILGLUcQg8MvyNUWRaVxqxI4GdjXyib2cnVQNA9+TLXovnwdNk4y8Eg1MRp0L9ZIwDS0Wxy+VJIsvFBRNJ7YlR3H4LM7sDCIIibU0E2tqwchkEYFg+Dv3Em/SmD9+jPoNm8leW489XCXwHbCriDAAVUW3Ej/Fhv7UNSdCAtuRUcKOHaXEicvOeREETwqAa3KB+BXS54iSAIVCaleM4sBJMn0bLpc2LNdy/YqVYBm8LtfTpF75ylfy5je/mXw+Tz6fxzAMXve612E0mjxv/c18oP4fGV0Y5dc/8AKuX3sdRbvI4yNP0J5t41/+4Is/0zoWozfv3PcxfhgZkK9t6eVDD38cRVFYke3kNTtezmt2voKPP/Jp/uH+D9E/c46RhVEGps5g6iav2v7f8MtV3OIsAF6hQGViImKKLl5QyeY6tr3+BUwc6ufop75D+/Y+Vt20A81ceuNxZ1wmPjWG8EO0K4UwPPVeATKSclFHu/i6bpkE1SpoOiII8SoOmmkiAsHk58ZpfVUb1QnJnmqWTrbvKqzGRqYOnWDmyGlad21CU2ziza2YDQ1UxkYoDw/KiXHHj5Znke5opjoxQWb1Sjqe8wzyJ46RXt3zpMAVoDw2jplJYTU0Yk9OIAIfRY8eMISgMjJMunfNk35WhCELT5wge1Ufya5O3IV5SsOjxFubSXRcdHwwsxlS3Z3M/Pg0/rkM7niTPMZx6dUrVF96j7pqpEkUtYE5yQYHBGIxAABQQdgqYqQZZT5GcleG9LMyTO39CZppYNalMTMJ0j1rGfjSd7EaGuh65k5yp/sJKjm8ksOK27YRei65kydAQNPOXeROSUuuRHcHhAJ7bp4wCGqgzcxkqUyMYaTSBLaNM79AYNu4uSLxlgwLRx6T26yqhELgFkpQKGHW15Pu7GT0vv3EGrJ4FZts7wrar+/BaqhDURTs2Vkqo9LiKXAc/IpNZm0vzuw8pQtDJLIqmqmgJxrQjBhcNYd9sAEtHif0XMl4C4GWSNRCA0AGWiyGD/jVCkCU3hZ5KofyXPWr1ZoHMKoiuwfxmGQ9FQUtYnKFEPjFImq0Xik9kOtTVBXVMgmqNoQ68atCjKYQe2ICq7mZdO+6JZIURYdEWytaTEd4NrOHDpJZsw69XiGcVBFqgGrF5ODUv1F+xUa1zEuYVgUhQhT1p8BlGDyJ5OASuQBXBsh+0cFssGh6Zi/VyRHyp0+Q7dt4xbCT5Vqu5frlqmXw+jSvdDrNy1/+8tqg1vOf/3xaW6WRe6Y9y9f+x5f5pwc+xEMDe/nqY18lE8/Q19bHy3b9t595HYs3vcncRO21bz5xMepx96pr+J2b7uDPb/tTVjR088XHvsy9J35A3Ijz7HU38uab38Smji1oaR2rMUqkUiUI8IcGcfMyQak6OUnh3Fn0ZIrmq7poXNfF2e/tZ/+dX6Hvhc+gcW03AH7RZ/IzEriq1s8DXKnd90Qo06QuZTC9Sjnyp1XQIh2hX7HxnSoUYfT/niW2G9S4Llu6gcLAPd/DSCXo+81bMTMpCufOUp2epDw2ROD6VCZzCKFgZRJ4+QqBbpNa0UHzNVsxUmnc3AJ6KvWUUonS8Aha0sSqa8CenpIm9hFYcGamUQ0D4wqsa2lwCNXQSXQu6m5l0EB1eh6/aqPH5bBS6ISEI80UH5lBNcsoMQ08AaEHIiRw5Ock8xviV6o1NlBBYiw9kUBRFLxyCREIydCqoFk6hQNFco9OovUqtN68nfkjR9F7ehj58WMohkHLlm4qU3MM732Cjqs7ya7pYP7xkxBUSLS1k+xZhTMzR+HcIKnuZkrnz6LoBpplMP3Io6i6UtN5urkcRjqDalnSzcF2iLW2kVmzChGEVCcmKI+OglCk9tKIkz83hvfEBRCC5h2bSXW1LZ2eF4LS0BCh7ZE/PSCdHzo7CBybILAJBeBLl4p012rMunqshhmmxwfxh1NgyaAPSa1eTGkKfY/Q9TAyaZlcFwYouklg2xd1qlVb2mPpmnSp0PQlTKxmGLiFIoFto2iRA0EygVeuoCekm4Ee10ChpmcXrrSKi20UBFUVNI1YY8tlWmqAVM8K5o4+QbwxQbKnh9yp4+hrdNypOhTV+JmAqwgDQtfFrMtEhyHa/nDpwJa03VMvY3BDz31KuQBEg2AhtP5mN6qhkehaKQchTx+XAPYp5AzLtVy/rCX41ZINLPu8/gLX7HemKR4uoCV+ToD3U+VXq3IqWNMIPV/eV1QVhLzRaJaMpfQrldowSujJgQ7hqehdPg03Z4i3tWKkUrUblwjlAIlfLuOVS/ilMn65hG/b6LEYoVCZPz+JnkrTef1Wij90qJ6vosV/vv3yy2VEGGKk03jlEooCekJKKsLAxyuUUDXJTGmXTqAXCtK2y1MRloO2YQrfcQh8hc4bd1K3Vqbv2LPTFM+fI7AdKrMlNCuBETdxF3IkuztRtZBEVwfC93DmZuXgjKqh6EbNZ/Syba5UGL/vQdJru8j09pE7cZTA9mnYejVaPM78kcdIr16DWVf/pJ+d/skjNF+3ByOZJHBdJn/8Y7Lr1uGVbcpj43Q86wbcCZ/pr0zglzxC4VwEVyIys49igPVETCZDBT5GMknoB3iRDRRhgJnJ4FcqhK6LYhi4JRszYYCqITwfEapohoHZ65G5Ns34I0cRmkXvi55JceA4E0dGadnYGT1YhNjzJeLNDSBCfNvGmS1h1kvGFiDW3EJpeBLNNGnYfBVqNMg0e+gALddeDyhM7z+IogSkVvRQGRvDK5WIt7fjlRyKQ2M4+RKxpgYyq7vxi3kWTg/R9eydJLq6UTVNapUnJiicOYdfkcNRie5OqhPjhK5LoqsLq7GZ/i98n9XPv5bq5DihE1K/ZTNmJo1XqjD6zwMEORUtK315g2pVMqWWhVcsSUY7DOWDAXIYT3qlKlIiEkkALsoMLq/Q8/BKZRRVwUinagNfoeehGlqNEVc0DUINCLG2z5LoqSOztg9nYZ7y8BCNO3ZdLlEIBUPf+j6pzgZE6KMYFpphUTpq4/Yn0LP/djKeVyyh6Dp6PIYQoWRRrThesYieStYAbOh7CN+v+c/K9cu0OSkXuPJ6nLkS6Z0p2l6yasnrlfFR7Nlpsn0ba1rf5VquX5W675v38eBH7v9PW/6r/uG1yz6vy/UfU8mNaUpHCzVLo//f0uMx2bJcHKSoMUey7e5XZMSsnogGQlQFM5OOhklc1IYchTMzFM6eR9U14m2txFtbiTU2YKRSGKkUcVpr6xNhGAHaMrHGBgpDY0x9+wTh2QYUE7C1yJRfWg79e5O6FtveinaxlehHN35FU5fc4ELPhVDIFm3KIiib2Ofn8TNF6nq7iLc0YM9MUR4ZInB8SuPzGHEdw4oBAcnOdtpu2I1mmswdfgwznUVPJkl0rsAr5imeOxMNcZ3GamzGzNYv2Z/S8BhmXZpYY7N8gFDVmmzAmZ1B0fUnZV2FEOROnCK1qgcjKYdx5p94Qn6HhoVi+IhQcOFT+wgHG4EQRUcOsCEBi5FOoeoabrmKW6igxUK0RJywLE3hJbqNzgRVlWyh58ltFIqUfKiaZBMNacQvlABnQGN6ZAEn7dC4LsncgUcRAprWNhG6NqgaSnTe6YkMmd4e8mcuoChx2m7cQ+g6zB05RGplD6oRZ+FEv5ShAOg6WiyGly9QHpvEKxRQVCiPjmI1NSO0BLNPnCdwHMx0kuzKBtqffROKopAbGCTeWsEvlZjd/whGpg57ZgbVjJFc2U15dARFg8roMHo8KWONV/cyeeAJsmu68Ys50r1rCcpVZg8cJLmiG79aIb67in24Hn/WQcQ1GVDgujJwQFHkQ2AYoMXjiMCXIC2KjwUhmXb9qX+SVcOQeuKqjVcqoyfi8vsJQ0JPSEbWMEDoCOET25lHq9NQjBiqYcgHgaFBnNlZYs3NS5bt5BdItGUQgY+WSNKw+WoAzLoRpsZmCUoqevrK7fww8mq20snFk/OS82fpb9TlTgM/o1yg5KAmAlpesOKyvyU6ukBVyPcfjwBs7EmWsFzLtVy/DLUMXn+BK7YihpbWCcoBivn/D15BGrb7lYps5y22i3Wd0PPQYjGE7xNUKjIq1vfwKxVUPYZRF6fr5c/ALxUpj01QGRunPDpOdXKK0PeJNTUSb20l3tJcS6NSVBUjnZYsV1sbqY7VDP/jeTyvjAqYhiG9LD0PEUqmcDGogEVAq6lX9okMwkgesJhaZCNCgarLuM3Fm6RftaN2ZQTSqy4iCLDKHTRd10ZpboKBL3wbI2mhaiqx+gwqELoBzTu3kuhqv8gyC0Hg2KgRMFYUBSOdJXRc6rdcjV8pY09PUho6j1XfKAMDEknKwyOY9Qms+sYoJlQjDKQmsDwyTGrV6idhykKKFwaxF3JoyRTT+w9hz83hl6soCuQHzmFm0hheN86Qi2IIGacaSMYrcFz8ShVV1wAFIxHDyZfxq4705pRrqWFXRQg5jOO68k+qAoGHpisQRrZrkb8piiDUBMGCSl1iG6E9yPzQPKt+/XrcmVEC2yXW1IJbLGCkIHd2hERnO4Vzg3Q/T4JMzYpFADVPvKWRiYcWarpXEYaopsXcsWMEto3V3II9N09lpsz86VEyq7rpuGEXTi6HXyhCcFH+4OSLWPVZtEQKf3Ka0J9FswxirU1UJsZQFIGeTKHFEzJO2bERQcjssX56btmDV5jBqm9AaVBQk0nmHnsMggAlloSVQ1BpIqyYKObFQbJFnbNqmGiWiV/xateXCIXscEQT9k9d8gFL1VRCP8CvVNETcfRUqjagFVQ8FC0geW2Vhus2oigKU/seJtnViR6Pk17VS/H8WawmOWQYeh75/pP41TJ6IkVxcJJku1YDmInOLhJ7Rqk+bODmq9Kr90m2c3FbloBPRV4Tcl8vAa9hsGTASkbHak8pFwjtgDB0aH1VK6rx5F2ZRFsnyiUSgkuZ3eVaruX65all8PoLXIqqkL22jrl7Z/8jlyqN0MtlFBdMq/YAACAASURBVE2X2jkllN6KdhXNslANo6a7U1SNoGyTub4FVVMxs1nMbJa69X14xSKV8UkqY+M4s/N4xRK5k6fQEgkSba3EWpoxs9kaqCg8mkMRKsnWLG6pSnWhhJmKY6YWb4hyeEiEMiYz9FyEHURt0osM7aIS5mKUpYYQkaZQU6Jpbxlr6ZUqIAJUXUOE4FUcjEQMPZPCWyhTPe5hrlZQmlIoisynd/Il6q9aA0EFPWktZZQiRvJSBi10okGbeAI9kSTW1ELgODhzM5QunCUMQ1RTxazLSrDjOjXNpLMwL30yhUJpaAS3UMQrlnALRfySzLE3G+oIXQ8zk8bNzdGw+SpC16FhyxaKjxcoHpvGyMbxK2X8qkz+AiVi2FX8qi0H1kSIaugIBKHjANRsmhSFyGheHs/Q9wEF3w0wkxZaPBFZcwn5VWkGfrmM1ZjBm3UJ8vU035DCL84jwpB4ezvpnl4q01NUx4ZQDYWpfQdovHpTBIBkWQ1NOPOzmHV1WHVZKmOThG6V8tgYiqriFsqgJZg7fgE9ptO882rSKzojQA7O3ByKpsiJJCQ7WB6bgMBF03watm0lsG3KQ4MyYlYIUj2rUDQdL59HTaXwikUWzgxh1adx5qZB0Zg5eBhnbh5CH9U00NJZvEKBbN8KMreuZfpLE5TPFghDFyOTlB6srhux1aIGXOVJI43+w6fooIgwSqELfBRVlVZbVSfygfXQ4wZaIo6ft1EsheR1JZqfta02wJTqWUnu5CmadmzHamykNHQBe3qKwHWoToyh6Dp1V23GSKcpj86iGhZubqHmohFvzZJ8aYb5f63gFSroSXOJvEE+YIa15Da50VHM9GVOA6J27tX2LZCM9JUqsANQfGI7S6TWbLni+wDire0oqkr+9AkyfRue0rVguZbrl6l+lUSg2jve8Y53/FdvxHL9/GU0GpQOF6KW4X8E+wpEWe6B60gT8yBAUaT9ThhFQerxOISCwPZQDRWlcxSrqb7WilcirV+sqZH06h7ibS0oiionuKtVAsehPDZG4dx5/FJZWkvdW5LLUmUrWo9buGUbt1RFM3WpEVTVKBFLl76yphUlEkWDKiKspSXVQhiEZF0RoBpyCEuEodTnIVB0A9/xogEpBT1uEdo2oQgI8xpheo5YY5bGrRtouXYnVn0dCwNDzPeP4JUrJNouxq36lTJeoUC8rb12NJ35eUQQEG+5KJlQdR0jnSHW0kZlYhpFDQkdl+rkJNXZOey5HG6hSmloFHu+gD07L5OWYhbx5iYyvatQNYV4SyMtu3cRb2mieP4s6VU9hK6DkUoRli2m/2WC/8feewdJkt9l3p/0Wb6qq7130z3ez/qVWZmVEMsikJADiUPAKQJ4QUgXLxfihTvOceJFusC8cAtIgHSIOwmQQMihldmV1szseG/ae1Pepn//+FXXTO+YXZlFQvQT0RE9PdlZWVlZXU9+f4+RFACvIQMJ8B2XwHWELEEC/I30AB8Rou+hRUTck6QoSJomjFwIs9bG+bWrNlrIEI9lWc2QlsAVCQ5mMoZbs/BdB02N4xUcpFiOyMAAXq2CkW5DC4cpz86AF+BULTru26zFlFSV0sw0sqZj5zPUV1dAVvBcmfy1BTzbIzE6QPfL7ga/TGp8e5O4AtSWV4WsRg5wShWyJ09Tz5ZpO7QbIxGjPD1J4LrERkaJDgxRXZjHq9VwKhW8ap0ACSuzTnFiFkX2hDkqEkWPRfFqFeIjQ7QePkRsoI9Iby/VhQUqczMk7u+iujwP5Sh+3SEIPCHraJBYJLlJLH3bFhNH39sUdxX4HoHj4NnXVx1kXUdWRbmBomt4tt2oW4bAATldw9hXJDSQwrPqzVg1PZWkcPmKkO805CXl6UncaplQVw/J7dd1or7r4laqSHgYaRFl5zsOnlUk/cpRaldruHkb33eQVZERbZfKaOHwJinAhmxHfB80n+9GhbMgvwF+XVQD36rsIAgCgrqPElWQhmdpu38X2oZ05A5QI1EkVaM8dRUtnryjjngLW/hBwOTlSaaPTb1k+9/7un20PU9q9L3EFnn9Fw5JldHadSpnS6BK3xXtq9ixqHX0Gh8svuOIdp+Qie844t+6jhQohA87KHGH6uICaiTa7FW/EU0iOzRAqKsDkHAr1aZ5pXy+hD0bAK6o0ZRkZEVBC4slynquJHrhDe3m59iolt0gtYHrNta5peYE1HfdJrn3LVsQBgkCJLy6jRoyUAyNwPEa2r2N6koFPR0mfe8wkd5uJFnGSMRIjQ9hJENUFldZfvYctZUMaiQEgUvg2Jit19/ktWURGabHE0JWUK1Rz2apLi5Tmp6lNDWLU6phF2ui1rZeRwoC1LCO2ZKg66FXkBwbIdrXQ6i9DT0Rxy2XKU9PERsZximWKFy9IqalUkBteQW7WCT79xV8KwDJw/dcQf41TZjxGrWlekK4wgM/QA1HUHQNu1RF0TQUTZxL33YEAVRERaxXrxN4Ab4XEGpJNJzyNRRNAUkRUWGagu+ICbmZjOG7dfyyTmDWaDmyAyu7hhoKoxgmVq5EZW6ZQJaJdHehNoobPMuiurhEbWUFK1fAdaC8mMXKlQlcl1B7Cy3jfZitKYxUivraKkZLetPUuzy3gF8t4daqyKpOYvs4mXPX0AwPRdeJj44T7etHQqY0MYlTrhEEMrWVdZxyRbwWskQlU6X94BjxkSHMtlaKV66QGB8jNjjYvB5lTSXcLaZ+a0ePo3eotL92nMrVLEFNJfBc5FCDnHpeo2VOGK5kVW2e4+uE1WsQVgNZ0zeViTSve0XFqzqAR/iIReebd+KUCyJBo1wUr6kp3kNqOEzu3AW8ekVMkAMI9/QR7RvY9HbSwiHWT59HNeTmFFNSZKrzs0SH+ontT+DXwV6w8OsWQeBBEGyamIMg3+IboX3deF0C1wOp0e7VmEbfilz6jk9gB0R2Rgnf5RBgkdo5ftN2t4MajiDrBqWJq2jxRDMTeAtb+EHE5KUJJo9NCS/DS/C17/uMvG7JBn4AEB6NEN4VpXK+/G079G8FSZJRw5GmUcuzxHK2Ggrj2RZuoU5kR4z2141iZzIUr14mf/4skcEhYgODt92vFo2SGBslMTaKU65QW1qm+o2ymJwCOC5O3WrEBmmouoransIqVqisZjET0SbBufPxS0iahlsqi+MOh/E90T0Pkoh5akQ8Ba5D4ABCTYBi6g2ZgI+3GKW+niHc1blp/5GuduzsKoNveBXZixPMfflpCALiQ51Ehx28eh2nWKI0PY+im+QuTgrXuaqgxWONKl0JLWSS2DlKbFDoWq3MGtWlBexCAcVQyJ05jqxqBIGEbzv4VsMwpWmUZ2eQJBmnkCc6OIQSjlBbXkWvjyFTRUnKohpUNZDVRqC/qmEXi424JAnFNPAKJXzXQVY1ZE3FrVkosdBmM2AgQvYBAklBi2xMm6uC+CPhVOqoppAgSEGAGgkJ4qjr+L6LN9FG7uwVogOd1FeXUcNRynNLGMkIRmuSzNlLotRhbo56JoOkhakXHOxSQcgBFIm2gzspT87Q/bJ7sLLr1NfXCHd1N6pOHRRDGA9LE5PUV5bQ4lGMlhYUQyd3/gwAsZExvEqV3LmLWNkcvuMi6ypGKkm0vx91326yJ08S6u6iOj9ParQLt1ZBi6fInDhJy949NxmeNq65IBDaVjVskj3/LC2P9CFXu8h+eQm3UBMJA5qKZ1niRgsIXEeYrmxLNGOZodtruYOAwAnADwjw0Ycd7MgiVqCCN07L/r0sf/0bxIb6KU1cJbVnf2PqGaBGNJxSgfi2cSRJIX/xPJHu3k0aVjUSRo/HkVQNK5/DTLeihMLixsqqoxgmbY90EN0dY/VTizj5GpKhCJK6SQ4R3LIaNvBFccjt5AKBFxDYPpIh0/5jnZgjJnOf+zId9911h3f7rWG0tIIkU7xygfi2HWjR2Le8jy1sYQvff9iavP6AwBwMUblYxq94SOq35sq/E6TG9NKrieBx36qLpUFPQY0pqNsWUEI6oY5OQt09+LZNdW4WK5fH7Gi/7QfwBhRdR4slKTxZQYloQtnqiUmO3FhG9B0H37J4YvopfvFT7+M/f+6/8aEvfpg93bv4w6/8ET//5+9hPjvPw7tf29x+w90s+t59Ecnluvi2ReCB7/oouirKfzyPwA8aebcKciPhwPc8CDz8ekAQXyOQxHEEvo+kqii6QXHiGno8iaxImKkIgV3FzuXJX7pCeWYOt1rDr9eIDQ0SGxoguXOc+HA/ZroFNWxQX11B1iSkACrzc5SmJqmvr4mJp+WgxVMoobCYEjuW0FcaISRFo/2eewi1d1CamCC5YyeR3j4C36c2XaB2Qkc2ZEGGZBlZu072JUmQ4MAX5ifxvGUxPd2QP9QsJClA0VRh2LNdUc3bMMA5NVtMVC17Y6c4VTHB9hwXRW2cQ1fEbQWOg2zq4KnYK2Xi+9NY2TWqSxnwAvSWOF69ilMsUFtdxy5bVJcLSKpKfLCHcGuErvvvpjw9T3VxmZ5XPYAaMlEMndLENSK9fdj5HCBRmpwif/4ieiqJ7wVIbKRa1LEKNdxKHTwbSVUx29tIbN9GatcO6iuLtB4WshBZ1ylNTBAbHae2uICeiGDnS9SWV2g9dBBzI8/4eXDKFVafOUbHfXfju+LcWOtZ9HaNth8aQe9SqC1lCIoykqTi20JHHEjC3CVe280T1iAIwAvwLZ/A8cEHNaER2uejj2VIv3yUcHc7pal5qivLxIcHMdvS5M5eINTRjpVdpTw3i51bx0i0UFvOEBsZQYvFhKSlEX+2CUGAnc0jyQFmQ/fqlIpIioIWEbFzWkrDDa3gVmtQNnCrNgQSkioavwLfa5BXD1lRm5IC37Ya2m67KRfYIOSBI1Y8ogcTdLy5C6PToHhtksD3SW7fdse/JbeDGgqhhsOUJi6jRaJbKQRb+IHE5OVJpl5C2cDW5HULLwmUkELXT/Ww+NF5/IqH/G21Ut0akqwIE1e1imwYuMUaWjJMz7sHQesme/YMTqlEfHQbifHthDq7yJ05xdpT3yS5ew/GLbJJb4S9avO2j7yDZ6eONn+mqzrdiS7esOth3nP/z2AaIX71k79GsV7kvqG7GU0P00qce/vvIh6Ksa9v3/MOGpAkPMtBVoXRym8QWVlVUHSRZQugmAaKaYhJq+uIsHczhOz7uJWyaDfKC2OTlck2ls1FBJXvemROnEQJh9EiUfREhMRoPwEKuatzrF2cxYiZyNMzKLrUMLUYooNe04WpqS1JpK9PmOEMEzufpTIzhRSJktq1u/mUgiCgtrpM6do1lJBOaeIybqWGnkoRahRXOMUi7kxMrNR6DhBs0lFu7CfwPLRYFLdcQY1GkDUNybLwLBtZAt9vaBQ32rQQ55MgEEUFpg5BgGfbyKpIaFA0tWF4MyDwBAHzG05ySUx8AyXAy8XIHLtMaLCFwsUrxId7qa2s4VRt7LKFJNVJ7xmn6/4jaFGhz1x79imRHFCrEu7ubJjONiacEapLi9SW1ylem8VsTaPGExQnp0VNaSyMGgljtneiRKvIoRg9r7p/0zmxcjkUM3Rdsy0LTWr27BWQJexCEQKJUHsrhYsXiA4OEurs2lxw4PusHT1OcnwMr1bBLRZoPXwE33HJnzvH6lNPEe7pJPagi5Or4K1rSE4Ka76OXxZGLh+f5yPwAtSogjlsYg6E0Npl6sUpJFkivu0AimFgpMDZu4PcuUusPnOMzgfuJTY6THlyCi0uYrJSuw8Irbqkkj9/kdbDB4kND5M9c4ZwZ9cmvWqkt4fM6XMoutxMHdASCZxCvqnd9uoW+StX6H/LQ6ihCIXjy+SeWMcraw1y6iPpiljhaKahiMQKUe8q41sSkixkBGpCI35vkuiuGLLRyIN1XPKXrtL5svtu89fjxUFPpIiNjFOcuExseOy2Fctb2MIW/mVgi7z+AEFNaHT/m16WPraIm3eQDfm2VaTfKiRFVFS6RQs1oaPsmCdQO9EiUVHneeE82VMnSe7eg55I0Hbv/WRPnSB3+hRmWzvx0W23bb6xV6xmjuho+ygvG3+A9XKGz5/5An/4xGOs1rL8ykO/QLFeBOC/PPofGGgdwHc9RssjvG7kIYyomKzKqnLdONQwmgV+gOc2prmqLJYzAwk1Em7U0m7WEQauJ5Z0G2TXr9dwlm2k5DJaPCYKD1QRAO+WSkBA4NSxczUAqssiUD/enSDaEaOWKZGfyaKGTdr2bye5bQBZUShNTiPrBrHBIZHv2oBbKRMEQTNS7EaUp2YJ9/QR6eujPDOFW6+i6LqI3kq3UV8q4K6oSKbXjMR6fm5m4DjC8KaqqNEIbrmCFouihkLYxVIjLUHBrTuouoTnCHKBLAtzl+uiRSONmDQF1xIOeNey0SJmw3ik49u20EhbdeTGtGsjusyeVagVLoMEhall3JqFFjVIjbRTnMvSsnusqZGUJAkj1ULmxGmi/T0iYQAxYS/PzmPlitTWMrgVkZBQW1tHMXTiI0NUl1cxUzHM1lbCPb2sHD2DkXzelBGwMuuYra2bfibrOtlLs6QGkuBD+/33oeg6TrFIafIalbk5YsMjzcip3IVLyLqI3MqfPU36wCEC18XOZ1BCKr4rU7o2jRYLk9y3HTyPwuVLxLZH8OsWXlHCSLQR6ugGJCRVQtZk1LTWrEi2MhmKExcJd/UQ7u3bNKFNjo/iFMuU5xZYPfocsuIJA2Ow+UY2PjLM8tefpLa6Rqi9DS0ep7IwT7T/uvZV0TVC7e2gyE3pgJ5IUli63sKXOXuR6EAvekIsxafu7SZ+uJXc8WtYi3mCcoigqGMtB/gySIonJASOgu/6GB0RjL4QZn8IvdNA79Bv0rMXrk1itrViJBM3vWbfKvR4gvjodorXLhEbGkVPtnzH+9zCFr5fEAD/mjqntsjrDxjUhEb3z/aS/dI65TMlJEVC1r9zGYFv++DJRHZFCVpniA73sX7sOdruuQc1ZJLas5fy1CSZ546R2rMHLRYnfegIxSuXqa+usJbNEBseIdTVfdMHlDVfb36/v38fv/nobwDw/4R+k7986mN86dw/8cljn2pu88r/8XoAvvpL/8jvP/kYf3vqMzy66w389x/5Lf7wm4/x+0/8z5uO/67+Q3z8p/4EZJm/Pf85Pvb0x5lenyZmxrh78Ajve+iX6Iy0IUkS7/jLn+Xo7HHefujNLJdWeGryKD//yp/i3x9+O1rMbE5OFdPEjkbwLYvk9p2gKKw9801Su/c1HOtlaktLGDEdLZREUlTK05Nkz10g0tWOV6mgxfRNH6JBEGDnskLz+LzA+ur8AoHnEx0YwLdtKjNztOzfjxoOY2XWKE1do3rJJwhC4Pq3JK4AnuMg68L5LasqaiSEUy43osZEPakWVnDKNVRdF7IRW2gyNwisV6shqzKeJcxxnuOiRw0IfJRwWDjHg6CZ3+nV6hCWRGi/5RBM6biDFmZ7nPhQD+ndO6kuL2GtrRDrUyhcmyG1faR5zPVcEVkFPZ2kODHL7D9+qWmmMlqSqLqMYooM1cTYdvRkCkmSqCw20gYa59IulIgNdN90TqzMOokdOzf9zLVcoh1RAiC1e1fT8KPF46T2HcDOZSlNTFCZm0FPtlCenqXr5feTO3uGUGcn5dlJfNvGSLUQHRxGjcTw6hZrTz9N4fwlWg7sw2jrwMpmwLVJ33+I8uQk1cIlUrv3bCrRCHyf8vQkVjZDcvtOtPjNZE6SJFr27aS6tER5dpFITzudr3g5K09+EyPRSWniMsmde5EUheSuneTPn8dMP0hsaJjsqROEu3s2md1ig30Ur10TxD7dihqJ4tuWeA1th8LEDEOPPrzpGBRNp/WendTWVilcvojZ3oE0uUTng68EX6K6MI+VyxMf34bRcucVGc+2KVy5RvcrH7zjdt8KtFic+LYdFK9eIjoYYKRuLf/Ywha28P2NLfL6AwjFVGj7EWGoWPv0Cn6t4WzWvrU0ghuNIbIp0/poJ+HRCNVFg8KVK4S7u1g/doy2e0SzVGx4BDUWI3v6FLHRbYQ7u0iMbxd6s5lpqgvz1JaWiI+No8WuGye8infTY2fKGS4sXgCgVC/x5iNvahLYNx95EzEzSqq143r4uyIjKzJ7OnfzrrvejiRJlK0Kf3PqMwQEdMY7kBSF3/nyh3nsqT+nLdrKa7c/xGp5nc+c+SxHp5/jC7/0aWJmvGk6+cSJT7G3Zzdv3P8jDHZuw/cC0vsPbDpOtVCgcOVyI1rMRlZVoR+MxwnRgbW+Smr3QRTDwK1WcSoV6uvrVJdWCTwbt+Ky+swzGIkEaiTKRpSVaoY29c97lkXh8hVa7zoMQO7sWSK9vRgpQQDC3b0YrZ1kP3UBSfIgkJrmH0FIri/b+o4rlo8b2CB2vuehx2I45TIg4W+E53vibl6SxBRWMQ3wHNy6K64RPxDmrYaZb+P8yaqKa9vIuoHvOzjFckNbLCP5EsmOcbRuB0V1QZIIdXRSnJhEj5uiTStsYOfyVBeXcKtVQu0JrJWVxvTcJ31gDwQ+1eVFCCDS24skgZG64WbAExFhG6TMKpRIJzabdtxaDd9x0GLxG35Wx6uU0SIhkXDxvBgnSZIwWtLoqRaqC/OsHTuF2ZqgcPEciqkiayqh9g7UWHzTe04NmeipCHqynfWjx1BMU0Rszc+SP3eG+Ng4brnM2tFnSe3ajdHSglutUrxyEcUM0bL/4KZw/xtRnpuhtrRApLuFymKO6koWp1Ck9dBB1p49Rrinncr8LNH+QUId7ZRnZylNThHfNore0kJlfo7Y4PXK1XBnB6vHTqKG1evSgXgCu1gge3GS1PZR1NCt9aOhtnastaWG7EYDyUaNRXCtDFoy9ILEFUTJRrirEz3+3TVZadEYibEdFK5cBD9oxoFtYQv/0hGwNXndwg8AQsNhen9xgMrFMoWncrhZB3+DPGjSLSUFgd8wTng+kiyhJjUS9yWJ7LyuQwt3d+O7LuXpaYyWNJnjx2k9cgRZVQm1tYtIng0d7Mgokb5+ZMOkcOkioa4ucmdOY7a3Ex0cQtY0Ai9ocqtPPfc3fOq5v2kej6Zo/MFP/h67enY1yesvv+b/oq+lF6BJKmRNQwuHeOX2l/GKsfup23V+9q9/iYCAg737+U8/9AFsp87Hjv01AHt795CMpUnGW3lu9iRLxWX+6doTvPnIm5pkY3/fPj75sx9DRkVLhwjcq7jV6qYoMC0axa1WRGlCw4m9Ac+2mm5q0bR1vU1MVi6LoH0zTn5qHiNWJdLVgl8X+3IqVWRNx3dd1EiU2soqZmeHCJGfncV3XWIj1yeTANWpLHigxAwRveSJ2C/XsRsxYpogj7LU1GoGvodTqiDrBpIkDEfCJB4gK7JY5t24NoIAz/NRPBffC0R0mSoj6yqKpm+ShQSeaH/yPR+vUgUkJAnUSEjEIxk6ip3AKV5GUmIUJyZEskPNppQpIBFQvDqBkUziVuuk9uykvrIIgUeos43Ac6ktz2O2tdN68BCV2RmRHxpsvhEKXE+421VNTLULpeYy9waszHozjB9EMcPqM0fxfDCjBooeFhPk58F3HKzsOrnzl9CiguS6tTpmWzuhju5byj429MbRgX5CnZ2sfuMbVKanUWNR4qOj5C+cx2hJk9yxk9z5cxgtKdxyiWj/IGZn1y1vPp1SicLViwSeS6irh2jfAMlKldnPP87yU0fpfdXLSYyNUp6dw7fr6MkUejxBatdOVp78JuGeHmKDw2ROPEekp7eZxyopMtHebiRsrHwWMy1KRaoLi1SXVum85+BNx7IJEkR6+ylevkzm1ElC7R14tk10cPTOv4e4WStem6Tn1a94wW2/HaiRKInxnRSvXCAIfMzW9pfkcbawhS28NNgirz/gkHWZ2L440b0xrAWL6uUy9dk69rJwzd8YYYMfgCyhd+qY/SHC4xGMXvOWH5jR/n4C16WysIAWi5E5eYrWQwdF5WskSuuhhg729ClSu3YTam9HMQxyZ8+IkPpqlfVjzxIbHt2UrrOheTU1k85EJw/vfi2diU7msvN3fJ6SJCHrOrquU6uW+cVPvJ+js8fZ07WTP33HHxAxIywXV6g5QqLw+KWv3rSPuZVpnFKpqRu6a+CQKGLwHWRbwgyHKU3NEOnrQdY0kb2pyKimiVsRmaA3LvU6pRLa8yZvIAhMaXqWUEeS9IFDdN13kMLEHKvHz2Pli3QcGkHRFBQzhBaPU19bwy2X8O06y1/7qshObWujMj+HGhGh85KmUTo/jyTpzcmcpKgoiiqW771G0kJjCinKHHzccgUlJKQQnmOLiCtJFo1guiomrep17bRmaPi+j+d4yKrMJ898mg/8w28xkO7niX//VTxbRIT5GxpjXUeSfbSomCpvaGolFSpXsmgHHKoLK0jKOuHePuKjw1Tm59DjIUoLJdzKIno8jLUqKlmdShmvXMUpO3Q++FBzKd9oSVNZmGtomG+4pD2RNStrIjFDkuWbYtaszDqhLiElsHI5MidOYtc8Ih1pZEUW5RyOI/bnutj5LHZ2XTSWWT4gk9qzi9LkNdJH7qa+ssz6c0cJdXYRHRhskkEQkVgbFcdqyETSVfRUCms9Q311XUhtrl2heO0KRlIYpGQjhH4Dub7xuRWvXsYp5VFDERLj+5t5qVokTM8rH2D+y0+w9ORTdL/q5dQzWQIfShNXSO05gBoOEx0aJH/hAq2HD2G0tlGZmyU2fP2mKDbYR+b0abTMOma6DS2RZOXoGdJ7d2x6XreC73kErocajhAb20bu9MlGre8L563mL10l0teDFn3hQoJvF2o4Qnx8F8XLF8D3Mds7X/iXtrCF72P4W5rXLfygQZIkzF4Ts1dMgwI/wC24+JYvloUVCdmQURPqizZ5xYaH8R2HeiaDoutkz5ylZd9eQSQ1jdTefZQmJ1g/fozU7r3oiQTpg4fInj5FqKOD5K7dFK9ewSqGmoatGzWvEMKHNwAAIABJREFU3w5cz+WX/8/7eWLiKXZ0jPMX73qMRDRF4AXE9RSmalB3LX73x/8rP7r/RxoB6gErhVUS4TiSej2myNBMJFkSk2jfxXNcynNz1FZW8R2h+9s4t9bTzzZIiYiMknUdt1xC1lQq8wuiGUnTkHVNTDc9j1BXY5ImSSKhoJ5D0rdRX1ujOLXMK37x51hYW7ntc+3r7ubEP/w9brmM77nYSzFAx3dE8Duy3CSisqpBI99VMVS8Wo0g8FFChjjWeh3fstBiURE87/tIUoDniumqJEmN78GzXBRdFV/G9evJyhWakWOyqogmJElM0dxqVdwsNbJJg8BHslXaDt9FaeYavlMnPtSHFouLyCspQArExDg+MoRdymOXihD4tN93LzOf/tImp7+eaqFw+RLENpMd0T7lIqkq9Uzxpqmr77rYhQLJXXuorayQO3ee6PAImX96lnhvApCRVAWnmKd4tYpbLqElEhhtHRgoLD/5NO33HqZ4+SKpvfvQwmG0oWHC3T2UZ6ZZO/oMkd4+Ir19olbXtpsE03dd8H2UkEl0aBBrPUdt5RixbSO45RJ2oUC4tw/fcVg/+iypPXuaLvna8hLluWkkSSI+un2TVGIDZjpF532HWX7qOVafPkbHvUdYefIpjNYU5alrxEbHbzBvrRIdHGT92FHCvX3XbwrSLbg1B7uQJ/A87GIVz3KID/ff8X0YBEEjt9YW2vD1Vcy2Vuxcnuyp48RGtm1qnLsRbq1OaWqG3tc+dMfH+G5ADYVJbN9N4fJ5giAg1NH1wr+0hS1s4XuOLfL6rxSSLKGl7jw5eTGIj43hX7ggdJKOS+HiJRI7tgtXuSQRHxlFi8XInj5JfNsYoY5O0ocOkztzGq9ep+XAIbylmetxTN+hZudDX/offPHclwAYbR3m9598jMD3GWjp49+84t288/6f4rGv/ykf+Mxv8fiFrxHSQszm5zkxf4qv/Mrn6FXN67qh5jFJ6B0q8eE+SlMztN11WBiqGlmw5ekp0RYW+MiajhaJiiXl9TWQw1SXlkVUly2aydxaDYKA7Mnz5M9fERNcSVTYmh0KkgyRjjhvefh1rK2sIcky/3TqGEsrK4wNDfG6Rx4R5pyWFloPHqK6NI+VyVAvgqQpWFYdTVaa51QYsZRNUVe+7aJGRE2uVxNSATUSRlYU5EgYp1xBlmW8QCQNSJLQFbuWi2qoQveKhFerbXrd1HCoESMm6neRJCRVEdWzQYAaadTLNnJNqRukdu9i4StfozgzhR6OYWdzoClEOpMU57JY2XUiff2Ybe3kzp7Gr9cxUknqa1nCXWK5VyQnRPGs6+Y/EPKFwPNEMcMtJAN2LocWi1NdWKQ4MUHr4UOsnLhM256hJtm0VpdBUgh3dxMb3iZ+7rosfuUJUrt3UJ6cIDY8gn6DiUoxDBJj40R6+yhPTbL27DOiRCJkNsmrV6uhhEJ4tRpGd5rIwCDFSxcoXb2MnmghumuYwqULyKpKbHiE7OkzhHq6cUsFfMfCSLcRHRxBlm9vyIz29dCyu0zu/CVy5y/Revggq888S9CWwlpfxWzrILl7J/lzF+h8+YOEOjqpzM4QHxWZqpIkERvow6sVsXJZ1k+eI9rThlsuobTc3uy0oZH1LAtJERmxWiKF0aoRau8gf+kiVmad+OjYTRPc/MUrxAb7b2rseqmgmCaJ7bsEgfV9wl09/yyPu4UtbOHbxxZ53cJ3BEmSSO7cSe7MmeYUVp6cJH6DHjPU3tHQwZ7FKZWIDY+QPnCQ3Plz5M6cJrptFElp5Dq6brPp6dvBSuH6pPIfzn+++f3dQ0f4qbvexv/92vcx3DbMx5/+K56ceoogCOhJdvPOI28n7Jm49nXNZBAEjeVvCSXVaAMyVUrXLotj1I2GrlHCd+oouk6ovQ2ztY0g8KmvLtJ6YP/mZWPPY/azXyS2rZ/E6Di+bePbDoWrlzHSXSihMG6lSOD5vP/n3o1TKCHpOpff916WVlbYMzjE+17zOmRdZGl2t7WztL7Gr7773TzxpZOcWTzLb//Yf6Er2cV/+/wHmcnMUrEqhPUw+3v38Guvfi9jHaN8+vw/8u/+7tfpSXTxtfd+AUXXsepV7v3gK8lV8/