{ "cells": [ { "cell_type": "markdown", "id": "d2c5955d", "metadata": {}, "source": [ "# Pairs Trading Enhancements\n", "\n", "By Sam Galita and James Zhang | Smith Investment Fund | Spring 2023\n", "\n", "
\n", "\n", "# Introduction\n", "\n", "Pairs trading is a type of mean reversion trading strategy first introduced by technical analyst researchers at Morgan Stanley in the mid-1980s. On a high level, pairs trading involves matching a long position with a short position in two highly cointegrated stocks. A statistical tool often used in timeseries analysis, cointegration measures the degree to which two time series' means trend together. In pairs trading, we apply cointegration on the difference of prices between two stocks, otherwise known as the spread, to detect assets that tend to trend similarly. \n", "\n", "One of the main advantages of this strategy is market neutrality. Since traders are trading the spread between two assets and not individual assets, a pairs trader can find statistical arbitrage opportunities regardless of market direction. In other words, we should not expect better or worse performance during economic downswings. Furthermore, traders remain delta neutral when using this strategy, making pairs trading relatively low risk, and theoretically less volatile than a market-following strategy. As a result of this risk advantage, many hedge funds have historically leveraged pairs trading, despite it's low relative returns. However, this strategy is widely known in the modern market and would likely not provide high returns in a real market setting. Despite this, pairs trading sets the groundwork for further research into statistical arbitrage and remains an interesting topic for research.\n", "\n", "After two cointegrated stocks are identified, if a cointegration discrepancy occurs - when the spread between two securities diverges from their historical rolling mean and beyond some threshold - the trader invests a dollar-matched long position in the underperforming security and short position in the overperforming security. If the spread between these assets does indeed reconverge, which is expected due to the identified relationship between pairs, traders will make a profit.\n", "\n", "One of the keys to successful pairs trading is being able to efficiently detect pairs. In a notebook published a few months ago, Abhi designed and applied a basic pais trading strategy to the equity and crypto markets. In our notebook, we propose enhancements to last semester's pairs trading work done by Abhi. First, we will apply Principal Component Analysis (PCA) and clustering to the pricing timeseries, exploring a variety of clustering methods in the process. Within each cluster, we will then perform cointegration tests to identify pairs. Because of the use of clustering and PCA, we expect to find a reduction in needed computation time, thus allowing us to use a larger universe size when backtesting, which theoretically will allow us to compute more profitable pairs. \n", "\n", "Furthermore, we will also explore a variety of parameter optimizations for the strategy, specifically with respect to lookback, reset frequency of pair selection, and zscore cutoffs. Lastly, we will also explore the idea of using the other validation techniques as an additional criteria for selecting profitable pairs.\n" ] }, { "cell_type": "markdown", "id": "9beb9a1f", "metadata": {}, "source": [ "## Required Imports\n", "\n", "Below is some more information about some of the more fundamental libraries if you want to learn more.\n", "\n", "- NumPy\n", "- Pandas\n", "- Matplotlib\n", "- Sklearn\n", "- Statsmodels" ] }, { "cell_type": "code", "execution_count": 1, "id": "42fbe696", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import datetime\n", "import matplotlib.pyplot as plt\n", "import random\n", "import time\n", "from sklearn.decomposition import PCA\n", "from sklearn.cluster import KMeans, DBSCAN, OPTICS\n", "from sklearn.neighbors import NearestNeighbors\n", "from statsmodels.tsa.stattools import coint\n", "from IPython.core import display as ICD\n", "from collections import Counter\n", "from typing import Dict, List, Tuple, Union\n", "array_1d = Union[List, Tuple, pd.Series, np.ndarray]\n", "date_obj = Union[datetime.datetime, datetime.date]\n", "import requests\n", "from urllib.request import urlopen, Request\n", "import bs4 as bs\n", "import functools\n", "import warnings\n", "warnings.filterwarnings('ignore') # Disable warnings to reduce output spam in notebook\n", "from sif.siftools.backtesters import full_backtesters as fb\n", "from sif.siftools import operators as op\n", "from sif.siftools import metrics as metrics\n", "from sif.sifinfra import sif_utils as su\n", "from sif.siftools.abstractalpha import AbstractAlpha\n", "from sif.sifinsights import alpha_search\n", "from sif.sifinsights.alpha_search import apply_metric_func" ] }, { "cell_type": "markdown", "id": "d08b3a91", "metadata": {}, "source": [ "We initialize multiple backtesters from the SIF Infrastructure that will allow us to test our pairs trading strategies in sample from $2000-2015$ and out of sample from $2016-2020$. Note that we can save them locally to save time each time we want to test our alphas." ] }, { "cell_type": "code", "execution_count": 2, "id": "8b5cad78", "metadata": {}, "outputs": [], "source": [ "# *** IN SAMPLE BACKTESTER WITH UNIVERSE REBALANCING *** #\n", "start_date_15y = datetime.datetime(2000, 1, 1)\n", "end_date_15y = datetime.datetime(2015, 12, 31)\n", "# backtester_15y = fb.FullMultipleBacktester(\n", "# start_date_15y,\n", "# end_date_15y,\n", "# 'M',\n", "# 273,\n", "# universe_size = 500, \n", "# factors=['close', 'sector']\n", "# )\n", "# backtester_15y.save_local('pairs_15y.npy')\n", "backtester_15y = fb.FullMultipleBacktester.from_local('pairs\\pairs_15y.npy')" ] }, { "cell_type": "code", "execution_count": 3, "id": "f94c9aad", "metadata": {}, "outputs": [], "source": [ "# *** OUT OF SAMPLE BACKTESTER WITH UNIVERSE REBALANCING *** #\n", "start_date_5y = datetime.datetime(2016, 1, 1)\n", "end_date_5y = datetime.datetime(2020, 12, 31)\n", "# backtester_5y = fb.FullMultipleBacktester(\n", "# start_date_5y,\n", "# end_date_5y,\n", "# 'M',\n", "# 273,\n", "# universe_size = 500, \n", "# factors=['close', 'sector']\n", "# )\n", "# backtester_5y.save_local('pairs_5y.npy')\n", "backtester_5y = fb.FullMultipleBacktester.from_local('pairs\\pairs_5y.npy')" ] }, { "cell_type": "code", "execution_count": 5, "id": "56e5970e", "metadata": {}, "outputs": [], "source": [ "# *** GET ROLLING SHARPE RATIO HELPER FUNCTION *** #\n", "def get_rolling_sharpe(returns):\n", " rolling_sharpe = functools.partial(metrics.rolling_metric, func=metrics.sharpe_ratio, window=252)\n", " returns.apply(rolling_sharpe).plot()\n", " plt.title('1 Year Rolling Sharpe Ratio')\n", " plt.show()\n", "\n", "# *** GET OTHER SUMMARY ANALYTICS HELPER FUNCTION *** #\n", "def get_analytics(alphas, returns, holdings):\n", " perf_tables = apply_metric_func(metrics.generate_performance_table, ('daily_returns', 'holdings'))(returns, holdings)\n", " for alpha, table in zip(alphas, perf_tables):\n", " print(f\"{alpha.name}\")\n", " ICD.display(table)\n", " print()" ] }, { "cell_type": "markdown", "id": "030d9031", "metadata": {}, "source": [ "## Previous Work and Novelties\n", "\n", "SIF Researcher Abhinav Modugula worked on pairs trading for much of last semester. Our work in this notebook builds on top of his initial research. You can read his work here: https://www.smithinvestmentfund.com/blog/crypto-pairs-trading. His initial work on pairs trading should be read before the rest of this notebook.\n", "\n", "### Selecting Pairs and Weights\n", "\n", "As a baseline metric, we present brute force pairs trading alphas without dimensionality reduction, machine learning enhancements, additional trading criteria, or parameter optimization. These alphas are based off of Abhi's original alphas, with notable fixes to certain bugs.\n", "\n", "For both of the following alphas, we test for cointegration between the price time series of two securities using the `Statsmodels` implementation of the Engle-Granger Test, which outputs a pvalue that can be used to either accept or reject the null hypothesis that the two secrities are cointegrated. The first alpha takes all of the statistically significant pairs between the $50$ securities in the universe and randomly selects $10$ to trade off of. Extracting random pairs out of all the generated pairs can possibly be improved, however, by choosing the lowest pvalue pairs. The second alpha implements this idea. \n", "\n", "\n", "See the implementation below of the Random pairs trading strategy explained in the introduction. The Lowest Pvalue strategy - and all strategies testing in this blog post - can be found in the `alphas.py` file. \n", "\n", "Following all tests, we also created the `alphas_v2.py` file, which leverages inheritance to maximize alpha customizability. Note that while all alphas in this blog post can be implemented with the `PairsTrader` class in `alphas_v2.py`, we decided to include `alphas.py` as they include the alphas that we actually used in this notebook.\n", "\n", "### Parameters\n", "\n", "For this inital strategy, we rechoose pairs every $90$ days and select $10$ pairs to trade on. The universe size is $500$, and we enter trades when the magnitude of the zscore of the difference of prices is above $1.0$ and exit when it is below $0.5$." ] }, { "cell_type": "code", "execution_count": 6, "id": "e7424760", "metadata": {}, "outputs": [], "source": [ "class Random(AbstractAlpha):\n", " def __init__(self, reset: int, npairs: int, exit: int):\n", " self.name = 'Random'\n", " self.lookback = reset\n", " self.factor_list = ['close']\n", " self.universe_size = 500\n", " self.pairs = None\n", " self.print = True\n", " self.reset = reset\n", " self.npairs = npairs\n", " self.exit = exit\n", " self.holdings = np.zeros(self.universe_size)\n", " self.day_counter = 0\n", " self.count = 0\n", " \n", " def form_pairs(self, df: pd.DataFrame) -> List[Tuple]:\n", " df = pd.DataFrame(df)\n", " n = df.shape[1]\n", " pvalue_matrix = np.ones((n, n))\n", " keys = df.keys()\n", " pairs = []\n", " # Only consider 50 securities for convenience.\n", " for i in range(50):\n", " for j in range(i + 1, 50):\n", " # Isolate the two time series.\n", " S1 = df[keys[i]]\n", " S2 = df[keys[j]]\n", " coint_df = pd.DataFrame({'S1': S1, 'S2': S2}).dropna()\n", " S1 = coint_df['S1']\n", " S2 = coint_df['S2']\n", " # Perform the Engle-Granger Cointegration test.\n", " result = coint(S1, S2)\n", " pvalue = result[1]\n", " pvalue_matrix[i, j] = pvalue\n", " # Add it to our list of pairs if the null hypothesis is rejected.\n", " if pvalue < 0.05 and pvalue != 0:\n", " pairs.append([i, j])\n", " # Remove duplicate stocks.\n", " new_pairs, seen = [], set()\n", " for (i, j) in pairs:\n", " if i not in seen and j not in seen:\n", " new_pairs.append([i, j])\n", " seen.add(i)\n", " seen.add(j)\n", " # Take a random npairs sample of pairs if there are that many.\n", " new_pairs = new_pairs if len(new_pairs) < self.npairs else random.sample(new_pairs, self.npairs)\n", " return new_pairs\n", " \n", " def zscore(self, series: pd.Series) -> pd.Series:\n", " return (series - series.mean()) / np.std(series)\n", " \n", " def generate_day(self, day: int, data: Dict[pd.DataFrame]) -> List[float]:\n", " # Create new pairs after 90 days.\n", " if self.day_counter == 0:\n", " self.day_counter = self.reset\n", " self.holdings = np.zeros(self.universe_size)\n", " self.pairs = self.form_pairs(data['close'])\n", " # Obtain just the close price data.\n", " data = pd.DataFrame(data['close'])\n", " global ex_data\n", " if self.print:\n", " ex_data = data\n", " self.print = False\n", " # Implement trading methodology for all of the pairs.\n", " for p in self.pairs:\n", " # FIRST and SECOND are indices of the stocks.\n", " FIRST, SECOND = p[0], p[1]\n", " spread = data[FIRST] - data[SECOND]\n", " # Zscore tells us how far from away from the mean a data point is.\n", " z_score = self.zscore(spread).tail(1).values[0]\n", " # Long SECOND, short FIRST.\n", " if z_score >= 1.0:\n", " self.holdings[FIRST] = -1\n", " self.holdings[SECOND] = 1\n", " # Exit the trade.\n", " elif abs(z_score) <= self.exit:\n", " self.holdings[FIRST] = 0\n", " self.holdings[SECOND] = 0\n", " # Long FIRST, short SECOND.\n", " elif z_score <= -1.0:\n", " self.holdings[FIRST] = 1\n", " self.holdings[SECOND] = -1\n", " # At the end of the trading day, decrement the day counter.\n", " self.day_counter -= 1\n", " return op.weight(self.holdings)" ] }, { "cell_type": "markdown", "id": "99262bc7", "metadata": {}, "source": [ "# Brute force Random Alphas" ] }, { "cell_type": "code", "execution_count": 7, "id": "8861ea15", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Lowest PValue: 100%|███████████████████████████████████████████████████████████████████| 2/2 [41:44<00:00, 1252.31s/it]\n" ] }, { "data": { "image/png": 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", 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", 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returnsharpesortinodrawdownturnoverlong countshort count
year
20000.2074531.1745631.9639320.1217650.2392817.6190486.619048
20010.2024161.3748602.5280900.1563980.2136786.9153235.915323
20020.0225990.2200450.3707760.1163160.1602177.8293656.829365
20030.1608652.2506884.0285470.0502090.2096757.3174606.317460
20040.0267690.4969590.7358970.0655300.1783877.5833336.583333
20050.0414130.7482461.1008380.0451350.1498157.6746036.674603
20060.0485120.8647651.4083910.0506090.2048947.1792836.179283
2007-0.069959-1.340977-1.9814380.1196810.1698508.0278887.027888
20080.0526130.3415590.5542290.1349160.1747967.6719376.671937
20090.0717140.5632470.7568040.0846210.1858047.3650796.365079
2010-0.008909-0.127753-0.1875380.0521200.1820527.1825406.182540
2011-0.008934-0.161839-0.2544450.0576510.1852357.9325406.932540
2012-0.032322-0.631351-0.7254960.0584720.1658958.0760007.076000
20130.0012570.0246030.0398140.0737640.1762797.4246036.424603
2014-0.051300-0.945594-1.2460590.0915800.1635078.3095247.309524
2015-0.097226-1.566235-1.8915600.0995480.1666887.9126986.912698
Overall0.5669580.3777700.5471000.2187110.2235357.6268326.626832
\n", "
" ], "text/plain": [ " return sharpe sortino drawdown turnover long count \\\n", "year \n", "2000 0.207453 1.174563 1.963932 0.121765 0.239281 7.619048 \n", "2001 0.202416 1.374860 2.528090 0.156398 0.213678 6.915323 \n", "2002 0.022599 0.220045 0.370776 0.116316 0.160217 7.829365 \n", "2003 0.160865 2.250688 4.028547 0.050209 0.209675 7.317460 \n", "2004 0.026769 0.496959 0.735897 0.065530 0.178387 7.583333 \n", "2005 0.041413 0.748246 1.100838 0.045135 0.149815 7.674603 \n", "2006 0.048512 0.864765 1.408391 0.050609 0.204894 7.179283 \n", "2007 -0.069959 -1.340977 -1.981438 0.119681 0.169850 8.027888 \n", "2008 0.052613 0.341559 0.554229 0.134916 0.174796 7.671937 \n", "2009 0.071714 0.563247 0.756804 0.084621 0.185804 7.365079 \n", "2010 -0.008909 -0.127753 -0.187538 0.052120 0.182052 7.182540 \n", "2011 -0.008934 -0.161839 -0.254445 0.057651 0.185235 7.932540 \n", "2012 -0.032322 -0.631351 -0.725496 0.058472 0.165895 8.076000 \n", "2013 0.001257 0.024603 0.039814 0.073764 0.176279 7.424603 \n", "2014 -0.051300 -0.945594 -1.246059 0.091580 0.163507 8.309524 \n", "2015 -0.097226 -1.566235 -1.891560 0.099548 0.166688 7.912698 \n", "Overall 0.566958 0.377770 0.547100 0.218711 0.223535 7.626832 \n", "\n", " short count \n", "year \n", "2000 6.619048 \n", "2001 5.915323 \n", "2002 6.829365 \n", "2003 6.317460 \n", "2004 6.583333 \n", "2005 6.674603 \n", "2006 6.179283 \n", "2007 7.027888 \n", "2008 6.671937 \n", "2009 6.365079 \n", "2010 6.182540 \n", "2011 6.932540 \n", "2012 7.076000 \n", "2013 6.424603 \n", "2014 7.309524 \n", "2015 6.912698 \n", "Overall 6.626832 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Lowest PValue\n" ] }, { "data": { "text/html": [ "
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returnsharpesortinodrawdownturnoverlong countshort count
year
20000.1942071.1324431.8441140.0917960.2259807.5515876.551587
20010.1357931.0291681.7145400.1239960.1878147.3951616.395161
20020.2037571.8148872.7184830.0784530.1710997.4087306.408730
20030.0823171.1344311.5841440.0475110.2121596.7817465.781746
20040.0524711.0796471.9004700.0695240.1953497.8531756.853175
2005-0.049919-0.960089-1.7202680.0797820.1406178.2658737.265873
2006-0.036944-0.688672-1.1752570.0678180.1754437.7410366.741036
20070.0123730.2031980.3312160.0930640.1796977.6932276.693227
2008-0.073957-0.331671-0.3988010.2841700.1552757.6324116.632411
20090.0718320.7053991.0392570.0995990.1461657.5992066.599206
2010-0.039054-0.725133-1.0519650.0672010.1975817.1984136.198413
2011-0.037350-0.592643-0.9924930.1010180.1703138.2619057.261905
20120.0432550.8778181.5063110.0376480.1815607.4800006.480000
2013-0.077287-1.153054-1.1371870.0498260.1625197.9087306.908730
2014-0.024389-0.470298-0.7456380.0621410.1472938.3333337.333333
2015-0.008827-0.179263-0.3036110.0418060.1723028.3531757.353175
Overall0.4482800.2840370.3697580.2923840.2200057.7165226.716522
\n", "
" ], "text/plain": [ " return sharpe sortino drawdown turnover long count \\\n", "year \n", "2000 0.194207 1.132443 1.844114 0.091796 0.225980 7.551587 \n", "2001 0.135793 1.029168 1.714540 0.123996 0.187814 7.395161 \n", "2002 0.203757 1.814887 2.718483 0.078453 0.171099 7.408730 \n", "2003 0.082317 1.134431 1.584144 0.047511 0.212159 6.781746 \n", "2004 0.052471 1.079647 1.900470 0.069524 0.195349 7.853175 \n", "2005 -0.049919 -0.960089 -1.720268 0.079782 0.140617 8.265873 \n", "2006 -0.036944 -0.688672 -1.175257 0.067818 0.175443 7.741036 \n", "2007 0.012373 0.203198 0.331216 0.093064 0.179697 7.693227 \n", "2008 -0.073957 -0.331671 -0.398801 0.284170 0.155275 7.632411 \n", "2009 0.071832 0.705399 1.039257 0.099599 0.146165 7.599206 \n", "2010 -0.039054 -0.725133 -1.051965 0.067201 0.197581 7.198413 \n", "2011 -0.037350 -0.592643 -0.992493 0.101018 0.170313 8.261905 \n", "2012 0.043255 0.877818 1.506311 0.037648 0.181560 7.480000 \n", "2013 -0.077287 -1.153054 -1.137187 0.049826 0.162519 7.908730 \n", "2014 -0.024389 -0.470298 -0.745638 0.062141 0.147293 8.333333 \n", "2015 -0.008827 -0.179263 -0.303611 0.041806 0.172302 8.353175 \n", "Overall 0.448280 0.284037 0.369758 0.292384 0.220005 7.716522 \n", "\n", " short count \n", "year \n", "2000 6.551587 \n", "2001 6.395161 \n", "2002 6.408730 \n", "2003 5.781746 \n", "2004 6.853175 \n", "2005 7.265873 \n", "2006 6.741036 \n", "2007 6.693227 \n", "2008 6.632411 \n", "2009 6.599206 \n", "2010 6.198413 \n", "2011 7.261905 \n", "2012 6.480000 \n", "2013 6.908730 \n", "2014 7.333333 \n", "2015 7.353175 \n", "Overall 6.716522 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "from sif.pairstrading.alphas import Random, Lowest_PValue\n", "alphas = [Random(reset=90, npairs=10, exit=0.5), \n", " Lowest_PValue(reset=90, npairs=10, exit=0.5)]\n", "returns, holdings = backtester_15y.backtest(alphas, processes=None)\n", "metrics.summary_plot(returns, source=['Random', 'Lowest PValue'])\n", "get_rolling_sharpe(returns)\n", "get_analytics(alphas, returns, holdings)" ] }, { "cell_type": "markdown", "id": "75952713", "metadata": {}, "source": [ "# Method and Approach\n", "\n", "Before we build the alphas for our improvements, we will apply the alterations that we wish to implement to a dataset of pricing data from the SIF database. This will help us build the framework for implementing our enhanced strategy in the alpha environment.\n", "\n", "## Data Collection and Preprocessing\n", "\n", "We use Beautiful Soup to scrape Wikipedia for a list of tickers, company names, and industries for companies in the S&P500, a stock market index tracking stock performance of 500 large, public companies traded in America." ] }, { "cell_type": "code", "execution_count": 3, "id": "62d2f35a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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TickerNameSector
0AAgilent TechnologiesHealth Care Equipment
1AALAmerican Airlines GroupPassenger Airlines
2AAPAdvance Auto PartsAutomotive Retail
3AAPLApple Inc.Technology Hardware, Storage & Peripherals
4ABBVAbbViePharmaceuticals
............
498YUMYum! BrandsRestaurants
499ZBHZimmer BiometHealth Care Equipment
500ZBRAZebra TechnologiesElectronic Equipment & Instruments
501ZIONZions BancorporationRegional Banks
502ZTSZoetisPharmaceuticals
\n", "

503 rows × 3 columns

\n", "
" ], "text/plain": [ " Ticker Name \\\n", "0 A Agilent Technologies \n", "1 AAL American Airlines Group \n", "2 AAP Advance Auto Parts \n", "3 AAPL Apple Inc. \n", "4 ABBV AbbVie \n", ".. ... ... \n", "498 YUM Yum! Brands \n", "499 ZBH Zimmer Biomet \n", "500 ZBRA Zebra Technologies \n", "501 ZION Zions Bancorporation \n", "502 ZTS Zoetis \n", "\n", " Sector \n", "0 Health Care Equipment \n", "1 Passenger Airlines \n", "2 Automotive Retail \n", "3 Technology Hardware, Storage & Peripherals \n", "4 Pharmaceuticals \n", ".. ... \n", "498 Restaurants \n", "499 Health Care Equipment \n", "500 Electronic Equipment & Instruments \n", "501 Regional Banks \n", "502 Pharmaceuticals \n", "\n", "[503 rows x 3 columns]" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " Number of stocks in stock_info: 503\n" ] } ], "source": [ "# Send a GET request to the Wikipedia API.\n", "resp = requests.get('http://en.wikipedia.org/wiki/List_of_S%26P_500_companies')\n", "# Parse the webpage from Wikipedia with BeautifulSoup.\n", "soup = bs.BeautifulSoup(resp.text, \"html.parser\") \n", "# Find the contents under the table tag.\n", "table = soup.find('table', {'class': 'wikitable sortable'}) \n", "\n", "# Storing the respective information.\n", "tickers, names, industries = [], [], []\n", "# Iterates through each row excluding the header and extracts relevant data.\n", "for row in table.findAll('tr')[1:]: \n", " tickers.append(row.findAll('td')[0].text)\n", " names.append(row.findAll('td')[1].text)\n", " industries.append(row.findAll('td')[3].text)\n", "\n", "NUM_INDUSTRIES = len(Counter(industries)) \n", "# Delete newline characters in parsed data.\n", "tickers = [s.replace('\\n', '') for s in tickers] \n", "# Create Dataframe from Wikipedia data.\n", "stock_info = pd.DataFrame({'Ticker': tickers, 'Name': names, 'Sector': industries}) \n", "# Clean messy data.\n", "stock_info = stock_info.replace('Communication Services\\n','Communication Services') \n", "# Sort Alphabetically by Ticker. \n", "stock_info = stock_info.sort_values(by=['Ticker'], ignore_index = True) \n", "display(stock_info)\n", "print(f' Number of stocks in stock_info: {stock_info.shape[0]}')" ] }, { "cell_type": "markdown", "id": "d03938b9", "metadata": {}, "source": [ "Now use the SIF Infrastructure to get close price data for all available tickers from January 1, 2015 to December 31, 2015." ] }, { "cell_type": "code", "execution_count": 14, "id": "11af99b6", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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tickerAAALAAPAAPLABBVABCABTACGLACNADBE...WYNNXELXOMXRAYXYLYUMZBHZBRAZIONZTS
date
2015-01-0240.5653.910158.5627.33265.8990.4644.9019.49788.8472.34...146.8936.1292.8351.9338.0872.35112.5977.4328.2943.31
2015-01-0340.5653.910158.5627.33265.8990.4644.9019.49788.8472.34...146.8936.1292.8351.9338.0872.35112.5977.4328.2943.31
2015-01-0440.5653.910158.5627.33265.8990.4644.9019.49788.8472.34...146.8936.1292.8351.9338.0872.35112.5977.4328.2943.31
2015-01-0539.8053.875156.4726.56264.6589.6944.9119.38087.3471.98...144.3935.7190.2951.5735.7170.88116.7976.3427.2343.05
2015-01-0639.1853.040156.3626.56564.3390.1844.4019.42386.7170.53...141.3135.9089.8150.9335.5070.01115.8075.7926.1942.63
\n", "

5 rows × 482 columns

\n", "
" ], "text/plain": [ "ticker A AAL AAP AAPL ABBV ABC ABT ACGL ACN \\\n", "date \n", "2015-01-02 40.56 53.910 158.56 27.332 65.89 90.46 44.90 19.497 88.84 \n", "2015-01-03 40.56 53.910 158.56 27.332 65.89 90.46 44.90 19.497 88.84 \n", "2015-01-04 40.56 53.910 158.56 27.332 65.89 90.46 44.90 19.497 88.84 \n", "2015-01-05 39.80 53.875 156.47 26.562 64.65 89.69 44.91 19.380 87.34 \n", "2015-01-06 39.18 53.040 156.36 26.565 64.33 90.18 44.40 19.423 86.71 \n", "\n", "ticker ADBE ... WYNN XEL XOM XRAY XYL YUM ZBH \\\n", "date ... \n", "2015-01-02 72.34 ... 146.89 36.12 92.83 51.93 38.08 72.35 112.59 \n", "2015-01-03 72.34 ... 146.89 36.12 92.83 51.93 38.08 72.35 112.59 \n", "2015-01-04 72.34 ... 146.89 36.12 92.83 51.93 38.08 72.35 112.59 \n", "2015-01-05 71.98 ... 144.39 35.71 90.29 51.57 35.71 70.88 116.79 \n", "2015-01-06 70.53 ... 141.31 35.90 89.81 50.93 35.50 70.01 115.80 \n", "\n", "ticker ZBRA ZION ZTS \n", "date \n", "2015-01-02 77.43 28.29 43.31 \n", "2015-01-03 77.43 28.29 43.31 \n", "2015-01-04 77.43 28.29 43.31 \n", "2015-01-05 76.34 27.23 43.05 \n", "2015-01-06 75.79 26.19 42.63 \n", "\n", "[5 rows x 482 columns]" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "start_date2 = datetime.datetime(2015, 1, 1)\n", "end_date2 = datetime.datetime(2015, 12, 31)\n", "equity_data = su.get_equity_data(tickers=tickers, \n", " start_date=start_date2, \n", " end_date=end_date2, \n", " attributes=['close'])\n", "close_data = equity_data['close'] \n", "close_data.fillna(method='ffill', inplace=True)\n", "close_data.fillna(method='bfill', inplace=True)\n", "close_data = close_data.resample('D').ffill().reset_index()\n", "close_data.set_index('date', inplace=True)\n", "close_data.head()" ] }, { "cell_type": "markdown", "id": "697b70ee", "metadata": {}, "source": [ "# Optimizing Pair Selection\n", "\n", "- PCA\n", "\n", "- OPTICS, KMeans, and DBSCAN (Clustering)" ] }, { "cell_type": "markdown", "id": "9fc863b1", "metadata": {}, "source": [ "## Principal Component Analysis (PCA)\n", "\n", "Principal component analysis is a mathematical procedure used to reduce the number of features in a dataset into a smaller number of uncorrelated variables known as \"principal components,\" while preserving as much information as possible within the original dataset. This process takes us one step closer to easing computation and efficiently finding profitable pairs, as it reduces the amount of time it takes to perform clustering while retaining most of the information contained in the original dataset.\n", "\n", "Primarily, PCA asks the question, how can we position all of these points (data) on new axes such that the maximum amount of information is retained? In other words, what direction axes can we choose to retain the the most information? Note that projecting points onto a pre-defined axis like the x-axis or y-axis (in a 2D example) is wasteful, since we lose all information from other potential axes. Projecting of a point $x$ onto a unit vector $u$, we obtain that the magnitude of the new point $x'$ is the inner product $x' = x^Tu$. Now suppose that the inner product squared $(x^Tu)^2$ represents the amount of information preserved after projection.\n", "\n", "Back to our problem, suppose $X$ is the set of all points and $x_i \\in X$. Maximizing the preserved information means we want to obtain $\\max \\sum (x_i^Tu)^2$, and we can use the Lagrange Multipliers Method to find this maximum.\n", "Suppose we want to maximize the function $f(u) = \\sum(x_i^Tu)^2$ given the constraint $g(u) = u^Tu = 1$. Note that this constraint forces $u$ to be a unit vector because we are trying to find the direction of the axis that preserves the most information. Therefore, the magnitude is irrelevant.\n", "$$f(u) = \\sum(x_i^Tu)^2$$\n", "$$f(u) = \\sum(x_i^Tu)(x_i^Tu)$$\n", "$$f(u) = u^T\\sum(x_i)(x_i^Tu)$$\n", "$$f(u) = u^TC u \\implies C = \\frac{1}{n}\\sum_i x_ix_i^T$$\n", "where $C$ is the covariance matrix of the Function. Now let us use Lagrange Multipliers.\n", "$$X - \\lambda I = 0$$\n", "$$u^TCu - \\lambda(u^Tu-1)$$\n", "Now take the gradient with respect to $u$.\n", "$$2Cu - 2\\lambda u \\implies Cu = \\lambda u$$\n", "\n", "$u$ is the eigenvector and $\\lambda$ is the eigenvalue. It becomes evident that the first principal component is the eigenvector of the covariance matrix with the largest eigenvalue. As for the second component, we want to find a direction that contains information that the first line doesn't. Thus, the second component should be orthogonal to the first, and since we are maximizing the same function with the same constraint, we find that the second component is simply the eigenvector with the second largest component. Generally, $N$ directions means $N$ covariance matrix eigenvectors and eigenvectors with each corresponding eigenvalue determining how important that component is.\n", "\n", "\n", "**For those less familiar with linear algebra, but have a basic understanding of its uses, one can understand this to be similar to performing a change of bases on our data, with the intention of selecting bases that allow us to use less datapoints to represent the same information. As an example, if we have two days that for each stock in our universe, have nearly identical/scaled returns as the other day, we can use a single axis to record that information, reducing the dimensionality of our data (there is no point in keeping 2 axes if that information can be stored on a single axis)**" ] }, { "cell_type": "code", "execution_count": 15, "id": "492db9a4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Shape of our data: (364, 482)\n", "Total Preserved Information: 0.9007611536628974\n", "Reduced dimensions shape of our new data: (482, 114)\n" ] }, { "data": { "text/html": [ "
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Singular ValuesExplained VarianceExplained Variance Ratio
01.4810380.0045600.085114
11.1626850.0028100.052456
21.0380050.0022400.041809
30.9156240.0017430.032531
40.8315040.0014370.026829
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1130.2177230.0000990.001839
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" ], "text/plain": [ " Singular Values Explained Variance Explained Variance Ratio\n", "0 1.481038 0.004560 0.085114\n", "1 1.162685 0.002810 0.052456\n", "2 1.038005 0.002240 0.041809\n", "3 0.915624 0.001743 0.032531\n", "4 0.831504 0.001437 0.026829\n", ".. ... ... ...\n", "109 0.223057 0.000103 0.001931\n", "110 0.221791 0.000102 0.001909\n", "111 0.220195 0.000101 0.001881\n", "112 0.218004 0.000099 0.001844\n", "113 0.217723 0.000099 0.001839\n", "\n", "[114 rows x 3 columns]" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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-0.009303 \n", "2 -0.021656 0.009854 0.006162 0.010421 0.023072 0.000193 \n", "3 0.006549 -0.017048 0.003939 0.004667 -0.005470 -0.001870 \n", "4 0.001260 -0.005687 -0.006900 -0.014626 -0.002855 0.025097 \n", "\n", "[5 rows x 114 columns]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Note that we have to transpose rets to obtain a dataframe of shape n_samples, n_features.\n", "rets = close_data.pct_change().dropna()\n", "rets = rets.T\n", "# Use PCA to reduce dimensionality to preserve at least 90% of original information.\n", "pca = PCA(n_components = 0.9, svd_solver='full')\n", "transformed_data = pca.fit_transform(rets)\n", "# Print our some information about our transformed data.\n", "print(\"Shape of our data:\", close_data.shape)\n", "print(\"Total Preserved Information:\", sum(pca.explained_variance_ratio_))\n", "pca_info = pd.DataFrame({'Singular Values': pca.singular_values_,\n", " 'Explained Variance': pca.explained_variance_,\n", " 'Explained Variance Ratio': pca.explained_variance_ratio_}) \n", "print(\"Reduced dimensions shape of our new data:\", transformed_data.shape)\n", "display(pca_info)\n", "pd.DataFrame(transformed_data).head()" ] }, { "cell_type": "code", "execution_count": 11, "id": "ca669e56", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(5, 3))\n", "ax.plot(pca_info['Singular Values'])\n", "ax.set_title('Scree Plot')\n", "ax.set_xlabel('Component Number')\n", "ax.set_ylabel('Eigenvalue')\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "b45d853c", "metadata": {}, "source": [ "## Clustering Methods\n", "\n", "For our use purposes, clustering securities based on their percent returns gives us an insight into which companies are affected by similar factors ie. which securites are likely to be cointegrated with one another. This is critical for reducing the computation time of our strategy, as rather than computing, for example, $\\binom{500}{2} = 124,750$ cointegration tests for a universe of size $500$ stocks, if we can instead identify $20$ clusters, each with $25$ stocks, we reduce the number of cointegration tests nesseccary to $20 \\times \\binom{25}{2} = 3000$, which is roughly $2.4$% of the brute forcee computation. Note that this can be optimized even further with algorithms that identify outliers. We will investigate three clustering algorithms - `K-Means`, `DBSCAN`, and `OPTICS`, to see which is most useful for this implementation.\n", "\n", "### K-Means\n", "K-Means clustering aims to partition data into $k$ clusters such that Euclidean distances within a cluster are minimized and distances between clusters are maximized. Traditionally, the elbow method is employed to determine the optimal number of $k$ clusters, where we determine the optimal number for $k$ based on the incremental reduction in distortion attained from further increasing k.\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "353496c7", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def find_optimal_k(transformed_data: np.ndarray):\n", " distortions = []\n", " K = range(1, 100, 2)\n", " for k in K:\n", " kmeans = KMeans(n_clusters=k)\n", " kmeans.fit(transformed_data)\n", " distortions.append(kmeans.inertia_)\n", " plt.figure(figsize=(10,6))\n", " plt.plot(K, distortions, '-bx')\n", " plt.xlabel('k')\n", " plt.ylabel('Distortion')\n", " plt.title('The Elbow Method showing the optimal k')\n", " plt.show()\n", "find_optimal_k(transformed_data)" ] }, { "cell_type": "markdown", "id": "16ef13c9", "metadata": {}, "source": [ "The K-Means algorithm is as follows:\n", "\n", "Suppose we have $n$ input data points $x_1, \\cdots, x_n$ and our predetermined value of `k = 11` industries.\n", "1. Randomly select `k` of the $n$ data points, and let them be the `k` centroids of the `k` clusters. \n", "2. For each point in the data, determine the Euclidean distance from the point to the `k` centroids.\n", "Note that the Euclidean Distance between two points $a, b \\in \\mathbb{R}^n$ is defined as the following: $$\\text{distance}(\\textbf{a}, \\textbf{b}) = \\sqrt{(a_1-b_1)^2 + \\cdots + (a_n-b_n)^2}$$\n", "3. Let each cluster centroid be denoted as $c_i \\in C$ where $C$ is the set of all centroids, then each data point $x_i$ is assigned to the closest cluster defined by the above Euclidean distance, or $$\\text{arg min}_{c_i\\in C} \\ \\text{distance}(c_i, x)$$\n", "4. Define the new centroid of the current cluster by taking the average of the points in the cluster. Let $S_i$ be the ith cluster. Then the new centroid is defined as $$c_i = \\dfrac{1}{|S_i|}\\sum_{x_i \\in S_i} x_i$$ such that $S_i$ is the size of set $S_i$.\n", "5. Continue to iterate through the input data points until the `k` centroids don't change. " ] }, { "cell_type": "markdown", "id": "11e1c976", "metadata": {}, "source": [ "## Elbow Method vs. Industries\n", "While the elbow method is widely used in research, we realized there were practical limitations when trying to determine when additional distortion is small enough to warrant selecting a value for $k$. Thus, we decided to instead use the number of industries $(11)$ as our $k$." ] }, { "cell_type": "code", "execution_count": 13, "id": "82a43d8a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Estimated number of clusters: 35\n", "Estimated number of noise points: 0\n" ] }, { "data": { "text/html": [ "
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Stocks
Cluster
0AAL BSX CNC COP CTRA DISH DUK ELV FDS FE GL HL...
1LLY
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3DIS
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" ], "text/plain": [ " Stocks\n", "Cluster \n", "0 AAL BSX CNC COP CTRA DISH DUK ELV FDS FE GL HL...\n", "1 LLY \n", "2 MMM ABT ABBV ADP AAP AFL A APD ALB ARE ALGN AL...\n", "3 DIS \n", "4 JNPR LVS VRTX \n", "5 BBWI \n", "6 AZO \n", "7 AMGN CHTR CME CTSH DHR DG DOV EA FIS FTNT IR M...\n", "8 AKAM ALK APA ANET CNP CF CMCSA CMI CVS XRAY DX...\n", "9 MTD " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def kmeans_cluster(transformed_data: np.ndarray) -> List[int]:\n", " kmeans = KMeans(n_clusters = 35)\n", " labels = kmeans.fit_predict(transformed_data)\n", " # Number of clusters in labels, ignoring noise if present.\n", " n_clusters = len(set(labels)) - (1 if -1 in labels else 0)\n", " n_noise = list(labels).count(-1)\n", " clusters = {}\n", " for i in range(len(labels)):\n", " if labels[i] != -1:\n", " clusters[labels[i]] = clusters.get(labels[i], \"\") + str(tickers[i]) + \" \"\n", " clusters = dict(sorted(clusters.items(), key=lambda x:x[0]))\n", " # Print some information about the clusters.\n", " print(\"Estimated number of clusters:\", n_clusters)\n", " print(\"Estimated number of noise points:\", n_noise)\n", " cluster_info = pd.DataFrame({'Cluster': clusters.keys(), 'Stocks': clusters.values()})\n", " cluster_info = cluster_info.set_index('Cluster')\n", " display(cluster_info.head(10))\n", " return labels\n", "\n", "start_kmeans = time.perf_counter()\n", "labels_kmeans = kmeans_cluster(transformed_data)" ] }, { "cell_type": "code", "execution_count": 10, "id": "b860a227", "metadata": {}, "outputs": [], "source": [ "def find_cointegrated_pairs(df: pd.DataFrame, labels: List[int]):\n", " n = df.shape[1]\n", " keys = df.keys()\n", " # Define a dictionary that maps from pvalue to pair.\n", " pairsDict = {}\n", " for i in range(n):\n", " for j in range(i + 1, n):\n", " # Assert that both stocks are in the same cluster and not outliers.\n", " if labels[i] != -1 and labels[j] != -1 and labels[i] == labels[j]:\n", " S1 = close_data[keys[i]] \n", " S2 = close_data[keys[j]]\n", " result = coint(S1, S2)\n", " pvalue = result[1]\n", " if pvalue < 0.05 and pvalue != 0:\n", " pairsDict[(keys[i], keys[j])] = pvalue\n", " # Sort the pairs by lowest pvalue.\n", " keys, values = list(pairsDict.keys()), list(pairsDict.values())\n", " sorted_value_index = np.argsort(values)\n", " sorted_dict = {keys[i]: values[i] for i in sorted_value_index}\n", " return pd.DataFrame({'Pairs': sorted_dict.keys(), \"PValues\": sorted_dict.values()})" ] }, { "cell_type": "code", "execution_count": 15, "id": "32696dbb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time it takes KMEANS to generate pairs in a 500 stock universe size: 229.82695979997516\n" ] }, { "data": { "text/html": [ "
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PairsPValues
0(ATVI, STZ)0.000003
1(STE, VFC)0.000011
2(HON, PYPL)0.000022
3(HON, INTU)0.000055
4(HPE, KR)0.000055
\n", "
" ], "text/plain": [ " Pairs PValues\n", "0 (ATVI, STZ) 0.000003\n", "1 (STE, VFC) 0.000011\n", "2 (HON, PYPL) 0.000022\n", "3 (HON, INTU) 0.000055\n", "4 (HPE, KR) 0.000055" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pairs_kmeans = find_cointegrated_pairs(close_data, labels_kmeans)\n", "end_kmeans = time.perf_counter()\n", "print(f\"Time it takes KMEANS to generate pairs in a 500 stock universe size: {end_kmeans - start_kmeans}\")\n", "pairs_kmeans.head()" ] }, { "cell_type": "code", "execution_count": 16, "id": "7b9c60cd", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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012
0HDHome Depot (The)Home Improvement Retail
1VRSNVerisignInternet Services & Infrastructure
\n", "
" ], "text/plain": [ " 0 1 2\n", "0 HD Home Depot (The) Home Improvement Retail\n", "1 VRSN Verisign Internet Services & Infrastructure" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(5, 3))\n", "ax.plot(close_data['HD'], label = 'HD', color='purple')\n", "ax.plot(close_data['VRSN'], label = 'VRSN', color='orange')\n", "ax.set_title('K-Means Cointegrated Pair')\n", "ax.set_xlabel('Date')\n", "ax.set_ylabel('Closing Price in USD')\n", "ax.legend()\n", "fig.show()\n", "\n", "HD_VRSN = [(tickers[i], names[i], industries[i]) for i in range(len(tickers)) if tickers[i]=='HD' or tickers[i]==\"VRSN\"]\n", "pd.DataFrame(HD_VRSN)" ] }, { "cell_type": "markdown", "id": "21d7e9f6", "metadata": {}, "source": [ "### DBSCAN (Density Based Spatial Clustering of Applications)\n", "\n", "DBSCAN is a density-based clustering algorithm, which is best suited to deal with arbitrary shapes or outliers. Given that companies are unique entities, their returns will all be affected by factors differently, so we expect there to be many outliers. DBSCAN and OPTICS are very similar. Let us define parameters and subsequent definitions to algorithmically understand both methods.\n", "\n", "1. `eps` ($\\epsilon$): the distance that specifies neighbors\n", "\n" ] }, { "cell_type": "code", "execution_count": 17, "id": "24cbf0fb", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def find_optimal_eps(df: pd.DataFrame):\n", " nn = NearestNeighbors(n_neighbors=2)\n", " nbrs = nn.fit(df)\n", " distances, indices = nbrs.kneighbors(df)\n", " distances = np.sort(distances, axis=0)\n", " distances = distances[:,1]\n", " plt.plot(distances)\n", "\n", "find_optimal_eps(transformed_data)" ] }, { "cell_type": "markdown", "id": "7c700845", "metadata": {}, "source": [ "2. `minPts`: minimum number of data points to define a cluster. We will set this value to 2 because all we need is 2 stocks in a cluster to potentially have a cointegrated and therefore highly profitable pair.\n", "\n", "These two parameters allow us to define the following 3 definitions.\n", "\n", "1. **core point:** a point `x` such that there at least `minPts` number of points (inclusive of the point itself) in the closed ball $B_\\epsilon(x)$.\n", "2. **border point:** a point `x` such that it is reachable from a core point and there are less than `minPts` number of points within $B_\\epsilon(x)$.\n", "3. **outlier:** a point such that it is not a core point and it is not reachable from any core points.\n", "\n", "The DBSCAN algorithm is as follows:\n", "\n", "1. `minPts` and `eps` are predetermined. Suppose there exist $n$ data points $x_1, \\cdots, x_n \\in X$. Select a starting point $x_i$ at random.\n", "2. Let $S$ be the set of all points in $B_\\epsilon (x_i)$. If $|S| >= \\ $ `minPts`, then $x_i$ is marked as a core point and cluster formation starts. Otherwise, the point is marked as noise. All other points $x_j \\in B_{\\epsilon}(x_i)$ become a part of the cluster. \n", "3. If for the other $x_j$, if there exists at least `minPts` in $B_\\epsilon(x_j)$, then $x_j$ is also determined to be core points, then all $x_k \\in B_\\epsilon(x_j)$ are also added to the cluster and evaluated if they are core points.\n", "4. Once that cluster is formed, choose another random point that has not been visited yet and follow the same procedure. Note that points that are marked as noise can be revisited.\n", "5. The algorithm is done when all points classified as part of a cluster or a noise point." ] }, { "cell_type": "code", "execution_count": 18, "id": "b5133aeb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Estimated number of clusters: 11\n", "Estimated number of noise points: 370\n" ] }, { "data": { "text/html": [ "
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Stocks
Cluster
0ADBE ARE LNT AXP ABC ATO BALL BDX BRK.B TECH B...
1A EQT HST NEE
2AKAM ALK APA ANET CNP CMCSA CMI CVS XRAY DXCM ...
3AON AMAT BA CHD DPZ DTE EIX EL ITW KEYS MOS OX...