zPd/5/vGrofi6uXuYPnn6McwsXqDk1xtpH+cWX/VvuH7y7WcHbuBKQJPCtOuvVLL//jT/hyWtPsV5ap7ell7cd/HHefvBN6IbB9PoUL//tVwHwofLv8sef/GOuTUzwzMc+xrn5eT78kY8wOTtLEAS0t7Tw8BvewB8/9hgARrpVLPN3tFFdXmuSV2hIB+ZnGg1OjUB8323WB1uFEsbzyGttfQ3f9ShPT9N21xHcagXJLaFqYSRFx7ddosMj1FfXRFtTA9kz50VNb7WIFo83ZQfPhxoOk9y1G7tYpDx5DbdaRUvEhH64XkcxBXmVNZXipQv4jkNqzz6KVybInjhFcu8u7EyG0tQEWiKGnVkhCCSSu/aiR6Mv6j2R2jkmKoQnZtAScRLjY5SmZijNTKHF4oTa26nE5ihOThEdGBTT4r6+5lQ9OtDH6tPPIM3NIsky0YEe7EIB44XIq6yIGzXfJj46RmV+HqMljRaL03rwMKWpSdaPHyMxNt7cl1upUp6do+91r35Rz+27BcUwSWzf3ZQQhLp7v3tV21vYwha+69gir1v4jiFJEqk9e8icPIkWjVCZm0fWdKL9fc1ttGiM1sNHyJ0/R/bMaVK7dpPas5fi1SuUly7yiZ/5uChW8EXG6kbN58bScF9LLzP/7+RNj/27b/0dfvetv3PLfwe+h1MsoUZECH/gi2rYn9j/KG+9+y231KJ6tsPH3/kRvLoFSASIaChCDqWpZVFsEGjERofRImF828KtVLDW1/HxqcxNUZ2fETIBXcPKrInwe9NENkyqyysopk6kqxtF11F0HbuQR1Flkjt3imYip4pTreGWa6T37yXU2YGsNtzuik5hsURipJdoT3vT6Pbhj3yE+wbu4Uf3P0pLOMFybhFD0XnN+CvRVY3js6d44to3mc3O8cVf+Dtev+M1/OfPf5CFwhJHZ45z98Ahvnrxq+SqeTpibbx84G7OLV/kbR//GTzf44Hhe0mHU3zh0pd591/9An/8Ex/moR2vbN50SLKEnkxQyK3z5o+8k/n8Igf69/Pg2AN8/dLX+a3P/zaLhSV+/dFf58b4rl/74K/xQw8+wK6hYQLP599+4AO4nsejr3kN8XiM6dlZnvjq15rbG+k0ubOnCfcOkT1zadPrZ6TTlGem8GwH1RSTZwmpmTRgF0rEh3qb2/ueR3VhEUXTCXW3U7p2Ed9rlFaEIyTGdrL8ta+hGAa+c92wVVlYpLaySmL7KNb6GqmDh16Q6OiNeK3StcvU19bJnjyOGokhmwZOIUfh8kVC7R1E+geRZJn04YNUFxbIHDuB2dGGpMjYuRx6MolshMidOU3Lnr2bUjtuB0mSaL/7IHapzPrJs3Q+cDd6PIbv2BSvXSG5cw/JXTtYefKbRHq6CXd1U56eJjG+vXHsMQJJxa9XaT2wGy2sU565c5NP4IvJa2CX0BMJtFgCt3yRaKM2WlIU4qPbMNJpClcuYaZbiQ2NkLtwmfjIUGOy/88LRTcaE1hh4gr39G8R2C38i8K/Iskr370e0S38q4Yky7Ts34/vOBipJMVr16guL2/aRtY0WvbuQ4tGWX/uGG6lTHzbGOHBDny3TuB6SIqKGg4jKyputYJnW3y7UgJJVpBUVUx/GseohsMgy3jVCr7nbt5eklANHSMexUjG0EKiutL3fGaPn6WwYuFiYJcqFK9cZfnJpyhOzBAEUqP33SG15yDJXXtRwtGG0cemvrZC8eolsiePUlucxUiFcStlrMwaTqVEeXaGcO/1D0pBsi1kWSHc20P+4sWmySXa08H2d/wwqmEw+/gx/EYawJt+5FH+4if/lN952wd55Z7X8Ma738T7Xv8+Rrq3EQnH2d4xBsB0dpb50gqGrPOjBx4B4DNn/hFZ1fj02c8B8OP7fxRVVvmLZ/4XtmfTl+phINVHLBRlID1AQMBfnvg/6LHYDe1dEr7r8oWL/8R8fhFTNdnfuxdTMxhrE+7yjx/739RrpRskIvAf3v4rfOQPfo8/+s0P0Nbfg+f7aJrGG9/6Vt75+tfz13/0B/z9f/9Q0zClhsLiGgkZWLl8syUNhAEHScItl8R59DxkTW1O8e3G5DUIfOrZDCtPPokkgdmewkgkSezYy8rpefR4mHCXyDwVVa1y8/Hdao31E2dI7hijtjBHaveeTc1Ud7weG1rw6PAw4e5e6qvL2Nl1AOLbxokODjdv1iRJwuzowGxP4dVKBJ5PYvdeZE3DLRWIdPeQOXmCysLCiwoml2SZ7lfcj6xqrDx1lNjoMG61hlutU12YQw2HiQ0PkT9/kWj/ALXVleb7BkDWDVzLQ9FltFgcp1wW8o/bYEM6AgFmVw++Y4sb0lB403ZGqoXWQ0fwXZe1545SXV4mMf7CaQQvFWRNJzG+C7uQpzI3/a8q9H0LW/iXhK3J6xa+a5AVhfTBg6wfO0aovY38+QvImrapB16SZeKj24QO9tRJ4mPjxAYGqe6fpnSsjJYQLnlZ15E0Fd8Sk03ZNJGVb/1yVcNhnGIRz7YbJhQJRTcIFBWvXiNQ1UZCwOYJi6wo+AQoio425NDzyEM4NZfclRmWL8wg6wbJoS40T6K6uIxdrCIpMuWpacyOdjxLaBLDNywnu7UaS1/5OvFt/aJlqpjHXargW3VqywvY+SyKaTbc+i7x4RGqi4s4xeKmXFbF1AmnVEYefRnyfxTEbFe8A9/z8X0fWZb5zU//R/7im395y3Oyll9hpHuMd9z3k/zF0/+LL5z/Eu//offz1ctPIEsy73jwnaiRMIt50aY0nZ1lOju7aR+LuQWccvmGCKkA37ZYLK0CUHfrfPSpzY9fd+pkS1lcq9r82QN7j+AUS6QPHMZ96jk++N738nuf+ATv+pmfAUDXNN7yhh/iw9tGSe8Rk0AjncYp5IXudT1DuEsYfyRJQjEMrFwWs7UN3/WQVXED4/s+VqGEU8xQnZ/AypWQdZ1QZwfJ7TsAyF+bJZSOIityszhCMQwhH7FtUVN79DixoX6qC7Mkd+7a9Lq8GPiOgxZPokYiIl83EArr+soKaijcjNcqz85QW15AUjUS23fjFEvkT50h0t9HuLeF8uQE4d5eyrMz2Pkcie07NuUC3wqKrtH76pcx+7nHWf7GM7Tfc4TMseMQeGiJJLHhIZafeBIrlyfS00t5eorkjp14tk11eQ0jZlLPrGG2tqFFojilIvptqp9928ar1rDLNdRQGKdYQI3GbjnJlFWN5PadrHzzaYxkmOriAtH+gU2GvH9OyJpGYnwXxSsXqMxMEhkY3prAbuH7HgFbaQNb2MK3DVlVSR86xPrRo4Q6OsieOk3r4UPoic2NQKGOTtRwhNw5kQebelk/1TPTONUaqim62CVJxBQFnotXrxPIMrJpCgf9i4Qky0iaJswxN1TBSoqCGong1S3caqVhwLr+4S8pMr7nI6sQ2iETuDapbYOktvVjhjyiw9uorOXJTS5QWljBiIUIp0z0fJHy/Dx+3cLsaEeSVYzWNLKiUF1YQjY0Ij39jUICyJ8/S7inHyOdxqvX8WpVAtdBNTSstWV810FPRJpGJM+qU7p6CSUaI9zV3ZQTpLpagAArk0cJGfxNIyv35+79ad73uvdyavoUb/3ouwBB6CVZZrxrnAMDBzg5c5Jf+cSvYns2Lx9/Od3xdpxyme5kF8zAy7Y9wJ//9GP4tkPg+TgK5N0yaih0Q15sgO94dEaELjQVTvLEv/syhiuarwCmV6boSHQwtTbdPM/p8XGc8jrrx08hKQo/9/7385aHXo26cwfnL5znjT/xE3zs05/hjfe9gh/dNYYkyxgtrRSvXSbcuaF7ve5aV8NhnEIBEPpp2dTwHZvM8WPCdKaq2IUq0YFBrHxmk+N97eQlUqNpQp3XW+BkwxCRT55H7oKos/XqFcI9vXfUfN4OvmPjVisUr10BwGjvIHBdZF1n/bmjGOlW3GqJwPcId/cS6RWufj0ex2xNkzt7nvrKKvHx7VRmp4VBzvdZP3aU1J69IuHhDtCiEXoeEhFa2TPnSWwfozQ5RfHqFVr2HSC5axf5c+dpv/8e1o8dxa1WyF2cINbfQ+BYOIU8vueiJRLYhcJtyWt9dUWsFvgBsqrilEt3lDjYhSL19Tzdr36Q0uQEmVMnSG7fIabp3wPIqkp8fCfFKxcpT08QHRzZIrBb2ML3EbbI6xa+61B0ndbDh1k7epRQZwfrx0/QdvddN32warEYrYeEDtYtX8AcTFOfkfDtuohxaixJS4qKGong2zZupYKibwTiv7gPEzUUEtNXy9pUIgASimniu07DNKPdsF8JKVBQ4mD0hPCq15dQzbZWJN+i68guuo7swnNcVo6epDA5z+KJSXzbIZTQUZItFK9N4Jw6hdHSgpXNoSejKI0PZKdUxK1VSXTsQpJlFN2gWqkR+AGe4xEEMmZrG+HOTqTG1NmrVnFrVahWyBfyBK5YNpd1CaM1hFc28T2b1kiaslXhi5cfp+hWePLykzc+7SbefvdbOTlzkqeuPQ3AWw68UeShShLvuv+dfPbcF3ji6jd4y5++k23pIdYqGY5NH+en7/5JfuX1v3y9wlYCLR7jDQd/mN/72h+xmF/ikd//Me4ZPEKpXuLM0gX6kj385U//yabH19tChGM9FK9eJX3f3XSPjHDPvr10ptI4kTCVxtJ1e18HpdlF4oO9aLEYgeNidiXIXbi2+doLR7CyWcozk9i5LHpYR1JV9GQHoXSB4sQ0ifExzPZ2qkvz6EkRPVVdzeLZdWSZTcYsRdcJbBE9Vp6cJjbc2ygZGHxR196NCHwfp1zGrVRJbN9J5sQJ8Dy0SIRQdw9urYpTyuO7HqGunptc74ppNrSwi+TOnCPS34ckQ21lGbOtnczx54iPjRPuvHNeqdnaQsc9h1h55jhaLIqeTOJWK5SnJ4iNjKHFY5Rn5oj09ZO/fIX81VkGH3kt9bV1qouzQnubSFKdn7vl/u18Fs+qoYRjzUmyWyph3iYaCyB3/hKJ8VG0SJTU7r3UlhbJnDpJdGCQcHfP94Q4yopKYmwnxauXKE9eJTq8bYvAbmEL3yfY0rxu4SWBYpq0HjpEfW0Ns72N9WPP4dXrN20n6zot+/ajhsMELYtAgBwKEbguXr3Gdb2rhKwbqJGIaG+qVAiep1m9HSRZFvWtdeuWGjZZ1VDCYXzPw62JyKsgCJAkBXNngBaJ4FavL3Wb6TT19cz156qpxLrTtAyl2ffzP87oI/djJGMU5/PMPnuNwppNLVfDrVnYuRIr3/gmhctXKF69Qri7tzm99B2H/IWLokTAdSFAVO5GotcTCyRI7T1Iy4G7iI/vbBqmZEVBSVr4dQtJCvjdH/+v7OzcznJhhVMzp3jvK37hlufmkf0/TNwUE7H2aBuv3vEQsiEI3+6O7XzqPZ/g1TtfxUxmlk+d+gznFy/ywNgDvHznK7BLlaZsQESjycTDST79C5/krYfehOf7/O2Zf+DZmeP0p3r5iQNvBE9kvW7Aqq6Sv3SN+OgI+bPned3DD3N1bp5PfvEL/MPf/z07x8f5w//0W+zYsY38pSvNxzLSacDDyuXxHAe3WqEyP4tbyCLJMp5lYXb04NY99HiC+noGzQho2buHSG8vViaDkUo1z/3aqUu0jHWJqesNy9WyYeBUqviOS6S/C6dUJLlj57dMYtxqlezpkwSeR2rfwWaNrm9ZuPU6mRNH8WoV4tu2k95/EK9aYe3oM1SXFjdphCVJItLbQ8cD9+EUitSWVokODlFfX8NIpylOXCN/6dKm37kVYoN9pHaOUZycRY1G8G2H2soaVmaN5K6dlKdEe15pakHcMERCRHq7sAsV6muraPE4Trl00+P4rkN5dgo91QJB0CSvd5q8Wrk89UyW+OhQ8zmGu3tI7z9IfXWZ3NnTeJb1LZ3v7xYkRSE+th3fcylNXH7B87qFLXzPEASiwe8l+noxeOKJJ3j44Yd5zWtew2ONhJgb8YlPfIJHHnmERx99lLe97W1cuyaGD/Pz8+zdu5dHH32URx99lN/4jRfOepeCLUX6Fl5COKUS6889h5FOYxeKtN9z922bearLS6z+zSL+ehQ1qjUNI0JX+Lx2IdfFt+oiEN8wXlBKEPg+TrGIbBh31CmK8gEbKdDQ2iXMu+rERwbInTlH58seAMCzbZa+8jV6XvvqJtEpXr1CbWWZ1sN3UVtZJvA9YkMj+K5LcW6FlaNnKC9lQJJJDndhRnWCehlJVTHb2wi1t1FfW0eSZDyriFOs0nrPvWiNKlq7kKM8PUli+67nTY+hsrCAtb6O5g+y+ncLBDiNGlaHwPeacVYbfEuSFWEyamTxepZF4PlCTqDIOOUyimHg1uqNXvnr5963bTzbQotGCYIAp1QB30eNRUWTl1XH90R7l6yJsgJZM0CWcSsVJEVGMUycchVZl1D3zSErMrKuEwSByEfdPk5lbhJrrUD7g/ezfuwo8ZEhipMzJLfvJNTeipXNUJ6dpjy7jtkaQ4+FMFrSQj+aWUc1w+iJNPmLF9CTcWrLa6jJNjrvOQBA7txZjHSacFc3TrXG1f/9OTr299Oy9+AmA1Zpepri1UlkTUaSIX3wcKMt7MUhCALqqyuUpyeJ9PZTXV6g9dDd2MUiuQvnCWwL2VAx2zqJDg5vymy1iwVKExP4jk1seGRThe3GvqsLixQuXSbc043v2ni1qqjCdT1Se/bc8VoPgoDlbzxLdWmZtiMHKF66jJ6KkN5/iMr8PJWlVcpzK6R2DtC6X1TBrjxzDFlySB+6i9yZU8RGt23Kty1NXhXvb0XBzhchgPjoKJkTx2i75/5bkv6lJ58m3NlBYtvwLY7RpzI7S3Vx/o7FBi81At8X5DWA+Oj490yPu4Ut3A5f+vSX+MLvfekl2//P/eG72bFjx23/3/M8Hn74YT760Y/S0dHBm970Jj70oQ8xOnrdgFkul4k2/n4+/vjj/NVf/RV/9md/xvz8PO95z3v47Gc/+6KPZ+sduIWXFFosRsuBA9TX1kTKwPHj+LdxKYc7u+h88wgBNm7Famoq3aqYht4IWRVSgg1SJKKMbn8fJsmCIPm2fcfpiazpKFqIIHAx95ZxinnURpD8BhRdRw2HsBvaShBaVMUM4ZRLIpA9Fm8eZ2Kwm3BEYvg1+9j9rkeI9naRn1ll6cIq+eUq1fUi+YtXqMzNY5eKBL5PINEkrjcu6T6fuAI4hQJaLEZp6RqB76HFhJY38H3USJTA9RtRXSGCQMKtWbh1SxDRxjRcUmVB3OuiQvW6we1550fXxf/XLeGeVyVkTcUplnArFZCkZh2rGg6jmOGGY19Ci0YaSQp1ZEVHitYI9/TS87rX0nb3XSTGRnHKFfLnz1NbyeH7PmvPHkUxQ9RzBfSYSebsRapL81QX53DLZfRkFEkxSe7eT7inHzUcRdF0rGwG13HwXQcrm8PHINQqNKqB72Plsk3N6vqZq7SMdRPq6LwpOcDOF3FrdSAg1Nn1LRFX33UpXrlEdXGe1J596KkUiq7j+z7lmSkkyQPfJ7XnAPHh0ZvKBvR4gpb9B4iPbKM8NUn25AnsfL75/zdOYd1yBTtXxGhtExrukMna0aPU19Zue3ySJNF5/11osRjrx08TGxnCKdUpXL1EdHCQ6uIa8eE+vGoVu1gEIDbQj+d42PksWiLR1BcDWLksbrVCuKdPpA24LophNKeutyKu9fUMTqFIfHjgNscoEx0YJLV7L+WZafIXzzeTH/45IckysRFBWotXL90xaWELW/hewRf9hS/J1wvhzJkzDAwM0NfXh67rvOENb+Dxxx/ftE30hr+ftVrtO5LhbJHXLbzkMJJJWvbtw8plkVSN7MlTtyWQZnuSjrf0Ezg+TqWGrBvIqopXrYop4iaI5AA1HMF3XUFy7/ChopgmBDTkCLdG4AcEHrQ92ovRmUCSPOxCgcD3N31oGuk01g3SAd+qo8Zi2MWiIK/xePP/rPUMSBDp7cVIxmjZ1kPHri4O/tJb6X3wED46y+fmWb2aoTAnopO8qs3S154gd+48uYapS/v/2XvzKLvu+sr38zvzufOtujVKKkmlebQteWCIkRkSZkhDaHhxAg7kvW7H3S+v08PqNGmCSdJgaDodkgDdob1oSIC8JHSAQAKPBoMhtrEsT5JVmmqexzvfe8bf++N360plSR7iISTcvVYtSVXnDmco3X32b3/3Tl152dUvlShfmECkIoyUg1+qIXRd9cK3mq003UDTVWWrlU1DLAnqHqEXgtDRHVepn3GsCGgYIWVEWK8TNetEXlPFHYWByj1t+Y9lGLf8yUY7J1doGmYqtWEAbv18Kd+zJPZ89J4Ap5BrE9vU0BC9L7mRsOHR+/KX4vZkiT0fGUnq07PU51aQXo3y+TE0K4mRyigVdq2kFORmRDAf401CMGNT/ME04ZyF4+zAW/Qws8nW8Sqqyf7WMNbqyAUMV7us294vV6hOTGGmHAzXVTdLzxBBpcLqoycQukHX4evUNRqoxILVlkVAsxJoto35FENJ6xaJ7utvJDE4SPH0E6w9/hhBrdreZt0Lmx7eTnV0AjtfIGo2MNNJiiOnKZ8/d9XfN6FpbHrVzaDprJ0+h5XL4a0UKZ8/jxQaYa1CcssQldELALh9PYS1Jo2FBaxsDr+syHQcBtQmx9Rgk6Yjo4g4CNEdh7BSwUxlrvj6qydPk9u/52njxtaLDTTTYvmhB/FWV59y+xcCisCqRrDyudMdAtvBTxRWV1d529ve1v760z/90w0/X1hYoP8Sv31fXx8LC5fXm//Jn/wJr3nNa/jYxz7Gb/zGb7S/Pz09zc/+7M/yC7/wCxw/fvxp309nYKuDFwVOoUDp2E6QAAAgAElEQVT+wAHWTp1qpQycJH/o0BXvvFJ7s4SvC1n55iJhtaZqS1sKrOG67eGldQhNw3ATavCq2UDorfirJz23Ul9N4iBQffdPeh4ZS2IvJntTlvS1WYTIUZ2YpnLhHEbCJqhUsbvyrf3ppjI6TmbXTkXaPA93MEtjYQ6h6+1hM4DK2ARmJoHZWl6tTU2S2LQF3TLJbhtEhA2SGR2z0MPSQ48hY5g/vUiyL49TrGElTLy1R3EKyl7g9Pa0VVG/UsUvlbEL/bgDPdQfG0VrFDBc9fqxH26waayrrbpjYWXTRH5I2GgS1BrotolAIgwd3V5vD5PtnnoZx8g4Usq5rrJtNVNvHVsdw7RUTW4ct4bjrhQ0L0AYSOFhDETUJsZJDA62Y57sfI7s7l2sPvwoicECcRDhl0uYmSRuX5/Kxq3HhPUGzdky/myVeDXB6IknwNdaCrJARnarAcylNO4hq70sTq9h9dURqRrWljwylhTPTpAd6sLt6dvQ6iajiKUfPYTT203s1bG7C8T+0yt+Ukoas9PUZqZJD+/EKfQAympSGVUWADObJ44kmq4RP0PhQQiB2z+A09NLfXaGtUcexu4uqMpZx2mrsOuJBFEjwC6kiBoNvNU1/NIJ8gcPXfGc6LbFlp8+xsQ3vk1zrYyuQ2NulsI1ewkrFcK6SsHwimvYuTx2Ty9htYwxvJOgXEZKSW1yHLu70L7BknGkcl0dh8b8Cu4VKlcbC0uE9QbpbUPP7BhcpdjgmebsPh8QQpDavpPq+AVKZ58gs2tfuwSjgw7+MaOrq4svf/nLz/l5br31Vm699Va+9rWv8alPfYq77rqL3t5evvvd75LP5zl58iR33HEHX//61zcotU9GR3nt4EWD29dHds8eomaDoFKldObMVbfNvqyLrlf3IjAJqjVAYLguYaNBHF6ZRGiGqdQxAWG9uqEVaR3r6qtaCr4IGUviZkz6aIb8qy96C61sFqdvEGHolM480V4+tbu68ItFpTD5PpphYmWzhNVa2zIAaum4PjtPcstmhFB+0rBSwe1Td6hBtUZ1bJz07p3UJ0YZvPl6dNtk2yv20rVrgFgYrE1XWRxZojy1RPHMBea+cw8Lf3s/q4+fYvY79yIMAyPhsHLiMfrftKetgoIaAtMs1S4W1mpEvo+RSrbsBwLdMrGzaZx8Rg3CeQGx50N7CVsNYgldV3mnLSUUqVq1ZCzRLFtZCeoNNENHt0xkGBDWqkS+1wqsjwCJjCKiqkf2pi6crhxxGFKdGG+9V5/G4jwyqGMmTcJKFT1hYWVymKksQbGM09NLtCQJRrrxT2wiGs8RF11kIJFaRBw2kDJA6DHCjBGGBEOCHiNMDX/Rp/ZYSPl/x0x9Ypylb09juQ5O38CG62H18SfQTAMZ+RBLdNu64vV0KWLfp/TESZory3Qdvq5NXKuT46w+cpw4DLC7usnt2Yf0PQRcFtr/dBC6TnLLEIWbXtqO16pcON9eFbhUhW3MLmCms8SBGnZafOD+qyqWZjrF4C0vx1spEscQVBoE5RWye3dTG58gMbCJ6ugoUkoy27YSeSFBtYJmWiqjeKWG8ArURqrUnqjSHIsI5mJkaBBUKpetGkgpWT15mq4De5+1f9TOd1E4cgNxELJ84jhBpfysHv9cIYQgtW0HRiJJ+cypq/5/1EEHP0no6+tj/pJiooWFBfr6ru5Rf+Mb38i3v/1tACzLIp9XwtDBgwcZGhpibOypW/w6t4wdvKhIbtqEDEMqExM0FxepWDbp4e2XbSeEIH+sG83RWf3mImHVQ08oH2XUaCDjeIO6eckj0W0HaZoq7L+l/qwvYV9UX0PiMEAzTGI/RkaS3Mvz5F7ZtUENtrJZgkoVK6tyVIunHiMxuInk0FbMdBpvrYhmGWiOg+66yDjasLxcn51Hd0zcfkWO6tOTJDZtbpPB4qlTpHcMUx0dJdHfj53N0pgTyDjEzSXpu/EoQtPwK3VKYzMUR6cpTSzhZmvY7gJ22ib2fKoTk3Rfd5DEQBfujoD6+Tqao6ms01jl3Gq2jWFfJWJMCDRdQ7fVsE9QqROIBoZrIzQuElpNawnaGrqbIKxW1ZRrLJVVIZ0CpFJffZ/Y85CGgRAtS4aUaJaBPRxgFQrEkU91YoKgVkZEIWY2j9s/SNJxmb/3h6S39GPnEpRGziNrSer3CoK1LgJZxsjYgNaqRBTojkVYixC6ugaiZkOp4s0mmqERNeut3N8YzdWJqj5aPUf1WybaWomuV6nrrT63QG16Fitjkz94DasPnQBNf0qvpV9co3zuDE5vH8ktKmDfL5eVPzIOSQxuRkZh27McNZrotv2srAiXQjMM0sM7SLTKBJZ+dD+pLUPta+tSFVZGAoS6UVk9+TipLVtIbdt+2apHoq+HwtFrWDr+MMlN/XirFepz06R3DFNfWAJCFT+W7yKsxRR/sEAwn6b8jSJCJKgY8y3buSTyQYYp5k8uIuMs8dgyid1JkgfT6I5OY26BOAhIbtl8pd17+v03TXL79tNYWmTt5GO4A5te1GIDIQTJoe3UpyYojZwiu+fAVQdRO+jgxYCEv9dGuEOHDjE+Ps7U1BR9fX18/etf5+Mf//iGbcbHx9m2bRsA99xzD1u3Kq/76uoq2WwWXdeZmppifHycLVu2PPklNqBDXjt40ZHaupU4CGjMz1OdmECzTJKbr/whlr0ph7PZYfEv5vCW6sRmhOEmiJoNoli2OtAvJ2NC01s+Q5XhKgxDkV3Rynb11XKobmjoSZ2ef9KHu/1yFczKZqjPzpHcPEhYr9N95AZKZ07jPfIwZi6Lt7KClc+i27aKi9K1DV7Pyug4VlcWw3EJazWCconMrj0A1GdmiIMQYZmE9Tpdhw+rMoI4RkZhe0AEwEon6Dm8i57DuyidvcDC8ccRyRxL56ZAQHaoh+LpcxRPPoHZXUCOJAgbEiEEcRhgpJJX8KBeROz7Kk7M8zDTaYwUhLUGQa0OEjRDQzd0NMsm9r32UrWRSBDUashYtpIJAIQ6/o6LNC2CWh0hBBKJiHQS+5NobkBzYQ4hA6yUi/SaaI4LSMJGDV3GdB3az+rjp3C7upCzm2meD9HMAGHrxL6P0GxEK1YsDgJkLWjn9gpDV8dOSoRuKhJvXlRPg4oi3ZolQIPyg2vUT1fpemMXq+cexsolSW/fhp3LqzQLuKJtQMYxtakJmosLZHbtwcrliaOI0ulTBNUSRiJFds8+NMOkfP4MZirTItQN4iDxrBu6ngzdtsnu2Uty8xYqY6PUZu4ntW07bl//hlzY0sgIVne+/XvnrRXJHzx42VCejGJ016U+t0hqSz+1yRnyhw5Sm5omsWmA4sNjaNUA70Q/Mo4QWgw66K6xgQzHsQQkmBJ8neZYg8ZYg9VvLZM8mKYRnKX7pn0I7bnlpro9vViZLKWzI61ig/2qAvpFgBCCxJatMKNRGjlJdu8BNPPyIccOOvhJgGEYfOADH+CXf/mXiaKIt7/97ezatYvf+73f4+DBg7z61a/mj//4j7nvvvswDINMJsNdd90FwIMPPsgnPvEJDMNA0zTuvPNOcq0M7qu+3ouxUx108GSkd6gYKW91ldKZs2imhdvXe8Vt7U0Om27fyto9KxR/sExQamCkbOLQJ2w0rhiltQ7NNNXAl6+atDTbRmgGYEIYY++W9L99CM25MrGzsln8Upn0rmHC5RV02yZ/6BrqszNUx0fxY4HuWuiOowY4Ykncyp8Nm038YpGe/UcB5XV1B5UyFnk+pZGz5A8doHjqFIUbbkDoOkG1QhxGmJnsZUqOlJLVx09TnZhm4OVHWX30JAPXbCa1czfNYp3S6AzliRXcfAOru4d4LoUwhfLkPdUNuZTKXmCaaKbRisPyEbqG4ZgITSMO1YCX5ofolnlRyW75DTVdu6LqJXQdK5MiqFSRfoywBcb2RZBZEpuHsLKKUC0+cB9+uUl2TzfEMf7qMlGziRFmKX3DRAYxWCAJ0A0HYo3I85UlwvNUpmgigWaYKv9XgkSwrgJruo5mmmrgzFUtbX6liqbrSlmWPt6ax9znqhh9ebguRk8kiaNIVcTCZbaBqNmkdHYETdfpuuYImmVRn5ulNj2BEILMzr3Y+a729nGg3m/s+whdJ242n7Vt4GowkknyBw/hl0pURi9Qn5oiNTyM3V3YoMIiW5nCfpOlB+6n6/BhrKz6kIj8gJXHnmDTa25m9dGT1GYWcPJpSiNnSG/bydJfzRIvugijhJ4wiZqByhmO5eXedSlBqJsHzdTQLHWdyFhSObFGHOSpmzpuIbrq794zhW7blxQbnHhRiw2U13gIoQlKIyfJ7DlwlRWhDjp44fH3XQ977Ngxjh07tuF7v/qrv9r++6UDWpfita99La997Wuf1WvpH/zgBz/4rN9hBx08R6xPUQelEkhJfWYGK5e7qhIldEFiR5L04SxRs4E33UAIExkqUiAM/epZr0IghK4ITyNABiGpQyniwgSiUCI9vPWqQx9C16lOTOH09dJYmCe9bStCCKxMBiufpz49ReQ1sbJ5EKgoIyFwe3opXxglatTIHzhA1GxQm5ogs1t5/IonT2HlsjQXF0hu2YLb10fUbFAZPa+qa50ETuFi05OMYhYfOIG3ukZm+xDFUyMUbjxCc2GergP7SQ300LVnG917t+KvLONTJlqwkYEGMlLDbJ7XShOgRTTVh3vUImWXxogJoYi/7rrolo1uWxi2SRQERH5I5PkITRCHITKOlYIm5ZOGV2TLE+yp2SlpoO9YQaQEub37sDIZZeMwDOIgQGiC2vi0Wg4f2IQ/5lD+gUSGEcJSS+UyjlWCAoCMkUHQen2tpXpryChqT7yvWxrUTYwqLzAch7DeQDOESlkwLXTLQghJLCNk1SJadgiYoXxuhKhVJBB7HlY+j2ZZeCvLlEaeINHXT2p4J3EQsHbqUfziCnZ3L9l9B9tRZ+uoz03j9vYTeR5eqUjUbJAe3vG8LnXrjoPb34/hOlTHRmkuLGAkEpipFO7gAJph0Jibb9cu1+fmEJrAzGRZffy0IoJ7d5Ia2kxlbIrI84lXDKrf15BlCyyBEJFKpoiCixnC+qXKq1S/k6J1TZhmex+FEIReHT1h488HVB+pYPXZmPnntuQuhMBMZ3C6C9Qmx2guLWHl8i/aMJWZzioVfnIUK9fVGeLq4EXHhZELnL3//NNv+HfEDW86Sk9Pzwv2/M8WHfLawd8bhBA4PT14KysIXac2OYldKFxlSl1BT+ik9udJHLRoVmZVJmtTI6r6IDRkKJG+VH+GarBIBopc2Ztdcj/VTfqlgkBMYOUcZBQjowincPWeem9lBd2xaczNk955seNct23qcwsQRyoySMZopk1QKZPcvIXlhx4mMdhLon+AyugF7O5u7Fye5tIy1clJrHyW2PPI7t+PjCLKZ0+rZWfPQ7fddg5p5AfM33s/SImZTlKfX2Dg2MvQLZPm8jLp7dtViPr5C6ydPEV+3y5yu7cT+PPolW7QtJYHNVT7G0ZqkCqM2skAMmqRWkPl4RqOi2aYG5eC/Sa642ClEq383SYyCNAMA911iBvNlsobE4e+at+KJaEXomGTvjbP4Dv2E1aqLD34MHrCwcpmWsQjTXVslPTwDlYfeQzvgk3p3jKapaE5BjII1A1GrAixkUgQe4FSXC1T8fBYQhy1UxFAfVvGahvZig0ThklYb6BbZnuZV0Zhi9BqmOkk0tcR5Sz9bzxEFNZB04gbdRrzixRHztBYWMRKZ9HdJLXpKWpT42imRW7/Ydye3stUPykl9elJkpuG8EsllRv8d6yZfTqs2zncwU0ITVA+dxa/WMRMpXEK3SQGB2kuLhP7AUIDv1ymsbRE8ew4g8deooi8ppHaupnV7ywRjXUpO0HCVOdBExBH6ui2vM4gLt4AShWdhdAhjtAtp01yI9+H1vnTTI3Yj6k9VkEKcIac56yWaqaJ299P7HmUz46oKLLkM8/mfS5Qg5qC6viFFnHueGA7ePFwYeQCZ+4794I9/41vur5DXjvoYB1CCNy+PpoLC2iWRXV8Arev72mHH4ykS2pXgdCYxN0vSB/NEcl5Ugd6SO3LkdiRJLk3RfraDPlXdpN/VTfpazM4mxysfBa3f4CwWiGqV/HWSriDA+hXec2wWiNqNgmrVZJbNm9QVaJGE3+tSHbvXqqTE2iGQVCtYmZyVMYm6L7mEDKKqU0q1VVKyfLxh0htG6I2OUnh6FGErlM5fwYzncFMpQnKJfREEjuXJ6zVmfvuD7GyGVUgIGDg5pdiuC7N5WWIIvREguUHjxP7PoUbr8cpFCifG8PuTZLePUjjXBPDtbFSCTVBLyWRHxH7KgVgXSEThoFuu+o4PIlExGEAUdxOKdAMNcCk2yobNqjUQRNtxU3oBpppEdSaaLqNszlJ3zsG0EwNt68Hp7fAysOP01xaxu3tUUvzUUTUbKBVByneU0RzdDRTb78/GQRojqOGx+KotTSt1FMZhMSRxEyq5i9N19s5nFJKtYIdKjuHDANVrtCOSpME1boa9HITLYuBRlyPqJ9t4O6yMFxThe1nk7g9BdLDw4SNuho2WysRNX00wyJqNJXnVjcQxkU1UkYRzYU5Epu20FxeQoYhQtNJDGxMOXg+ofJz0yQGNxEHAeUzI4T1OlYuT3JoC5ph0lxYRLNMNXgHZLYNqXMhJaV7SvjnDWTYRBgaRBGaZbbqfSW64yoLhKFDHLfJmkS2SK4GqDSK9eMcVuuqyW1didUF6ILG+ToykDjb3edMYIUQWLkcVi5H+cJ5gnIJK5d/USK1zFRardaMncfM5jpDXB28aFDKa4e8dtDBiwYhBE5vL43ZWXTbojoxQWJg4GmX3jTDwO0fwC+u4peWyRzYRmP1PInhLKndBewBG7PbQnP0yz4QNV3H7e2jubyGjAOaC/M4hZ4rftjIKKI+O4cwdex8F4Z7acuVoDY5Sddh5bnTXVfZGtZKaIZGdvduquOj2F1d2PkuymfPITSN5soyuT17MLNZapMqEiS1bZiwXsMvlxUJi2H2uz8kuamf+vw8yU0DFK6/tp2JWp+eJmw0qZwfJbNrB7l9+9oEfPnEo+T27yY5nEOzNOrnaghNIIREhiGaAM3U1HSqVMcmDmNkGBL5/sUA9la6gMqGddrWjKjZVBWwloEQLfUTgYxi4kh5TMOGh5A67mCK/l/chH6Jt9FIuKSHt+KtFVk+/ghGKklycJDVH47ROGGhOQaR12gPwAldJ45CpRYKNShlJBIQRaoONQqJgwjDsdu2gjhU8VyRF2JlMkS+h+G4qh3MaFkM4lgRbl0N26kTHgMSYQiiWoQ/J9F6SsSeR3LLFhKbh6hNjhE1azi9PRRuvJHU0JBSg4OA5uIy5fPnqYyO4a2sqoiyZpOoWSPRv4nG3Dwg0S2rHaf1QkJoGlY2izswSFirUjozggxDEps2kdyymdr0PN5qGSefpD47izBM6o+GlH5YRHd1NMsganrQsoYoiwit49e6iYhjtPXhLxkTh6GycgitTWqjlhK/8feH1s2OoDnRQOgCZ+i5DbGtQ7dtEv0DBOUy5QvnMBLJ5zwg90xgJFMIw6A6dg4zk+sMcXXwoqBDXjvo4O8BQtNw+/qoTU2hW7aabh4YeFq1RHlnCyAE1dELpIaHqYyOqiX2bPZpVRw7n6d0+jwIibe4gIyjthdzHZqhUzx9FiubxXAdzPQlmZVCUhkdI7FpgObiAt3XHcVbWyOqVbByGcxsjtrEGJnd+wiqNUqnRzDTKQzXJb1jB82FWZVAsFN5YYNqWQW/x4KlBx8lvXUz1alpCtcdJrvromXBLxYpnh5BGAa9L7kJp7u7/bOgUqV8bozu61QJhL3JJpYNaqcraqldSIRptIm6EAIjmVQqqpTEQUTkB22/ahz4bW8qrazXsNFEt9UwnGZZ6KaFblvojqUSHpoBsScxCjoDv7gZM335B7jQNBL9fdjdXaw89CjNxTLeiayKG0uoZrWw3oq30vWW+hoqEhWrMgXlrwwVQZJSnTchkFJ5ZYFWPJcJYdQaIoowHEeRijhW/l1db0WqaS2fbKRSDGRIXI5ACzG6IpAx9ZlJQJLdc4Dk4OYWQTMwk0mc7i6SmwZJb99GYnAA3bGJGk0a8/M0V4rUJqfwKxWQMbptY+VyL1rIvtDVzZfb14+3ukrl3Fk0w6S+XMTOZpGeh2bo1M9XqP5thJ402sdeCKFuHAxFSGWrtEIzLWjd6AjTaKvkcaD8sJphtPZPtgtHrjjY1yKwjQt13K0uRu75USyFpmF3dWMkk5TOjRA1G1jZ3AseqWUkkmiWTeXCOaxM9iKx76CDFwgd8tpBB39PELqO29dHZWICzbSoz88pAvs0HzTtAapMhvK5s7gDAzQWF4lqNeyurqcksJqp/I8ybiUTaILq2Ci647YjdzTDoHJhDDuXASGwuy5OkIf1Gs2FRYQQaKbRUnNXaS6sYOXS1KcncXv6sLu7WT1xArtQwF9bpfvIEfxSkcbcDJnd+9pEMiiX8ddWqU0v4Pb20lxcpP/ml5JoJTHIKKJ05izFJ06DBr0ve+llHuHK2KSKH9s0QHNhkZWHHyHw5zG6AuJSCoGF7qjIK03XkTLGcFyEpqFbJobrKHVME8ThJV7ZICD2feIwVANcCVepopccXyFE23OcvDYJQ6vM/u1xvFIFK5PETFyufJnJBOnhrax+s0iwFCL0CM1UpEczVTUwSBVVpbeKEdq2BRsZqRYxGUcQq5sNGcfqPbeGb4Wmri+1vK+pLOA4JqzWEIaGmUgqotYia5quiJsMldc2XNDRe5ugB5jJBEITeCuL+GsrBJUyUaOh0gik8oAKTUMzTcxUCqdQwEg4mEmH7L59akhKCMJ6g9KZc9SmZ/DXikTNZiu+y3pByZVmGDiFAnZ3gfKFUSqT83Rfs4fsnj00F4rU73OREUip/MyiRUJlHCOQqlmttSqizkOoFHLRiomLY/U9IdrDWpGnjo3hOFd9X0IIiKFxoUb6SFZZCp4nGK6L29dPc3mZ6sQ4VibzlN765+c1E+iOQ+XCWcx0ppNC0MELivMjFxi57xytkLrn/eumN3fIawcdXBWaYeD29lKdGEdoOs2VZdy+vmfkg9MdF7e3j9rEeGv53sNbXsIu9DwlGbCyGYpPjACS9I4dOIUeKufP4q+tYWYyaKZJY2kFAoNgPoKGizfnESx6NOfKRJ5P6FdJ9PZgZXMUnziDEJKu647QmJshqFUJymWipodfKtJ1zTUIJNWxc2R27sFoxSVJKamcv0DYqCN0ExlFDBx7eSv4H7zVNZZ+9CBC08gd2I+/tkZmePiy/Vl59BR2JkVpZIT63DxCi0lsHqTr6D5yL+8jrsV40w3iIGwRV+dy9U8qoiKQ6JZSVyUacRQhWhP8secRR6HKLNAU8YgbIVHUIP0KsDY3GLj5Rrr278QvVZj9/nHKYzNotoWdS284p41zDarHm2gJncgLFDFtkTihaa2iAQPdNBGGocgRKnxfoNIYQA3f6baFjFqDW1IRXWSM0E01QOSoRrCgUgMBZjJ52fURB74i95ayIchQEpUsci/rJ7t7L27fIE5vH2YqrYhdGBJWK3jLi9RnJvGWFwnKRcJ6jdj3CGoVpYIXeqmOjWK6LvmDh8jt24vd3dV6PxVqU9OUTo9Qn59Xg12easfSLOt5j34SpsnqybNkd24jqpZozs0RTfcSLgJa2FJQ/fY5kFFAHCmLAFJdrzKOlLVE5UmoYyEj5CWNXwBhrXbF43zZezIEcT0iasYkdv3dChyu+ty6jtPTg2ZZlEaeII4irMzTr848FxhuAsNNULlwBjOVapdUdNDB843zL/DAVoe8dtDB00AzTZxCgerEBMQSv1zB6e15Rh8ymmHg9vXjr60RNetKwZ2axu4pXDKgc/nrhfUGQmg0FhfI7tlNYnATQbnB8v8eo/zDKs3HLbyzAn8Kmhc8Gudq1M/VaJz1CCYt/DMG4bxBUAqpL0xiZHQ0AXa+m8SmLVTHRkGDRF8/Tl8v5XOnSQ4NY2WygPJwLj34CGGtghCguyn6XnaTyiaNIoqnRyidPUdu316ye3bjr64iowi3v7+9HzKOqYyNUz43CjJA6ILU9iHy+w+S6Otvx0Ul96QIgjnCFQ3ZAKFbLZVLIsOAOPAuel6RGK7KT9UMjdgPMDNpNF0njiSRFyC9iKgZqnSBQpGu16fpvmkflQtjaLqOU+gitamPwjV70AydpYdPs3j8JDKW2PkMQtOZ//wMxKBbhqpi9TzlsxQQex6G67bitDSV6mAYamk/itvZropEtshrK8JLRhLNVvaAOIzRWu1bYaOJjEKMhLthKlxV4DbaA0jraqqUMQQWRlaQ2K6Ud9XWZmEkkpiZLHZXN05vP27/JqxsV6uKWBI1GgSlIlGjTnNhFqErMm4kE6opzrawu7pI9PeR2jpEenh7O3vVXytRnZigdOYsjYVFgkqlVdCglN3nQryqU7PUZhcY+KmbcAcGkA2TtW8VwYzRHVd5f6VsHctI1S+7LmFTRaute4TVwJZspW1Y6rwEYUs5t1rnUTxzpVMX+NNNkgdS6Inn31JhJpM4vX3U52ZozM1gvcCDVbrjYiSTVC6cxUgk24S+gw6eT5wfOc9Ih7x20MHfL3TLwu7upjY1pZaqPe8p46wuhdA07FZGanNhATOToTo2ht3VdVXvmZXLsPb4aXTHISpB7bhH6R6PeNUhKgfERAhdgpAYSUd5/wwNKUM0UyMKAwhNGmM14rkksuISRTVy1+6mfPbsxaEir4lfXCHRN4jTo6wAcRAwf+8DikBravgpf+AAuuPQXF5h+UcPolkmhRuux261jtRmZjCSSey8anSqTkyy/NBDNOaXEELQdWgf+QMHcboLlw2+Rc0m1ZkzGFtDUnuzEAmChSaxH0IkEIaJsE2k728Y0gorNTTbQtNMiAWaMJRVuY0AACAASURBVDFsGyNno++OaLjniJMVpFelOjaOnkhQn57GaaUJCE3DLeTpPrCTRH8P5dEpZr53nMZ4k3jORHfU+xRCIAy9NYQVInRDeVQtVfmLJlqEVanDcn2IaL2oQmhI2SqMCGNVedsiYuuT9FGjge7YG5QwGYVEzYbKiG3FbQnDxHBaxFnohGsx2Zd0PyVpXF9m1x0XM5XGyuUJahXcvkGsTBdesQhSYuWyBJUyzaUFpdauLBOUVf6r0DWsTIbE4ACZ4WFS27ZiplPIMFJ+1QtjlM+dp7m8TFCpthIO9A0JB08FGcfM3nMfPUcPY2eVCl453sBfiNAsjdjzQFPDVjKOEQLiKFLZv45N1PDa+7o+ICdQaq6MImRrW03XCWt1zFTi6jnMVzh+sS/Vzd6O51d9XYdmGDi9fSChOHIaoWmY6fQLpsLqtoOZSlO5cKZlJ3jhB8c6+MnCT5ry2klS7uDHFlYmQ/d117Fy4gT12Vk0yyK9fdszeqxqvtmCkUxRfOIkVjbH8omH6Dp0GOsKtXOG65IY3Ez9kZjqWEmF1zsamm0ABnHgK+IESBlf/CCOY9B0NE0g9BhEgHB1olWNxprF3OwkYqiGsH0KN91EbeICfrGEX65g90TEns/c9+5D6Bpho0FuyxB+qYgE1h4/SWNhkfyhA7h9fRveb1AuY3d3Uz5/gfKFUYQuMJIO6JLs5kFSQ1uvemyqE+OYqST1xRWszRbZVxboel2BYE7Dm27iTTXx5msgdGQokMSqwCASaNJEGAJ7KIGz1cXZ4mBvdig+cRZ9tpv+m19CdWaR4vlJauPz2AmD+e//AM1Nkt66meTgIEbCJdlfINn/UwS1OtP/fRS/UkfzBUbCUZmsYQQSlR8bhPilCkZShe0H9Rpx4Ktq2mq1tWStXYzGCkNAIttL2zFI0fK9GgTlCsLQL1HAZMvLG7TKDUIQGrrjts+zEBroEBZj/Hkfe+DZ+RdVg5lFWKuhmxYYJsnNF8/Ret5u7DWImg3CahlveZGo2QBUHJjuOJhJF6c7rxrdhEZQKuOXStSmZ1k7dVqR4mwWK5dt/3klxbN0fhzDdUhuUsp97MdUHla5ukLX28URse+10wWIY8JqFd11MTMpgnIVaBVUtOwAqhgiRlUEq1IIzTSespr4StBsjcqJMvlbutGsF8b/K4QgMbgJK5endOYJvJVlsnv2vWBeWDOdIbNrH+VzI6S2DWPnn9nNeAcddHA5OuS1gx9r2Pk8XYcPs/r441TGRtEsi+SmwWf1+O6j17P2+OOYqRSrjz1Kdu9e3N6NZLA52aB+bwJvsYbmCtBDhHbxQ0wzrZYyKhQBsW01JCQlQsaI1uCKjCLMhEskm6BBc6oBMzmyNyfxV5fQTJPCDS+hMnqe5eMP0FyqKFVWxmx+zTEa89PIKGL5Rw/iFAr0H7v5siXN0PPwSyVWTjyM0DXsrjTp4Z1YuTwTf/nXJG86etlxiHwPf20Fb2WZsFbDr3qkt28jt29vW21yeiF9TYawUWftsVkyWw4BOn6pxtKPTjDwU9fj9GfQkxuJSG12ntK5UTb/zC0Yjk1uxxZyO7YA0FgtsfLgcYJKnYUfPYadPoNmmDg9PaSHh9BkClFzcHoFkRcQVBuEWgNN19AcBxkGmMkkcRAQVpXyayQSRA1F8jTTJA4CZBihGVorID9CM1XGqBBCKYFS/T2s1UBTdaogkDJu35QAanncsi8PmNdEK6JLUn6wSM9bNl4/T4fY99FMk6jRbNsNLoXQNBXj9KQoJ5WaELSittQ+B5USUbNJHPjotoPuOCQHe0hv3wJCJ/I8gnKFyvg4frGEZhgbyKyRSLLyyCk2verl7XNfH6lCJBHmOlEUbQsAUg1pCd1Q6nSjoRTphEvYaKjYrDhWZRhRhIxlS4bViJoNzEyaZwuhC+Igpn6mRurQs3/8s4GRSNB17RFqk5OsnHiQ9I5dl/3/8HzBTKXJ7t5H6expiKVKSumgg+cDrZv1nxR0yGsHP/ZwenrI7dtH8fRpSqdPqxad3me+fGE4LoUjRymeGUHzPUpnzxI1VWanEILy8RKr31xSvrzkehyUh2aZG5Y61+OadNshDtVQ0XpkkDAMVSKg6yrjUm9NYVsCpEblvoDmuM/gu/eiWyZ2vofS+UmslIUwbHpuuhEBeGtrxFFE/uDlamvU9CifP09tahqhgdtXID28o+2PbCwuYyQSGEk1ABYHPt7aKv7qMlGzqVp/LBdZ84iaFbK7d12xCao6doHk0BbsgSQyliyfeoCulwyT3JG/7NgGlSpL95+g7+abMK6QJOB2Zel/xctYuPeHDLz8RhqVBuXzE6ydm6QyOQ3zOeJGDl030W0T4lARtkjil6touobQPXTbxsymCWsNgnIV3VEpA+tL2lKCjFqkqTU8tJ5FquqBVQYtcYyRTiGEps6h57UKGSRCN1qq2+VLx+3jZEhqJ6t0v76nRZCfGWTgqxugZkM9zZOqY68GIQTCtNBMq9XgdMlzxnGL0DY3kNp164OdS+H2dSOETuQHhPU6jcVF/GIJK2VRm5oiqJSxsllqZxvtZIb7zt/Puz798wCM/vZJtQohZas+uFW6EAZIIdQgn+8jWxmwhCHrJyQOAvU79CyTE17+OzczvTbDR//JR7ht/3uuSF4/+MEPcuedd3Ls2DHuueeeZ/X8V4IQGqmt27C7uiiOnMZbWSazc/cL4oU1kimye/ZTPvsEUsY4hd7n/TU66OAfO17YsLsOOniekBgYILtrF0LXWHvsMby1tWf1eKHr5PbtJzGwCYGkNj1F+dxZin+7ysrfLCFMDc3WVIRUECBMQxGbJz2HQmuIqfXBtk5WkSrrUobKp6l8ljG6ayG1gHDeYel/LVG+MMn8Dx4gDiKcwgBWJsnqww8x/7171esATu/FD7Sw0WD1kceY+853qc/NYnfnsAsFuq872iauAPWZeRL9vTSXFiideYLiqUeJalXcgU3kDx8huXWYxvwCMpKkh7ehGQbj4+OKIAnB+Pg4/uoKcRjg9it1u3T2AghBdvflqQZxEDJ37/3kD+3D7bn6EqjhuuQPHmDt5ONkh/rZ+jMvZ/f/8RYGX3UM0cwjZURYqxOUK0rhExpmKoHTlUUYBn65hlcsEwcRZiqB7jpEjSYyilpFYC1yKlsVt5poJw20ma1Q39NsC03XibzmxfMr1FDNenvYlS8gpeoKoRhesOSzbds2hBB89rOfveq+g/KKytb1EzUayDhCfw5h+bfccovy1eo6v/wrd2B3dZMY3Ex6+y7+yxf/jMKRm+i+9nqu+ZnXYSSSKtdXBggCDEfDzCZIbu5HGNBcWWbt5EkqpxaI/AZho4EMg/ZraZbTOr4qXsxIJNt1sEgJUagsA7HyFCu7RgxCEHv+cxpOErrAm/GefsMWtm3bxm233fZ3fj1QS/uFI9ejmRbLDz2It7r6nJ7vajASSTJ7DlCfnqS5OP+CvEYHP3mIpXzBvn7c0CGvHfyDQXLLFlLbtiEMnZWHThBUKs/q8UIIUkND5PYfhDii8nCZlb+eR7NEO1NSiItLurGvlNV1aIYir+vfW29+AlRXvQDiGGGaRF4TgUCzbeLAUwNHCZ3a6RKLfzGLFNB301Eyu3cQh5Kg1kB3DUUEhIYQgqBaZfn4Q8x993s0lhdJ7dxG/ytuxkxnNmTNxmFIc3mRyvgEb3nfL+L29vMv7/wt8oePktq+EyubV61ei4ug63ira1f0DssoojoxRmqbKkPwK1XWTp2h96YjV1RoFx84gdPdRWbn5c/1ZCQGB7ByeZVP24KdTSF8BzObQDP01s2AygQNylWCShUhwHBMNEMnqNZorpaQUayGl6Qi0OvK6XfP3subP/VPOfDbN3LDXcf4hc/9n6zWVxVxDcJ2M1lYrytfrFARVL///T9i27/bxct/5+arXzstZVFKqRIwFvyn3ef2sQr8djKAWu4Pnrempy9+8YvMzyvy02g0+NSnPnXpm8bt7Sc1tJ3M7v3kDx8hDEyEkSS5aRNOVxdOVwY7l0WEysuMjIlaNbqgjlXYVBm2Mo5a9oaEqnhtHU/RssTKKEaCWr6MJZr97FXXDdAgKAbEfvz02z6PELpOZucusnv2Ujo3Qvn82UvSN54/GG6C7N4DKvVgYe55f/4OOvjHjA557eAfFNLbt5PYtAlhGiw9eFx57p4l7K4u0kPX4p10QY+IvMYGr5AK8A/QLGuDH1Lo+sUBINYHt1TV7MWl6aidg4kmkFGIbqlJ+6jRII495FqCXM/1ICTz37sX3bbpv/lmuq49qkiwjFm4734Wvv8D/FKR7N5dDBw7Rm73XnTbISiXMVJJvJUlyudHKD7+MI2FBaSkvbSstV7zUlQnJhCaQWpoC/oVUhfq83OYmQxWJouMJUv3P0T+4J52zuylKJ4+R1ivU7j+mmc8oZ0/uJ/m0jKNhQUAwmKIDCKiRh3dsTESCaxMCjufU0v7pkkcxsRh1IrCUiUKkR/QXCuB0BGaIA4jZovz3PFn/5rT82e4ZddP8YodL2NibYpG0GhlwILWyn9FxqBrqgXpmVZ3tlq7kBKJVF7mZwjld7UuDmU1m8/LtHl3dze+7/MHf/AHAHz2s59leXmZ7u6NKni1WuU3f/M32bd3L9te8VL2v+FneO///askNm0hPbybh84v8tb/8U4O/Nb1vOMz7+bs0vmLu62pAbhSaZUPf+XDvPLDr2LPv9/PKz7yKj7w9d9hLawBAk3XuOX338jO37yGj3/7E9z2+X/O/juPcvOHb+FbJ/+/9vN97oef5zUfey0H3n+Y4X+3i+vvvIl/86f/jlK9dNn+CSEQmiBYDfjkJz/J8PAwyWSSd73rXaw9zcpLGIb82q/9GkNDQ9i2TXd3NzfeeCNf/vKXn/HxtfNdFI7cQByELJ84TlApP+PHPlPojkt27wEaC7PU52ae9+fvoIN/rOiQ1w7+wSGzcyduTw9C11n+0YOqvedZQEaStW8U0WwbzVQNU2G9dlFRbamvynupiBNwSXVoSwmKWw1Ouo4MorZ1IG4FtKtud4HQdYJKjcj30QwdM+Oy9u0V1h4+T+HoEfIH9qMZRqumVFMFAH6D9I6tDLzyFjLDO9RwWBTRXFnGL5WoT47hra1i5wvkDx9B6C7JTQMtFfIixsbGuPXWWxnavJmtx45x8zvfwX//6l/i+5cfs+9865u84u3/FNd1uenIEc5PTZLdvQOgvUT+/ve/n1cfu4WB6w5x7J+/l6/91V+1H/+Vr3yFo0ePkk6nSSaT7N69m9tvv73984npaX7tU59k56FDJJNJDh89yKfv+TSRaaCZFlOr02z9N8Ns/TfDfOGBL/HGT76NQx+5iXf+8fu4sDqhlNYwRBCjmyoVIPRCkDC1Nk0QBZiawZ1v+A98/G2/w3du/xr92T6V2WoayEDts2bZGE6Cq1oEgGqzyl3f+Civuus17Pn1/Rz76Gv4j1+9k5XaqlrOnrp4UzM5Ockb3vAGXNdlx44dfOUrX2n/7LbbbsPK5rjt1/4tv/y+97H3LW/lwFv/CXf+9m+3t3niiSd47WtfS3d3N7Zts2XLFl7/+tezsrICQKVS4dd//dfZu3cviUSCBx54AIBXvvKVbN26lU9/+tMMDQ3xK7/yK1iWRTKp4qVmZmb4y7/8S173utfxoQ99iPHxcd70mp/hda97HSMjIwBMT0/zllvfwqm5J9jdv4vtPdv52Lf+a/u9GYkUeiLBe794B//th3dT9Wu85Zo3IITgTx74Em//5Luo+7UNx+7TP7iblJNi/+A+Jlcm+bUv/WtqntpmcnWKLV2beet1b+bnrn87Qgj+7ME/54Nf+dCVT4SAL//ll7njjjsYGxvj1a9+NfV6vU3YL8X4+HjbwvH5z3+e3/3d38X3fX7pl36J17/+9Xiex+OPP37Vc34laKZJbt9+Utu2s3byMSrjYxtWY54P6LZDdu9BVXAxO/UTNXTTQQd/V3TIawf/4CCEILtvH3Y+hwSWjx8nvmSp8+lQ/Ns1/GUfzdGV19G0QEpFYFvLg0p99dEsi7CtvopW09C68qqUOGKVSbm+rCyl8uvJOCaOYvxSpV2pqjsWUbMOaIiFbZjZLI2lJea/932W7n8AIVSIftfha/GKRcrnz9FcWaIyeo61x0/QmJ9FM03y1xwls3MPdncBoevUZ+fbsUfrmJmZ4frrr+cLX/gCuVSKn/3pn2ZuZYV///738573vOey4/L+//Jfue7IEXp7enjw0Uf44P/8zGWq6oc//GEsL+DwwUOMjo3x7ne/m2q1SrPZ5J3vfCcnTpzg9a9/Pbfeeitbt27le9/73ob38qd/8ed0Fwq89ZZbmJmf4aPf+V3+7Z//+8vey3/6+kc4vPkQhVQ3D088zJ1/8xE0XWDnMpgppcoiBJqhIYRkf+8+Mk6aIA65/U//FVWvhq7p6GgqTF8qO4dmWWoa/ikQxzG/+Ee38cnvfJqKV+Wt170FTdP4wvE/4x13v4dGWCeqXLze7rzzTlzX5ZprrmF0dLR9TC7FV/7mm5w6eZKbr7+elWKRD33oQ3z/+99HSsntt9/Ot771Lfbv28d7b7uNI9ddy0MPPcTa4iJepczPvOY1fOQjH6FcKvHOt7+9/Zx/89d/zft+4VZWVlZYWloCwPd9nJaqHoYht/78z/PDH/4QgM/8xgf4o49/lE9+4D/yN5+9m7UnTvFH//ljNJoNuhJd/L/v/RwffesH+X9e9Svt1wiqFe4//QNOTDwMwH9/1yf4T2/6AF+87X+gC53JtSm+NfLdDfv6c9e+lf/2S5/m7vd9BoBKs8ro0igA//b1/5p33PBz9GX7STkpdvSom6N7z9571fNx9xfvBuAtb3kLX/3qV/nqV7/KG97whqc8h17Lz7xt2zbe9ra38Vu/9Vs8+uijvP/973/Kx10Nbk8v3UduIKiUWX30BGG9/nd6nqtBt2yyew/grS5Tn5nsENgOnjUkrXSSF+jrxw0d8trBP0gIIcgfPIiZSiLDkJUTJ9qk8qkQ1SNK966pPMsWMdMsuz1AEzbqKu9zXX1tWQDaaqqhtwdTlD0gVlPVut7OuhS66njXLBuiuNWY1Wpb8jyMZBIjbdOcrDPzF/excvwhhGXQ85Ib0EwDzbYQGjiFbryVJUojpxGGSe7Atdj5AnY+v6F4IPIDmitruP0bp5bvvvtuVldXKRQKfOX3fo+7br+D//bJTwLwpS99ienp6Q3b/+Ef/iF33303/+G2Xwbg+IkTlx2/d/706/jS5z7HN775NwCUy2XOnDlDFEWEYYhhGLzpTW/ijjvu4Gtf+xqPPfbYZe/lW1/8Infd8S/5+L/4HQC++shfMVfc6Pn77bf9Fv/5XR/j/W/+DwA8Nv24Uqd9H6HrmIkEdlb5NUtBjfd84f/CDwNet+81PDz9GO/94ztoRA1+MHY/O++8lvf+yb9A01WAfxwGxGHY+jO4xAai6lB/dO5+Tkyoff+jX/wkH37rnXzpfZ9TZG11im88+g3Chte+Jn7+rW/ljz7wG3zuP/1O+5jc/+W/YOlHD9BskcodW7bw5Y/dxWc++AH2bNsGwP/+0heYv+c7VFvbXLttK28+ci0fvf12Hv9fXya1tsK3vvAn3P+jHwHw+Y/dxcf+1a9ycNcuAKq1GkkgnUzSbN1gvfXVr+Ytt9zSPo71S2w1Nx4+RGN+gfrMLP78EvWpGcYvKFI5lN+M2fKw7u7d2X6M0HXmKovtf+/Zsh/dcRjoGSKfVOkTs6V5pfi3fp+ODB9FaBr5xMV0imqzRhiFvOMP38ntn7uD//LN3+V/fP9u7rtwHwBLleXLrrV1TM+q63T//v3t7x08ePCq2wO85z3v4d3vfndb1R4eHmZgYICvfvWrT/m4p4Ju2+QPHsbtG2DlkRPUZqaf1w91zbTI7jmIXypSmxr/sSQMHXTw44IOee3gHyyEptF97bVojk1Yb7Dy6KNP+x9+9bEKxLI9oLUOTTfUJPX6UI3vt9VX3V73vqo4JVADKbIVxt4Oxw9CNdgTxwjdIKzVVb6oobeXrI1kEhlFhNUKkecRzabp/amX0/uSl6IZOjKKiOo1GnOzavL5+pvI7N5LfWaa+uwMXrGImdkYmdSYW8Dt6b6sSWtychKA7Zs2kczmcAoFrrvhhg0/v3QQ5SUvfSmls6PkW77ZJ6uHANdfdx2ZXcMbfJWVSoVkMslnPvMZhoaGeM973sO1115LNpvln/2zf0Ycx+33sm1wEK3eoOelNzGcuki2Z4qzG17nuqFrAMgnW41iXg00ndj3CZtNwkaDoFYnqNb4/e9+isdmT/G2a97MJ97+Ud526M38/+y9eXxcd33v/T7r7Ks02hfLsmR53xPHZMMhQEhCSAoBkgs0kFAITZ9SbuHSlqcUCr1Ab5/7tKVACwR4CCkvaNjqNglJyOIktuN9lW1Zkq191+wzZ33+OKORZcmWt9zG8bzz8ivS6JwzZ2Y0mu/5/j7fz2d3714e+tc/4l93/RyAWxe/1dGb6nrBxklz7J4KMbJT2JZF3+S09rC1sgVBgMpQJRGvcy4D8UEEQSxqiq+74Xq8dfU0rFo9fZyyckJLlhQDMdauWYM7Wo7k9hafO93lwde4kG986cusW7mSb/3rT7n9Ew+z5PY7ePfDf8jYRJxTvdNF/YJghNzwGMpp3fDRkTH+213vKX5/8w03zEgNO53jhk75unXENm6kbNN11Nz6Nto2bQKgZ7IX3TKRPF46JnqK+8geL/UV02EKHcMdWIbB4GgPExlHd1pf0VjwzXVQFMcf+cyu/bGh4+zrcS5m/vn3v03X1zv43Lv+dM5znX4ioa6uDnDkFVMcPHjwnLuJosgPf/hD4vE43d3d/PVf/zWDg4N89rOfPff9zcNUsEHZ6rXkhgeZOLAPM3/+jgjzISoKocXLMFJJ0ic7SwVsiQui5DZQosQVgiBJlK9bh6gq6PE4k4cOn/UPvm3ZxLdNgDy31lEQRWSfYwXkpB05sgHLcKasTU0vTqzbRWug0y20KGpW9VS6qHm1TQvJ4/h6GqmU4wcryyhhL3bSTbZ7mIn9u8j2OUWDHAoTaluGp6IKUVGLS5ZafJL82AiiZ2Zxku4bxHuGZACgoaEBgM6TJ0kMjxJqWTTjQ7++vn7mlHNeY+JgO5GlrbOOZenOMnmkpblorXUmH/jABzhx4gTj4+Ns3boVr9fL97//fV555RXqa50CpLunB7WuHjOr0TExXbDG1LATIDB1f6kcufEJ9MT0bWYu70yyFyQioiQiKionJ53OXG9iANuCL73jz7m1bTM7e/bwdPtzrF+wjns3vLdwFCdKVhAEp+Pu9hSLfkey4aKufLpYOzHaCaLESGqUicwkANWhKmBa+2zGkyQ7ukgcPVbcb/JIO8NbXyU7XOha5nJkh4axctnp/bI5zGyWZa2tPPdvTzBw8BDbnn6ajevXs2P/Pn72yissvf4t08esqabune+A0wrFpTdcz1f+8R+oKFirhRsbZ8UotxbS1t73oQ/xwCc/yUc/8QlufOtbEUSR+++/H7fbzVh6nPd990P8959+jv/11N8V97UtkzU1K1hdtxKAh370MH/267/ivh8+iGmZ1EfreeeKd2Bm519GL/NFkUXnuf727/6Z//7Tz/JPz33rrNtPOTs89AcPAfDrX/+au+66i3e/+91s2bLlnPf1+OOP09zczH333cc3vvGNog45eppLx6UwFWyghsKM7X6N7PDQZTkuONG1wcVLMbIZUt0nSgVsiRJzUCpeS1zxiLJM+fr1CLJEdniYREfHnNvlTmWx0uY85vKC4+HqUrF0zZEFaJpjeZXPQSEq0+lYOrpWQQTLtBBkkam3lCCJziqqJDqpXJm0M2wky44G07KwNMc2KdcpEGpbTnDxMgBkdXY8peRyEV6+Eks3SHWdIDPQX3Q+yAwM4quZXbw+8MADhEMhxiYn+b3PfoZPfuZPePBBRxJw7733Ul1eTm50pLj92N6DRJa1ovhmGuhnBkeKS+Si5Dy+0zXG2dFxEp2niJWVc+sNN/LHH32I//XFL5FIONPZydf28Y7GJkJ+P6MTE9xw88187IGP8qf//EUA3rXsHdRFa2cYwisBH+5IGPW0dCY1GED2+wAbye1CcruRXArvWu3oH188vpUP/OgBvvzcN+gY7Zw+/3yGrJYrBBZMpXAZmNkMeiqJWRhesy0LLZFgdXkrq2pXAPDgD/6Az/3s89z7nfsxbZP6cC1vX7wZpOkCXg2HCSxsIrSkrXif0VUrqX3HrfhqawEnaEONhJA8bpRC8empqiSybCn3/8mnueOjD/C5r3+N7//85xw9cQKAitpabrr1Vq699loA7nrPe3jooYfYu3cvAH6/n7vvvptIJILnHNZbf/axP+ALX/gCDQ0NPPHEE2zZsoWWgvSgoaGBX/3kMZbWtHF8qIOOoQ4+8/Y/Lu5rZDKICPzwwUf5xM0fx6N6+OWeX6ObBvdt/CBP/OHPUC0QZGVe14nKUCVfv/d/Uhuu4VDfIUZTo3zyrZ84+w4mKOUq937gXv7+7/+eBQsW8Mwzz6AoCg8//PDZ9wPa2tpoaGjg2Wef5Tvf+Q6dnZ3cfvvt/OhHPzrnfhfCVLBBZPlKUie7mTxyqPg+uVRESSbUuhQrnyPVebxUwJY4D+zX9b83GqWErRJvCiRVJbZhA8Pbt5M+1YOkqvgbG2dskz+Vm3dYZ/p40/ZWCAKWriHIMlZeK1pgUXhD21ZhQMu0sQzN6eyBs72uYwvO+QmF+EwkERAKxayCMSQVUrscz9KtO3dxR9sS59infWiZmQyirBBdtZZ4+2Hy42OokdiMVC2zIANQFIXamhq2fPObfO2732PXsaM8/vjjNDU18bnPfY5Pf/rTpLtP4KmcLnotw0AOBEjvnu4iDby0g9Sp3qKecfi1vRyTnih2nQGSnadIlVez2QmengAAIABJREFU+bpN7Gs/zNbXdiBJEksXt/Hwxx5k1aql+Orq2L5zJ1/8y79k68sv8+uXfkdjTQN3NL2L37/mg47V2GnXFLauY+ZzmNr0VL+RThXkxjZGKlXozMG7F74N+d1/w492P07HaCfHhjtYUNbAX7zzczyx91ccHjjCHzz2h/zgge/iKlhjmfk8otuDAE46FCBLCqIkIYgiP/rY9/inF/6Fpw/9ll/t+3digRgfXP8+/q9bPoVPDeCu8SEUOraucAh3bGbMp6TM9DgVRBEzk3GkoWdYmN1yyy385Cc/4ec//zn5fJ6amho+9rGP8fGPfxxRFHnqqaf46le/yi9+8Qt+/OMfU1VVxdvf/nb+6q/+qugscDpf/OIX+eIXv1gsJqtWLOUjd9/Fl740e6LfzOdY31TPb7/+a7LtWiEWWeJjb/kIoiwjiM6qQhg3n7/jf/D5O04frrOLVnKS6uLlP589dHXybztnfP976+/h99bfM+O2T90ysxCdOo6ZMXHVO6sMjzzyCI888siM7eZyHJhi48aN/O53vzvrzy8nU8EGya5ORne9Rqi1bYYP88UiSBLB1iUkjh8leeIYgYUtl+abW6LEmwjBLl3SlbjCaG9v52tf+xrPPfccg4ODBAIBli5dyiOPPMLdt9/O8LZt2JZNZOlSvDXVxf0GftxH/lQO0XUBsZ6Wk/5kmyayz+cUs+IZHSbbdjSwlk0in+S7237IM+3P0zvZjySK1EVqeeeyW/njW//I6bwWqjTbtjBzeey8Rc0jFbjCYcb372ZHRxe3f/C+wjbTb89Mfz+54WGiq1djWxap7i7Sfb3I3iDl69YwMjLC4sWLmZiY4Etf+L/51HvvJdM/AAK4YlVYmoaZ0zDzeYx0xklTsmywQVJERLcH2etBcrmQ3CqCLJM62Ys7FsVfV+0UM5LgFDS2hW2aWKaBbZjYhuEkSRmG48tqGJj5HEY6Uyzyisv9suwMvpkK6edDINtgm0Ujfycmq9DZLCRoOd9TdMQ3shlsC4ychuxWndACUy+8FgBOjK+RTiOq6qyYTyObQVJVLEHgvu98iG0ntnHT4hv50UOPFuzRCv8sC0TRkYYUkrLsvEDkpgqib5s/l962TMZ27yC6egODL72IpMhUXn/jef/+XQpjB9vJjYxT+9ZNs36mp9NOVOzYEGZOw46HyOx0I/mmfz/nw8znsC2rELhwfl6/F4KVM6l4bzXexbML9Dcq+Ylx4kfbcZeXE2hqniEpulhsyyJ54igAgebFpQK2xJz85y+e5GffuPiBxPn40+89wpIlS163418opc5riSuKp59+mrvuuotcLkdNTQ333nsvpmmybds2HnvsMd73vvcR27CBkR07mDh0CFFRcMfKsW0brT/vpAhdAIIooQT8aImks4SqKtiGSSEr1Bn+MR1HgsHUEB/8wUfpiw/gUdzc1Ho9QU+Q9oGjPPrqj/mTd/33mccWRGSPB9PWie/vRi1XnOCD0z6c9FS6WHCme51BotE9h5xhr5xGfiKJK2zyife+j8f/8z9JZNL43B7eWt/M5LFOJFVE9vqxclkEWUTxu1ADLjTZwF9XjiArpE71I3vcqAFPofDMYSRT2LqB6hGx82nSJ7sQJBlRlhBk2ZncL37t/F9xu53bJBk9mSB1Mk546RLcsfLpfaSZH7yn9ndh6zam7gzEnY95v5nPo2d1BEHAHQ1Na1YlBTOXQXS5MTIZJJcLUVWwCglXpyNKMr/e/Rv+5sm/ZSDu6H7ff829gIAgycXBvCltq22aWAWZho2AyRjZYRM1GEJ0uc66ZG5pOqKiOp1eRblsyVrzYeY1Jg4epeG2zc6jsCy0yUlyIyPkRkawTBNXJOTYsq1ejyBInDrcBaZ9Xp8KlpZ3Lui85/bLvVhsw0J0iXgWeeff+A2EKxKlfN0GEh3HGd29k3DbkmJwyMUiiCKB5sUkO4+TON5OcNHiy1IUlyhxJVMqXktcMeRyOT7ykY+Qy+W49tpr+e1vf0sg4GgiLcsqTiNvefZZvvbVr3LkyBEkSWLlqlV84fN/SZPWgOgWsW2bJ3b9gh++/CO6RrowbYuWikU8+uD3iPqifO5nn2frsa2MpsYwLZPaSA33rL2bT17zYWc63Z5KJLWxDMcKC1Hgy09+nb74AAF3gF88+BjN9W2IkoyRSXN0rNMpfCyLw/1H+Lun/zcH+g6SzqdpjDbykd67+eB7N6MoAqnuU8XH3Pfb5xFkmf/n8f+PX73wO4bHx9F0nYqyMt71lhv49D3vR/V7ODk4gOpSuGnJOv70Iw+wsKkOU9OwLRsl4EGSp4tNM5NG8fnwVFSQGRpFVBTK1ixHVJRiUZo82Uuqq4fat980y8VgPlInT5Lu7SN2zQbUUOic27pq3WQ70sgeN3oy5diOnVFoTmFbJvl4Cks3UPwesEzH3WEKwSk8bcsJjJg6lpHNFdLQTlvGlyWG44Ok8klW1q3gYzd+lNtXzeUd6nSaBdFJUbMK+lhXrRdtfIx0dycIopNMFgqhBENIHm+xmJ0qnM1cFklRipZsrzdj+4/ga6jByKZJneomNzqK7HbjjsWIrFyJqCgkjh4i2Las+PoGrwkx+dIE0jwv95TFmDOEePkLVwBLtwlvisxyBbkSmAo2yA4PMXFwP57qWvwNjZfUMXUK2FZSncdJHD9CsGVJqYAtMQMb3pCuAK8XpeK1xBXDK6+8Usxx/8IXvlAsXMGxxlm+fDnf/va3+eQnP4koitxz552M9/fz3Isv8sJLb+P7H/oum1e+la//xzf4ZmHK+ea2m6gIVvBa52uk8xmivijdoydZVb+KqD9KPBvnqQNP83dP/28qvGW8d/VdCFiF5XZnch0BNFPn+eOOVu/9a+6hMVKPkUozFfbeEqhHTyY5PHiUex/9CHkjz/qGNdSFathy+Gk+989fpSfVzV986hNI6vTbMtTahChJ9CXjtDU1ccvmzeQ0jS1PPcV3f/FvBIIhvv5P/8C/P/cc2sQ4yc4OvDV15EZG0RIpgi2L8NfXFY9n5rJMHNxHdM0aLN1gZNdBam+9ccZgVHZ4lHh7B7W3Xljhats2iWPHyA4NUbHx2kJX7tx4WrxkO5yIUdnrKcgMpDOWrm3HFiudQ1IVPOURBFHE0p2OtOyZvh9BUbDyOcclIpdDVBzJgKXpSK7pQThBlHjgug/x4OY/OO+iQhBEbMMG2SawuA5BdCJjzVwWPRFHTyRI9/ZimwZKMOTE7GIjyApmNgei+LoXr0YmQ7qvj9xwP7JbJdPfjycWI9TSguR29KPO63QYT3XtjE53YE2I+MuT2OZsK7kpbNPAyucLBfrrs3xtmzaCCIHVl9ax/K/GU1GJGgoTP9bO+L7dhBYvPa/3xNkQBAH/whZS3SeIHztMsGXJBV9YlijxZqH0m1/iimGqcAVYuHDhnNt84xvfAODhhx/mH/7hH8gOD3PHnXfy3I4d/MvW73L90rfw/Zd+ADiDIp+9zVnKtyyrOFH57Q9/kycPPk3fRB+qpFATrqZrtJutXdv4vRV38HLPTn53uDAMIsCNzW+hrbIV3XI0nQ3RekfTaVmIqsvxg7UsJJeLx/b+nLyRp61qMf/2Rz8HBNp++23+51Nf53u/+AWf/8NP4G+afmwCFv4FC/nnf/kXHvvHf2RUlonH4zQvWsSuXbvYun9P8QPRU1mFGo4wefgAWnwSywBfbc2M5yfV3Ym3uhZRVRncuoPI0tYZhauRyTL0ymtUbFyP4j9/raFtWUwcOIiRyRDbuBGpkPI0H/5lAcafGi0UTE5Ag5nJFn1DTV1Hizt+s65wYMZxRUVxusumWexCCULBUWBqmM40kFQFI5OdUbyCM1BnmwaCeH7niiBgm6A0posNR0Fw3ClkjxdPpaOvNvP5QjEbJz8+hqXraHK8oPm1Z5zvpWLbNlo8Pi0H0DQs08ZVVk5s/Zo5i5vcsPM+clfMdKiQgzKhGyJMvjCO6BZnSSFsy8TI5ZA9ntdNd2nbNpZmEXlrFDlw5X88TQUbZAf6Gdu7G/+CBXira+d1ZjgbgiDgX9BM+mQniWOHCbYuLRWwJRxsripXitJvfYkrhqqq6Q/bzs7OOcXjU2b4Uwk8nooKVm/YwHM7dtA/2c9Yaoys7qQOrV+wrrifWPgwPjXWw53/711MFjw9T2c0NYaoquw+uYcf7vhJ8faQJ8Rblt6IIinopk5vagjF60NLJpBcTkqXmc0iSDL9hSSp1qoWpiqgtsrFAGSzWcYnJmboQiWvlxO/e463P/RxTvZNm+dPMTIxMeN7yeVCkF1YFgiyQHZoEE9VNYIgkJ8Yx8zlChPMXdimSWjxdJqSZZoMbt1OqLUZb3XFmXd1VizdYGzPHsdz95oNRS/c80F0ifhXBUjuTiB5JCSXC11PO0NluTxmXkf2ulH9cy1RC0iqiqnN7L46nVYNQVExNb2oM7VN4zQtKwiSXFjWP8/itYBSVyiYz1I0SC4XUqwCd6wCUVUBm+zIGJamkR8fJzs4gOLzowRDhX/BCypALMMgPzbmFKyjo4iqijsWI7x0KZZp0/fMSyy88fo5j2nmsmQH+gi1LZ+zgApvipA5lEIb05Dc06+jbTu/w5LbXXQgeD2w8hZqhUpoY2T+ja8QpoIN1HCE+NHD5MdGCbUumXUxdSHH8zUuJN3TTfzoIUKtS88qtSlR4s1KaWyxxBXDpk2bqKysBODLX/4yyWSy+DPbtmlvby8a8x86dKj4s6Pd3QDUBKsI4MajOMXMru7dM/Y3LZNnDj/DZGYSv8vPy3/2Eif/tpObFt84tRGS28Uj1z9E99eP0/4/dtL1teN8+p1/jGLZ3NRyPQD/uv1f6RrtRhClYsDB8eETgE1NxOmEHh+a9qI9OnIcAI/HQyQUmlEcBJoWcjCZKhau2194Hsuy+Oh9/6143qdjFszwbcMitmE9mf4+Jg8fxMznSHV34l+wECOTZfzAESo2ritqRm3bZnTnPmSvl/CSlvN+TcxcjpHt25F9XsrWrrmgwnWK4PqQY1ll24AABYsy27Jxl4VR/T7Opq0UFQUsq2Bd5jD1/ImSiG0a2LaFqDqF7Ix9ZQnbKgzfnQdW3kaqyCP75aL2dd59dA3J7XGG/Gyb6IpVlF9zHb6GRhAFMv09jL22jfG9u0h2dpAbHZnz2GYuR7qnh9Hduxl84QXSPT0ogQCxa66hctMmQi0tuMJhRncfoGzV3MWMbdukuk/gqaktSgjORJAEYvdUOuEaxnRsrpnNIKouxPkEsZeAbVgIgkDs7qorUus6H8Vgg2DokoMNBEHAV7/AkSUcPeh4UpcocRVR6ryWuGJwu908+uij3H333Wzfvp22tjY2b96MIAjs2LGDtrY2PvOZz/CpT32Kb37zmwwPD5NKpdiyZQuCIPDRm34fVZD4yLX38e2t3+Obz/0Th/oOURmqZGfXLn7w4PepDDrFcSqf4q9/8xXyRp5XO7YVz0EQRKcQymvIHjdGJosa8CPKCn951xc4NHCEgfggt/3dHdzYcj1hb4gTo10cGzzG/r/azYc3fYhf7f4VRwbaufefPkBdpI7f7Pt3AD754MdQ5dkT+XULFhS//tyffpZINMp/nsXDMt3TgyDJBBsaUYMhytasI9XdxejOHSjBIEooTP9zWwkvbZkhF0h0dJMbG6fu1pvPe0lTT6UY3bkTX309gYULL3opVK1w4WrwkO1Ooecy2JaF4nUh2XYxFOHsCIgul6N99U7/ORMVBcswEGXFGdxSFYxkCjxupgthoXiBMV/n07ZsEMDdbBSHwc4HZ2hMxcxmHP/fgh2YGo6ghiOFY1sYqRRaIk5ueIhkx3EEWUZye7BMx6rNzOdxl5fjrakhumLFnMVpun8IPZkm3Dq3pCY3PAiCgDs2O9DidNQKF+XvrmDkl0OIgoWZzyLIyuva3bMNG0u3id1diRq7sE74lYQTbNCEK1rGZPsR8mOjBBe1XtRzKwgCvjpnECzefpDg4mVIcwSclCjxZqTUeS1xRXHbbbexa9cuPvzhDyNJEj/96U/ZsmULsViM++67j4cffpif/exnbNiwgSeffJJt27Zx880388wzz3DH7e9GEFQ+s/kP+fo9X2FF7XJ2de/i13t+g8/lxefy8q6Vt/GxGz9K2Btm6/Gt1EZqedeq22acg+R2YWkaklt1PDILcZ8NsQX8559s4RM3PURtuJrnj73Iv+//D1L5FA9s+jC2ZbKibjlPPPJv3LJkM50jnTx54CkWxZr51re+xZf+7PNO9/GMZdkNGzbw5w8+SGVlJTsOHkSQRD5y552znhvLMEj39GBkswSanIAGQRTx1tQiyhJGOsPQK9uwDZPw4unuanZkjIkDR6i+YSOicn7Xs/mJCUa27yC4qIVgc/NFF64ApmGghXvQkmlEScJTHkHx+RBEwYmEnQdRdj74T0/9EiTHi1ZQnC6pIAiFotM4Y195Rtf2bNh5i8DaIEqlY9x/vp0uS9dAFLEta4YLwekIouNW4K2uwR2rRA6E0FMZcqNjmJksAhaKz+0M8hUS387suNu2zciu/cTWLp9TjzolF/AvOL/Xyr88QNlt5RipPCC9rkWRbVhYukX5HRX4lwXm3+FNwFSwgaiojO56jfzE+EUfy1tTj6u8kni7s8JS4urFsu3X7d8bjVJIQYmrhviOScafGsEWdOxCN+58fEXnwshmgYJVlijOilQFx1LISGccb9TCcvqZ92flLVx1Lqo/XEd2sJ9EZwcV175lxkCPnk4ztmsXVTc68oXs8Ciju/fjrQxhmxbB1sWowSCpU6dIdHTiqawksmxaDxw/ehjZH0D2h+h76nm8tRHKVq5CCQQxMll6n36e2DVr5oyYnYvs4BAThw4RXblyVrLUhTJ5vIuTv92O7HURq11HertWHBaybQsjmULyeuftjFqGgaXlkL3+027THDsz3XC0pzZYmlYcBgMKeuQMss8/12Gd4+QtJJ9E7ScbiB89hKnl8VbX4K2pOes+U4zt2YG/qYXJgwdxRSKEly2f8XMznyc3OkpueJj8xARKIIA7FsMdixVjZB1Hg1xxCExPxLGMKUeDIEowRGZ4gsn2DhretXn2oJVtkzh6CFe0fNaQ1tlwHAnayZ7Qye31YtuOPvlSLlLmug8r70gFyu+6egrXM7lcwQbZoQGyg32EFi+76L9rJa5c/uOJJ/nJ15543Y7/5z/4dCmkoESJ/wo8CzwgCEhuN6ZtY2k6COJFDU5Ibhd6Ions9ZKPJ1F8s1OGRFkpmPor2KaObdkIhl4oxKa1pr4lTuFkmaYjvzyjc6bH4yjBadugTN8gvpoqIiuWkBsaZPLgflxl5WQHhzCyOYLNTcVt8xPjmNkMgUWLGXj+FSLL23CXh4r+k/HjJwm1LDzvwjV18iSJE52Ur183r4frucgnUpx86iVS/WPUvmWl0zFEwOjpJd+fR/I4dlmS1+PoLf2BYkTtXIiyjKUJWIZe7MSKsuLsWxjgkr1eR0t7muerIIogOJP0cw0iTSWnxd5TiagWJCNa/rxkA8VwA01HkCUkrxe7EG2bGxkhOzKCkU7jLivDU1lJeNmyOV0aHEcDD7LHU4zznXY0SJAdPoaRSuOvDpHpOeUMgQUCxSIoNzQAoogrVjn/C1MgdbILI5Om4h1rMK4xGfnlEPpgHlTxsuhRbdNxFVCrXFS8pxKl/M0rFZiPyxVs4Kl0BjPj7YcILl46Y4ixRIk3G6XitcRVg1rhwlXtQhvSHE/RTAYrn0cQhMJU+PkzpX21CsWokc0je2YPwQiy7Ax6eXwYqaRjZZTPI6ouBElydGvLnY6TbRrTsainoScSqKcVr+n+AWfYShDwVFXjKitn8vAhbMvEE4siFopx27JIn+zE17iQZOcpbNMk3LYIQRRRQyFGXnsN2SXgb6qf9/FOe7gOn7eH61xYlsXQ9r0MbD9EcEEVKx66B+W0Y8XurqL/uz1YeSdhSZQVbNnAyGbnvU/J5cLM5U67OBCmo2ktx5tXmMvzVZKxDRNBnVm82raNlbMIXRfG3egp3oeeTJyXbMDSnULayGWxTSfhauglxwvYXVFBcNEiXJHIRdlOne5oMH74GPp4lvCyJvREnNSpLox0GtnnR/Z60ZOTBFuXnXfXNNPfV4ghXosoSajlEjUfrSOxfZKJ58exNQtkAVG58PO2dMtJ8RIFom8rJ3hNaGbQxFXKmcEG3ppafPUXHmzgrqgCUXQCKFqXInuvnGjdEiUuhFLxWuKqInRdhJFfDgIisteLkU5j5nIgCBc8NFHsvno8aKnMnMWrU9jmChZDojPlbduYmoaV0vAt9SC6Cl1Yw5zzg1xLJAgUfG31ZApL03FFp62EplKkjJyG4rcZ37ObYGsr2uQEkseLqLgY33+Y2rfdUPwwTPcOosVzRFe0ML5vN4EFC4uWWmfieLgewMhkiW289rw9XM8k1TtA15MvY1sWze+5mdCC2UWzElGo+lAtgz/oLRaw0nmkb4FThCKKxSEpAEEuhBYoTkzsXJ6voixjahoi04/Ltm2srIV/VYDI5rLpbV0ubMtyuvbnwNQ00n19aMk02ZEJJEVCckcJLmpB9vsv2/K7qemMH2in/u034YqEcEWdc7VNEy0RJ32qC0GUmNy/F8njnmHPNZeONTc2SupUN9FVa2e8zoIoELougn9VkNT+JPFtE1hp07kgkEQERZjzd9e2bGzdxjYtBFFA8skEN4XxLw8geUsJUWcyHWxwhPxFBhu4yysQBJH40cOEWpecUxJTosSVSql4LXFV4W31IaoSlm4hKiKy14eeTmFmsyAKF2QFNNV9tU0DQRAw8xqSa2ZhJ0iS0/Wz7eLXoqwguSQEy0CqSTKy7VV8jY1YpjErtci2bfRksigbSPcN4q2pmlH8aJOT6MkU7lgFZevWkB3oZ3zvHhAgsnINIzv2EF6yCDXkHCM3Os7YvkPUvs1J1nKVlRNvP0x+fIxQy+IZXeiih6ssEbtmw0Xp8YxcnlPPvMzE8T4q17VS85b157TUclW5nAL2sX6svInokooXGrPTt2YiuVwY2WyhyBWKoQWCJDld2ULBdrrnq/O6OFZWCAK25Wgx/SsDlN9RMaMok1wubNOaUzagp9PkhofJjYygp1Iofj+Kz4viC2CkkwSaF1104X82xg+246urxhWZKeEQJAkrn0X2eAi0LAHbxkinnECD4SGSJ44jyvJpxWwIU8uTONZOZPnKojfumUheidDGMMFrQuS6s2S7MuRP5cgP5p3BxdMLWMsGScBV47hJeJo8uBs9pU7rPDjBBqsuKdjAVVYOolBM4lL8V6ee+GrC5o05WPV6USpeS1xVCLJA+Z0VDP1sAFu2HT2hz4eRSmOmMwg+3wUVaNPdVxd6JjureAUBUZKwDQNBFLFNE2TFmV7fEKH85la0eJxUdxdGNgW2MCOBychkEGW5WPSk+wYIL26ecQ/Jri5MzSDUuqhoiK5NTmBms4zv2Y1tWsUwAiObY/DlHVRcs7ZolaX4/JStWU+qu5PR3a8Ram3DFS3DzOUY3bkLNRIhvHTJRXULR/YdofeF3XhjIZb9/p24I+Hz2s9V66b692sZ/HE/ZsZEdIuOJVbm3MNVgighSiKWpheL8GJogSRhG3rR81X2TP35c14jyzTAkrBNm+C1IaK3lM8qtBypiIGlOy4T2uRkUb9qmybuWIxAUxOuaJTc2DBmJkN6cBjbti+71ZSezjB5rJMFd94662dGNkN2aIBQ2wrndRMElECwoKWsd4bAMhm0RBxtcoJUdydmPo8ajqCnUgiio9E922suiAKehV48C52uoG3ZmEkDS7OL8bKiKiAF5FKxehFcjmADV6QMQRBJHD9CcFHbReloS5R4o1IqXktcdXgX+/At8ZM5kkIoDAbJfh9GKuVoBf3+C8q7dybZrUJHzphlNyXIMrZhIKoKVj7vTK8HZKK3OEu8aihEdNVqxg/sQU+mGN72Kv6GBrw1teiJRLHramoa+fFJPFXT6VdGJkNueBRXNFLUxWqTE5j5HIHWJQw89xLeyjCTB/YTaF7E8PY9BBc24qurnnmOokhg4SLHf/LoEWR/gPzwGL6Gi/NwzY5N0P0fL5JPZGi4ZQNly1ovaH9wNMq1Dzcw/tQoqQNJBEnBQsfM58/5IS6qboxMGlEtdF+nQgtkxzZL8npne76KEmbaRAkrxN5TWSzKzsTpaObRTYOBF15Adrtxx2JEV650hqROe54sTXc0trmsY/11GSf1Acb2HiLc0jTL6cK2LVLdJ/DW1J/1eZq6aJN9PsxoGWN7dxNoWoioutATcbL9vY6jQcBxM1BDIWTf2d8Xgiggh0opT5ebqWCD9KmTjO1+jUBzC56K8x+8U8MRAgtbSXS0E2huRQ2e38VjiSuTq8k8qlS8lrgqKbstRrYrU9RVCoKI7PNjpFMY6VRBl3h+Bey084DTfXWFZi7RibKMkckgud2OtZYwPb1+OoIgIHu9BJtbSZ3sInXqJKLqxhVx9K3ZgWE8sbIZtlGpkyexTItQq+PbaltO4eJrbGL0tb0EFy0kvKSFTH8fY7t2IsrSORO0nA+7FsZ370HyuvFUxC6o6DINk74XtjOy/wRlSxpovfe2ObrR54/klojdVYl/eYCRXw5i6y7MbBZRkc8aUyqIYlHHOqXrnAotsAEsG0F2PF8FWcbKWWBLyDUJaj/SguSZ+WfRyGScKNaREbR4HNuyEJCovO66syZVwXS6Fjgxv5eT/EScVO8ATXe/c9bPsoMDiJKMq3z+iF/LMJwBoapqfPWON3DR0UDLoycS6Ik4yRPHMbM55EAAJRhEDYZQAsGLtnUqcf5carCBGgoTXLSYRMdRAk0txXCMEiWuZErFa4mrEskrUXVfDQM/6sPSLERVRBDFooTASKVR/P5z2jNNIQgikkt1tJKaPmPZH6YM820s0wJTJPz2YHF6/XQezLGEAAAgAElEQVRsy0KQZJRAgMjylYUEq9cw0ilERSbVO4y3dtrSytJ1Uj29yH4f7rIoANmBPiS3B208gaXrhJe0IIgipmahpQ0CjeWMvrad4KJWXOXlswrT7OAgE4cOU7Z2LbZtFiaf6/A1NMxbzE8e7+bkM9uQ3SptH3wHvqr5i6fzxdPspfZTjSS2TzL58ih63NFzCmfxHhVdLox0GlFRiwEF6FpxcEsQFYyUhuwW8SzwEL4hSnJ4P5aRQbQDjjZ0ZITc8DCWruOOxfA1NBCNRhl+9dWi/OBcWLqG6HIjysplty0a2X2A6PK2WRpaI5shNzxAaMmKeS86bMti8vBBlGDQias9A0l1IZXHcJfHAKfQnbLnSp066VzkeX2ooekhsCmbshKXn6lgg2TXCUZ3vUZocRuuSPQ89w0RbFlC4vgR/AuacUXK5t+pxBVHSfNaosRVgKvGTdUHaxh8vH+6AytKSD4vZjqDnk6j+H2c6d86F6LL6b5Kbhd6JocaOMOiRpSwsgbelTbulrn/wNiWNaObIvt82KZF2bq1pPt6Sff24y4PFafuUz092KZFeLGzJG/mc2QG+ggsXEz/716h5hbHXSA/PsHY3oPU3nIDaihIfmKcxPFjZAf6CbS0Fodzpj1c1xeHu9RQiPjRdvL7xpzJ5zkGebRkmu6nXiLVN0rtphXE1q1AvAj7p/mQ3BKRm8oIbYow9OQBtBMadlrFFijoLKen3gVBLGhdHVsy27CxDQksG8sykb0qct0EVXc14q4OOFGycTcThw4XBrtU3LEYkWXLUEKhGYWg5HJh2s7Q1rnkC5ZeuJARRaSzDEBdDJnBEbTJODU3Xzfjdtu2SHV14K1tmDcRy7Zt4sfaESSJ4KLW8+qui7KMK1o2w9FATyXR43Ey/X0Yx9oRXe5icIISDF2Uh3KJszP1ernKyi842EDxBwi1LiV+7AhYtjPUVaLEFUqpeC1xVeNu9FD94cJke9ZEcIuO44DXi5nJYKQzyD4v8xWwxe6raaFn8th+D4IgTqcIIeNepRNY7UNPpebWrVlW0ZcUwCwMa7nCESzNJBUYAstgePureGtqSZ7ocoqsCqczljrZhbuiirF9hwm3LcIVDmLm8gy+tJ3YhtXFgtQViVK+/hrSvT2M7dqJt7YWI6eRHxmZ5eEqudxEVqwi09fL2N5dBJqa8VQ6bgeWZTG0Yx8D2w4RbKxgxYP3zJk0drkRFZGKdyxh6MWtBBcuRdD85Afy5E9myQ/msXJWoWEuOzZohowcVfC2ejDFYeQyGVeVgJ72kOo/TmoAtImJwsWCQeyaa85pTyS5XFi65uhnz1W8ahq27rgYnG16/0KZioEtX7N8lmNDdrAfUVFwlcXmPU6quxMzlyW6YvVFa3EFSUINhVFDYXw4F19GOoWeSJAbHSHZ2YEgy47EYKqYdbsvu/b3auRigw1kn5/Q4qUkjh3Gti3c5yEtKVHijUipeC1x1eOqcVP3cCNjT46QPpJCkAVn6MrjwchmMTLzG+TDad1Xl+KEFrjcWJqFUq4QeXuUePc+FH8Vmf6+Ofd37LSm35LaacNa6b4B/HU1hJcsxchkmGw/jJnX8NZUYRsGeiaNkU6B4MLSNMJLWrAti8GXd+BfUI+/vnbGfQmiiL+hEXd5jLE9u7ANg1Db3J6SgiDgq6tHjUQcS62xUeRAhJO/3Y5lmDTfdSOhpoYLecovGUlVia5ayfi+/VTeeD2+NseBwLadaXfbsMGC1KlOLMsgsrTFCVo4HkdPpkh2DzjuA6ZFZPkyoitWIEgSw6++PG8UrehyIWTS50zZcs7DwNDy2JaJdJlkA6mTfdiWReCM59vIpMkND56XXCDd10tudJSy1Wsvq2ZVEMWio4G3ts5xNMhm0OKOo0H6VDfYoASDKAWpgey9/INsVwsXG2wge30EFy8jcfQw2DbuC0heK1HijUKpeC1RApB8EhW/V0XmaJrR3wxj5UwQJGeJOJ93Ep7m6Z4JhahZUzMxkhqSpBK+MUr4LREQYfKEiSDL6Knk3AewLaTTCqfTk7Uy/YNUbFzvnKvHg57MIMgystfN8LZXECUJT209o7sOUrP5egRRZHT3fgRJIrpi6Zx3Z+kGEwcPIXl8+OvrSJ7oIDcyTHBRy5yDSIrPT2jpSgZffhVxYIhIcxXV1187b7H3euGOleOprmJi/0HK1q1xtK2CgCALxb9s/gX1DG9/lfH9GvmJSQRRRBBB9vvwNy0k0X4MyeUuyjXUcJj8xHhxaGkuHJ2pcM6ULUvXESS5EEdrX3CC21zYlsXIngNUXrt2RsE3NaR3PnKB3Mgw6Z5TRFevuezWXWfiDCD6nJSn6prCKkQOLZFAj8fJ9vdj6bpTzAZDqMHQBTl9lHC4mGAD2eMl1LaM+NFD2JaFp7L6nNuXeONj43i9Xi2UitcSJU7Du9hHffMCMsfTxF+ZID9oI2BjZnSwc0ge18zCwXY6fLbhpAghKEAOcUEa30Y/kbXTAxXusjL0ZBLbsua2e7KZIRvQ4nECTU2npWo5Njf58XGMTJZwWxuBpkZSni4yAwOM7dqPuzyK7HGT7O4h3TdI3TtuntNncy4PV1e0jNSpk4zufM2x6qqrn1FIjB5op+f5XXjKQ9Rev4psfw+prk4CC89Pc/d6EG5bzNDWl8n09uGrr3MeWz5fdAfIj48jqipGJkP5+vUoPh/JE0exBZHsQD+++jrSvb3FxDJXtIz8+Ni5i1eXC7DPmbJl6xqiqqJNppBcrsvSXZw81oni8+Grmdkpyw72IarqvHIBLT5JouMYkRWrkN2XT4N7vgiCgOT24HF7irIZS9PQEnHH0aCzAzObRfb7UUKhkqPBBXAxwQaS20OobXmxgPVW15512xIl3miUitcSJc5AkAV8S/z4lvjRhvNku7Ik9g2Q789DUkB0yUxpYG3LRlRFXPVuPI0eXPVusqmT5MezjB46TPma5uIHiKu8nPzYGEoggJ5KzqGXtBEKHrHFZK1QiGTnqRmpWonjHWDb+BvqCoXaEGq4nPxEFk9lGSPbX0VP56nYuHbORCfHxWAnvvqZHq6CJBFoWoinsopExzGyg4MEW1uxLOj6j5fIT6ZoeOt6ypYvBsBXXXXBmrvLjSBJRFavYmTbdvRCgpSRTuMuK8NTWUl42TIESWJk2ytgWYCT/57uPYmRTBFoXEDyRCfWsqWIkoQrWkay64Qj4TjLB78TEWufUzZg6hqi7AyMqcFLH4yxdJ2x/Ueou+X6GbcbmTS5kSHCS1aes1Ax0mkmDx8k1Lb0DZW2JKoq7jMdDZJOZzZdcDSQvL5iZ1YJBl/3jvGVysUEG0gut1PAth8C28JbMzuyucQVgl1yGyhRokQBtcKFWuEieE2IiQMHSJ86Rah1GZ7ymDPVroiI3pl2TWq+mb6nn0UQIXmyn+ACp6PhLisjfvQY/gX16Mkk7tOmfafMpac0r+ZpyVqnp2rpyST58QmCixYhSBLpzuOooTLGDhyjZvP1yB438WMn8dXGiLcfRpuowt/QWJQB5McnGNuzh1DbYny1c3daZK+XyIpVZIeGGNuzl+xEGk9ZgNb3vXOGZ6soK4TbTtPc1dbhq5/fUutyYFsW+YmJYhyrIIpkevuIrF6FOxqdtfTsb1xAsvME0VWrkf1BBEHAXREjNzqCGg6THRjEV1eL5HIhudzoiThqaG5Dd8nlwrbMc8oG7EKilyAKF5xNPxfjh47hra7AXTbt0Vn09K1rPKcswcznGD+4zwmhOE9rpf8qRFnGFYkWz7PoaJCIkx3sJ3G8HdHlmjkEVnI0mMGFBhtIqotwsQNr462tL+mQS7zhKRWvJUqcB4IgEFmxAlPXSXQeRI2uwx2du6MmuVQCCxcgDY4yvPtwsXiVvB7HQF9RMM7UvRa6glLBJ3NqWOvMVK1ExwlsyybQtAAtPomWSKAlNMKtzajBAAPPv4K/rpayNcsxNY10zylGXtuOp6ISyeMlcbyD6MqVuGPn7gYmOk/R/fQ2ZI9C1dpmjGSC3Mgw3trZS5GO5i5E/OgR8uNnt9S6VExNIz86SnZkhPzYGLLPhycWo2zNGiSfj9Htr6FPTOIpn/3YvDW1pHtOoU1OoobDuGNV5MZGyAwMEmheRLq3D1+d8zq5olHy4+NnLV5FVcU2jHN2Xi1dB8FJ97pUmywjm2OivYMFd7xtxu3ZgT5E1YV6lt9DAMvQmTjgDPOcSwrxRuV0RwNwLvKMVAo9EZ92NJBkx54rNOVo4Lnqi68LDTYQVbUoIcCy8NY3XvXPYYkL58UXX+QrX/kKlmXxvve9j49//OMzfv7444/zk5/8BFEU8Xq9fPnLX2bRIie6/Dvf+Q4///nPEUWRv/iLv+CGG244532VitcSJc4TQRAoX7OGkR07GN21m4qN16KGQnNuG2xpJtnZTX4iTWZ4HG9F1On2lZdh5nX0ZGrG9rZlYtsgyI6+b2pYKzswjKfCSdUy83mn2FrQiCCJpLo7ERUvZj5FeGkr4/sPAxBd5QxoSapKsHkR/voGxg8cINnVjae6Ctl/9k6glkxz8qmtJPtGqLluORXrVyKKIno6ReLYMbKD/QRbFs963I6l1uo5LbUuBT2dLnZX9VQKVzSKOxYj3NY2q+MWXb2SoZdexh0rRw3PLDwFUcS/oIlEZwdla9ahRsrIDPQ6aWi2hZ5IFFwlPLiiZSQ6jhNoWjjnOYmqY4lmaeca2NLAskHgkp0GRvceItS8oOA57GCkU+RGhwkvPbu7gG1ZTB46iBoO46v7P+sG8XohCAJKIIASCMxwNNATcbR4nPSpU2Bbxa6sEgwhvw7RvFcKFxJsICoKobZlJI4dIX2qC19D01X7vJW4cEzT5Etf+hKPPvoolZWVvPe972Xz5s3F4hTgzjvv5IMf/CAAzz77LH/zN3/D9773PTo6OtiyZQtbtmxhaGiIBx54gKeeegrpHHr30lhniRIXgCCKxDZsQPF5Gdm+HT2dnnM7SVUJLGwiWFvG8O7DxdtdZWUYyaTjE3pa5862LMAuDqdMdV7TfYN4a5yOWfJEJ5ZpEWxpJjvYj41AvOMkFdeuI93bT+pUH5Vv2TBjydy2bRKdXRjpDBWbNqEGg4zu2snkkUMYmUxxO8uyGNy+l4Pf+wWIsOLBu6m6ZnUxbEDx+YmuXoOvvoHJQweIH22f1XmcstSKrlxNpq+HycMHz7m0Phe2ZZEfHyd+9CiDW7cyunMnZjZLoKmJ6ptuomz1any1tXMuFcseD5HlSxnbsw/LMGb93FNVja3r5MfHEUQRd3kFks9Dpr8PT3U16T7HwkwJBjHzOcx8fs5zFAQBQVEw5yleLcvCtqxL6kJr8SSpk72UrWgr3jZDLqDMLRewbZv40SMIikKgueVNW4RMORp4qmoItbZRvuFaIivXoEbLMDJpEseOMLr9FSYPHyDdewotES+8164epoINQovbiB9tJ9FxDNs059xWlBWCrUsxMmlS3SeKcqYSVwK2Y9H3Ov2bj/3799PY2Eh9fT2qqnL77bfz7LPPztjG7/cXv85ms8W/S88++yy33347qqpSX19PY2Mj+/fvP+f9lTqvJUpcIIIkEdu4kaGXX2b4lVepvOF65DmspYItC0me6CI5MIKWTKMGfLjKypg8dBi1LOx0EiOOhtG2LMdtQJKdYa1EAjkQIDMwSNmqpVimSerkKXy1NSBAuq8HLWEQam0GAUZ27qPmrW+ZUdTZlsXEgQMYmSyxjdciqSpqMIivrp50Xy9ju3eiRssQ3H56n9+JpRk0v/tGQgvn7tIJgoCnsspxJejuYnTHNvxNzXiqq2cUR4rPT9ma9aS6O51uT2tbMZVpLixdJzc25nRYx8aQPR7csRjRlStRAoELKry8NTVkh4aZPNJOdMXyWefvb2om2XkCVzSKq7yC3MggtmniCodIdJwguKgZQRBxRaLkx8fwVtfMeT+Sqpy786ppWJYAto14CZrMkd0HiCxbjOSePkZ2oBfR7UY9x3Oa7DyBmc8TXbnqTVu4ng3J7cbjds90NCgMgaU6T2BmM8j+QDHSVgkE/8vs3v5PMh1scOycQ5aiLBNqXUri+BFSXR34mxZddb9DJWYzPj7OPffcU/z+/e9/P+9///uL3w8NDVFVNS1NqqysnLMAfeyxx3j00UfRdZ0f/vCHxX1XrVo1Y9+hoaFzns+b/x1bosTrgCjLVF53HYNbtzL8yitU3XDDLD2ZpKoEmpuwxR5G9rZTe8M6ZI8bUVWRVBU9lSwWrxQ6r6IkFYe19EQK2etF9nlJdnZiGibhtsWkT3YDKpaWJbhoAX2/fZHytStxRaaXyi3dYGzPHgRZInbNhhl2Q6KiEFjQhDtWycmnXiR+coRIcwW1N12HKzS/Y4CoKARbWvFUVZM4drQoJVAC01PsgigSWLgINVpG/OgR3NHyGZZaRiZTtLPS4nHUSARPLEaotXVOj9kLIbJ8GYMvbiU7NIyncmaCkDsWI32qm9zIsKPVDUcRlAz5yQkQRbSJCaewjZaRGxs9a/EqutxFD9e5PtgtXcfULURVvegP/uzwGLnRcapvuLZ4myMXGDmnXCDdewptYozoqrUIYslmSlRV3GXlxQHJoqNBIk6m9xRGKoXk9Z7maBB60zoaOMEGy+YNNhAkiWDLEhIdR0meOEZgYUvJf/cNjg1Y9uu3qhCNRnniiScu+Tj3338/999/P7/5zW/41re+xde+9rWLOk7pt7FEiYtEVFUqNm3CNi2GXnl1zqW4YMtCsAzGj5zAzDudOld5GbZpYSSnh7Ysw8C2cQqoomRgAF9tlbP039GJO1aOZWjkx8dJ9QwSu2YtI9t246utIrBg2uLGzOUY2b4d2eejbM2aOX0yRw+0c/D7v8TI6Sy5/zYqVrcxeXAfEwf3oyfPEqJwBkogQHTtOjxVNUzs30vi+LFZy/WucITydRuwDJ2RnduZOHSIoZdfZmTHDvRUCl9DA1U33UT52rX46usvuXAF5wM6unoV4/sPzFr6FwSBwMJmkl2d2JaFO1aFrecLXdYq0j2OdECNRNEmJs66xCy73SCK2HPIE2zbxjJ0zHzuovWuxRjY1csQCzroolyg/uxygezwEOneXiLLV71pC7BLZcrRwN/YRGTFasqv3YR/QTOirJAdHGBs1w7Gdu8k0XGc3MgwZj73X33Klx1PRSVlazegJeKM79s9Q0I0hVPAtoFtkTxx7KqTW1yJ2K/jf/NRWVnJ4OBg8fuhoSEqK8/ucnH77bfzzDPPXNS+UCpeS5S4JGS3m4pN12Hl8wxv2z7rD7wzNNWEvyLI2KEOwLHMMrM5tIkkuVNZ0kdSpA+n0fsVct1Z8sNxlGCQTN8g3tpqsgMDGPk84bZWkp0daIk8oZaFpPv6sUyTstXTy+N6KsXwtm14qquL4QOnk5uYpP2x39Dzwm7qb15L23134q0ox9/QSGzjJpRQmPH9exk/sA89mZj38TvekjWUb7gW2zIZ3bGN7NBgoYAzyA4NEW8/SnZwGEs3yU+M4i4vo/LGG4gsW4anouJ1WbJ1l0Xx1dUyvv/ALL2WGokiqSrZoUEktwfZ58MdjYAAmcFBLMNAUlVkrwctEZ/z+KLLhSCKczoO2IaOIElYuoHi882x9/ykewYwNY1g84LibZn+XiS3BzUyt1wgPzFB8sRxIitWXpaLgKsFQRRRQyF89Q2El62g/NpNBFsXI3s95MdGGd+7h9Gd20kcayc7OICRybwptKBTwQaeymrG9u4m3d8763EJokigeTEIkOhox7bm1sqWKLFixQq6u7vp6elB0zS2bNnC5s2bZ2zT3d1d/Pr555+nsbERgM2bN7NlyxY0TaOnp4fu7m5Wrlx5zvsryQZKlLhEFJ+P2MZrGX71VUZ37qJ8w/oZRWOwZSGJjk5G9rUTqmwitRMSez2gSWR8fYDgWC8ZPoaODmBmTESvgCkFsJe5mOjahxoKYWbT6Kk8lmGiBP2M7z1E3TveWlzOO5eHq2Wa9L342v/f3p2HV1VfC9z/7uHMU+Z5hISQECZFEEdUtCh926pYW7V1rNXWt9R723tbWxGrtn07WOhgaXvrcOu1g9JW69A6VEQFZJ6nQGaGzMOZh733+8dODoQECJgg4O/zPHlIztnZ5+wTcrL22uu3Fq0ba0irKKD8+qsG1FECyIqCu7AIV14+oQP76dyyGYvbjbu49KhdFZLfa7Xiq6gk3NaGv2Y3vbt3ocUSWH0+7FlZeMaORXU40CIRenbvoGvzxlFrqdXPVzGOlvdWEGxswl18qI63P/vavW0bjuwc7Jk5BMN1RFoOYktNJXywBVdBPtZUc9qWLSV10L4VqxWk/hGxA7Or/aNhZVlCPYng1dB12tZvJnPa5OR0tHjAT7SjjZSqoYcRxAMBenZuw1c5AYvLPeh+YfgkScLi9pjDHPLo62gQNjsa9PYQbG7E0PXk0ASzo4H7jKwLHc5gg/4ANlBbQ+/unXjLx4upZ8IgqqqyYMEC7rrrLjRN4/rrr6e8vJzFixdTXV3NFVdcwbPPPsvKlStRVRWv15ssGSgvL+fqq6/mmmuuQVEUFixYcMxOAwCScTacQgrCaSDS2Un76jU4crJJnzIlebthGLS+uZPelUFkzYVisZCIhUEBi9OBJCt93QdiqE43sd5eZMWKEdeRLRY0PUDKpRlo9iZC+7vInD6VtjUbyb30gmTT+tDBg3Rv207a5EnYj+hz2rO3gYY3ViFbVUrmXIg7b3j9Pg1NI3TwAIGGeiwuF+6S0kG9T/sXl/XXr2qRCNb0dBRV7bsUn4uruGRAdtUwDEL7mgk0NYxYS62jifsDtK5cRdYFMwe0mgLo3LwJW1oazvwCendtJRYIY/H4iHV1k3X+DOL+Xnp27SBj2oxB+w23ttKzaycp4yuxZw4cyxrr7iLY3Ei0q5vU6oknPBige3ctvbWNFH7iUiRJwtB1enZsxpFXiG2IrKsWidCxcT2esWU4MrOG2KMw0rRohHhPD7Fes3ZWj0WxeLyHWnR5PGdcjaih6wSbGgjt3zfkYAPDMAjU70WLhPGOq0RWRO7rdPKPpa/y+0f/OGr7/8FzD1BZWTlq+z9R4n+fIIwQe1oa6VOn0LFhI93bd5BSVYkWTND+ShuhXSpELGhEsHjtKJKKriUwNM1cVNN3DmnoOpIsYehxFJedRDQKmkrPsiDYHLgv8dG5aTvpU6qTgWugvoHe2loypk3DetiCq1ggSMPr7+FvaiP3/Alknzc52fpqOCRFwZVfgDM3j/DBA3Rv34bicOAqKsbQ9GTAKisK9sxMfOPHY/X5kn+0tWgU/949tK/5AG9ZObaMTLPNVF9LLWtqKj07+7M9FUet4/wwLB433vIyOjduJOuCmQMCCs+YMXRu2ogjJxd7Vg6GfoBEMEC8108iZK5I1+NxEpEwqn1ghlix2eAoI2L1eMycHmwYJ5xZ1uMJOjZuI++yC5MBfWh/E4rDOWTgqsfjdG7dhKugUASup5Bis6Nk2bH3dzSIx5OZ2UD9XrRQCNXtPiyYPf07GkjysQcbSJKEu2QswYZaendtxzuu6rQ/po8bMR5WEIST4sjOJqV6At1btpLoUgmuUNCjOrJDQZWtJMIRtHjcHEYQjydrZPuGw2LoGpIso0XjqLIMmobitKNFYhgBFf+/wDElG++Y4r5enruJtLaSdf6M5BhSXddpXbuZ/Su24inMpPrOz2B1n/ylZEmWsaVnoGs6oeZmOtauQ7KoOHJyyDj3XCxH2bdis5FSNYFoVxe9NbsIHTiAt7wctW8RU39LLf8wW2qdLHdJMZHWNnpr9uCrGJe83eL2YE1JJdjchLuomND+ZrRQEHtWJsF9+/CVl2NNTSfW2YmaN7AMQ7ZaMfShBxXo8TiGZoCuI9tOrPa0a0cNjqwMHJlmttYsF2gnpWpw/ZehaXRt24ItLR1XgZhJ/1GSLRZs6RnYBnU06CXU3EQi4EdxmB0NLD4fVq93VE7WRsKxBhtIkoSreAzBpnp6dm3DN65KLAwUPhIieBWEEeYuKCBSG6H71RCK3YriNOvHZJsNKRIlEQxj83lIGPqhDgX9mVdNAyRki2qucpbMelhD01AcVvS4Rmy7k578LhL2RrTwoR6uAMEDLdS99j5aLM6YT15ESlnJSR1D/xjOSFsb4dZWEqEQ9owM3CUl5vjUrk4C9XX0hEN4SkqxpqYd9dK/LTWVjGnTCTY30bFuHc78fNxFxUiKgiTLeMeUYTtKS62RIEkSaZMncvDd97BnZR5qTwZ4SsfQvn4trvwC7BnZmCcQMsGmfXjLyrClpRFpbcF5RPCq2GwYmoY2xBAGPR5DT8SRLSfWJisRidK1fTdF11wBmFPXAvV7cRWVDAoQDMOge9cOFJsNT+nYE3g1hFOhv6NBf9Bn6DrxgN8ca9tyAH/NLmSrdUB7rtNpkV3/YANbegY9u3Ziz8jAU2r+XkqShKuwhNC+RjOArag6bQPxj5fhDRM4W4jgVRBGWKQhTOA9kG0WtEQEKSEjqxYkSUK2W9FCEXRdR5KVvmDVMINXyQxeDd1IjoOVrRb0WBzZYv5r8XlAg/ZX9mOfapD3abOHqxaN0fTvFXTsbCJrShn5F593wpf0+qdb9ZcDIEnYMzPxlpdjS00dcMndmZOLIzuHSGsLvTW7kVQVd4l5yXGogE2SZdxFxTiysundU0P7mtV4y8dhSzczrf0ttXpravoaqFcN6Bv7YSl2O6nV1XRs2ETOJRclXxvV6cSekUmgsQF3cTHh1v1EurqRFIVoZxe21DR6a3b1ZcQPBdSSLCMpMnpk8BQuPRZDj8VPOBjp2LwdT2kRVq+ZyQ7ta0J1ugaVCxiGgX9vDUY8TsrEj98QgjORJMtY+wJV6Ds5DAaJ9/YQ7ezAX1+LJMt9wawXizcFxeH4yH+2RxtsIEkSzvwiJEmmZ+c2vBVVKNaTH8YhCABzFB4AACAASURBVCdKBK+CMIK0sEbL8wdAklBddhJhw6yfdLmQFRXFZkfvy74qVhU9HjusvZaEoSXQNT0ZKPb3EdUT8eTl+UQkhGRRiO9wE79Yo7d1D01vr8Oe6qbqi5/EkT54dfxRn28sRrS9nXBbG9GODiwuF/bMTNLPOee4M+H7J27Zs7KJtLXi37uHQF2tGcSmZwz5vWYQOZFoRwe9NbtRD7jxlpWj2O3IqoWUyqq+BuqbcOYXmA3UR+gPuDM3h0hra3JhWz9PSSltaz7AVVCILTUDQwfDUAk2N2OfPAnV5SbW3T2opEG2WNFiQwSvfaN/rSkpg+47mpg/gL+2kZJPfwKAeKCXaFfHkOUCweZGYj3dfUMIzqxFQYLJ7GjgNn+n8/LNjgaRMPGeHuK9PQSbmzA0vS+QNTOzqvuj6WhwrMEGzvxCkM0A1ldRhXKCZTKCcLJE8CoII6jjtTaMiFnjCqA6HCT6siwWtxtJVpBtNhLhCKrDCrG+0bCHNYHu7x8qqQp6LIEkS6gOB5IskQgEzQldNhtaME7drzYTSttNwaypZE46/kpQwzCD6UhrK5G2NnNEbVoa9sxMUsaPH9AiZ7gkScKRlY09M4toexv+ulr8fUGsvW+R1pFs6elkpEwn2NRI+9o1uIqKcBUUIsmyOfnK66Nn9w6inR0j2lIrZUIVLcvfI3TgIM5cs+uCYrfjzM0j0FCPu6iIaFcHWihMrCeAPiGBLa2vZdag4HXoEbF6PIaR0MxWS8PUvn4rKZXlqA47hqYRqK/FXVSKrA4sFwi3HCS0fz/pU84Ri2XOIpIkoTqcqA4njpxcwFzwGO81g9lw60H0aH9HA29yEdipPHlxZGVj9aWYv5eb1pu/l04nztx8pGQAO+G0Kn8Qzl7i3U8QRkh4b4jg9gCyfeAfFNXpJBEMkAgEUd1uFLsdPRolEY2DYZilAgaYAaxkdhvQNIyEuXhLtqjIqkIiGDQzlBYLsUCQRDCCotgomXolqZMyh3pKgBkcx7q7zfrVtjYMTcORmYmntBRbWtqI1ZdKkoQ9MwtbRibRjnYC9XXJTKw9M2tQECspinlfdjb+mhraDx7AW16BLTXVzNBOnEJoXzMdG9eNWEstWVVJmzqZ9rXrsKWmJP/QuoqKaftgJa7CIiwuN4lwBxavh/DBg+bq6+1bBo2Cle024r0DBzkYhtmBQJKl5AK644m0dxJqaSPngmmA2V1AdbmxpgxssRXt7MRfu4e0yVNP6iRDOLMoNhtKZhb2vi4Shzoa9BKor0MLBU95R4P+wQahA/vo2Lged0kJztx8HNm5IEn07NyKt6IquShTOHUMGNYkrLOFCF4FYYR0v9uJJDFkgKW63MQDARKBAKrHg2y1okWiyFbVLA2QJbP0VTcA3ax/1UGSJWSLhUQohOJwYug64fYuQMKe5kWSFPxrAqRckIGkHHpcPR4n0t5u1q+2t5u1nZmZpE2aZPagHMXLj5IkYc/IxJaeQbSzY2AQm5U96LFVh5OUiZOItrfTs3