4CBOE IBM PSX WMT
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" ], "text/plain": [ " Stocks\n", "Cluster \n", "0 ADBE ARE LNT AXP ABC ATO BALL BDX BRK.B TECH B...\n", "1 A EQT HST NEE \n", "2 AKAM ALK APA ANET CNP CMCSA CMI CVS XRAY DXCM ...\n", "3 AON AMAT BA CHD DPZ DTE EIX EL ITW KEYS MOS OX...\n", "4 CBOE IBM PSX WMT " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def dbscan_cluster(transformed_data: np.ndarray) -> List[int]: \n", " db = DBSCAN(eps = 0.1, min_samples = 2)\n", " labels = db.fit_predict(transformed_data)\n", " n_clusters = len(set(labels)) - (1 if -1 in labels else 0)\n", " n_noise = list(labels).count(-1)\n", " clusters = {}\n", " for i in range(len(labels)):\n", " if labels[i] != -1:\n", " clusters[labels[i]] = clusters.get(labels[i], \"\") + str(tickers[i]) + \" \"\n", " clusters = dict(sorted(clusters.items(), key=lambda x:x[0]))\n", " # Print out some information about the clusters.\n", " print(\"Estimated number of clusters:\", n_clusters)\n", " print(\"Estimated number of noise points:\", n_noise)\n", " cluster_info = pd.DataFrame({'Cluster': clusters.keys(), 'Stocks': clusters.values()})\n", " cluster_info = cluster_info.set_index('Cluster')\n", " display(cluster_info.head())\n", " return labels\n", "\n", "start_dbscan = time.perf_counter()\n", "labels_dbscan = dbscan_cluster(transformed_data)" ] }, { "cell_type": "code", "execution_count": 19, "id": "fda37807", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time it takes DBSCAN to generate pairs in a 500 stock universe size: 20.760144600004423\n" ] }, { "data": { "text/html": [ "
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PairsPValues
0(HON, RJF)0.000002
1(HON, WFC)0.000064
2(AEP, SO)0.000103
3(HON, LNC)0.000114
4(ES, PCG)0.000236
\n", "
" ], "text/plain": [ " Pairs PValues\n", "0 (HON, RJF) 0.000002\n", "1 (HON, WFC) 0.000064\n", "2 (AEP, SO) 0.000103\n", "3 (HON, LNC) 0.000114\n", "4 (ES, PCG) 0.000236" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pairs_dbscan = find_cointegrated_pairs(close_data, labels_dbscan)\n", "end_dbscan = time.perf_counter()\n", "print(f\"Time it takes DBSCAN to generate pairs in a 500 stock universe size: {end_dbscan - start_dbscan}\")\n", "pairs_dbscan.head()" ] }, { "cell_type": "code", "execution_count": 20, "id": "f8165750", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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012
0HONHoneywellIndustrial Conglomerates
1RJFRaymond JamesInvestment Banking & Brokerage
\n", "
" ], "text/plain": [ " 0 1 2\n", "0 HON Honeywell Industrial Conglomerates\n", "1 RJF Raymond James Investment Banking & Brokerage" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(5, 3))\n", "ax.plot(close_data['HON'], label = 'HON', color='red')\n", "ax.plot(close_data['RJF'], label = 'RJF', color='green')\n", "ax.set_title('DBSCAN Cointegrated Pair')\n", "ax.set_xlabel('Date')\n", "ax.set_ylabel('Closing Price in USD')\n", "ax.legend()\n", "fig.show()\n", "\n", "hon_rjf = [(tickers[i], names[i], industries[i]) for i in range(len(tickers)) if tickers[i]=='HON' or tickers[i]==\"RJF\"]\n", "pd.DataFrame(hon_rjf)" ] }, { "cell_type": "markdown", "id": "68a8403a", "metadata": {}, "source": [ "### OPTICS (Ordering Points to Identify Cluster Structure)\n", "\n", "We observe firsthand that the Elbow Technique to determine optimal `eps` is unreliable and cumbersome. Such a small difference in the value of `eps` can drastically transform final results. This required level of precision for `eps` limits DBSCAN predominantly to the detection of clusters of similar density. OPTICS solves this issue " ] }, { "cell_type": "code", "execution_count": 21, "id": "dabbdbdc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Estimated number of clusters: 40\n", "Estimated number of noise points: 375\n" ] }, { "data": { "text/html": [ "
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Stocks
Cluster
0ABC TECH LYV
1BMY STT
2LNT BIIB
3ARE EXR
4BKNG FLT HUM OMC SBNY TER UAL
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" ], "text/plain": [ " Stocks\n", "Cluster \n", "0 ABC TECH LYV \n", "1 BMY STT \n", "2 LNT BIIB \n", "3 ARE EXR \n", "4 BKNG FLT HUM OMC SBNY TER UAL " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def optics_cluster(transformed_data: np.ndarray) -> List[int]:\n", " optics = OPTICS(min_samples = 2)\n", " labels = optics.fit_predict(transformed_data)\n", " n_clusters = len(set(labels)) - (1 if -1 in labels else 0)\n", " n_noise = list(labels).count(-1)\n", " # Obtain info about the clusters.\n", " clusters = {}\n", " for i in range(len(labels)):\n", " if labels[i] != -1:\n", " clusters[labels[i]] = clusters.get(labels[i], \"\") + str(tickers[i]) + \" \"\n", " clusters = dict(sorted(clusters.items(), key=lambda x:x[0]))\n", " # Print out some infomration about the clusters.\n", " print(\"Estimated number of clusters:\", n_clusters)\n", " print(\"Estimated number of noise points:\", n_noise)\n", " cluster_info = pd.DataFrame({'Cluster': clusters.keys(), 'Stocks': clusters.values()})\n", " cluster_info = cluster_info.set_index('Cluster')\n", " display(cluster_info.head())\n", " return labels\n", " \n", "start_optics = time.perf_counter()\n", "labels_optics = optics_cluster(transformed_data)" ] }, { "cell_type": "code", "execution_count": 22, "id": "6f143276", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time it takes OPTICS to generate pairs in a 500 stock universe size: 5.964553400001023\n" ] }, { "data": { "text/html": [ "
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PairsPValues
0(AEE, XEL)0.000607
1(AEE, CMS)0.000917
2(PNW, WEC)0.006713
3(TFC, WFC)0.010048
4(ICE, NDAQ)0.013386
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" ], "text/plain": [ " Pairs PValues\n", "0 (AEE, XEL) 0.000607\n", "1 (AEE, CMS) 0.000917\n", "2 (PNW, WEC) 0.006713\n", "3 (TFC, WFC) 0.010048\n", "4 (ICE, NDAQ) 0.013386" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pairs_optics = find_cointegrated_pairs(close_data, labels_optics)\n", "end_optics = time.perf_counter()\n", "print(f\"Time it takes OPTICS to generate pairs in a 500 stock universe size: {end_optics - start_optics}\")\n", "pairs_optics.head()" ] }, { "cell_type": "code", "execution_count": 23, "id": "e98b50be", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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012
0AEEAmerenMulti-Utilities
1XELXcel EnergyMulti-Utilities
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" ], "text/plain": [ " 0 1 2\n", "0 AEE Ameren Multi-Utilities\n", "1 XEL Xcel Energy Multi-Utilities" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(5, 3))\n", "ax.plot(close_data['AEE'], label = 'AEE', color='red')\n", "ax.plot(close_data['XEL'], label = 'XEL', color='green')\n", "ax.set_title('Example of a Cointegrated Pair')\n", "ax.set_xlabel('Date')\n", "ax.set_ylabel('Closing Price in USD')\n", "ax.legend()\n", "fig.show()\n", "\n", "aee_xel = [(tickers[i], names[i], industries[i]) for i in range(len(tickers)) if tickers[i]=='AEE' or tickers[i]==\"XEL\"]\n", "pd.DataFrame(aee_xel)" ] }, { "cell_type": "markdown", "id": "228ba5f8", "metadata": {}, "source": [ "## Testing KMeans vs. DBSCAN vs. OPTICS in Alphas" ] }, { "cell_type": "code", "execution_count": 8, "id": "fcfcf4e4", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "OPTICS: 100%|████████████████████████████████████████████████████████████████████████| 3/3 [2:51:42<00:00, 3434.18s/it]\n" ] }, { "data": { "image/png": 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", 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returnsharpesortinodrawdownturnoverlong countshort count
year
2000-0.034531-0.156207-0.2756160.1548290.1788657.7222226.722222
20010.1078090.5729180.8601010.1211880.1787517.1330656.133065
20020.2057801.6225772.9944720.1199370.2098707.1746036.174603
20030.0386930.5089400.7472560.0415030.1866497.7341276.734127
2004-0.004853-0.088510-0.1322830.0559470.1377828.1468257.146825
2005-0.011859-0.219900-0.3486110.0626270.1532297.4047626.404762
20060.0522500.8559361.2282930.0319010.2033427.6414346.641434
2007-0.013907-0.207839-0.3460330.0705560.1736737.9322716.932271
2008-0.098696-0.612760-0.8963140.1602370.1813298.0434787.043478
20090.0417180.3748290.6249140.1328650.1789387.5753976.575397
2010-0.039206-0.628343-0.9607260.0608740.1734707.6269846.626984
20110.0249710.2957780.3918930.0674990.1909627.5793656.579365
20120.0588291.0001001.6300950.0303810.1868287.4160006.416000
2013-0.077712-1.461734-1.9454720.0965300.1612428.2182547.218254
2014-0.053318-0.923747-1.3033860.0821250.1941728.1111117.111111
2015-0.000728-0.011242-0.0159680.0702970.1761707.2658736.265873
Overall0.1952390.1138000.1619690.1966070.2468427.6710566.671056
\n", "
" ], "text/plain": [ " return sharpe sortino drawdown turnover long count \\\n", "year \n", "2000 -0.034531 -0.156207 -0.275616 0.154829 0.178865 7.722222 \n", "2001 0.107809 0.572918 0.860101 0.121188 0.178751 7.133065 \n", "2002 0.205780 1.622577 2.994472 0.119937 0.209870 7.174603 \n", "2003 0.038693 0.508940 0.747256 0.041503 0.186649 7.734127 \n", "2004 -0.004853 -0.088510 -0.132283 0.055947 0.137782 8.146825 \n", "2005 -0.011859 -0.219900 -0.348611 0.062627 0.153229 7.404762 \n", "2006 0.052250 0.855936 1.228293 0.031901 0.203342 7.641434 \n", "2007 -0.013907 -0.207839 -0.346033 0.070556 0.173673 7.932271 \n", "2008 -0.098696 -0.612760 -0.896314 0.160237 0.181329 8.043478 \n", "2009 0.041718 0.374829 0.624914 0.132865 0.178938 7.575397 \n", "2010 -0.039206 -0.628343 -0.960726 0.060874 0.173470 7.626984 \n", "2011 0.024971 0.295778 0.391893 0.067499 0.190962 7.579365 \n", "2012 0.058829 1.000100 1.630095 0.030381 0.186828 7.416000 \n", "2013 -0.077712 -1.461734 -1.945472 0.096530 0.161242 8.218254 \n", "2014 -0.053318 -0.923747 -1.303386 0.082125 0.194172 8.111111 \n", "2015 -0.000728 -0.011242 -0.015968 0.070297 0.176170 7.265873 \n", "Overall 0.195239 0.113800 0.161969 0.196607 0.246842 7.671056 \n", "\n", " short count \n", "year \n", "2000 6.722222 \n", "2001 6.133065 \n", "2002 6.174603 \n", "2003 6.734127 \n", "2004 7.146825 \n", "2005 6.404762 \n", "2006 6.641434 \n", "2007 6.932271 \n", "2008 7.043478 \n", "2009 6.575397 \n", "2010 6.626984 \n", "2011 6.579365 \n", "2012 6.416000 \n", "2013 7.218254 \n", "2014 7.111111 \n", "2015 6.265873 \n", "Overall 6.671056 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "DBSCAN\n" ] }, { "data": { "text/html": [ "
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returnsharpesortinodrawdownturnoverlong countshort count
year
20000.1175130.4384610.7396010.2799750.1671334.4682543.468254
2001-0.413593-1.041556-1.1201920.4866650.1290753.0725812.072581
2002-0.109759-0.489983-0.6490490.2548160.0474141.6746030.674603
2003-0.063867-0.916326-1.1758040.0855750.0085111.2896830.289683
20040.000000NaNNaN0.0000000.0000001.0000000.000000
20050.000000NaNNaN0.0000000.0000001.0000000.000000
20060.0228580.7252361.2424320.0191740.0042371.0597610.059761
20070.0447080.4019140.6384490.1004920.1339032.1952191.195219
2008-0.030672-0.124533-0.1993670.1662260.0525752.1936761.193676
2009-0.104123-0.748043-0.9501050.1671910.0300431.4642860.464286
20100.0213710.3840890.5404550.0403840.0170211.1428570.142857
2011-0.121096-1.118525-1.2761820.1511770.0590721.7500000.750000
20120.0622640.7169021.1345760.0539140.0693281.6120000.612000
2013-0.027157-0.596647-0.7357920.0285530.0257511.2420630.242063
2014-0.056727-0.944436-1.0071970.1095870.0454482.2976191.297619
20150.0592860.8359841.1371730.0661330.0869483.3492062.349206
Overall-0.598994-0.232847-0.3033850.6456910.0860821.9249690.924969
\n", "
" ], "text/plain": [ " return sharpe sortino drawdown turnover long count \\\n", "year \n", "2000 0.117513 0.438461 0.739601 0.279975 0.167133 4.468254 \n", "2001 -0.413593 -1.041556 -1.120192 0.486665 0.129075 3.072581 \n", "2002 -0.109759 -0.489983 -0.649049 0.254816 0.047414 1.674603 \n", "2003 -0.063867 -0.916326 -1.175804 0.085575 0.008511 1.289683 \n", "2004 0.000000 NaN NaN 0.000000 0.000000 1.000000 \n", "2005 0.000000 NaN NaN 0.000000 0.000000 1.000000 \n", "2006 0.022858 0.725236 1.242432 0.019174 0.004237 1.059761 \n", "2007 0.044708 0.401914 0.638449 0.100492 0.133903 2.195219 \n", "2008 -0.030672 -0.124533 -0.199367 0.166226 0.052575 2.193676 \n", "2009 -0.104123 -0.748043 -0.950105 0.167191 0.030043 1.464286 \n", "2010 0.021371 0.384089 0.540455 0.040384 0.017021 1.142857 \n", "2011 -0.121096 -1.118525 -1.276182 0.151177 0.059072 1.750000 \n", "2012 0.062264 0.716902 1.134576 0.053914 0.069328 1.612000 \n", "2013 -0.027157 -0.596647 -0.735792 0.028553 0.025751 1.242063 \n", "2014 -0.056727 -0.944436 -1.007197 0.109587 0.045448 2.297619 \n", "2015 0.059286 0.835984 1.137173 0.066133 0.086948 3.349206 \n", "Overall -0.598994 -0.232847 -0.303385 0.645691 0.086082 1.924969 \n", "\n", " short count \n", "year \n", "2000 3.468254 \n", "2001 2.072581 \n", "2002 0.674603 \n", "2003 0.289683 \n", "2004 0.000000 \n", "2005 0.000000 \n", "2006 0.059761 \n", "2007 1.195219 \n", "2008 1.193676 \n", "2009 0.464286 \n", "2010 0.142857 \n", "2011 0.750000 \n", "2012 0.612000 \n", "2013 0.242063 \n", "2014 1.297619 \n", "2015 2.349206 \n", "Overall 0.924969 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "OPTICS\n" ] }, { "data": { "text/html": [ "
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returnsharpesortinodrawdownturnoverlong countshort count
year
20000.2184741.0546761.7176070.1599150.2231206.8015875.801587
20010.1957581.0381891.6802020.1096300.1828606.9637105.963710
20020.0064880.0328860.0471530.2404880.1500824.9365083.936508
20030.1294301.1925811.7419770.0608100.1990734.3095243.309524
20040.1440921.8543793.1807750.0536740.1818055.0039684.003968
2005-0.062919-0.792113-1.1038500.0799650.1685843.5793652.579365
2006-0.001719-0.021737-0.0278770.0791670.1859615.6852594.685259
20070.1479512.0198323.1523480.0423940.1528643.5139442.513944
2008-0.027665-0.135011-0.2351300.1783870.1356845.4308304.430830
2009-0.063445-0.472572-0.6081920.1459970.1818015.7976194.797619
2010-0.071755-0.960432-1.4749290.0990380.1816825.3928574.392857
2011-0.157948-1.056810-1.3023750.1998400.1021202.8015871.801587
20120.0669901.1320811.7797080.0383990.1980956.3120005.312000
2013-0.088731-1.492119-1.8004730.1037890.1494847.2658736.265873
20140.0484200.5417840.7734010.1065020.1213564.5277783.527778
2015-0.037248-0.529738-0.7340520.0933870.1773526.7420635.742063
Overall0.4461720.2179950.3009530.3538030.2357545.3147834.314783
\n", "
" ], "text/plain": [ " return sharpe sortino drawdown turnover long count \\\n", "year \n", "2000 0.218474 1.054676 1.717607 0.159915 0.223120 6.801587 \n", "2001 0.195758 1.038189 1.680202 0.109630 0.182860 6.963710 \n", "2002 0.006488 0.032886 0.047153 0.240488 0.150082 4.936508 \n", "2003 0.129430 1.192581 1.741977 0.060810 0.199073 4.309524 \n", "2004 0.144092 1.854379 3.180775 0.053674 0.181805 5.003968 \n", "2005 -0.062919 -0.792113 -1.103850 0.079965 0.168584 3.579365 \n", "2006 -0.001719 -0.021737 -0.027877 0.079167 0.185961 5.685259 \n", "2007 0.147951 2.019832 3.152348 0.042394 0.152864 3.513944 \n", "2008 -0.027665 -0.135011 -0.235130 0.178387 0.135684 5.430830 \n", "2009 -0.063445 -0.472572 -0.608192 0.145997 0.181801 5.797619 \n", "2010 -0.071755 -0.960432 -1.474929 0.099038 0.181682 5.392857 \n", "2011 -0.157948 -1.056810 -1.302375 0.199840 0.102120 2.801587 \n", "2012 0.066990 1.132081 1.779708 0.038399 0.198095 6.312000 \n", "2013 -0.088731 -1.492119 -1.800473 0.103789 0.149484 7.265873 \n", "2014 0.048420 0.541784 0.773401 0.106502 0.121356 4.527778 \n", "2015 -0.037248 -0.529738 -0.734052 0.093387 0.177352 6.742063 \n", "Overall 0.446172 0.217995 0.300953 0.353803 0.235754 5.314783 \n", "\n", " short count \n", "year \n", "2000 5.801587 \n", "2001 5.963710 \n", "2002 3.936508 \n", "2003 3.309524 \n", "2004 4.003968 \n", "2005 2.579365 \n", "2006 4.685259 \n", "2007 2.513944 \n", "2008 4.430830 \n", "2009 4.797619 \n", "2010 4.392857 \n", "2011 1.801587 \n", "2012 5.312000 \n", "2013 6.265873 \n", "2014 3.527778 \n", "2015 5.742063 \n", "Overall 4.314783 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "from sif.pairstrading.alphas import KMeans_Alpha, DBSCAN_Alpha, OPTICS_Alpha\n", "alphas = [KMeans_Alpha(90, 10, 0.5), DBSCAN_Alpha(90, 10, 0.5), OPTICS_Alpha(90, 10, 0.5)]\n", "returns, holdings = backtester_15y.backtest(alphas, processes=None)\n", "metrics.summary_plot(returns, source=['KMeans', 'DBSCAN', 'OPTICS'])\n", "rolling_sharpe = functools.partial(metrics.rolling_metric, func=metrics.sharpe_ratio, window=252)\n", "returns.apply(rolling_sharpe).plot()\n", "plt.title('1 Year Rolling Sharpe Ratio')\n", "plt.show()\n", "# Display analytics.\n", "perf_tables = apply_metric_func(metrics.generate_performance_table, ('daily_returns', 'holdings'))(returns, holdings)\n", "for alpha, table in zip(alphas, perf_tables):\n", " print(f\"{alpha.name}\")\n", " ICD.display(table)\n", " print()" ] }, { "cell_type": "markdown", "id": "a675bbb6", "metadata": {}, "source": [ "## Clustering Conclusion\n", "\n", "Of the three methods, we select OPTICS to use in our final alpha moving forward. Although the OPTICS and K-Means clustering methods give similar performance, OPTICS runs much quicker, and K-Means is further limited by the need to manually select $k$. \n", "\n", "Thus, we will continue to build on our alpha using OPTICS as our clustering method for the rest of the notebook.\n", "\n", "**Critically, notice that the performance of these alphas is similar/better than the original brute force lowest pvalue alpha. This is extremely important as it means we are losing minimal value by using clustering to reduce the number of pairs of securities we check cointegration between, while gaining massive computational advantage.**" ] }, { "cell_type": "markdown", "id": "576871b7", "metadata": {}, "source": [ "## Time Complexity Analysis - Clustering vs. Original\n", "\n", "The objective of principal component analysis and clustering methods is to identify cointegrated pairs faster and more efficiently. To test the success of this new implementation, we conduct a time complexity analysis of a bare bones pairs trading strategy versus an enhanced strategy when both are tested in a $500$ stock universe. \n", "\n", "To accomplish this, We create a shorter $6$ month backtester, as running the original pairs trading alpha on a $500$ stock universe is very slow." ] }, { "cell_type": "code", "execution_count": 25, "id": "ba46649e", "metadata": {}, "outputs": [], "source": [ "# *** FOP TIME COMPLEXITY ANALYSIS *** #\n", "start_date_6m = datetime.datetime(2005, 1, 1)\n", "end_date_6m = datetime.datetime(2005, 6, 30)\n", "# backtester_6m = fb.FullMultipleBacktester(\n", "# start_date_6m,\n", "# end_date_6m,\n", "# 'M',\n", "# 273,\n", "# universe_size = 500, \n", "# factors=['close', 'sector']\n", "# )\n", "# backtester_6m.save_local('pairs_6m.npy')\n", "backtester_6m = fb.FullMultipleBacktester.from_local('pairs_6m.npy')" ] }, { "cell_type": "code", "execution_count": 35, "id": "fc1a0f8e", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Testing2: 100%|██████████████████████████████████████████████████████████████████████████| 1/1 [00:06<00:00, 6.94s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Time for the Random Alpha: 2433.187252399999 seconds\n", "Time for the Enhanced Alpha: 6.951922000000195 seconds\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "from sif.pairstrading.alphas import Brute_Force, Testing2\n", "\n", "# Run the brute force alpha and time it.\n", "alphas = [Brute_Force(90, 10, 3.5)]\n", "start_random = time.perf_counter()\n", "returns, holdings = backtester_6m.backtest(alphas, processes=None)\n", "end_random = time.perf_counter()\n", "\n", "# run the enhanced alpha and time it\n", "alphas = [Testing2(90, 10, 2.25, 1.75, 3.5)]\n", "start_final = time.perf_counter()\n", "returns2, holdings2 = backtester_6m.backtest(alphas, processes=None)\n", "end_final = time.perf_counter()\n", "\n", "print(f\"Time for the Random Alpha: {end_random - start_random} seconds\")\n", "print(f\"Time for the Enhanced Alpha: {end_final - start_final} seconds\")" ] }, { "cell_type": "code", "execution_count": null, "id": "92589bae", "metadata": {}, "outputs": [], "source": [ "# run the brute force alpha and time it\n", "alphas = [Brute_Force(90, 10, 3.5)]\n", "start_random = time.perf_counter()\n", "returns, holdings = backtester_6m.backtest(alphas, processes=None)\n", "end_random = time.perf_counter()" ] }, { "cell_type": "code", "execution_count": 27, "id": "b5250692", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Testing2: 100%|██████████████████████████████████████████████████████████████████████████| 1/1 [00:06<00:00, 6.51s/it]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Time for the Random Alpha: 2495.6983089000023 seconds\n", "Time for the Enhanced Alpha: 6.517251000001124 seconds\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "# run the enhanced alpha and time it\n", "alphas = [Testing2(90, 10, 2.25, 1.75, 3.5)]\n", "start_final = time.perf_counter()\n", "returns2, holdings2 = backtester_6m.backtest(alphas, processes=None)\n", "end_final = time.perf_counter()\n", "\n", "print(f\"Time for the Random Alpha: {end_random - start_random} seconds\")\n", "print(f\"Time for the Enhanced Alpha: {end_final - start_final} seconds\")" ] }, { "cell_type": "markdown", "id": "29bbcf4f", "metadata": {}, "source": [ "## Time Complexity Results\n", "\n", "As we can see, the pairs trading alpha with clustering runs over $350$ times faster than the original alpha, even though it gives similar performance. We ran the comparison a second time to ensure the results were accurate, as it was already surprising to see such a large performance change.\n", "\n", "We consider this implementation successful at reducing our computational speeds to allow us to adequately test and use pairs trading alphas with larger universes." ] }, { "cell_type": "markdown", "id": "e51efd78", "metadata": {}, "source": [ "# Pairs Trading Parameters\n", "\n", "There are many parameters that we can tune for pairs trading to build the optimal strategy. In this portion of the notebook, we will explore them.\n", "\n", "### Thresholds\n", "\n", "We define opening and closing of trade thresholds for our trades by cutoff values of the z-score of the spread between the price timeseries of the two securities. Z-score is defined as $$z = \\dfrac{x-\\mu}{\\sigma}$$ where $x$ is some value, $\\mu$ is the mean, and $\\sigma$ is the standard deviation, and this value represents the number of standard deviations away from the mean our current value is." ] }, { "cell_type": "code", "execution_count": 6, "id": "b8b99b7b", "metadata": {}, "outputs": [], "source": [ "def zscore(series: array_1d) -> array_1d:\n", " return (series - series.mean()) / np.std(series)" ] }, { "cell_type": "code", "execution_count": 26, "id": "f7ffb10a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{('AEE', 'XEL'): 0.0006074891966837364,\n", " ('PNW', 'WEC'): 0.006712663328868038,\n", " ('TFC', 'WFC'): 0.010048276260052667,\n", " ('ICE', 'NDAQ'): 0.01338565196103155,\n", " ('AMT', 'CCI'): 0.01917978540057863,\n", " ('KO', 'PEP'): 0.027679852301702584,\n", " ('CMS', 'ES'): 0.03140211257431001,\n", " ('AON', 'MMC'): 0.03678558565664893,\n", " ('C', 'HBAN'): 0.037287845225351904,\n", " ('CI', 'UNH'): 0.04340813007876985}" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pairsDict = dict(np.array(pairs_optics))\n", "pairsDict\n", "# Sort the pairs by lowest pvalue.\n", "keys, values = list(pairsDict.keys()), list(pairsDict.values())\n", "sorted_value_index = np.argsort(values)\n", "sorted_dict = {keys[i]: values[i] for i in sorted_value_index}\n", "\n", "# Remove duplicate stocks.\n", "new_dict, seen = {}, set()\n", "for (i, j) in sorted_dict:\n", " if i not in seen and j not in seen:\n", " new_dict[(i, j)] = sorted_dict[(i,j)]\n", " seen.add(i)\n", "new_dict" ] }, { "cell_type": "markdown", "id": "afd57b71", "metadata": {}, "source": [ "### Open Position Criteria\n", "\n", "A trade will be initialized (ie. we take a long position for the underperforming security and a short position on the overperforming security) when the absolute value of the zscore of the spread is greater than our open threshold, currently $1.0$.\n", "### Close Position Criteria\n", "\n", "The trade will be closed when the asbolute value of the zscore of the spread becomes less than our close (take profit) threshold, which is currently $0.5$. If this threshold is reached on an open position, it means the difference between close prices have revered back toward their mean and a profit should be made.\n", "\n", "### Stop Loss Criteria\n", "\n", "In the circumstance where two securities seem to continue to diverge beyond what we consider reasonable, we propose a mechanism for cutting our losses by exiting the trade. If the absolute of the zscore of the spread ever becomes greater than our stop loss threshold, we reevaluate the cointegration levels again using the Engle-Granger test. If the resulting pvalue is greater than $0.05$ (no longer cointegrated), we choose to suspect that the pair is no longer cointegrated, and we will exit the trade and take our losses before the securities further diverge and result in even greater losses." ] }, { "cell_type": "code", "execution_count": 16, "id": "7be76ea7", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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90 rows × 16 columns

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" ], "text/plain": [ "Spread of Pairs (AEP, SO) (ES, PCG) (AEE, XEL) (PCG, SO) (PNW, WEC) \\\n", "90 0.0 0.0 0.0 0.0 0.0 \n", "91 0.0 0.0 0.0 0.0 0.0 \n", "92 0.0 0.0 0.0 0.0 0.0 \n", "93 0.0 0.0 0.0 0.0 0.0 \n", "94 0.0 0.0 0.0 0.0 0.0 \n", ".. ... ... ... ... ... \n", "175 0.0 0.0 0.0 0.0 0.0 \n", "176 0.0 0.0 0.0 0.0 0.0 \n", "177 0.0 0.0 0.0 0.0 0.0 \n", "178 0.0 0.0 0.0 0.0 0.0 \n", "179 0.0 0.0 0.0 0.0 0.0 \n", "\n", "Spread of Pairs (TFC, WFC) (ICE, NDAQ) (AMT, CCI) (CNP, DUK) (KO, PEP) \\\n", "90 0.0 0.0 0.0 0.0 0.0 \n", "91 0.0 0.0 0.0 0.0 0.0 \n", "92 0.0 0.0 0.0 0.0 0.0 \n", "93 0.0 0.0 0.0 0.0 0.0 \n", "94 0.0 0.0 0.0 0.0 0.0 \n", ".. ... ... ... ... ... \n", "175 0.0 0.0 0.0 0.0 0.0 \n", "176 0.0 0.0 0.0 0.0 0.0 \n", "177 0.0 0.0 0.0 0.0 0.0 \n", "178 0.0 0.0 0.0 0.0 0.0 \n", "179 0.0 0.0 0.0 0.0 0.0 \n", "\n", "Spread of Pairs (ETR, FE) (AON, MMC) (C, HBAN) (DUK, FE) (CI, UNH) \\\n", "90 0.0 0.0 0.0 0.0 0.0 \n", "91 0.0 0.0 0.0 0.0 0.0 \n", "92 0.0 0.0 0.0 0.0 0.0 \n", "93 0.0 0.0 0.0 0.0 0.0 \n", "94 0.0 0.0 0.0 0.0 0.0 \n", ".. ... ... ... ... ... \n", "175 0.0 0.0 0.0 0.0 0.0 \n", "176 0.0 0.0 0.0 0.0 0.0 \n", "177 0.0 0.0 0.0 0.0 0.0 \n", "178 0.0 0.0 0.0 0.0 0.0 \n", "179 0.0 0.0 0.0 0.0 0.0 \n", "\n", "Spread of Pairs (CMS, WEC) \n", "90 0.0 \n", "91 0.0 \n", "92 0.0 \n", "93 0.0 \n", "94 0.0 \n", ".. ... \n", "175 0.0 \n", "176 0.0 \n", "177 0.0 \n", "178 0.0 \n", "179 0.0 \n", "\n", "[90 rows x 16 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "WINDOW, OPEN, CLOSE = 90, 2.1, 1.9\n", "# WINDOW = 90\n", "# OPEN = 1.0\n", "# CLOSE = 0.5\n", "factors = ['Zscore', 'Close Prices', 'Spread']\n", "df = {factor : pd.DataFrame(np.zeros((180-WINDOW, len(new_dict)))) for factor in factors}\n", "pairs = [pair for pair in new_dict]\n", "\n", "for factor in df:\n", " df[factor] = df[factor].rename_axis(\"Day\")\n", " df[factor] = df[factor].set_axis(pairs, axis=\"columns\")\n", " new_axis = [i for i in range(WINDOW, 180)]\n", " df[factor] = df[factor].set_axis(new_axis, axis=\"rows\")\n", " df[factor] = df[factor].rename_axis(f\"{factor} of Pairs\", axis=\"columns\")\n", " display(df[factor].head())" ] }, { "cell_type": "code", "execution_count": 28, "id": "38557848", "metadata": {}, "outputs": [], "source": [ "# We need to wait the first 1/4 s.t. we can calculate zscore.\n", "for day in range(WINDOW, 180):\n", " for p in new_dict:\n", " # Obtain the two time series.\n", " FIRST = (close_data[p[0]]).iloc[day-WINDOW:day]\n", " SECOND = (close_data[p[1]]).iloc[day-WINDOW:day]\n", " # Determine the values for our factors.\n", " close_price = f\"({round(close_data[p[0]][day], 2)} , {round(close_data[p[1]][day], 2)})\"\n", " spread = FIRST - SECOND\n", " z_score = zscore(spread).tail(1).values[0]\n", " diff = close_data[p[0]][day] - close_data[p[1]][day]\n", " # Add these values to dataframes for future examination.\n", " for factor in factors:\n", " if factor == \"Zscore\":\n", " if z_score >= OPEN:\n", " # Update current trade status.\n", " df[factor][p][day] = f\"OPEN {round(z_score, 2)}\"\n", "\n", " # Exit the trade; dont increment anything.\n", " elif abs(z_score) <= CLOSE:\n", " df[factor][p][day] = f\"CLOSED {round(z_score, 2)}\"\n", "\n", " elif z_score <= -OPEN:\n", " # Update the current trade status here too.\n", " df[factor][p][day] = f\"OPEN {round(z_score, 2)}\"\n", " # Record close prices and spreads.\n", " elif factor == \"Close Prices\":\n", " df[factor][p][day] = close_price\n", " elif factor == \"Spread\":\n", " df[factor][p][day] = round(diff, 2)" ] }, { "cell_type": "code", "execution_count": null, "id": "730523c2", "metadata": {}, "outputs": [], "source": [ "for factor in factors:\n", " print(df[factor].to_markdown())" ] }, { "cell_type": "markdown", "id": "1df7a6ff", "metadata": {}, "source": [ "See the `eda_traced.py` file (linked) for the results. Now we will illustrate the trade status in a visual graph." ] }, { "cell_type": "code", "execution_count": 30, "id": "772f6bec", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Isolate the two time series.\n", "aee = pd.DataFrame(close_data[\"AEE\"])\n", "xel = pd.DataFrame(close_data[\"XEL\"])\n", "aee_2 = aee[WINDOW:]\n", "xel_2 = xel[WINDOW:]\n", "# Plot the two stocks.\n", "fig, ax = plt.subplots(figsize=(15, 9))\n", "ax.plot(aee_2, label = 'AEE', color='blue')\n", "ax.plot(xel_2, label = 'XEL', color='black')\n", "# Plot the trade status for this cointegrated pair.\n", "for day in range(WINDOW, len(aee)):\n", " aee_2 = aee.iloc[day-WINDOW:day]\n", " xel_2 = xel.iloc[day-WINDOW:day]\n", " spread = aee_2['AEE'] - xel_2['XEL']\n", " z_score = zscore(spread).tail(1).values[0]\n", " # Plot a different vertical line color depending on the status.\n", " if z_score > OPEN:\n", " plt.axvline(x=(aee.reset_index())['date'][day], color='orange', linestyle='--')\n", " elif abs(z_score) < CLOSE:\n", " plt.axvline(x=(aee.reset_index())['date'][day], color='green', linestyle='--')\n", " elif z_score < -OPEN:\n", " plt.axvline(x=(aee.reset_index())['date'][day], color='purple', linestyle='--')\n", "\n", "ax.set_title('OPTICS Cointegrated Pair')\n", "ax.set_xlabel('Date')\n", "ax.set_ylabel('Closing Price in USD')\n", "ax.legend()\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "20a75041", "metadata": {}, "source": [ "## Information about the OPTICS Pairs\n", "- Number of pairs trades opened.\n", "- Average length of trade opened.\n", "- Generate a graph of the zscore distributions." ] }, { "cell_type": "code", "execution_count": 31, "id": "1d796f69", "metadata": {}, "outputs": [], "source": [ "# *** NUMBER OF PAIR TRADES OPENED *** #\n", "# A dictionary that maps from a pair to a boolean indicating if the pair is active.\n", "pair_to_status = {pair : [0, False] for pair in new_dict}\n", "\n", "# *** AVERAGE CHANGE IN ZSCORE FOR EACH PAIR *** #\n", "# A dictionary that maps from a pair to changes in zscore. THe first index \n", "# represents postiive shifts, second is negative shifts, third is overall.\n", "pair_to_delta_zscore = {pair : [0, 0, 0] for pair in new_dict}\n", "pos, neg = 0, 0\n", "\n", "# *** MAX, MIN CHANGE IN ZSCORE FOR EACH PAIR *** #\n", "# dict that maps from a pair to changes in zscore\n", "# first index represents postiive shifts, second is negative shifts, third is overall\n", "pair_to_minmax_zscore = {pair : [0, 0] for pair in new_dict}\n", "\n", "# *** NUMBER OF PAIR TRADES CLOSED *** #\n", "# A dictionary that maps from a pair to a boolean indicating if the pair is closed.\n", "pair_to_close = {pair : 0 for pair in new_dict}\n", "\n", "# *** TOTAL LENGTH OF EACH TRADE OPENED *** #\n", "# A dictionary that maps from pair to total time opened. To get average, \n", "# we will divide by number of trades after.\n", "pair_to_total_time = {pair : 0 for pair in new_dict}\n", "\n", "# *** AVERAGE LENGTH OF EACH TRADE OPENED *** #\n", "# To get average, will divide by number of trades after.\n", "pair_to_average_time = {pair : 0 for pair in new_dict}\n", "\n", "# *** ZSCORE FREQUENCY *** #\n", "# A dictionary that maps from a zscore to the number of occurrences\n", "zscore_freq = {}" ] }, { "cell_type": "code", "execution_count": 32, "id": "579ab302", "metadata": {}, "outputs": [], "source": [ "# We need to wait the first 1/4 s.t. we can calculate zscore.\n", "for day in range(WINDOW, len(close_data)):\n", " for p in new_dict:\n", " # FIRST and SECOND are indices of the stocks.\n", " FIRST = (close_data[p[0]]).iloc[day-WINDOW:day]\n", " SECOND = (close_data[p[1]]).iloc[day-WINDOW:day]\n", " spread = FIRST - SECOND\n", " # Calculate zscore.\n", " z_score = zscore(spread).tail(1).values[0]\n", " if z_score > 0:\n", " pair_to_delta_zscore[p][0] += z_score\n", " pos += 1\n", " pair_to_minmax_zscore[p][0] = max(z_score, pair_to_minmax_zscore[p][0])\n", " else:\n", " pair_to_delta_zscore[p][1] += z_score\n", " neg += 1\n", " pair_to_minmax_zscore[p][1] = min(z_score, pair_to_minmax_zscore[p][1])\n", " pair_to_delta_zscore[p][2] += z_score\n", " # Round zscore to the nearest tenth.\n", " tempZ = round(z_score, 1)\n", " zscore_freq[tempZ] = zscore_freq.get(tempZ, 0) + 1\n", "\n", " # Long SECOND, short FIRST.\n", " if z_score >= OPEN:\n", " # Update current trade status.\n", " if not pair_to_status[p][1]:\n", " # Increment number of trades.\n", " pair_to_status[p][0] += 1\n", " pair_to_status[p][1] = True\n", " pair_to_total_time[p] += 1\n", "\n", " # Exit the trade and update status.\n", " elif abs(z_score) <= CLOSE:\n", " if pair_to_status[p][1]:\n", " pair_to_status[p][1] = False\n", " pair_to_close[p] += 1\n", "\n", " # Long FIRST, short SECOND.\n", " elif z_score <= -OPEN:\n", " if not pair_to_status[p][1]:\n", " # Increment number of trades.\n", " pair_to_status[p][0] += 1\n", " pair_to_status[p][1] = True\n", " pair_to_total_time[p] += 1" ] }, { "cell_type": "code", "execution_count": 33, "id": "297d1c67", "metadata": {}, "outputs": [], "source": [ "for pair in pair_to_average_time:\n", " # Average time per trade = total time opened / number of trades.\n", " pair_to_average_time[pair] = pair_to_total_time[pair] / pair_to_status[pair][0]\n", " pair_to_delta_zscore[pair][0] = round(pair_to_delta_zscore[pair][0]/pos, 4)\n", " pair_to_delta_zscore[pair][1] = round(pair_to_delta_zscore[pair][1]/neg, 4)\n", " pair_to_delta_zscore[pair][2] = round(pair_to_delta_zscore[pair][2]/(pos+neg), 4)" ] }, { "cell_type": "code", "execution_count": 34, "id": "62b70acb", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PairPvaluesNumber of Trades OpenedNumber of Trades ClosedTotal Time OpenAverage Time OpenAverage Changes in ZscoreMax Min Changes in Zscore
0(AEE, XEL)0.000607[8, False]815319.125000[0.1104, -0.1183, 0.0027][2.6199746024438033, -2.940468762540469]
1(PNW, WEC)0.006713[11, False]1111610.545455[0.0737, -0.1248, -0.0198][2.456090906426008, -4.148591408595112]
2(TFC, WFC)0.010048[10, False]1011711.700000[0.0723, -0.1069, -0.0121][2.5084880654723043, -2.459876269982127]
3(ICE, NDAQ)0.013386[11, False]111059.545455[0.1116, -0.0698, 0.0261][3.86429936699181, -1.7148936705082087]
4(AMT, CCI)0.019180[8, True]710713.375000[0.1092, -0.0808, 0.0197][2.7888479663384755, -2.3162201768282635]
5(KO, PEP)0.027680[12, False]12968.000000[0.0702, -0.1088, -0.0141][2.7287408587211064, -2.5393415245559834]
6(CMS, ES)0.031402[12, False]1213511.250000[0.1243, -0.077, 0.0294][3.2740294215589327, -1.910934181086981]
7(AON, MMC)0.036786[8, True]713116.375000[0.0951, -0.1247, -0.0084][2.349064880544459, -5.193350061937017]
8(C, HBAN)0.037288[8, False]814217.750000[0.1434, -0.0801, 0.0381][3.295429116998269, -3.3345130784859975]
9(CI, UNH)0.043408[5, True]416132.200000[0.1769, -0.0775, 0.057][4.466524246165453, -2.1339891528750523]
\n", "
" ], "text/plain": [ " Pair Pvalues Number of Trades Opened Number of Trades Closed \\\n", "0 (AEE, XEL) 0.000607 [8, False] 8 \n", "1 (PNW, WEC) 0.006713 [11, False] 11 \n", "2 (TFC, WFC) 0.010048 [10, False] 10 \n", "3 (ICE, NDAQ) 0.013386 [11, False] 11 \n", "4 (AMT, CCI) 0.019180 [8, True] 7 \n", "5 (KO, PEP) 0.027680 [12, False] 12 \n", "6 (CMS, ES) 0.031402 [12, False] 12 \n", "7 (AON, MMC) 0.036786 [8, True] 7 \n", "8 (C, HBAN) 0.037288 [8, False] 8 \n", "9 (CI, UNH) 0.043408 [5, True] 4 \n", "\n", " Total Time Open Average Time Open Average Changes in Zscore \\\n", "0 153 19.125000 [0.1104, -0.1183, 0.0027] \n", "1 116 10.545455 [0.0737, -0.1248, -0.0198] \n", "2 117 11.700000 [0.0723, -0.1069, -0.0121] \n", "3 105 9.545455 [0.1116, -0.0698, 0.0261] \n", "4 107 13.375000 [0.1092, -0.0808, 0.0197] \n", "5 96 8.000000 [0.0702, -0.1088, -0.0141] \n", "6 135 11.250000 [0.1243, -0.077, 0.0294] \n", "7 131 16.375000 [0.0951, -0.1247, -0.0084] \n", "8 142 17.750000 [0.1434, -0.0801, 0.0381] \n", "9 161 32.200000 [0.1769, -0.0775, 0.057] \n", "\n", " Max Min Changes in Zscore \n", "0 [2.6199746024438033, -2.940468762540469] \n", "1 [2.456090906426008, -4.148591408595112] \n", "2 [2.5084880654723043, -2.459876269982127] \n", "3 [3.86429936699181, -1.7148936705082087] \n", "4 [2.7888479663384755, -2.3162201768282635] \n", "5 [2.7287408587211064, -2.5393415245559834] \n", "6 [3.2740294215589327, -1.910934181086981] \n", "7 [2.349064880544459, -5.193350061937017] \n", "8 [3.295429116998269, -3.3345130784859975] \n", "9 [4.466524246165453, -2.1339891528750523] " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pairs_info = pd.DataFrame({'Pair': pair_to_status.keys(),\n", " 'Pvalues': new_dict.values(), \n", " 'Number of Trades Opened': pair_to_status.values(),\n", " 'Number of Trades Closed': pair_to_close.values(),\n", " 'Total Time Open': pair_to_total_time.values(), \n", " 'Average Time Open': pair_to_average_time.values(), \n", " 'Average Changes in Zscore': pair_to_delta_zscore.values(), \n", " 'Max Min Changes in Zscore': pair_to_minmax_zscore.values()})\n", "display(pairs_info)" ] }, { "cell_type": "code", "execution_count": 35, "id": "3c65b60c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Zscore Distribution: {-5.2: 1, -4.6: 1, -4.1: 1, -3.8: 1, -3.5: 1, -3.4: 1, -3.3: 2, -3.1: 1, -3.0: 1, -2.9: 6, -2.8: 2, -2.7: 5, -2.6: 8, -2.5: 8, -2.4: 8, -2.3: 15, -2.2: 12, -2.1: 23, -2.0: 25, -1.9: 20, -1.8: 35, -1.7: 40, -1.6: 40, -1.5: 47, -1.4: 49, -1.3: 50, -1.2: 58, -1.1: 66, -1.0: 56, -0.9: 55, -0.8: 74, -0.7: 74, -0.6: 75, -0.5: 83, -0.4: 60, -0.3: 82, -0.2: 105, -0.1: 62, -0.0: 69, 0.1: 85, 0.2: 72, 0.3: 66, 0.4: 72, 0.5: 78, 0.6: 72, 0.7: 78, 0.8: 58, 0.9: 88, 1.0: 72, 1.1: 58, 1.2: 79, 1.3: 59, 1.4: 72, 1.5: 49, 1.6: 47, 1.7: 36, 1.8: 47, 1.9: 44, 2.0: 27, 2.1: 32, 2.2: 29, 2.3: 19, 2.4: 10, 2.5: 11, 2.6: 11, 2.7: 8, 2.8: 5, 2.9: 7, 3.0: 5, 3.1: 5, 3.2: 2, 3.3: 5, 3.4: 2, 3.6: 3, 3.7: 2, 3.9: 1, 4.0: 1, 4.5: 1}\n" ] }, { "data": { "text/html": [ "
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ZscoreOccurrences
0-5.21
1-4.61
2-4.11
3-3.81
4-3.51
.........