M7Vl8KnrFlKDbbqLTUsqWm4i4qonPTZjKmn4ckSShWK66CQgL1tbgKCokHAyQiGsGmfTjz8zF0HS0cHhCQqnYHsc7OAfs2tAT0Hd9wRsOaY2C3kDG5CtmiEvf3lwtMHrBd3O+ne9d2UquqUZ0nN7VLOLMN6migaST8vcR6eo7oaOBNLgSTrSO/kEqSJFx5BdhS0gYMNnBk5SDJMr27tuEdVyX+nwqjSgSvgjAC4u0xIs2RQVnXw1ncLuL+AImAH9XtRovF+gJWHUlSMMxiS8DA0AFJQrFZ0SIRFIeDeCCEFotjcTmwuByYzURBD2uEa0NY86XkYqtYTw/W1FQcmZn4xo37SC7lSZKEPT0DW1o6sa5O/PV1+OvqcJeU4MjKHnDJU+pbHGZNSyNYX0f72tW4i0tw5uWPSkstb3kZrStWEqhvwFNaAoCrsIi2VStwFhYhWy1ovQH0UBwtHE6WDhwevMp2ezJz3p+91mMxM3g1jGFlR0P7W0iEwvjKS/vKBfbiLhozIIOWCIfp2rYZX3nFoCERwseXrChYU1Kx9k2AM3SdRMBPrLeXSGsL/j01yBYLFp/vUDBrs43YiavqdJI2+RyCTQ10rF+THGwgSTI9u7bjG1eJKqa9nTrGx6vPq6j2F4QR4N/QC8bQWddDJFRP36KrYNCsmUxofZd6DNAHXvhRrBaz4b0sE+nsBcPAkZGCxeWkP3A12zXFaXm5hrbVq4kHAriKisi59FIyzjkHV2HhqASuJSUlSJLE008/fdRtFi5ciCRJXHbZZdjS0kmfei6+igrCB/bTtnoVoQP7D1usZpIVBc/YMtKnnEO0vY2O9WuJ9fQkW2r5xlfRU7OL3prdh9qMnQRJlkmbMoXemj3E/X7zsVUVV1Exgbo6HFl52DwuVI+bYPO+ZPB6ONVmA0keMKhAj8dBN5BU9bj1iIZu0LZuMxnnTESSZUL7GpO9Zw/tL0bX1k24ioqxZxy9NEQQ+rsVuAoKSamqJmPGTLzjK1GdLmKdHXRt3kjH2g/o2bWD8IH9JELBD91aqX+wQWr1JAIN9XTv2IbF68NdMoae3TuIB/wjdHSCMJDIvAqnjVmzZvHOO+8kv7bZbBQVFXHjjTfywAMP4BihRTtHs2zZMi677DKAE35TD9eGkNTjZzQkJFS3h4Tfz9JNf2fJe79nX/d+fA4v47LKeOqmJ8AA2aJi6BqJaAJDN7D53H2ZPAM9Eael6wC/fef3vLP3ffZ170dCIqcgh/POO4+vfe1rXHjhhSfzEowqSZKSvS+jXV0EGuoI1NfhLi7BkZM7INhTXS5SJ08l0tpCd18jfs+YsSPaUsviduGrGEfHhk1kX3QBkizjyi8g2NyEJBf1LZyLEWzeh7u0hPiuHehaIjkWU7bZQDID1v4TBD0ew9CGl3XtrW0wW4wV5RH39xDr7sJ3WHcBQ9Po2roFe0YmrryCkzpG4eNLkiQsLjcW1+EdDSLJRWDB/c0YicSAXrMn29FgwGCD9ebVEU/pWHprduAtG4/F4z3+TgThBIjgVTjtVFZWctVVV9Ha2soLL7zAo48+yr59+3jyySeH3D4Wi2Edhdqu4TI0g3h7DMk2MNMWS8SwqoOflyRJbO3cy3+/+CCqrHJN1ZXoGLy/dxUYBpKimJcAI3FUhw2Ly4GR0MxMiaaxq20Ptzx9F12hblw2F5dWXEKqPZUOTyevvPIK5eXlp2Xwejhbaiq21FRi3d0EGurw9wWxzpzc5CX4/lZctvQMAnW1tK/5AHfpGBy5eSPWUstVVEi4tZWeXbtJqRxvLiIrLsFfX4czN4dErIl4T5h4by8Wj4dYdzf2vppDxWYDwxjQcUCPx9C1BFbXsS/v65pG+8at5F5yPui6WWtbXJosFzAMne6d21EcTtwlY074uAThSGZHAweqw4Ej2+y0MVRHA9XtwdpXamBxe4a9oHOowQbukjJ69+zEM7Yi2eNWEEaCKBsQTjvTp09n0aJFPPfcc9x9990A/P3vfwfg6aefRpIkSkpK+OEPf0hubi4VFRUAtLa2cu+99zJ27FicTicVFRV8+9vfxu8/dOmqvr6e2267jTFjxmCz2SgoKGDRokU8/fTTyawrmG/0h18WX758OVdccQWZmZmkpaUxe/ZsVq1aBUC8I8aif/+ckm+OZd6vPsv3XnqUyQvO4Qu/u+2ox1jbXgdAqjOF739yAYuu//9492v/RJJlDE1H13SsHieyDIlgCF3TzIk8Hg//9eJDdIW6yUvJ5d//9Qa/vW0JP7j2Mf72q79y4MABvvjFLyYfZ+7cuRQUFGC327Hb7UycOJHf/OY3yfuXLVuWPNannnqK/Px8vF4v//Vf/0VtbS2XXXYZTqeT6dOns23btkHH0djYyNVXX43D4aCyspKlS5ce82dbV1fHzTffTFFREW63mxmXXcYrm7eSOmEi0Y52Wj9Y2dfj8lBJgKyqeMvHkTppCuGDB+hcv464348jK5v0qdOIdXXRuWk9iXD4mI89FEmSSJs0kWDzPiId5uIrZ24eWiSMpFhQVBnZqgxZOiDbbBi6MWDKlh6P97XJOnatX/eOPdjTUnFmZRDc14jF48Xq66tdNAx6a2owdA3fuIqPvFG9cPZSbDbsmVl4xpaTPnUaWTMvIm3iZJa/9z6B+jraV6+ka/NGAvV1RDs70fv6Th9L/2ADPR6nd08NztwC/Ht3EevpYtasWUiSxMKFC0f/4I5iuM+hvr4++d5YX19/Sp7bh2UYxqh9nG5E8Cqcttra2ti4cSMAmZkD6/0aGxt5/PHHmTt3LldeeSXBYJCZM2eyZMkSZFnmpptuwu/388Mf/pA5c+ZgGAb79+9n2rRpPPPMM8Tjcb7whS8wdepUtm/fTlVVFddff31y//Pnz2f+/PlUVVXx2muvMWvWLFasWMHFF1/MNddcw/Lly7nkkktYs2YNWvBQoLW2fh3/2vI6V0+cwznFU456bOePnYEiK7QF2rn/bw8Qj0exWW1mOyZFRrGoSLKEYrdj8bhRHQ5k1UJjRxPb9plB5JdnfZkcn5lBMXQDLaTh8XgYN25c8nHq6uq49NJLueuuu7jmmmvYvn0799xzD//+978HPadHHnmEK664gmAwyI9//GPOPfdcnE4npaWlrFmzhnvvvXfI7/H5fJx//vns3LmTG264gXXr1g15zP2v/3PPPUdZWRk33XQT+/bt44tf/CK/fvpp0iZNIW3iJKJdnbSuWkGgsRH9sCDW4vGQNvVcHHl5dG3eaE72UhRSJ03BnpFJx8Z1hA4eOOE3WsVmI23SRDo3buprcyXjKRlDoKEeS0oasgLhgy1YvClEOzuS+5cVBUliwJQtPRoFXUc9Ro9XLRqjc+tOMs6daGa9urtwFhQn7w82NhAP9JJSWS2GEAjH1R+M3XbbbQNuV1X1uHXpR+p/3ys/bzppk6fy8o7dpE2eyoSLLya0v5mONR/QuXEd/to9RNrbzEWnQ+gfbOAuLsFfV4vq9tG7d/eg4PfwAHHZsmVD3n4iz/9knIlBqiDKBoTT0DPPPMMzzzyT/NpisfDDH/5w0HZvv/02EyZMAOAPf/gDtbW1qKrKe++9R3Z2NmvWrGH69OmsWLGC999/n2XLltHR0YHX62XDhg1kZJiXf+PxOBaLhfvuuy+ZOVy0aFHycWbPno1hGFRWVlJUVARAcXExe/bs4Ve/+hW/fvCJ5LYOi4OX5v+NdPfRV8M3dTZzy2+/gM/hY1LhRN7Y+TZf/+u3WXTdD3hh0z948JVHuHnG53hs3qNI0sDgpdXflvy8OL0o+fmYB8vhQZLPrf9N+PXXX+fFF19k3759qKpKZmYmLS0tvP7661x++eUD9r106VKmTp3K1q1b2bBhA6Wlpbzyyiu8+uqrzJ07l7Vr1w46lnvuuYdf/OIXAJxzzjls2LCB3/3ud5x77rmDtn3yySfp7OwkMzOTSZPM2s4JEyawbNkyfvaznzF//nwsHi9pEycTD/gJ1NfT1tSAq6AIZ34+ct8fY2duHvaMTPy1e2lf8wGeMWU48wuxpqaddEstR3YW4dZWurZuI33qFOzZ2QQaG1AsdlSHHS2qE+vuQZIkEqGgWUcISIpKInIo46tFzUD2WD1eO7bswF1cgMXtpGf7ZlzFh7oLhA4eINxygDQxhED4CBz+vgckT54kRSW1epJZzhQMEOvpMTsa7K1BVi1mey5ff0cDe/JqweGDDdAltHDolB/Tx4WBgW7ox9/wLCFO64XTTmVlJfPnz+db3/oWv/zlL6mrq+Paa68dsE1WVlYycAUzEwuQkZFBdnY2ABMnThxwf0NDAwAVFRXJwBXM4PhY+r9vw4YNLF68mMWLF7Nnzx4AmpqaBvwWVeSMO2bgCvDwi9+jvr2BL8/6Er+77TdcPO4i/rXzLf7zHwv425Z/ADC7fBbxHj+xnh6zP2w4jB6Lkek61Li+qbMp+fltM29lWvW0AY+zevVqysrKuO+++/jBD37A4sWLaWlpAUj+e7j+1ys11bx8XVVVBYDXay62CIfDJI7InFRXVyc/7/959P8sjtT/Ora1tSVfx/5sS1NT04BtLW4PqdUTSZs8lXjAT9uqFQTq65OZG9liwVcxnpTqiQSbG+ncuAGA9KnnojgctK9bM6g7wPGkVFUS6+4htG8/kiThGTOGYHMzitMFkj5k6YCkqma2tU//uNijdXiIB0L07KknY3IVoeZGLB5fsv2V2RO3ltTqyWJOvDCiDi8P+sMf/sDYsWNxuVxcddVVHDhwILnd4VnQhQsXcvvttwPm764kSciKwvvr1uMqKGTZ7j18+v5vUDb7KsouuIjrP38Tq196MdnRoLOulq98+cvkFhZScfmV/PjZ/0Pv6y4SDwYBc73AiThW+RYcOgFPSUlJnqzPmzdv0PvL4a9LaWlp8uvS0tIhSwqWLVvGlClTcDgczJw5k507d57Q8xZGnji1F047/TWvx2I/Ijjoz4i2t7fT2tpKVlYWW7duHXB/cbF5aXb37t10dHSQnm4Gmf2ZV/WwTJeu68h9WYeioiL27NnDnXfeyf/8z/8ktwkGg/j9fhT50IIGm3r8oKOurR6Axo5GrKqV3966hJt++wVe3fJPAD415ZNcPuUqwOzdaGhasiVWrjWdyuwKdrTs4nfLfsecytlkeDN5aO53+e3+J1m79VB29I9//CPRaJQxY8awatUqMjIymDBhAjt27Bjy0nr/8fdnTdRhZP4Of437P+//WRyp//bx48ezZcuW5P51XU8GtkeyuN2kTqgmHgwSbKg3+7DmF+AqKES2WLB6faSfex6h/fvo3LgBR04u7uISbGnp9OzagT09A0/p2GEtOpEVhfSpk2lbvRZrWqq5UKyhHtnqwOJ1EmntwV1SSKStFXeh+X9JtlqTl04Nw8BIxEFRjnq5v33jVlIrxqInosR7u5PdBeL+Xnp27SBlwsRhT+YShJPxjW98g7lz5/LSSy/xxhtv8J3vfGfIxbDnn38+V155JW+88QYej4c77rgDgIKCApYsWcK9995LSkoKc+bMIRqN8re//Y0V69az7oMPyEvx8fVvfIPfPvt/2G1Wrp0zh9f//W82b9sOQKSlg8bFu2mu3598vF/+8pfJtQ29R0yuA3jttdeYO3cuNpuNq6++GqfTyV/+8hcuueQS3n//fc477zwaGhrIzMxk2rRpKIrCm2++ydKlS2ltbWX58uWD9llQUMDtt9/OU089BcDtt9+O1+vl/PPPH7Dd1772Na6//nq6urpYtWoVX/nKV4YsvfqoiQlbgnCGue6661iwYAH19fVcfPHFXHLJJbz66quA+SZ8wQUXMGbMGBYtWkRHRwdTp07lE5/4BB0dHWRlZbFkyZJkcAvw2c9+loKCAr71rW9x//338/bbb/P73/+epqYmSktLaWpqYvny5fziF7/g1i/cyom8Z8ydfDWL3/gF/7fqjzR1NpObksuB7kPZj55wL3EtjkWxIMmyGQhZLPSHXz/9/E/4/G9uobGrmSsev5oLx5xPmj2VVS0rAXPRUHD/QXL6+oI2Nzdz//3309TUxN69ez/cC32EJUuW0NbWRktLCxs3bkSSJO68884ht7399tv52c9+xs6dO5k2bRozZ86kra2NVatWMXv27GPWtllcLlKqJpAIhQg01NP6wUpcefm4CouQLRZc+QXYM7Pw791D+5oP8JaZC1D8e0+spZY1JQVPaQmdGzeTef50PGPG0rNzJ6rHYU7A6jWHTOiJBLKqotisJAIBgL6TDB3lKOUKkc5ugvsOUvKpq/DXbMdVMgZZUUmEQ3Rt24J33HixIlsYdUuXLuWiiy7iJz/5Cd/85jdZs2bNkNvNmTOHgwcP8sYbb5CWljYgoTBnzhwAJk+enLzSlZWVRWtrK3/44x9ZsGABf1j6VwAefeRRvnr7bfjbWqm84CI6urvR2q3EWqMY8qEeycdb7PnTn/70mOVbTz/9NPPnz6eyspINGzbQ0dFBdXU1e/fu5b333iMUCuE84sSwrKyMBQsWJIPXBQsWUFJSAjCg/vWJJ57glltu4YUXXuCGG2446msmnDqibEA4K7hcLlauXMndd99NLBbj2WefxeVy8c1vfpN//etfyLJMXl4ea9eu5dZbb0VRFP73f/+X1atXJ7sVFBYWsnDhQjIzM1m6dCmLFy+mvb2dT37yk7z11ltcccUVbNiwgWeeeYadO3cyb948Zs6ciaRIyM7htZMBuP+qr/PYdY9QlVfF2vp1/HPLv8hPzefR675HXkou7+xazn/+6ZtHXXg0oWAC//rPV7n1wi+S5k7lrV3L+PvWl5HsFj776c/w2De/RW9NLZ8ZN4HPXHoZNouFf77yKheecy4zzjtvRF7vfg8++CDd3d2sWrWKiooK/vSnP3HeUR6joKCA1atXc/PNN9PV1cWTTz7JypUrmTp1Kp/73OeG9Xiq00lKZRUZ505Di8VoXbWC3r170GMxFKuVlMoqUiqrCNTV0bNjO+7iUtzFJXRt3USgsX5Yi7k8ZWMxdJ1AXR221DQUhwPF6kB1Wgk270P1eIl1mZ0JZLs9Wcqgx82JafJRSgba128hfVIlkZZ9WHwpWL0paLEYXVs24y4uTbbgEoQT0R+QRQ8rX4nH48lL9C7XwDGtM2bMAEheeTq8G8tw9V8peeedd5IlQK2trYBZAtTe3k64r/tH9aRJ2DMyyaycQPn48QBIWJGtCpJ8qJPG22+/nVzZXldXd9THPGr5FjBv3jyuueYavvOd7/D444/z4osvAn1jmNvaBu1zuI58zQJ9J6zCR0dkXoXTxuGrTY/mtttuG7Sqtl9OTs6ANlBDKSkpOWaG76GHHuKhhx4adPtll102oJXWkb47/wH+3/O/iuI4fhArSRK3XHAzt1xw86D7vnDBLcf9foDclFy+d+1CAPSIhr3IQc4X8gduAzz/yU8Q6+4h1t1DtLuHe6+6hkQojMXjpnX1eqbmFRBqacWacijj9+abbw7Yz0UXXTQo6BvOqtyFCxcOqh0rKyvj2WefHdYxHovqcJIyvpJEcQnBxgZaP1iJMzcPV1ER1pRU0qedR6i5mY7163Dm55M2eSq9NbuJdnbiq6hEPcbAC0mSSJ86mZb3VmDLyMAzZgxdW7agumzEeyMoVjvRzg7smVmodkeyrZcej2PoOhbX4JnuwQMtxHr9ZJ47gVBzPSlVk9G1BF1bN2PPysaZm/ehXxPh42ncuHG89tprrF69mmg0is1mY/ny5cnf2fLycrq7u5Pb99f4D6cF2+GlPYcrKiqitraWRx55hO9+97vJ2zs7O5EkCZ/Ph91uJxKJsH37dj7xiU8QiUSSwaa9wImkWCEx/JP+45Vv9fT0JMsOFi1axH333cfzzz/P5z//eeDog2eOLBcbyom8Zh+lj9N4WBG8CsII8Ez10bu6x2x19RG8wXlnDN0UX3WYq+WdudnJ2/REgliPPxnUBpr2E+vpRbFasKb4sKb4sPX9q7qcp/Ubtupw4KsYj7u4hEBjA20frMKZk4urqBhXURH2rCx699bQtXkTnrJytEiYjo3r8JSOxZGdc9RjMzO84+ncsJHsiy7E4vWCZCBbFeL+AHokitUZJlorE93hoq23BS0WJua3YbXYSfTEUbxmdwTDMGhbu5n0yRMINdXjLhkLkkT3tq1Y3G7cxSWn9kUTzipf/vKX+fWvf01tbS1lZWWUlpYmO4NceumlTJ48ecDkwhPRX0rV3NzM7bffjs/n40c/+hH/8R//wX333cfDDz/MunXryMrKora2lnfffZd//vOfzJo1izvuuIMnnniCBx54gE2bNrFlyxY6OszFjrY8O9k35tK7bvgZzOOVb91yyy14vV56e3v5/e9/z+bNm3n55ZePu9/s7OxkoH3vvfdSWVnJ3XffPajEQDi9iOBVEEaAJcOKNc9ObH8EyT78bMKHZSR0ZLuMY+zw32hlVcWenoo9PfXQfgyDRCBItC+g9dc1EO3uRU/Esfl8WFO8yaDW4vUiq6fuGIdDsdvxjavAXVxMoLGRttWrcGTn4C4qNgcgdHbQW7Mb1enCN66SQP1eop0d+MrHHbWllrMgn3BrK907d+EZM4b29euRoi7863T0bh8hWzPoBlrESaCjF0PT0OMuug9E6XmjATXNgu+CFHRHd99K7QRKSiqqx0vv7p1IEnjLx53WJwfC6a+yspJXX32Vxx57jLVr17JixQpycnKYM2cO3//+9z/U/6+LLrqIu+++m+effz55xerRRx/lq1/9Kjk5OTz++OO88847RKNRCgsLueOOO5JlWD/5yU8wDIPnn3+el19+mbvuuguXy8W7774LgLPchc9y7El0h+sv33rsscfYsGEDy5cvJy8vL1m+paoqf/7zn/n617/O7t27cblcLFy4kK985SvH3K/FYuHnP/85Dz/8MG+88Qavv/46s2fPHtBJ5YxgnPhY8zOZZHycjlYQRlF4b4iDf9yPbJdPSUBiGAZ6RCftinR8M1OP/w0nQYvGkiUH/ZnaeCCA6nIls7P9Qa1iP33aO2nRKMGmRkIH9uPIysZdXIJssRBsaiTY3IyroABNSxBta8U3bjy2tKHbm2mxGC3L38NbNIGOVzpIdOkYmo5kMwdJyBYr8YAf1eU2R8PGYlg8HgwDjLiBoRkkwkF8l7pQc/ykTphEoKmBWFcnqZOmIg9z9KYgCMKxvPj8y/z8oadGbf+/XPoolZWVo7b/EyUyr4IwQhxjnbgq3YR2BJCGUfv6YelRHWumFe/04WcvTpRis+LIzsSRfWjCmaFpxHr9yaA2dKDFbOCvKFhTvAOCWovbPWBRxqmi2Gx4y8pxFRUTbGqkbc0H2DOzcBeXYM/OwV+zm0QkjDOvkJ6aXUdtqSWrFqx6GQf/txXFZsOQI0gqoOvoWgK5vx+roWPoOkgSICFJZr+ySgAADrtJREFUIFkltEgEFAn/e1EcpakEHPuJdLWaQwhE4CoIgnBSRPAqCCMofU4m4doQekxHto5eMw9DM5AkyLw2G0k5tcGhpCjYUlOwpabQ33zKMAwSofBhdbT7iG3ZjhaNYvV6D6uj9WL1+ZAtp+atR7Fa8Y4tw90XxLavXY09IxP32DK0cIjemhosHg9aJDKopZahG7S/3EpgcwzZpmAQR7FaMBIJdEMDDei7cGXoOhg6HPajMAyDRDiC6jS7D0Qao0T+HCXvzgko1uFP/xIEQRAGEsGrIIwgxaWQdUMuLc/tQ4/ryJaRD2ANzUCP6WRck4k16/S4VC9JEhaXE4vLiSs/N3m7HosT7ekh1t1LtKsbf10DsV4/qsM+aHGY4rCPWrmFbLHgGTMWV2ERweYmOjasw56WTmp1NZG2NkL792NLT6dzy0ZcBYU4C4rofK2dwGZ/XxmInXgggKQqAxbl6VoCJKkveGXAOF8tHEG2WkDXka1WEokIsmGn7S/t5N7hQPWIt19BEEbGx208rHj3FIQR5ihxkDkvh7bnD6IbI5uBNRIGelwndXY6nnNO/4b2stWCIzMDR+ahHqaGrhP3B5JlBz01e4l294DBoexsf+mB13PUaVUn9XwsFjylY5JBbOemjVhT0/CNH0+ouRlZtRBpa6N3UzfRjS5ku3Jo4pjTSSIQRLZa0BMJc/pZImHe39efsr8UwNB1tGgUxW5BsljQIhFUux1JUUn4Ndr+1kLOLXkfSUmFIAjCmU4Er4IwClzj3Mg35dH6/EG0sPahF3EZhoEe1ZEkiYy5mXimnv6B69FIsozV58Xq8+IuLgTM49Mi0WTZQehAC907did70h6eobWmeD/0ZXdZVfGUlOIqKCS0r5menTuw+FJw5OQQ2LOP8DoHhhFG0u1Icl+PR1lBttnQ44emAumJBJIsm5lXgL5RwYlwGMVmQVJU9GgU2WZDUsy3W9kuE2kME9jUe0b/HAVBOL2I8bCCIHxojlInBV8pov2VVkI1ISRZQrJKJxTEGoaBkTA/rDk2sj6TjSXj7KuXlCTpGD1pe4l19x6qpR3BnrSyquIuLsGZX0Bo/z6CTY3E9qaALiMpOno0ip5IoNrsIEnmoq2EWSqAYYBumHMK+2pfZUUxx8QmEsh99bGyxYKsWgYcq2yR6PhXO85KN8opbK0mCIJwNhDBqyCMIsWtkvXZXEK7gnS/00m8PYaug2yVQBk6kDUMA3TQYzqSZO7Dd1Eqnqnej91lZrMnbRr29LTkbUP3pO1BTySO6EmbgsXnGdaqfllVcRcVY0/JpfHNWgwlhtxfrqBpxEMBVLsDSVFRnA4S/gBI5nOR+p4ThoGkyMT9QWSLioG5uC3ZkeAwkiqjhzWCW/14p41etwhBEISzkQheBWGUSZKEa7wbZ4WL2MEovWt6CO8NoQU1s1OAYWBGOpiLfzQDxS7jHOfCe54Pe7HjYxe0HoskSVg8biweNxQeGomrRaPmwrDuHiJtHfTW1J5wT9rgtiCSomJ1WNHjcbRY1FyEpRt89ombWN2wlq9f+TXmX/5VtHDYDGD7xsMigZ7QQDJAMk9MFJv96MehSPSs6MZzjk/8fAVBEE6ACF4F4RSRJAlbrp3MT5kBjRbRiLfE0AIJDM0ARUJxKFizrChu8at5ohSbjZ/+7jc8+OCDjB07lj179mBoGru3bqNoymQAHvjSl/nS1Z9EUlR+9sKfWPyHZ5hYVcXalauwuN0ENvv7Wo9JyBYrssXSF8TGkm2wtHgMSZGRVBUjET+s+4BEIhxG7mtdptiPHrgCSBYJzZ8g0RkfdinIwoULefjhh7n00ktZtmzZSb5SgiCcjfSP0cwp8RdSED4iil1BKXZ81E/jrDJr1iwA9u7dS3NzMwUFBazcsD55//qmBoo/M5dEKMwHjzwIwIwJEzn47koS4Sh6YwmSTcYwFPOSv6Ikg9hkGywDEqEQssUCib7MuWTe3h+4qnYnA5q+DkGSJAxJItYaO27wquv6x2r0oyAIwrGMXhd1QRCEU2z69Ok4nU6AZGbynXfeQZIkqquref/999F1nbgE6zZtAmDuTZ9jTcTPdQu/yzmPX0jFw5OZ9tgF3PPMV6hv3EWsp5d4MJRclNU/hWvF7vcp/94Uyh+Zygsb/s6Fj89m8mMz+dFbv6Cxs4kbf30TFd+u4lOLP8Pug7uTz/G/n/82Fz52MRXfrmLcgkomXTmJRx55JHl/fX09Ul/ZwRNPPEFlZSUWi4U777yThx9+eMAxSZJEfX39aL+sgiCc5gz6FviO0sfpRgSvgiCcNaxWKzNnzgQOBa/Lli2jurqaa6+9Fr/fz7p163j//feJx+NIksQll1xCQ0MDGakZXFN9NZ+b/lk8Di//2vEm33z5ISxul5ll7WPEExgJcyhBv18t/x0zS2cQioX5zTu/Y+6iT+Gw2ClMK2RT02a+s/TB5Lb17Q1MLpzMDefN4+oJn2B/2wEWLFjAk08+Oeh47r//fqZOncqNN97IlVdeyYwZMwDIz89n/vz5zJ8/H6/XOwqvpCAIwulLBK+CIJxV+ksHli1bRmNjI/X19cyaNSt5+zvvvJMMbCdOnEhaWhrz58/nvtvvozCtAIfVSUXOOADW1K8losVQrNbksATFbsPi86DYDi36+uUNP+Un835AZV4lAIVphTx915M88MlvAbC5eUty2yVf/BUXV1xMijOFDHcGeenmRLLXX3990LEsWrSI5557jueee46bb76ZOXPmAFBWVsaiRYtYtGgRaWlpg75PEISPGwMDfdQ+Tjei5lUQhLPK4XWvzz77bPK2Cy64AJvNxrJly+ju7gbg0ksvBWDevHn8/e9/H7QvwzDoCHRSkJY/4HZJkpNDBwCqy85BVVR8DjMLWp5dBoDH7gYgEo+Q0BLs7z7A/7P403SHugc9VktLy6DbLrvsshM6dkEQhI8DkXkVBOGscnjd6+OPP54sDbDb7cyYMYN3332XNWvWAGZQ29PTkwxcF1zzHWp/VMMvbl6c3N9wptaofYFscpSsPHRe4M3tb9Id6sZtc/P+A+9S+70arph+ufk4Q9SV2Y/oWKCq5n51/fTLhAiCIJwqIvMqCMJZpb/u9a233qKjo4Pq6moyMjIAM1hdvnw5QDKodblceL1eent7+cv6F9jZtpt/7/j3qDy3bK85PSwQDfDoPx4jGovyXu37w/7+4uJiANasWcM999xDRkYGjz766Kg8V0EQhNOVyLwKgnDW6S8dOPLzwy/DT5gwgYyMDFRV5c9//jMVFRXUddRTc7CGr181f1Se1zWTrubOS+4gxZnCezXvkZeSx/XXXj/s77/hhhu49tprsVqt/OY3v2HJkiWj8jwFQTjz6IYxah+nG8k4HXsgCIIgfAQCW/20v9iCbD/+SNkPS49oWPPt5N1WMOqPJQjC2e1vf3mJH31n9E5mn3zpp1RWVo7a/k+UyLwKgiD0cY53IakyRuJUnNNL+GamnILHEQRBOLuI4FUQBKGPrMp4Z6ZgxEd3opUe1VE8Cs4y16g9hiAIwtlKBK+CIAiHSbkgFTXNghEdnRX9hm6AbpB5bTaScuwRsoIgCMJgIngVBEE4jKRKZF6bA2BO0hpBhmGgR3Q85/mwFzpGdN+CIHx8GYBu6KP2cboRwasgCMIRbLk2Mj6djR43RiyA7Q9cHWOdpM3OGJF9CoIgfByJPq+CIAhDcFd7wDBof6kVI6F9qA4Ehmagx3ScZU4y5+WIcgFBEEaYMayBKmcLEbwKgiAchXuiF0u6lda/HiTRnUC2yicUeBqGgR7VkSSJtCvS8c5IQZJF4CoIwtln+fLlPPbYY+i6zg033MDdd9894P6nnnqK559/HkVRSEtL4/vf/z75+ebo7crKSsaNGwdAbm7ucXtYi+BVEAThGGx5dvLvKaJneRc9q7sx4jpIEpJFGjIQNQwDNAM9biAB9mIHGVdnYsmwnvonLwiCcApomsb3vvc9nnrqKbKzs5k3bx6XX345ZWVlyW0qKytZunQpDoeD5557jh//+McsWrQIMEdhv/jii8N+PBG8CoIgHIesyqReno7volSC2/341/YSa4liSBIkL9WZgayhG6geFc85Ljzn+rCkiaBVEISz2+bNmykuLqawsBCAuXPn8tZbbw0IXs8///zk51OmTOGll1466ccTwasgCMIwyVYZzxQfnik+DM0g3hkn0RU3hxrIoDgVrFnWUzKhSxAE4XCj2Zu6s7OT6667Lvn1jTfeyI033pj8uqWlhZycnOTX2dnZbN68+aj7e+GFF7jkkkuSX0ejUa677jpUVeXuu+9m9uzZx3w+IngVBEE4CZIiYc20Ys0UmVVBEM5uaWlp/PWvfx2Rfb344ots3bqVZ599Nnnb22+/TXZ2Nk1NTdx6662MGzeOoqKio+5DBK+CIAiCIAhnsP4+rx+V7OxsDh48mPy6paWF7OzsQdutWLGCJUuW8Oyzz2K1Wgd8P0BhYSHTp09n+/btxwxeRZ9XQRAEQRAE4aRNnDiR+vp6mpqaiMVivPLKK1x++eUDttm+fTsLFizg17/+Nenp6cnbe3p6iMVigFmesH79+gG1skMRmVdBEARBEIQz3GjWvB6PqqosWLCAu+66C03TuP766ykvL2fx4sVUV1dzxRVX8KMf/YhQKMT8+fOBQy2x9u7dy0MPPYQkSRiGwZe+9KXjBq+S8VEerSAIgiAIgvChLP3Lizz23z8ftf3/36u/pLKyctT2f6JE2YAgCIIgCIJwxhDBqyAIgiAIgnDGEDWvgiAIgiAIZzQDnY9PFajIvAqCIAiCIAhnDJF5FQRBEARBOJMZYHyEfV5PNZF5FQRBEARBEM4YIngVBEEQBEEQzhiibEAQBEEQBOEMZvDRDik41UTmVRAEQRAEQThjiAlbgiAIgiAIZ7CamhoSicSo7V9VVcrLy0dt/ydKBK+CIAiCIAjCGUOUDQiCIAiCIAhnDBG8CoIgCIIgCGcMEbwKgiAIgiAIZwwRvAqCIAiCIAhnDBG8CoIgCIIgCGeM/x8DdiXGKQrVsQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# initializes a DataFrame full of zeros\n", "df_zeros = pd.DataFrame(index=stocks, columns=stocks).fillna(0)\n", "\n", "# iterates over the length of the DataFrame list containg the Open, High, Low, Close, and Close_diff\n", "# time series\n", "for i in range(len(df_train_list)):\n", " \n", " # Adds the distance correlation DataFrames of the Open, High, Low, Close, and Close_diff\n", " # time series together\n", " df_zeros += df_train_dcor_list[i]\n", " \n", " # Takes the average of the distance correlation DataFrames\n", " df_master = df_zeros/len(df_train_list)\n", "\n", "# Builds the master network with the averaged distance correlation DataFrame\n", "H_master = build_corr_nx(df_master)\n", "\n", "# Plots the master network\n", "plt_corr_nx(\n", " H_master, \n", " title='Mean Distance Correlation Network of Historical Stock Prices from (2006-2014)'\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observations**\n", "\n", "* Apple, Amazon, Altaba, UnitedHealth, Walmart, Procter & Gamble, and Merck have the fewest number of correlations above $\\rho_{c}$.\n", "* General Electric, American Express, 3M, United Technologies, and Walt Disney have the greatest number of correlations above $\\rho_{c}$.\n", "* **UnitedHealth** is the *least* correlated stock in our portfolio, followed by **Altaba** and **Apple**.\n", "* **3M** is the *most* correlated, followed by **United Technologies** and **American Express**." ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hist_plot(\n", " H_master, \n", " 'Degree Histogram of the Master Network', \n", " bins=9, \n", " xticks=range(3, 30, 3)\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observations**\n", "\n", "* The degree distribution is left skewed.\n", "* The average node is connected to 76.6% of the network.\n", "* Most nodes are connected to 66.6% of the network.\n", "* Few nodes are connected to less than 50% of the network." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Communicability as a Measure of Relative Risk\n", "\n", "We are now in a position to devise a method to compute the allocation weights of our portfolio. To recall, this is the problem:\n", "\n", "**Given the $N$ assets in our portfolio, find a way of computing the allocation weights $w_{i}$,   $\\Big( \\sum_{i=1}^{N}w_{i}=1\\Big)$ such that assets more correlated with each other obtain lower weights while those less correlated with each other obtain higher weights.**\n", "\n", "Theres an infinite number of possible solutions to the above problem. The asset correlation network we built contains information on how our portfolio is interrelated (whose connected to who), but it does not tell us how each asset *impacts* the other or how those impacts travel throughout the network. If, for example, Apple's stock lost 40% of its value wiping out, say, two years of gains, how would this impact the remaining assets in our portfolio? How easily does this kind of behaviour spread and how can we keep our capital isolated from it? We thus seek a measure of \"relative risk\" that quantifies not only the correlations between assets, but how those correlations mediate perturbations in the portfolio. Our aim, therefore, is twofold: allocate capital inversely proportional to (1) the correlations between assets and (2) proportional to the \"impact resistence\" of each asset. As luck would have it, there is a [centrality](https://en.wikipedia.org/wiki/Centrality) measure that does just this! Let us define the relative risk as follows:\n", "\n", "

\n", "
$\\text{Relative Risk of Asset} \\ r$ = $\\dfrac{\\omega_{r}}{\\sum_{r'=1}^{N}\\omega_{r'}}$,
\n", "

\n", "where \n", "
$\\omega_{r} = \\dfrac{1}{C}\\sum_{p}\\sum_{q}\\dfrac{G_{prq}}{G_{pq}}$
\n", "\n", "is the **Communicability Betweenness centrality** [(Estrada, *et al.* (2009))](https://arxiv.org/pdf/0905.4102.pdf) of node $r$. Here\n", "

\n", "
$G_{prq} = \\big(\\exp{\\textbf{A}}\\big)_{pq} - \\big(\\exp{(\\textbf{A} - \\textbf{E}(r))}\\big)_{pq}$
\n", "\n", "is the number of weighted [walks](http://mathworld.wolfram.com/Walk.html) involving only node $r$,\n", "

\n", "
$G_{pq} = \\big(\\exp{\\textbf{A}}\\big)_{pq}$
\n", "\n", "is the so-called *communicability* between nodes $p$ and $q$,\n", "

\n", "
$A_{pq} = \\begin{cases} \n", " 1, & \\text{if} \\ \\rho \\geq \\rho_{c} \\\\\n", " 0, & \\text{otherwise}\n", " \\end{cases}$
\n", " \n", "is the adjacency matrix induced by the distance correlation matrix $\\text{Cor}_{ij}$, and $\\textbf{E}(r)$ is a matrix such that when added to $\\textbf{A}$, yields a new graph $G(r) = (V, E')$ with all edges connecting $r \\in V$ removed. The constant $C = (n-1)^2 - (n-1)$ normalizes $\\omega_{r}$ such that it takes values between 0 and 1. We can better understand what $\\omega_{r}$ is counting by re-writing the matrix exponential as a taylor series:\n", "

\n", "\n", "
$\\exp{\\textbf{A} = \\sum_{k=1}^{\\infty}}\\dfrac{\\textbf{A}^{k}}{k!}$
\n", "\n", "Rasing the adjacency matrix to the power of $k$ counts all walks from $p$ to $q$ of length $k$. The matrix exponential therefore counts all possible ways of moving from $p$ to $q$ weighted by the inverse factorial of $k$. So the denominator of $\\omega_{r}$ counts all weighted walks involving every node. Put simply,\n", "

\n", "\n", "
$\\boxed{\\text{Communicability Betweenees centrality} = \\dfrac{\\text{sum of all weighted walks involving node r}}{\\text{sum of all weighted walks involving every node}}}$
\n", "\n", "So the communicability betweenness centrality is proportional to the number of connections (correlations) a node has and therefore satisifies the first requirement of relative risk. Next, we explore how this measure quantifies the spread of impacts throughout the network, satisfying our second requirement.\n", "\n", "## The Physics of what Communicability Measures\n", "\n", "[Estrada & Hatano (2007)](https://arxiv.org/pdf/0707.0756.pdf) provided an ingenius argument showing the communicability of a network is identical to the Green's function of a network. That is, it measures how impacts (or more generally thermal fluctuations) travel from one node to another. Their argument works by treating each node as an oscillator and each edge as a spring (which is what we did to generate the visualization of our asset correlation network). Intuitively, we can draw an analogy between the movement of an asset's price and its motion in a ball-spring system. In this analogy, volatility is equivalent to how energetic the oscillator is. Revisiting the hypothetical scenerio of Apple losing 40% of its value: we can visualize this in our mind's eye as an impact to one of the masses---causing it to violently oscillate. How does this motion propagate throughout the rest of the ball-spring system? Which masses absorb the blow and which reflect it? Communicability betweeness centrality answers this question by counting all possible ways the impact can reach node $r$. Higher values indicate the node has a greater susceptiblility to impacts whereas lower values denote just the opposite.\n", "\n", "# The Bottom Line\n", "\n", "The communicability of a network quantifies how impacts spread from one node to another. In the context of an asset correlation network, communicability measures how volatility travels node to node. **We aim to position our capital such that it's the most resistant to the communicability of volatility**. Recall we seek a portfolio that (1) consistently generates wealth while minimizing potential losess and (2) is robust against large market fluctuations and economic downturns. Of course, generous returns are desired, but not in a way that threatens our initial investment. To this end, the strategy moving forward is this: allocate capital inversely proportional to its relative (or intraportfolio) risk.\n", "\n", "\n", "## Intraportfolio Risk" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# calculates the communicability betweeness centrality and returns a dictionary\n", "risk_alloc = nx.communicability_betweenness_centrality(H_master)\n", "\n", "# converts the dictionary of degree centralities to a pandas series\n", "risk_alloc = pd.Series(risk_alloc)\n", "\n", "# normalizes the degree centrality \n", "risk_alloc = risk_alloc / risk_alloc.sum()\n", "\n", "# resets the index\n", "risk_alloc.reset_index()\n", "\n", "# converts series to a sorted DataFrame\n", "risk_alloc = (\n", " pd.DataFrame({\"Stocks\": risk_alloc.index, \"Risk Allocation\": risk_alloc.values})\n", " .sort_values(by=\"Risk Allocation\", ascending=True)\n", " .reset_index()\n", " .drop(\"index\", axis=1)\n", ")\n", "\n", "with sns.axes_style('whitegrid'):\n", " # initializes figure\n", " plt.figure(figsize=(8,10))\n", "\n", " # plots a pretty seaborn barplot\n", " sns.barplot(x='Risk Allocation', y='Stocks', data=risk_alloc, palette=\"rocket\")\n", "\n", " # removes spines\n", " sns.despine(right=True, top=True, bottom=True)\n", "\n", " # turns xticks off\n", " plt.xticks([])\n", "\n", " # labels the x axis\n", " plt.xlabel(\"Relative Risk %\", size=12)\n", "\n", " # labels the y axis\n", " plt.ylabel(\"Historical Portfolio (2006-2014)\", size=12)\n", "\n", " # figure title\n", " plt.title(\"Intraportfolio Risk\", size=18)\n", "\n", " # iterates over the stocks (label) and their numerical index (i)\n", " for i, label in enumerate(list(risk_alloc.index)):\n", "\n", " # gets the height of each bar in the barplot\n", " height = risk_alloc.loc[label, 'Risk Allocation']\n", "\n", " # gets the relative risk as a percentage (the labels)\n", " label = (risk_alloc.loc[label, 'Risk Allocation']*100 \n", " ).round(2).astype(str) + '%'\n", "\n", " # annotates the barplot with the relative risk percentages\n", " plt.annotate(str(label), (height + 0.001, i + 0.15))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We read an intraportfolio risk plot like this: Altaba is $\\dfrac{0.47}{0.09} = 4.66$ times riskier than UnitedHealth (UNH), Apple is $\\dfrac{1.01}{0.09} = 11.22$ times more risky than UNH, ... , and 3M is a whopping $\\dfrac{4.17}{0.09} = 46.33$ times riskier than UNH! Conversely, 3M is $\\dfrac{4.17}{4.11} = 1.01$ times as risky as United Technologies, $\\dfrac{4.17}{4.11} = 1.01$ times as risky as American Express, so on and so forth. Intuitively, the assets that cluster in the center of the network are most susceptible to impacts, whereas those further from the cluster are the least susceptible. The logic from here is straightforward: take the inverse of the relative risk (which we call the \"relative certainty\") and normalize it such that it adds to 1. These are the asset weights. Formally,\n", "

\n", "
$\\text{w}_{r} = \\dfrac{1}{\\omega_{r} \\sum_{r'}\\omega_{r'}^{-1}}$
\n", "\n", "Next, Let's visualize the allocation of 10,000 (USD) in our portfolio.\n", "\n", "## Communicability-Based Asset Allocation" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# calculates degree centrality and assigns it to investmnet_A\n", "investment_A = nx.communicability_betweenness_centrality(H_master)\n", "\n", "# calculates the inverse of the above and re-asigns it to investment_A as a pandas series\n", "investment_A = 1 / pd.Series(investment_A)\n", "\n", "# normalizes the above\n", "investment_A = investment_A / investment_A.sum()\n", "\n", "# resets the index\n", "investment_A.reset_index()\n", "\n", "# converts the above series to a sorted DataFrame\n", "investment_A = (\n", " pd.DataFrame({\"Stocks\": investment_A.index, \"Asset Allocation\": investment_A.values})\n", " .sort_values(by=\"Asset Allocation\", ascending=False)\n", " .reset_index()\n", " .drop(\"index\", axis=1)\n", ")\n", "\n", "with sns.axes_style('whitegrid'):\n", " # initializes a figure\n", " plt.figure(figsize=(8,9))\n", "\n", " # plot a pretty seaborn barplot\n", " sns.barplot(x='Asset Allocation', y='Stocks', data=investment_A, palette=\"Greens_r\")\n", "\n", " # despines the figure\n", " sns.despine(right=True, top=True, bottom=True)\n", "\n", " # turns xticks off\n", " plt.xticks([])\n", "\n", " # turns the x axis label off\n", " plt.xlabel('')\n", "\n", " # fig title\n", " plt.title(\"Asset Allocation: 10,000 (USD)\", size=12)\n", "\n", " # y axis label\n", " plt.ylabel(\"Historical Hedgecrafted Portfolio\", size=12)\n", "\n", " # captial to be allocated\n", " capital = 10000\n", "\n", " # iterates over the stocks (label) and their numerical indices (i)\n", " for i, label in enumerate(list(investment_A.index)):\n", "\n", " # gets the height of each bar\n", " height = investment_A.loc[label, 'Asset Allocation']\n", "\n", " # calculates the capital to be allocated\n", " label = (investment_A.loc[label, 'Asset Allocation'] * capital\n", " ).round(2)\n", "\n", " # annotes the capital above each bar\n", " plt.annotate('${:,.0f}'.format(label), (height + 0.002, i + 0.15))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "UnitedHealth recieves nearly 50%, Altaba gets about 10%, Apple 4%, Merck 2%, and the remaining assets recieve less than 2% of our capital. To the traditional invester, this strategy may appear \"risky\" since 60% of our investment is with 2 of our 31 assets. While it's true *if* UnitedHealth is hit hard we'll lose a substantial amount of money, our algorithm predicts UnitedHealth is the *least* likey to take a hit if and when our other assets get in trouble. UnitedHealth is clearly the winning pick in our portfolio.\n", "\n", "It's worth pointing out that the methods we've used to generate the asset allocation weights differ dramatically from the contemporary methods of MPT and its extensions. The approach taken in this project makes no assumptions of future outcomes of a portfolio, i.e., the algorithm doesn't require us to make a prediction of the expected returns (as MPT does). What's more---we're not solving an optimization problem---there's nothing to be minimized or maximized. Instead, we observe the topology (interrelatedness) of our portfolio, predict which assets are the most susceptible to the communicability of volatile behaviour and allocate capital accordingly." ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "scrolled": true }, "outputs": [], "source": [ "# DataFrame of the prices we buy stock at\n", "df_buy_in = df_train_close_copy.loc['2014-12-31'].sort_index().to_frame('Buy In: 2014-12-31')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Alternative Allocation Strategy: Allocate Capital in the Maximum Independent Set\n", "\n", "The maximum independent set (MIS) is the largest set of vertices such that no two are adjacent. Applied to our asset correlation network, the MIS is the greatest number of assets such that every pair has a correlation below $\\rho_{c} = 0.325$. The size of the MIS is inversely proportional to the threshold $\\rho_{c}$. Larger values of $\\rho_{c}$ produce a sparse network (more edges are removed) and therefore the MIS tends to be larger. An optimized portfolio would therefore correspond to maximizing the size of the MIS subject to minimizing $\\rho_{c}$. The best way to do this is to increase the universe of assets we're willing to invest in. By further diversifying the portfolio with many asset types and classes, we can isolate the largest number of minimally correlated assets and allocate capital inversely proportional to their relative risk. While generating the asset weights remains a non-optimization problem, generating the asset correlation network *becomes* one. We're really solving two sepreate problems: determing how to build the asset correlation network (there are many) and determining which graph invariants (there are many) extract the asset weights from the network. As such, one can easily imagine a vast landscape of portfolios beyond that of MPT and a metric fuck-tonne of wealth to create. **Unfortunately, solving the MIS problem is NP-hard. The best we can do is find an approximation.**\n", "\n", "## Using Expert Knowledge to Approximate the Maximum Independent Set\n", "\n", "We have two options: randomly generate a list of maximal indpendent sets (subgraphs of $G$ such that no two vertices share an edge) and select the largest one, or use expert knowledge to reduce the number of sets to generate and do the latter. Both methods are imperfect, but the former is far more computationally expensive than the latter. Suppose we do fundamentals research and conclude UnitedHealth and Amazon must be in our portfolio. How could we imbue the algorithm with this knowledge? Can we make the algorithm flexible enough for portfolio managers to fine-tune with goold-ole' fashioned research, while at the same time keeping it rigged enough to prevent poor decisions from producing terribe portfolios? We confront this problem in the code block below by extracting an approximate MIS by generating 100 random maximal indpendent sets containing UnitedHealth and Amazon." ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Amazon', 'UnitedHealth', 'Verizon', \"Mcdonald's\"]\n" ] } ], "source": [ "# a function to generate a random approximate MIS\n", "### WARNING: rerunning kernel will produce different MISs\n", "def generate_mis(G, sample_size, nodes=None):\n", " \n", " \"\"\"Returns a random approximate maximum independent set.\n", " \n", " Parameters\n", " ----------\n", " G: NetworkX graph\n", " Undirected graph\n", " \n", " nodes: list, optional\n", " a list of nodes the approximate maximum independent set must contain.\n", " \n", " sample_size: int\n", " number of maximal independent sets sampled from\n", " \n", " Returns\n", " -------\n", " max_ind_set: list or None\n", " list of nodes in the apx-maximum independent set\n", " NoneType object if any two specified nodes share an edge\n", " \n", " \"\"\"\n", "\n", " # list of maximal independent sets\n", " max_ind_set_list=[]\n", "\n", " # iterates from 0 to the number of samples chosen\n", " for i in range(sample_size):\n", "\n", " # for each iteration generates a random maximal independent set that contains \n", " # UnitedHealth and Amazon\n", " max_ind_set = nx.maximal_independent_set(G, nodes=nodes, seed=i)\n", " \n", " # if set is not a duplicate\n", " if max_ind_set not in max_ind_set_list:\n", "\n", " # appends set to the above list\n", " max_ind_set_list.append(max_ind_set)\n", " \n", " # otherwise pass duplicate set \n", " else:\n", " pass\n", "\n", " # list of the lengths of the maximal independent sets\n", " mis_len_list=[]\n", "\n", " # iterates over the above list\n", " for i in max_ind_set_list:\n", "\n", " # appends the lengths of each set to the above list\n", " mis_len_list.append(len(i))\n", "\n", " # extracts the largest maximal independent set, i.e., the maximum independent set (MIS)\n", " ## Note: this MIS may not be unique as it is possible there are many MISs of the same length\n", " max_ind_set = max_ind_set_list[mis_len_list.index(max(mis_len_list))]\n", " \n", " return max_ind_set\n", "\n", "\n", "\n", "max_ind_set = generate_mis(H_master, nodes=['UnitedHealth', 'Amazon', 'Verizon'], sample_size=100)\n", "print(max_ind_set)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The ```generate_mis``` function generates a maximal independent set that approximates the true maximum independent set. As an option, the user can pick a list of assets they want in their portfolio and ```generate_mis``` will return the safest assets to complement the user's choice. Picking UNH and AMZN left us with VZ and MCD. The weights of these assets will remain directly inversely proportional to the communicability betweeness centrality." ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Buy In: 2014-12-31
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" ], "text/plain": [ " Buy In: 2014-12-31\n", "Name \n", "Amazon 310.35\n", "UnitedHealth 101.09\n", "Verizon 46.78\n", "Mcdonald's 93.70" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# prices of shares to buy for the MIS\n", "df_mis_buy_in = df_buy_in.loc[list(max_ind_set)]\n", "df_mis_buy_in" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Backtesting with Modern Portfolio Theory\n", "\n", "Now that we have a viable alternative to portfolio optimization, it's time to see how the Hedgecraft portfolio performed in the validation years (15', 16', and 17') with respect to the Markowitz portfolio (i.e., the [efficient frontier](https://www.investopedia.com/video/play/explaining-efficient-frontier/) model) and the overall market. To summarize our workflow thus far we:\n", "\n", "1. Preprocessed historical pricing data of 31 stocks for time series analyses.\n", "2. Computed the distance correlation matrix $\\rho_{D}(X_{i}, X_{j})$ for the ``Open``, ``High``, ``Low``, ``Close``, and ``Close_diff`` from 2006-2014.\n", "3. Used the NetworkX module to transform each distance correlation matrix into a weighted graph.\n", "4. Adopted the winner-take-all method by Tse, et al. and removed edges with correlations below a threshold value of $\\rho_{c} = 0.325$.\n", "5. Built a master network by averaging over the edge weights of the ``Open``, ``High``, ``Low``, ``Close``, and ``Close_diff`` networks.\n", "6. Calculated the \"relative risk\" of each asset as the communicabality betweeness centrality assigned to each node.\n", "7. Generated the asset weights as the normalized inverse of communicability betweeness centrality.\n", "\n", "In addition to the above steps, we introduced a human-in-the-middle strategy, giving the user flexible control over the portfolio construction process. This is the extra step we added:\n", "\n", "8. Adjust the asset weights for an approximate maximum independent set, either with or without human intervention.\n", "\n", "To distinguish bewteen these two approaches we designate steps 1-7 as the *Hedgecraft* algo and steps 1-8 as the *Hedgecraft MIS* algo. Below we observe how these models perform with the Efficient Frontier as a benchmark." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generating Hedgecraft Portfolio Weights" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'3M': 0.011, 'Altaba': 0.105, 'Amazon': 0.019, 'American Express': 0.011, 'Apple': 0.044, 'Boeing': 0.014, 'Caterpillar': 0.012, 'Chevron': 0.012, 'Cisco Systems': 0.011, 'Coca-Cola': 0.013, 'Exxon Mobil': 0.012, 'General Electric': 0.011, 'Goldman Sachs': 0.013, 'Google': 0.014, 'Home Depot': 0.012, 'IBM': 0.011, 'Intel': 0.011, 'JPMorgan Chase': 0.011, 'Johnson & Johnson': 0.011, \"Mcdonald's\": 0.013, 'Merk': 0.02, 'Microsoft': 0.012, 'Nike': 0.013, 'Pfizer': 0.013, 'Procter & Gamble': 0.016, 'Travelers': 0.012, 'United Technologies': 0.011, 'UnitedHealth': 0.49, 'Verizon': 0.014, 'Walmart': 0.019, 'Walt Disney': 0.011}\n", "\n", "\n", "{'Amazon': 0.035, 'UnitedHealth': 0.914, 'Verizon': 0.026, \"Mcdonald's\": 0.025}\n" ] } ], "source": [ "# calculates communicability betweeness centrality\n", "weights = nx.communicability_betweenness_centrality(H_master)\n", "\n", "# dictionary comprehension of communicability centrality for the maximum independent set\n", "mis_weights = {key: weights[key] for key in list(max_ind_set)}\n", "\n", "\n", "# a function to convert centrality scores to portfolio weights\n", "def centrality_to_portfolio_weights(weights):\n", " \n", " \"\"\"Returns a dictionary of portfolio weights.\n", " \n", " Parameters\n", " ----------\n", " weights: dictionary\n", " NetworkX centrality scores\n", " \n", " Returns\n", " -------\n", " portfolio weights: dictionary\n", " normalized inverse of chosen centrality measure\n", " \n", " \"\"\"\n", "\n", " # iterates over the key, value pairs in the weights dict\n", " for key, value in weights.items():\n", "\n", " # takes the inverse of the communicability betweeness centrality of each asset\n", " weights[key] = 1/value\n", "\n", " # normalization parameter for all weights to add to 1\n", " norm = 1.0 / sum(weights.values())\n", "\n", " # iterates over the keys (stocks) in the weights dict\n", " for key in weights:\n", "\n", " # updates each key value to the normalized value and rounds to 3 decimal places\n", " weights[key] = round(weights[key] * norm, 3)\n", " \n", " return weights\n", " \n", "\n", "\n", "print(centrality_to_portfolio_weights(weights))\n", "print('\\n')\n", "print(centrality_to_portfolio_weights(mis_weights))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hedgecraft MIS allocates a staggering 91.4% of the investment to UNH. At first sight this portfolio appears far less diversified than Hedgecraft. However, if we recall, the relative risk of UNH was two orders of magnitude smaller than **every** other security (with the sole exception of Altaba). If our only options are the above 31 securities, the algorithm predicts UNH is the safest pick and allocates accordingly." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Allocating Shares to the Hedgecraft Portfolio" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 out of 31 tickers were removed\n", "0 out of 4 tickers were removed\n" ] } ], "source": [ "# imports a tool to convert capital into shares\n", "from pypfopt import discrete_allocation\n", "\n", "# returns the number of shares to buy given the asset weights, prices, and capital to invest\n", "alloc = discrete_allocation.DiscreteAllocation(\n", " weights, \n", " df_buy_in['Buy In: 2014-12-31'], \n", " total_portfolio_value=capital\n", ")\n", "\n", "# returns same as above but for the MIS\n", "mis_alloc = discrete_allocation.DiscreteAllocation(\n", " mis_weights, \n", " df_mis_buy_in['Buy In: 2014-12-31'],\n", " total_portfolio_value=capital\n", ")" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "alloc = alloc.greedy_portfolio()[0]\n", "\n", "mis_alloc = mis_alloc.greedy_portfolio()[0]" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Assets\n", "UnitedHealth 48\n", "Altaba 20\n", "Apple 3\n", "Merk 3\n", "Amazon 1\n", "Walmart 2\n", "Procter & Gamble 2\n", "Boeing 1\n", "Google 1\n", "Verizon 2\n", "Coca-Cola 3\n", "Goldman Sachs 1\n", "Mcdonald's 1\n", "Nike 2\n", "Pfizer 4\n", "Caterpillar 1\n", "Chevron 1\n", "Exxon Mobil 1\n", "Home Depot 1\n", "Microsoft 2\n", "Travelers 1\n", "3M 1\n", "American Express 1\n", "Cisco Systems 3\n", "General Electric 4\n", "IBM 1\n", "Intel 3\n", "JPMorgan Chase 1\n", "Johnson & Johnson 1\n", "United Technologies 0\n", "Walt Disney 1\n", "Name: Shares, dtype: int64\n", "\n", "\n", "Assets\n", "UnitedHealth 90\n", "Amazon 1\n", "Verizon 6\n", "Mcdonald's 3\n", "Name: MIS Shares, dtype: int64\n" ] } ], "source": [ "# converts above shares to a pandas series\n", "alloc_series = pd.Series(alloc, name='Shares')\n", "\n", "# names the series\n", "alloc_series.index.name = 'Assets'\n", "\n", "# resets index, prints assets with the shares we buy\n", "alloc_series.reset_index\n", "print(alloc_series)\n", "\n", "print('\\n')\n", "\n", "# does same as above but for the MIS\n", "mis_alloc_series = pd.Series(mis_alloc, name='MIS Shares')\n", "mis_alloc_series.index.name = 'Assets'\n", "mis_alloc_series.reset_index\n", "print(mis_alloc_series)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "# converts Hedgecraft shares series to a DataFrame\n", "df_alloc = alloc_series.sort_index().to_frame('Shares')\n", "\n", "# converts Hedgecraft MIS shares series to a DataFrame\n", "df_mis_alloc = mis_alloc_series.sort_index().to_frame('MIS Shares')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Efficient Frontier\n", "\n", "Harry Markowitz's 1952 paper [Portfolio Selection](https://www.math.ust.hk/~maykwok/courses/ma362/07F/markowitz_JF.pdf) transformed portfolio management from an art to a science. Markowitz's key insight came from diversification: by combinining uncorrelated assets with different expected returns and volatilities, one can calculate an optimal allocation.\n", "\n", "The main idea is this: if $w$ is the fraction of capital to be allocated to some asset, then the portfolio risk in terms of the covariance matrix $\\Sigma$ is given by $w^{\\top}\\Sigma w$ and its expected returns are given by $w^{\\top}\\mu$. The optimal portfolio can therefore be regarded as a convex optimization problem, and a solution can be found with quadratic programming. Denoting the target returns as $\\mu*$ the optimization problem is mathmeatically expressed as follows:\n", "

\n", "
\\begin{split}\\begin{equation*}\n", "\\begin{aligned}\n", "& \\underset{w}{\\text{minimise}} & & w^T \\Sigma w \\\\\n", "& \\text{subject to} & & w^T\\mu \\geq \\mu^*\\\\\n", "&&& w^T\\mathbf{1} = 1 \\\\\n", "&&& w_i \\geq 0 \\\\\n", "\\end{aligned}\n", "\\end{equation*}\\end{split}
\n", "\n", "Varying the target return yields a different set of weights (i.e., a different portfolio). The set of all the portfolios with optimal weights is referred to as the **efficient frontier**.\n", "\n", "![](https://pyportfolioopt.readthedocs.io/en/latest/_images/efficient_frontier.png)\n", "\n", "Each dot in the above plot represents a different possible portoflio, with darker blue corresponding to better portfolios (in terms of the Sharpe ratio). The dotted black line is the frontier. The triangular markers denote the optimal portfolios subjected to different optimization objectives.\n", "\n", "In the code blocks bellow we use the PyPortfolioOpt library to implement the Efficient Frontier algorithm. Rather than optimizing for a maximum Sharpe ratio, we optimize for a minimum volatility as these portfolios tend to outperform portfolio's with a maximized Sharpe ratio." ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [], "source": [ "# imports a tool to calculate the mean historical return from a \n", "# portfolio optimization package called pypfopt\n", "from pypfopt.expected_returns import mean_historical_return\n", "\n", "# returns the mean historical return of the training data\n", "mu = mean_historical_return(df_train_close_copy)\n", "\n", "# computes the covariance matrix\n", "S = df_train_close_copy.cov()" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'3M': 0.0, 'Altaba': 0.0, 'Amazon': 0.0, 'American Express': 0.0, 'Apple': 0.0, 'Boeing': 0.0, 'Caterpillar': 0.0, 'Chevron': 0.0, 'Cisco Systems': 0.62264, 'Coca-Cola': 0.13036, 'Exxon Mobil': 0.0, 'General Electric': 0.0, 'Goldman Sachs': 0.0, 'Google': 0.0, 'Home Depot': 0.0, 'IBM': 0.0, 'Intel': 0.17268, 'JPMorgan Chase': 0.0, 'Johnson & Johnson': 0.0, \"Mcdonald's\": 0.0, 'Merk': 0.0, 'Microsoft': 0.0, 'Nike': 0.0, 'Pfizer': 0.07431, 'Procter & Gamble': 0.0, 'Travelers': 0.0, 'United Technologies': 0.0, 'UnitedHealth': 0.0, 'Verizon': 0.0, 'Walmart': 0.0, 'Walt Disney': 0.0}\n" ] } ], "source": [ "# imports the efficient frontier model for asset allocation\n", "from pypfopt.efficient_frontier import EfficientFrontier\n", "\n", "# runs the efficient frontier (EF) algo\n", "ef = EfficientFrontier(mu, S)\n", "\n", "# computes portfolio weights subject to minimizing the volatility (portfolio std)\n", "weights_ef = ef.min_volatility()\n", "\n", "# rounds and prints the weights\n", "cleaned_weights = ef.clean_weights()\n", "print(cleaned_weights)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Allocating Shares to the Markowitz Portfolio" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "27 out of 31 tickers were removed\n" ] } ], "source": [ "# returns the number of shares to buy given asset prices, weights, and capital to invest for the EF model\n", "ef_alloc = discrete_allocation.DiscreteAllocation(\n", " weights_ef,\n", " df_buy_in['Buy In: 2014-12-31'], \n", " total_portfolio_value=capital\n", ")" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "ef_alloc = ef_alloc.greedy_portfolio()[0]\n" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# converts EF shares to a pandas series\n", "ef_alloc_series = pd.Series(ef_alloc, name='Shares')\n", "\n", "# names the series\n", "ef_alloc_series.index.name = 'Assets'\n", "\n", "# resets index, prints assets and the shares we buy\n", "ef_alloc_series.reset_index" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Efficient Frontier produces a radically different portfolio than Hedgecraft or its MIS variant." ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "# converts EF shares series to a DataFrame\n", "df_ef_alloc = ef_alloc_series.sort_index().to_frame('Shares')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Portfolio Performance: Hedgecraft vs. Efficient Frontier\n", "\n", "In this section we write production (almost) ready code for portfolio analysis and include our own risk-adjusted returns score. The section looks something like this:\n", "\n", "* We obtain the cumulative returns and returns on investment,\n", "* extract the end of year returns and annual return rates,\n", "* calculate the average annual rate of returns and annualized portfolio standard deviation,\n", "* compute the Sharpe Ratio, \n", "* Maximum Drawdown, \n", "* Returns over Maximum Drawdown, \n", "* and our own unique measure: the Growth-Risk Ratio.\n", "\n", "Finally, we visualize the returns, drawdowns, and returns distribution of each model and analyze the results." ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "# total capital invested in the Hedgecraft portfolio after buying shares\n", "capital = (df_buy_in['Buy In: 2014-12-31']*df_alloc['Shares']).sum()\n", "\n", "# total capital invested in Efficient Frontier portfolio after buying shares\n", "ef_capital = (df_buy_in['Buy In: 2014-12-31']*df_ef_alloc['Shares']).sum()\n", "\n", "# total capital invested in Hedgecraft MIS portfolio after buying shares\n", "mis_capital = (df_mis_buy_in['Buy In: 2014-12-31']*df_mis_alloc['MIS Shares']).sum()\n", "\n", "\n", "# function to compute the cumulative returns of a portfolio\n", "def cumulative_returns(shares_allocation, capital, test_data):\n", " \n", " \"\"\"Returns the cumulative returns of a portfolio.\n", " \n", " Parameters\n", " ----------\n", " shares_allocation: DataFrame\n", " number of shares allocated to each asset in the portfolio\n", " \n", " capital: float\n", " total amount of money invested in the portfolio\n", " \n", " test_data: DataFrame\n", " daily closing prices of portfolio assets\n", " \n", " Returns\n", " -------\n", " cumulative_daily_returns: Series\n", " cumulative daily returns of the portfolio\n", " \n", " \"\"\"\n", " \n", " # list of DataFrames of cumulative returns for each stock\n", " daily_returns = []\n", "\n", " # iterates over every stock in the portfolio\n", " for stock in shares_allocation.index:\n", "\n", " # multiples shares by share prices in the validation dataset\n", " daily_returns.append(shares_allocation.loc[stock].values * test_data[stock])\n", "\n", " # concatenates every DataFrame in the above list to a single DataFrame\n", " daily_returns_df = pd.concat(daily_returns, axis=1).reset_index()\n", "\n", " # sets the index as the date\n", " daily_returns_df.set_index(\"Date\", inplace=True)\n", "\n", " # adds the cumulative returns for every stock\n", " cumulative_daily_returns = daily_returns_df.sum(axis=1)\n", " \n", " # returns the cumulative daily returns of the portfolio\n", " return cumulative_daily_returns\n", " \n", "\n", "\n", "# Hedgecraft cumulative daily returns\n", "total_daily_returns = cumulative_returns(\n", " df_alloc, \n", " capital, \n", " df_validate\n", ").rename('Hedgecraft Cumulative Daily Returns')\n", "\n", "\n", "# Efficient Frontier cumulative daily returns\n", "ef_total_daily_returns = cumulative_returns(\n", " df_ef_alloc, \n", " ef_capital, \n", " df_validate\n", ").rename('EF Cumulative Daily Returns')\n", "\n", "\n", "# Hedgecraft MIS cumulative daily returns\n", "mis_total_daily_returns = cumulative_returns(\n", " df_mis_alloc, \n", " mis_capital, \n", " df_validate\n", ").rename('MIS Cumulative Daily Returns')\n", "\n", "# function to compute daily return on investment (roi)\n", "def portfolio_daily_roi(shares_allocation, capital, test_data):\n", " \n", " \"\"\"Returns the daily return on investment.\n", " \n", " Parameters\n", " ----------\n", " shares_allocation: DataFrame\n", " number of shares allocated to each asset\n", " \n", " capital: float\n", " total amount of money invested in the portfolio\n", " \n", " test_data: DataFrame\n", " daily closing prices of each asset\n", " \n", " Returns\n", " -------\n", " daily_roi: Series\n", " daily return on investment of the portfolio\n", " \n", " \"\"\"\n", " \n", " # computes the cumulative returns\n", " cumulative_daily_returns = cumulative_returns(\n", " shares_allocation, \n", " capital, \n", " test_data\n", " )\n", "\n", " # calculates daily return on investment\n", " daily_roi = cumulative_daily_returns.apply(\n", " lambda returns: ((returns - capital) / capital)*100\n", " )\n", " \n", " # returns the daily return on investment\n", " return daily_roi\n", " \n", "\n", "\n", "# Hedgecraft daily return on investment\n", "daily_roi = portfolio_daily_roi(\n", " df_alloc, \n", " capital, \n", " df_validate\n", ").rename('Hedgecraft Daily Returns')\n", "\n", "\n", "# Efficient Frontier daily return on investment\n", "ef_daily_roi = portfolio_daily_roi(\n", " df_ef_alloc, \n", " ef_capital, \n", " df_validate\n", ").rename('EF Daily Returns')\n", "\n", "\n", "# Hedgecraft MIS daily return on investment\n", "mis_daily_roi = portfolio_daily_roi(\n", " df_mis_alloc, \n", " mis_capital, \n", " df_validate\n", ").rename('MIS Daily Returns')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# End of Year Returns" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [], "source": [ "# imports datetime manipluation library\n", "from datetime import datetime\n", "\n", "# function to extract the end of year returns\n", "def end_of_year_returns(model_roi, return_type, start, end):\n", " \n", " \"\"\"Returns the end of year returns of a portfolio.\n", " \n", " Parameters\n", " ----------\n", " model_roi: Series\n", " portoflio returns on investment\n", " \n", " return_type: string\n", " 'returns': returns roi\n", " 'returns_rate': returns rate of returns\n", " \n", " start: int\n", " starting year to extract last trading day from\n", " \n", " end: int\n", " ending year to extract last trading day from\n", " \n", " Returns\n", " -------\n", " end_of_year_returns: dictionary\n", " each year's returns or rate of returns\n", " \n", " \"\"\"\n", " \n", " # converts index of datetimes to a list of strings\n", " dates = model_roi.index.astype('str').tolist()\n", " \n", " # list comprehension of a string of dates between the \n", " # start and end dates\n", " years = [str(x) for x in range(start, end + 1)]\n", " \n", " # generates an empty list of lists for each year\n", " end_year_dates = [[] for _ in range(len(years))]\n", " \n", " # iterates over every date in the roi series\n", " for date in dates:\n", " \n", " # iterates over every year in the years list\n", " for year in years:\n", " \n", " # iterates over every year in each date\n", " if year in date:\n", " \n", " # converts each date string to a datime object\n", " datetime_object = datetime.strptime(date, '%Y-%m-%d')\n", " \n", " # appends each date to its corresponding year in the years list\n", " (end_year_dates[years.index(year)]\n", " .append(datetime.strftime(datetime_object, '%Y-%m-%d')))\n", " \n", " # finds the last date in each year\n", " end_year_dates = [max(x) for x in end_year_dates]\n", " \n", " # gets the rounded end of year returns\n", " returns = [round(model_roi[date], 1) for date in end_year_dates]\n", " \n", " # shifts the returns list by 1 and appends 0 to the beginning of the list\n", " return_rates = [0] + returns[:len(returns)-1]\n", " \"\"\"Example: [a, b, c] -> [0, a, b]\"\"\"\n", " \n", " # converts returns list to an array\n", " returns_arr = np.array(returns)\n", " \n", " # converts the return_rates list to an array\n", " return_rates_arr = np.array(return_rates)\n", " \n", " # calculates the rounded rate of returns \n", " return_rates = [round(x, 1) for x in list(returns_arr - return_rates_arr)]\n", " \"\"\"Example: [a, b, c] - [0, a, b] = [a, b-a, c-b]\"\"\"\n", " \n", " # dictionary with the years as keys and returns as values\n", " returns = dict(zip(years, returns))\n", " \n", " # dictionary with the years as keys and return rates as values\n", " return_rates = dict(zip(years, return_rates))\n", " \n", " if return_type == 'returns':\n", " return returns\n", " \n", " if return_type == 'return_rates':\n", " return return_rates\n", " \n", "\n", "# Hedgecraft annual return rates \n", "returns_dict = end_of_year_returns(\n", " daily_roi, \n", " 'return_rates', \n", " 2015, \n", " 2017\n", ")\n", "\n", "# Efficient Frontier annual return rates\n", "ef_returns_dict = end_of_year_returns(\n", " ef_daily_roi, \n", " 'return_rates', \n", " 2015, \n", " 2017\n", ")\n", "\n", "# Hedgecraft MIS annual return rates\n", "mis_returns_dict = end_of_year_returns(\n", " mis_daily_roi, \n", " 'return_rates', \n", " 2015, \n", " 2017\n", ")\n", "\n", "# Hedgecraft annual returns\n", "tot_returns_dict = end_of_year_returns(\n", " daily_roi, \n", " 'returns', \n", " 2015, \n", " 2017\n", ")\n", "\n", "# Efficient Frontier annual returns\n", "ef_tot_returns_dict = end_of_year_returns(\n", " ef_daily_roi, \n", " 'returns', \n", " 2015, \n", " 2017\n", ")\n", "\n", "# Hedgecraft MIS annual returns\n", "mis_tot_returns_dict = end_of_year_returns(\n", " mis_daily_roi, \n", " 'returns', \n", " 2015, \n", " 2017\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Average Annual Rate of Returns" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "27.42\n", "9.62\n", "38.7\n" ] } ], "source": [ "# function to calculate avg annual portfolio returns\n", "def avg_annual_returns(end_of_year_returns, mstat):\n", " \n", " \"\"\"Returns average annual returns.\n", " \n", " Parameters\n", " ----------\n", " end_of_year_returns: dictionary\n", " annual returns\n", " \n", " mstat: string\n", " 'arithmetic': returns the arithmetic mean\n", " 'geometric': returns the geometric mean\n", " \n", " Returns\n", " -------\n", " average annual returns: float\n", " \n", " \"\"\"\n", " \n", " # imports mean stats\n", " from scipy.stats import mstats\n", " \n", " # converts returns dict to an array (in decimal fmt)\n", " returns_arr = np.array(list(end_of_year_returns.values()))/100\n", " \n", " if mstat == 'geometric':\n", " \n", " # calculates the geometric mean\n", " gmean_returns = (mstats.gmean(1 + returns_arr) - 1)*100\n", " \n", " return round(gmean_returns, 2)\n", " \n", " if mstat == 'arithmetic':\n", " \n", " # calculates the arithmetic mean\n", " mean_returns = np.mean(returns_arr)\n", " \n", " return round(mean_returns, 2)\n", " \n", "\n", "# Hedgecraft avg annual returns \n", "gmean_returns = avg_annual_returns(returns_dict, mstat='geometric')\n", "\n", "# Efficient Frontier avg annual returns\n", "ef_gmean_returns = avg_annual_returns(ef_returns_dict, mstat='geometric')\n", "\n", "# Hedgecraft MIS avg annual returns\n", "mis_gmean_returns = avg_annual_returns(mis_returns_dict, mstat='geometric')\n", "\n", "print(gmean_returns)\n", "print(ef_gmean_returns)\n", "print(mis_gmean_returns)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Annualized Portfolio Standard Deviation\n", "\n", "The annualized standard deviation (a.k.a volatility) measures how far the portfolio's returns vary from the mean, that is, it measures how spread out the data is. It can be readily calculated as:\n", "

\n", "
$\\sigma = \\sqrt{252 \\cdot \\textbf{w}^{\\top}\\mathbf{\\Sigma} \\textbf{w}}$
\n", "\n", "where $252$ is the number of trading days in a year, $\\textbf{w}$ is the vector of portfolio weights, and $\\mathbf{\\Sigma}$ is the covariance matrix." ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "14.58\n", "16.36\n", "18.85\n" ] } ], "source": [ "# function to calculate annualized portoflio standard deviation\n", "def portfolio_std(weights, test_data):\n", " \n", " \"\"\"Returns annualized portfolio volatility.\n", " \n", " Parameters\n", " ----------\n", " weights: dictionary\n", " portfolio weights\n", " \n", " test_data: DataFrame\n", " validation data set\n", " \n", " Returns\n", " -------\n", " portfolio_std_dev: float\n", " annualized portfolio standard deviaion\n", " \n", " \"\"\"\n", " \n", " # computes daily change in returns from 2015-2017\n", " daily_ret_delta = test_data.pct_change()\n", "\n", " # computes the covariance matrix of the above\n", " cov_matrix = daily_ret_delta.cov()\n", "\n", " # initializes weights\n", " weights_list = []\n", "\n", " # iterates over weights dict and appends above list\n", " for key, value in weights.items():\n", " weights_list.append(value)\n", " \n", " # converts weights list to numpy array\n", " weights_arr = np.array(weights_list)\n", "\n", " # calculates the annualized portfolio standard deviation from 2015-2017 in pct format\n", " portfolio_std_dev = np.sqrt(\n", " np.dot(\n", " weights_arr.T, \n", " np.dot(\n", " cov_matrix, \n", " weights_arr\n", " )\n", " )\n", " )*np.sqrt(252)*100\n", " \n", " return round(portfolio_std_dev, 2)\n", "\n", "\n", "# function to calculate annualized portfolio standard deviation with a\n", "# maximum independent set parameter\n", "def mis_portfolio_std(weights, test_data, maximum_independent_set):\n", " \n", " \"\"\"Returns annualized portfolio volatility.\n", " \n", " Parameters\n", " ----------\n", " weights: dictionary\n", " portfolio weights\n", " \n", " test_data: DataFrame\n", " validation data set\n", " \n", " maximum_independent_set: list\n", " largest list of assets such that no two are adjacent \n", " \n", " Returns\n", " -------\n", " portfolio_std_dev: float\n", " annualized portfolio standard deviation\n", " \n", " \"\"\"\n", " \n", " # computes daily change in returns from 2015-2017\n", " daily_ret_delta = test_data[maximum_independent_set].pct_change()\n", "\n", " # computes the covariance matrix\n", " cov_matrix = daily_ret_delta.cov()\n", "\n", " # initializes weights list\n", " weights_list = []\n", "\n", " # iterates over weights dict and appends above list\n", " for key, value in weights.items():\n", " weights_list.append(value)\n", "\n", " # converts weights list to numpy array\n", " weights_arr = np.array(weights_list)\n", "\n", " # calculates portfolio standard deviation from 2015-2017\n", " portfolio_std_dev = np.sqrt(\n", " np.dot(\n", " weights_arr.T, \n", " np.dot(\n", " cov_matrix, \n", " weights_arr\n", " )\n", " )\n", " )*np.sqrt(252)*100\n", " \n", " return round(portfolio_std_dev, 2)\n", " \n", "\n", "# Hedgecraft annualized volatility\n", "portfolio_std_dev = portfolio_std(\n", " weights=weights, \n", " test_data=df_validate\n", ")\n", "\n", "# Efficient Frontier annualized volatility\n", "ef_portfolio_std_dev = portfolio_std(\n", " weights=weights_ef, \n", " test_data=df_validate\n", ")\n", "\n", "# Hedgecraft MIS annualized volatility\n", "mis_portfolio_std_dev = mis_portfolio_std(\n", " weights=mis_weights, \n", " test_data=df_validate,\n", " maximum_independent_set=max_ind_set\n", ")\n", "\n", "print(portfolio_std_dev)\n", "print(ef_portfolio_std_dev)\n", "print(mis_portfolio_std_dev)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Annualized Sharpe Ratio\n", "\n", "The Sharpe ratio is one of the most popular measures of risk-adjusted returns. It measures the excess of mean returns per unit deviation of the returns. The annualized Sharpe Ratio is given by,\n", "

\n", "
$ S = \\dfrac{\\bar{R} - \\bar{R}_{f}}{\\sigma} $
\n", "\n", "where $\\bar{R}$ is the average annual rate of returns, $\\bar{R}_{f}$ is the average risk-free rate for the duration of the investment (usually taken as the 10-year treasurey rate), and $\\sigma$ is the annualized standard deviation. A Sharpe ratio greater than one usually signifies a portfolio of superior performance as opposed to a portfolio with a Sharpe ratio less than one. In general, a portfolio with a larger Sharpe ratio will outperform one with a smaller ratio. A snazzy article summarizing the use of the Sharpe ratio is given [here](https://www.investopedia.com/terms/s/sharperatio.asp)." ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.74\n", "0.47\n", "1.95\n" ] } ], "source": [ "# function to compute the Sharpe ratio\n", "def portfolio_sharpe_ratio(avg_annual_returns, portfolio_std, risk_free_rate):\n", " \n", " \"\"\"Returns Sharpe ratio.\n", " \n", " Parameters\n", " ----------\n", " avg_annual_returns: float\n", " portoflio avg annual returns\n", " \n", " portfolio_std: float\n", " annualized portfolio volatility\n", " \n", " risk_free_rate: float\n", " usually taken as the avg 10-year treasury rate over investment period\n", " \n", " Returns\n", " -------\n", " portfolio_std_dev: float\n", " annualized portfolio standard deviaion\n", " \n", " \"\"\"\n", " \n", " # calculates the Sharpe ratio\n", " sharpe_ratio = (avg_annual_returns - risk_free_rate) / portfolio_std\n", " \n", " return round(sharpe_ratio, 2)\n", "\n", "# Sharpe ratio of the Hedgecraft portfolio\n", "## we use a 2% risk free rate\n", "sharpe_ratio = portfolio_sharpe_ratio(\n", " gmean_returns, \n", " portfolio_std_dev, \n", " 2\n", ")\n", "\n", "# Sharpe ratio of the Markowitz portfolio\n", "ef_sharpe_ratio = portfolio_sharpe_ratio(\n", " ef_gmean_returns, \n", " ef_portfolio_std_dev, \n", " 2\n", ")\n", "\n", "# Sharpe ratio of the Hedgecraft MIS portfolio\n", "mis_sharpe_ratio = portfolio_sharpe_ratio(\n", " mis_gmean_returns, \n", " mis_portfolio_std_dev, \n", " 2\n", ")\n", "\n", "print(sharpe_ratio)\n", "print(ef_sharpe_ratio)\n", "print(mis_sharpe_ratio)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Drawdown Statistics\n", "\n", "The drawdown is the extent to which the portfolio's cumulative returns falls below its historical maximum. Put plainly, it's the net loss since the previous peak. The drawdown can also be interpreted as the rate at which the portfolio shrinks and is commonly thought of as a measure of downside risk, that is, the risk associated with losses. The *drawdown duration* or 'time under water' is the length of peak-to-peak periods, or the time required for the portfolio to recoup its losses. As such, smaller drawdown durations enable a portfolio's growth to outpace its losses. Formally, the drawdown is defined in two steps: first, we find the rolling maximum up to time $t$,\n", "

\n", "\n", "
$M_{t} = \\text{max}_{u \\in [0, t]} \\ R_{u}$
\n", "\n", "where $R_{t}$ is cumulative returns up to time $t$. The **drawdown** up to time $t$ (as a percentage) is then,\n", "

\n", "\n", "
$DD_{t} = \\dfrac{R_{t}}{M_{t}} - 1.$
\n", "\n", "The **maximum drawdown** is thus the largest drop in cumulative returns from its rolling maximum over a given time frame:\n", "

\n", "\n", "
$MDD_{t} = \\text{min}_{u \\in [0, t]} \\ DD_{u}.$
\n", "\n", "Below we write code that returns the daily rolling maximum (```daily_rolling_max```) in a 252-day window. That is, we take $u \\in [t_{i}, t_{f}]$ where $t_{i}$ and $t_{f}$ denote the beginning and end of each trading year, respectively. Then we compute the drawdown (```daily_rolling_drawdown```), the maximum drawdown (```max_daily_rolling_drawdown```), and the lifetime maximum drawdown (```lifetime_max_drawdown```) for each portfolio. For more information see [Vercer, 2006](http://www.stat.columbia.edu/~vecer/maxdrawdown2.pdf)." ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "# function to compute the 252-day daily rolling maximum \n", "def daily_rolling_max(cumulative_returns, window=252, min_periods=1):\n", " \n", " \"\"\"Returns the daily running 252-day maximum.\n", " \n", " Parameters\n", " ----------\n", " cumulative_returns: Series\n", " portoflio's cumulative returns\n", " \n", " window: int, default 252\n", " size of the moving window.\n", " \n", " min_periods: int\n", " minimum number of observations in window required to have a value\n", " \n", " Returns\n", " -------\n", " daily_rolling_max: Series\n", " \n", " \"\"\"\n", " \n", " return cumulative_returns.rolling(\n", " window=window, \n", " min_periods=min_periods\n", " ).max()\n", "\n", "\n", "# function to compute the 252-day rolling drawdown\n", "def daily_rolling_drawdown(cumulative_returns, rolling_max):\n", " \n", " \"\"\"Returns the daily running 252-day drawdown.\n", " \n", " Parameters\n", " ----------\n", " cumulative_returns: Series\n", " portoflio's cumulative returns\n", " \n", " rolling_max: Series\n", " rolling 252-day maximum\n", " \n", " Returns\n", " -------\n", " daily_rolling_drawdown: Series\n", " \n", " \"\"\"\n", " \n", " return (cumulative_returns / rolling_max) - 1\n", "\n", "\n", "# function to compute the 252-day maximum daily drawdown\n", "def max_daily_rolling_drawdown(daily_drawdown, window=252, min_periods=1):\n", " \n", " \"\"\"Returns the daily running 252-day maximum daily drawdown.\n", " \n", " Parameters\n", " ----------\n", " daily_drawdown: Series\n", " daily rolling 252-day drawdown\n", " \n", " window: int, default 252\n", " size of the moving window.\n", " \n", " min_periods: int\n", " minimum number of observations in window required to have a value\n", " \n", " Returns\n", " -------\n", " max_daily_rolling_drawdown: Series\n", " \n", " \"\"\"\n", " \n", " return daily_drawdown.rolling(\n", " window=window, \n", " min_periods=min_periods\n", " ).min()\n", "\n", "\n", "# function to compute the lifetime maximum drawdown\n", "def lifetime_max_drawdown(daily_drawdown):\n", " \n", " \"\"\"Returns the lifetime maximum drawdown.\n", " \n", " Parameters\n", " ----------\n", " daily_drawdown: Series\n", " daily rolling 252-day drawdown\n", " \n", " Returns\n", " -------\n", " lifetime_max_drawdown: float\n", " largest amount of money lost\n", " \n", " \"\"\"\n", " \n", " return round(daily_drawdown.min()*100, 2)\n", "\n", "\n", "# Hedgecraft 252-day daily rolling maximum, 252-day daily rollng drawdown,\n", "# 252-day daily rolling maximum drawdown, and lifetime max drawdown\n", "roll_max = daily_rolling_max(total_daily_returns)\n", "daily_drawdown = daily_rolling_drawdown(\n", " total_daily_returns, \n", " roll_max\n", ")\n", "max_daily_drawdown = max_daily_rolling_drawdown(daily_drawdown)\n", "max_drawdown = lifetime_max_drawdown(daily_drawdown)\n", "\n", "# Efficient Frontier 252-day daily rolling maximum, 252-day daily rollng drawdown,\n", "# 252-day daily rolling maximum drawdown, and lifetime max drawdown\n", "ef_roll_max = daily_rolling_max(ef_total_daily_returns)\n", "ef_daily_drawdown = daily_rolling_drawdown(\n", " ef_total_daily_returns, \n", " ef_roll_max\n", ")\n", "ef_max_daily_drawdown = max_daily_rolling_drawdown(ef_daily_drawdown)\n", "ef_max_drawdown = lifetime_max_drawdown(ef_daily_drawdown)\n", "\n", "# Hedgecraft MIS 252-day daily rolling maximum, 252-day daily rollng drawdown,\n", "# 252-day daily rolling maximum drawdown, and lifetime max drawdown\n", "mis_roll_max = daily_rolling_max(mis_total_daily_returns)\n", "mis_daily_drawdown = daily_rolling_drawdown(\n", " mis_total_daily_returns, \n", " mis_roll_max\n", ")\n", "mis_max_daily_drawdown = max_daily_rolling_drawdown(mis_daily_drawdown)\n", "mis_max_drawdown = lifetime_max_drawdown(mis_daily_drawdown)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Return Over Maximum Drawdown (Risk-Return-Ratio)\n", "\n", "Deviation-based performance measures (like the Sharpe Ratio) implicity assume the distribution of returns follows a normal distribution. There's a growing a consensus the returns of hedge funds are not normal. As such, the Return Over Maximum Drawdown (RoMaD) has become a popular risk-adjusted return metric for hedge funds. The metric attempts to answer the following question: is the invester willing to accept an occasional drawdown of $X\\%$ in order to generate a return on investment of $Y\\%$? Mathematically, we express the risk-return-ratio as follows,\n", "

\n", "
$RRR = \\dfrac{R_{t}}{|MDD_{t}|}$
\n", "\n", "where $R_{t}$ is the return on investment at time $t$ and $|MDD_{t}|$ is the absolute value of the maximum drawdown over some specified time interval. Usually, $R_{t}$ is taken as either the return on investment to-date or the average annual return, while $MDD_{t}$ is taken over the entire history of the portfolio, i.e., it's the lifetime maximum drawdown. We take $R_{t}$ as the former. There are numerous variations of the metric, including the Calmar and Sterling ratio. In practice, portfolio managers aim to observe a risk-return-ratio of at least two or more. We provide the risk-return-ratio in the code block below. For more information see this [article](https://www.investopedia.com/terms/r/return-over-maximum-drawdown-romad.asp) and [Johnsson, 2010](http://www.richardcbjohnsson.com/wp-content/uploads/risk_return_ratio.pdf)." ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "6.95\n", "1.5\n", "9.75\n" ] } ], "source": [ "# calculates returns over lifetime maximum drawdown\n", "def returns_over_max_drawdown(tot_returns_dict, year, lifetime_maximum_drawdown):\n", " \n", " \"\"\"Returns the lifetime maximum drawdown.\n", " \n", " Parameters\n", " ----------\n", " tot_returns_dict: dictionary\n", " cumulative annual portfolio returns\n", " \n", " year: int\n", " \n", " lifetime_maximum_drawdown: float\n", " largest amount of money lost\n", " \n", " Returns\n", " -------\n", " returns_over_max_drawdown: float\n", " cumulative returns divded by largest sum of money lost\n", " \n", " \"\"\"\n", " \n", " return round(tot_returns_dict[year] / abs(lifetime_maximum_drawdown), 2)\n", "\n", "\n", "# Hedgecraft risk-return ratio\n", "risk_return_ratio = returns_over_max_drawdown(\n", " tot_returns_dict, \n", " '2017', \n", " max_drawdown\n", ")\n", "\n", "# Efficient Frontier risk-return ratio\n", "ef_risk_return_ratio = returns_over_max_drawdown(\n", " ef_tot_returns_dict, \n", " '2017', \n", " ef_max_drawdown\n", ")\n", "\n", "# Hedgecraft MIS risk-return ratio\n", "mis_risk_return_ratio = returns_over_max_drawdown(\n", " mis_tot_returns_dict, \n", " '2017', \n", " mis_max_drawdown\n", ")\n", "\n", "print(risk_return_ratio)\n", "print(ef_risk_return_ratio)\n", "print(mis_risk_return_ratio)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Growth-Risk-Ratio\n", "\n", "We are now in position to define our own risk-adjusted performance metric to evaluate and compare the Hedgecrafted and Markowitz portfolios. Like the risk-return-ratio, we aim to define a metric of downside-risk-adjusted returns that answers the following question: At what rate does the portfolio's growth outpace the frequency and magnitude of its largest losses? That is, how consistent is its rate of growth? To this end, let's define the growth-risk-ratio as,\n", "

\n", "
$\\text{GRR} = \\dfrac{\\overline{R}}{|\\overline{MDD_{t}}|}$
\n", "\n", "where $\\overline{R}$ is the average annual rate of returns and $\\overline{MDD_{t}}$ is the average 252-day rolling maximum drawdown. The growth-risk-ratio is similiar to the Sterling ratio which is defined as the average annual rate of returns divided by the average annual maximum drawdown. Here $MDD_{t}$ replaces the denominator of the Sterling ratio, giving a more fine-grained account of the portfolio's losses by tracking the dynamic behavior of the maximum drawdowns. If GRR < 1 the portfolio is at risk of losing all or most of its growth, whereas a GRR > 1 indicates the portfolio's growth outpaces the frequency and magnitude of its maximum drawdowns. The larger the value of GRR the more consistent the more consistent the growth rate. In what's to follow, we provide code for the growth-risk-ratio, collect the results of each metric, and discuss the performance of each portfolio." ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3.33\n", "0.69\n", "4.32\n" ] } ], "source": [ "# function to calculate the growth-risk ratio\n", "def portfolio_growth_risk(avg_annual_returns, max_daily_rolling_drawdown):\n", " \n", " \"\"\"Returns the growth-risk ratio.\n", "\n", " Parameters\n", " ----------\n", " avg_annual_returns: float\n", " average annual returns\n", "\n", " max_daily_rolling_drawdown: Series\n", " 252-day rolling maximum daily drawdown\n", "\n", " Returns\n", " -------\n", " portfolio_growth_risk: float\n", " average annual returns divided by average rolling max daily drawdown\n", "\n", " \"\"\"\n", " \n", " return round(avg_annual_returns / abs(max_daily_rolling_drawdown.mean()*100), 2)\n", "\n", "# growth-risk ratios for each model\n", "growth_risk_ratio = portfolio_growth_risk(gmean_returns, max_daily_drawdown)\n", "ef_growth_risk_ratio = portfolio_growth_risk(ef_gmean_returns, ef_max_daily_drawdown)\n", "mis_growth_risk_ratio = portfolio_growth_risk(mis_gmean_returns, mis_max_daily_drawdown)\n", "\n", "print(growth_risk_ratio)\n", "print(ef_growth_risk_ratio)\n", "print(mis_growth_risk_ratio)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Collecting the Results\n", "\n", "It's the moment of truth: How well did Hedgecraft spar with the Efficient Frontier? Scroll down to find out!" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [], "source": [ "def collect_results(model):\n", " \n", " if model == 'hedgecraft':\n", " \n", " collection = [[], [], []]\n", " \n", " collection[0].append([str(x) + '%' for x in list(returns_dict.values())])\n", " collection[1].append([str(x) + '%' for x in list(tot_returns_dict.values())])\n", " collection[2].append([str(x) + '%' for x in [gmean_returns, portfolio_std_dev, max_drawdown]])\n", " collection[2].append([sharpe_ratio, risk_return_ratio, growth_risk_ratio])\n", " \n", " return collection\n", " \n", " if model == 'efficient_frontier':\n", " \n", " collection = [[], [], []]\n", " \n", " collection[0].append([str(x) + '%' for x in list(ef_returns_dict.values())])\n", " collection[1].append([str(x) + '%' for x in list(ef_tot_returns_dict.values())])\n", " \n", " collection[2].append([str(x) + '%' for x in [\n", " ef_gmean_returns, \n", " ef_portfolio_std_dev, \n", " ef_max_drawdown]\n", " ]\n", " )\n", " \n", " collection[2].append([ef_sharpe_ratio, ef_risk_return_ratio, ef_growth_risk_ratio])\n", " \n", " return collection\n", " \n", " if model == 'hedgecraft_mis':\n", " \n", " collection = [[], [], []]\n", " \n", " collection[0].append([str(x) + '%' for x in list(mis_returns_dict.values())])\n", " collection[1].append([str(x) + '%' for x in list(mis_tot_returns_dict.values())])\n", " \n", " collection[2].append([str(x) + '%' for x in [\n", " mis_gmean_returns, \n", " mis_portfolio_std_dev, \n", " mis_max_drawdown]\n", " ]\n", " )\n", " \n", " collection[2].append([mis_sharpe_ratio, mis_risk_return_ratio, mis_growth_risk_ratio])\n", " \n", " return collection\n", " \n", "yearly_return_rates = collect_results(model = 'hedgecraft')[0][0]\n", "yearly_returns = collect_results(model='hedgecraft')[1][0]\n", "\n", "summary_stats = (collect_results(model='hedgecraft')[2][0] \n", " + collect_results(model='hedgecraft')[2][1])\n", "\n", "ef_yearly_return_rates = collect_results(model = 'efficient_frontier')[0][0]\n", "ef_yearly_returns = collect_results(model='efficient_frontier')[1][0]\n", "ef_summary_stats = (collect_results(model='efficient_frontier')[2][0] \n", " + collect_results(model='efficient_frontier')[2][1])\n", "\n", "mis_yearly_return_rates = collect_results(model = 'hedgecraft_mis')[0][0]\n", "mis_yearly_returns = collect_results(model='hedgecraft_mis')[1][0]\n", "mis_summary_stats = (collect_results(model='hedgecraft_mis')[2][0] \n", " + collect_results(model='hedgecraft_mis')[2][1])\n", "\n", "dow_yearly_return_rates=[0.10, 16.28, 27.97]\n", "dow_yearly_return_rates=[str(x) + '%' for x in dow_yearly_return_rates]\n", "sp500_yearly_return_rates=[-0.73, 9.54, 19.42]\n", "sp500_yearly_return_rates=[str(x) + '%' for x in sp500_yearly_return_rates]\n" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "# dictionary summary of model performances\n", "returns_summary = {\n", " 'Hedgecraft Returns': yearly_returns,\n", " 'Hedgecraft MIS Returns': mis_yearly_returns,\n", " 'Efficient Frontier Returns': ef_yearly_returns,\n", " 'Dow Return Rates': dow_yearly_return_rates,\n", " 'S&P500 Return Rates': sp500_yearly_return_rates,\n", " 'Hedgecraft Return Rates': yearly_return_rates,\n", " 'Hedgecraft MIS Return Rates': mis_yearly_return_rates, \n", " 'Efficient Frontier Return Rates': ef_yearly_return_rates,\n", "}\n", "\n", "# converts above dict to a DataFrame\n", "returns_summary = pd.DataFrame.from_dict(returns_summary)\n", "\n", "# relabels indices as years\n", "returns_summary = returns_summary.rename(index={0:'2015', 1:'2016', 2:'2017'});\n", "\n", "# dictionary of stats\n", "backtest_stats = {\n", " 'Hedgecraft': summary_stats, \n", " 'Hedgecraft MIS': mis_summary_stats, \n", " 'Efficient Frontier': ef_summary_stats\n", "}\n", "\n", "# converts above dict to DataFrame\n", "backtest_stats = pd.DataFrame.from_dict(backtest_stats)\n", "\n", "# renames the indices\n", "backtest_stats = backtest_stats.rename(index={\n", " 0:'Avg Annual Rate of Returns', \n", " 1:'Annual Volatility',\n", " 2:'Maximum Drawdown',\n", " 3:'Annualized Sharpe Ratio',\n", " 4:'Returns Over Maximum Drawdown',\n", " 5:'Growth-Risk Ratio'\n", " }\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualizing the Returns" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# imports matplotlib submodule to aesthetically place date ticks\n", "from matplotlib.dates import AutoDateFormatter, AutoDateLocator\n", "\n", "# returns Hedgecraft 50 day moving avg\n", "rolling_50d_avg = (daily_roi.rename('Hedgecraft 50 day Rolling Avg')\n", " .rolling(50)\n", " .mean()\n", ")\n", "\n", "# returns Efficient Frontier 50 day moving avg\n", "ef_rolling_50d_avg = (ef_daily_roi.rename('EF 50 day Rolling Avg')\n", " .rolling(50)\n", " .mean()\n", ")\n", "\n", "# returns Hedgecraft MIS 50 day moving avg\n", "mis_rolling_50d_avg = (mis_daily_roi.rename('MIS 50 day Rolling Avg')\n", " .rolling(50)\n", " .mean()\n", ")\n", "\n", "with sns.axes_style('whitegrid'):\n", " # initializes figure and axis\n", " fig = plt.figure(figsize=(12,8))\n", " ax = fig.add_subplot(111)\n", "\n", " # gets xtick postions for datetime objects, set minimum number of xticks to 3\n", " xtick_locator = AutoDateLocator(minticks=3)\n", "\n", " # aesthetically formats xticks\n", " xtick_formatter = AutoDateFormatter(xtick_locator)\n", "\n", "\n", " # returns pretty seaborn plot of hedgecraft returns and its 50 day rolling avg\n", " daily_roi.plot(color='royalblue', alpha=0.8)\n", " rolling_50d_avg.plot(color='blue', ls='dashed')\n", "\n", " # returns pretty seaborn plot of EF returns and its 50 day rolling avg\n", " ef_daily_roi.plot(color='darksalmon', alpha=0.8)\n", " ef_rolling_50d_avg.plot(color='red', ls='dashed')\n", "\n", " # returns pretty seaborn plot of hedgecraft MIS returns and its 50 day rolling avg\n", " mis_daily_roi.plot(color='seagreen', alpha=0.8)\n", " mis_rolling_50d_avg.plot(color='green', ls='dashed')\n", "\n", " # renders xticks, sets ylabel, and turns legend on\n", " ax.xaxis.set_major_locator(xtick_locator)\n", " ax.xaxis.set_major_formatter(xtick_formatter)\n", " ax.set_title('Model Performance (2015-2018)')\n", " ax.set_ylabel('Returns')\n", " ax.legend()\n", "\n", " # gets ytick labels and converts to pct format\n", " vals = ax.get_yticks()\n", " ax.set_yticklabels(['{:.0f}%'.format(x) for x in vals])\n", "\n", " # draws a horizontal line at 0, turns grid on\n", " plt.axhline(0, color='black');\n", " plt.tick_params(left=False, bottom=False)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pictured above are the daily returns for Hedgecraft MIS (solid green curve), Hedgecraft (solid blue curve), and the Efficient Frontier portfolio (solid red curve) from 2015 to 2018. The color-coded dashed curves represent the 50 day rolling averages of the respective portfolios. Several observations pop: (1) Hedgecraft MIS significantly outperformed Hedgecraft **751 out of 756** trading days, (2) Hedgecraft substantially outperformed the Efficient Frontier **752 out of 756** trading days, (3) Hedgecraft MIS grew $119.1\\%$ larger, falling below $0\\%$ returns $4$ out of $756$ trading days, (4) Hedgecraft grew $85.4\\%$ larger, falling below $0\\%$ returns $12$ out of $756$ trading days, and (5) the Efficient Frontier grew $30.5\\%$ larger while experiencing negative returns $255$ out of $756$ trading days. Next, let's observe the annual returns for each portfolio and compare them with the market." ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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Hedgecraft ReturnsHedgecraft MIS ReturnsEfficient Frontier ReturnsDow Return RatesS&P500 Return RatesHedgecraft Return RatesHedgecraft MIS Return RatesEfficient Frontier Return Rates
20159.8%19.3%-1.8%0.1%-0.73%9.8%19.3%-1.8%
201635.5%58.9%5.5%16.28%9.54%25.7%39.6%7.3%
201785.4%119.1%30.5%27.97%19.42%49.9%60.2%25.0%
\n", "
" ], "text/plain": [ " Hedgecraft Returns Hedgecraft MIS Returns Efficient Frontier Returns \\\n", "2015 9.8% 19.3% -1.8% \n", "2016 35.5% 58.9% 5.5% \n", "2017 85.4% 119.1% 30.5% \n", "\n", " Dow Return Rates S&P500 Return Rates Hedgecraft Return Rates \\\n", "2015 0.1% -0.73% 9.8% \n", "2016 16.28% 9.54% 25.7% \n", "2017 27.97% 19.42% 49.9% \n", "\n", " Hedgecraft MIS Return Rates Efficient Frontier Return Rates \n", "2015 19.3% -1.8% \n", "2016 39.6% 7.3% \n", "2017 60.2% 25.0% " ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "returns_summary" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In comparison, the Dow had a 0.10%, 16.28%, and 27.97% annual return rate in 2015, 2016, and 2017, respectively. The S&P500 had a -0.73%, 9.54%, and 19.42% annual return rate in the same respective years. **Hedgecraft and Hedgecraft MIS substantially outperformed both the market and the Efficient Frontier.** Both Hedgecraft portfolios grew at an impressive rate. Hedgecraft MIS grew 33.7% larger than Hedgecraft and 88.7% larger than the Efficient Frontier, while Hedgecraft grew 54.9% larger than the Efficient Frontier. What's more, Hedgecraft MIS's return rates consistently increased about 20% every year, whereas the return rates of Hedgecraft and the Efficient Frontier were less consistent. Hedgecraft MIS clearly has the most consistent rate of growth. We'd expect this rapid growth to be accompanied with a large burden of risk---either manifested as a large degree of volatility, steep and frequent maximum drawdowns, or both. As we explore below, the Hedgecraft portfolios' sustained their growth rates with significantly less risk exposure than the Efficient Frontier." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualizing Drawdowns" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# imports tool to build legends\n", "import matplotlib.patches as mpatches\n", "\n", "with sns.axes_style('whitegrid'):\n", " # initializes figure and axis\n", " fig = plt.figure(figsize=(15,8))\n", " ax = fig.add_subplot(111)\n", "\n", " # gets xtick postions for datetime objects, set minimum number of xticks to 3\n", " xtick_locator = AutoDateLocator(minticks=3)\n", "\n", " # aesthetically formats xticks\n", " xtick_formatter = AutoDateFormatter(xtick_locator)\n", "\n", " ef_daily_drawdown.plot.area(ax=ax, linewidth=0, alpha=0.5, color='darksalmon')\n", " ef_max_daily_drawdown.plot(color='darksalmon')\n", "\n", " daily_drawdown.plot.area(ax=ax, linewidth=0, alpha=0.5, color='royalblue')\n", " max_daily_drawdown.plot(color='royalblue')\n", "\n", " mis_daily_drawdown.plot.area(ax=ax, linewidth=0, alpha=0.5, color='seagreen')\n", " mis_max_daily_drawdown.plot(color='seagreen')\n", "\n", " # renders xticks, sets ylabel, and turns legend on\n", " ax.xaxis.set_major_locator(xtick_locator)\n", " ax.xaxis.set_major_formatter(xtick_formatter)\n", " \n", " ax.set_ylabel('Returns')\n", " \n", " # sets legend patches color and labels\n", " ef_patch = mpatches.Patch(color='darksalmon', label='Efficient Frontier', alpha=0.5)\n", " patch = mpatches.Patch(color='royalblue', label='Hedgecraft', alpha=0.5)\n", " mis_patch = mpatches.Patch(color='seagreen', label='Hedgecraft MIS', alpha=0.5)\n", " \n", " # turns legend on with patches\n", " plt.legend(handles=[ef_patch, patch, mis_patch])\n", "\n", " plt.tick_params(left=False, bottom=False)\n", " plt.title('Daily Running 252-day Drawdown (2015-2018)')\n", "\n", " # gets ytick labels and converts to pct format\n", " vals = ax.get_yticks()\n", " ax.set_yticklabels([str(round(x*100,2)) + '%' for x in vals])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Illustrated above is the daily rolling 252-day drawdown for Hedgecraft MIS (filled sea green curve), Hedgecraft (filled royal blue curve), and the Efficient Frontier (filled dark salmon curve) along with the respective rolling maximum drawdowns (solid curves). Several observations stick out: (1) the Hedgecraft portfolios have significantly smaller drawdowns than the portfolio generated from the Efficient Frontier, (2) both Hedgecraft portfolios have roughly the same maximum drawdown (about 12.3%), (3) Hedgecraft on average lost the least amount of returns, and (4) Hedgecraft's rolling maximum drawdowns are, on average, less pronounced than Hedgecraft MIS. These results suggest the communicability betweeness centrality has predictive power as a measure of relative or intraportfolio risk, and more generally, that network-based portfolio construction is a promosing alternative to the more traditional approaches like MPT. \n", "\n", "Next, let's observe how each portfolio performed with the metrics we discussed earlier." ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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HedgecraftHedgecraft MISEfficient Frontier
Avg Annual Rate of Returns27.42%38.7%9.62%
Annual Volatility14.58%18.85%16.36%
Maximum Drawdown-12.29%-12.22%-20.32%
Annualized Sharpe Ratio1.741.950.47
Returns Over Maximum Drawdown6.959.751.5
Growth-Risk Ratio3.334.320.69
\n", "
" ], "text/plain": [ " Hedgecraft Hedgecraft MIS Efficient Frontier\n", "Avg Annual Rate of Returns 27.42% 38.7% 9.62%\n", "Annual Volatility 14.58% 18.85% 16.36%\n", "Maximum Drawdown -12.29% -12.22% -20.32%\n", "Annualized Sharpe Ratio 1.74 1.95 0.47\n", "Returns Over Maximum Drawdown 6.95 9.75 1.5\n", "Growth-Risk Ratio 3.33 4.32 0.69" ] }, "execution_count": 71, "metadata": {}, "output_type": "execute_result" } ], "source": [ "backtest_stats" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hedgecraft and its MIS variant dramatically outperformed the Efficient Froniter on every metric (save Hedgecraft MIS's annual volatility). **These results give credence to the possibility that we are on to something substantial here as we have passed the criteria of our go/no go test**. Outperforming MPT by these margins is no simple feat, but, the real test is whether or not Hedgecraft can consistently beat MPT on many randomly generated portfolios (which is the focus of the second part of the Hedgecraft series). To wrap up this notebook, let's take a look at how the returns for each portfolio are distributed and move to the conclusion of *Hedgecraft Part 1*." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Analyzing the Distribution of Returns" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "# probability of Hedgecraft losing money\n", "prob_lose_money = (daily_roi[daily_roi < 0].shape[0] \n", " / daily_roi.shape[0]\n", ")\n", "\n", "# probability of EF losing money\n", "ef_prob_lose_money = (ef_daily_roi[ef_daily_roi < 0].shape[0] \n", " / ef_daily_roi.shape[0]\n", ")\n", "\n", "# probability of Hedgecraft MIS losing money\n", "mis_prob_lose_money = (mis_daily_roi[mis_daily_roi < 0].shape[0] \n", " / mis_daily_roi.shape[0]\n", ")\n", "\n", "# Hedgecraft rolling 30 day avg\n", "rolling_30d_avg = (daily_roi.rename('Hedgecraft 30 day Rolling Avg')\n", " .rolling(30)\n", " .mean()\n", ")\n", "\n", "# EF rolling 30 day avg\n", "ef_rolling_30d_avg = (ef_daily_roi.rename('EF 30 day Rolling Avg')\n", " .rolling(30)\n", " .mean()\n", ")\n", "\n", "# Hedgecraft MIS rolling 30 day avg\n", "mis_rolling_30d_avg = (mis_daily_roi.rename('MIS 30 day Rolling Avg')\n", " .rolling(30)\n", " .mean()\n", ")\n", "\n", "# Hedgecraft rolling 90 day avg\n", "rolling_90d_avg = (daily_roi.rename('Hedgecraft 90 day Rolling Avg')\n", " .rolling(90)\n", " .mean()\n", ")\n", "\n", "# EF rolling 90 day avg\n", "ef_rolling_90d_avg = (ef_daily_roi.rename('EF 90 day Rolling Avg')\n", " .rolling(90)\n", " .mean()\n", ")\n", "\n", "# Hedgecraft MIS rolling 90 day avg\n", "mis_rolling_90d_avg = (mis_daily_roi.rename('MIS 90 day Rolling Avg')\n", " .rolling(90)\n", " .mean()\n", ")\n", "\n", "# Hedgecraft list of rolling avgs\n", "rolling_avg_list = [rolling_30d_avg, rolling_50d_avg, rolling_90d_avg]\n", "\n", "# EF list of rolling avgs\n", "ef_rolling_avg_list = [ef_rolling_30d_avg, ef_rolling_50d_avg, ef_rolling_90d_avg]\n", "\n", "# Hedgecraft MIS list of rolling avgs\n", "mis_rolling_avg_list = [mis_rolling_30d_avg, mis_rolling_50d_avg, mis_rolling_90d_avg]\n", "\n", "# Hedgecraft probabilities of falling below 30, 50, and 90 day rolling averages\n", "prob_below_rolling_avgs = []\n", "for i in rolling_avg_list:\n", " (prob_below_rolling_avgs.append(daily_roi[daily_roi < i].shape[0] \n", " / daily_roi.shape[0]))\n", "\n", "# Efficient Frontier probabilities of falling below 30, 50, and 90 day rolling averages\n", "ef_prob_below_rolling_avgs = []\n", "for i in ef_rolling_avg_list:\n", " (ef_prob_below_rolling_avgs.append(ef_daily_roi[ef_daily_roi < i].shape[0] \n", " / ef_daily_roi.shape[0]))\n", "\n", "# Hedgecraft MIS probabilities of falling below 30, 50, and 90 day rolling averages\n", "mis_prob_below_rolling_avgs = []\n", "for i in mis_rolling_avg_list:\n", " (mis_prob_below_rolling_avgs.append(mis_daily_roi[mis_daily_roi < i].shape[0] \n", " / mis_daily_roi.shape[0]))\n", "\n", "# worst day for the Hedgecraft model\n", "max_loss = min(daily_roi)\n", "\n", "# worst day for the Efficient Frontier model\n", "ef_max_loss = min(ef_daily_roi)\n", "\n", "# worst day for the Hedgecraft MIS model\n", "mis_max_loss = min(mis_daily_roi)\n", "\n", "# avg amount of money lost by Hedgecraft when returns fell below 0%\n", "mean_loss = daily_roi[daily_roi < 0].mean()\n", "\n", "# avg amount of money lost by EF when returns fell below 0%\n", "ef_mean_loss = ef_daily_roi[ef_daily_roi < 0].mean()\n", "\n", "# avg amount of money lost by Hedgecraft MIS when returns fell below 0%\n", "mis_mean_loss = mis_daily_roi[mis_daily_roi < 0].mean()\n", "\n", "# Hedgecraft distribution of returns statistics\n", "dist_stats = [\n", " prob_lose_money*100, \n", " max_loss, \n", " mean_loss, \n", " prob_below_rolling_avgs[0]*100, \n", " prob_below_rolling_avgs[1]*100, \n", " prob_below_rolling_avgs[2]*100\n", "]\n", "\n", "# rounds above list and annotates with % sign\n", "dist_stats = [str(round(x, 2)) + '%' for x in dist_stats]\n", "\n", "# Ef distribution of returns statistics\n", "ef_dist_stats = [\n", " ef_prob_lose_money*100, \n", " ef_max_loss, ef_mean_loss, \n", " ef_prob_below_rolling_avgs[0]*100,\n", " ef_prob_below_rolling_avgs[1]*100, \n", " ef_prob_below_rolling_avgs[2]*100\n", "]\n", "\n", "# rounds above list and annotates with % sign\n", "ef_dist_stats = [str(round(x, 2)) + '%' for x in ef_dist_stats]\n", "\n", "# Hedgecraft MIS distribution of returns statistics\n", "mis_dist_stats = [\n", " mis_prob_lose_money*100, \n", " mis_max_loss, mis_mean_loss, \n", " mis_prob_below_rolling_avgs[0]*100,\n", " mis_prob_below_rolling_avgs[1]*100, \n", " mis_prob_below_rolling_avgs[2]*100\n", "]\n", "\n", "# rounds above list and annotates with % sign\n", "mis_dist_stats = [str(round(x, 2)) + '%' for x in mis_dist_stats]\n", "\n", "# dictionary of distribution stats\n", "dist_stats_summary = {\n", " 'Hedgecraft': dist_stats, \n", " 'Hedgecraft MIS': mis_dist_stats, \n", " 'Efficient Frontier': ef_dist_stats\n", "}\n", "\n", "# converts above dict to a DataFrame\n", "dist_stats_summary = pd.DataFrame.from_dict(dist_stats_summary)\n", "\n", "# renames the indices\n", "dist_stats_summary = dist_stats_summary.rename(index={\n", " 0:'probability of losing money from initial investement', \n", " 1:'maximum loss',\n", " 2:'mean loss',\n", " 3:'Probability of falling bellow 30 day rolling avg',\n", " 4:'Probability of falling bellow 50 day rolling avg',\n", " 5:'Probability of falling bellow 90 day rolling avg'\n", " }\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Visualizing the Distribution of Returns" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# function to plot many overlaping kde plots\n", "def multi_distplot(rdist1, rdist2, rdist3, kde=True):\n", " \n", " # initializes figure and axis\n", " fig = plt.figure(figsize=(12,5))\n", " ax = fig.add_subplot(111)\n", "\n", " # pretty seaborn kde plots for each model\n", " sns.distplot(rdist1, bins=12, kde=bool)\n", " sns.distplot(rdist2, bins=10, kde=bool)\n", " sns.distplot(rdist3, bins=12, kde=bool)\n", " \n", " # gets xticks\n", " vals1 = ax.get_xticks()\n", " \n", " # reformats xticks to pcts\n", " ax.set_xticklabels(['{:.0f}%'.format(x) for x in vals1])\n", " \n", " # plot labels and title\n", " ax.set_ylabel('Probability')\n", " ax.set_xlabel('Returns')\n", " plt.title('Distribution of Returns')\n", " \n", " # removes spines\n", " sns.despine(top=True, right=True)\n", "\n", " # sets legend patches color and labels\n", " ef_patch = mpatches.Patch(color='darksalmon', label='Efficient Frontier', alpha=0.5)\n", " patch = mpatches.Patch(color='royalblue', label='Hedgecraft', alpha=0.5)\n", " mis_patch = mpatches.Patch(color='seagreen', label='Hedgecraft MIS', alpha=0.5)\n", " \n", " # turns legend on with patches\n", " plt.legend(handles=[ef_patch, patch, mis_patch])\n", " \n", "multi_distplot(rdist1 = daily_roi, rdist2 = ef_daily_roi, rdist3 = mis_daily_roi)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Above are the returns distribution for each portfolio: Efficient Frontier (in red), Hedgecraft (in blue), and Hedgecraft MIS (in green). The Efficient Frontier algorithm clearly produced a portfolio with a normal distribution of returns; the same can't be said of the Hedgecraft portfolios as they're heavily right-skewed. The right-skewness of the Hedgecraft portfolios is caused by their strong upward momentum, that is, their consistent growth. In general, we'd expect a strong correlation between the right-skewness of the returns distribution and the growth-risk-ratio. \n", "\n", "It's important to emphasize that deviation-based measures of risk-adjusted performance implicitly assume the distribution of returns follows a normal distribution. As such, the Sharpe ratio isn't a suitable measure of performance since the standard deviation isn't a suitable measure of risk for the Hedgecraft portfolios." ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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HedgecraftHedgecraft MISEfficient Frontier
probability of losing money from initial investement1.59%0.53%33.77%
maximum loss-2.39%-2.13%-15.99%
mean loss-0.77%-1.39%-4.17%
Probability of falling bellow 30 day rolling avg21.32%25.17%38.41%
Probability of falling bellow 50 day rolling avg16.56%19.07%38.01%
Probability of falling bellow 90 day rolling avg11.79%15.5%35.1%
\n", "
" ], "text/plain": [ " Hedgecraft Hedgecraft MIS \\\n", "probability of losing money from initial invest... 1.59% 0.53% \n", "maximum loss -2.39% -2.13% \n", "mean loss -0.77% -1.39% \n", "Probability of falling bellow 30 day rolling avg 21.32% 25.17% \n", "Probability of falling bellow 50 day rolling avg 16.56% 19.07% \n", "Probability of falling bellow 90 day rolling avg 11.79% 15.5% \n", "\n", " Efficient Frontier \n", "probability of losing money from initial invest... 33.77% \n", "maximum loss -15.99% \n", "mean loss -4.17% \n", "Probability of falling bellow 30 day rolling avg 38.41% \n", "Probability of falling bellow 50 day rolling avg 38.01% \n", "Probability of falling bellow 90 day rolling avg 35.1% " ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dist_stats_summary" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "While Hedgecraft had less pronounced maximum drawdowns it was more frequenty bellow 0% returns (1.59% of the time) than its MIS variant (0.53% of the time). These values dwarf that of the Efficient Frontier, which painfully experienced negative returns a third of the time. It's interesting to note that the maximum loss of the Hedgecraft portoflios is an order of magnitude smaller than their maximum drawdowns. This relationship is in contrast to the Efficient Frontier's maximum loss which is on the same order of magnitude as its maximum drawdown. It's also interesting to point out that Hedgecraft has a lower probability of falling below its rolling 30, 50, and 90 averages than its MIS variant. Taken together, Hedgecraft's smaller average rolling maximum drawdown and smaller probabilities of falling below the above rolling averages indicate its growth is more consistent than its MIS variant. On the one hand, Hedgecraft's *growth* is more consistent than its MIS variant while on the other hand, the MIS variant has a more consistent *growth rate*. Stated another way: Hedgecraft's \"velocity of returns\" is more consistent than that of the MIS variant's, whereas Hedgecraft MIS's \"acceleration of returns\" is more consistent than that of the Hedgecraft portoflio." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusion\n", "\n", "In this notebook we built a novel algorithm for generating asset weights of a minimally correlated portoflio with tools from network science. Our approach is twofold: we first construct an asset correlation network with energy statistics (i.e., the distance correlation) and then extract the asset weights with a suitbale centrality measure. As an intermediate step we interpret the centrality score (in our case the communicability betweeness centrality) as a measure of relative risk as it quantifies the influence of each asset in the network. The communicability betweeness centrality is a particularly attractive choice since it captures the communicability of asset volatility. Recognizing the need for a human-in-the-middle variation of our proposed method, we modified the asset allocation algorithm to allow a user to pick assets subject to the constraints of the maximal independent set. Both algorithms (Hedgecraft and Hedgecraft MIS, including the benchmark Efficient Frontier) were trained on a dataset of thirty-one daily historical stock prices from 2006-2014 and tested from 2015-2018. The portfolios were evaluated by cumulative returns, return rates, volatility, maximum drawdowns, risk-adjusted return metrics, and downside risk-adjusted performance metrics. **On all performance metrics, the Hedgecraft algorithm significantly outperformed both the portfolio generated by the Efficient Frontier and the market---passing our go/no go criteria.**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Roadmap\n", "\n", "In part two of the *Hedgecraft* series we will further validate the method by testing on (1) a multitude of randomly generated portfolios, (2) on many asset classes, and (3) on a representative sample of the entire market (including many asset classes). In order to achieve this level of backtesting we first focus on building the Hedgecraft library. Additionally, these are the following questions we'll explore later in the series:\n", "\n", "* How robust is the Hedgecraft portfolio to large market swings and economic downturns?\n", "* How do asset correlation networks evolve in time? Can we predict how a network's topology changes in time, and if so, how well? Which is easier to predict: the topology of an asset network or the prices of an individual asset?\n", "* How can we use a combination of link prediction and machine learning to predict the behavior of asset correlation networks? How can we modify Hedgecraft to make it dynamic---essentially operating it as a trading algorithm?\n", "* What kind of end-to-end user product can we build with Hedgecraft?" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 4 }