733.63
743.72
753.91
764.01
774.51
\n", "

78 rows × 2 columns

\n", "
" ], "text/plain": [ " Zscore Occurrences\n", "0 -5.2 1\n", "1 -4.6 1\n", "2 -4.1 1\n", "3 -3.8 1\n", "4 -3.5 1\n", ".. ... ...\n", "73 3.6 3\n", "74 3.7 2\n", "75 3.9 1\n", "76 4.0 1\n", "77 4.5 1\n", "\n", "[78 rows x 2 columns]" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "keys, values = list(zscore_freq.keys()), list(zscore_freq.values())\n", "sorted_value_index = np.argsort(keys)\n", "sorted_zscore = {keys[i]: values[i] for i in sorted_value_index}\n", "print(f\"Zscore Distribution: {sorted_zscore}\")\n", "pd.DataFrame({'Zscore': sorted_zscore.keys(), 'Occurrences': sorted_zscore.values()})" ] }, { "cell_type": "code", "execution_count": 36, "id": "28f0cff4", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15, 9))\n", "for z in zscore_freq:\n", " ax.plot(z, zscore_freq[z], 'go')\n", "\n", "ax.axvline(x = -1, color='blue', linestyle='--')\n", "ax.axvline(x = 1, color='blue', linestyle='--')\n", "ax.axvline(x = -0.5, color='purple', linestyle='--')\n", "ax.axvline(x = 0.5, color='purple', linestyle='--')\n", "ax.axvline(x = -4.0, color='red', linestyle='--')\n", "ax.axvline(x = 4.0, color='red', linestyle='--')\n", "ax.set_title('Zscore Distribution Graph')\n", "ax.set_xlabel('Zscore')\n", "ax.set_ylabel('Number of Occurrences of the Zscore')\n", "fig.show()" ] }, { "cell_type": "markdown", "id": "af04f787", "metadata": {}, "source": [ "# Experiments and Results" ] }, { "cell_type": "markdown", "id": "82bb809d", "metadata": {}, "source": [ "### Enhanced (OPTICS AND PCA) Random Alphas" ] }, { "cell_type": "code", "execution_count": 12, "id": "de4e4641", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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returnsharpesortinodrawdownturnoverlong countshort count
year
20000.2555261.1531591.8310260.1476670.2233656.9325405.932540
20010.1502850.9656361.4368260.1302240.1649417.4758066.475806
20020.0218730.1368420.2078710.2141240.1831315.4682544.468254
20030.1389371.3775072.3256350.0746010.2080503.9206352.920635
20040.1122231.3666491.9417170.0446770.1521184.4166673.416667
20050.0116590.1570850.2531650.1224460.2187055.6031754.603175
20060.0316530.4414800.6269060.0681050.2169395.7410364.741036
20070.0732650.7971611.6198350.0791530.1953946.4940245.494024
2008-0.057339-0.342960-0.4535550.1603900.1577974.6324113.632411
2009-0.037030-0.299832-0.3853140.1375860.1463665.3214294.321429
20100.0261220.3155370.5375230.0691010.2276604.2301593.230159
2011-0.013422-0.156608-0.2404270.1374760.2167724.4285713.428571
20120.0428590.7464881.1214260.0304930.1787295.8800004.880000
20130.0918851.3875732.3738620.0352210.1818476.3055565.305556
2014-0.196362-1.119456-1.1607940.2227780.1053613.9960322.996032
2015-0.050091-0.819221-1.2067180.0891560.1852136.8015875.801587
Overall0.6020420.3104330.4061110.2448130.2525025.4752804.475280
\n", "
" ], "text/plain": [ " return sharpe sortino drawdown turnover long count \\\n", "year \n", "2000 0.255526 1.153159 1.831026 0.147667 0.223365 6.932540 \n", "2001 0.150285 0.965636 1.436826 0.130224 0.164941 7.475806 \n", "2002 0.021873 0.136842 0.207871 0.214124 0.183131 5.468254 \n", "2003 0.138937 1.377507 2.325635 0.074601 0.208050 3.920635 \n", "2004 0.112223 1.366649 1.941717 0.044677 0.152118 4.416667 \n", "2005 0.011659 0.157085 0.253165 0.122446 0.218705 5.603175 \n", "2006 0.031653 0.441480 0.626906 0.068105 0.216939 5.741036 \n", "2007 0.073265 0.797161 1.619835 0.079153 0.195394 6.494024 \n", "2008 -0.057339 -0.342960 -0.453555 0.160390 0.157797 4.632411 \n", "2009 -0.037030 -0.299832 -0.385314 0.137586 0.146366 5.321429 \n", "2010 0.026122 0.315537 0.537523 0.069101 0.227660 4.230159 \n", "2011 -0.013422 -0.156608 -0.240427 0.137476 0.216772 4.428571 \n", "2012 0.042859 0.746488 1.121426 0.030493 0.178729 5.880000 \n", "2013 0.091885 1.387573 2.373862 0.035221 0.181847 6.305556 \n", "2014 -0.196362 -1.119456 -1.160794 0.222778 0.105361 3.996032 \n", "2015 -0.050091 -0.819221 -1.206718 0.089156 0.185213 6.801587 \n", "Overall 0.602042 0.310433 0.406111 0.244813 0.252502 5.475280 \n", "\n", " short count \n", "year \n", "2000 5.932540 \n", "2001 6.475806 \n", "2002 4.468254 \n", "2003 2.920635 \n", "2004 3.416667 \n", "2005 4.603175 \n", "2006 4.741036 \n", "2007 5.494024 \n", "2008 3.632411 \n", "2009 4.321429 \n", "2010 3.230159 \n", "2011 3.428571 \n", "2012 4.880000 \n", "2013 5.305556 \n", "2014 2.996032 \n", "2015 5.801587 \n", "Overall 4.475280 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Enhanced Lowest PValue Pairs - Fully Invested\n" ] }, { "data": { "text/html": [ "
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returnsharpesortinodrawdownturnoverlong countshort count
year
20000.0775250.3763680.5780320.1521250.3074716.9722225.972222
2001-0.058836-0.319339-0.4404380.2238410.1798547.4919356.491935
2002-0.019968-0.245539-0.3303210.1436910.1574537.3174606.317460
20030.0896391.2585192.0710530.0467110.1793677.4880956.488095
20040.0617080.7098891.1315350.0492410.1147187.5952386.595238
20050.0049170.0842010.1241180.0727630.1856397.2301596.230159
20060.0616601.0358041.6319250.0290390.1838977.3705186.370518
2007-0.018656-0.282184-0.3917710.1183040.2099678.0796817.079681
2008-0.124468-0.704445-1.0407070.2352400.1182717.7075106.707510
20090.0585840.5290430.7472910.0816740.1216247.5277786.527778
20100.0993691.3311652.2587750.0325930.1768907.8134926.813492
20110.1362191.9568122.9296620.0451080.2288027.2698416.269841
20120.0134560.2475760.3446190.0482080.1632867.1440006.144000
2013-0.080320-1.552952-2.2001940.1203940.1601647.6349216.634921
20140.0621211.2028641.8420710.0530630.1775617.9087306.908730
2015-0.014414-0.255355-0.3676360.0654930.1802377.8055566.805556
Overall0.3485360.2096090.2838500.2634290.2443877.5224846.522484
\n", "
" ], "text/plain": [ " return sharpe sortino drawdown turnover long count \\\n", "year \n", "2000 0.077525 0.376368 0.578032 0.152125 0.307471 6.972222 \n", "2001 -0.058836 -0.319339 -0.440438 0.223841 0.179854 7.491935 \n", "2002 -0.019968 -0.245539 -0.330321 0.143691 0.157453 7.317460 \n", "2003 0.089639 1.258519 2.071053 0.046711 0.179367 7.488095 \n", "2004 0.061708 0.709889 1.131535 0.049241 0.114718 7.595238 \n", "2005 0.004917 0.084201 0.124118 0.072763 0.185639 7.230159 \n", "2006 0.061660 1.035804 1.631925 0.029039 0.183897 7.370518 \n", "2007 -0.018656 -0.282184 -0.391771 0.118304 0.209967 8.079681 \n", "2008 -0.124468 -0.704445 -1.040707 0.235240 0.118271 7.707510 \n", "2009 0.058584 0.529043 0.747291 0.081674 0.121624 7.527778 \n", "2010 0.099369 1.331165 2.258775 0.032593 0.176890 7.813492 \n", "2011 0.136219 1.956812 2.929662 0.045108 0.228802 7.269841 \n", "2012 0.013456 0.247576 0.344619 0.048208 0.163286 7.144000 \n", "2013 -0.080320 -1.552952 -2.200194 0.120394 0.160164 7.634921 \n", "2014 0.062121 1.202864 1.842071 0.053063 0.177561 7.908730 \n", "2015 -0.014414 -0.255355 -0.367636 0.065493 0.180237 7.805556 \n", "Overall 0.348536 0.209609 0.283850 0.263429 0.244387 7.522484 \n", "\n", " short count \n", "year \n", "2000 5.972222 \n", "2001 6.491935 \n", "2002 6.317460 \n", "2003 6.488095 \n", "2004 6.595238 \n", "2005 6.230159 \n", "2006 6.370518 \n", "2007 7.079681 \n", "2008 6.707510 \n", "2009 6.527778 \n", "2010 6.813492 \n", "2011 6.269841 \n", "2012 6.144000 \n", "2013 6.634921 \n", "2014 6.908730 \n", "2015 6.805556 \n", "Overall 6.522484 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "from sif.pairstrading.alphas import Enhanced_Random, Enhanced_Lowest_PValue\n", "alphas = [Enhanced_Random(reset=90, npairs=10, exit=0.5), \n", " Enhanced_Lowest_PValue(reset=90, npairs=10, exit=0.5)]\n", "returns, holdings = backtester_15y.backtest(alphas, processes=None)\n", "metrics.summary_plot(returns, source=['Noncolinear Enhanced Random Sample of Pairs - Fully Invested', \n", " 'Enhanced Lowest PValue Pairs - Fully Invested'])\n", "get_rolling_sharpe(returns)\n", "get_analytics(alphas, returns, holdings)" ] }, { "cell_type": "markdown", "id": "b34ff79b", "metadata": {}, "source": [ "## Alpha Search Optimization (Parameter Optimization)\n", "\n", "Previously, we used a z-score of $1.0$ as the open threshold and $0.5$ as the close threshold for our trades, which are entirely arbitrary. While our intuition can have us use different open and close values based on what we think will work best, we both came up with different conclusions on our own. Rather than guessing and moving forward, let us Alpha Search from our SIF Infrastructure to test multiple values of our exit condition simultaneously with multiprocessing. A demo on parameter optimization can be found in the SIF Docs." ] }, { "cell_type": "code", "execution_count": 6, "id": "dadcb993", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Done!: 100%|██████████| 18/18 [2:52:14<00:00, 574.15s/it]\n" ] }, { "data": { "image/png": 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Kbm5uXXflrKPVamnRogUGg6GuuyKEEEIIIYQQQghxRtW7IJkjQBYdHU1QUFClMxvUF1arleTkZFJSUmjWrJl8X4QQQgghhBBCCFGv1KsgmcVicQbIGjZsWNfdOes0atSI5ORkzGYzfn5+dd0dIYQQQgghhBBCiDOmXhWgctQgCwoKquOenJ0cwywtFksd90QIIYQQQgghhBDizKpXQTIHGUronXxfhBBCCCGEEEIIUV/VyyCZEEIIIYQQQgghhBCuJEh2llm+fDkajUZm3xRCCCGEEEIIIYQ4gyRIdpYZMGAAKSkphIeHAzB37lwiIiLqtlNCCCGEEEIIIYQQ57l6NbvlucBgMBATE1PX3RBCCCGEEEIIIYSoVySTrBZYrVamTJlCixYtCAwMpFu3bixcuBCbzcbgwYMZOnQoNpsNgOzsbJo0acKkSZMA9+GWy5cv55577iEvLw+NRoNGo+HFF1+sw1cmhBBCCCGEEEIIcX6SIFktmDJlCl9++SUzZ85k9+7dPPHEE9x5552sXLmSL774gk2bNvH+++8D8MADDxAfH+8MkrkaMGAA06dPJywsjJSUFFJSUpgwYcKZfjlCCCGEEEIIIYQQ5z0ZblnDysrKeP311/n777/p378/AC1btmT16tV88sknfPPNN3zyySeMGjWK1NRUlixZwtatW9HrPX8UBoOB8PBwNBqNDMEUQgghhBBCCCGEqEUSJKthiYmJFBcXM2TIELd2o9FIjx49ALjllltYtGgRb7zxBh9//DFt2rSpi64KIYQQQgghhBBCCDsJktWwwsJCABYvXkx8fLzbOn9/fwCKi4vZvHkzOp2OgwcPnvE+CiGEEEIIIYQQQgh3EiSrYR07dsTf35/jx49z8cUXe93mySefRKvV8vvvv3P11VdzzTXXcNlll3nd1mAwYLFYarPLQgghhBBCCCGEEPWeBMlqWGhoKBMmTOCJJ57AarVy4YUXkpeXx5o1awgLCyMqKoo5c+awbt06evbsyVNPPcXdd9/Njh07iIyM9DheQkIChYWFLFu2jG7duhEUFERQUFAdvDIhhBBCCCGEEEKI85fMblkLXnnlFSZOnMiUKVPo0KEDV155JYsXLyYhIYF7772XF198kZ49ewLw0ksv0bhxYx544AGvxxowYAAPPPAAI0aMoFGjRrz11ltn8qUIIYQQQgghhBBC1Asam81mq+tO1KT8/HzCw8PJy8sjLCzMbV1paSlHjhyhRYsWBAQE1FEPz17y/RFCCCGEEEIIIcT5pqJYkSvJJBNCCCGEEEIIIYQQ9Z4EyYQQQgghhBBCCCFEvSdBMiGEEEIIIYQQQghR70mQTAghhBBCCCGEEELUexIkE0IIIYQQQgghhBD1ngTJhBBCCCGEEEIIIXwxlUDmwbruhTgDJEgmhBBCCCGEEEII4cvXw+HD3nBsXV33RNQyCZIJIYQQQgghhBBC+HJstfJ154K67YeodRIkE0IIIYQQQgghhKiMX1Bd90DUMgmSCSGEEEIIIYQQQlTGZqvrHohaJkGyc8yMGTNISEggICCAvn37snHjRp/bzp07F41G4/YICAg4g70VQgghhBBCCCHOYRazumyzVG/frfPgrZbw3R1QVlCz/RK1QoJk55D58+czfvx4Jk+ezJYtW+jWrRtDhw4lPT3d5z5hYWGkpKQ4H8eOHTuDPRZCCCGEEEIIIc5h5lJ12VpJkKwwHX59HJY+D1mH4OeHoDgL9v0G/31eq90UNUNf1x0QVTdt2jTGjh3LPffcA8DMmTNZvHgxc+bM4ZlnnvG6j0ajISYm5kx2UwghhBBCCCGEOD+Yy9Tl5C3qss0GGo36PHEZfH2T+nzdh+7HObGhdvonalS9D5LZbDZKTNVMmawhgX46NK5/VBUwGo1s3ryZZ5991tmm1WoZPHgw69b5noa2sLCQ5s2bY7Va6dmzJ6+//jqdOnU67b4LIYQQQgghhBDnPVORupy0GQ7+DVvmQsZ+GPsvbP8W2g51D5B5s+832D4fuo2o1e6K01Pvg2QlJgsdJy2tk3PveXkoQYaq/QgyMzOxWCw0btzYrb1x48bs27fP6z7t2rVjzpw5dO3alby8PN555x0GDBjA7t27adKkyWn3XwghhBBCCCGEOK+VryW2bR7s/VVZnjkQco7CkglVO9ai+yRIdpar90Gy81n//v3p37+/8/mAAQPo0KEDn3zyCa+88kod9kwIIYQQQgghhDgHlOa7P9/9o7qcc9Rz+zt/gPjeUJIN394OOgOk7lDXp+8DqxliOqttphJI/BtaXAwBYTXafVE99T5IFuinY8/LQ+vs3FUVFRWFTqcjLS3NrT0tLa3KNcf8/Pzo0aMHiYmJ1eqnEEIIIYQQQghRL5XlV76Nq+iOEBihPMbZ65CV5MKbzZXlj/qCRgtP7oeQaKVtxZuw+l3ocB2M+FppW/6mEmi78g332meiVtX7IJlGo6nykMe6ZDAY6NWrF8uWLWPYsGEAWK1Wli1bxsMPP1ylY1gsFnbu3MnVV19diz0VQgghhBBCCCHOE45MMr9g9/pkvugDPNsCIyAyQc08s1nh8Apl+GW7q+HQP0r73l9hxwIl02z560pbn/ugYavTfBGiqrR13QFRdePHj+fTTz/liy++YO/evTz44IMUFRU5Z7scNWqUW2H/l19+mT///JPDhw+zZcsW7rzzTo4dO8aYMWPq6iUIIYQQQgghhBDnjrI85WtcD9D5e98mNE5d9hYkAxjwqPvzH8cowbJ9v4Gp2KV9LPz0oPq80H00mahdZ38KlXAaMWIEGRkZTJo0idTUVLp3784ff/zhLOZ//PhxtFo17pmTk8PYsWNJTU0lMjKSXr16sXbtWjp27FhXL0EIIYQQQgghhDh3ODLJIpvDla9DQSp8c6u6fvgc6HQT/PKwEkQzBHk/TqtLT+38EiQ7oyRIdo55+OGHfQ6vXL58udvzd999l3ffffcM9EoIIYQQQgghhDgP5CXBnp+g593gH6LObukfBrHdlIer5gOVmmE3zKj4uBEJ0KgDZOyFnqPggrGw9Dk4uqri/QokSHYmSZBMCCGEEEIIIYQQAmDR/UrgasMnMPQ1SNultPuHqtvc/Rt8ca2yHBhZteNqtXD/CrBa1Gyz0b+p63OOwXtdof/DsO5Dtb0k59Rfi6g2CZIJIYQQQgghhBBCgJrZlXsM5t+ptgdGqMstBsFDGwAb6H3UKfOmom0jm8OL9vpnrkGysgJIXAYZ+6HfgzLTZS2TIJkQQgghhBBCCCEEQMIgNVDWtK/yNTASOg5z3y66/Znpz/oZygMgpjO0uOjMnLeekiCZEEIIIYQQQgghBICxSPl6+3xod2Xd9GHYTFg83n3WS4CsQxIkq2XayjcRQgghhBBCCCGEqAeMhcpX/5C660P32+HJ/Z7tFuOZ70s9I0EyIYQQQgghhBBCCFBnszTUYZAMICAMOt/s3laaXzd9qUckSCaEEEIIIYQQQggBUObIJAuteLsz4YaP3J8XZdRNP+oRCZIJIYQQQgghhBCi/irMgBVvQ95JMNozyfzD6rZP4DkbZs4RKMmpm77UExIkE0IIIYQQQgghRP31/Wj491X42mV4Y2BknXXHSaOBtlepzw/+CW+1hKLMuuvTeU6CZEIIIYQQQgghhDj/fX41vBgOe35xbz+2WvmasU/5GtQQdPoz2zdfbv0CBjyqPrdZ4dC/ddef85wEyc4xM2bMICEhgYCAAPr27cvGjRsr3D43N5dx48YRGxuLv78/bdu2ZcmSJWeot0IIIYQQQgghRA0rTIdV0+Df190fu37wvU9BKhxboywvuAusVt/bRnes2f6eDr0/XPFKXfei3jhLQqOiKubPn8/48eOZOXMmffv2Zfr06QwdOpT9+/cTHR3tsb3RaGTIkCFER0ezcOFC4uPjOXbsGBEREWe+80IIIYQQQgghRE1YNQ02fOx9XXwviEzwbE/a4v58wV3Q8hLoMtxz27gep9vDmqfzB0uZsiwF/GuNBMnOIdOmTWPs2LHcc889AMycOZPFixczZ84cnnnmGY/t58yZQ3Z2NmvXrsXPzw+AhISEM9llIYQQQgghhBCiZuWfVL4mDIJG7ZXl7d+CsRA+uQgeWA0Rzdz3cWSROez7TXksmeB5/Ca9a77Pp0vnpwbJClPrti/nMRluabOBsahuHjZblbtpNBrZvHkzgwcPdrZptVoGDx7MunXrvO7zyy+/0L9/f8aNG0fjxo3p3Lkzr7/+OhaL5bS/bUIIIYQQQgghRJ0oyVW+9r4HrnlHeQRHKW2lebD0ec99TthLFXW9rfLjt7y0RrpZoxq0UJcL0uquH+c5ySQzFcPrcXVz7ueSwRBcpU0zMzOxWCw0btzYrb1x48bs27fP6z6HDx/mn3/+4Y477mDJkiUkJiby0EMPYTKZmDx58ml3XwghhBBCCCGEOKMsZkjdqSyHN3Vvd9hbrjD/yc1w0h4k63At7Piu4nMEhJ1+P2vajZ/AxwOUZckkqzWSSXYes1qtREdHM2vWLHr16sWIESN4/vnnmTlzZl13TQghhBBCCCGEqL5/XobSXGU5rqfa7hiCCRAY6b7PL4+oy6GxMOJr9/U6f7UOmeYsDZM07gR3/aQs56ec2jGKstyDicKDZJL5BSkZXXV17iqKiopCp9ORluaeVpmWlkZMTIzXfWJjY/Hz80On0znbOnToQGpqKkajEYPBcGr9FkIIIYQQQgghatvx9bD0OWX44+UTwVwGa96zr9SAzkdIw2afuTL3OCx7BdJ3q+u0euhwHVw+GZa9pLS9kKaMMlv2CrS4qNZezmlr2BrQQOZ+OL4BmvWt+r7H1sHnV4LOABPLFf43FitfDVWPUZyvztIQ6Rmk0ShDHuviodFUuZsGg4FevXqxbNkyZ5vVamXZsmX079/f6z4DBw4kMTERq8vUtgcOHCA2NlYCZEIIIYQQQgghzm7bv4WkzbDqHSXg9XYbdd317/vezxH0+X407Fzgvq5ha+Vrt9vBEAKdblTjAle9Ae2vrtGXUKMimkL3kcry1q+UoGFV/TBG+WoxQvYRtd1mg08GwTttlO/bviWQl1RzfT7HSJDsHDJ+/Hg+/fRTvvjiC/bu3cuDDz5IUVGRc7bLUaNG8eyzzzq3f/DBB8nOzuaxxx7jwIEDLF68mNdff51x48bV1UsQQgghhBBCCCGqpqxAXZ7eBcry1OedbvK9n9UEVqsSYHP19DHwD1GWw2JhwkEY/nnN9fdMiLcPMd36FbzVsuoBLdfhqHkn1GWLEbISlZlBl70M390O73aEXx9XJkGoZ2S45TlkxIgRZGRkMGnSJFJTU+nevTt//PGHs5j/8ePH0WrVuGfTpk1ZunQpTzzxBF27diU+Pp7HHnuMp59+uq5eghBCCCGEEOI8kp+ZzpYlP9OoeUs6XXx5XXdHnG9cg2SuBr+oBrt8mTnQ/bkhBAIjyrWdg8ML/V0mFTAWwroP4copatv6mfDfHMCmttlclkHJynOwutQoO7JSXd78OVzxSo10+VwiQbJzzMMPP8zDDz/sdd3y5cs92vr378/69etruVdCCCGEEEKI+ujTcf/nXC7Oy6XXtcPQanUV7CFENRRlem8f+Lhn2/UfwKqpkHNUeZ6+x319+WL+5yr/UPfnjoDXiY2QfRj+mqhkh1Uk55i6bLWoy+bSis9VD0iQTAghhBBCCHH2K8yAHd9Bq8uhcce67o0ALGb3WfJWzvuc/etWceeU6XXTIXHuS9oMf78IV7wKh5dD8hal3T9cHWp5yxfe63v3HAXd74CXG3g/9vkSvDWUy6BL3aEEymYPcW+/8RMIb6I+12jh0L+w8i0lmGa1KN8T10yy7EPqctsra77v5wAJkgkhhBBCCCHOfj+OhcP/QsO58MjmSjcXta8oN8ejLe1wYh30RJw35t0CxVnwSbkZJv93CHR+le+v1QEa3IYaOjgyzM513jLJNnziuV3CIAiPd28rTFO+7lqoPADu/s1z3z73uw/hrEekcL8QQgghhBDi7Ja2WwmQgVJg+viGuu2PAKAwO8tru7Gk+Az3RJw3ir38Tmn1VQuQOegM6rIhBO76CfSBcNnE0+7eWcHbEMh1H3rZzkvNtsgEz7YvrvVsC446fzLvqkmCZEIIIYQQQoiz28cD3J/PuQIsprrpi3DKPHHUa/vq+V+d2Y6I80frIZ5tPe6s3jFcA2oj50OrS+GZ43DRhNPr29miojphTfspXztc717g3yGiedXO4RporGckSCaEEOK8YLNasboWHhVCCHF+WPOe9/YjK85sP4SHA+vXABAZ6z6kK2nvHm+bC1G5gHDPtj73Ve8YWpeqUoH2+mT68yjoUz5I1maoUm8MlCGSL+bBiK+8122r6uQFev/T6+M5TGqSCSGEOC/89PYrHN6yiSH3PYx/UDAAweGRNOnYuY57JoQQ4rSsmqYux/dSCnsDHFsHUe0gomnd9KueK87P49iOrQBccf8j5KamYLVa+WvWBxhLZbilOEXlZ2Uc9CQ07lS9YwQ1gNJcdfl8ow9wfz7sI2V4ZFVoNHD5ZPjvcxj1E3zQ0/t2foGn1cVzmQTJhBBCnBcOb9kEwF+z3Gsy3DrpdZp26loXXRJCCFETmvaFg0shOBpu/w7+fR02fw6r3lEeN8yo/nCss01BGmybB33GVjyUqhbkZ2ZgLC4iPCYWP0PVs0eyk044l2PbtKdJh86kHz0MQG5qCjabDY23TBYhKuIIkl33PvS6+9SOEddTmb0R1Eyy80n5v6vqBrQGjVceACExUJjquc35+H2rIgmSCSGEOOfZbOoMRg3imhAUEUFeWhoFWRkc27lNgmRCCHEuM9mzkq56A0KilcySzZ+r65c8de4HyebdDKk7YdlLMOGg8jrPALPRyGeP3IvNasU/OJhxs7/zCGxZzCZ2/fsX+Rnpbu0bf1ZmxtMb/NHplY+VASFqofDspJM0bCJZfqISeUlwdDV0Ga4UincEyU5nuF9MZ3XmxvNpmKWrDtfD3l+UZf1pZH1d+y58d7tne0jjUz/mOU6CZEIIIc55ZpOamn/H69MwBAaxY9lS/pr1Acn79wJgLC3h12lTaNHjAnpedV1dddVDSWEBFpOJkMj6e8dOCFEPJG1RZqe8YIz3mkMVKUhRvgbZhxOVH15pKgabzXv9nXNF6k51+ZOL4Ml9tX7KdT98y9oF85zPy4qKyM9IIzw6xm277X8u4d8vPvV5nHb9BzmXw6LU4F5JQR4gQTLhxd7fICwOotrArEugKB0K05QC+5mJyjZ+Qad+/K4j4O+XoPnAGunuWan1YDVIpj2NUvPehqu3ugyaXHDqxzzHSZBMCCHEOc9cVuZc1tuHisS36wDAiT07MRnL+O/XHzm6fQtHt285q4Jk8559nLz0NB6c9TVB4RF13R0hRF0xlQAa8AuodFM3+SlKgKXNkLM7SLRgFOSdAIsZLnm6avtYrfBKQ7BZleeRLrOyXf0OLHGZqW7jLOh7PxRnw/4lSpZFgJeZ3c5WkQmQc1RZdgQFXR34U/kwG92hWoctLSpk2eyP6XjRZbTo3svZbrVa3AJkDskH93sEyRwBMq1OT/eh17itC46IpEe599TYtu1JObCPguysavVV1BMZB2D+HcpyQIRaO+yfV+Cviep24fHl96y6sDj432EwBJ/6MeqL8sHIEfOg3dWnF3g7x9XfV36OmjFjBgkJCQQEBNC3b182btzoc9tLLrkEjUbj8bjmmmt87iOEEOcikz1IptXp0ep0gDLs0uG3d99g3cJv66RvFbHZbOSlpwGQuGl9HfdGCFFnzEZ4p51SQNlqrd6+H/aGb25RAkN1LXkbFHipbWO1KgEygJRtVT/e1i/VABlAmPp/nT5j3bf9/X/wYji81QJ+Hge/PKyuS9sNnw2BLV9V/dxnmrHIe7vFBCveVn7GH/Wr9mFXf/sl+9as4Mcpk93as06e8Lr9kvffdithYLWos0a3HzCIS+8e6/boc8Nwjzpmsa3bAXBs+9Zq91ec58oKIc0la9IRIAPPgv3hp5mFGNTg/J6hsdONyveo28jTO05QQ3X55tnQ4dp6HSADySQ7p8yfP5/x48czc+ZM+vbty/Tp0xk6dCj79+8nOtqzbsGPP/6I0aj+s8nKyqJbt27ccsstZ7LbQghR68xGJUjmF6BeDGlc3uAdRf3Ly01LJbxRtNu2Z5LFZHIupyQeoOvgK+ukH0KIOnZ0JZTlKQ9TUdUKt1utyn7GQuX5sbXQvg5vhGYehFkXg1YPk8plEJlcZjoszava8Yqy4NfH1Of9xoGu3EeXhzfDh73was/PMPNCJcsuuhOk74aTG5UZ4BY9AFdOge6n+eGyJrkGyQIj4eRmiGoN+5bAv6+e8mGzk086l39wCZQV5ea4bRca1YiCzAwAclKSiYyNQ6PRuO1/8V33VumcLXr0ZsuSnzm5b9cp91ucp97tWLX/AQER6vBq4V1AGDy24/QDWoERcOMnkHscOt9cI10710mQ7Bwybdo0xo4dyz333APAzJkzWbx4MXPmzOGZZ57x2L5BA/f6Nt999x1BQUESJBNCnHccmWTl72Y36dCZk3s9L9JtNht7Vv7DHx+9S4+rruOy0ff7PPaGRQsA6HvjrTXYY4VrLbXctOQaP74Q4ixWkArf3AqtLofV09R2Y3HVgmQbPoalz6nPQ2N8b3smJG9TvlrNytBR19nWXANAxV6G4HmrJ3b4X3X5lrlK1kR5Ua2Vgv1bv/beJ0edr/Tdatu3tylff3rw7AmSWS3ugUSNFj67DBIGKd8bV9WsveZajuDots0e6wfcegetevUlMiaO9+8eDsDnT9xP234XcuHto/h37icARMbGV7kkQGhDJbhRWlBQ5X6KeqAkp2oBsoGPQ/c76n02U5XU1Peo2201c5zzRL0PktlsNkrMJXVy7kB9YJWnRTYajWzevJlnn33W2abVahk8eDDr1q2r0jFmz57NbbfdRnCwjM0WQpxfHB8C9P7uQbJ+N9/Gwldf8Nh+4avPk3b4EABbf/+V0IaNSD9yiKseHo9Wq3NuZywpZvV3XwLQ5fKhBIVVs9h0Zf12yfY9uWcXZpMJvZ9fjZ5DCHGW2voVpGxXHq5MPobdlffPa+7P9dWsZVbTXINfGfshrrv6/NhqdTnvpBLomXstnNigFO42FsFD69zrB5nV4A7trvZ93qvehrZXKcda+371+my1KLPp1bXyQy0d38ujq6BpX/d1JTnKMLIqMhnV72PnS6+gSYdOzud+AQG07HEBeoMy+59/UDBlxUpfDqxfzZGt/2EqKwUgIDiEqnJsW1ZchKmsFD//M/i7+edE2LcYxvxdre+TOANyjnlvbz1EyezMPACF6dBr9NldX1Gc985IkGzGjBm8/fbbpKam0q1bNz744AP69Onjc/vc3Fyef/55fvzxR7Kzs2nevDnTp0/n6qsreIM8RSXmEvp+07fyDWvBhpEbCKrirB2ZmZlYLBYaN3afirVx48bs21f57DcbN25k165dzJ49+5T6KoQQZzPHh4DymWTNu3R3LusN/s5hmcd37XDbbuXXcwBoP/AiWvVS3xNMLnfgSwsLazxIZjG519/Yv3YlnS6+vEbPIYQ4S2l9BMTLCqu2f/lgmrdi72fSHy7F+NP3ugfJFv6fumwshJOb1MBZ+h7l69T28KxLnSxHjbVm/SuuK2QIUmrodLgWLn4atn+rFPQPjFQCShXJSoRG7Sp9abXOVz0y8Kzx9lYLuOkz6Fq1kSFmlyBZyx69adN3gM9tHQEyB0eADKD/8NurdD6AwFB1woSUgwdo1rlrlfc9LX88C+s/Upb3/qIEW8TZI9dHkCyooRIsj2pzZvsjhA+1nsPoqKM1efJktmzZQrdu3Rg6dCjp6eletzcajQwZMoSjR4+ycOFC9u/fz6effkp8/GnMbiGYPXs2Xbp0qTA4KYQQ5ypfmWQAd77xHoNGjuaRuQsqPc7uFcvcj+uS6VVSkH+avfS09Y9f3Z7/8dG75KbW8QddIcSZ4etGaf4pDr1eNfXU+3K6yk824AhOWS1KrbLyjnsZBVGWr8xMmX1ECbLt+839WFXhHwINWlS+X0hM9Y9dm0qyfa9zzahz+HGM29OCrEwOblzrVnD/0OaN/DBlstt7yunMoBwa1ajK22p1OufkOaWFNf/e6SE/Rfm7cQTI4NT/jkTtccze6tB6CMR0gUuf9bq5EHWl1jPJqltHa86cOWRnZ7N27Vr87ENOEhISaq1/gfpANozcUGvHr+zcVRUVFYVOpyMtLc2tPS0tjZiYimtQFBUV8d133/Hyyy+fUj+FEOJs58wk8xIka9yiFY1btPK5r59/gPNuuUbjfu/I9Q78yq/ncPsrb9dEd502L/7Zo23fmhX0u9m9NoSptBS/gDoeSiWEqBk2G2z6DDbM9L4+P+kUD1yHw5O2l5s9uDBNCe78+jhs/0Zt1weAudT3sKup7TxnuLummsG/ioadRrWD/uOUYEphqvcAVF1I3el7nc3ivb0oC4KVWenmPHE/5rIyrho3no4XXQbAT295XveHRzf2aHN183Mvs+Kr2WSe8Pz5VDfAFhnXhOzkk5TUdl0yYxFMa+/ZvuJN6PeQUhvvfJ7h8FyStMX9+R3fy7BKcVaq1UwyRx2twYMHqyespI7WL7/8Qv/+/Rk3bhyNGzemc+fOvP7661gsPt4gTpNGoyHIL6hOHlWtRwZgMBjo1asXy5apWQ5Wq5Vly5bRv3//Cvf9/vvvKSsr48477zzl75MQQpzNHMEsvaH6F8Kuw0kcdVnU46of1pIP7CXr5PFT7GHVFWRnuj1f98O3vH/3cE7s3uFjDyHEOWXlO8pwwOxD3teXVSHzxurlujggzLPtTDixCX5+yL1tzXR4o5l7gAzAYK9rtc3e3vZK+N8RZWgkeAbIABIurF5/KroJfctc6HU36Oz/6y0m39tWxXd3wIvhkHKa/58dkx60HuK5TuPj49reX5yLjmzqw1v/q/A0hsCKb9AndOvJ3e/MYPx3v3L9hOed7e0HXlztcgOO99PyZQVqXGoFM2i+2Rw+qvhzkjhDbDbY85P6PCBcAmTirFWrQbKK6milpqZ63efw4cMsXLgQi8XCkiVLmDhxIlOnTuXVV71PfVxWVkZ+fr7b43w1fvx4Pv30U7744gv27t3Lgw8+SFFRkTNLb9SoUW6F/R1mz57NsGHDaNiw4ZnushBCnBHO4ZbVCJJd8cCjHm1lxcVuz9OOJLo9N5bW7EQvzbv28Gg7sGEtplI1cLd2wTwAls3xkXUihDi37Piu4vWlVbiW9TZDXGlezQ0fzE/2Hojz5rfHvbebSz3bDPYhpo5Js654TSmu7qvfQ6dUrQ+uwpv4XueoeeTILLKcZiaZY0io6yyj1bXsFWWmUoBmXuok+/reBHle19vsSQUr7HU2y6vqe6RGo6HNBf25dfIU+t44gisuiICfx1X9dwLQ6ZUBSxazucr7VMpqhT0/K5M/OMy5Ql1u2Aaune6+T/Yh+HigkjVoNsKyl2Hfkprrk6iaogx1uWEbGPuv722FqGNn3byqVquV6OhoZs2aRa9evRgxYgTPP/88M2d6/3AwZcoUwsPDnY+mTZue4R6fOSNGjOCdd95h0qRJdO/enW3btvHHH384g5DHjx8nJcW9ls3+/ftZvXo19957b110WQghTtvmxT+x7c+KL2gdBfa9Dbf0Jig8gi6XXsGFt41yay/Jd//g+desD92eu2aW1QRHv3tdcwMjX5tKQHAIpQX5zoy1k3vVO+SGoKpN9CKEOMuZKgm2ewuAlbduhvf2nx7y3l4dvz8N0zooswRWpjQP0irI5ClPU24myajWFW9vOIUZ2UMbKxlqDgmD1GWdfbIERybZ6Qy3tLgEf46uUn6uR9fA1zfD8fVVO0bGflj1jvo8ONrLeezvO1Ft3dsX3AXHN0D6Pm5uupO4wHznyJv/fv3R6+m0uurN5Nm0YxcuvO0u/JZOgK1fu2WvVUZnL5tjMZ1mtp6rlW/BglEw0/4zzT7svv6e36H7SIjr6d6etguOrYFlLym1+76r+iQEooaYXG5C9n8IGvougyFEXavVINmp1NGKjY2lbdu26Fz+iXfo0IHU1FSMXj6cPPvss+Tl5TkfJ06c8NjmfPLwww9z7NgxysrK2LBhA337qnecli9fzty5c922b9euHTabjSFDvKRvCyHEWa44P4/lX37GstkfVZjFVd3hlo4hJyEN3O/EF+WqxZNt5QtRA8V5uVU6vjcF2Zn89PYrHN222dmWn6lMYtOu/0XEtm6H1X7OjONHAVj93VfObS0mE+lHy30gEEKce7wNKQRocZHyddcPytCkiuT6GPrtmBHy2DpI2ux9m4qs+0itlbZ+BvzzWsXb7/rBsy2mC9z0qXtbeDOlLeeI2tbbZcbL9td6P/6pBMkAbp4NfvZ97/wRnjkOE7PU9c7hlvafhc0Gh1coEwdUlbnce9LBv5RaZ4l/w5yh6s9w908w91rvdcdcZ/0EZeIBX0b9DJc+D4ZQte3HsfDDGBJCcrk9YTtWi3vWlk5j5crY/VzQ8ARQye9UVVQlgOs4tyOTzGJWavD9/VLlv9cV2fgpLLdnFjomOljhUid0/F4IaaRkCd7lJUj41Y2w7kPPdnFmuM7a2/aquuuHEFVQq0GyU6mjNXDgQBITE50fFAAOHDhAbGwshnK1YgD8/f0JCwtzewghhDg/lBWpF1WJG73XsgQ1I8vb7JbeGAKUrKyWvfrg5x9ARONYAPLS01j8/tss+eAdfp3+hnJMgz/dhigXdIc2b6z+i7Db9PMPHPpvAz9MmQwoQ1CKspULfcesYcYS5U7rn5+8z8m9uzAWFzn3Tz9yiK+efpTi/DxnEE0IcQ5yBGYe3gyPbVcynUYugC63KO2luXCy4tpSxHbzvW7vr/D5lfDFDVXPlPphLCx6AP6e7N6+8i3IreAG9OEVnm0PrIaut8KFTyjPx++DJ3YqbQ5RbeHad9XnruvCXGa0D6heHSwn/xAYtwGePAB6g3Icnct8ZY7hlo7vz64f4Mvr4ZsRVT9H+YzAonRI36M+N5fC3t/g+7uVTLN/vJSOKZ+Fp/P8rAMo/Q+NhYv/B60uUdstJkhTg2+h5lSyk9WJH+ID8+gUkc5F0Ue5amDFRfurpHwmYAWcQTJjGSx+ElZPg5Ttp37uJRM82xxDeg0hEBantjtq3Pniq86bqD3pe5WvwdEQFlu3fTlFKXklLNmZgsVaAwFncVar9f8Q1a2j9eCDD5Kdnc1jjz3GgQMHWLx4Ma+//jrjxo2r7a4KIYSoRErifnb++yd56WmVb1wDXGfFWjrzPY+aYQ6OTDLLoUPkfPut85H/11/YXO5cRzVtDkCnSy4HIDAklAc//ZpRb3/g3GbfmhXsXb2cgxvWAhDTug3tBigZHqdTPN8RAAPY9MsPFGZnYbNZ0en1BHuZNWzF13MwlnnW9Plr1gd8+dTDbPIxnKYgO5N9a1a4vW4hRB0qzXevK2W2B8l0fhCZAKN/g7ZDlQwsh1wvsz8e3wBLnwdjsedsfQ1chi7Nt0/UZCzwPYukqwNLYecCZYZKb1lun1+lDC0sn11rs8ERe5Csh/2cl7sE2Qa/CC/muX8gvukzZSjcyPnux2o9BELso0xG/QJthkJkC2h2GkXXI5oqQy+9KZ9Jtukz5evJatwIMRa6PzcbcZth1FQCf7jUCvY2a6lfuWH0voJkkS3UIueus3cWJLttFpuzms+fuN/5PFCvDnXsGOq9HnS1VCO4pNMrwy11ZbnOtpObV/DJQ6NJ2r9X3dBmg+Styu+1NyU5sNZLBpixSA1UXuElANnjTgiIgP/7E3qOgtFL4N6/7Z2T2S7PuK1fKl9731O3/TgNl09dwUPztrBkZ0rlG4tzmr7yTU7PiBEjyMjIYNKkSaSmptK9e3ePOlparfoPt2nTpixdupQnnniCrl27Eh8fz2OPPcbTTz9d210VQgjhg9ViYfEH73Bg3Spn27jZ3xEQUsHQkBqQnawW57VaLPzw2kRGvjbVYztHJlnJP/+S+t0it3VNP5lJyMUXK0PP23cnt+8g2g+9xrnezz/AbfvGLdvQfqASFNNqtbTq3Q+/AGWbwuwszCYTenutlerwC1BnFVs573Mat1QKSIdGNUJjfx/8v+mfMOdx5QNOauIBr8dJ3KTUuln59RwuuO4mj/U/vDaJrJPHKcrNpdc1N1S7n0KIGmS1whv2erkvpCvBLUdgpnxAJK4HNLkATm6C4+ug043u6x0Fym1WJavI1Yiv4OMBnuefcYEy1LCijKwDf3i2PbIFPrDXdco7Aa/Yh6bfMAMK0yBpC1w5RQlgaHRwzbtw8dMQXklt4K63KI/yDEEwYb/6/I4FFR/ndDkL9/v4WbjasQAatIQmvd3by9fDMpe6Z+6ZSiDPZVhs+fsWVotnpp/Wx0ezEJdaZcVZ3rcBTCb34ZYBOpfnBdX4YG+1KtuHx7u3VyNIprUHyfSlasH2Xb9+RWFeDD+99TLjZn9LYU42xhXTabDtPeh6G9z0iftBygrgzQTvJ3jdJXMsxEsw9IYZyu+l3qBOiFBgv8FnLlFeo+MzqKlUOVdIoyq/PuFFXpIyJLbv/UrQf8cCJYty6BQoVMpL0Hxg3fbxNBQblZp/m4/lcF23uEq2FueyWg+SgVJH6+GHH/a6bvny5R5t/fv3Z/36Kha8FEIIUeuS9u9xC5ABLH7/LW5+7uVaPW/qoYNuz1MS91OQnUlASCh+LvXHHLNb6qw2Ajp1wi8ujrJDhzAePkzhqtWEXHwx+b/8Qt4709AA2ltu83nOC2+7i4Ru7kV/XWfnMpWVovfzw2azsW/NCsKioolv37HS1+If5F5bJ+ukkuHRIF79UBkZG+8WKKuMqbQUvb8/Gpdp1B1F/9d+P0+CZELUtdJcdbkwXRkSZrPPEFg+GwygUTslSLbpMzW7qbz1H3m2BTYAfaBnnSyAA396D0y57usqYZBSVPux7fBeuWGdP7uM7GjcWfkaGqMEIiKa+T7H2caRSeQIUrkOnSwrAH973a+9vyp1v0DJinOVvtf9ucUIJnWIPMYi8A+HMvt+eeXqyBWkqL8LznP7mNnUtTZbfrL3bYD0UvcbVwFalyBZ9mGlrle7qz2DX+X9/j/Y9Clc9z50dHkfqUaQLLShElgtPLoD7N0P9StDr7FQWljAoc0b+OmtV7g9YRsEosz62mmYOqTTYqx6YC/Ue61r9AbfzzfPgQvGKMs/Paj8rB9co/wNilPz+/+UGV+3fgWTc9W/ncAG6qy9Aed+aSQ/nabyjcr5ZsNxPl9zhDmjL6BpA5mI6Wx3RoJkQgghzm252z3riBzdvgWbzeYWoKmuxP828PPbrwDw4KfzCApzz3ZIO3zQY59ZD45Gq9Mxbva3GAKVCw2TfbhlcWAMTT7+CL/oaPKX/knSY49RvGkT5pwckp9+psK+/N/0T8g8fozmXXt4rNPp9Wi0WmxWq31oZygHN6xhyQfKrGTjv/u10u+DVuf+4eKfz5U75g2buH+wDG/s42Lfi/fvHu5cbtnzAmdGGijDO49s/Y8WPXp721UIcSa4FoK3mt2HM+q8ZKReMEaZRbC6tDrlw2ehlyCZt/O4spTLZmpuz0iLTIDOw2HXQu/7rVDqNp5ycf265Pie7FyoZGa5DrPMT1YDJVu+9H2M9H3uzzd/4T6sdvs3aoAMlKL3uxepGYLear3ZPCeMAeDoanW5rND7NoDZpr4HhPuVcGF0ueG2SyYoj7sWQavLfB6HTfaJF359FFa6FMfXVr0mWcN45b1NV5jsDJINbHSc/lHH+elkJ356S3nvN1pcjvmt7xtYgJKddNs3ML2Le3uc5/u2V66THqycCj3vVoZ77raXL9j6lfehm6JqXGvyOYZ9A6yZri77n5tBMtcSFhYff6a+/LjlJM8tUmoHvvv3Aabd2r0GeyZqg1QtFEIIUamC/5Qi0lH57jVDCnN8D/uoij0r1IldPh57B2mHEzm+azvHd21n488LnUMOoxPcpwq3Wix8+b9HnBctplKldldS0yF89dY+fn1/G/9uC2VP+7soTU4j5bnnK+1LZGw8bfoO8BnscsycabbPtPzXpzOc66oy66RrNpqr4HD3AsNarY6Rr6pDSvsPH1npsQEOb9nEof82uLX9Ov3NKu0rhKglJS5BMnNpuSCZlyF+cT3gjoVKIOB/R9THw5XMVKkPULOfyquseL9FrVuFzh963KU+v/ETpdB2RcrX1ToXOGaaTN/tOeOha6ZWRTXdsuw3cRwTDZSrD8bqd/Hw/WhlZtLCdHV/V+2v836uInXIIiYftbsAjcuYzv5RPmZABfjdftNo2zcwtQMcWel72zyXYF41boo1bKoEycL93GtrajUwJOYgncLTaORfSJBL3TTiengPeMV2g6veUmYqLZ+xeN+KqvdLp4cH7ZMAFSQrNf5OuLxv6gO87yeqxrXW277fvG9zqpNx1DGTRf3bslZQ89Vms5FZWMaH/xxk8s+72J2cx/gF6o3mH7ckYapulE2ccZJJJoQQolJmqzIkRGe10jcxiQ2tlQ8FeWmphDaIOuXjlg+yff3s4163u/GZyfz+4VSO71IvNPLS0zi4cS1t+w7EXOrInvCjpNDM8T32D6Yx/YjIPYjm33+xoeFwi+uIyEvEZrW6ZV1Vhd5gwFRagtloJP3oYUoL1UkFju/aTuMWrSrYWwnseWMIDPRoC3TJqAtrFM2T83/jxO4dLHj5OZ/Hb9mrD3lpqc7hlgAN45uc0msVQtQQ10yy+XcqBcQdtD4yvNoM8WwLagBjlsFnl7u3X/QUNGqvZJFFNIesRKV9QqKSBbR/iToDoC+OINpFT0G/h5RzOej08OhWpQ7ZBz2972+o3dqUtaJ8PTFXuxcpWX8Amfu9b2Mxq8GV9tfCxk+8b+dN+SyoTjdCwoXKZAV6g5Ll9e8UyDmqzJgJ7tlN10yFhd6Ln2udsSIbCSE5XrcBlNdlMcGyl5Uhjd/eDs/ZJxYoP0GDq2oMtwwIDsE/OJgwP88gbaifkSvjytXdvH8VxHZVll8sF0iJ76XUufImrnuV+wRAY5fyCBs/cf/ZrXwbBj0Jfp7vy6IKrKbKt/EVzD/LlZnVa7j0Ms/XabXa0Go1PLdoF99uVK/DvljnGWj/cctJRlxwDg1Pr4fkqlkIIUSFijdtcmaS6a02GhaVEl6sfOjyNdukN5knjnkUozeWeA4NMgQGeQxB9PMPIDKuice2v06bQmFONimO2mUaPQOHt2bw6A607KEU4M0LawlAUtyFHGs+lO1dx3HoiqFYyyrJrijHz1+5Q/rlUw+z+L233NatW/itz0wxB4vZ+8WjY8ioq6AwdTiCI7OtaaeuNG7Z2ufxb/zfJI+hoqmHDrLuh28r7JcQoha5FlnPSoS/JinLWj+1aHhVlS8cD0qx/C72YdcXTQA00OVWpQC5o+ZZYSWzETuy2/yC3ANkDv4hSo2yiVnKxAJDXy+3/hz80NvvQd/rtnwB84YrD4fyBfVdM7sGjYdbfQzL9A+Dp4/BtdNdGstlPUV3VIbZRtjrU7a6DMb8pQaMADq5TNLS+SYloOSFI5OsbWgmwY4MrWEzvfftlSi15pfrTJ2+auGBWi+sisqKigg3VBKkdQiM8L1uwCM+9vHy+3q6HH+jovp8zVDqylstxnNAmVkNHi/dlozVaqPYaCa7yMh/R7Pp/OJSXl+y1y1A5stX66sw67CoUxIkE0IIUaFjTz/NvjilAK/OfodZb08VN5ZULUhmLCnmiwnjmPf8eGcx/pzUZGfWk2vwp/Mlgxk91b0wtRYboQ29Z6wd+k+d6EWjCabzRfG06xdL+35Kba/88JaU+kdwoK1a68R08iR5P/1M0vjxlGzbVqXXoPdTh0a5zroJYCotYeb9d5XfxY23gCBAULjn0APXmTAdQ0kBtDr1A0rnS69wLo94UakNdMF1NxHWyH1o1LqFEiQTos64Drd0VdFsitXhWm+s+QB4LlkZIgmQab958O9rsHq6spyfAt/dAQv/D/6cCH++ACeVmyCVfnjV6WHM39B/nHt7ZMLpvooz78InoNXlvtfHdlMezlkTywW2vnYJWoXGQMtLvB+n191K8Md1CGv/cTAxEy6fBB2HQa/R3vd1DcyV/33xNpsj6qjDy2MS1UZvgU9vHEPIllUwIU81MsnsB/UYbumTr2F44/cqs4t6U36W16q6qYJA4MZZ8NngUztufWYq9RxyfB4pMaqZZBaLjR+2nGTgG//Q85W/GD5zHcVGC7NWVl56A2BXUj5Wq+8hm6LuSZBMCCFEhY41ULMEbPYrcEeQrDi7ajXJXOt3zXvuCQC+f0WtE+Y6dLHzZWrwx+HoDTfSrGMXj3aAvz9TA2oaXRQ6P+WtLaalcsFdFBzLxt6ewxRTJ08mf8nvHL3jTo913ugNnh8g49qpwzZcX4M3BZlK5kHnS69wC3aVz5oDJXus1zXDCGkYRdt+6nTpl4waQ9NOXbnzjfe49O4x9LlhOLe/8jZNOiizzIU0aMjYD+dw6+QpVXpNQoha5q04O7jPglgdgZEVrzcEqRlqUW3U9r8nK183fabUCtr1A6x9H9Z+oA4prOzYvoRUUrPsbKTzUycoKC+yBdy/Unk8YC+YbzWpQSSbTS1Q3sA+zD4gHO5bDo06QLP+6rEcwTGdS8BLo1HOP+hJuPWLqn3/yk++4GMyhoSu3QlrFE2Q3iWz2eoy1H/0Et/nOLJC+Wqs4L3MR5Bs18okZjzwDz9P34rN5cN/kM6En9aKzQYbizo725OKw1ibUe69z+AlI7HlpcqMsOVdNlGpH3bDh57rqqLLcLjeZV+tHu75Q31+ctOpHbc+y7VnRxlC3f+XPLAGnj0JXUfA7d/VTd9qQH6p+2iAL9cdI6fY9/DSF6/ryOYXBrPmmctoGxuKuWUIxq7q96XQ6H30gdHsPtz5s1WHeXvpPq/bitojQbJzzIwZM0hISCAgIIC+ffuycePGCrefPn067dq1IzAwkKZNm/LEE09QWlrFOzpCCAEYoxo6lwsiwgi98krCSpThOYc3rK3SMY5s+8/teVFujjNoBNCkgxoAa9QswWN/84kTRKJ1Drls1rkrl4wa67GdzmZyDk8MDFXvvJv9PGdfKw6IYluXh8gJbUnK5Bc5fNNNWCv4/6g3uN/J73XNMG57qeqF8fMzlNoynS6+zC3gVn5GT4dLRo3hvhmfExQe4WyLa9uBWye9TuMWrTAEBjFo5Gji2nbw2De2tUxhL0SdM5VUr1ZVVdz7V9W3vXGWuhxk/z/uOkyw/8PKMLYBj8KQl6HjDafWpy7DK9/mbNT9DvflkQsgpivcNk9td83mcgSbTC5Zwa7bxvWAcevhli+UYanXTFVnyQS44SNo2k/5vleFa3Hw8ll+PmaZbNunH2M/nOPeGNMFHt0GD62HhIEwKUcJ0JXnqNPWuYKfp4/zrvhGCbSe3JdDUZ46OUWkQfleFZoNJBouYF1mU5Ymt+G7Y91Yl9mcP1NaY7RqSb7gFe/Dj31lXF40QQm8xPuok1cZjQa63a5kADbqoGRINu+vZmEC7Prx1I5dX+UcVb42SIBRP6vtoTHKkOybZkG7q+qiZzUit1xAbGdSno8tFVd3iSUsyEBceAA7uoZhbhOONVYtr3H1e6u4+r1VlJrUIPbfe9LoNPkP5m9SRlmczCnm1cV7mfHvIY5nVb28iTh9Urj/HDJ//nzGjx/PzJkz6du3L9OnT2fo0KHs37+f6GjPu1DffPMNzzzzDHPmzGHAgAEcOHCA0aNHo9FomDZtWh28AiHEuUjjcqEe1LgxTaa/S/aNwzhoM3E8cT+ZJ44R1bQ5yQf2UZyfR+vefd32t1mtHrXLXIcm3v7K20Q0jsVqMdPl8qHOdr2fAbNJvdi2ZOdw1xvT2frHb7TrPwir1cLyLz9V+6mPR2+rQtFYILHlDeSFtSQvojXZDTuRum0N+aE3Er50GQ1vuMbrPnp/9UPKjU9PpmXPCwC44amJ/Py2MpW9yViGn5eMM6vVQr49KBjWKLrKw1R9zbRZmfIBPSFEHaioOPypimqj1LBK36MEPyqiN8D4fTCtvVIbbft8yDqkrBs6Bfo/dPr9iWjuOdvguSIsVgmMZeyDfuOUbK+2Q923cQuSmZRtyvKV5xqtMmlCeaGNlaBLeT3uUB5V5RKQWvzR+2QlnaT7FdfQdfCVvid9cBTdD2ygDPW99l211pnzuFq49HkoK1Syf4IbwdavoMieGW7wvKlUEWOpe0bMwU1pdB/SFE3OEW5oeRSskF4agllrZm1GAgBRzRLIPH6Unbmx7MyN5Ybr+ng/uL6C9zIf2XRVptO7B3MAOt8My9+AnCPw41hoffk5OxvjGffNrcpXfaAyVPnyyRAcpTxqmMVsQqvTn/I10qnILqna9aVD1w17QK+lscE93GKNMKDNNXIypwQoYXdyHusPZzO0UwxP/7ADk8XG0z/spEt8BN9vVjOR0wtKadbwHJxJ+BwlmWTnkGnTpjF27FjuueceOnbsyMyZMwkKCmLOnDlet1+7di0DBw5k5MiRJCQkcMUVV3D77bdXmn0mhBCurC4zXQ199kUAIho2IrJIybrKOH6UtMOJfDf5f/z89iskH9jrtn9+Zrr7HXEXjWLi4POv0OcXcPUjE2jqMqTynndnEhgYRNfjStFpS34efv4B9LlhOOHRjYmMUYdgaLRaDCHD0NncZ5C84JoEr+c93uwK8iLUOmgpsQMpConn+FGj1+0BCrIyncvx7Ts5l1v16uOsIVaQmemxX3FeLrv+/RurxYxWpyMksiH9bhoBQL+bb/d5vtN1w1MTlQWNBltFs5UJIaoveasydPH4et/blC/27uryyad+7tu+UbKRbp9f+bbBjdTlRffBMfvwQf8ampFSH1Azx6krbYfCwMfch0O6cg3ELLwX8k7CnCuV5/6hahGw2mAfDnrCrwv71q4i49gR/vrUPkTQV4aVzeq+Pt7LZA+gBOCufgtGzleDGMVZUJpX8WyoXt7Li3LdJ8FZ+2Mi+35bBe/3INCqBBSLzAYi49Vg3VXjxtPz6hsIsdcatdl8vEc18syUrlU6Pxj7j7JsNddOoPt85HqNEdVW+TpovPtsvjXEVFbKpw/fy7TbrmPx+2+TdfIEv06bQsaxIzV+Llc59iCZzc97+GT6iO58+aDLUGv7VLNp5YZVmpu6B6Fv/ngdby/dz+BpK8gqUq9Br35/FZ+vOep8nl5QvcmmxOmp95lkNpsNm49iyrVNExhY5Qi40Whk8+bNPPvss842rVbL4MGDWbdundd9BgwYwNdff83GjRvp06cPhw8fZsmSJdx1V8XFpYU4G5UWFVJSkO8WGBHuzBkZ6KKiavzOmiPA0qN1Rxo0US5yDc2a4ndSKQz816wPMZWq/0fT9u9zDgG0mE38+q5SVD6spIyW6blsa64WHO6bWUTe5lXkLVpE+z270bgMtwhrFM2t/QeTsf5dAEzHPWcMGva/iaz/cT7tm1zA+u3+6DTuGVqdLopn0+KjVX6tJpPvQqqBoWHk2Jf9g9S7eRqNBv/gYEylJZzYvYMGcfFu+3076SlyU5UZxEIbRqHV6Rhwyx0069Kd2DbtOfnEE5hTUmn+5RdoajADrEX3Xmh1OqwWCwXZWYRFNap8JyFE5cxlMPdaZUZAjQ4mHITghl628xJsiO0Goxef3oyQDVrA0Neqtq2v4I/jg+zpqijT53zgGozavxhSd0Ke/b3Iv5YzjAY8At3vYOVrrwLqzNB/f6bU+HQtLb8/P4p2YZlgKzck1C+QSjmG4m74WHlUyPM9sjCn/Id3G802jgKdawsMuGUkDeOb0uPKawkMDSM6oSWphw5SmJXpedgbZ8Hhf5VAy5kW1EAZLntyk1JTMK5H5fvUd//NVpcve973djUg88QxinKUCVH2rVnBvjVKLb0DG9bQ98YR7F+7kpGvTyMwpGZn3c2x1ySzhvuhzTOhMbkHdt/Lz2FvbgaavlGAxhkkK88WfmoZkOn5Ui7pTJIgWUkJ+3v2qpNzt9uyGU1Q1dImMzMzsVgsNG7sPptN48aN2bfPezG/kSNHkpmZyYUXXojNZsNsNvPAAw/w3HOeBayFONvNfnQspYUF/N97syRQ5kXWZ5+R/s5UYiZPIvL2ms1OcmSSuRabDx0yBN0a5W6ra4AMIHvbVrjuRgA2L/6ZtMNKMC2iqJS43EK3IJl18xbncvKECcSXGwpeumuXczn9namEXXMNfrHqbFatevWlVa++7HpvAQA6vftFSXC4P9c/2p3dq5O4fHRHZj26wuP1aS1GrPYPQlaz591s47FjYLNxxX2P8M/nH3PhbXd7bFNozzL7+7MZ7Fvrcg4bzgAZqEX6NVotTTt2wWYyUfC7Uiy4cNUqQi+vYLa1atLp9YQ3jiUn+SQ5yUkSJBOippQVKAEyUIISeSe8B8mM9qB9cCO1FlhM19MLkJ2K2G6Qsl193uVWaNavZo6tq2RGzHNd+RpceS43a87EzzGoAYZA988K2//6HYDBLklWFpv9BpPNqmSDOYrv+4dVfo7qzBDpJeMr+WAuACHaTCL1J8kxNyFYl+O2TXx8QxrGN2XALSPd2h339Gzlo2TdRiiPuhLRXAmSJf0HHa+vu36cbcxGJfgfUO736qC9VmK3271PtFADSosKCQgOwWL2XvAeYMMiJbv2o3tv58n5v9Xo+bOLlSwvm7+OskEN+F/TaL798xAZKcp7wd4yI/hpsUWo/xMTAg0kl5ow2mx0ybXw/O5SbusfhM1fi6ZM+Vu6rH00/+xLr/T8udUc7ilOT70Pkp3Pli9fzuuvv85HH31E3759SUxM5LHHHuOVV15h4sSJdd09UQ/t/PdPAoJCaNPXx4xSFXDMHHhkyyYirz7F4sLnsfR3pgKQ8803NR8ks3kGyYL69SMj3PtwnW27tlD24VQCQ8PIOKoOVQgrUe42t9H4c9BWRqzB/Q53/pLfPYJkJbt3uT0/fO11tNvsPgkAQFlOARCFn8EzDb5pxwY07djA9+tzyRSwlLkPt7QZjey+/jYAuq3/h1smvu71GG37XciB9cowppN7dnndBqDDhZe4PS/evIVdHe6hzD+CyF17azRIBhAZG0dO8kn2rllO867da/TYQtRb5TPEijyHWQOw+XP7+gwlK2jjZ1Uv2l6TRn4PU10yx+Jr8OawxfcQ9fNe+VpftcS/XJCs//CRFOfnwYlVzjbnhJJWC6x5TwlmNWhVtZkzG7aufBuHckEyq9XGf0uOosXMXY3uR6vxPmyy4e3TfRzQESXzncVdJzoNg10LYcuXMPil2h1Wey6ZPRjyU+DBtcoMlo5M1fwk5Wvnmys9xO4Vy/h79kfcMOEFErpWLUtv+1+/OzMoE7qr/79adO/FkW2bve5js9lqdGSFY7gleg34acnSwYkuYfjZLEoBq3LDMP/r1oaGySX494xkzyvrCDLbMNggzAL5/aPBBvpAHW8O6EShyUKTAAP7UgpYeyiTKb/vI6FhEEddivUXlpo5llVEal4pfVt6uSkjalS9D5JpAgNpt8X7H9eZOHdVRUVFodPpSEtLc2tPS0sjJibG6z4TJ07krrvuYsyYMQB06dKFoqIi7rvvPp5//nm03maREaIW2Gw2jmz7jz9nvg/AY18vQu93aunGJYUVTE1eT6W4BL3LDh+hdN8+bBYLAR071sgFgmO4pVavtz+3odFqCNUbyPHxAWnvqn892hwzYrbcvoeQsGCiCj2HulsKi9CFqPUazMkpbuutRUVYy8rAbEZjMKCx/x4Z85Q7eXr/03tbM5a41zQz5heytr8yrKnN4eOEdPI+a+Q1jz1Fhwsv8bjDuf3PxZzYsxNQPti0H3ix2/pjo+8h/RKlxszBn+cS89hpdd9DRLTy/lCSX/EsTEKIajCXG15WlqcMb9Po3Icfpu5Ul694FS6b6DlL4ZkQ2hjaXaMMF/QPq9IH2UoNfgmWvazMinne0+BtmCGXTzozZ3d5H1eG648kJyUJ08fP4ad1BKUcwSYr7FcyzbjkmaoFd6oz9LZckCzjuHJN1kB/wiNAdlxzCc2e+w6Ks9CEN/F6OMdrO9tiZLSy37AqyVEeQb5vtNUbphI1I/Wd1spw45HfwYaZkGa/ORiZUOlh/vhIKaHxw2sTufvtD4nyMqO5Q0F2Jlt//5VNv/zgbDtqD4oldO/FTc++ROqhg8x77gmPfQ9v2UirXn092qtq+4lcHpq3hV7NI2nVKISdx3MBsOmVz8+zkzJBo8HUzfvvRsG0LWC/JIywtzW4vT2D9hxjcYxyrWq2wX07jrCuQAmG/dC9FV/6G/l0woUMiQon4ZnFzuN9tvoIn61W6q798fgg2sdUIUtUnDIJkmk0VR7yWJcMBgO9evVi2bJlDBs2DFCGQC1btoyHH/Z+V7K4uNgjEKazZ4LYzrp3I3E+W/7lZ2xZos4glJeeSsP4U7sDazHZawKUlqLRamu0htO5yGazkfv9QmxAXqA/YSVlHBmmDHUMvvgi4qdORRdyegWarfb/Fxqtjq8nriMvowStVkOPPYdY0075OXY6mUGT7HxSIkIpCzCwPzrC4zihpUqQTGeD2LwiZ3vTTz8l9cUXMSUlUbpjO8EDlEzDwpUrAcgLS0BjtRBWqMzyk/XJLDI/+oiAjh1JWPg9Gq2W4kPHIK4LfoFVC74GhPhx7zuD2LPiOP9+m+hsN5WVD5Kpd/Gytyf6DJJptTpaX+A5fCm6RUu+eW48HQZd6jHMBKAkQL0bmG+IpnTPHgI6dqzSa6iKhO692PL7LxTYZ9YUQtQAU7nZaVO2w8L/U5b/bykkLlNmQvSzX19e+abytS4CZA5Xvg5thkCXW2qmaP+Fj0OfsdWeCfGc1Pv/3GsugTLxQuNO3revIcbSEvz8AzC6lDSwWpT3KJ2fHyar1hkks9pcgmQlucpyVYNfhiAlw3Hdh5VumpyYQ2FRqvP5tr+U9+VGfoc8tt1pvoVmfoHgI0AGuCSSnWWTyxhcPhsuewmue09ZdgTI6/Jvua6Uz5gty4PPr1Kfa7RVmulWq9NjtSjRoy+eepjH5/2ETu89JDHrwdE+j9OwSTOsZWbCCsK5b/wstv252Dl6Id+URWF2VqV9qcgPW06SlFtCUm65G7peRix4E2jxbAvq1ogb9qWxGPWGqiNABnDzNuXv6K6dR0i9tDuvDuvECz/t9jjO1uO5EiSrZfU+SHYuGT9+PHfffTe9e/emT58+TJ8+naKiIu655x4ARo0aRXx8PFOmTAHguuuuY9q0afTo0cM53HLixIlcd911zmCZELUtcdN6twAZgKn01ItPbvrlB+K0fvz7zVxidf5c+9Piync6D5kzMihcuYrQoVcAsCc+imNR4bRPzqJlRi4ARStWkjJxIk3effe0zuWoSZacFUiePfvLarVRcvEYSF0KQExeEWEDBqJbswYAjcnMvnj3ab/DL7uMwmXL3NoaPf4YIYMuxL9NG0xJSRRv3oIuIgKAE/fdj0VrYHPPpwC4cM3TGEyFZH70EQCle/ZQ8PffhF52GWZ7rQi/oKpduBoClP+B/qHuM7MZje43EEwF6sXRwVkLib/+ErdMt8pExsQxbs53Ptfv7jzGuVwY0oSSHTtrNEgW2kAJwhWc5sWiEMLFzu/dn695T12eM9Rz+0beg+tnVGQC9L6nZo9ZHwJkAFe8ohRv/8XlpnQtBMgOblrHwfVruPiueynMyeab58fT48prMXqZYEzvZ8Bk1eFIVXG+c9ms6hBYXzNgejPg0SoFyXb+c4LE0j0e7S1jU8Eldvx37qMcLY2rdMib5mwdbunKaL+pt/93+O4OJej3yBbfk2KcCqtFGcZ9Nv9NFfsYVu4Q1qTS4KHFbPIIiO5d9S+dLx0CKMMq044kEtOqDYe3bKrwWB0HXUr+X8cpXK0M9WxBe1o0ag8oN5BzSgor7m8lMgvVjOE7+jZjf2Ep60uKCW8YQLaX7buHBvGYJhD90uNobaAv9ysd/agytLRb9xhIPlnp+b89mUlWlD+ll8US8I/7qAqjl/q5omZJkOwcMmLECDIyMpg0aRKpqal0796dP/74w1nM//jx426ZYy+88AIajYYXXniBpKQkGjVqxHXXXcdrr1VxRiQhasDe1cs92soXeq+un3/6DoICyAeuLC5Gfw5kg9YkS2ERBwddBEDxxg2YtRqORSmzbB1rGEYb9FgylIuZgt//gNMMkjkuaJKzDG7XP3vKOtHj6BcAdFy8GH1MDMkTJmBKTSPouPu06W1TsggaMoywq68i+ckJzvaoBx4AQB+t1E3JnDGDzBkznOuNBrUwcsZF9xC/7AO34yY9+hgtflqExf5hICCmasXp/ezDMhO6RdGsU0NSD2RgNGkxlQuSpX/2OY45xPa1v4ueO/YROaDm6vkUhKgZlZlRXTEmba9g6+oLiogElJp+NqvVbfZQIcQpyvLMmqlQZPPa6Yc4MwzB0PMu9yBZwqAaP836H74j/cgh8jMzMBvLsFosbF78Mw3iPDOxdH4GXMt42xzBJqtZDWZUMUhms9r4+bMkSjLfI75LUy5KuamCra00aR+pPrPYKCs209R/pzNIZonuxv5UpbRATmoxDWJ9B3409hkAz8oQ2cDHlAB44jKwWuGXR5WJOnKPQUFKzdak+/1/sPVrGPsvNK65G2WnpKzQe7apr9qLoGTN3ljZzKjw/SvPO0t4OGz/awmdLx2C1Wpx1h3buWyp1/0HjRzNqm/m0rxrDxrFN2fHwv/4vrWBMq0GXQPlpqc5u4SWhVYGFPsu8F8VhfaRBVNv6cbNvZrwwaEUVh9Po0OGmQ1BYC4X+/0grjGB7+9wa4u6tzO6cOXC2S9a+azSpHkEl285Qkqglud2l9K+2Ma6CC2P9Hb/LPPEQXsgzU+LuUUI+iNq0K/IeHqvTVROgmTnmIcfftjn8Mrly5e7Pdfr9UyePJnJkyefgZ4J4Z23WkgLXn6OJ7752a0Q/KkqTkslrEXL0z7OuSTz44+cy3k//8Kf3Vo5n5cG+BPwzmROPDSOyKJSqlCNpFKO4R0aPAMs7W8bjR4zhubKh8AmHyhBLONbb7Bl82rndnqLFUPLVoRedinF69eT+/1CgvqpwxMdQTIAjb8/uvBwzOnpmPTqRcN+S3siA6MJKnGfBejI8FuwNLsGAL+gqn0oaNJBucjX6bRc90g3tn2xkjXrzBhN7t+x3SdCwaXsY16elUhOjc1mo3TXLvxbtUIbFIS1uNhjm4M/rCaoRzdCL7vM2Za7dhOHvvmLzs/eg398NWYhA/z81aim2WjELyCggq2FEFXSpDfs+02p71WWX/n2ERIkOy9c8iwsnwL3/O4+HK+GpB9Rgq9J+9yHV2V7yTrRG/xYkd6C65vsY21GM3SOemAr3lQ30lVefmDf+hSWzd1rf9aM7K1wkfdSxwC07xdD89tciq2by2D2FZByQHl+zx/o4rrDI+sAKC2sbEa+sziTLMieDV+SDS+Xe+cvTK/ZINmmz5Svc6+Gp4/W3HGra/Nc+PUxuHk2dBmutpuNsGm2932GToG+93vOBFvO7hXLSNqnZiHeMvE1vn/ledIOH2Lukw+RdVKdOdZPYyAuuA1ZpckM/d8T6FM02FYWEJjbkJ5f/4hWq6NgeRIzIm0s1pqVmSuy1MwvW2M9n5o1dD+V74FdYanyuxtsv6mab1SuhZsUWxm9sRjT6PY8tFftc+nMnbhWG49+rCcGLwFiXYCej9rHoMm1oRmkJWRgHMO1GjYs2MrX0d5vZJpbh7kFyXKKanfClLLiIrb/9TtlxUW06tWXuLbta/V8ZyO5pSyEqFXFPgqG71+/2mu7NxXV0Nvz4Xs+151rjCeTOHTNteQsWOBzG5vRiDktnZTwYNa2jqfEz/1eh81m5ftpr7O+dTzrW8dh0mkp3bvXx9GqxlmMXqMhMjaYHleoNSf0N40i+onHPfYJbuJ+8WjTBvLf4TBSEnNp/NxzxL76CvFT33Gu92sS71yOvG0EbVauAKA0wH0Gn/V9vQT9zWasWiU4pq+kVsRtk/rQ57oW9L3ePbAaEhuhnM+so3TvXkr37qV4y1ZSY9yLvlpLPANbVVXw518cveVWTjzwIACmlBT8y3LcttnXdiT5W3a6tf36wXbWm/ux5lXfvxeusufNY2/7Duxt3wHLiSRnu8lYRmFONp+Pf5D1P3zH/nWryE1NqeBIQgivzPYPKJ1urHzbcZsq/fAozhEXPw3Pp0Lz6s/QXRVhjRpXuL551x4M+58yUY9Wp+dgQSM+PtCXdZnNKLF4CYhVkklmsVhdAmRVExRaLr9i/xJI2aYsR7aA5v3BL5CYlkq9pILsSspraM7iIFlxBWUKitJ9r6uufJf34ZIcyDhQc8euTFEm7P9Dffxqnz3oh3vdt9vzExz4XX3uFwy3zIVrpsEFYyr9H1dWXOws2A8Q0TiWgBBlpIDNZnULkAWGhnHTkGfo1+harml6Hw1yGhFUGIzGqqF0bza2XDPp728j/69jbMsrwW9/Hn4H890ehq3ZPBgWw8HD3gZGQqnJQpnZS9EwF3mlyrXvhqJi1ucWcqhY+V0OMdvokWvh6kINOwcqw64TSm2ElRuJoNF7v019Ys9OPnvjQZZv/ZrQi5pg0yhDkl/o2pxnd5ei8fa3oHU/VnLeqZetqch/vy1i5gOj+G36m6z6Zi4bf/qen9951WNSqvpAgmRCiFpVnJfrtX3J+29X+RgVFXRdc7Kaw17OUjajkWMjR2I8dIjUSd6zPzNnfcq+rt04+fefbE2IITc4gH87+s5QyAkOZHvTaDLee/+0+lbiTDr2JyjUjwE3tSa6uXJxU5Tn/W5WYFP3INmRlsPZ818em5YcRRsYSMTw4egbNmT/hlRmPbaCjNgLCOjcmYCuXWlwr3Jx1mj8eApCPYvAWrR+6CIjafbFF2qb/Y653lDxhVrDuBAuuKYFfuW2C22i3DEuDGnC7pH3K4+xEzz2z/tvh0dbVeX98gsAxRs3YrPZMKakUmYId9umLCCSxEPuF2754UpAb6+tC0d2ZJCdXMSGXw9TVuL9oiV3gVov6eT996M3KNlk//22iE8eGEV20gnWLPia36a/ydwJD53y6xGi3rI4incHKLNGVqRRNWYOFGc3jQb8qj4zfXWZjWU+14VENmD48684Z+tz1PkqthgADSeKw5XAhSuXIJnJaOHQ1nQObEx1PrYuPU51hUeVy0Y2uXxY73abczGurZJ5lbi54mCSOrvlWRgk6+452Y5TYVrNnaf8sQ56H2pYK74cBt+OUB++5LlkM176Ajx7UrlJcMG97jP6+vDXp+717i65eyw6H7Pc3/zcy3BI/VvI/+MoNpdJldKmbsacVowNyLEP3WwdH8atvZtwa+8mzoCS5r9Mnt5yxOP4RrOF9hP/oN0Lf/DzLt83CtPttW5nJmcybGsiS/KVTK4Qs/K7askzEqXXc+LCLnyzqpDyV58aP+9hln/mzATg4Ia1TB1xLe/efgMpifsJaxdBbObPvP/9b/TMNjPugPv/g75t1Fk0F+9I4ar3VlFirDjQV10rvppNUU42STt30zFiAJGGGKxWK7mpyTV6nnOBDLcUQtQaq9VCSWGB13WRsfFe270ex+IeJGvdMIbELHV2JZvJhMbHm+25IvX11zGnV3wxmTFtGgAHYrxPN33B9Tez6dcfiYyNJ8c+PCM9PJjC5ctJfeVVQocMJrif5wyMFTGlpVHiFwy2fDQaAwEhysVQYKjytTjP+0V9YKz7sECrXyRa4MQe97t6635MxFRm4c/P9zP6s68JjlCHBzYcOwZzzgY44p69VRjShPCcIwT37aMe355JVj74VVWhTdWMtfV9X3RbF+xvplFjP44et3H0iAmXgSZYS0rQ6PVV+/2LaEByTH8a5Owlc8ZHGKNbgMZz+GPe8SxMycn4xcVhs7hfAC35aCcNIiE7B47/d4LrRjTCkptLYPfumJKVi5hjBQ3Yc4lS16P/uon4tYjGbCxj088LPc7lmC1WCFENzhnuDHD127DfZQKZ2O5qZs0NH5XfUwifTGW+g2ShjaJ9rgNILw2Fp4/A7p9g0X1Ko8twy02/HmHrX76DYqENA+h1ZXOWz9tf4XkMmnLZ1JkuWU8XjncutugaxZY/jpFx3Ps1YHlnZZCsUTtoeQkcXq62xXSB1J1QaJ8xOvOgkmXVb9ypD8Etcc8oZ9VU2PaNMqtqn7GndsyqsFog3T78MaarMnGA68+zNA8C7DfyHJMXNGgF/ceBl/qm+Rnp/Ld4EbGt2/Hfr4to1LwFLXv2pm2/C9m/dqVzu7vefJ/ohJbkZ3he814yagyNW7Yms4OR0t1qJt/RA1ksam2gR7aFvtnKddFXCX6U5pWiAx64sAXDeyi1+xbuSsFaakFTZuXQIfdswLU5hdy8cg+OK83Hvt7C9VOudgZrrVYb6QVlxIQHUOoIQOk1tA7yx2q0EJJRxqVpyg1Ka7GZzDm7KEvMxVuYUKP3HiTL8RJwSty0nm+ef9L5/Pof93PxXf/HDNRr4oBAPTfERfBzci4Ae1Py+WtvGtd3i/N6Hl9sNhumk4Xoo4PQ+qvXzFaX68124X3oFDGAtg16k/DKpej05/ZnrFMhmWRCiFpTWlDgM4W+YZPKp4l2sFndAwWtOnZxe753WtWz0s5GprR0cr+bX+E2uT/9RH6AgZ3xURQbPN+sNBotF91xD09+9yu3vfiGx/qcefM4Prr6M5tteWkSVpu95o7Wn5IC5c5aZIxyMZh0INe57Y5/T7JuUSJWixW/MPcMKY1OnekyJ7XIuax3eYOe+8yacq9JQ2a6cr7eVyc427d1fZjEljcA0OjxxwHw63GBcrwqTs1dXmCI+yWOIUCHIUCHf5Certe0o/Olyu9rZmALZ+DKlJZG4uWDSbxiKObMSmZ9Ao6Zm7Ov/Z1s7P08mR9+SPLXPwCgwz0jLLtBB8qSlbubW16Y6XGcbPv1dHqahSM33czx/7uX/T17cfja6zh87XWciFULSu/o+iABRRUPETWVlVJaVIjZaCTtyCHmPfcEJ/fsqvT1CFEvWa3qLIA6fwiPh5ELoHEXuHEW3LMEhs+BC8ZCl1vqtq/inGE2Giuc1CgwJNTnOie9P8R1d3mu3oTJy1COHRkTRJP2kc5Hi25RjHyxL6NeG0CnQVW4eblkAqx+V33sUt7HuOlTt4wix420otwybFbfAbCzfjKZa10mPnr6GLSxz157eDkYi+HLG+CfV+Gviad+jtJc5Wt0R9DqlaBZ+h7le12bCtOViQjQwNh/YHS52eLLXAKcjiBZxxu8BgOtFgufPvx/bP39V5Z88A7pRw+xe8Xf/PruG6z6Zq7btv5BSsZj+UyyWydPodc1wwDPANM3CQY+a+XPuAuCKNHBL3F63m/rj7ZQuX5q0UDtk+snBptJuclus9ooPZDDrdsT0aW4/53N3aJmyb382x76TVnG2sRMTCblSJPbN2F13w4saxDDnI3FNClRfp+NJwsoS8z1+F44+AqShUd7Fv3b+JP7jMlF5lyWfD6Nj9Mhwqi8hqWxfszv7P69Lyip/o3O0t1ZpM/YRvLktW7tRpf/P4E6ZeIGf1sgGstZ/jdaSySTTAhR48wmE1uW/ExolDLTYEBoGMOemkhRThZbl/7GyT27sJiqXnTSNZMsuNRIXHwzLrn2Zpb/plycrdy0hjqeC+i0nHzkkQrXW4uKSHnmWTZ3aEaJS4Cs93U3cXTbZjJPHKPbFVc72wPLBahyA/2JKPF9h9qb4owMFjwyliybGsDRaMMpzFWO06pXNNv+PsGhLenkD2tJ6qE8Vs1X7kDGto6gaQt12Ie/yYZGo/Z70dQt/N/bgziwMZW8dPVN2TVgBkq9lLIi5fydL44nJ7WYQ1vSsegDON7sCtYtOkS/++8j8vbbOPD5YUjOqXS4pS+uU9T3vboJva93HyJVnFMEHMNoCMeYW4B/wwhyvv0WS7aSGVfw119E3n57hefItirDT8x+QeREtMGUXQxxEBFYRtsr22E2Wtj860GKguM4NvcnOvbqyf7UcFxuJHrIDWtJcHEqenOJcybQ4iD1AkxrMRKUkU1OwzCfx3h/1HCPtvkvPcOT83+r8PUIUS9lHVSXHbNWth2qPBw636w8hKii3LSK60MmH9hXtQM1agd3LFRqRNmDVqYyC4e3KZlPF1zTgjYXVFz7rFJ/v+j+XKOD1oPdmvyD1I+YR3Zk0rK795mnHe+8FWWSmYxl6P0MbkMzXd+za1WDlkrdrYBwCIyAMHvWzrHV8LpLxvx/c+Caqad2DkcmWWQLNbPLYdkrUJAKN3yo1m+rKSn22bQbtVOyDkOi4f/+hDlXKO0r34br3oOTm2GDfeZKf89grc1m8wjyuNpYLos9pIGSuR8UHkGjhJZE5UTTpeUlRGRGYjNZyV18mJLtGW77ZBvU1z6ztT/zEgzoE/PR2INg3ZpEONdrStUwWZlN2S938SE270jD3DMA/+PqjVqA6X8doEd0KN2bRjB37VEAnlq4wznlalyIchFmLXW/YV++jwAN7+pI1lfKz9BsMXJ0/XoSuvXEEKgGt3yVofEmPiCR97pezt37jtlfnAabBjT2vp3Yngb9qjcxTP4yNaPUlFGMXyOlb6UFalC0zKJem5fsziSoe7RzJtr6QoJkQogat/3PJW53joJCw4hv1wFQ7jad3LMLczWGeVldMskuPHASfWAQHS+73BkkM1dQs+xsYTMaKT1wkICOHdzunOb/sZTSHTsoMvhxvGEYwWVGovOL3S4CjUlJ7Ilr6BYgA4hq2pxug6/i8NZNdL38Smd7+YvHA7EN6HO4egXat34ywz1Apm+CRmOgp71of0yLcKKahpB5opCvnl/ntm9+ZinajpFEFpaQExKIwa+j21T1JQUmfn1/G8fLDb00l1nIzyohrKFS82XHMvXunt5PS0Cw+1vWlqXH6HVVcwzh4Zjtd9pOdbglwAXXtuDw1nQ6X97CY51/mFqHxphXiE5rI2vmJ1i0erRWM4Wr11QaJPPTqb/HW7s/TtsD3wEQEKCl51DlImfnwv8oDYwiZ8sesj6ZhUlb8VyaW3o+WeF6k18wjUpObRak9KOHiU6oXzPHCk8F2ZlotTqCI051XtfzTKnLZDTdKv6bP1NOlBrZWVDMVVHhZy54IGrU3lX/Vri+ccvWFa6//RV1IhzaDHFbt2mxWpfJP7jij36BoRUPq7J2GI7Wv9ydm5aXQpB7GQjXIFlZcQVFvysp3J+TksSXTz1C58uGcPn/PYjZaGTe8+OJatqcHldex45lfxDTqi3dBl9Ze1lpF7gUsW/a1/s2NqsyDFtfwV0tX7IPK18DI6Bha8hKVNetsv9cB42Hhq08dj0tSZuVr/G91LZmLq9v81zoc797rbJwzxk95z33BGmHEz3avel6+ZXo9Mrvhkaj4c7JU0l+eT3k2shbcoTiremYUtQgliEhDOPRfPI0VrTJxdjC/ZiXYACbDf0hNaij13n/2RvNyrXhh8lZzBgQjGFDBhp7ZmPL8AAO55WSl1vKTR+tYd4YtRxJsX2opU2noa39+s9aWnHx+gYj2xPYqSGN7usCOi3/fvUZu/79k7b9LuS6J55xbufIGPUPDiYgJJS8NLV8zJPzfyMnNZk5jylDprNOHueK6yPAESQDpeaaRXkNh4/kVtgnbyxF6hV5aVoeG5b9QNfLhzLveXW4tE6jXkvnLDhAQJtIdKFVmz3+fFE/8+eEqMfyMzOY9dA9rP+x4uF9pyP9qHsx/aCICOdy4W9KOveJ3Tvcxr9XpChbqSmgs1jR2mwk5xiY8/R/zvVl+rN/5rADL03m18ce4MTHM9zumOb/rswWtLFlLEeiI9jVNJq1bZpgdRkiV3j4EEcbRbgdzz84mI6DLiUiJpaeV12P3uD+5jV4jFqQPTM0iO1No0kPC6py3Q+tzv17aggZTquejeg4UK19EBLpWU8LlOEVGp2OHsfSaJYXiTFCuSvpetHsGiC75I52zokA1nyfyJalx9iy9Bhrf1QvunR+WoLCPN+gd61IwmazkXpY+eB6qsMtAfpc24LbJvYlINjzQ4JOp0VjU35fM2Z/QdZnn1FmCGdd35fZ1vVhCpctI/n55ys8vl+5YZUH2ipFjsPC1A+1pYHKsNTtXceRPP9nrLbTe5suDWxEZnR/5/PbX3mbUW99gN7gj3+w59Tkw/43ybmcl57qsV7ULyZjGbMeHM3M++9yu1lRr5Xah5/HdHWr+VSX+qzbw//tOsqVm8/grHh1ZFt+MffsPMIv6bl13ZUadWT7FgD8/L2/r156930V7h/Xtr3Pda51wcIbVTzxwPWP9fC5rtTSheKEV2HYR+6Prp7DijUaDa16KnXUTGW+gwuVFe7fsGgBZpORbUsXs/Hnhfw6/Q0yjx9l35oVfDtxAruX/82y2R+x+IN3vO5fXQVZmXz97BNs8JUZFdMZbv/O+7qMKmb7ubKYYbN9EqIWF8HV74DGy/t+bdRsS7JfR8f3dG+P6aouH1wKRS4ZU2HqNeDGnxey8LWJPgNkfgHuv2sNmzRjyH0PA8rPO3vhASVA5sI1QAYQ0l8536GsEgw7c/BfnQ4mK/7L1euTV4d19vkSrWYbNpOFGS380B0pQJur3jS8rsylHpcNbv9U7UuOvWi/LUhPywAl8GmzZ5LpGnj/G/WLVa6p/FtG4N88jF3//gnAgfWr2bt6OTv+/oM/Pp7unClyzPuzaX2Ben3WpKPyOiJj4rjyoScAKMrNQafRsLi7S5Bcp14zZuI7ScBmsWFKLfJ44DL8+dCK9WxYNJ9PH/4/SgsL0KLDT2NAq3H/DKD1cl18vpMgmRDnqb9nf8yv09/0mLZ39bdfUJCVwZr5X9XauUMbqmn1zTp3pe8NygWUJT8fy+/qrD27lv9VpeOlH1PugoaUmSkMacKyFe4XC3GBIafb5Vr3x75tnIgKZ/lvPzprgxVv3kzB0qWU6XWU+KtvQKUGPVaXCQ9yjx71ON6otz50u2talFfGlqXHKLIX0i9fAySpQSj/tYjFmp/vcSyb2Uz21/MoS1QvdPYcUi/2Ol/2EhqNlsYJ4W7p1qWF3jOUtiw9xp+zd3O81XCMEReisb/Z9roywev2nQbFE2K/6Di8LYN1iw6xbpF7oFWn1xLXJsJj33WLDpF2RH1NroX/a5rWqvwt5SxZSvbsOSS2HIbRP5ycBh0w6QPJ++HHig+Q45maDxAc5v3i42DYQIxeCvv7ctOEnrToHuXRntOgm3M5tnU7GjVvwbg53/HQp98Q3UK5M93jquu476O5tOrVh2ZdugNgtheRttls5GfW4HT34pxR4vL/ojg3t+46cjZx1A8KCK9wszPJ8d9+e4HvmlbnA4vNxr27jvB7Zh4T9h8/O4u9nwKTsYyMo0o2UcueF3jdJizKy3DFKmYNml1mwPMPqvjDblSTiq6ntNUacqXzU7a1mCv/Ofn6WbrWSVr1zVwOb97odTvXwvCnY+W8z0k7fJDV337hc+Ip2l0Fk7IhYRC0ugz87f8LMg96396XzESlllmZ/f9s55uh1aXwbBIElsvcNdfw37bNBklKYNYtkwxg1M/q8sZP3ddFq6NCVn0zl2M7tjpXxbZuR5fLlJuikXFNePDTr+k25Crn+s6XqENyzenFFP9X+Qyh2nADo/oFke0yYkS/Pw+NUX1+Q3ffhes1Fhvfvrcevz25+B1wv/7t28H7EGC384f6UbZGKbTvyCTzbxHudeZKbYB6I9hUWuq2bskH7/DXpx+ye/nfzja/AH+3OoQRjdXXERweAahDM3tEqDc1TV3V341C+39/b38/WV/tIW36Fo+HtVDNJLPmul/HXxE/muubPUyIX4Rbe30bagky3FKI85KxpJjtfyoZW10uGUxCd/UNMD/T+wf1mlRSoGT19B9+OwNuucPZnjblDcJKjcTmFpISEUJuatWGAKYfUQImhRG92RSvvsnqA/pjLl1HgMusKzkpSfz67hv0uWE47QdeXBMvp8pyvptP5n8b2Z+VyoCHx9Ogl/J9txQWYrZnuxUE+FO8YQPGEyc4dsedAGSEet7ZteTn4xej1JbKz1aLwt/8/CvoDQaPC+bFM3aQcbyAkgIjA4e3IaFbT7Q6nUe2XvYXX9LoUfcaaDnffkfSlNfRWW102LuHw5vWkWv/GbYMa4BGHwDkodW5v0mWf9MMCPGj1P7me3BTGsRe5LY+rm0EQ+7tyF+z1ZobD864BIDAEPVnGBYVQFzrCPatV+8UajQa55Ty5f3w1mbncoM4z+yomqLDjAV/rFo/ygzhpMWos2tmRnUjNnV9BXtD6fET0Nzzjqd/pPqh5LJRHfjny70ApMaqdxjHTruQ4qxC5r22zdlmCNRhLFF+vqENAohtHUF2ShFHtrlPIqDVN6V9ozhajLjdGVjV2wvm3vXGex79cWQlmozKxdOa+V+zYdF8hj74uNtFrjj/WV1ushRkZTprydRrjuGWZ0mQrMCs/o8P8THk6Hyxo6CElOP5GPbnUdQkmHmtsrkz7tz+nSwpyKcoR82sHnLfI+xft8ptG/+gYI9scVDeF6sSKHQd7ng6JQkM2kOUVOOzss7++1h+hnI3zkCf5+sozs/j4Ia1Hu3eRDSOrXyjcsqKi9iwaAGtevUlvr1S2dZ1xsVFb7zIyFd91BnT6mC0vW7nz+Ng69cVB8lsNs+g5kf9wGoPWOgMamaqIQgmJELqdvj0MqXN5B50OW1l+WrAP6qd+7qgBnDBGNj0GeQnqe2PbHEOq81OOuG2S5OOnRkx+Q1sNhvx7TsR06oNfgZ/Lr7zXmJatyMoPJyErmrGmrWs4szk/aFaJvQIJOXIEQjX4ecSaNUnqSMtnhjcltCAigO/43sEEfBXrkd7XJsGdMzOYc+xPM+d7MIC9eQtOYLxRAHGpELl/A0CiH60B9YiE36xwSRPXoc2SI/WZbTErhV/ux2nWeduJO/fi9mlHrNO78eOv/9wPm/cQh1OG2Qvb1CUq9Sr07r87lgbBmDs3RDDf1lk6mzk/nqIwjXJaAxaGt7dCa2/jtzFhzHabyBrg/TKEE0HjYZ8k5ngUgtBWrXGnFajI9yg3GiN8lcm8TAHWYi9u1ymYT0hQTIhzmE7//mTlIP7GDxmHFqdjuL8PDQaDSUuxRdXfvsFaUfUrJykfbtrvV+O7IPyBeTzFi1S2o3KRYHVUvH4foeTe5WZ9jT6cjPCaJR/YVaregH216czyDh2hMXvv31Gg2Q2i4XUF19kc0Jj0sJDOPra8/QxKf0rNRvBPlSw1KAnJ8if9GnTnPvmBnlmC1kLC53LJYXK97NJaAQJXT2HQhhLzM7hFLtWJDFweBsiYmJ5fN5P/D5jmlutE3O5KbcthYUkvvMWqzq3oFlWPsenTWH3RvWiNL+4iEB77YPyQbEBN7fmhzeVANWNE3oS2yqcAxtSKcozemSCATSIDaZxQhgbfj5MfqZywae1X0QbXO7Ate0TQ9/rW7oFyQC0Wg0N4oLJTnZPx3dVm/V4dPa09gNtbiGg1L2eWlGQcoFuM5nQ+Hm/YLNpvL/lBjVT7x52GBBLZEyQW+AvQpuLIciAIagBzUt3cyygE2F5h7ng7mtY9oUSULvhCeX3ouPAOEqLTMS0COend5U7vBqNhviSCDoOurRKr1NvULLxTuzeQdfLh7JhkTI0+69ZH0iQrJ4pK1Y/mOVlpBPbpl0FW9cTdRwkK8rNwRAUhJ/97/Soy6QsRRYrpRYrAWdpsOyH1Gx+ycjl5dbxNA+sXtbvlrwirt50AP+dOWgsNrQH83mrXfI5HSQrzM5i9mP3YTYqP8Pw6MYYAt1vmg1//lX8g4K81tvSarVYrJXXZDWWqNdaWv2pv0dqNYXVKh6vs8/uZzH57qPGMbSwXIystKiQj8fe4dam9/cntlVbImPj2bHsD7d1EbG+s4l8Wf7lbHb9+ycn9uxk5KtTObLtP5IP7HWuTzm431kf1mqxOAMWhsAg/INcZhmMsk/0k/g3NOuHm4Bw2L1ImQX0vuVKcXwHq0u1Vr9yM0bq9EqGV1Q7yNwP5hoOkhXarwX9w7zOVkmge405rpkKDVs5h92n2zMfHRyjFzQaDZ0uvtzZ7hcQ4PW6webyOxHYrRGRN7fBlFJE8eY0ijam8njPQDIC1N9518wxV49c5lmr75VhnZn+1wGyipSAlH6fZxDsff9QmnWK5p2fDzGkbZgzy8xm0Lqdq5PeDzBRslO9+aiL8FeK3dvvVce+0BdsoLH/301J3M+qb5QhtK1692PYUy8ASgLDB6NvBaC5/Vr+6kefYsn7byvncvm+OWqAluTnY7Va0Gp1/N6rLVfZh9Rbg/TYgGyLjTVrjtMNPTajlcxPd3q81uhHeqB3KY+y42Qu13+4hlDgxzL1elWLGkDXa+03SxNs+Df3PfHT+UyCZOeYGTNm8Pbbb5Oamkq3bt344IMP6NOnj9dtTSYTU6ZM4YsvviApKYl27drx5ptvcuWVV3rdXpx7/vzkfQCaduqKzWbj9w+notFq6XeTWmQz4+hhZxq/q8DQ2vunV5yvvCEFlQuSGf2CMeuD0dovDMoPBfWlrEgJimh15TOJ7HcpXS4ST+zecSpdPm02+0QE2cHKBW6Zn55Vzvce9zvA69o0IfJ35QLPBhyP8vywZbW/ZpvFgtmetq33814089Mn1GEGZpOVn97dQmhkAP1ubMWQsePITjqh1Iyw2fBLaEHaG29iM5tp/Pxz5C36icSYBqDRcDwqnIiN7tlQjRo1dl78lM8ka9RMvQMV1SQEjUZDu36xzm3XLHSvU+Fnn73ymoe6sXzePi64xrNAPkDni5Q7WDc+2ZNFU7eQ0FUdQnjFvZ34c/Zu+l7XkpAG/nw/Ra1NF9Oydt/IdfaaYrkRbT3WHW82GP+yHFpnZTkzAF1Z8vKwabzfwQ9u5N7vhvHuw12aN1f3G3DfAEI/W0rPZ64npGsMDeNDCI8OdAYZNVqN12Gth4wJdK/w1alSDipDbfetWeE29MdqsVCcn+fxdy3OP6mJB9j480KyktTJM7KTc+qwR2cRx4dVv4prO9WG3LRUZj86hiYdOjPixTcAOOIyMYcN+DE9h5GxdRM4KrVYGb3zCAMiQ3i0uecMio/uO47FBo0NfrzVzrMAeEWe2H8CbXYZGosaTcnelc3RXmX4azXE+p97RaWTD+x1BshAme2v/I2e5l27+9y/3YCL2LPyH+eweY/jH8xh79oUivLU35HTvpFUjWFXjoCcxeI7202t2+++zfFd2z22bT/gYoY+8CgAJ/bsJCclCf+gYMqKi9wywKoiLz3VWTMqNfEAu1csY+nH0z22M5eVoff355sXnnTW3tIb/Lnmsf/Rure9yH2nG2H5m0qNr6+G+T7pf5/DJU97X2fwzII3m0zo9AHKDKD/zXGfWVejU4Z9ugbdALPRyI9vvEhE4xiuuP9R331xBMmCfQw5DCr3P8ResP/7l58nK+kEUU2aua2uzoyNoAbJ/JqE0PB2pZ6ef/Mw/JuHEX5NS7J+2YRhYy7mTpFoU4rdaok5vH97D7Refh/v6tecW3o1of1E5Tpbf8L9xqrGX8u1zw1E668jfmATRuw9yY8oAbKyS2MxrExFa8/S71EKETeof1/aQD2Bnd3LWuhC3P/3fPO8OqFS045dnMvJaekUdOiNPi8Lv2Dl+rnDwIuJa9MOQ2AQfgFqICswLAyNRovNZiU3NYUGcU3oERbExn4d6LN+LwTqscQHoU8qZhzFdELHNIIIxvP7oQ10D/dM+llJligA8kr9aRPWk7JmFuIS2mPbbUPjcgxdPaxF5iBBsnPI/PnzGT9+PDNnzqRv375Mnz6doUOHsn//fqKjoz22f+GFF/j666/59NNPad++PUuXLuXGG29k7dq19OjhuzCnODeYXC6s1v/wHdnJyocZm9XKuoXfOtd1vvQKt/2yTh4j5eB+j8LsNanEHiQLDHX/ML164FsAxB54FQBTnu8UZ1fqmP3y/6wdQTLl4qqsuJi6YjOZOBoVjsllEoGwCPVOXH5uuZkctRr0Vhtlt94M+7cB0G3IVWz/SynkbyoqIv+PP0h+9jkKQvwhriH6QM+7fd6GMSTtzwVg3/pUbv5fL0ZMfoP37x4OGg1FSSco/kYpOpvz9ddK310+zJhLSiDQny5pudCqFQOfnczyH5S6EeUvRnQ6LXe8pNw1dc0EAwht6J4d1/d6NSDWIC6Ym55yr4HR44pmpB7Jo1XPaGddsbg2EYybeZnbdg3jQ7h9kvfZpa59uJvX9pqiKS2CYN8z/B1scwuD0tM9gmTmnBwKly3DqlV+f+PaRJByIMsZNCs/RNTPX8d1Y1rx62dKNl6gSwp/gwG9uHiA+r1zDVSWd/eUAfzwxkYK88yUWNWfh7WsDI1ej6YK/wOWfPAOoVGNKLAP0/7t3Te4dfKUSvcT5zbXWa4cSgtrOJPhXGWvTYi25j88zE3KxKDRMNJHdpQje8aRXQ32TLJSC9oCE9Yof8bvO8FtMQ347GQGYXodt53BgNnfWfkszylgeU4BjzSLdgvIWGw2x4Rs7D2F3yXjsQIMW7Lc2vRHC+n3704waHm/cwK3xjTwsffZyWx0/+AfHFG9/l/+fw8Q17a9W/FvV4umbvXafjqqE2NzDLe0mCvKdvNeuN9xcxSg46BLyUlNZsAtI51t1zz6FIn/baD9gIuY++SDZCefpKSwgMAQz/fE4vw8vvzfI87yE9EJLclNcy/34S1ABkpGW6BW61ac3mws4+D61WqQLKIZ3PAB5uXvYLOYnFme5J1UhzSCWnsMsPw5Gdd34FIzpGzbTIvuvbDZbNisVr548iGGhKTSzADs/lF5uNrYGW74EKI7gV4J1BzbuZUTu3dwYvcOLr7rXvyDfJSgyD2ufA3x/PwIeMxWiiEYs8nk/N9zYo97xlKHQZd4P44XNosVq32GRa2X4b9af53yt24Dw3/u5SMSX7uK7SdziQ0PJC7C940KvwqyaYO0WrT2m7Zhg5vT6Hg6ZX0bYQtU2myhfmAPkvWz6Z2TB4ByU76ouJiQkKrVQvYLUDNm586dC4A5vCFhHdXr1fBozxurWq2OZl26cWzHVr6d9D/8XTNMb1JKptjCDWAferobCwswcg/uGbohg+LdaqUBJOWqddBSsNKz4RBsRTai+nRm1O6NlAIvEMgsSrk434/6Osf52ZmPLbyaNm0aY8eO5Z577qFjx47MnDmToKAg5syZ43X7r776iueee46rr76ali1b8uCDD3L11VczdaqP8fXinFLmMhzPESDzZugDj7o/HnwcAIvJ5HOf02UsUf5pO9LRLXl5ZM5Si38aDREAlB45WqXjmcrsF9Qa5UPJpXfaZ3Gyp+kX2JTzHCxXuDUlcX+1+36qLKWl7IlX7y7d8+LbjP3kS+dj6I23uW1f6qdnR5NG/GMPkAFcds8DzuWyggJy5s/HVlKCxR6cMoSrGUdHd2by8/St5GVUXMz1l/e3oXeZrn3Hjs0UG/QUGZQ3TbNWQ2qE+mZfbL8b3+KRR7li9hcEN26M1cdwS4CIxkFENPYM3oU1dL94MQRW/IEyMNTATRN60e2y6mUXXDyyHX4BOm6a0LPSgsSnyz/G847r/71zodvznO/mYzOb3R7HR40i5YWJlPpHANDmgsboXYa8BHqZVju2vXrhajFXXLvDl5DIAIbcqdwBLfULx2Y2Yzx6lAP9+pP64otkfvwxJds979ZfPU69CxrWKJrAEPX3rvyFsag/yoq9T9RRr5zcDKvs11Damr3RlFZm4pkDJxm//wRGq5U9q/4lad8et20yjx/12G9jXhH+q9MwbMlCm6G8V8Yt386kxGQe33eC/FP8/1EdJRYrD+4+ypjdav+SytyvMYosVjR5RnSHCjhhD5LtLCjmvzzfw+ddpe/I9NoesDKNgL9TeHp1NYumn0FFuTnsWfmPei3j0u6g9/fnwttGua1vEF/x+6EhMIhuQ652Ds2qzMDhnkPTqmNPcEvSbFX/fdLZi5tbKyjcr1FTydzay4qUa9wOgy7lqoefZOSrUwltGIXNaqN4ZwYNGzRl4K130LBJU+X7ZLOxe/nfXmfh/W7S/yjKyaYkP4+S/DyO7dhKXlrFszcb7DclTWVlWMzq7/KQscrsjEXlMqdsnW7ivVUNeX9tDMUjF8ODayAywf2g6z6Ebd/C/j/QrZ3utionK48fp0wm9dBBPrj7Fmbcexu5aSnkF7t8XxIGQftrlQdA2i6YdQmFc4Y7N8lLS+PymER6NTjpfdZJqxV+fQx+sl9vNh/g/RtQ/vtoCCbVxzV1REwsF1x3s/fjlGOz2cj4ZAc53yvDBvXRXoZ6grcSdUSFGNDrtPRq3qDCABmAroKMxyKX4ccarYabO8dhCPUDfx06qw1zu3CsgTrMCSF0DHM/z8KFC3nnnXdISkoqf1ivHAX8ly1b5ta+av2GSve98LZRaHU6SgvyyUtPcz509t9HW7mh05lhajAsuG8MTd4YRMiVCZgtVreHn8uokFR7GRENGlI/38UmLOzEwrMUswwzLx+svzfH6n0mmc1mw+xjnHNt0xu0VU57NhqNbN68mWeffdbZptVqGTx4MOvWrfO6T1lZGQEB7tkcgYGBrF69+tQ7Lc4aZSWVZ015m0rc0WYsLXXWWqhpjmGUOj8/bDYbey6/muNRAyBB+cAe1KolZO7DYqz8Q5fNasVkn2VPYw+S6fy03PJsb759UfnAXmwNwHgyiaMLF7jtm3LwALGtz0wNnZOPP+H2PLyN+8WovlxWXWp4MCcbqsGH6yc8j1anQ48GMzYKtm9Hk2SfUcf+Zu9vr7mRnVLE4hnKsNJvXlTfaEe80IeC7FJKCoz8+5UyZM5UanH7GRfn5rK8Q3MArth5mJQI97thjnNpXYoEO7LVyg+3rIh/kPvbiyGwdjIXO18UT6cL487IzDsBcY3BnqV3xb2daN1byZRo3y/GWT8t98dF5P3ofZbL0gDlzmxYwwBMlorvUfmFqBdmZs2pz9gZEq3cVTf6h2HOzydl4iSMJg3ZCxehtVnIeO99Ouzb67ZPk46dGfrg4yz9eDphjaKdE2cAYC8UXZu138TZqarD489rX1ynLtd4kMyI37Zs0MHRJon8/qESjHty/m/ObVxritqsVv7NKeCfA+kY7DcytDlGrNHuH+rartrJ1gEda3U44sgdh1iX6x7s2ldUSpMA9ZxFFguGbdloSi1k2GwUDbQw5D/lg/LugZ1paKj4I4mhgT8lacpNoR7NIthxMg+LyyzO1q1ZMNzX3nXHYjYz8/67AMg4fpSL7/w/57qV8z4HoG3/QVz3uOcwPNehmNW1+Y+jHm3ebmhVhe2ySXx04AAfNb2d8aYy7q3ifgb7MK/ifCMlhUYCQwykHs5j8+9HGTi8DSEN/J2xMZtLVOS/3xax4mslAcA1E8qYXEj6+/ZamwE64l9UAjwte15AdtIJVnw1mxVfzSZ69MOsTc9kypWXE9E4lpwUNaDRIK5JhTeWAVr26kPa4USMJcWYjWVuGX/hjZWsn2M7tvL9K88z7H8TMRuNbPx5oXOb/etW0ePK6+DS5+GbW9wP/tMDeGO0Kv9Pdi5b6hZMDdG7XCff8b06zPv7e5yZZSHJK9i1/G9CG0ZhPb6enpFKltyKbZtp1rlchn3aTtg8V33e/Q6KcnPITUslvp0yc2VhdhZFthhcB0xv+ftv/l28wmvf7357hteJJbwpWpuM8bhaNzmkn/cJF6KahpJ5wn120au7VHNyBg1uwbaLM1eyIuoiRg9IcNusWVQwf/x2hCAzmLQwq7WBLy9Sfs5+JvdMvD17lBsXW7duJT4+vtIuWC0WrFYrq1a5T8ZhtVqxWq1ovdQadIhp1YZ73/vULZi+5MN30FqtWAD07vumhPnhFxbElpO5HNn5Fys2/M0G3IfFlncSNQbiGhZN0trACmarjVKThQC/2ht9dLaq90Eys9HKrMe8/9HXtvveu9hZo6cymZmZWCwWGjd2r/HQuHFj9u3b53WfoUOHMm3aNC666CJatWrFsmXL+PHHH7FYav+uoqh9xioEya6f8LxHm6OekNVipqyoiIAqpgxXhzNIpteTOXMWK3u95Mz6AjheEgPsw2Kt/EPX/7N31uFxXGcX/80salfMLFkyMzPHkMRhZmocbqhtmrTBUpq0+QINJw1j4zDZcRwzM5Msy7JkMS/DzPfHrHZ2tLuy7DhtQMePHu/M3Jmd2Z2de+95z3tet8OhyvAFc+C4Iim5sbSLYf2SnTduvJKWDgb47trw8tI1pSVU7NzO8DlnRjTCPR649uzBtnkzDFJSCk8671J0eq2qyZioJclK0xM1y8nZfdg4vwxRNIDkoeHLz/HodOzsm48Y8FwzxCmEx5pPwk3x41LMpObGkpobi8/jD5Jk7UjKyKSpphpDSHrmN4Oii6h1RpWY8QaqEHX1eRWprfkH9DX4b5Wmbm1QB66Fg1ODRNHUS/sGSTKPMQ6TpzVsXxlwmZW0p7gUMyNOLmDj/EOMPLUw6vv1KoKygz4GXxol0tsFmAKVU2VBx+Hf/I7GnYdZN/5vpNdtweRuJqVxZ0TSKzZJIfTqyg7icSoTU1GnR/L7qCktIbO413GfUzd+mti7ch6zb7hYTSX6JcIbQgSJJ3YI/eyeKnQBEqjsUHnENu2/RVBSyG75ajfGneoESjZF7tPWNts5K+OHIcnWNtu0BJnbD3qRQ04twfNaRT2CS+lLxFYvK5tVNfy4tbv4c89cLswKTzd0SxIXbDmA3eNHBIoyYnnu0hEcbnJw/vNqkFjwyyysb2FmwOOzzecnTv+/n9gd3Kz6Zm74/CNScvJIycun+oCqfCsIITI2tdh5/dybmLb6a/rYtDYNx4I1n4R70eqOt6BDck/+XKyYiovHECBJylRIuQObajmwqZac3olU7msGoLnWic/jp/GwksrvbFPJoKVv/jv42mxVSYqG13ZSbxS4dUQM51R4uT2wvt/EqWz4XCGMjqTn8g9zJuRnkv7hxzx0002YrFbcdjsDppyEz+vtlCSbOfcWeo+dyNt/UAKfXpcrqCTT6fVk9FADoOU7tvLUFeHM7HevvsCQWaci9prZxU8KfAGSrGNBgr2taRTGNiNlDUMM8UE83OMa8kLSLxc89zggUGBtYmSAFyndsFpDyuLzwOpntW+cWMCr116K22Hnkr88RlavPnz08APUlZdxanYa/RKU72fl14uIRBvMuv7WLhNksk+i+XPtfWnIVL7fFq+P7TYnExIVf1s5wn1249Rw7z1Jkjhy5Ai+DkGcpKQkRAHaefRnz+3N7n8+R663hlvG/VPT1lSUSPbEXNqWVKCTYO4BD7UmkXH1PgzTIxNhxk6u2ZKQiKOlGUtCIoNOmo0niiDA5XJhsXROXMenpROfpmYWWBOTyag/QkV2jzAl2bqKZly/G8qN/1gCjoJOj9uOtVI1V5GFQTRpSDJ3SABiZ3UrI/K6plb9OeEXT5L9nPHkk08yd+5c+vbtiyAIFBcXc/XVV0dNz+zGTwseR+dpdgBJmeFRF73RGBww2FuafhCSTAqSZAY2bfNoCDIAv6wQJp2WBQ+gvbIjGBAC1QH1RhGdTkQIepI1hBFkAI6SEuzNTSx86RlGzDmTvP6DeOcPdyDJMlJrC6Muveo4r1AL75GqoAILYMi5F4a1MSZoSTJfiB/U9Kuv570/b1GORRzQgFenY3NhhqadOTaRvWurqToQ7uUWSrboO3g8bPm2nPwhw2n65ivazJE79oycPGpCSnqHkmTtlbGMMV3vMjqSZDGxPz1T5Y5ISLfQWu9CZxA116cziFgSjDhaPGS++zFpOeqgp/7Fl2h45VU8xnj8euUejUs2M+aMInL7JXdabGDWXdPx+6Xjn9gA+pDzbNm0ix2DbkIWDdRkKIb85fkzGWN3IFpiQJbxlJdT+8ijiOefA4DboUx+U/MKSM7NZ9/q5exbu7KbJPuFomzzRnqNOX7S9meFE0CSuX1+7l+0l+KcBOZ/pKYyLXz/PTq61MiyrBhCBYJGh7Zvwb7HqbFpjjPqaY7wPh6//wdTgH5dH9IfufyYl1YjWfW4emsnl0+WVtPeSws+iW1t6him1Sdx255yGrw+bsrXeiTdsPMQa1vsGAME20OnDyAzwUxmgpnbTurFk4tUsumKZXtITrfS4PWBLPNU/4L/uk/ZvjUrKN20nqlXzsVgMvPpP/+i2b7g+Sc1y+0TaVBUG3MW7cCwV8cHEy5lnqwNiJU53STqdSQawu89yS/hbPMGPT0jISG98xS16Agx8j6GW6ij32Y7QQbQXNMe6FUOWFceHlwCMFmVMarslXC2eTh3eix2vcDf++uCJFl6YREFt/6Bte++xtvnqEqtitpGakpLgv5mvcZMIDEji70drDmKR47lwIY1TLn8VwyeoRQ3MwRsKt574K6gmk1nMGCOjcVgMoelznaEz+PBaI5RqkLu/ETxI6sKtzdoR4opcuB7Z0sGTr+ByVe9SOid/MWLL+BqmcBtfVciCjAkqQqHz4hXUscLjppyPE5HMHWUre/CtvfUg+hMoNMH+/nyHVuJiYunLpDWvbKugDxLC3ta0/BIyj0Xl5rGdc+8yt7Vy6nav0dTkfFo8Nu1Kdj7R6bgd7pZ2Wzjzj3K+POJvnnIQK3Lgw7ITrVgQuDOmb3JSgi/f5cvX87ixYvD1ut0OnTC8KBOqiAnnebefWHfHkpXLSH1TJXcFESBhJN7EDs+m+3//hKx3MdftivzJ11e5N+M1ElVWVmSkIwmarJ78vd//FNDqM2aNYtvvlEKRpSWlhIfH09+fudqr1DEJiVzyuKP+G7CqYhOPYfRkmyX/Ts8jfPzWyaSn6y2G/31Mto8MRi3NlEjiBwacJCeu/oSTUJz7jOrWPfHk0iPC59n/ZzxiyfJ9EaR656c8j97764iNTUVnU5HTY1WGVNTU0NmhEpqAGlpaXzyySe4XC4aGhrIzs7m7rvvpqjol2rB9/NCu5KsPWIRCdGUUtaEJNx2O47mJlKO4nlxPGhXkol6PU0ea5jfvhCwK43kHdERztbAwElQH87JWcqAJVr6nyDLyIJAY3MDn/7jL1SV7OXAhjVMu3IuUmCCse/rL46JJJM9Ho784Y+YiouInTaNytvvIO3224g/+WRkj5sNPdTfYaTPXRYjR4vGX3Apuf2nwifrAzsrj2V/hMnMvvUemmtVj5qkLGvws+g7TkuIFg1No3SLEgHc8HUZo09Vop/18eHn0XfEGPqMGMOnLz4VXNeebtlc46CpOuAxdwwkWbsXSTtScqOYx/6EMPWSPqz55AAjIqi/2osaVBzykDlANXlNvfEGlpblUScpEz9LvDFIYub2OXpk7vsQZO37C5IPWdSzbdCN2GPDo6J7R44Mq4fkXb4MYVAxsqwMBFPyCsjtO4B9q5fTdJRUlW78fOFsU57HXpeLzQu+oP/k6UHV4S8OJ4Ake3RVKe8vPhi23mlQ+7uagwfI6FGs9Kshvk1fP/0YQo8bNfvFeGQNSTYszsLmNgfzPpqHwVnH2b+7r0vn5ZdlVjXZGBJvIf4oaqyNLerkXmxU1GOi3cef91fS4vUxNy9NMeoPrXDokTjkCk8l/NOBI/S1monX6xiZYKXM6ebr+hb0+1qC1eaKU9W+5I6ZvTUkmWldPa3JrZgbFeXG7XUuLrgwsqn9D4Fl77zG+kDanb25ifIdkatthxZDSSvoESQv/3bgCKZ1iveacUMDX18zGX2zjdGJsSxuaOXibaXoBaiYOjTsmF8+u43ynY2c87sRZBWHVyDWG0TiU4+PJJNDeggxQvW8aIhLMqMziPi9nRv3y4AjXrnnOxr4m6xWXPubaPpwP8/3MmLXh79/g8fHLR4LnHuTZv2XU06j/z23q8eKsZCSm8fcp19h94olOFqa6TF0BIVDR9AR+hC7mnYSqT1DYPKlV7P+8w87rajZcLic7d8tYOTp55I86lrwOGDVU2BNhS9/E9Y+3qwdDyekZ9BSW4OMwAFbCrYXniM1T1UHKeN+kRavmSSjixmZCqG6sEpVusUb3bhsNpUkK9dWL+fkv+Gyq4rOFe+9wYr33ggut3hjeKFEWyip/Rz6jJtEn3GTol5/JMguVe3VNiuXi4UWWBNi9yDL3B4gywyB++C8MfncOUmrIJMkma+e3UZskolqUUktjY2NDVoMNTY24vf7iTfpaHAon2uy1UjBwCFU7dtDW0NdxPNraKxk0ZpXGJt2GskmZUxdX3OYnEQlDTU0E0uWZVrra1n+zuv0HjNBEzxym2Kw56pV0EOVZOPGjePQoUPs3buXefPmIQgCV1xxBe+88w6DBw/m9NNPx2azYbVaIwY1EjOzSVy9nHPmv82BUaeFkWSHG8MFFJ/VVGNtVforGbDHxSEHHttNQiKPVKcwPVPHjOroXtXeY2HHfyb4xZNkgiAcUwrR/wpGo5ERI0awaNEizjrrLEBhsRctWsQtt9zS6b5ms5mcnBy8Xi8ffvghF1xwwX/hjLvxQ6NdYZXeoxgBOLhlY1gbMYpniiUxkcYjFZo89xMFSfIHJ9Y6gwG33xBelFJoV4BJvHXP7dSUlnD9c68TmxxehcsR6MwEUen8Tr5+YHCgV5AD+yJkG+skGZ9OoLy2CmrVCkaLX1eLB8idRIEiofmjj2j9QvGGqXvqXyDLVN5+B5bVY3C0NEdUsoVi1UeR02eMMXH852/r1RUBkkwSBSxuH60W9TtsqjZoRHkDJmVHNbrP6ZMUJMncdh/L/iMpvWOEfq7PtJlYIvjXbZxfpknZiE3qeppVaOcem2RC/zPwM4hPjWHWtQMjbrM1KRO+tZ+Vsnet1hC4WVKVEQlpxxvJP37oBAkfYIvNjbjdrzMjyH4E2Y/DksG+XhdSXPoJWYVFHDmoGP8mpKUHzaFL1q/hyL7dZPfu99+6hG78F9FZleCGyiN4nA5WffAOG7/8hE1ff8YNz78Rtf3PGt/Dk8zrl7hq3mbW7Io8WXMaVSLorbtv4873PsfnPro/VdPeJihUJk3fjOzNbbuVfmfZgLE4tyzn7C6e37mbS1jTYufk1Hhe6yQt3+mX2Nga2XhfsPt4qryWp8oVIqGdQAMQXH4+qGpEd9DG8BgzZ0wq4L4SxYPzkm1Kn1M1dQgbGmyYF2gNsjPitX3VRzeN55xnVwWXdY3qhNS4uRHChd0/CFpqq4MEGUDZ1k2a7bn9B1KxawdDZp7CjGtvZseSb1nz0XuadLiPl5dp9nl14QFezozhmYm9uWnXIQCieeCX71RSM7ctPkxWcQKJGZYQtZZSVbnLMMVrKjEiqwOPY3GpEEQhSJCNsuow6QXWtPrCrmHjoHH8s7gv9oo6rs5Ug0cG0URMq4X6fysVFd8Yo61c6dxRT8zAVNY2aL2rQvHJqVeTXbmf0VtXkFpQCCgpbGPO7nwupNeHW0QYA6lxQ2fPYejsOTx24WlR95/313vxOJ2UbdvMdc+8CkYLTL0bfO4gSbYx4RJGtLwDgCj5SMsvpK68jMEzTmbMWRfw7cvPBMf2NaX7qSkNL07hKJhNUtWnweXsGPV7m5FZgstuU9P14kIse855CQZfQGtZeFpuZ6iLUDykq2j3IpOAisHJsL0FZBn97hb0h+3IOgHPmDSlumRgiJ5hDv8eGipsHNrRgIxEa5byjDv11FPp378/AE888QTNzc30z7Cy/KDyeSRZjJgDRYg6FkRph71J+Q2Vtm2jIHYArZ4GvOVtQa+20JROWZZ56Wblt7tn5VLufO9zABYsWEBLWuRx+ZAhQxAEgeHDh7N3797gcV5//XUANm7cSFtbG/v27WP27NmMG6cQ/AcOHMDlcjFgwACKho9k7cfvA9C7Vw++qj+6bc2/mh3QGjL4NxghRiX8djf62U0TH5oNEEUgmRElC+XnjF88SfZTwp133smVV17JyJEjGT16NE888QR2u52rr74agCuuuIKcnBwefvhhANauXUtlZSVDhw6lsrKSBx98EEmSuOuuu/6Xl9GNEwCvy8XCF58GQG8wcNrtd/PEpWeFtetMSQbQEJJed6IQau6s0+txE4lYUSYXbr+P5kD1nS+efISLHno0rGVjWRkAgqBMGvL6qaoFURf5EZbt9OKUfEjx8UhOJ00x4Q93vxxlpBkF9pXqIBxZRkJxRNs/bjzm22/VtN27poriEekaYqjucOSOrKqkDUIiQQJ6ZGB/RhK2mA6fnaAdIA6aEt00NCZOO7AQBGOAnGw34dcFy6H7fT4seVq/w5p6HWu+1g6ezLHH5iuW3SuRI/ubGTqj61Lynyr6T8hi10qFkA2dmHRE/oD/vurGbPBj62QctWxSeMXjjcN/x8Dk1UGSLDW/EEtCYnD7u/f9jjvf+/y/a+Avy+D3Bkvdd+OHwZZvvgy+FnSZ6Iw98TmVgj+bvvqILQs+IzGQym9vakSS/FEDMj8rNHTwgvQff4Xoq97YwMq9kQkygHqrNmDk87jZt0ZbdClSDyYAg+NiODM9icFxFootJnbblVnP+qGT8Pt8iDodVW4vWSZDxN/vAYeLNYGKk/PrW3mloo5rcsMr+wKUuzxIQLxexFZhx7hdDbwJbV5lshuAcVvINr+M4PJj2N/Kdlp5YmY/Omrc1rTYuXPFPkJHMbee1Cusat3w/CT6Z8ez60jkdL127LQ5uXltCZcUp3NdYUanbY8VLbU1vPzrazttc/od93Bk726Khiup7gOnzmDg1BmaNrZabd+hP2xHf9jOn7NiQZIxbGtCSjQwd0cZv+uRSW9reHCrnZSSJO0d0lHd3Sl+vUmpnPjmWQBssrnQHbIhNnmQJx97H6YHHhhvpTpG5E/ftVLilDCGCKcWT5gDwL37K7kiVUmvtOoTmJ1zDYbVynVIgNEv4wlRtBx6dze6c4u5pkVVdBkkmfMOungv24Aco2d/fjH784sZNvNUTRGAo8HRGm5rMer0czTLfSdMYc9K1dc6s7hX0Guu3T+wrb4OW1OjqrjVm/hWfwnV+3cx8NLToaEF9n4Jo67l1EG3UF9RTu+xExBFHefc85CGiItPS2fIzFMBRalYX15G7LSz4J0Qksyi/g6yYtqosDerJ+wJ3F+TfgODFZIwkhrOZLESm5xCQ0V4cDcuJTVsXVdh36hkQ10/I4HN20rR72pGkEB3RDkvwS9j2NWMr0csYiDwmGpR+vva2lqWLVtGUVER2YmKssxpqcIjO4iJsVBYWBh8H13ApqRnqjlIkpkNOtICJGndoYM4bW3ExGrH1N5AoYxaVzmLqt7G5m3C9bKd5Jw88voP0pBk5bt3avZ1trXS2NrGmjVatZ5OpyMtLY3c3FxOPVX57jr6i4di3z6lmMmCBQsYPHgwHo+HN998E1B81rJ79+OM3/6R+JQ0vquoBtT71DM8BcOWBgQJ3KNSEZ0+pHgjxeV7MIdUaMXvx603UkGi5r2rXZH7NM+gJPT/Je/fHxO6SbKfEC688ELq6uq4//77qa6uZujQocyfPz/4YysvL9dUyXC5XNx7772UlpYSGxvLqaeeyptvvkliYuL/6Aq6caIQajqa0aMnOn3kn7KoizxxaVeQrfnwPSZccNkJPTdHc3PwtSBJePSRBiXKeTV71ciyvUkdQK/9+D+snvcOkiQFFV+ioVD5P2SApDNEJm1yR00h4b13EFAUPV8NCTf7rJe8+DyeLhuO+l1ODqYmEOPxYvBLrC/Kom9VI4X1LVS/8AL0VlU63762m5KNtcz81QAAnG1eoj1u/f48IMTUM6AkCyPI0Kqzzr1rBGInqXg9BqcydGY+WxaGDnJU9dzoM89j3acfIvl9pBX0QJa1n4NbMgKqbPtXj006ZkJk1rUDqC5toXDw8Q+qfiqYdnk/Bk/Pw+3QDjK2LqoIKvoAhs3qmpnqiURSsg5b9KyQqJBDSs+np6YjW7W/5fLtWykYPPR7nl0XsOjPsOcLhaTQm+CmNZB44tPEu6GgfKeqvtWbhyMaeiP5G5E8SvRd8vtoDAmwNFUd+UHS9n90qOsgW7ZHJ7mOhs2HOldxt+m1k7dF/36enUu/BZR+z5qYTG1T+DHizHq+GalWdH6mfwFfLFVS/swuB26HnbdbPNxXUsmDxdnc0MH/C+DLOi058If9lfSxmultNZNs0KML6QdavMqk0dLowbNVazKfJAs0tC9ESLcTG9T+/6THlmJGmeRJaQrxc/bmEkS/THvPNO+GcYwsjEzQvHzFSP694iBvrz2Eq8N7bWtz4JfhL8v3U7a8gj9vq2P8tXFcsPUAvy3MjEoAHgu+fub/Ot1+1l33Y4lPoOeosZ22i5aWWN3gwLSyFgHQ1Tj5vLAZkyjwdP/w/kTyy/g8/jDP15j4YwguxKZB7LTg4mOV9Rj2KN/LjsPNMOLYAl9mg8DmZGVs8/DkOA7Gily03EbPKq/isxeCZW8pFT8TjekYRPWcV6XqNAQZwMMDzGyorYaQghVvL7dxpasVUwm4J2YgW5X3fcImMavNQZxOxy27DzE9OZ7fF0WvluhxqeOfvhOm0HfCZIpHaFMPZ153C2PPuYikrGwqdu8go6gXr95xfViWxgs3XIFOr1dSL7Nz2HeoFacrjumFPWDKC3BwGRRPJ9UQQ2p+oWbfIbPmsDUQuDj9jnvC/UA7BHyTjFopkBRa/KG98IhBDcxWleylI2586W10ej01pSWsmvdOoDDCx9SU7uecux8Ma99VSHYvdh1s1kkITR70FeEBRbHZoyhAA8hJVNT3S75dya59O9ixYwcnDbwAe+xBHLFKPyTWZvDab9dy2i2Dye+fEpwLN2z9DhiIMTBWDq30ufTNf3Pyjbdr3rtdrVsweBg9ho5kyRtK9sl/HrqHobNPw+VTmd3qNjtWvQExQD7t37uXj7/8SnO8qy+5mILefeiIhIQEcnJyqKxUVLJnnHEGJSUlwcqZ7fjHP/6hWa6vryc7O5teoxSFWZ5fIJQkk5KMuGeqwXN/QKTw3oyzyQvJdtmx5Fue/+JLynqfjb40ugoTwNs/kRdn9u+0zc8V3STZTwy33HJL1PTKJUuWaJanTJkS9oPrxs8DzpAI19DZ0eXe0ZRkFbt3BF8vfv0lRp1x7gnzlWmuViZYcSlp+Btb8Ou16WUjZ+ey9ouysP2KR43l40ceIikrm0PbtmgUaQafhGhUOhoxJJphTopMvmysGkePM/syIjYwqdmxJmK77e+9xbArrmHPqmU0VlYw7ryLoxJBlS47u3O077crJxW934/TqJJ1ol4ZPJZtb+Cl21Vz2EjHHX32HWxbohBkp986hIrdTaz9JPJAVm+eEHw98fxeZBaFe45o2ht1TDi3J5k94pn/4o6w7T2GjWTo7NNoa6jH543jg4c3kNl7DtX7lMFYKBl50X2jj6s6pTXBRPGw8EnYzxUpOeFFMOJTY2iqttNrVAaj5vT4H5wVJKfqORxCkl319wl89fx2kGVqD2kHSLPnDmTBS8r90rxyM+1OwSUX/4o+D/0BvckUHEjO++u9nPvHP7PyvTfIGziEyZdcdeJP3t0Gyx8jqJvxeKFi/fcnyXZ+DN/cD+e9AnmjIrfxe0HygeG/nyL7v8SR/erkUJZaEQQRnaEoSJJ1hNfVuYH1zwaOBu3ycZJksiwjed20B4siwa3TKoTaCTKAyZdcxZZvvmJL39HQIdOx1eWjxeElwaI8r02iyNcpcEoDuMwW7vzocz4pUFLGHzxwJIwk2792FYuq2yA+g1idiC1AtJy7RVHRxelE5o/sjU4QqHZ7cQWCWL6K8JTLa7NSeAQHugNtGEpUdYssgiAp6ZgdYdzUgGu2OsnTBY6rTzBGJcgAshNjuO+0/tx9Sl/WH2zkD1/spKzahmTRc8r7G9CXtAWtVXQ1TmYu2YnY4uEPNg+XZKVg/p7ejzUhlSpvfOltqkv28fEjDwXX5fTt2iRTipJLqd/fGuaUMK+miSf75WtISwBbk4tX71qBJ1DoID4thsT0GEaeUtilc4gEX4hStK0LRaM6oihVnW6WxinH+nq0lXOWt2H1aQOCWxcqRIPYbj0BPNXbxFs9wsdGC7IMWEM+s6XftvFrvy2oshQbXPitar986kb1e9ra5uyUJDvpmhtY+f5bzL7xdjJ6hAdaAYzmGFJylb6onYCJZmPi9/mCaXLtSEjPBFMc9J0T9Txyevdl6zdfkpiRRUZRz/AGggBXfw2vnhJx/4X/epirRkxVguntatiYxOD20Cqr4y+4lJGnnR0MvGcU9eTsu+4HFA8yWZa+l2pYcvk4EiMiNLqDlXyPhrdefIrrr7qMw/vUQczyDd/iiVWJNL03FlmS+fyprZz26yHU1SnP5mTRyS193Vx05snBtgOmnMTOpYvYueRbpl5+raZ4mTcwtjGYTBhjtP3+lgVf4DeZoUi13PBb4hBblfP4bP6CsHM3miKP5wVB4Nprr8Xn82Gz2UhKSmL48OG88847QSVZJNhsNs1yXnY2UmwJYnuqQBTfsLgOhT4s8QkktDbi6xWPrzAWXbUTw67miPtemJfCaemJUc/p54xukqwb3fgJot08OX/gkE6rU4pRSLJpV84N+nNt+upTXLY2Trn5zhNybu2lsvVNTVS9+R9gMIIsYbAY8HkkknLjgfDzKlu7ioY6RYptDpiMTk3Px3ywHHtlG+vTrOgMIkIISWbNCB/gxKdMxyMJlLUkM+eRe5WVUXwjWgKDgy+fVNI88/r0Jy+KMqbCG7lD35avyqYFMQVDbFddX2DrdzYEUVEM5PZJIqdPEhu+7Ink2a1pN/SUq9mzJomU3Fguund0l48PUDw8nfPuHsm8v2/QrG/3k7ImJqmkSF0fpl+di62xkS2LFPKk77jMiORPN7qG2CQzlzzYuXrgh0ZyYQrsUgbuo04rxJpo4vy7RyLLMi/fuRyP00ff8VmMOrWQ+NQY1j26l6akPnj1CYAyMF0/+n6c//qIWxd8wNPXXBQsHPLhX5UkqeoD+38YkuzQKoIEmcECXgd4InsgHRM+uEr5/9Ob4ZZ14dtlGV4/A8pXQfF0KBgPmUOg96zv/94/cvicy4OvrU4PQ7b9hTXDrorevgteWT8LNB3SLtvrj+swHqcTv1+iM5LMIxoRdXokv5ZIyh84mOGnnsn2xQvZZ4g8cb/zP1t4+NxB3PjWJhJjDNwzCNqNQdsJski4eOsByneV05ioBIMeMHtYZknl87rmYJs2v8SEtaqi7t6iLJBlbIdtHQ/Hkwv3kxFnpKXNo1lvNupxu3z0l3REmg4aNtQjOHz4eseja1L29bV4IrSMsK9OZHzPVM6bWMg/5+1AdPgQS5S+zOdWVSCmlcpzTRdnYPd4F8MiFLQ5FvQcPY49K5eS1bsvlvgEioaP4jfvf8GWb77CZLVith69D5VlGdkvRbTFF5s8HRuDILCwvpWT07QBs4ZK7fPx1BsGfe8+XAoZszldx/b8LR6eRkNTuFql2SzyyswEsmunata/eMmdWJx2jHorTxot9LBLfJupDdK9NrAHV+1QCl60G/mfvL6Zd/1e9oUo5sV6N/7847v24hFjwpRjXUFoUYaOMFmtZBYrhu65fQcEfT47Q5/xkzHFxpLXb1B0NX/BeLjwbXj/0rBNRp2P+vIyhegrX62sDCk64g2khZ5+5z30HjMhbP92CIKAIBw7QeZv89C2ohLLoFSkNi+H03SY1nft2RkruDDh5/XXX8fojw8+Mj1mlSATEDF41N/AF//aSmhp4Ey9g9wk9fc9dNYcdi5dBMAzv7qIO979NEj8+QLplnqjSUNsjz1HMTZssNnZdFj1nJVFEW98MpLBpDH1b4fREF29KQgCBoOBpCT1Hjj11FNpbW2luro64j6uDgGpeKMBf0Es4s5mAK6c9wxfTzsHj8FEQcUBtg4YzbhEKwkdiq/o9Abi25R9MIj486xRSbI0a9e9iH9u6CbJutGNnxAkv58P/3ZfsGJSTHznaiIhSrplz9HjNCb2tQcPRGx3PPB7FZLMJsWxfUUd5IFRcnDlI3OQ/TL1FbaIHW1ryKDCFZiAi4uXIfr8eJKVziohLUYzSDCnaKPgBoMZt39wR/U+I0qr2BghYuiy2ag/rE58mtetjUqSeSR/RNP7UAhiXPDaLrpvtMakvXJfM/P+3HGPEAVaIJJtiuuL1/4loamRemMyIJN4nKbvqbnKIFEfMwnJs4rz7tWWpG+oVCc4Q2bO4cDmOrYtC/gtHJt1Wzd+hDDn5wIKSTZsppqeIwgCcx+fHNbeYVVGmNU506GtvVy8nj0FZzNVFLnyn08HDWt/cLTnifaarUTcd8zTGkofD0Kr6rrblOj61vdACkmVrd2tEGQAB75T/gBuXg9pgapVS/4OrZVw+lNhKUM/FxRX7SXWUUVBxUr2J0ZuY285AaTlTwG12uAFE48vsCRLkoZ0iASPYCQhIxN7U2OQkAaITVYILJ3egK5Danc7Fu2p5fR/raCmVZnwDbdaITUxYtsRq3YiA0fcgWMV9g1uM2zdwEtzb+CpQzX8rbQq4v4vV9Qj1kcnSTsSZABJOolqYF+5ooj/81kDuXhUHj3/+LVybYE0TONWVZHz/GXh1Qc7g7WLhWLENi/uYyziEwm2RkVl2Gesttrf0FmndvkYTr8U3ZXfpz1HfUkbvgJrUMnXGYQT4CW0x1pEu2xRPMZnnUGEshgBsd4FHgkpW0tIHknXpru2xCfTEq+qBg/Eab/LRUN78tQXexANXqSMwJjI6WNJY/hzSFfnwl/nIscP1hgDoxt9pLlkHutnJtb7wwxuTrnpDj5+5E+MOO1sRp52Ns9fdxk+r4eU3Hwuf+TJYIXMrkLU6SgaFkXtHIq+c2DuYnhJSZP1SiIGUcIk+nHZbNrKlnkK+bf2kw+C6ZbH4td2LGh8fy/ukmZsSxWbmP3GyJ/7pF6pXD2hkGteUwK6M8w1pMqVwa7Vo4vc7//qqrl8+vfdEbdB5GqpALIggCyz9I1/M+2q6wCtkiw5O5eL//wPLAlJJGYoY6J9+/ax6Z131GPrDbjTInsD61saMHTRzqUdiYmJ3HDDDVRXV/P8889jtVqx29X72ul0IstycB4Up9NpxugJbU1cOe9ZAIafeibTpg2N+D65/QfSa/BQYiQ/zgBB6B2YiGFHs6adLAoMKzg6kftzRTdJ1o1u/IRQfWCfpqR4TFx88PXEi65gxXtvUDRiNKUbFWVENCWZ3qiNDBgiVDY8XvgCSjK/PpbDeScBYNL5MBiVB3FWzwSSE3VUdwgseuXwwV7mJZdizMqizZMPm8MrAxpC0hwRrOhir9dslyQZURTIaHNg9PnxdIim7Kw4yM7f3hxcbvdwk2UZfwe/F0mSOgv8B85B7RATMyzo9OrnH9H0PtD+0odUpZHJrMNpGo7frSq/JL8I+DGYj0/m3n4eevMoCkbOoL4ygbrDhxg+u4Cag600VauTsA8f3ahJweto/tuNnx5yeicSE2cgo0dCl6o5u40K+S7oMonzW7CbsxEEHX69DlmWiU/9L6XQNpXBZwF7AXMCmAKKANf3JMk2vqq+TsiFt86FpoNd27dsuUKS+dywRCmSw/ArIXfk9zunHxEEIRZZtmGMuxB3o1J51+KOXozC1hSuIvpZoma78v/ln0B6P4jL7LR5KOra3EiyTEa8Gb/PiySInQYgGs3JpI6ewJXnX6wpytPuoakzGEiQW2kkcqCsnSAD+MdGOwW5VRwaEF6NttIdmWgrOFxCIhKyLHNrQQZWnch9+yvp2EtXe7zom7um8mqHs7kRDInB5UtG54eZ8XfEyQO7/lkDJJu7Pr1ptHno4F99zGi3sDCYj1910eDyRo3DCR3uFX1pG0gye3u5kGSZxsroRLX4PUiyZ8Z/w2v+RhqMiZgDJJnuaNHCDtC3eqmMFTBuVIhEd4IBOYp9w307nCR7lIu9Y3i4um/pqD7c99YW1pU1YoRgaq6uVquwKUqzUlqnnK9xUwN1wDPEkpcYQ32ulcd8Hrw/UFwjb8Bgbn1DrXJ65T+fQdTrfvh+UxAgZzgMvQyQaVj7BZmmFoyin3l/vZc7zklWqPmckZDeD7/Px4p3Xw/ubjCdGMWQ3+bBtqISy8hMDKkxuEuaNdu3R3mbC4Znka+zcWWrkcaYelINVci6cHVWKCZPnkxuYRbXPZXOi7cujdimOeCTLEkSJSUl5OfnM2jOOawqVfx61y1dTMXunSTn5JKQrmSGtM+ROlbwdndQTXuiEGTx+7cg+3zHTVBnZmby4IMPAgT/B1i/fj0bNmzggQceUM5TFPCnmjAAsknE4PWS03cAky+9mqxe4V5o7dDp9Zxzz0P0anMwd2cZZU4PUlz4b9I9LZOhiT8MefpTQDdJ1o1u/IRQd0g7kbOEKMnGnH0Bw045ncM7t4WQZJEnxB07Q53x2P2moqFdSRbKKCX1UU3tBUEgOyeN6i4U1ky54gqMuTm8d4Oi4khM1w6aNIM/OXywf3BLHcXD0+nxyceI99zGUVkuj4fya67Bvmp12CZfcTbEhiu5QlNiBEH5XKde2kdDkAGYLHqMsRfg82xHbxqBIFoQBJGRpxaSmKFelzFGjz5mHGm5LqoPKANvWdKhkGTf/5GdkpvIqg9Lgu+1Y2mFZntHj6pRp/1vfLS6ceJgshi48uEJGp+5zmCM0eNx+hAEEW/qDYTGQtff+g9G/+supl11PYtfe0GzX2iE84Rg2T/V15Zk0AfI/I5KMkmCKAGBIJxNig9Z/7Pgy9+o6ytCUi37nQ4JIYbUplhY+oj2OJUbYdSvYMXj6rqGA/8VkszX0IAuIQEhSqGWE4f2GbkBq/0IAOYI6j1RX4DkO6QpuvKzRnuab2zGMRFkfklm1F8VT7E9fz5ZIclkIUg1+DNj0FU7iU2WmOaN5fM2B7o6F3UnKz5CJqsVd7uawGDikNOtpEVtqIOQbi/DVUONOXLVtP5bN1HRtxf+kIrQXwzvhU5QzsMvy2xpc/DH/YqRtOFgCzc4C7hjUQm3zejFr3LT+FVuGpduLWVRo/ZeEOvCPekSLQZuntqTv36lVXhMaljB8pSJweXLxh6dILtmRgQfJhRjdYPJHPGZ0yeh8/RJQQDRqMPv9lPZ5IDc4/dk9ft8CKKILElk9ep79B2ioM55bNVS9WU2Hi+rxiyKjNsenSTrqKQ5FtgMiVR4dBCSqtrVeb+rpIn6l3dQDPw7We1FBKcf2WqgV5ufU454eaqPGqQ9rdKH3dOAV3LDcO0k/46CDFZuqWZdmbZABJKMYY/q0zuldxpXjS/k6tfWa5pdKNhYecMoWirbML27ESnFRNs0P3H64ws+dhXtlYD/azjrGQASqvZBzXriDS4uyN+GuDvwGY29EUCjUIXw4PnxovmLUpxb6rCvqyb7/nFh2w/otfdjf49Ib9NBNnyyno0CmOPSSYmpjRpD+P1d9/DtgkVk5WQxcvQwAAxGHTc/P53X7l6JvdmN2ZGJy6KkLDoD6aRfffUVGzZsCDues6APNbs3UFt2gISAYkwfhTDsmO7YEb179+aMM87gxWsvAUAQvp/XIcCECRNYuXJlcFmWZRYvXsyUKVMUIUSMHteUTDAIXHrpI2T17BPVj7ojBsVZWDNWydTJ+kL7e/EMT+HFIUVkmk7c/PCnhu//7XWjG934QbB5/uf866rzefLyc4N/i155XtMmVEkGiomoNUGVxkZ7UOo75Mn7Pcdfyr4jpHbD/UDa4fhzejLlysHa9++CBLlfZT365CRNhaa0Am3FL22UJjyabQuUkDb37QtRUk9D0fjSyxEJMghIszvg/Pv+yvSrQ9VryrkOmBQeXTJbDYiGXIzWUxD16QiioorpqDAzmHQIgoGRZ9wQXOfxKNdt7IIKKBr6jlU6f2dI+svSd/aG+Ze048w7hnHz89PDiMlu/DSh04tdJrBmXKVGT2N8rVidNcHl9V6FDBp+yunc8ur7ZPVUJzKhxTZOCELVpf3PAnPgebfmWWgLnNOyf8IjhVAXXqFLgxVPwBd3wKOdkL4T74CT/6b+TfsDXPWlts3hdQop1q4iA9j9WRcv6OiINqF1lx5k/8RJVNzy6xP2XtGhfO65lYtJadxF7tP/wuQJ9xQSdAqx0NZ4/FUefzSw18Pe+dpU3I5oJ8lMx+Zx1BJCfjTYPbg9qmJoxAQrt655nFnuJdy5fynjQ0R5++uVyV2o0vuFxCLGfbYJ29hpZA/RErMn1S+Jeg46SaJXqVp4oU/JdoZZjQyLtzA03sKIBCtXZyXT+8AOjHYHFU6lv3j82328sbosuN+bg3twTU4q49rVBT4JsU25vk9unsAZQ7L5/JaJbL5vJnMnF3FqQAF2ccX73HLwOYa2bg8eqyBex1/OGhRctugi3/u948ODU7VlpTxzzUUsCbGNCEXPtOjf0YTmVSy8YzI6gzI+cvu/X7pla10NsiShN5lIzTv+6sW7mo89bVlo9vDIwSq8Hgm/AM648DGCNfF7qNvaPBhX1mBapZqmRyPJZEmm5l+bqbh7OZ4qO/UvqwWDKnTqZ3xHVhoL4tN4d5WDK8q83L5HIR7+tMXBx2WP8XXly6zxfK05drbJwG0FGfzpi/DiIbpy9XMrSrXy3GXDmdY3nXvnaFVAsgw3vLWJy97cgOCT0dW4ePnwz+DZFQUxKdkATM8sJc8aUrE2QNx4nFqf3ROldPOUKSS65PAhObVjArcITR1Sh4f6PCSaaoNple4YbSnuAQMGBF/36NGDGIuJ088+NUiQheKi+0Zz6UNjiW3tRWK9sr2d2IpEkLXDH6sIDlpqFGLNEIUwbFeSGaPMYU466SRiY2ORA2OXExE0nDlzJvfee69m3dKlS9m5cycOh4NbvI1g1oFOPCaCrCMGJ6uKMW/POKQ0MxOTftl+xN0kWTe68SPF3tUr8Did+Dzu4J/cwX/CZDThOayVZGUU9aTX6PEMPulkoqHjQ7S6dH+wGMD3hS9ESTakyM6wWfnEJWvTOXVd8AuJ8fgQLRZcIRWwiodrO3FRJyCIysRZ0IcTUz6vMuGRu5gyeDAtga15aawrymJFrxw2nj2bjWfPZtWgYpqtyjUMnTIDk9XK6XfcTf7AIZgsKokk+SL7toCizom4voM6rH3grjNYKBx+M8b4qzgQSFOISzn+tNiYOKVTryppibh9xCnawb2ui6qjbvz80GNIGlNmKr8rk60alyE+YjuTxcqFDz0S9ONy2TovJX5MaCyFLW+rywXjICPEdHzXp8r/3/0Z3C3wzFEKWuz65OjvmR6hAl3BBPjVQrhlo0L8N+yHfw3XttnzBXx03fcuKFC2dRPPXXcZ276dr1nvaGqk+qN5LO2Tz5Kyo5CBJwByIIaf0rCHtF/fTNyMGWReHF6QRB/ojtz2n4En2fMT4d0LYeNrkbf7feALqAiMxzZxaHKogQm/X8YdkuJ4ZXYSoiwzoKqEWSlnMl5W+8Y3D9Rw197DfDlyJt9MOp1vJp3Oul1+jJsbuWPhHg7btKk/JslFrE/7G0zxKH3HmqTR/LFHDqdV7qXPge1MXT2f+sPlmrY+j5szFr7P5M+1xPD9n+6k0a5cgygI/K13Lh8P6wUoqiCAxBgDQ/MSeeriYQzKTQhODu/o7ebXB58j1dsYJAZn1y4kw1XD3LhSyrZuCv6dqi+N+PlZTGof6fd5ef+hu3nz97ci+f1s+lohqCXJz7ZF82kOTHL1OpGvb5sU8XhDmrbTMz0uqKx1+b4fSdZUragtkzKyvtekeFWFosg0W7qu3BAdPiRgMx7+dkEy/zw1gcpk5R4aNC2XKx+eEDbGOBZUNDoQZBA8IWb4UdIt3SXNeAP+ps4dWmP26hBdkMUrM2REDrl/n0TOXydwepWfxxY08kh1AysT2pVBWhJi1Zi+LNldQxhkGX1I5dSFd07BYlSu96rxhWHNt1Voxz87K5qDr9e32Pm/smr830N596OCKS7i6trSPZRt2ci+tao6adjJp3daBOxYIIak0ta/vjP4Wog3slGSEJu0z624mM7TSvr0UQNxhYWFnbY1Ww0kZlgwmfXo/Mp4WZIk1q9fH7G9KUBmeRNSNOvblWQHDx7k+eefp6ZGuffaSbKcnMhplmazWRPoOl7CqiP0ej0XX3yxZt2HH37Io48+SmKD+rv4Pu/3ryFF+Iri8GfF4O+h3DumE+Bn+FNGd7plN7rxI0V7lchZ199KwaChwfWCKPLiTVcBUP/EE7D3AMXzv0byeDDm5SHGxHDGb/5wTO8lSxKNlRVdLlN+tGMFzpSYxMhG8zqDDtHQB8kbfcJnHaKoz1x25XMwWfRh3hqiKGCIPQ+/ewt6c7ixr88jUX2whY/+sQkrabhQJgzGuEvxtr6PLCgEnNHrx2PQURevzb1vLS0JvJG6rtfk6Yw47zqWvrOXmIRGikaok3OducPkucO5RkJ6B3WcPuDd5vP6qT5oQtSpEa3vo+oqHJLK5oXlNNeEewvNnjsQk0XPxq/VIgaivjuG8kuGNTcNaMVmzcWvV3/HguTFVlKOyWrAkJWFTq8nIT2DlppqGg6XE5uUjCxJ2JubsCYmBQdtboedTV9/Rt8JU0jMyGLD5x+RnJMbvXpY5abgS7n3KfhcLgy9Z0PPGVDyrfKXMSDyvpGQ1EPxOGtHSi8YejEs+pOyXDARDBGeV4IAeYHfeFpfqN0Z3gZg2/sw4Gzoc0rXz6kD1n82D2drCwtfepq+EyZjjLGw6503+frT95UGJj12k562Q2XEFRQe9/t0Bp/XF0xdN/fuSco1SoEGS0Yy+php+NwbEHXZ6E1DMNp24QbKtixj3afK+Yg6HX3GTyIuYDD/k0FbIMCxb76STtsRod/7MZJkzSEkmdPrRxei3E6Q9JySc62SXobi99TXamKP3Y1hXyvv1e4B1BRKsVU5VsOOehp0goauEGWZeG8bNr3Sp4xtXMumxKEA2PSxfNmQzMuXncST9/+Jz61jGLe7jJN7qBUyfR4PAjKN+nCj5uF/XshJfdOZPTCTC0bmqRsCBFNiFGKn8Uhl2Lre9hJ620uoqYIPV3wVXB+rs0K+cj4z6xaxME3xNPVUlcEQRRWzef4XVOzaEXbM7155ga0LvyIpO5drHlcU9/2y4vn9yX1JtBjYXdvGGyvKANAFlJLtfbL7e5JkO2rrWTThVC6Uo/v2HQ3rmm18UVKHCPTMi2fH3oawNrJR1JBVECApZZm/JKv32OYiEzmNDjKL4olN+n4pdL4IAcZIPKAsy9S/on4vrl3q+XsFaPFLwTJF3+2ppazezh0ze5OdGMP+xBheqGzFbxBZnzSSwa07MAlm8PjBIDLGDqP+9C1t7nClsnFVLeZkM+46J+ePyNWk7up14WMYUYCheYlsKm9G1gl84XNxwOGiKMbE6ZuUauf5ZiPnZR5/+u2PBqbIwa31n3/CntZVweWkrOwOGRHfD6JZ+YWJqKoy9AKrZYHtkqSp1FooNuA2dl7p0mq1MmfOHEpKShg3Ljx9MxLyB6awf6MatP7yyy8jtps4YyaLFi2CxBSk6nLEgHWKwWhClmVef13xbHvuuee46qqrqK+vx2SykZt3hJyccTQ3t1G5eT1NgbGDQpKpv9GOpHlF5Tvs3XsfJmMGw4e/i8XSdeVpr169Iq6v37uXi9esIM7eAtPe6vLxwo5vMXHGxAI+qlHtExbNn8+g/v3p0eOXabvSTZJ1oxs/UrSnLsUlpxCfplVQDZ5xMuXbt5LwrdLRVd3/AI51irdO+u9+S9KllyKaj0115HV3nmvfVcjt6SqCiCUl8mRCb41BHzMGT4Ak0/v9+DqkQyZMUHxLgiRZBKNXnUFE1CUiWqZq1hcOTqVsWz2lW+rY8FUZALaUKzB49yCIqYj6NHSiBZ+sdOAmnw9PBHXb2Xc/gIDA/L89iCMw3tq/oZ5DO1twtnmp2NPE3Ccmc8qtz7Ho1RUIumOTq485o0dYaXZ9QEm26LXwaj2h3mXHiqziBHQGEb83fEKgM4iYLB0UbfpfdgTplw5rpjJR9hmUey7W3wSCgE1MZP2Nfybz8Aoy7ruX5EsvJS2/By011cz7qzYlYNpV1zP8lNMBWP7uG2z95ku2fTufObfdxbK3FfP80PLrGvjUaPO32yX2f3cN59//N9J6TFYIsv0LlL+uovmQdvmityG1N+hjYMeHMPH2ox+j75zoJBmAozH6tqPA3tykKcriaGzAmGNhxcfvh2n+P//jb7nkrXn8EHju+psB5RmePncuYowy+DekpaI3Z6E3qykuZu9W2gwgyxLL33ktuP7g5vWcf9/ffpDz+8Ghj0IqfHxjSJtjq1jWGKL4+vDjrynw1QPK5MjwVSPxRq2K4Ty7SHv9YTGKKb7gk8MqIfYbM5a6LZv4LCabSYVxDD24iQRfKwvSZwLwyZYjPHHRMF7zDaLJauSPa52cHFJ88dvdteyJ7U2DQSEIbugt8/w+tR9YtKeWRXtqqWtz4/FJGLbW489TAksxAfWOLMvsWLKQ1NwCsnr1iahQn33j7WxftCB8zHHoIFcefguz34VR9uIqGkVpbRsHXnsRadZHHN65naVv/jvseGXbNrN1oUK2NR2pCBL0ADdOVUlA6+LXkSv3BZfbSTKXr3Nz8M4g+f3c4bFg7z0Gp7+NK4/jGK0+P2ct2onxgKICLMyIjUiS6Sx6rm0TeMnoRg58LfoDbciigL9IDbYZA1xSXNL3L8jkjaCqiqSWsy3TkqHeKkVdGjM4Fe9ZRQivq5UVNx5qYuOhJhrsHl65ahSCqCV7/11wFQDmxYoqcGsn5yfafLhtygXP6B/ux/eXswayZG8dj184hGaHl5zEGKpbXYz/+3fgV65twto9XJ+nVtgsa3bAz4EkS8iLuLoldTRpySKy348gCIw556IT9pYHt9WzrtHGPSfFcuceN2dVKuP32NFZ1Hx1iJJCAzQrbS8YmoZpt5oCaXQnMe20sWzdvpnq6urg+sTERIqLixk1qgsVPgPQ6UWQOw/0FhYWMmzYMBYtWoRPkvH1Hop13xYQBCqbWujTwX/stddeA2DCxE8AmYEDHycz8zze3rQSR3Utg2ecgslk0thOhHqSybKfvXvvA8DtqaGubj4FBV0nJ6MVYgOY3iOfnN5d90OUZZn9+/eTnZ1NbEBBKAgCz/Yv4LyMJC7Zpqh6N61fz85t27jnnnu6fOyfE7pJsm5040eKdm8vMUK56Jlzb8HvcrFvqDJhaSfIAGr/8U+8lZWk33VXRKLM7fDyzcs7KRoxi+aqXQiiSENFOfvWrqR85zb8Hg+TL7v6mMtUt0OVGgvEJERWkhnTU0FWvSUGHa5jc6HWCNlgVSbnLltA1RCBJLMmhE9oEtJjyO2TRNm2ehqPqGlAgiCgM6oeFZIhGzzKAL4tJvw4OX37B8tuW0QRRyD6vGtlE6JOjbSv+M9+MosTEPXKAO2c33W9VH2fseGGru1KskiwJBzb5CwUgiBoCLK+4zLZs1odiJg6KAHECFHYbvxyEJ8ag4CMHJi+WFvLSelfwK4qKMk9hark4fT55wsY8wuIT42sGtq/dmWQJDu4WRkM2xob+M+D6oCrav8+cvqEV92j8QAAnoLpbJuvKDS+fflZLj6zi+qxml3QdgS2fwjDL1fSN0ORmK9IIsbdpPx1BVPuUhRHNTvhyCbQmcAfkjriqIeH8xUT/8s+jCy5iIIdixdqlsuuvIqBH8zDJBpoC3VnB6q8Jyag0RFelxePXZ3s6kJSnvRpqYCaqhTjqCXJqaMpfjLxcY1k9ctAlmV2r1hC+Y5tNFVVkpQVOSXlRw19FGKhPlz1/M6RBlY12xgSZ2FuyCS7I3bUq0TRi4esgEIsyQIYZYGOZS5no6emdwbe1BjG9EgOkhIVTQ7+8mV48OTGacX0z4xnkJDNodWLucP3HbNHXsiXixXVlteWyHexo0iIMSBJMk2S8r02uAXufH8LMrC7qpU91W0QUG8B9I/38+WtU5nz1ArN+/1jgfJZ6AA50F9ZAv9X7tnJN88/BcBv3v8CV5s2/XPM2RcwcOoMBk6dEXYd3778LNsWzSd/0BAObdvMhMNfM7RJIZ4fv/jMqJ/v7mXfaZYPbt7AwGkzw9plYKNBViewukAf5/kenmTL3n4V364szNjYOzQ5avESWZYpc3ooiDEidtj+f/uOYFyvqmnizJHHXjmtEleYLMzEwNVpfmx1iqeUfn+rhiTLLk6gf2wimcUJwff+rK6ZPJPiQdfVlNDn9h1hneCj49l0pM08R2y0fB25OnD8jAJW2ZwIznAV2Hd7avlkcyVtkh93x/KdnSAhxsCbvxrNGU+v1KzPiZC5cNnYAi4bqxDS7Z+rKaCSFwCcPojR80KIN9maimYOOIyk5MR+r8Dk/xwjroIF4eTGJQ8//YO95TfPbuOl0xNx6AX+MtAcJMk27VPUSXuy9EGSrFeKicqQ7/2yueeRX5TDmHGj+NOf/hRcHx8fWRHXGXR6ESHwT45QAiA5OZmrrroKUFIZfYH5lt8Siyc1m/V79iEmLNGcQ7sPmSgqx2tp3Uxm5hkIOh3GpjqKMpQ+INQWJ9Q3efv2mzXnUHLg0WMiyQCuuOIKPvjgg2AxgnacfvvvkaSuP8e2bNnCp58qlhUPPPCA5pkwNjGWdKOeeKcyf3K73bhcLszHKLz4OaB7FvQTwbJlyzj99NPJzs5GEAQ++eSTo+6zZMkShg8fjslkomfPnkEWvBs/bjQeqeS56y6joULxC9EZIg+YpE4qijW98y4Lzvg9ix9bFObH9Z+/rKV8VyNHSgdy9ePPY01SImbbFy1g/afz2PT1Z2z88tPjPv/2B7WAENWHS9QJCLoUkAWMPhnvSReHtWl1xlO2rZ4DmxQTz4S08AFQJJJs+uX96DchiykX92bsWUWMPaso4jkYYqaQYRM5Y9xJZPVW0yTNfpkr//E0Z//+geA6b7IaVRTEBM1xdq+qCqYwFg9PJ6tYu70zGCIY8Xe2/4msHJicFcu4c4rJ759MXt+kMCXZiSxS2I2fHsxWA6kJ6sQmdfSA4ITBY0qkKakPa8Y8yM47/kTqK2+Taoph3HmXcONLb3Phg38HoGL3Dt69/y5kWUbyqURPaDrCopefCX/z0qWw/DEAWhpUdVZrfS3EhKeCBVEdMAVf/294bhy8dS5sfQdeDaRAxmUBglLBMlJq5dGgM8CZT8N1i+HKz+HXG+Hi99TtC+9X/NEOLOpcVVayCJb9Q6nKCdQfPsSK997QNDnisvPe7Tdw/Nq0Y0djlVa9ojOqzwR9aipZVYpyueDQAkZtfARRltCbR+LwzqLywEiOlI5CEBMBxVPzJwldFCWZQTtZtvv9/HbvYebVNHFfSSWVrsiKL4DDTVE820QBQ4d5zQ7dYfboKvl1UQYPnjGAUwZlcfLATE4emMm1k4p44PRwS4Qbc1IY9u4B9O/Y6JcwDn3TEZz1ik9Nz1FjeewRZaLc4vRy3ZsbNft+tLmSjzdXKgRZCFLc9WQZ/QzITuCbOyZHvTb9EaXvayfJWmpVfxyPy4mzTSVW0/ILmXjRFVGPNf2a67nllfcYdca5ANibot/9s2+8nfyBQwA4tH2LZtuifz+H2xH+mbtDqvnJkhRMzfs+6ZZ7164MqqD0+1pZ1WzDL8vsbnVovImeLq9l3NrdvFcdfk0vLz6gWTZFsTqwBpRPWYj4Q9oIAG4/+r0tCHYfkwamM+2yvsHxwqZWB9fvPMSpm/ZzybZSTt6wjyfKqvEGxoayLNPgCSexHqqsDWfECB8b+OrUzzV2okqMx51ayFteB3N3lgW96zri9ve38HxjI/bA5dyRUsotB5/jYePSsLZJfoFrJvTgnauHsm5+uJJ2QHbXyBRzSNaAvjz8Plmh8/H2O7t4+4E1Ydt+UjBa4LqlEJsJmYHiWcMu/8Hezra+mjmJBsQO98x7+Qb+nCXhNArYPep9MCFP6YMzMzN58MEHyS9S7h1RFLngggsQBIFx48ZhiDIH6gzt3r7R1FehxNuUKVOCryWzFcmsPOvXrl0LQGxsLHfeeSe33HILt9xyS7CtKCjnlZSppILXHlKI4t0rlwTbtP8GJclLXb02EAZgO8ZiHUVFRdx1110kJiYG1yUmJvLVV1/x2GOPYbPZou8cgtWr1QJldXXa4hUWnciGcf25V1Kf3evXrw8Sib8kdCvJfiKw2+0MGTKEa665hnPOOeeo7Q8ePMicOXO44YYbePvtt1m0aBHXXnstWVlZzJ49+79wxt04Hvh9Pl69QxtZ0Okj/0x9jdEHkH7RQGnRmbAfGu6Zj9mqDgpaG7XHs8SHkzJH9u05ltPWIkRJpotSOliptGcggxk0p/Znb3VZcFusy4PblMyKlSaEVWr6UdHQ8Ei9yaq9lmmX9yW7VyIAA6fkBtev+STcEFgQrQy45XF6nVLMgus+BRQPJNFoJDW/UNNWNIWUL49Q0nnzNwqh6TlKCfd+47PYvUr1STBEUI31GpnBsvf2ha0fNC03bN33QZ+xmVjijQyfpURZ9UYdUy7pw9J3FJWA8As37OwGZGdCXWCclD64EH1bPaBVMW0YeTdWWyVJjXsZf75S9jy06u6RvbtoqCjHFmXCW1deRmtdrTalfOOrwZeOmjJAqYDncdghJlF7gIIJcCigKHj7Ahh2GSx7NPIFZQ6GG1cdH0HWET0CxEFiHkz5PSx9RLu9YT9YU8L3A3gr0Id/9xdqr9rMW3ffHtZkd04quKINoAX8bje6KGXqjxcNZUc0y/qQ554+NZVeJfPIrVxKnK0CAJ9eJY7a0+Iln/I9r3z/Tcaec+EJPb//CqKlW+aNgZKF0FNRKDn8EqHUSo3bS445stL3UH3k71HwyxhClBR23KwxKM/+EY7IhSiuntCDhz7XVvhzrVS/t8HJk9l9cDXfvfoCAPFpGSRa1PP6NsT8PNnTSL82pa+XBJFt8YOw6xWVW4GzHFlWFJ69M+J4d+5Ynl1SwvL9kf2DMuIVlUGoiuL1394cTHs8+aY76DthSsR92yGKOowxFmKTo/xuAtAZDBQNG8nuFUsAJVUZYOTp57Dh84/weT00V1eRUdRTs587ZALZWl8XLE7jOU6SzO/z0dTQBAERl+jwsaWujRdXHWTJysMMG5nNJ+coav+H1x/EUOHgN3Yfl5zWwST8sPb+iEaS7RFUgsHTIUXUsKsZXa0L3REHhpFqYNAvy8zZuA+x1oVs0bMYhQzd0uZAJwj8uiCDJw7V8OjBap7ql8/5HdMMI6Rbyh0ILylkWTcrH1uelZ6FiVxUepgV+xTiPZKSrB2VPm9QsnHW1VfjHD+Y3P6DuOcRbaXxcS49qfOr+XDtZ0h6F6Aq8RfcPrnLQURrSCGIrCMuDveOB0FAsHkRmz34cyw8OyeRm75sZufyyojVyk8EGiptLH9/H+kF8Yw+vQfrvzxIXEoMOb0T+fKZbcSnxZCWF0tcSgwDJx/nOWQPhd/uVb7Hqq2Ri9OcIDQtPIQAxHvVe+aTHAP/7Kc8G2IHSnjqlftvYk8rK5YtAYhIgvXv358HHnggbH1XYTAqN5TkE4L31s0334zD4WDx4sVMmqQW9Zg4cSLr16+ntbUVT2p4dkdqiFI+lPiWAz1AZnEvdi37LkjWH9q2RbO/21NP1ZH/RDzPb956l6mX9CM5eUJwnc/r5/CuRnL6JEUsuiEIgkY11tzczLpANtHq1auZOTNcRdsRrpBU0tbWVtLTtVYxRlFJx23HokWLGDZsWDA185eCbpLsJ4JTTjmFU07puiHw888/T48ePXjsMSUa369fP1asWMHjjz/eTZL9iHFg49qwddGUZP7GRqozRtEaV0ivknkIISE/t1ElvmpaTKFZMmFIzS+EldqonSdCFLarkNo9yRDQGSOfuxjwu2pJHoQAiIYCREMvdPpsjPp09KIelyCQlGXFYNKRkBZDj8HhKV2hg6KYOAP9J2Qf07l6vMr+gqimKuiTEsPajTrjPL554SlEQ8+wbaEITe+MhGmX9WXMGUU0VtsRRSEY7QqFOdaAyarHHVLVc9KFvRg8LbK/xPGgx5BULPHhE7qBk3MQdQKOFs/3KhLQjZ8HLLEqiZvVMwlbmZOOJBmAPTYHe6w6iBcEgeScPBorlapV7X5B0bB7xRLGnH2BuqJWTSkziurvwON0Unm4huA79TsdxtwAr81RltuORCfIAKypYPkBvGasEVLtXpkNhZPg/Nejk2XAjiULg8q6vIZWDqd0RQ0h46yrJTb3xDwT7C1uPE4vB7/boFkf+vwWrVb0fneQIAPondZES1s5eQNSGXLVNHxeP2/edUJO6X+HaOmWLYHrHnUtAJ4OCu1aj48VTW0Mi7Ng1au/G7vbx8aQ6nsdYQzhZ5yCmrrrcbgjtI4M2ROd5EnJzYtKHtyeU0d2Yi4+j5udS75lZMtmXsy/BrfORE97KZK/d7DtuOIUxhWncMELq1l3MJzwTotTyEWfR1XUtdbV0lqnKMFj4uKjBvw6wmjunMS++ZX3MBhNIGuvu//k6RzYsIamqiNhfmdel0uz7tuXnwGLQtp5/KqiakljG4PjLKQYtee6vc1BmkHPmn89iiz5Oet39+FsbaHVoi28s7e8hbW76hAk2LLuCK4zhrDpUBPGDQGyqMO1RFJw6eqcYesARaETOIDc4UC6WuXaBI9EQ6sLAu4VO21OhFYvxi3Kd+Yem4YcsG34a2kVfa1mnjxUgwz8end5GEkWKQvS1+BCDiEWXXuVY5tm5jN49U6ckswr2SZWNAdISa+keOgBQ3SVbPVHJ3xqKg4xOgKZeprdQD+vHrvlcIAg02LHG3tJOK8XmUVdU/Ivv2sakx5dTJ3Hh2D3IVv1mFYq96psEJEyYnh2TiIpb+/9wUiyha/uoqHCRuW+ZjYvVCvNjppTSEudk5Y6J4d3KZ9tVnFCmH/tMUEQFMLsB0LlvkaEQFGRVrcPw/om/MVx/GWgGaHFg9jmZX1PC8aaFoWzqtrJEb+iYIqLi1yF8/vAEq88j0S/EX9gDGGxWEhLSwumWbZDEASmTJnC559/HvFYaWlq/y7L4Yr4xICSrK6slMYjFbQ1KIGEhMJWlq8eFHa8QYOeZevG3yMa20jo/zCbt4Cr7B7MhQ+Tljablv0XU9f0Ans3XcTJV5+mHLt+ET5vK1lZSpXpgoICtm/fHnZse4dK0263m8rK8OIpXq96Hc3NzZptTqcTt9sdphyzWrWFzX4J6CbJfqZYvXo1M2ZoPR9mz57N7bff/r85oW50CV5XeOcfyRtMlmWq7r2PXf3uByAtzk3ctm+oyRiJJBqw2tTI8gDvOs2+jXVeqrInYJaUAUwkJdn3QTC9UxDRRfHW0HXwuxIEPcZYxbvIYQbRr3S2p1w/kKTMrj2Yve7o5rvmWEPQ2ywUDZU2NnxdppyTeRR+13qmXX1DWLuBU2ewY5mLhiqtymDCeT1ZOa8kuDzlkj4dd9VAEAWsiSasiZ0rQIbNzNeo37o68Dsazv39CHYuq2TsWcVR2xwr0diNny9MCVYg4HsTG0PSoCJ4P9xQOhLS8guDJNmWBWplqZ6jxlGyXqsQWPHeG8SnpdNv4lRlRUgVSlGQyR84OGhq/8ULL3J9e5GnvDEgdnjGJORBS5SS8p2lan4fFE2NvL5sOez8CEbPVdf5tQPPyj1KIYBhZdUQM4jDaFMfosFtd3MiYrrf/elTdh9RJil+tzZlUGeKrIxqR1KPNEa98wgpI68nOfu0E3A2/yOEerlEMuX3uqAuQNzGKhMmtySjK21DbHQjxxt4LLaK7Tal/66eNjS4a0VTZMKjHeaQt3YL6r3RtqOW9LP7hnlD2prCyTNvpaqQEmJ0mCxW3A47Or0+WD32+ilFvLBU7VPumNGbK2Yo5LLf52Pnkm8BuKTyfVr08WR46vC4ws/93bljufq19czsn8F9n6jVDMcVKUSw5I+sGBJ14arpaDDGaEmy+LT0INnWe+xEhSADxp57cfC5EJuUTFp+IXqTQnJ63drPqbW+VrNctnUTrv6DAEvQk2xeTRO/3nWIofFW5o9UCcJNLXZO3bSfbI+DSzcoKXg1pSW8c+9vqc3R+ina3T58ISllLW4v132wObgs2LWfzwGHC1knIPhDFIW7Ij9jL/EYITB06NHk40DEVrB0UxU39Fb68eVNNgSXej76A214h6uk/eXbtV5iDR4fKUY9C6sCdh4RSDJZEKi8d2XY+m+zDTirlR2u2VEWXC84AlXERT+D9FXIsakM7ZnL/WcPZ0N5Cxe9qKY1fvHxB4weqvWdzPWJ9PMq01VHbDkdkewXqC5t5cNHN3Lz89MBqKmpoaqqiiFDhkQkifOS1SCgaWUtl2Un0V4XUGjzQoZyD0oCSH6pyx6ty97dy/allYw5s4iRpxR22rahInJq3NZF4f1XfYUtKknm8/g1XrZej59PH99MQloMM685hgrQXUTL/DJ8zS6Sz++Ny+Gj5aP9yLsVMs8nQE1ZK7pmD7pGN+7RqRi3NSn3oF9GCJCrFkn9ffbu3Tvi+3wftI+x9d44/AYlHbgzT63k5OjBs1CSTAo573aSPjFD9VN+9Y4bSMzMInNULZnDI/+O09Nm03L4PZKKlwXXmQsfBqCubgEkLiAhEXzu7TTVTMOa5GLbtusASEoeh9mUySmnnEJCQgI+n481a9Tfz5YtWxg0aFBQnffdd99RVlYW9doAmkKseyRJ4tlnn6WtrY2CAm3lzRNp9/JTwS+eJJNlGZ+76xG7Ewm9yfSD3XTV1dVkZGgrvWRkZNDa2orT6SQm5gSkm3TjhMMQ4SFujLDOc7AMd10jBMZnbdMvZ3NCuELQ7Kxj6ut3a9YdWbSBjz9oxS8rnWpMBJJMEEW8Hje2hnpiU1KDg9KuQFWSgc4U+REj6jq/7yWdMlGJieu6Ub2vk2j6+XeP5M17V4etP7i1noNblaiP3jyRuNTxiPpwDzNBFNGbshAErW/L0Bn5FA5OVZRXGZaI6qzjwdCZ+dia3OxYqkSAOvqFHS8yeySQ2ePEkqLd+PkiprgHfKekdhmsJswWAzMv78nCN0sitpf9foTAZHjQSbPZu3q5Znt2n/4UDR8VJMn6jJ/M3lXKQPGrf/2T9B7FpKSngk8NFuxuSceaow5gHb4QUixzMHg7qDfbAsUoTnoAFj3U4YJ+IJIstRfcuQe8DjDFwXPjwR4gu776LbRWwowHleUdWi8dd6PSzuSV2TLscmj6v4hvIYgpGOPOxd3yEiDTvGgxSfk5weqTx4vSkm24PNtB9gDaCbwhpnOjXl0gla71yy+xjOx6wZIfDZoPQ1wm+EPIwUhKsjY1RZ5UZULX5PRg2B9QiDW42ZFrhcBzusnrI8mgvO5sbu0Zkgxblc9cRma1Xk2z97o9fH7/amKKEpn1K3Wi+/o9KznLYOQTq5bQDJpTO/386smXcdpaEHX6YLrjPaf047vdteyvVSbmhakqSRCq8Ir124n1K7+ptvpwwlYnCrxxjZIKGkqSTeqlKL39UXxrRF3X+zCjOQZjTAyegDl1a10tN7zwJrUHD1AwRK2umtdfVWlk9uwT2Ff5/r59+RlmXnszhUNH4GhpZsMXnwBgTUrGbbfj87iD5lqL6hWp/Ut7qjAtqWZ7QSyEkGTPHa4DSeZISJr223+8E4CK1DyNUt/tkzQ+sC0eH7ZmdY4hA06/REzgxjjQ4tQQZAAtOoEiQaS0g1JuvBDyGYYU4ZH1QlCpBSCFeI29dLgOIaRtZ2mPAMub2jgrI4nf7CpX0tQipVtG2E/Ij+OO6tqw9edmJDEuBu6ljlRs6AWZ4e5tsHMbW3qIjB05knFWK6vtdgbpjhDJ5cEQeEO/6EYW1fHlAF0VO/1ZnOTUBkrq6up47rnnAPjkk0/CjMkj4a0jKlEw4YCLZT0VRe+/T07gSpuX+Aj+tx3hdfvZHhizrf20lGEz8iNmCwD4O0nx9bjCA77fvrqL3qMzNNfhtHmY/8IOjuxvZuSphYw5Qxm7Ht7VSM3BVmoOtjL5ot5hRZm+D2RJpm2JQuLV27zU7G0iMWQ8XxEjILv9QcWkaZ2anm3Yo/5QLJInqIocPHjwCTu/dgRJMl8sbpQUc10nRH1BQQFjhg9j7abNYdsKCwuDr0NJsvqGxfThQRLSVZJMEGXSx63Ckh65uE68/Bif/N8m2ppGaUiySNCbbGzYMh7RoJKpblc1ZlMmFouFGTNmRFSTvfnmm2HrkpOT0Yc85wVBwOfz0dDQoCHJ/H4/bYFiK+0KtPz8fE477SccBPse+MWTZD63m6euPO9/8t63vj4vIinSjV8uIg0wI90j/uZmjR9MycbwwQmAKyaCj1dKAtCKTzAgyzKWEANLnV6P3+ejrbGBV++4gbb6OuJS0/jVky92udql5GlXbIkaT5tQiFE8N0IhiAKmKMb/oegzNpO9a6oZOjM/apv41Bjiks20NUavCicIAi67jq+fD+90QjHunGIO72pkzJnKgCQx3XLCUxN1OpEJ5/WkfGcDMXFG4lO7Se1u/PcRE1ItrN0/r/eEfDL7pmG2GCjdXM2iN9SJvd/uQB+vqJIKBg0ls7gX1Qf2B7ePP+8SknNVb72BU04KkmQA6z/9kOyseNqHzJ9W9ONAWwoTcpXftgy4BBPO/hcTgxMKJ6qkWDskL+iMMP7XYEmBz28NuaAfiCQDiA/xMrl9OzxarBJ4Kx6HsTcrKqTd2pQOn72ZeIOX1sQIFT5DYEq4MvBKBPxUv/ImluoKsv70UGe7HRUOXynIjojb9B1SzjIffIDG198g8bzziJs9i8ZXXwPAW1HB4blKpJsh0VWqPyqUrYTXToXi6XD2i+p6XYR+zh/o0/RmhQQFajv6T3r8QZLskNMTJMmaXZFJiYx+STxaIiEhsS+5HrnFQ7OoEr4+/MitHvavr9GQZAVGgSlGE5+gkGQGYJ9YxTKjQmaf7BlKpmwkJlvrYbl9SQVDU2LZX2vjynEFnDb46IphW1PXVKN9MuKCk/eoJJm+60oyQRS5/rnX+ddVagq2NTGJHsNGhrXN6z+Iw7u2B6vommOV8UxrXS0fPvwAN738Ds9dd1mw/YDJ0xl91vlU7d/Ls9/WgsMPEty/biu7N9ah80gq+RnAoWYHpiXVSMnh45laS4aGJKt3eZBCSK9mlxfBpEMOKN0Fl5+zN5cElWoHGsItGnJafPxKtrBC5+cT2cPeQOAx36iOmxwhVFUoQQaQmqSMGb+oa6Ha40UXSpJ5JHD5ue2ghyf7hY8rXAFVZassIda50R8MVzsZ+yaRPVtLij9SWQvl4ePQGbKROz5R/F4tgpbYXbNmDSNHjuSylGT6+JcAaCby7dDJoMurp86r9eIbqa9ghM9PmlSAw1pJzwLlGfrMM9piMDabLWJK3+9m9wlWag3FOrycv8fBB30tVMfrKKlrY3iCiQOba6nYoxAKlngjg6fnacaom745pDmOzych6oWIBF1rfUChbRDxeaMTZqFoa3QRn6J+Z8ve3ceR/c0AbPiqjLLt9WQUxmsyFerK28jte+IsBuQQlaS7pFlDkAEcGZ4C2xwQpVBDO8yBgIwoilHN9b8PUnKsIIDZmYHTWsGAoZ2r1URRZPZpp7F93lt4kjNI6d2fmlrlfg5Vkvn9al/pclXQ2raD+LiBnHXX/Xzy6EOkDmwMI8gqlt+CrWpIyJpmdKbssDbWzJ0k9VqsPS+D9vfn8Wh/Y6Yu+pJeccUVGrN/gD179vDee++FkWTtaE+3HDRoUJhn2S8Fv3iS7OeKzMxMampqNOtqamqIj4/vVpH9iCFFIslM4SSZ1NaKL5p3ylFgzU4GDiOLelytTuJS1A7AaLHibG2h6YjqO9NWX4eztfWoZrrtcJW3S8U7Me4/ipIMAhUwu2AeP/WSPvQZkxk07I8G6XuUeQ9FRmF80Oz+h4TeoOOyP42LWlK+G934oZHRIz5gHqtDF0Jstw/Ui0dksXd9HRW7lUGW81AFcYNUsmf0mefz2f/9Lbic3acvBpOZ/pOnU1dWSk6/AUGzbYCdS7+lxmRncJGiGCtpU9QpX0i9+LLXdTT6dIiyn5m9ihk5LEAcJOTATWth6d9h58fKuvR+Ctkx4sr/HkkWCkMMjLtZ64/2+W1wyiOQqCXze8dVMz2zlAM9plEaNdNS+exNFj2upkDFumF34Fv8ASmHDmEsOP7nUbsR8aChMxl/w+UYzTG8ePWFGEQdxg4q46SLLiLpoouCy8aQCLu5f39krxc4Mc/ZHxzrX1b+P/AduENIkQjKGRoDiW0mNaC0uF5r9Cl4pCBt8du9h/lLrxz0gsCeFoUEkY2iQlAAuvxY3t/jRy9D9WQDK9ZtV9iuELjxUmyy4JElXPvVSczQABH3oM/MB/lGbjviZ7denejPN25hWOM09CHKl5qyVpa9t48CZDY/NpMka+eK59T8QurLy7B38KqJBn1Ifx4t3VJ3DEoyAGNM1wJPZ//+AewtzcGUp9S8fA5sUNOP1n2qVW72HD0Ok8VKwaChyN8Fqs1JMi/aZUz1qkqkzecnLkDsVW6vR/BK6GqUye/JN91BXEoqgiDw6rpWqFLvhR2tTnQ+Kaik2VjVGiTIAASvxLayRu6KO0yMKPLSvio6fhsn+3UkIXK6X2Q5KhlrDHE06yyJ1xRQ8N+9TxnHhVaWFDwS5qXVvADc6krgqWFKCl+cV6bNIOAKjJMmN0ss2xSZJJUEATHEUHxbm4MnIxBk5zsN3PHmpuCyvsOzob6+ngMHDuCV1Kvx+XzU12uLQ8QnuKnuQJCBIgQUYqpo1TnwGlsoaW5FlsMLXlRXV0ckySYZzCxy69hkCid0Pj/URI90AweTDZTV2RnaI5mFr+zCH0JoeV1+xp+r+tQ6WrUk4IFNtaz6sITpl/ejaJg2YF1Tpjxz0vLjSM6JZeeySobPLmDTAoVoKxqaRukWbYfQUuvU2PAd2qn9fuoP26g/rCVVDm6tP6EkmRRB5QaKR+PurFhWF1thx9HHq0b8WK1WrrzyyqO2PR4YzXou//M43rx3Ncn1oznnnOlH3UcUddzwf8/gdbnZWXqQmu++A7Rphj6f9vO12fYQHzeQouGjGHxuEmKqtuhZyeeP4HMmY441kFmUQPWBFlx2L353PE37p6Ezt1K75QJ8zmRsVUPQW1qJy9FWIA6F2629J7pKkkWa9yclKeOhqqoqFi9ezIQJEzQkWWf7/lLwiyfJ9CYTt74eXkr4v/XePxTGjRvHV19pzZIXLlzIuHHjfrD37Mb3R3sUNqt3X6r27cGSkBjRy8NbW4tfd3SSbGKf8EGOKSURvdeBz2DBVtlAWn/V/Dmv/yD2rVkRto/PG+7nFQ0HSxRliSCDPibyPd4VJdlJV3aurGiH3qgjr9/RBwHGGD32FmUQ039CFrtWVh1lD7j60YkIAnz6xGYaKpXJjq4L536iIIgCQpjVbze68d+BKAqcdcewqNsNJh1n3DqUF274Br9goObzRRhjzSBJ+OobyOurKmDSexQHCf9Tbr6T1vkL8O3bz5TLrmHY7NNY99mHeJ0OEt0HoW0TLr8yPBl58a+4cs0RQHkOSoKObYebGBl6Wul9YdRclSTLDDfLBYIqoBOJ0k3rqT14gDHnXKglsyfdCc3lsO09ZXnvl8pfB0xOVzyBinWLgVvDtgMY4y5h3NnFDDkpjycufQIAT9u7bOtzDjl/eICeb7/2Pa5AoXbMlnhik5Tn6I1vfYgsK4qezpB4wfkgy8ROnoSxsBDZ58Mw93m8jvnf43z+S9CFUBOekIlPhxQ3mg/DuwFiMFD50umXePNwPZrezSeDyw8C7MDJWZuVlGTj5gZEFHLCWxyHvtzGWWPyMNTVcNhdw4FabQp/O9oEF1n6JMbHitT/e0fY9gmigQuuHk3jX9exA23/XPfCNnL/Pgn3oVYEnRCcvAsIJHYh9erUX/+WN353C/YoFWk7whCSUxo93bLrSrKjQZZlWlpaiI+Px2A2k2hW0516jZnA2o/VSnIVu1RleEx8ApnFiqJEEEVyqg5xWMzBcKANAa1J/UdVjfSPV4i6tiYXob+E/IFDiEtJxeWXaFm4hNAr0x/Qfp/PfReemm7c0MAbiSYQQRcgsHIyrBQnWJi+p42kkN9d6N0YOmG7ECMvENkqxh9It2zw+hCa3GHVM9ux0+XlsU0O1vu8LHQ6EYYkY69zQC4kxUafn8gdEi5LQ4pMvDKwkDSjgR5mIyMf+EbTzi4b0ev1GkPwSKlhTz/9NACDdDmUS0n0lvZoKh5cd911NDY2Mm+eMnfzGhWS0i418tBD4crat99+m5kzZiFXpWEPpL6m5sWy5pNShov6IEmW5hdI8gvsC1TTqFpfC7NzKG1x4PNKQYIsMcNCc42D+kob5bsayO6ZqBQ/cWjv/cVvKoTJ1y9sD3qltaP2oEKSpRfGM/asInqOSCfuSBt5hbHU90th4CmFHNhUy7evqUVsPntyS9i1HQ0Ht9Yz6cKje35tX1JB2fZ6Tr5uEAaTDkerB1mWsXZIM5WjKGMPeiQOyn7erW7EdJSUXlC8RufMmXPCFEp+vwNJ0r6vKRAMEGQBv1fS+LZFQ3yqcj7jMjKpra2lZ09tsS6fT/v79vvs7Nl7H3Z7CWKq1v8ZQPIb6T8pm2mX9gXA4/Lx0u2Kej5OdzuTzu7NJssh1Yeu8XoSB/wbt7MJpzu8yr3Hq30md/RZmzNnDl9+qR1nzJw5MyKZFqosW7p0KUuXLuX8888Pa1exo5XMRBupub+sypbQTZIhCMJPIuXRZrNRUqJ2tgcPHmTLli0kJyeTn5/PPffcQ2VlJW+88QYAN9xwA08//TR33XUX11xzDd999x3/+c9/wn483fhxYdu3XwOKeuu6Z18Lq2wpe70cvulm7MuX40vs3CQeIO+MSWHrBJ0Ok9+mkGRHmkjrn8evnnyJLd98ycjTz4lIkvm7SJI1HqnE5lAGLHq/C505csS6o3F/JOijeDkcL87/wyje+9NaMnokMO3yftSUtdEQMDyORJoNnJwT9BgL9XQ4mul+N34BaCqDRX+GKXdB2tF/hz9nCIJAotFJg9fAit1JZF73OLIg4jHGMXjaZs79w59w2droOWAI1X/5K+Z+fTEPHEhloIhM3x3biU9LZ8avblQOuOsz+M+bJBT0ZdasWzmSMgDWbAEgVnJiE2OoKAs3byZzoPo6d1Tkk80efuIuPICPH1EmZbIsM2DqDOJTA4oBQwyc8wKc9Ry8c4Fi4t8OU1zQs0wvqhPOxDQd9a5J+JxaLzdBl8bw2QG1mCAovJbswNP2Ftu84+m85m7naJ/w6kLS4bqaWi+aTCRfcbl6nno9oqFdKScgS9JRibb/GUIN+h0hwSSpQyT9cEjFaUG5lqWNbRpPKACx0Y1xu6L4cs3MJmiuFKIi8veMx18cR3ayhVafjfnGLVAW+fQ8gtLn2vwy+hg9cSlmvFUq2REjClRsradBrKdVVJU4sbIynnWXtlD30jaQQR9vRI/iOOd1+zGaOx/6t08UPU4HXrcropo9FP4QD652ksySkIijpTm4XuxiZctQ3PTyOyx/93XGnKWduC1evJhly5bRp08fLr74Ys229EKtp2houveNL76lIbL1qcUQsGDoSG79fvshCKTSmTqY7bcHuMtdnqApfmG8mbLWcDuH9rS6jjB/e0SzfFLPNB46pR8Vf9Qa4seHsEOhv8pLMFKAyB8iaMq8jeq69utq//5Dsd7u5MmcdJ7bXY4dCePGelwZSsZAJN+xdpR5tVubfOo9LlU5eG9PHReOCq+8299q57q51/HCCy9EVKyEQpD0jDBUMgJtZb6rr76a7OxssrKygiRZJOTn59OrVy8WLVoEwMJvvyG2pScxzmxkZHbs3IFebyHJF8vJDgPxkkCeT8QL7DNqv8dP/C5uCUlpHX9uT756dhuHdzUGq08eDeW7GrAmmEjOtiIIAjWHlO8lo0c8eoOOnF6JVL6qkOFZZS3ojTqK+iRy3l0jmPeoVllkMCnP6vZiVcNPLmDTfG2qZzvaGl14XL6j/uaXvacQMntWV5GYaeGzJ7agN+m48A+jSMxQVZ1+R4QCWD6JA26Jb/J0ijm/u2tqYu8xBN87w5Ej89i95x46qphNpiwE/R+QfWa8bn+XSLJ2GAwGzjsv3IqpI0nmclVSWflO1OPIPhMp2WrxsdDvQacXscQbNRkzcQlZjBiuHG/36n0seWcfvc++Lbjd77fh89nx+Voxm7PCyK9+/fqxc+dOKisrueaaa8jKyiIaIhFnH3zwQdi6fctaqN6ylSv+Nh6xC9k9Pyf84kmynwo2bNjAtGnTgst33qmYhl555ZW89tprVFVVUV6uThx69OjBl19+yR133MGTTz5Jbm4uL7/8MrNnh5u7d+PHg5pShQi1NTYQl5Iatt25fTv25coEyh9It8wsSkBnEKjc2xzWPpoPiElwYwds1co+iZlZTL1CKW1vjovH1ab15PB5PRzavoUtC75g0iVXE5uUxK5liykYPJSkLLU8tq1RnWyIuujDrMRMbSpFZlEC1aXa9BW94cRFnkHxVLr8L+ODyzq9+rCfeEHvIEkWl2zm8r9oFZf2EOPd2KRukuwXj9dOUyoo7pgHMx6CffPhwrfB2rWU5J8b4nKTaTjow27N4kDxWcH18va9nPUbhZja/fuHWVXdi4yVa+krvUht2jDMrgaa531I0kUXqgcLmO3rEnMYNG0WO9coSqs+DicGuZId1p44pQjEizkBTn9SIZ+GXR6+fdZfT+j3I0l+Nn31WXB51Qdvs+qDt5lx7c3k9htISm5gkiiKcFn4ZM7zcE+MHVInLr69gOf+6EdnGoostQAGBMGoVajJWvXI4YTv64cYTpJpsOszWPdiOHkEkD9GLUjQDqGdUJFxOxyYY3+k0ecjIQbNb56tvpY7XKc1JE3KoUyIW3x+9KXayZK+UvWqMexoQmx0I8UZEFuUiaC3XyB1VRAwigLNkg066eJK/V5abD7qfTK0+bjhgbG4mt00/WMDoFTXPDJvP5vitWoDB25kZFoXHQoyHUKrh3SDwBGvzIavymiqsjPpwt5RvS51BhN6kwmf2429qYnEzMgTrYx4EzWtbsYVq7+rjV8oak6TxaIlycRj789j4uKZdd2vg8s1NTUsWLCA0lKlSufevXtxu92ayZ4gCFz+yFMs+vdzHNmnqnCKho8Ksy0QOjkn87IadIHUVn8HY32D0YQsy0xeuxtzs6LSO7sVHu/kWoqHZ3BeehKPzN8Tcfu0/CQcuxro6KxwDgYcyJwqGTSTaR0Cw6JM4TwB5WB8ixdPg/K8uBMzj6Ilfzx+mQvq6qgIkAuCT8bmUai0Fnt0AmOTR6I1hBhbGEg9npuQyC3vKL+rDzcpqZ56QeZkw248so5JBemkp6dzyy23sHLlSjZs2BB27FtuuYXU1FSeueE76jK1xubjx48PVtwTBCFMlRaKHHEYO+aXa5hFW0IJXkMbvpgm/IIHvddKUsMIBnnUz9EEPDeyJzduUMbihnV1lIxK5aXfL1cUoQIkFsTiE0F/DJnlnz+1FVBUaIkZlmCAtr16uz/EL9dbZadlQRltiw9jGZFBwcAUDu1QxtYnXz+Q4mEKie12+miqspPRIz4qSQbgdnROkoVakdib3az6ULl2n9vP2w+s4ZIHxwTP092iTSnd7vRTGiDFvDkWhAbluWg16bCHBAj+c/04ClMsPPfdHmo2KZV0rdauVa4/GhoalxIpzd/triImsQ5HfR71FTbiUsyIokBcivm4LUw6kmTlh/8dsV3LoX64GoYgS4YwYunM24ey5dvDjJrTA4Cdy1UiOCFdfSbHJqQieStw1Y3DnKYUOyovf5nycsUqYMzob/E5tRYSBoOBq666qsvXc8EFF/Cf//yn0zY6yaTca9V2UrJ/pP35D4RukuwngqlTpwa9QyLhtddei7jP5s3hlTq68dOFe6/qPdIap0zCjDE6TrlhEC/8emlYe9EQ+Sdu1iudV1N1uGFzcnYuR/Zq/R/2rV4e9PZIyMgiNjGJpW+9AsDNr7yH2ao8OPVGdUQiy5FTAYAwQ/4eQ1LDSDKd8YdVIEy8oDdfPbeN8ecUByNzAHqTLswLLTQ9tNsf7BcMjwPq9ykEWTu+fUD5f/ljcPLfIu/3M0ffmX0pe1GJgvcdn0X59jocbT4a5WQkpxMxJoZ1tT1wxaRyqOBknDWp1PZQTLhjH7qVxAvOVxRHHjs0BBTTAQP1mr1lyqI+FqNbIWCa2iIbzTPiqvB1c7+D/d/C6Os0q71+iX01bfTLjI8aHZUkRWeli7B94xefsOztV8PWf/uyYhp9zRMv8Pn/PUxdeRn5Awdz7h/+rEk58/jkMC8i0aGQZoJgQNCpQZI5N0Wv/uVzLAFuj7o9CGcziHowaQe57UoyIZp6bNmjUB2lmEn5KiXNNUENlBSWL2JvvBHw4Ght+fGSZJYohGlHMjCUNPMoE6RGpwddffT+TVelKHl0IZXTR+1dxZr8WQCU21wM62Q8B9Dm9yKHqFfqD9uY9/cNxIkwPd6ATgCTKOAWtCSBJMi48SEc6OCZFvh/8zdKMFVnOMDJ1w0kEt66dzWW+ARa62pxtLZEJck+umkCC3ZUc0EE1VBTlVYpdSzG/dHw7jvv0Nyiva533n6Hq6+5WrMuvbCI0+74PS/eeFVw3fgLAYqeGQABAABJREFULkOWZZxb6zDmx6NPNvO3cwZx0YtriAZ/h/Q5WQRJFNEZDKxpsUNIRe1ZGOiDyA2EP5tiU8wsumAkHp8UJMkmDc3kkZP7s/pAAzkWI7mv76UpbE8YiJ6/o2+3JSTp/N7Y11fjKWuNOoGTBAGbz49rV1MwTTQpim1Dab02FXNTTRvXby1l8d46oo7AZOi9PPyZsGZZOFEzQX+A1EBBirg4pahHUlISp512GtOnT0eSJJ78v6fxSi565w0mNTU1WJ2zIyZN0mZGRCPIYlt6U7KmCVmwQIZ2m9uiejX7DOq1T7qwFyv+s5/B0/OYeF4vLsTN+xsOo2vy4HP4qSgwkV/qpilJz9R1e2BOIr/6oplOYsER0VzjoLlGuUf0RpH4VKVPk1w+XCLUmwRynTJti5UxhmNjDcmjs4IkWU5vlRQxxejJLFLI96RMS9h43mw14LJ7cTt8xHXiSBJafXVjBLJty8JyJl/UBwTYubCcw6k6qkXIKnVTF3hGnX/PSF47UhH0v8tPtnLDlCJue2+Lct5JMaTHm7lyaCKvbVEIwuLi71/kRZZlHI4yAAb0/z/S008FYPWak3C5KjEEYjahqar9JmQx/fKu2bl0hM8fOT0+FHFxA9mz7tfKAwNoa9T2Fbl9kzU+cX3GZAYr2fcZqz5rLQnKCKFmw3XMvHUG+/b/WXOctcvupanSiNmcjMulWEkYDF1Tgbejf//+XHzxxcyfP19j4B+8luY+ZBUncPqtQzXzpF8KfqQ6+G5045cHe7P6gJpx7U00vPYae4YMZffAQcG/6j8pD0mv3sqhglMAkPxyVNWVGGW926AYEG8vCU+HDK122Y5Q81uv00lLnWrSuujfzwVfh/qRyHL0SpIAp/9arfYSyeerK5Utvw+yihO45h8T6TdeqTIz7fK+xMQZInqhTb20D6JOYOxZRWHbuvELgd8Lr8yGF6dE3i6dmNSBnyKKh6cz56bBXPG38Zx0RT8ufmgcyDLOmDT2XH0zAG5BjZDWZqhV6kp7nE7bNwEDbW/IM8MUx+EjjTy+Wxn4x0hgRFFN1dU1IkVSNkVCzgiY+ntteh3wly92MeepFbyzLkLqZgBXvLKO4j98xS3vbOLzrUdweNTnW9m2zgNQr9x+PXXlZQCU79hGxe6dmu1uRwSfIFt1+DqgYGBnCjgfhz/+rtNzweuEf42Ap0dFIIGUSY4+kteiJKkE2cw/wQVvqH+xgdlnS4Vml5wjyxFE5bt2tmoJjR8VxCj9S0clmT/kdx3wMdt9qDm4amLPcMV3JGS2qun82Vsb8YYlvykYPFghRKUO5Ne8vyuqm/ZMNxFo8sm4CX/uOIVwAk/fgSNpqdNOqEPTYu0tHnSB34vfq1WOhCInMYZrJvYgNmAUL0sqaZRZ3Cv4OjEjS1Mg6HjRkSADOFR+CEkKV5FYQopOiDod6YVF2NdX0/jeXur+rdzTY4tSuO6k6MnKH900no9uGs+TlwYMECXQmWP4ur6FszeXYNimjNkMQBwCfaJIA0f3SsW5p5H6v6ueRUUxJrITYzh3RC75HxzQtG/0RZYoSUh8snMhe/q3EDMkrROSTOZPB44gtqr3RsJodfJ96qDMSLsBsN7r5tPGVgR75PszGkaZzOyv1pqaJwkOeujUcW3H78lisRAbG8vwzJNJrh3NgEIlTd4f4frvueeeTg3E+/TpQ2JCMgmNg4hxKtcnyJG/D4tFUTAJkvIJ5vdPZvC0PG56bjoTz1fu20fOG0xaIKghOH1sKlLUisuGWKjRQ41FJGVw5EIwvUapzFx8mvach83MZ9plfZl2WV/O+e2IoMLL1+Tm7iExnD3Jyo4E7bO4/4RsMnrEc/J1AzFbI5Mg5/xuBOfepa04arIqx/ZE8RFrR1tD52N1QSfy7p/W8uKvl5Dd4OC2ERYeHmbh6wIj2wqMbJ2TzuDSUg6HpB/nJJo5bXA2M/qlc+HIPHIClbLb1YPFxcXHHHC22faxfcetVFa+F1xXeeRdbLZdiKKJhISRiKIh8NdulaLu327hcmRf8zG9byjalWRGY2QvtV49/8joUZ9iCBEM9BkT/fcGMPGCXgyYnMOcmwcTl6ymtrfbvThtPlJSZoXvaF5DUvEyBg1Wvf+Op1Jonz59uO222yJuM7pTyCxO+EUSZNBNknWjG/9TyLKMIzCReOsPdwTXp/copu2bhchuN/h86l9gQuM0q1GIrGJtBbJQRPMBaZDU/Vf8Zz/2FnVQ3TEC3BF+n5ctC75Qj3VYjTz5POqAWupESQZgCTEEzegRTsy1dxA/JEI76f4Tsrn60YlkFIafS3bPROY+MZkRJxf+4OfUjR8RPA7Y9gE4m2DNs1C9TZkox2aEtxV+2d1p4eDU4ADPbDEQJzcDsDjxMlpXr8NrVE3zdXjIN25Ch5vy/Jm0bg4Yk69/KdhGNsZz3nOqP08/rx6TkAjARks/tgT2Wb6/jtvf20xLBK+UzvD6auW59fev91DR5OC5JQf416L9wb9fv7uZFSVKlbUvtlXx63c30//+BdQ3NvPZY3+jfPuW4LFScvMjvYUGH/z5DzRVKdFil91GiimCV1FbNSPnFALQo4ePWefFceG9ozut8iuICXy24Chv3nQIHPXQdkQhy0IQb7BxYcFWstrmQwiRg8cOL5+kLvc9Dfqfqf7FB9Rjr8yCqq3BZgavDQKEaGtD1/x6/ieQokwcOxr3+0NIopP/DoDNre573ojcLr3dECssGtmb3ycmceZ2Gy4h8v3qb1Y+O7elBr8Y3oe2U3iiICjEV+itESDQtujLAKgQGyhD+Q4SOlSUdtm07z/yNCXlVDQoJIEYUBYeS9Eej0udbI89V/UKu/qJ59EHFA62tVXUPr8Vb20UNWgnyPJHJiXWrl3LF198QVubqvLQ6Q2cf9/fOOuu+7n97U8QBAHnNuX37A8hBaydPLeH5ycxPD+JEQXK+wrA6qFTeOpQLXgkdAGFSI/AVMqAwObzRvCnCUVMSlJTye6Z3JOG13Yi2bz8WhdDQYqFayepATepg2KN+MiWDgcNDewvLeG7775D0AnRSTK/zJpmLQmfnRXHP88fwn2n9efZS0fw0hUjmT0gvB8TAre/HB9dkfKbmAbKpwwO/m0d1Zftnx0IazfOUKZZ7tWrV1gbAJ3OgE4yB7NlfB4tUV1YUNRpFT9BELj44ou5/Y5b6T+4g0eorNz3RlcyiQ1DmHvZrVx77a8A0JsE5j4+mVNujFzoJc4VUNk6fKTaAtkXMervqNesPIqHa8mSniPSmXh+L6Zd3pfL/zKOSx8cQ04f5f4Ze1YR48/tSf+J2fSfmE1avtonHippYEW6HlkQuGqsVeMJZ3t8I7NGpYe9VyjMVqV6Yvt79RqVEQye+z2d54W21oeTZKGE285llbTUOUnWCbhD2PavR1r5dGwsn8UG7l9ZxrCrGVC+E50o8PKVo3jkPFUJXVurBNhHjlQDZV1FReXb1NZ+yZ69f8Tna+PAgX+yd+99ABQU3EBMjKpoFgTl1xHf830EvXJ9F96rVD61Nbs7JQ4r9zZhb3azf30NuzesYtXqaVTXfA6AP1DdMjFxFERQZ6akTAYUlSDAGbcNJTm787RSnU5k6iV9KBykDbiYrYFUTRkcjXEkJo6JuL/ZfOzP0kgYMWJE2DpBFv+rxcp+bOhOt+xGN/6HWD3vXVbPe4c5t92FrUEte119528w71MGHdn/+AeW0WpZa9npYP1FtweXB08PT3VoRzQlWa/Sj9hfdA4AW787jKO+hVk3KZ1WQ6WaSjZk5qlsXaitkrpz6SLNcl15GUf27SG7d18ObVPLfR+NJNOHpFNm9IjnjNuGEp8aw66VRxBFgZi4H54k64jOIlsn2iOtGz8BzL8bNr2uXXfywzDqWnC3wcMhE2RbLd1QYTH5aQvMr7c+/RnEqdW9xse9zmDrV+xxTmVRy23s+nY/SVNXY13ycLBNaYOXGq/6jMjyi7j1ZkAhLR5//j3uv87B5R8qJEB8jIE/nRk5fawjmh0q8WEx6pj7xkZ2V7V2soeKz5dsonHdquDy7BtvZ+DUGcz7630cOoq6bNUH7zDn1t+x7dv5+OvzGJd6WNvAVsvo03owZFou5n+mwQpgYkDp5nGAUQ2LFw4ZSdnWDchSC35vKdBJiXt7yL3ZpHi8ybJM82svMialhFxLK9R/AK+shdsDyrHVz8IR9XlOcgcVbaji6o0z4fdlAOgkL7JfUcQtevlf9JswsdPP5H+GaEpEX4d+q50kyx8Ho5TJtae9yl2SmTOGZLOypJ4PNmoVdaE4r/ljeqUPJGtBBedvUNK92oTIhu6Ht7ZBgAuSYmzo7FpyoHB4Ki2lVSTIFvrH6FgtC8iCjNmRgSuQSnZAV0OMbGSHXrm/zLKB8xnHLqdq3m5r0l7nhAsvJ6N4EAtfVdK69IKJJGMGPk/n/XgoPE4HAgLD0meT5s9h5nW/Jq2gUONHtv7T5RzQ1TB9oY+iS8MnZZ3BbyJ4Aae5R/CFSTE0X7BAYYmbGhu5/Iorgu3zB2rTlEWzeh62tVW0fFHKnOk5QS+xnrYSSmIVZVk7Ly35/RzZonpnLR84DqG6FdNKNW3vj6hqIYNXYvYBByObRJqsJq48uz+9kq203x0X+g385ndq2qC/Rfv5lov1rNWXMUzMpaekVaCIySYIiOm+PrSCIUJORId92aijze9HFpSKnadgoH9hEkOz1Mn6zP4ZTOuTxp3/2UpJrY10BJZUtUAg1VGy6hGbIqsIJX8VxhDFyur96tg1W2yhSYqhUNdEuminoKCASy65BJfLRUJC5ICuxnJRlnn3obWa7eaYzseCyclq0HfWNQNoPGKn8YhCEiY1DMOnt2NypSMgkJ6fgNOlbPN6vRg7yVgYmp9IaVUjuiMOFo9Nx2EQKY9T76Fam4uZl/Vh2Mx80vJjaThiJynTgt6go/+E7GC7zipEt6Os2QmJ6vLaFB39Wv3EeRU1S+s3h7CMyECfEJ0sBJg9dwClm+voNTKDz57aAsAXT2/lhqenRg22NKytYoRFxzanH68MKTlWMosSyB+QQvlO1WfYIkKrIfoYWVehkjXtyrGOcAdS0OPijr3StM+n9tE7dtxKQ6PqWZeaMlXT1m5XCnboY/eSNuBTardeSEJaDAlpMbTUOdm3roaBk3PoiIZKG588rvbjuROfIja7nJ07b8du20djk9L3W609GTr0NdyuKnbvuTvYXq9Xrqs91vJ9Cn0JokDhkFRKN9fxwd82IOqvoedZayO2tVgsQb++rkCWZWy23VgsPWitk/j6+e30HT+IlKmZLPtqIy5LNbGx9RSfci9e05nAPcd9HT9l/HLpwW50438MR0szq+cpVUy+fekZzTbfITUFyJCViSEjPfhnLCzEa1AGOxm5pqjya4juA9L/8mma5ertIQP8EK+UtILCTq9BCERhqw8o5sE+jxp1NurDFVmhSEy3MPH8Xsy6dgCCIJDXL5mEtBjGnVXMmDO60xq78SNAR4IMIH2A8r8pDqb+QV2/92tFcdYNALKG9wi+3hZCkPUfamGwVSHe+8YsAaA6awy7b/6DZv8V29QJXbZPec4U+nT0sisT/4OWHjz1zJvBNmUNXY+m3vCWWi2sts0dJMim9Unj4tH5wb+5k3qE7bujRiU31iWO4K36NGRZZtqVc+k9ZgJXPPovbnzpbebc+jvueOdTrnvutWB7R4tyf9SUlrCuPkJww9mEIAiY9SGR/cZSqNgAf8uCb+4LTvxHnXFOsInX9knnF9xWo132eWj76A2SDt3FwMSQZ39zOfgCE+O2EFVZQh5hjuKhJFOU+z5iSumPBR0VY+1wa1PGgumWBnXS5w4oXVJSLYiiwB9O1aboF6aoZGaKUSKnqY6+nhE4Nqjfwy59OKlmtmdhdKsT/pQCMzOu7q9pU9KykQ9Mq6kQG5CQkAWlv7a2afvMdoIMwCV4qRQbmRinJQQcrSoJotPrySwegCAYSNYJTNWdyaycq9Bt7nrancfpJM1azMrkJt79/AMGTZ9FVk9V2SP7ZZYadlGha2DD4Sg+d1EgSRIeWfkuTvUMp++ZIxnqK9S0ORAw9I8GXaKaytT8cQmyV8K84DBPXjSUWTFVzKpbxLDmLQA8dHp/3r3/Lh6/5Ey+e/ax4H5ioxv97mYCHztWg0hxSJql7JNAFIhH4Hm7ifP6ZuKp1N5TDe/sxr65Fsf2OpoWlGm2bdEfpMXTwhLjTkpF7e9Wb1S/v/32w2zVa/dthySAR5IhEIi8rG8GxgBB5nA4WLduHXa7Hb1O5KmLh/HVbZNIjA0QUVH8wELR4tKOOWvrVJJskqGUC0xbGWNQxrBTpkzBZDJFJciAoCBHlpRUS2ebVr2o00Uex06ZMgVBEDjzzDPVQ4kCZ9w2NLis98VidmUgIHD1oxMxGHXoQzIsSkpKop7WbRcoQRexxQuSzNrswHXLMsgyNQ4vJouBjB7xiDqRtLy44wqmyj6JnS6tmuu1aanMmBbHo/1UkkVqi5763I6YWCMDJuVgjNEjtxOekkx9h3swFIU1dnKNIpMHp3Dz89O56D5FsTT1Uq0qL0YUaOmEJIttUM9v7mT1eSTLMg0NDUiShCtwnWZz5xVzAZzOcjZvvoKVKydRXfM5zoD3GKAhyABiY/sTDaYk5VkoiALFw5W078ZqG/v3/401a0/G51M/m3CfZvV6yw49S1ubomA3GlNJSZ5IZuZ5jBg6P9hGr08MXjOEd5vHijGnF6E3ikiSjM8TmbKRvLFce+10xo6zdepdHor6+kWsW386S5YOZP2XZTRVO1j9USmb32vDYlfGJlnZ+zDG1eE2vNzl4/7c0K0k60Y3/geQ/H5e/90tmuVQiCEPJKGDD0NdeRu+y+6EzS0k5kROPwjuGyVylDB+NKxUS6OL7sgTzMSM7IjrQamCWTx8FDuXLsIbiA55XeoEMj1uVKfnBjDkpOgquG5043+K3Z9HXh+TqL6e+nuYchc8lAg+J3x8I1zyXuT9fmEYeeFQtqxdrlknIJNYnEVTRTZJeiWte5DlSyZkvMauzBnBdl67jqq9jRAY906yGiAwjs2SYtkPVMTkUBGSXrFsn7ZSZEd8tvUIt767mTtm9GZNaeQ0wNtm9GZoXqJm3eTeaVz+b9VLaE+Tn2zAj8japNGs3VDBRWMKGJqXz+l3qtHWvhMU77rYJNVPrHzHNsq2bmLfmhVELG3oD6hKnCHn57HD4oDCbtVTnHt/Ix6nE6M5uj9PGEIJLwBXM74Vb0KkeauzSUnNDEmh1BSqaMfUu+H9y8JW5z73LMYX3sUjH0FvPPpE6H+GaOmWng7GzO1KMp2qZvEEKvsZAmkoSVYjH944jueWlHLL9J6kehuZ+KJSWXFq2acYddG/q3hrEhecfjkbv9vP4W02BARMznTcMbUcaNxIQo2MLakKOVBh0RXwrVuvP8BJXjVNTJBFDO4EvKbIPnASMgk6gbgEA22Bipv1h9vIH6Den+1eUEUmdTJmPNi1WZ7D4WD+t4uoSo/FJ/ip0jXjbXZhTFKv3e/0BOecDe5mAJqbm/H7/aSkRPfda2xs5Kmnngoup53ck9ixWUyqGMeWHWWatn6/P4xUKS0tRZIkREcr3xg3MtJbRKasjp3m5KfQb3ZfPt/1CROaVnPtrMHot33OjkABIzGEUDVubEAOUaRldchGlX2SZmYseyWa5mkrkDq31QdTPzvCE+JVt8qwl0J3GkL7vw4+Yft11Ri8eUFXuvRYI7U2Dz5JpsHrwxS4Z5JHqH5kH330ESUlJXz11VdcddVVFBYWAhATFyBj2it5djInfmtHOn8JWd5UrtxzvXR1DN+9jd39lQd30cGDFBUdPeDZTiy11DnwRUgNDFWKhWLatGlMmDABo1GrNLMmmJj7xGT2rqkmMd2Cwawjo0d8MFMgtP3+/fvp2VNRD27ZsoU9e/ZwzjnnYDQayctQi46I9S6k9Bhw+jBuagBRoGascm+/U9XA42U1vDm4B32tx/BcBnxNLuwbaliTrEdocpPb5udwbgwb2hwgwLx8I3+sAn+zG6mTiqOR0FyrjsfdUfbd/t3hduEqlpCAuyTLxCWbmXXtAL55WfHTtAgC1QYBocmN4JOR0gL2ChLciIW3W2pwA69ePUqjJFu7di3z56tEEtBp+mw7du26i+aW9QDs3Hl71Hbjxn6LGM1jEohPSub8e5RMGbPViCnhMN7UuZQHurUtW69h5AilwqO7g22DICq/Ob0+gcxMhYw16BPJzDgdgG9e3smBTbXMvvlVUvMs6HTKdbVP4b5voa/kbCtXPzoRV+D7Kzt8HnWN2mrZsuxn8xalQrjJmBo8z85w8KD6PDXFa8l4nT+G+KYB6G1lgJLR5HZXYzZHLuDyc8YvUkn2S2VEj4buz+W/h08f+6umPLrk1w5+hJDvQoxRo9L2Zjf/+dt69m5WBiXWxM5l6NGqtuljLZplnaAOTKZeMRdQ0i+MIQRdfJrWD2Hu0//GEIgG+dwummuq2bV8sXJ8y2wMeu17dKMbPylEIAAASOqgLgodBO37+oc7n58YTBYDBVaVuIrXVXNT5jkMWzkYp5QYXD85/mV0go9BseogevP+WbzcVyHNLBKcNlhNI4gRj88A/Df/2QLA49/ui9qmT0Z4CsjEnqnc07ONM6sU0nRfm4BbNLI6WfUHKa2NXvFKEAQu/vM/g8sf/u3+4OudbX21jTe9ofzvCCHJbLUa1ZMo6jBbYzWVMo+KQIplOzZ/vYNqZxSlb80OeG48VG6IvL0d/U7XLgdMuWMGDQr6WulN0YMs/3NES7d0RyPJ1AmkP6DQ0If0ryMKknn5ypEMzUvk/Xtu5fwjHzKlfhlZ7mpMonbibArxFhLLC/j0iS1UbLMjBBgkg1e9Dzdt2oTTVIXLUo3LohZ2aBOcbNWVBZdvevYk4luiV2zzCcr1nto3iYIBycSKYGvSqlfaSbKOI8GKu5dT/+Yu/HZvUJ2y5qP3+fetc/n3rXN54fYbePTRR9lfVobDrE5Waw9Uao7jsquT9jbJic/t5YknnuBf//oXblfktE5JkjQEGUBsmsLuJkwv4BKXNp331Vdf1VQ99Pl8vPHGG7z11lssKl9DtdjMF6ZNmn38bR56j53I/7N33uFxVGcX/81sX2nVuyxZLnLv3aa4Ukw1vbdQAqEG+AiEBEgCAUISIIQQCIRiQi+m2dgYXMC9d9myLFm9t9X23Znvj9nd2dHuyoJgStB5Hj3anblT986de88973lN1gQEoOTNZ9m9QjXD1qElbkLm5AAFwWGULhhWJftl/E3qdco+CV9dtKJSl25Gn6HUC6cks9Xhx6ETCFjVYVmCbOYl00o26g8iI3PQHk1WmyJ+LWvwXfSV7FUUYUHCK8GiC9+LSOXUSy+9RCA4QZsUVJKNbPZx2qZ2xI6eVUuX/3tj+G9VhTKD0V9sZdSePYzcvZup69YzacNGAp1HDmO3pSv9yD1f1rLnS7XOzJhyPAUFBRxzzDFxt+1OkIWXm/WMntWPghFp5AxM1pAVer2eIUOGALB79258Ph+SJLFo0SJKSkrYskVRGkf2n/XBazTs60Ds8iN2+ljhdOEIBLi9pIoqt5dLt0b7sh0JjX/fTtsXlWxOETFtbKZpXxu6am19CdWT5hf3UHP/WvXvd+uwf1UTa7cA+CJ8t5a/tC/87IYgBSR2vKtOluusyrP79uEmBq3cwXN7qimelM1Zd07gtKlZFJpEOvRg2tiMcWsLYr2TCW4RPqvhmc9K6QweryDFzKFDh/AGPYq7E2TQOyVZlyP+uzqEAQNuxWqNVnxHwpTcRFZ/5X1nTe+k33Ha9qSjYwsul6LsdQW9GpOzLFhsBow2hUBq2XUdGQl3kJFwB+m2a1n7di0Lf7OWsq2KlcHSp/2kpKg+a2El2bfAshjNepLSLSSlWxg99o84D91FwKfeP51RbW86OraFj7/ho0PsXRPbY9rrVUn6Q7v2Ra03edIRA+oxduy8Npy04KeEnxRJFkqN6nR+OyZ3/2sINWjxpM19+PZwaMtGzfdAt1TWOimSJFMbqoZybYcj0k/hvHsmMWRqNsddoJqjxlOSGW1aAksS1QHAxFPP5Lp/vMTUs87XDMSOueAyzTYGkxmDSTk3n8fNC7dcox5XsCAIfaRrH/6HMPs3cF8r4ZzikUiJMG6v2Rq9/ieKxEx1Jv7EFDVkKc+4t8ft/lp0Bf6g501uQGT0sfnkD1EGxuY43ZYJhSk97nNkXrRsKnKbCYUpWIzR7z5BEBgstlHgribR34VPFnmu/9VsSx4XLvPcwm10NcQPtc0sit2J/6J5HhXZ98CQk9WF7g6tkszRTI+yjt6gVRuGtv3DRzksxfHQW/tU9LLTHo9e1h0dSniVLjmZgEH53b2uI4cHfW8IKclm3KJd3rQfnj0etitWCKFwy/rDlbz1+19T02Jn9w7l3ulivF8PblY8Y3I8jYyx70EATN2UZLJORJCUd64gRde53KTBFBUMYsCAgcyePZu0wGCs9iJMLpVc8+FHinjHiqLIpBOLEQNahYbep/wWTYLSd3DvbyPP7WdukgHdPq2iUvIr+7OK0Cx0ssi4kSpRGUy597RQ94f1tL2tDFy3LP6A9oY62hvq8Eix/YXqK7UKxvpX1BBLp+Dh8DaVsGmtUutja2kD9mrl3A6XaOvuEH8uyekpyrWlmSm4fDyDA6p3V3V1NQ8++CAPPPAADzzwABvWqx4+NRG+kYJJh5BuREZGDnrMHX/pVTGvoyfcgPI+sIxSTLftn1ciRxjPy74AYtBfdV2X2s+zDE8n585JfI7AZ51+zOOyGPrQsWEyE6BFtCMJMrv0lezVVXNQF5391hjRNhhDXJ4MuioHggzJCORkKKGWVVXRJNuLL76oqPk6FDLgQIeb5a0OxK44SssgVh9oCv+5/GDEz/wdq0mcNJlRu/dQdPgwAtD457/0uB+A5IgMkHu/Ugf1J54yh6uvvrpXhEp3tLauoezQX5HjhFWfd955ADgcDh566CFef/318LqQbxbAsBylbks25XntF9Gk7fb7GLRardPV/p7vWXdI3gB1fj+vFhnxeNTf3bCvAyLq0OhBAd4oVI4vewLqn8tPx8eH6Pi0Iub+59+gevI52j2UbdOqrb3uACk6gdJEkYVFBhaavPyjspGbD9XgAu5rbKb8sU0kNTnR7W+jwwAPjFDbF+OONvauiq5T1ft38Morr/D+++/HvXZ9nKRikUhPj51JfNbMvRT1v4FRI59k4IBbYpaxJY4Mf/b7FVFBbe07VHecicHaHlW+qvolQE1oMmh8JuNOyMWQoHiyNR3M4I0/bOSNP2zk1d+uZ9eqmqiEB5HJAL4tJVl3CIIOk3AsNWtuQA7o8Dm0CtzqmoX4fJ00V3Wx+ZMKVry6ly5HGY5ufzIR9S2hm6pV8CPo3WEVHUBXVzSR9lPATyrcUqfTkZKSEs6uYbVav/UK/GOFJEk0NTVhtVp71Xj14ehhmC0dY6AMtymFpszxODd1IpqVhrumVDsQM0WQZFn9kzjhqpHUlanhFvGqdyTxBtAhpuPu8mFOVF7EtnSlwxeZFj4tVw1tOvXWuxAEAb1ReWFW7NAaVgs6G4Lw9ToMfejDDxpFx4AYZwLhio/hyWCH9OPb4OdBvwy/F/TffQKKHwoKjxvGngoli2S2Ib73SyT2SWdRblYbLl2KkZRsK2fcOp4XrlmEWa8dkI9MltjTceT5vu6DpftOG8ZlUwr428pylu6p5/qZg+Ju29nchABkeJvp0idGrS8x65j0l7X8ZXwRJ587HJ1Bez4Go4n5N93Bkr9rB4wBzHgHnAIde9SFjxRCPzVRC46muP5ZhUPHULl/Z9zzDqNFSzToRQ+SHIfAqu6mIJv3O5j0syMf4/BaMNoQEtIxe9rxEX3Pf1AIJR4YOBOKjoU9i2DHa0poqr0OFt0A4y4OK8laauvY1VTBXY+pXjiCy0/bu6UY8hOxTMqkubKCDx77Q9ShTLpuqmq9AEF10rwrR7LyhYrwqpyBScy8eCgZ/aaHl9WsWE+bw4mMTMZAEzV1VRjRkynZKNWpRFTBsFTEjUYknTLIt3YVIgp6ugxd7NfXMtk/CDNGsloU5UFCWTvNL+8Jc7C+klbm2fQYBFilr6BZtLPUuINr3GqWU+e2Rro8bbjtCul25p2/4cuV22h1dPO9AxwuVREjyzI7Ow5qRh0Ve1XlzWuL3uKyKy4j0WDlb/95BkEW+O39v6W1QumvW2Qjl3iOQzDpMKSppIplRDqzfCNjEkgAny3/LObyhpMMfLjsEybrBjEnoHhPjZ59Ip899/eY5WPhF5jIQ8RYaEMwxG6DvJX2sJeUM2Ly02fVs39DPV3tyrrMAqVd83pjP5cHdHUxl0tIhPQOGZ4AB0AhyWoVMcClg7MwppgpKyvj1Vdfjdq+urqapUuXUrm3GhgWtT4WTknbgN2uVfSmCw4Ka6pJvuJynBtUYtK1+8jec4kR5uadwcyjFlt8r11ZlrHbd2G1DggbpUeitXUt27YrCRwSE4eTnTU/qkxINBFCaamqqNq0aROzZs0C4IxxeZR8uh99pYMiv0B1h0qMCF4pWnXZ5qRfau+iKJqe2cEV06w0m0XEJi3hMswBJRFdhz8PNzOv3s+wS0eiC2aRbnxqG7IngH1lFeYRaZgKtergAWMymHfVCJa/qExKtdVrFWpet59kncAvx1uotoqAH8q0yqP2Lg/WDUrdW5JrwCPJ9ERZDslOZPNG5fffty8+sdKbsbccbKMtliJcrgoA0lKPQaczMWjQnT1uO378KzQ1fca+krvx+ZQx0b6SX0WVy825jLr6hXS0K+pBr0sZtxgtemwZbtraQZYFZF8aliQjfk8Anye2Ctll92IMKWlDz/pRoBiSsyyUbhrBgfefIn/8TgyD/qlZv2P7zTRVNzPs/BJ8jjQ2bOg5y3SIJJt0ShEFw1Mpq7sQn78Ge+1gTblYz9r/On5ybEhOjjLjFCLK+qBCFEUKCwv7iMPvAKaEBDyO2KbG/dcoMfilg8+jKXMcpYvjy6mN1uhHOLvIRlZ/G+ZEY9zfsvtyWRBpPlBHvwmFmuUZhf3JHzaShOQUcgYP4aQbbiMtrx95Q5TOVCjcsqNR7SCnJw3AoctEEGJ36vrQhx88Gropneb9TsluFwN2t486bxpDrvwEXjoV6nYq6pPOWnjmGBh3EZzy2Hdw0j88FE4uQvefcgJSL0TrN26C9MEMEwTafvMpoYlOQ5IymBF1IoIlAbOktl2Duw4y1tfKHsMUtla2s/5QC9MGqjOrsixzcOM6UgoGsK9OGypw+Jl7+dtTXVz95L+440StQXEkKnfvDCt/C13VVFiLYpZzi7BkbQ2N62oYWuRjxu2nIgcCODduBFHH0OnHRpFkgphIUmEm7Ovmz1IdoTR2NGmSqURi0vyzFZJMSODTK/+KTgfDTx1Nv7NPUAvJMnQGTeL1FvC70AsBZDnOe767J5ctJ3Y5gJu3wlMTlM+LblD+J+YwTBzJJsBo/B7VxPW74MNbYM69MHhe9PpQuKWoV9ZbMxSSrDuCJFlAFnm130XaXTS7cBysh02wetVC9m1dHb09YBTNVIiN+JEYLOUg6cSw4b7RpA7Ws/rbOOeuSVHbTz1zIMte2EPRqEymnT+BJ598Ej8SgeAQffRoxZvMYjNi9KbgNyq/YUJXEQUjU9kaJEk/MW7lHO80zb7d3dRkCTqlXtSL7eFlm5zrmWRVwosFBMS9PoyiGb/kI3/4SGo+iU1EdZU007W+loRJOUieADv1hzXrmw7Vhkchdoedf/zjH8ybOgsAWZDZ/8V2PtqohD1m6JJJv3IkhtwEBL22Pcm7bxpzH2zgc+PumOcRCx8u+0S5NkMZc4JhppGTggC3vvo+1ft2Y0m08c4re6lzaydJioO+gqlnK+p9+4poVU3rm/vDnwPA8k4fGXqByrcOagiW0bPy8fv94fDH7oj0KotEvq6Z9kAOA5FpkuuATGa2uFgT9PaaPimf2tpaFi5cGHN7UMiMJLF3kznD0/YzUdhPu0NrBJ9TV096Xi7JZ55BoKMDQa+n4Y9/RIrTz41EWn7ExEPwpnSfaIhEc8sX7Nx5HYmJI5g6Jdo7dNt2NeqhuXl5TJIM4PTTT+ejj6K3dzgcbNiwgalTp+KKUHRV12qvWQiRJX4JodOHnGpk3YFGzptaFPfcQ5BlGV+dg+YxCvEgdss226/VT8Du5aBNRE5V3g/NJgFTcUq4/55+2Qian1dISNfu5iiSDGDo1ByaquzsWF7F7tU1FI5MRxQFBFGgta6LJJ1AXXBS6oQ6H80mgW0W0Nc48fdL4B+DTfxmj5PFeXo+z9Yj+GJPfFwxvT+JZj3zR+WyatFuurqUe/XCCy9ElY1MtNATJEm5J/0Lr6Fk/28ASEmd2tMmYRgMKWRmzmNfCciyl/aOLTHLrXs1n6J50Gnfybr1JxCQHiVl4Co6DfeTm/NLaAdRSOD6vyvJh2RZ5h83rIh9vgH1iT5aSjKAQeOz2PxJBbJkILt/Lt2fsA77VxiDwnlDgtK+KwSX2n4FfDKBgAdR78aYqCgMR83Mx5wI+6qUCU1LhjqxmZ52/Ld+HT8G/ORIMkEQyM3NJSsrC5/v65kg/q/DaDQiij+pCNzvDQnJqXFJspBpv8eovPDyhqRgS1PnbhztHqpLFEWZwRT9CIs6kXPvju5oHwmu6jroRpKJoo4Lf/do+PuoWdrBRijcMjJNfHrSYByO/z6rSx/68L2hcq32+8QrY1ZoWZa54Nn17K3r5MMbpzNGEBXVT/kqePUcpdDG536yJJneqOOcu6cqYQgx+IcwhsyHTMUjxuX14w2oHfFkq5EKl4etnU42H59JQ50TGpT2JtfTgM/nJOQ8fPkLGznw0Hxc3gBPrzhIoO4QazdsZ0DKGryyNvtVol9pf9/6w6+57ukX457aR088Ev785/tu4E9L9vLOodgDWacApQGB8jIT9l88S609kZSOMtLa9zP9P49wwe8eZednSxAOV1NSH0BnHIktLxXKEmLuD4CDy2Mb5wMJOYriF9lHmXkcAI3vlnPRSQ7EhOA+A76IfPQZ0FGFQZQI9HaKW9+DwXJ6DPVdVz0TCxxsKhuHHPge1cQf3KgkH3j1HHgghpl9iCQTggMHU5xZ8mC4pSQLyN0MZnQRLEfDHnVAUTRuIhXb1UGZQWdhuVEZzPZzp9O0u4WQksxoVkkyfYxwX1AGRT97LA2DSYcjSE4EBAl/kEkOqWJSsq2kiYOQHQEMwSyZyRlWhmUOo6SkhDZR2+codQfoCioeBpt02IIEmRsvXtT+8Y40Bzv4AoCx/iIm+wdxVv9bcQccdLV04SeAThYJCNoB9CbdQQ4tbuCM1pOwBKKVQSX6aL+c5RtWhj+/+dWH4c9VUhOWYbEN3EWrgVFTxtF/fSZb9eVsj5P1MR58Hi8hbdqxF13BV6+/zKm33oXeYKBozHgAnr8uk1+9u5PdNarlxTh0GPolYshRnrXMG8bS9MyO7rsPQ5LBJYPDK2O06MOqlcETs9AbdbhcrrjbOgR3zOXj9DWkCG6GCS6+lJQJArmrHVDqc6JR5OWX/63Z5pZbbiEtLY2FCxdSVqao+RLoXWj0oY4ixh96Fsu2aAVr5j+fQdDrSf/ZVbhLSgDwHa5EliQEUaT04MO4XFWMGvkEYgQpZ7LoufQP03jviY9xtqQDQtwskS5XDTt3XgdAV5d2MkvJUqht1+rrFzF82COIYnT9mzBhAjabjddeU15OOTk51NcrisQlS5ZQXl7O4GHHxb0XtzkNrG3207S/jeouL77hyZTadHgqtO2NaNHTVNHBoYOtzDh3OKJJh+yV+MswtW0Vm5V32i1zBvO3Lw7y1UFF3WPTi+hOyKdNkvDPzNeQLubBKSQek0fXmloCESSbHJBpeWUP+gwLKacPYtD4LHYsr8LZ4eWdR7RK4WlpegIyCJ1ebhyUi94v88vFe6kKBNBVdvHR7FwSAibe6K/8XmJLtHdgqtXAz2cOIi9o1r8+wpQ/FOJrtVq5+uqre0zQ0R0hkkwUTQwd+gdaW1ZTWHB1r7cXBLWObdlyvmadLAuUf/p7vHY1hN3pPISkLyVr7NtIgod9Jf8HQEKimmBMEASGTsth//po5aqWJJPD5b9tZPRL5Oz/m4g1yUj5/uU4evHoTpn8CZaIREdPX/8Fiflb6XfMMxgSmjn556NISDZpfMdCXmf9C29i4MCbovb5U8BPjiQLQafT9Xlv9eF7Q2QYijU5JWziP2ncFIQdSqdFDoZ2jT+hkKLRGeHykiTzzC+UmQxR1zulWCwUVC2nJW0UAhKOhDzKD7iofuhjXIcqmPfYpRjTUo64D0OMDDUyR+/l0Ic+HDVUroc978Oc30BLMAxowPFwwh+0GS2BL0ubuPLFTdw6t5i9dcqg6cuDrYxJyIKuepUgC2HPIhi54Khfwg8RmYU9SPQX/FNR2kWgPSK71ICMBO4/fQRnbi2lweuHbBEyEzB/pgxCMr1NoFcHP96AxNI99fx8YcSscfIYdgT7rvmuGvSyn3RvK2KwnbI395wV02Sx4LZ3IgNZBYX8+bpCbqjpZN7fVjPQr6PMoLblG80+uoI8Smb7YMQEAWdCLrV5x5L9j/8w7OG7yR86guVn3oUx7wwArEkmmHWPQujUbos+gTgEGYAlOajAEPwMGShz4JBAZ0I/OtdvJGXubFh6L6yLCB8zJ0NHFXpBiq8k6w7dEbKQ5Y2POm+fR9m35I09sP9O0HWEaIFQuGUohNoUHUYLwMHPlWKxPDYjB6yiheIBUxlz/qlkDRrIq/f8EnuLUrdEvRmCpJOfAA01dgiOFU0RJFm89zmo1gqRYWLtNg+4ISFIiOr0IuNmF7HhA7VOpmRZGT56DiVB0sKJh4AgcWBgB+NnH0eSLQmv28/bD28mUy8wI1HPIV0D8arHDn0FNtnMsEA+Zl0CjSuVpBAWwUgX0b93i2jnxY3vkCOlhF2QrbIJp6AOts/xTGWfroa9+uq41z9C6jkTdsqpA7EMT2PKZ4mk1yaySV9GpxifdIpEc3sbSShJJqaceS6jZs0jIUXNfin7JQrL7Lx/0SSK/6yQhWdjwICALlEdiBvz4tQhYJczABY9OP0kZVq47A/TqdjZzPbPK5m2QCGb44VaAmH/uYsuuojFixfT0aG0gQZBoljfRIJkCdNDCf4AQjCRhtPVqfHYAkhJSQEUJdVLL71Ee3s7ggAnGvazzBdfVQvgCZhImn8yA//9iGa5YDZr+ny64DEAPKUHMRYPoLLyeQAaGz8lJ+cMzfbtzlcpnPsojTvOpXX/SeiNsSfsd+y8JubyQMDNmrXHxjQXdzoPkZgYfV2CIDBkyBAuuugiEhMTyc9XVHfPPfccACUlJfz2/Au49Y3tMY9ZkajnlXFFjN6yDgB9aSe7Rpmofk5LIOpkuGiGlfI8HW98WcGseYNwbmvg9SDxREBGtCvtw6XT+/O3L1TC3euXmJBkZW17F7fKdk7ap6oxdYLA+f0sFKBkvwzBfbAN9/422N9GyumDyCqyMWBsBi01XUiSjCwR/C9TbRMxbm5GbPdyIdp3oeCTwSexMiuCKuimJJs1NJN/XjoRcwSpabdH/wannXbaEQkyWQ7g8TRgNufR1rYeu11Rhur0CeRmnk2//It73L47xB7UkbJkxGtXVNJddaNIzFWOpc/7dVTZhIRizfd5V45g7uXDefOhTbTUqOrCmEqyo6Q7yR2kSMUS69NoifjZWvafSPrQZVHl171XjyDbg+emnJzPoYwrLenl2D3vAz9HlqMntiyW3Jgk808BP1mSrA99+D4hBTswZ975G5Kzc3jl/xSW3rpEDVsQs3PBqXR8IyGKAvOuHE5dWQcFw1L5ppg+Px/Hlx+y3noyDqD0oARYwTCCdY99wMyHrzjiPmKSZMF3aB9H1ocfNPxeaK+EjKDvwr9PUv4nZqsk2cizIG9c1KaXvaCEw/31MzX7ksPjh/7TFaKtO96+AkbGULP8VOCLQ5bESIIQIskyEk2suHMW+7pcCkEWgigw0GhgQNk68vx1NJi14YA3vRY/cYI14OTkpuW9Pu3GikN0NDYQMFlwDBzJE088wcVnXcnSR7ZwExaMMpTpJT5KcBMQxDBBBtAhyqRGhIZ+3jaFtPc/wTYgn3WJuewwe5npNijJVWw5cN1K2PcxvHlJzyd1eJ1SzwCDMXj/ZIldW59ElkX0lum0VI8kZdc7WoIMwKSok/XC11CSZQzpef0pf4bn52oW2R0KaePHzrZPP2L8yafH2vLowh4R7n94XfR6b1BVJQa7wcY4BEcwy+eY1HoEl6RRk1Ukwj57NWlSIsNTppNBPrzlwPpICgPGT2TnciWrm6A3AcoAxSkHOJCg+h+lZKnHba7WhnPFQqRnbJlbsWJISlLDrEYdn8+O5VW4Hcpz1H9UOuYk9ZyX5OzBIpqoramnemkjN954Y3jQ1OSX2ecKUJeonIexuQ7JYMSfrB3cfmUoYVAgGwN6HPubwAhGgzH+c442fDOSIMtKzWD0rfMZ1uJi71OPxthSwYKfXxB3HYBgEDEPTSMr3YL580QCO2RWGhWvv8m+QWwyaDMPCoJAgmihK+DEF0FOCYKgIcgA7Cur6FxeiWNTPW9cN41/LtzOlS7ldxATI7KeIuOUZKzdEjocdAeo1omcdPVIdq6sZsbZyjunaEwGRWPUCdAQ8RUPOp2O4uJibrvtNt577z127VL9vjpFF4ZgqOY2Qa1TTU1a24tJ48Yhd3YSQNGaXTd7NocvuJDVxx+HlCswyFFLRmcbG3JHEg/6zGzEiMznsWDIUdtlf2MD9FfPqbHpU0AmK2t+mMg4WKb89llj36F1/0m4OqMJQ4+nCUecjIcOR6mGIBNFI5Kk7MNu3xuTJAth6FB1XV5eHieeeCLLlilEw+5dO/nnpRO4/lXlvfLQWaMISDL3fbCHT3bV8cku9f4KfpkVWXqOOUE7MWTxy7j0Sp24UGfnkg928JpNAkFAbHCh36/+7hkJJgw6AV8E4VKzvg4xVU9HtoW36rW+xK8D/7GJDI/IVCtF3Ds5IKHTiZwSYeKvrpP507PrEaqV8lk2E412LaEq+CTqE4J13C9hCJ5rklnPiSNz+O2pIzQEWUtLS8x6HCLyu6O6+j9YLP1obFpKbe2bAAwp/i0HSlVvR/M3zJIsCHoUZWH0BEdu7klkX1DMl2+WUrfpCorP+L+4+0lIGBy1TBAFzr17ImVbGvn8lRJkSUaSvhslWSSyCnM4HEGS2SsnhUkyR8NwErL30VY6m4ZtHYD2dwmRZAAtzj+xYuWTjBnzXNQxDIZvPs78saOPJOtDH74HyEGSzJqcjKErIgSiowMZgdq8Y+jymgA5iiQDGDotl6HTcv+rc8i86UYyb7qR7ddGewY0t/Vu+iMUbhkJ9eXwX51eH/pwdPHmpVC6FC56A4ZGeJZ01kCboo4gbaBmkz21Haw6EFt51On2waC5sUmynzrssdOQY4g2OG4PZkRMsSod830OpfM/NTmBdIOexc0d9E9KYHzCJDwdm/AI2hnOyMFFd5gl7SBeJtiFluWYndlPXl+IJzOP5qQMXpu5gGSnnZGfrkKWbWHz4t+cruf8QdO5+PkNmm0bdTIyEumSgBwkpDZ9UsGwrO38u3AcEGCLOYAmN9fw0+KeexgvnhwOHzRZreQMKqa+rDSoTpbwe3Zg2rsWyldGb2tUBip6UULqjU8cxA6pjERiVtQiS7oVgmO5L1589rsnyTq6KZJePDl2OVCVZPFIsiAOdGYgd1O3uPCyxrAfQRa4RD42vFzyBphy5rlU7t5BZ30jaQkFgBI+9aFlvWYfJpOR8ScWsm1ZJdPO1LY3saDT6RAEIfyeBcjOzg5/NicYuOR302iqtiMIAinZVk3Ztva20E9DU1NT2DtIEr3IyJT4BDplpU8ielyYmmpI9Nhp1lvwpanHedm8ijQpkXH+IkBRuCV4TTiCBJhOFJkxeTpfblgTdQ0phmzafQ3YbDbOvuBcZfv0+KTLMUmjMeZrfx+X3ctnL+5l+Ixciiep56XPsJB2wVCGFRpYuXQPZtnABNtQtrnL8QdDXH92+VVYbFZe/9dCCIDf13NYsCvo2+ZvdDG63c9fivNw7VR+z4TgsesPdfDun7ZgE8EiCugEmJKgDLEOeCSyhyZTODKdwpHx1TR1dQrhotfr8cfIlJiWlha2RAlNtEbCFEyW1BJQ62nJfsU8PSkpicvz82m659cciOFxqPMHEAWZW8s/pPjgQeYv+HPc8zT1L4q7LhJJp5xC5+LFONasxTRGbeubmpbS1LQUj6eB/v2vi7lt5BnKskx1zUIOHPhdVLm2to2kpk6ho0M7OXL8cVvZt+9uGho/pqV1NRkZczAYojMcx8KUKVNYt24ddrud999/n5tv/SVDs22kWA1cPKWQHdXxyUzB4UdO1L6TQgRZCP9JCr15wLhd9QQURGUS/O75w/nDx2ooacPhToyHwT07h58PyiHToNSrBw8p9eWSGQksXdFF0vo6hG7Hkj0BBGvstl5y+9mVpCMUJb3izllYjTqe/LyUJ5YrRL5xfROeObkgCOhqnQhuhYgdmmPjz+eN1exv1apVrFgR26/LaIxWddnte9l/4L6o5ZEEGYDZ/E1JMgFRNCFFvPePmfEVra1fkpExl9agp3PAnULjzrPJGvNezP3YEkfEXK436Bg6LZeNn1TQ2eRCDpJksiyHK/DRHgeZLdo67e3KYv87/8CcfghX8yCQlWscf0IhRotKZu5aVYOzWzWWJA/bt0eLI4ymjKhlPxX0kWR96MP3gFAHp33hq7S9/R6MVQYiOkmiOn8mpcXnQTAdu6g/uq1sssVLTbdJO6//m5NkZr3SaAtiH0vWhx8wSpcq/9c/oyXJZCkcqmXXZ/CfVWUsGJePXidw8b820OGK7WV5oKELZs852mf944Q76ONjTFQyJa79m/LdED0wbg0abKQGSTK7X+mUpxn0JOmVTp7bIIS9pLI8jegkPwFR252ZNySN5Qe0puTZacmgZHQn6d7HeLC2nQVLX6P+4AEMJhMZhUXhsn6fjyUp/WgqHEMgSKR0WG1s8FWTiqoUSD9xFjNi9IQ/TFCu47lThlH6mhIi0+DLoLHSBv16uFcLnlFM8IeeCn4XlH0Rt6ggilz84F9wO7rwOBy8cOu1IHWSIW6MvUHQhH6wrZmSTm12OgxW8CkZ8Tj7edj2Coy58Mi9/OQCsOUqyi2dEQJeTObvObNxfURGvfRoFYBmXbZieo8ogiEBfN28QtMGQWsZn9tHhEMkQ7DZFYJJFmS6BDdmWRkI+ptcJOfncPWT/6JtXxW7FmoJ1EgIgsC0MwcyaEIWWf2PnD1MEAT0er3GUzeSJAMwJxooiPDv6knN8Oc/B8mQaK4TMRgue+EDj/LKXTfj6mzFWTQ8vL5V7ApnlTSajJyTewIrDqxjWtF4hl4xDb1eH5Mk09UMIMmQzrW3nKHxW51rm8jndiVUOtWXRptBeX6zx/bXbH9wSyPrPtpEZ72Jqr2tGpIshNTcdC7wzMAkG8j93RSuXZ7K26s/ZIpuCIUDlf2FCSef0sbIsox7fxvGfomaMEo5IsSs7a0D6LMVwsc2qwBTkdLfWfyMEmJnl8AuKbT4bleARp+ET4a03B58B4MIkWSjRo1i+/btUesjFYOOGJ62aYIzallbaxNmAU466STc/3o+bhIQXdCjzzJnNhyMn4l4YHIF+syeQzLD53vKfDoXL6Zr5Uqaz4ieXKo4/M8wSRap/Op3/OMkpaaza/eb6PU2TMYsyiueinmMrdsuYuiQ33Og9PfhZePG/hudzkJa2jE0NH5MQ8OHNDR8yOxZexHFI4SPo5CU11xzDY8//jgAne2tLP2lalw+riCFh88ezT3vRWfufK6oH7OHqw/Tgs0H2O2K9vGKBV2wz3z1sQM4ZnA6Jz/xpWa94JW4f1AeYvB5dgQkHj+sJM16v5+BaxYpv1vSvEI8ohLmGejyIVpjh8pJTh+7gslVzAYdVqNCwN82b0iYJBP8suJDJsn07wgQmu6aPzL6mdu2LYZdQBCWGMpDn//I6nqTMRuDIbYXYW+g1CulHZsy5RPM5lzy8hR/spyBiln97lU1xI0vB1JTYydtUo8RtBcIhEgydd3RVpJ1zzgpBUwg6XE1DeXC307B4/SDAHmDUzTlkrOsLHt+D/WbLyVnUnTW2xASE0eQnDT+aJz6jwJ9JFkf+vA9IKQks3/0MUnAuIYOvH4viMkKQRYBne7oJlNIyE0FbdIpZEEXu3A36LuFW444fg5lu4qAPiXZ/xrcfjf3r72f2YWzObmoB2XGjw7dBg1eJ7jbAXjgi3reLfHwyJISJvZPpcPlo3+6lakD0th8uI1DTepAZWN5K7u7RjAqayQ0KmE+hD7rew5N+Z+HL+gNlJit+GKFYIgeON70mtLRzk1W7ll7cACbqBfDJJnHIBDK1GSRPPys6hW2JI9na4rSmTMHXOR+/nfEfhcgRbRlg4cVc8YZv8bV2cmJLR4wWVg85xwKfnMHXQlJYDCSmKGQR3V2B6vPilY5bDcamR387Nc5qa2tJT8/nx33ncj0Rz5nwfh8XttQGS6/odODWZCxygIuSyY1ugBEmGRLkhzuZAMw7mIYe5HSgJav7pEkA4Uos9iSsNiSMBpS8fraCMhx3hnBEMNkgztkD0WdlEfqbZ9jfudi1VtszHnKX28gCHDTJtj5JphT4N2rMcqdR9zsqOL1C9XPN8fOahYT3QkyWQa/MsD6KnlaVHFrlxOC40+X4MMnBzCgo/GpbVhGpqNLM6PPsuIWool1QdIxf/QUQEm2k10UnZmu/b33MRb0wzp5crfT0rZZphi2B91x7rnn8s477xyxXPj8AjKiR3lubRkZXPbIk5Rv38yB+ib2Vaj1u1KnKKqsaTYGXDSB7B0FmIeloQuGhR43fCpf7lNJQr0vEVEyYvJkYG9xa0iyUeccj/3xRKq9Ml5ZJr3fTrr8TgZOUEmZ1loHG1f9lbzj38ZWPYGatTfEPH9j/yQKzhyFIUtpY7LnFXP95JsQzWp7oAu2Df4g4eje00LLq/sQE/RkXDkqXM7fqCWf/A3Kd32W0kZ1dHRgNx1G7MpElA2Mmd2PnSuqKfOo5FrOwCOrmELEV3fSM4TI39npjCbE8nWdLBB24e8/hY9Lld8u5L1oNBrx1SkUR+7DD5N8RoS6UxAo/fhjDm/dimnSJBoWfRC17+Ep9QxN38LcwtUIQmzCqjuMAwYA4K2ooL4+OkzS7+9gX8m9GA2pYYIMIDFnLxLQGMdWcPKk99mz9/9wOhVSKFKNNH3acqxW5bhJSVql05q1s5g65RM8ngZ277mFjPTZFBdHe1ABJCcnU1xcTGlpKfX19QwIXksIF00p5MxxeYy4bykTClPol2rlwx211LQ6SdSrdeyC/Ax2H6xBaPUgtnoIDLKFO8f6Um07KUf09YflJPHxzcfy2NL9YfX6dTnpYYIM4I6iHN6qb6XG4+NQorptW62d045PoL9T4o0NdaScHlsN7Hb6aPb4MQCj+iVrCJ1b5xbz5OcKUaarc6GrdYYJssnJDto3fYhz4s+xWCz4/X727t1Le3u7Zv9nn302772nqLMiCd4QBHoe2xQX/4aszJP/K6LJYEjB71fuszEG2TbzoqHMvGgoq94W8PNuzH3odNFigEiEvCSlYMIhTft8lMdB3UnfrIJUZl82nIx+PSujDSaljrYfmsmx543i0OH7w4kSIjFu3IsIR8tY7UeAPpKsD334HiB3k8rndziQXS6q82dGlT3aSjJrijWKJBNCmb+OgO5KMkuSmj2lz7j/fwuvlbzG4vLFLC5fzJCUIWRZs0g8QojSDxaVESFP5asVYiyErlDWIoH3S1yE3Ka3HFaClO6ZP5yTR+XgD0ic9tRXeBx2yoNWKKc99RUVd78JTwQHWMfdDu9erSiCAn7Q/URfuSGFksEKg2bDF8FwigStjN/hURVIOlHgkNPDw+WKuiLdoCchOIioKzQj71D2KQkCPouJQc7yMElW7DhIir+DqyoX8kL/K9V9Gg0UjJmAzmiCVUoWOp/RzIqZC9gyvHcZgWtSLDRnrsPWWUxNTjmP/mc/D15/LclJSez9vUIe56dYeGzpfgBe+KqcfgUmLqwEAYEN3VRWHr+EpXtWw1DbWXSckvnT2wUVWlVBLOgTUvG2t6ELqgMYcSbsjRjwHncHvHERmWYnp+Qr55c7ZCSk5UFKYezEAb2ByQaTr4F2JcmAQbKjBrP+iCH5w8RivT465MQjq8/zYbGRpcbtFAYyONE3FteeFrWcTkuSpSdlMejTAyS+dRuB+ZvRJSpEjixL7NhxNaLOzGD5F9T9WhnADy/Zp9k+VijekTBq1CjWrVtHTU1NeNlNN91Eeno6giDwxE0f0p6hhqwZuvwIwcGeKOpIycll/Mmnk3b4MPtejM4Gm5aVjqAXSZioJXiGTR/N+gNbsbpzSTRl4m5VFVpet/Y6Dh/soNwTtGtAYMEFl7JteSWHtncwZrYNt8PH67/fwKDTFO9WW7+tCDovXpcfnV5E1AvhfocgCCRO04Zp6ZO1A0oxqB7p2tEIF4Bzt0L4SQ4/jU9vP8IdBX2K0v95/PHHQQ/G5HamjZjLcRcMYdqCQez4vJINHyqh+3lDUo64v0DQUyyW6gaguloNI+5uxh9CiuimOM8YQZIpfU33oUPodyhqN11KMkK3xGUhr7uysjIOz5lN9xwMg/vv5PTspUe8hkjoYhAj3VFb+4bme//+12MyKX5mBw48EFV+wvjXSEoaw/hxL7JmrTbzZErK1DBBBkT5kHm9jXz5lUo4VzoPxSXJAAYMGEBpaSlbtmxh+vRoNZHVqKfsj6cgyzJ/X6EQdjuq2nH71P7zxVmp/PZANaZNSt3KRuTEYVnssMC+QzWa/fkN2vZyVH4yL/9sCqc99SW7azqZZdP2t/SiwIPF+Vy1u4LqiJDKFS122gostJlE7EtrST5lAEKMyfa2Li9Cu0JOTipM0ay7bV4xr2+tprHNhdikTYBhcdbT6engT3/6U1TodwgzZsxgzJgx5OTkYDQaw6rNEMrK/kx1zeuaZUm2MaSkTsHnbSU9Yw7ZWfP5b2GzjcLlUkh9gyElbjmjvoD9n/yRgMeGaHAy69JCau0/IzNjbtxtQghFzYQ9yaTodd8Vzr17Uq/GXqk5avhz/wHn0X/AeXz+RTSZquuF8vJ/GT/RHnsf+vD9IhD0AQl1QuVg6m+jJ1p+bIiTFv7bgjVdffHq/U78eitu2cRX75RSX9ZBzqBkjj23OOa2BrO2AdVFGHEHjjBL1IcfFxqd6rTumR+cCcCiMxcxKOUInkU/RKzqZhAdCv8D6Awa8VrTkNzRdTjTZqS5uZnPPvuMZxZM56UXX6IctePtTczH+KvD4O5QyIMQXG2QmBm1v2+Mriao36nst7MGjrn129v314UUUL2dYiGkJDNYIH8iVectYdn6rcz2pxPpwuSIMOhPthiYu6kk/P38nDTWtivtZnmCQMNQC6kb4KN5F3Bg0CheKs5j0TOb8QVkfnbl+Zw07AZkSeKFR9aG97Fv1zYW61soHTkxvEyAMEGmkwLhNhnA6Pfj7DYRUJ+cRkDnpyN1L/+ZtgCAi2vqmBYxILxx9mC2V7Xz2V4lFKa604O70Ial0k92QNRkxHT7Aqw71MzQnCTyU7oNjgUBLg4OIt+5Gna/02P4oNFixtkuYwr6QgWO/S26QXNg7d8V771uWVoB0Afb8Pl/Uu7G5Kvj7v+ISFQIEhE/41Lr2N72zbxkfjAIeMMkmV8Sw9kZpSQDYqePIlEN5y3RKzqLSl0zAZ+ELuL95xa0fgZDh/an4DlFjRNobwuTZE5nBS2tqwHo5zwxXD7SMy8QwxRblmX27vs/RMHA8OEPx72cSZMmhUmyBQsWkJGhEn8GfyKZ9cfTlKMcX+eOPVFWWFjIrFmzaGlp0RjHp6bGNnfOL+zHhKwzOLStCS9oegXr3i/TJCvYulQ7W1e6vpnKHR1U7ujAZfeyeUkZCbl7MFjbw2X6Hft3Dmwcxbr3yzBZDZx/72TMCbHDy7pDcARABxIS7YvLcW3XhgTqUpVnQw7IGjP0EPRZFo03mNfcTHpQwWEw6Zg4vwh7qwdzgoGE5CMPNkMkWWRyhkh0dqrKo8hw2+4YmKLj7vnD+Grl5+hD7dl7qlemIYZSLTlZUbodPnw4ah2AXlTbZhkpZpnuCGW4lPWyEs4myIwe9TS7dt8Y/9wH3BJWx3QnyQoLriY1dSoQ26eqsOCqXp1XbzF27FiWLVtGc3MzPp8vnFk20pRdCZEUmDU0iyeWl7Jkdz1Ldn+q2U+CXiT0NLWWdSCkJ9MZw9tUjuE/DJAUzIB71UubmDtMDeUURYE5ExRv4kqryGGrgCwIOCKTUQoguQPoEtR9y7JMx5IKqstbw1k1x/RL0RxTEATmj8jm5TUVSpbLyOuJaM+6E2R6vZ7LL7+c/HxlwjwrKzqO2+/vouLwM1HLBw2+i7QjhDZ+XdgSR9DYuBjoOdulLc2Mz6H0zyS/Gat1MMeOWYtOd+QoAF1YSRbhSRbEd6EVMDnvwWN9OHi83h0wOdPKgtvHa9qlzMyTaGrSEuGCEP+e/RTQR5L1oQ/fAwIeD+h1UfPscgxZa0gWe7SQlJcCtCvHwocfcBrT2LFcUQU0lHcy4cT+WJO0M8B7l5aQbuuWjauzE4J+PZ7A0T3vPnx3cPldrKxaGbX8xs9v5NNzPo1a/n3hXzv/xfO7nscvqR36DEsGL578InmJeSDLNLtbyOgewlYV4RnUrChscLYQCzazgRdf/CcOh4P9+/cjCDBKV8fugNJZ/aKkkZNH5aiEhKADOaCoyb4tuDvhn8dAV4O67MAyxZj9ojcUf6XvClWb4KVT4Pj/g5l3xS4TSZIB137mp6R+AM88u57Nv5kXLvbYp/vDn+ulAK7gzKxVJzIi0UKmUc9vSpVBfk2GgTQxmQODFNXeyy12nrtsEp1uH2eMzUMQBNrffRdQSa6W9BS27z/Ac6kqNecyquv/mCCzYLg6IWAwGNhq93Hu3nIKmnzUpwq4jGbenjSbiYfVc11TU8e04VrVwtXHDgiTZAB/77STYRNwCNpBxYc7arn/QyU89+BD89HHC68fcpJCkkWodbsjPT8FZ0MAIXiMyhvvoOi9DxAmXhl3G2zBBDC2HDj/5ajVaw8289rGSqQYaoEJhalcc1wEzalX3xFzc8p+/CSZ1wmSMoi0eTrAkkcg04xvdCo/39SE7I2dxKNLcJMsqzP1JTpt4gpDBAnS8d57mEeOxDp1Kv6ASoK4SnaGP8seD4JZqaft77/PyN272TNKDQfs7NxGfb1CggiCjmHDHox5XuPHj2f06NE0NTWRE5F9MBJJbSPJn6CnpmxtjJxwyiBs1qxZABqSLJQh0OPys2VxBcWTs8kstCEFJA5tU++TKfUwOcMPUbVxGq21sOGDQzHPA6DukHo/Ni+uIG3ocrLGakNGE7L3seqNEpBFvO4Ay17Ywxm3jIu5v+bqLla/sZ+pZwwkf0gqhmQzdClZKbtWV0eVz/3VlPDn6ru1Sk5DbgK6RGOUN5g7mGHR6/ViNBqZfemwuNcXCYfDQWurQrrGI8kmR4TdnnHGGbzxxhsxy8myzFXT+lG/Qql3p512GrbHnyD0BtLHIC7S0nr2fepHVeQBeiwbgmAwYBoxnK7WvSDI6HSJZGaexPhxC9m2/bKo8gZDWo+eYUVFv+h+BCLtEszm+G0jKEqlrKyTMRjS2Fdyd5SfU3dYreozvGvXLiZMmEBHRwevv/46oihyzTXXhBVS4wpS+PnMgTy7Kro+B/xaUvH1jZVRZQCSRZnHHnuMq6++WvN72Mxqffi8RBuD+tneBgyZJhxDkznnOIWgvXOfKgN06gVkTwAiiGNfnYOu1dU0JYsIXUr7Njw3WvWXmRCbIEkUognjEGbOnElhYWHc9UBUhtLs7DMYPPhXmE2x26T/BtnZZ1B26M/YbKN6LDd8Rh6rXlfPy2DWYTAcWQkJEUoy/3fvSQaQV3Am65YdxtuZB1/DFjd/iHZiY8TwxzhsHUhn5y5a274CQBR7N+Hwv4o+kqwPffg+EAoJ6NbZkGOoMY42SZY8pB8hkixdqqeaaO8Mj91JxSfr2bmqlplXjaO+zcTaJY3Icrewj4jMcu6u79m8uQ/fGv629W/UdNVELa/pqsEv+dGLP4xXyYt7XsTp13q11DpqWVqxlKvMBUivX0y5AaICpxJ73zmT7c1RA6MJ+hrazDnUOATe3lylkGQE/aZMNsXjzOeOsbdviM9+qyXIAA4rnRqa9kH2SOWzu1MpO/p8KDrm2zt+JD65XVHcrHioB5IseL+C2RXLmhRyvblLGzL09hZ1oDp2ZCaLqpVrHKwXWLZsGa2trcxPyGBJYgZLCgzsXqAOmvZ0uZg9VqtqrP/Dg3CyQhiIepkNY8cR30IdRmdnhBUVIQxt7uSWD9tJsXfwn1kGyvLzaEtIYvkIdcD6eXUD47/4gpkzZ6ILhjFNG5jOl3fNprzZwVUvbSIgyTTrogeXK/erg57mLi85yXH8T3TBzmr5KnC1x1SF6fQipqDiIyDrce87gL+pCUOMQXEYCT2rGx/9tCRuNrfFu+o5Y1weWbaePVt+tOhQiYF6ndJqBPpZwSBiNtvxxBHzdAquMEnmxENA0A6STRGhbs3/UBQVtpNPxvybM8LLnXu2hz9LdjtikCQLtLUzavceDUnm8agkVE3t63FJMlAImNzcGJmxg3yDyZPOjCnjeGf5mpgkWSxkpWeGn5tNn5RTfuAd9m7K5ZpHrqRsm5ZI7D/zX4jGBoalgtx+sWbdvjWKilcQlIFmW522nc0Y+WHM46cM+BK9tZXWAydQtRfcXT7MidGDu89f3ktzVReL/rqNG/85B1OODQ7WIQlHVkZl3zmJzuWH8Te78FV3kXRyEQAtLdrJlA5XExs2bODTTz/lrLPOYsyYMQCUlJSwaNEizjnnHIqLtcp8p9PJY489Fv6u08Xu8x1zjNqGDxs2jNtvv52//vWvUeUkSWL58uXh76llZQSam8PfxRjhnEciyXSae9Q7JRmAaeAgOiRlEsBsViYv0tJmMHdOGa2ta0hMHIrH00infRd5uefH3c/M47fHILXUGpqQMASbLToLYWHhtTQ1LmXixDcwmRQFndutkIexPJgiEUlwhEiyxYsXU1+vWDLY7XbN++Ke+cO5dW4xAUk9rwufW8+e2t55NNo6mnEYHDz//PPcdddd1NbWkpGRgc2s1uVb5gymX6rSttzz/i4CkoyuyYOuqRH3SQpJWGIT0e9rR7boqbUIDPWqqtCAw0fLy3uQgApRQpBA0An0T4vONJ1i1ZJkc4dlMa2fhZqvNkWVPf/88xkxInYWyO6wd5VovufmLDgqBBmAxZLPscesPSIhqjOIzL5sGCsWKuf2dcZdobampbaLgeMzaalVxQPfhZJswJgM2uuvIT3/v7M/0esTGDToTrocpWzYoFhH/JT9yKCPJOtDH74XhBKpdG8/QybTol4Iz0roDEe3kTJkZTFj16NUpUxi/MxM6ko9BHTa2Tz7oTpWrPIDWex8Zyu6jEwU42ztiySSM3O7e9vF7sMPHe8ciG/4XG2vpii56Ls7mTiQZRln0PvqP6f8hyxrFosOLuLp7U+zoW4DV1W8ihjwMDkyimjmr5TQyx2vRe3veb/WD+PlKyex9bN3ef3V6A6iKMgMpJEastkc9C6rbXdx6t++ZJXOQBKovlz/Dao2Ksqfhj3xy8jBAYzHDn8drvhZbXkJ7m0Aw9EgMyKe8/IvYcBx0UUilGSSJDO+IJWNFYpqosvjp7HTzcBMbQcvKWIWO2f3FtbWVgBgzxsAxQphUZWlGv83eqNJ+ZakIRzvkNlp9FJ/XMERr2RMQXTayc7KRrLdEpMSzRxOsFIWY7ut/Yfy5KHd5PcrY+iQIeHlBWlWCtKsrL5rNodbHOFbZTMbuPLFjbQ4vOyvt6vXYHfHJ8kiieitr8Axt0QVGX7sLAz7lGfVEUimIXMi/auqjkCSpeMLSBhiKNhkWQ4TZD+fOVATDvrE8lJaHV6q21z/OyRZ9+yWDbsBCMgCzUaFTJSDgye/K1p5FEL7IJmCUpCRccVQXRhikCCdy5ew/wyVBPJUloXfri3PP0/2Pfcon599FoCJmzazZfIkzjzzTNye7eq+DbHDHo8Ei82IKxhSGKka7w0MZqV8Q8Mn2N27yJv2fHDNlXRo/IxkRKNCfCflH2Ti6cM1+8nol8ju1bUcc+5gPn5qR9RxnI1DScxT1GtW60CcTkW1E8rOZkqqo2btL6gv76BodAwPOYe2jdAblWdKikH66NLVOi1JEl/tWk/O2ByGDRmHv9WFIVMhFVauXKnZTjTAunXrkGWZ9957j9GjRyMIQlj19dZbb3Hvvfdqtnn66ae1x45DknVXmEUqnSIhSRIVFRXh7x0PP4LFrU7ShFSJkYgXLhveJqKdj+VBFQuyLOO3BXDMUl663Y3T09IU0s9ozIhJcIXLpR57RJJj8qRFMZcXD76b4sF3a5aFwu4kyYvP196jV9XgwYM5ePAgCQnKu6atrS28zuFwRE2qWI3a3+icCf3YU7u3x3MPoSWQAAaFNH3vvffYuXMnI0eOpLZdfXfdNKcYYzAss8Pl46HF+6L2s0UMoK9U2rE/TsthpkfN3tr4t63Yu7xcdFwCtR4fpo1gsui1yWOCSOmWFfOGWYNIlzt4+SttuZkzZ4aVpL1BR7s2mUp6erQX87eJEDl6JAyZnB0myUyW3iuocgclc3hXC+3BBB+lm9QJzO9CSSYIAhNO6n/kgr1EYkIxw4b9EeM3fJf8L+GnTRH2oQ/fE+Swkky73HTxNQDkF6cwdk4B0xYM/E4a2VHvvcL0U/PJu/5nmKTowfxH/6kLfw74JPaXK504QRAQIsKZqnfUq+WSojupffhxYk6hquHu5/Px+Qn/xqRTOpq1jtp4m32n8Ek+ArLSGSxKLiInIYdj848F4EDbAbyd3ZRwZ/5DCTGLgwf9ajjIS1dNRmjcT0dLIwaDIease65fuQ8dLh/bq9qZ8cgXtDl9NHmCneZvaooeQnMpvHCCkhSgOpqoC8MTnMXc9h+FIAthxUP/3fF7g91BMrWrCZb9BtqDYSVBgvDN7S0M/PViXBHGxte+vJk5f1nFtD9+Hl42d0Q2d+xXVDxFBh0DggQZgNEf34sHQA4EkDwe/C0t7Cm+hKk+K1e5zOR72jTlctubuXaFGkI14eDOmGFO9sONDDGLpJutXLpVYKg1djjQhoGjWNnSSSAQiDJWz0+xMGNQBjMGK3/51gDGoI9JbYc6eG2y96BsiMw4XL8rZpHB48Zycp6SkazBbWPfsMvwNMQOCQyhTM5lzAPLeDpoPB2C1y/x84XqYOaCSQVcPr0o/NcvVSHMLn9hY1gZ+KOHqdtMfPA+eyMM+uUEPb9avoqAvx0As6dbRkxgQ9UOnjd/zsumlRzQRbePSRHkRu6Lf6PlJh9tV2rrjIRaF1pffgU5oPUIG1xWxl033cT48eNxuVTFm9/fiST1/IzEwmk3jiE9P4HTbh6r+NT0kggBxc+qvuEjdu+5BWPev8LLfb5OXHaVJBT06jV53PXBMh14vYrKaczsAi6+fyppudFZbwFEQ+hZERk16inSk7QeVLZ+Shv72Qt78HsDdEf3CccQGRWIIIDSLxuOIT+RjMtU0mbDhg2sWrWKN998E0EnhAkyr9fLoUPa8DqdSQgTKhCdZMHn80WRTN2VyfFIsu7L44VlBgKBsH/ZmB07NAQZEGXaD0r2y2nTojO4hrfRdFbj142Ojq0cPvwckuTnQOnvOXjcB3jGKOUNxp7VavEg6nr2czMaM9EdoYxmfxEhnVXVC3ssW1RUBMDu3btZuHAhjREpN7u6jtzuXT5dJS/G9kvml/OG8NJVkxmYmcDE/qncPEf1mPRFDMl37lTCrffs2cPc4QrJMzAzIUyQAVxz3ACunxmhng4q2Boi6leJTcQVTJDh3NJAoMNLqU2kxioiBCfi0y2xSfHuTYDFqMMdUZd0Oh1XX301s2fPjltnY6GrSyX2rNYfjqet3qjjtJvHMu/K4SSm9r4+pWQp7cGBDQ14XH4N4Xi0RQ5HC/l5F5CZeeKRC/6P48f56/WhDz9yhN49giwjREjfd2xVOpFV+9o49vxiJgYl/UcbhuxsMn/xC3RJSZh18f0GAFx+7QyLYIjIaNmkzqAMn6VNmd2HHy8SDergMd8fIOu5eYztUjrhbW6VfGh0NlLRUfFdnx6g+KaFYNErz1ROgkKCdTka0NnrNOXlhEwwxp+dtpnUAYjUUMoXXyg+ZieffDK33HIL9wSVHeFj4kcXtOe9/AU1qG+1pITbsOvtuMd658A7/Gvnv+KuB6CppOf1IXgditJsQzdj3L2Lerf9f4NWJZMbn/8O1j4Fz5+gKNr2KMd2oXTGd9Wo4XvrDinhSvWdauc7Y7waAphFAAEl09iIESMw+2O3T6MPlrBv+AhKRo5i/9hxlB5zLP7gwClgcGA3a1UXM0t2kd04nF+++k8uXLWI49YuidqnfVU1Kbt9DAiqh1J9Ml9MGcZNBbFDFFft28+tj/+NXz31j7AJd3d4vV7+8NwLdDjsUesaeyLJBs8DfXBCoq08dpl2lSzZ0ZpIQBTZtNFLU6V6rI2tSn1sC2RRPfpmblyTiMsXCGfjDOH1jZUsi/BU65+uJS70wYFAl8fPFf/eGP+8ASnOvfjBYfyl2u9BkiyUxVLWCaAXyXSog2OzFMDaUk8s+AWJPXpFcZbcpuPkxUs4Z+5c+mco9Ue02WhmDZ4RMu4J2hFpoJsdTizDfv/mzcr5edTjy3KAtrZ1AEiSD1nuXWhcVv8kLvztVPqPTMeUoKc3UTbnnHMOKSkpTJ8+mD17botaX7FvKy0RxvwFI9Vn0O2pRZJ8rF03k3XrTyAQUJ//7qFOCSkmhh+Ti6hX2vhxY1/AljiMMRN+FX1SgoTXHaCtIXqyr3umudDAPlJJZhmZQfbN4zHkqPV9/37tsxGCyxWhkgv+fKJe1hBjPp+PvXu1SqJly5aFP0ea8YcQTyF2JCIiZJa+Z8+ecPbL/JqanjbRYMaMGXHXaZRkccItfb52Nm85j4Nlj9LYuJjq6lc063W62Nd1JPTkUwaqIq230OnU/kwkYSPLUtTzEklglpVpdcS9Icn0OpELJhUwMCOBv100nlvnFTNraBZf3DGLd2+YwR0nqgosCTEqCyTApVML+Ov5Y3nvBu3vIwgCvzp5KOYgEWPY0oJ+T5vmt8Iv0+FW3pnOnc2UJYhcPTVYt4NeabkJxpjqwDnDtArkBKM+XOcHDx7M3XffTUHBkRXakZAkL10O5XnKyJjHhPH/+VrbH230H5nO0GkxwtF7QHKWOob76G/baatX2p6ZF/deXdeHHyb6SLI+9OE7hiQFwkqynP+7i4GL3j/CFt8tjGLPA5p6vzpAFOQAgi5d/W5WXqqZYhOTT+sjyf5XEAioxMSvW5QwuWy/Uk/K2pWOY5u7jXM/PJczFp3BwbaD0Tv5L1DSWkJpW6m6wO+BF06C1y6E966DshVhkkwv6jEEzUbTzMrM9UCfDx3QIooc1uup1uu47fAHSJGdybRBUKzOnNk9ykDnttGw+ovPwstDGeFMJhO33XYbt99+O6B4TyQFswp2utVB0gppnPLBHduXpNPbye/W/Y6/bfsbe1p6CqPspbLDa4dnZkBbhXZ5yrcnx9cgEKFa8QSvcfd7yv+uenj7SiULJ+Cmd7Ozax3qALczoHTkLRYLZrMZU0RWt/TOAGeuVwYq+4oG448Y2QdEPZKoQxJ82C0BOi1alVBeYz4GRKziHCa62zjvxts062W/RMeScvRyt26S00//OGqyLwaM5J2Js/nPuOPZW3YIpzN6oL5ixQo+GHcsXaboAWOPSjK9Ea5SsnTRUQOOZm2d8Htg8R0AtHgsHHak4utaRGl9Im/9cRM1BxQye0vbSJ4rncyrrus5dtN0ShrUgV7kQKnRrpIWhWnWYBY3FW1O9XeobouXlELZX6CHTHxHFbN/8/XKz9SGZVG5LvgheO2hLGYR6m5/ZRm6xmoSDu6kJyR2eUju7GRIXh4E/MjItJ/uos6zOGb5QJr2eW968m84NmjJyJrbfoksywQC2nq2fcdVeDyNrN9wIps2Leg1URaCIAjYMpQBedH4+ATE6NGjue222/AH1sVcv2HJKtqDZNUpN4xm8lmRdc1PR8c2/H47fn8nLrdK8BrNWjLI5WxBzj8Nc6pCOIZC70TRgLPkn5qyRXP+gc5kp6V1CRUVz+D1qp5h3fkHVUmm3B/jxAw++ugjTagidCPDIrBo0aLwZ7NLmZAJBAI0R/h/+f1+PvjgA81269atY9euXezbt4+vvuoWuwZkZmaSlxed9CIWSRbKuAgwfLgSvhp5fDGg/e0t48bFvBaApKQkfv7zn3PLLdGh3GKkJ1mc+lRd/Wr4c4iojYTR+PWyO1utSh8yN+esmOsnTXyH/PyLGVJ8/9faryAITJr4LgBNTUtpaFQmSPYfeIBVq8fhigilHjQovtIpkiTrrhiMxKPnjuHzO2ZGTTSE158zGgGZ2YbSMNEZiYcfehBr4+4oj7DQtQzNURh1XasHfbUTISKsWHD76fL4CTh8eA608UE/AwRkjOsaMe5U3gkJgS7+8pe/aOoNQIJJz4MLVO/DNDN8+KEaEh5Z93oLr0/NCJyZMQ+T6Ztn/G5ftIh9w0fQ8PAj33gf3waSMlSSrKG8k8O7lTbHlvY/YkPwE0YfSdaHPnzHkPwqCWUdPgwxKzpevt+w7y8WPPA1spnk1G9AZ1A6MqIg0pKqmFkXj0xAFyeddR9+fPDXKmFXv2xtY6BP6YDNCA4c3tr/FksrlnLZksto87QhI7OrOXY42DeBy+/ivI/O4+wPz8btDw7cqzdD1Xo4sAR2vgkLF+ByKKqXkIoMlDoJYAuGIbTodJxWkMf8gny+qF3NlrQ8GHoKZAyFC16F0x6HcZeyeb7aEWw5sFlzPiaTSpCkpKSQlJTE7NmzAcgTo4kwL8HnqSH2Pbl95e3hzxoi0F4PzlZFGQaw5gnthqf8Oeb+cGnDChl9XvBCyr5WCFUYsgxfPQ4rHtYu9zoVxZqrXV3msStkTaSv00HVQNolH9nr6C/njaXCrZKyXkkZkJlMJuUvQkk2uM5Hgke5Jr9ez7//9TaJry3D+tpyDj77IYunuHjo/GxePV6Z7ba5nJi9HrI7WhhMAqemGMg1ZbDg7DuwrTPS8MSW8F/N/Wtjnp+nrJ0LctI4NzuVJ4cVMi8tthrx7598yp/+9Cdqa7Xhdj6/H6fJguiMHlS1OnpW8ZIU9Eyz18Jjg2BPxATLlpehfLVyjoGg15K/EllSntN7n97IX55egSzL2P1mqvXRJr9rDrbgC0hc/K/1PL1CVU1Ut0WTfb+YpR08hgm2sReFl5mDSQT8RwiR7Q0kKRBT7VC5ewdfvfGKVq2WHjRGL5gSVb5H6GPXzxRd8PpDWcyC/zNdegRJOW6CxcKcOfFTi1mcyjPR9eWXeA8exNdfputYJ14pdhZd2QLm0aPD39vffJPKK66IKtdZto7W1i+jln+1ZjouVyX2rj0cKn+i1z5S4fNNyseUciNTz/r5EcvaO2O3baLBhaNDqdM6g8ievbdq1nd0bA1/3rDhZKqrX0WWZUSdyIW/VX+7orl/1GwX6U81/9o5pCSrnkbm9B0Un3k7NS33UHboz+yOULj5vCq5I8tymHTqHCCQfNpAtidVsWXLFl566SXN8WIphpxOJ+XliqLTqDchBNWGq1ev1qhIfT5fWNUViXfffZc333yTjRtjqzAvueQSFixYwLHHKpYBQ4cOjUmSGY1qnc2IYQOg66biTL/2mpjHCyE3NzemnUA/m9qOxSJdAwEnh8ofD3+vrXsr/Nn2vo6MshH0L+z52N0xftwrjB+3kIyM2M9VcvJ4hg39Q6+zEGq3HRf+vHv3TezafTM1Nf8hEHBQV/dueF1vSLIvv/yShx9+mAMHDsQt25NtygWTC7mjfw39de0MHTqUs86KJgXXr19Pe3t7zO2vnKGdABM61fbWsK+Dpi0N1P1hPQB+AQS7DzGiTGLDDrq6umLWxXMn9uPKGUW8/LMp1NWo5KElRvKH3iDgV5+l1NT4ysUjwVtdQ93d94As0/ryy3hKlb6T59AhZO8R3qPfMoxmPUOnRlt36I19Y6AfO76TX/Dpp5+mqKgIs9nM1KlT474UuuONN95AEAQWLFhwdE+wD334DhGImHE6WBrg+bvWI119Nx1n3xFePvWMgd/HqQHQIqkdpJF7XohbrvjgO1gKchH1+QzKnYPNcFp4XUJOn+HjdwpJormrnud3PU+zq5ntjdvZ2rAV6WsqCOIh0Kx0/iKT853kcJLn89Ph7eDOVXdyuPNweF2Ds6H7LvAFfCwpX0KDI3pdT2hxqYPIQx1B/5cYsUBC7XZAS5IR8PPHTj/ndyrhZu5uaphmnx0ueh1u2shGZw73r2yna/6T7PSpKcx13YwDk5KiO+THH388RUVF5InRIVGRfkZ0RvsTbahTQzMPtQevr3w1/GUo/GkAPDFaIZ7s3e7bgDhmtx//UvO1dfr1ygd7rUK6fV1Ub4blD8CqR6AzGLLa1Qh/zFUUa10RoWaddbAkRghUEKFwy1hYc/ccKh45lZPH5uKLHNB3tAOQnZ2NyWTC4lUHnDltfgRZ7ey/7vXw4XOlPPhZOdf7O9g6QCHH7BZlBj+jy8ElG5Zx5vavmGBSlk1M0NP43h58NV346p3hv8hMvZHwVtkR2zw8NayQ02q8PNVq4IPxg6PKfTDuON6ZMIvHX3qZlStXsn37drZv305ll0K4+AZH1yNPxATKLa9v4+J/rddkSovKRLn0XkVNWfKJJgTTmq0Omjwdz9Dk+pSVFj9PVTnZY1AmZfQxBm2XvrCBVfubWFumJW6kGLfivEnaMJvmruDA5FQ1255ZF/TCaW/n37+8ntWvvRS9o17A7/Xy71uv480HfoUsadu0t/9wLxvef4u9q5VwaA6thJYg2RwjW/SR4LPGD7WRRXhw+7Jw4h0x4r4kZWQxefJkxo0bh8GTErVtYjC8tvGRR6m5/Q6knn3IkSwyuhhtTXccqHv0iGUqKp6m7PHraXj44SOWDUFnEBEEE1Kc5yAEWQ7Q2rYm5jpr5gEMicH2QYwmSt1ubfKD/Qfup7z8SfbsvYM2txIubko5jNGm+urpdImYzaraRm/QMXHiv+OeX1ubSnZ7ItSPAZ9EVZWiXjtYfQjDpHR279kdXv/yyy+zcOFCFi5cGOUZBlBdrZ67qXkgghS7ru3ere4zcixjs9nCZJTNZuOMM84gIyODs88+G4CEhATGjRvH3LlzueWWW7jwwgtj7j+SJDP94UFOWLqM8YXq89+dJLOMHx9zP/GQltbFX2feS6IhfuIZWZbZviM2AZbnPxXbZzqMfznIwdHTaX9/kWa7mjvuZN+w4ZSff0FUSLHZnEda2jcnUr4OGhsjFZ1qnRcEgSuvvDL8/frrr+fkk5XMfxs3bmTdunV88cUXBAIBXnstOgFQb+D3+2lpVJ6T0aNHM3bsWO6//35NNlOI9q4LYc5Q7US7rkV9R4rtXlrb3eGrejtDxLRB61OZKii/bSziy2zQ8cAZI5k5JJOOiN/n+OOP7+XVaREixkXRiMUSrZrrCe4DB6i+5VYaHv0TXV98rll36PQz2DdsOIdOOZWSMWMpPX4m/m7KuKOJWZdEh1bqDV///fNdIvAtTF79r+Ook2Rvvvkmt99+O/fffz9bt25l7NixnHTSSRrzw1ioqKjgzjvv5LjjYmTK6kMffsSIbJjWrXYS8EmsqxvAllaVGPs+VVhSRMbK5OFFccvl1X6FKUUZaJrkdDwJ6kAx9/ixR+38+hCN1S/PZfa7J/Dk1ieZ/dZsLltyGVd8egVXfnolHZ5o4ubrIpCkdGb0yJCUD7fuwIDAgDhhVI3O6Pb9mmXXcNfqu3h005EHdZHo9KrqrHZPu/LBF91Z9AUVV1Z9RBjb4TWc3lLLCU5FTROIzBAIPLn1ST6v/ByHz8H5z67j5XWHeXltBeXNyr5G61Qfs/z8fK644oqYfjEyMGzYMLJFrc9UuuDAG5lEuqHnLFcv7nmRLk8nvHy6utDZoii2OrUDyi7ZxCcj/oxfFrnLdy2v+2dH7e+ynGwu+fw1AqHsozWbo8qEIQUUNVLzQajZqqjHpACUfKQ9FykAT8Z5vn0O2PJi3EM40YYfzBqqkD7XzxwUzpzYFkEUFQsBppZsJcmWxMikQRibJYwBdZJhQIMPZ2KpZp/rpibx0ZTYqdCzfAIGKYBeEtEH2zmvBO6A0o6JuXYMQ7swDO3CbzvEKrufD9t9lLgDGMcqYbZdX9ZQ/9hmGp/eTts7pTiWHma8E24sjM4g2WxLoTwjj5UrV7Jo0SIWLVrE67JyDwIDos/xq4NKp97jD/DhjlrWlrVosl9GxYvZaxU15RsXQ6I6UErJzCRv6Jjw9zbUZ+iT7KkA6GJ43wC8vz3aw+hXJw+LWTYSFS3BZ9JoRUpU2guLXiG0ti/7hLbaajZ98A7+bxB62dncSEdjAzUle+lsVgd4keqolppguN7bV6obfoP09fVzn+OrxtihyUZRJMPv0XiKhmBOTMRisZBsH0qCPdpqILFTq/CU9VFFNJAs4KuvR58Xm7QzBg3Fu3xq/bd9FH9Q1rFtBa0vv0LHx5/0SmlhSGgkd8oLdDl7aDMAt7uWQMAZzhgYCVv+Dgad8lvypj1Laa064DcalWelpvb1qG3KK56ivn4Rhw//E71RwmhT3yVTJn/E1Ckfo9NFD+ZHDH+sx/OUJBmv04fOZAdkdnxRpVHmLFy4UOMPVl5eTllZmcaHKuQXtX///jAhkmBMxuzOxOLKDSuXI7FixYrw58JCdfJl6NCh3HLLLdx7773cfvvtTJgwgZtuuokxY8ZothcEgbS0tLhKpOxs9bl3b9tGWlsbBftUny0xglQ2jxyJlAiVVS/i8fSc0CN8npa9JJu077XunmRtbetob99AdxiNmfTvf71mWd099+ANEoz+ujo6P/lEOfedO+mICF/9LjBhfHT9A6UOSpL6jBQUFDB06FDGjx9PTk4O/fqpWZCXLl2qaYc6YngH9gS3282+ffvC+7DZFPZcEAROOOEE7rvvPjIzlfdkPJIs2WqgIC2+sqs1OLu53yaiq47ehz44ERhSKno8Hnbt2kVdXR0VFRU4HA4eeOABFi9WiMSpU6eGzyn2NdWxb9892O3RmTdrgyq9fvmXRa07EurvfwD7smW0vvgiDX/smfD3NzbS8Kc/fe1jfFPojTp+8Uy3PtjRz7n2jfHVGwv5+1UX0lAeK193H0I46iPxv/71r1x77bVcddVVjBgxgn/+859YrVb+/e/4Mz+BQIBLLrmE3/3udwwc+P0pavrQh6MBKaQkk1UJdqDbbK2o+2G0rqmnnBz+PNiqHaTnPfBbDGalp9/Yrvb4jzvejC0z9iC1D0cBssyNYuwZs22N2/jtmt/+14fw65TfVycDqUXKX9GxrLHG7pi9feBt7lx1Jw+uf5AubxdVnVVsbVRmENfVar1KllYs5ZLFl7CzKbanT12Xqr7qDHle+aI9YrzBDIoaJVmLlkAZnTMp/FmWobq9jdtW3Mbft/09vLy+wx0e8CcJqi/T5MmTGTAgevB748aDjFy1i6wRo9ALMiN1qrKqv64VObKn5GiEf82FvR9E7SeENdufj1rWXhOtvr7x3VJu3JrHSM+/eSswmzaipSlf1dzLvj1zea0lSGAfWBr3uGx7FT66Bf4+Ef41W1GPbXwO6iJ+l6oN4GgKZ6tUIcA5L8Axtwb/bot5CKes9fK6fHp/Kh45lbvnqyRMezCcN10nMnflRyS7neQ4bXS8UkLeZhFRFrhw42f8MdBGotuPpNOGMi0vis8+pPkEznPN4Fx3xIBdhORge7vigIV3Nph4Z4OJT6oKaA/IJAkdzP7L8aSeUKTZl69GDRvx1Xbxm4G53F6UzVPDCxkc4VlWn5RGe9APbfDgweRZg0ShGN3GV7Uq9bo9QvESmQm0R+x4Q/3saCarSB2Qe7plfpMBqzl29293jXaQd9b4fH5+/JH7YeXNDmRZVnzVLIpCxqpXQo23L/04XO6t390dc/t4kGWZ9x/5Xfi7JKn3wx8RxqYLHkvjlyR8vZl8WZbZtW4TpfbYmZklScbnlhUDQmWDiG1hw4eH2LumDr0/EUFS6qEYMGHwpJDSoSUlJGtshVbSu8o5+4oh595fU/h8dHuQOG9uOOFPZBZM804BfSCOOXrwVtTeeSf7J07CsX597HJBWPI+IbloPXWdt/VYLpSZsie/qaRCLdGm12u9mSZPep9Ro/5Od8y/s4b86c8BkJE+B5ttBBZLbKPw3NyzmXn8DgwdT+Fs0io7S0v/yJ7d95GQt43iM28nfcTHrF90CFu72u7UxDC4P+usszjrrLM46aSTAJAkCVmWWbVqVbiM36U8R6JkZM6kBfFuAaBVIefkKOFZBoOhVxnM3QcOULrgFFa9WsyOjy8OL588eTIGg4ETT1T9NDM9HmbNmsX4w4fRRyjJ9NnZ7NnzS0pLH+SrNdNoa+u5DgCIsdTo3Zb5fCoBPHrU0+HPE8a/imXAYOgWJnrotNOR3O6ojK1i4nfbb0xNncL4ca/EXLd+w3wkSXkX6XQ6LrroIs4880wA+vXrx9SpU2Nu193P7kh49dVXefddhTjS6/VRxv2iKIbrzWuvvcaLL74Y/nvppZfCSSU+uPHYcDKV7mgP7vLVomgie2aBuqy1tZWuri6WLFnCu+++y7PPPstLL73Ep59+qtkmOTm5x2vaf+ABauveYtNm5X6VHXqcjZvOxONpwBf0JLN1DaL61tvwfY3EEv6W6ND0lPPOJfvXv45ZvvPDj2IuP1oQBIEzbhkX/v5DGcd1hyxJbHj/TfxeD3tWLj/yBj9hHFWSzOv1smXLFubNm6ceUBSZN28e69bFNvoE+P3vf09WVhZXX331EY/h8Xjo7OzU/PWhDz9k+DzBgXdE++n3aDsL36eSLMusDJJSxHbEiMHeiPlqSvRZo9tJO/+8MEnmiDDfTEr7+maeffj6kGSJZlczXnfPM5crqlb0uL43CAQ7xTpkOPUvysKkPK5u1x77tla1s7y0Yilv7n+TTys+ZV+rOqPY5evC7lVnpp/b+Rw7m3ZyyeJLcMRQiO2pVQmifbUbQJLgzUujynW5Wxnj9jC7PYIwDGVbDEJvVDvhnvqz6Cq9D7+zP/vb1OxlkixT2aqQQDZRJclCgxqAQ04PV+0qZ0NrF+86umiTJRYfaCYnJ4fJhirmGEqZpK9iiK4ZIxHeUyseVtRcb10OjhZ8kg+h23TjK9u1RtQAVSv+ELXsq8PKOXqCIYwtcjRJJvuUwf4WaYiyoBtpqMFHt0Yv2/shHIqoP4dWKKbx3WFMgNHnwgm/D/79DrJHRRWrkLW+HRZDNKHVHlSSSZ3t4WUerwdE0KNjon8gKS4HlV+toj13U9zLKWqODm1N9kKyYCEpwnfREDFAtXebrNDh57jLRqPTiRgyLOiSYxv2d3xaQdfqav6vfw4L9BY+G1xEtlG5toPZBbwxZR67xk2nbNpsuvJVlZK/f7SR8zGPfMHCdWrocqvDy6GmLmY8/DmvrKuIe700RczaOxopGKHef083lY9fsDFgSFHM3Rxu0RKgI/OSNCntI/HxzceGP9/1zk4G3LOYyQ8tpzGozLMao6+vrjR2psB4cNk7aW9QFZ2R4ZZet0qWq+/ViHfn11SSNZSVsu/LFbgDsYlWURRw2X3hxDuRYVlel8jmxRXKYRFIa5pMSvN40pumktI2BnM3Ra8U28ObpOMUssOXLyGNTsU4YABEGGQnHHMM+Y89hmiONoUWuwSoU++JXm8jPU0Ji2q/PIAvX7l3ss9H418fj9o+EnpbiBz3snXbZdjte2hr24jXqw3ZDgSU432dzIUejxo6rtMlkJQ0huys+VHlSg/+Pvy5ueWLI+5Xr09k8KgZVK74FbXr1fC/yqoXaGx+jZyJirF85ijFc1Jus2F0R/tvhTB27NjwXwiBQEBLZHjVupJfGFv1l5eXx913341er+emm27i1FNPZXwvwx7loPKy9ZVXsCccxJ8n0WxVVVuDBg3innvu0Wam9PmYNWsWIyurtDuzmWltUxMFbN12iUYx1Vs0NH6s+R4ZNpuVdTJzZh9k7pwyEhIGIxiN0I0Mk91u2l59lUCrti7p0tP5rpGUNCZcdwcN/L/wcperghUr42cnnD9/PhdfrJKVoQm0hobe20nIsqwJ241nhB+pXj98+HD4r6Kigtdff52SkhLSEox8elvsyKsOEdZk6Pg0z4C+QpncKS5MZsf9J3J6tjpm3r59O3/+85/Zvn27ZvvDhw9rvqekpPR4XaGMobKs/O4VFX/Hbt9N2aHH8fuVvl/Ln57CvnQpB+fOw723Z4V9CKYY/nAJxx1H6sUXYYsgiSPxXfuTFYxIY9i0HIbNyCWj3w9TLNBUWRH+bMvQTm74vB76oOIIgu//Ds3NzQQCAY0cGBR5cElJ7HT2X331FS+88ELUQxoPDz/8ML/73e+OXLAPffiB4OCmXsze6b+/GYj5985j19ubGXX2XALt7YDyUs2fO4GZFUtIK84jb5ZipGq0KC91OTKM7Rt4g/fh6+OxxdfyavNGHht5ZGPl/xYhkkw/fAFkKRm0GDSX63a9xQspyqzi55U1ZAUC5PkDNAw5kcc7tiPJElX2KrKt2nfAbStu46k5T9HkauJAm2p2e8I7J7D2Iq1hemTGx38ffIe5WZMIB6QMPx3cHVC+mg5XM/+pawAa4IE4M50GKwT7TL52ZSbY2zSPphzV36LaXk+zXencWVEGKCeddJKGJFuwtZRGn58lzerAt7nNxTGDBlFfX0+hrl1dToSvUEel+vmxgbRf+g5ytwfGFMNge7RLeQY9sh6ToJBuAbSz81skbYd+U4gYAzoJdrI93QyoPV3QvB/2LyHmg1vZzbz+4Bcw5OToct5oY2tOeQxe1A58OxMH8H8zhvLYUoUosRijlT7NXuX6zD61c2uRTRhyE9GlmDCWqIMKv+wlp7OVMdUH2dlPqx6Zt28z2ycdz2ZLSnhZavwEZNgDMhfcOZykIrWuCqKgIYjSrxxJ8/M7kRzaHUldPjqWVACE///sumIePqyqCtckZ7OmSqsm8g9J5vgkL1826tA1KCRPTbuLv69Qs8O2dHl4ZV0FtR1u7vtgD5f3G6r8ZpFIyofj/w8+vk35PulnDBg/CZM1AY/TgVvUEir5WEgeORy2beVIiPUbhTAqPxmzQcTt0ypLNjbrOUMMkaD/pe9Jt+chkiTzuVUSe+viD5h9xbX/FUnW2ayE9nkkbdf4DyikvKgX8bolhNDtjDg1W/oA2oNCh8mnFrHpkwpEvzro1XUjI9xjY/tFZp18BdVblWx7TuchbLbhiBYLUpAskUemUd38BolzZ+LcsT28nWgHsRP0DQL+fsqJHTP5K9ZsVL2D2q72k/V7hTCV7NoQukgEAm4EnUq2tbWtZeOmM8Lfx475F1brILzeJgLBxBA60cKA3H9SVnUzneWnkjOki/2fj6f/nOgwyMhsnOPGxo8qiURmZuxBcHfkDlLafr872s9Nb7ZHlLPh8C3H3ZVArGF0pLor0jD/7Uc20Sqp568LKJUhe0ASRSMzKNxUSGVlJUlJSeFJ++HDh2MOkpoZGRnhDMmx0FDyHuVVT2HLm8gA/ZVUXnAZaVdcgWvbdkhRy23ecj7FxfeSnDQ2Sn0k2e1UXnedRqUjJiSgO3MUuBdpym7ZcgGjRv2Nxqal5OddoEmKAGiV0EG0tKzSqNAaGxWl0ZAhDwA9m9SHt/nzXzB3Cy39PqDX25gxfRU6nQWdzkJe3nl8+VXvEn4MGTKEG2+8EYPBQHl5OeXl5WzevJnKykpNObPZjMlkorq6mmuvvZbEoGLuzTff1JSL9JeLRCR5Nn/+/PD27777LpIk8cYbb3DLLbcwOCuNgw/Np/g3S5BlMFsNuJ0+ni8yIKeawK+2OccWpJJsMdDU1LP1ERAlPklN7dlzWK9PBpS619yyMry8ru7t8GepshkxWLfKzz6HoVu3IAbJQMnrRXY60XUj46QY2aJts2cj6PX0+9uT+GpqkNxu9NnZHJikJBFre+NN0i7/+qGd/w3mXjniyIW+Rzg71X6rFAiwfdliPn/hH+Fls6/8ORPmnx5r058cjipJ9nVht9u57LLL+Ne//tXjSyQS99xzD7ffrmYH6+zspKAgthy7D334IUAKHDl8pnun57tEYqaN6b8IxtbnJDNz4h6MiWZEUWTUtadqyhpipKTuLqHvw9HBq82Kwur/9jwbXjbO7cEmSfyuuYU5hapvxu7m3YzKiFb29Bb+kJIskgwdfS7W96/jT43NyEBW8Hef73CCkIw48Q4e2/wYZe1l/Hu3diC0sX4jM16fQUDW1pVIhVkI+4Jm/XMcTm5pa+e5ZTerJNn0m2G14jthd/XClN7vjl4mQEVnRfhrY5Mdh1dRDJmDhJQ5y0xFRwXpCQXs63LR6ItmW1pcPgaNGsSaNVoT6wY5/uy4vnvGSiJIstyxMO1GeP+68Lol0hRe98/FTnSY63Z5MJd478E6uI3DpQOoiziui6ACqnYrBHygC3a6H/56xrn4HEFCrRfoPwNSB2gM5SVTCscVZ4RJsra6w1CQotns+r3KrHWCRx2kT/APQGczIpr1mGTtbLsAzCjbTb/WRhaPUdQUQ+orKe7fn9vtuYywqPvJ9ZiIZDZSzhpM+/sKIeWSZCxpPWflNeYmkHv3VDq/qMS+oipqfYggA7hgawcNJh3/TlTr+C8KsnDta8Fc5+Sfgw3IokijZAch/qCjqcuDJ5KE+vkqWPZb2PQvddlJf4SRC5RMppXrYMBMDHojF/zuUSq2b+HzpVpF5aSH/0i1q3cTMWZ9zyGLl07tz/NfafdvSEwHJ1jEnt8Fzs4OLLakHgfV3T3MpDhKMoCu1hYSIwf1X+M9WtXq5OODTgKIUXzxMlkJ0x7l1+P3yYQiugVZ5uKH/sLhndsR9BOpOlDJqOPzmXL6QMp3NtNcpZDHhZXLwvsauGQxh+afgm+gepCBA26joXExA4puJCV5EiZjNh5vA11dJWRnn6qQZMGBavmoTwiUvsvAub9k6JVbqVs9EoBj5m+i7FfHkLhMxDNCIn/wZdRcfxNJHQ5abwneyyDP7+sn0XJaGVldJdgSo/3mGho+RtDHVyjv2Hlt+HN6ouI51VLjZ+OnOuBpLDYjo8cXs715L+62QsypKmlQPPjXNLespK1tLYUFV5OSoobAZ2efQUODmlk4EqNGPhX3fCIhiAJn3jaOZQsP9lgudfLPSJacpHTksmWHGu0ydOhQ9u/fr/FDjuyPlXpWYvSkEJp3sHYpytBz/m8igihw8cUX43a7aWlpYeHChVitVqZPn96rcwco2/ogrpwOHA2VOPZ/hc3tpuXZZ9FlZIBNrdsdHVso+fAG8jdNIfn007BFROw4N2vDW4veeYeujDp27o2eUOu076S09CGamj+jvW0DY8f+K6pMLGzddknUsoz0aF/M7tClpYUVZO6d3SwWYmUI+Q5gNKZFfE5n2tSlrN+ghNju2XsnI4Y/FreNCnlzjR49mq1bt1JVVaVRh3XHihUrOO2005BlOUosEo8ki8yOOmXKlPC5uFwuPv5YUfVt376dOXPmoNeJbPj1XABOfGYNbqcPwa9MxekqVaW+GNyHM0g8XXfddeTl5SFJEh999BH79+8Pr+t+vT35kQEaf8IdO2JHhOlkM0SEirf8+0Uyb7oRgMorrsS1bRughJZn/Px6mv7+FM6tyqROwfPPI/u8GPsXIUQQiIb86P5MoC+6LAqRY7Ta/Xtpq6/TrF/x0rNMmH86LnsnO5d/yvDjZpGUEe25+lPAUSXJMjIy0Ol0UfLThoYGzax8CGVlZVRUVHD66SqDGeoQ6fV69u/fH5WON5QWvg99+LHA7VA6zjrThJjrLTYDFtsPJ2Rx1LWnxF1nTDTTXSkg2nr2K/ivIUnQchAyilVvmP8lyPIRr2tfdXS4+kSXm5fqY88KPrXtKZ494dmY63oDX5DM0keSZMHMcfMdMbJebX2Z/E4ltG9V9aro9RBFkIXQ7Gomw6JMkvglP23BlOFPNiphlI82qb4Udx9+n0eCoXP+roj3zLkvgi0H9n0E69UZMtorwQIBt6oWCjiKkSOUI/ualPeJiISBABdedCHnfXUeMnrSh/2H/c7Y8v21Oj8P26I7j3oktkuDGCdGG6QKjmZIgBHpI9jbooQcGIMkWUBnRDdAGz4hIrNBHh7z+ABrpNHQLQu9Pmk7LfYIom75A2BOhs7eeYF4k/rzQWt/ztZ9qWT6LPn4yBuFUDgtTJItDUzCbNAxpl8KU9Nr2JI9mNfWfsnsKWooU1eEaX/oCciypWN1mxDMOkSzDlOcbktGlzqoT3N0suC8Bdgf3gknqcqI5IAIKMewzS0kYUoOje+WYhQFHJKMwXbkkDHBIGIdl4l9RRX6bCuiSYe3Mprc9W9u5BfAdfP7c6a+k6kpidw3OI+OQ17sh9p5tUDCbrawu98ghBQfYr0rps/vwTanVm1osMCIM7UkWSi01ZQIxSeEF2cWFpFR0B/n2lc1+wwYLQRiPbcxYD5Chq4F4/OjSLKANQOckCC6gNjbV+3ZyVu//zXDj53FKTffGXf/kl9LSMdTkgFUl+xh2DdUks3+80r8ksyM5DFM7NiuWdfuU2IjU/zgdUvok5RfKqOwP7mDh5I7eCjrgmSrzqAcc87lw1n8j51MO3Mg0pXK4M88ejSmAQMYXrKP2i+UvuzAAb9kwICbGDDg5vDx0tNnUlv3FhWH/0Ft3dsE7mgND2xCTVV9wwckJ6t9CL0+gdRLL6Xt1VcpemEsA997gH0bhmNGJOMxPc3/p9xHX7ZM63V+AhmKimjWzB1R96LTvguAlv0nYq+aQL9j/oHeEnuw2dTxPKIO3J2hfrgSkioEFZhVq28la9ybTJp5DQUDZiMIIllZ82lv30R2tlatMHDArTFJsgFFtyCKvR+u9BuWxknXTKOkPH4ZKagGsyZrB4hnn302lZWVGj/kSCWZpPPgtirvmoTOQQiIJKaawtdrNpsxm80kJydz+eWXk5eXh17f+3P3Sep9dqY3kSgaQIZAczNCt2jOrrwGOpd/invvXgwRSQG6wylWsnPvTXHXNzV/BsQOaRViKIwTEoqjlqWnHY/F0i9qeXeItsSoMEsVP4wwBKt1EGlpx9Ha+iX19e8zcMAtWCzx7y8oY9Qrr7yS8vJy/BFt1p49e9i1a1f4+5YtW9i7dy8uV7SvajyS7LjjjqOyspK5c+dqyLqJEyeya9cuDh8+TFubanWRkWDkrbfeQpaCky+B4CRnjdrmD8lW1Gih8wgpHUVRDHuvrVu3jqVLVR/Tyy67LGoM3h2yLON0HuqxDADtbiI9Z+zLlpE4axbeQ2Vhggyga/nndC3XZrLUp6ViHtGzWitx1iy6Vq6MUqP1QevreWjrJnRxwny/ePFZStasYveKz7j6b70jz//XcFTlKkajkYkTJ/L552oFlySJzz//PObMyrBhw9i1a1c4Vfr27ds544wzmD17Ntu3b+9TiPXhfwKONqWDIIjRpiR5xSlc+vvp36sn2deBQpJp0e/Y+D4O3wq+/DM8PRne/3mU59SPGj437HoHHhsMa57ssehjK26PWvarKb+CIfNh7EVwVzm/bVY7omtr1/LrL3/Nl9VffqNTcwQJrQRdt9970s/Uz9YM+Pnq8Ne8ymi/qNtt0R2bJGMSqy9YTXGq0vGONPB/o+QN9DHCD0P45NAnOCRlNvKCwxGz0sNOVZRMo8/VblC/k1+1tCE1aEMGvW3RaeYt+Djv0ktZa0lAEhNxJp3CfqcXc0CmnzM6VKrGKrJ+TXU4NXp6ejqnnnoqekHCQ+xOiOhSOrZZ1izWX7yetRetJSVosr6vyc2Mv2ozhv3b3823R+g5lE0UJcx5b1IqRiiV1v0dVjwEW16KKv9+QJtyvvWSZdxbsJD/81+vEGTxMPbi2MuT8sIfH/JfEg7dWz9uPF0FaXw09lhN8c4IkszsU35XfzD8UrToEbopyYqKirjqqqsAsPo8jKouY2BjDSNry2OaCw/tVH8304BkBEFgpcvPFoefEreELoZHWiwYshPIvnMSWTeMJf3yEaRfGp+41C85zEcftfHQ2k6aXtiFc7sScmmIIHvkRAOeeXkMHhTdnjZ3eaMFFkXHwvkL1e9p0QklQhAEgU6jVqnm9AZC46YjIsnS8z2xxgjHbAkabiXK7SDETu6xYZESerPvq5U97t/j0pJ5siQhSxKfPvME69/Xhiv5vd4weR8s3OO+I8/FH7zJNeY8Rs6cyz8OTMUd0HOwKw178HqS/QKSX0YOju0MEYNaf1DtFyLJMgtsXPHwMQwepZK0OpvqUWMwKOqVjExVARRCVpY6MeX1NhFIDCAlgxRRpV2uKk12SEEwYpsTVPL4fJqMe/pqdTDadL+PQFA4Ewh00d6+mbb2TbS1baSxaSntjZvo6lQIe097P9ytgzj40V8w2H9HWqq2fQAQdcrzKXm1DI4v6LMa8CTRdfBm8gsUggzAbM4jJ+fM8PcQrNYipkz+iGOPWceUKZ+El9ts8Z+veEhK7X3SL71eaWvOO+88TCYTxcXFGmIsnrJfF1Da6imnRx9LEAQGDhwYJh96C9miHkvsEKh7wkfnWQFkg4z9pOiJJfc4CcnhwL50WdQ6ABmZnQ1aEnrG9JXMnVNGevrMqPKdncp79IwBS0gxtXPmIK1yODV1OtOmfhr1V1wc2zwdwDRU7ROaiuK3VUi9bJSOMgRBYNzYF4Nhg+By925CSafTMXjwYIYNGxb+Gzx4cFS5WAQZEFfwkZOTwx133MG4ceOiznPyZCWsMDKr5qFDhxSVmkdRjoldfkzLaxGdyrM6LNfGORP64ff7w4SexRLdTickaMco8Ui8SHi9zfj9R1ZvCZLSJhW9obRhngMHqDj3XGrv+lWP2xkKChSfxiNATFLa3e/ak+zHAMmvbUcCQbX26Lknqcv8fkrWKBPckZ6gPzUc9XDL22+/nSuuuIJJkyYxZcoUnnjiCRwOR7hje/nll5Ofn8/DDz+M2Wxm1ChtSFDIILD78j704ccKR7syMBaEaJLs2POKMR5hUPJDgtFmAVQVRXFKIzrdUSb4Vjyk/N/5pvJ3f/v/hqJs2W9Udchn9ylZAruhomkPayo/Z1+EJ8pjjc0ICVkMH3slTFDNiqXkfoBa7qNDH/HRoY/YdcUueovyjnIsegt75OCsu75bh3/Ob2FzMJTy2i8gtT9c+DrYa0n64vd0x/H7lpNeMIF75QivpsE/gxdPp/+AoZQCr+17jQanMlO/ceX9rG9q5oEeDH3bKlYR+SRJCIj6YGczKXpm+9JOO79xawddAXs0eWcR/fzLb+DN6hbo9wwmn6Jou3OfhwU1Ppw6OH6e1r/lsiQ3dXPmMGeO4tlXU1NDnriLBlklKT63WpjrDHaSfS7ARL/EfiQYgmbnQfai1mmkySdC8JbfI13IdlntcOsS92FMX0li2w08evYkvipt4d9rtKRx2UOncc5HL7IzsYRzOu/nrrwdTC1KUQs0HYDKtfzbfzL/CcylXM7lLJ0aLvrihgYqHbFDK17wz+eSO5+gqqqSi95v5YbMcq4+tlvndeKV0FzKQU8SlXuzyBNkZLm7C5uK+w6qgxGTX+m4BdzKf8uoDHx1DswRhGNhYSEda9TQlmPLlLo9adIkDUkAcH2ph5wkM/5m5d7r05UbO2h6PrtX15CeH8dJPQ4MGeqgwjIqg7z7puHY3IB5WBqSw0fTsyppKwKeMm34mth9QKgTyOhv4mCZVh21Zl8MdaggwIgz4KI3wZKqJYa6QZZlWr1K+5jgd+DQJ+D0+nFHhFxIiXpMEviCg6jb5hXzxHJFCTquIAVJlvAEPNrMsUFkJUWTAO3BKBqTvwOD9Wf4HPGzufYEn9fDq3dr20Gf283h3TtiZuWSJQki26juHnxxsHf1F2A8DQC97Mft6MIVMPLP0qm06pKhAGSdQIIfQAy/b8QIIuXwLkXhqjd084eKGLymX6eGTstBAk8Uogn09PTjGD7sYfwBB6kpU5FcLtrffQ/dqH7s9/0ZAEHQazJKCoIQNj73NTQiR4RKib5u78eIU9yy9YK498XToYYv7VqSxy+eeZnDh5+l7FC0z9j0U+fw3ubQuYDfq9bvS/8wPW7yh+6wBSdSlGsTAQmbbXSvto2ENdHKoSV/YOB8Jbuz1TIQpyu2wiXHVYSzvR/Fg77eBN/JV05k6KgBYWL0v4Usy8iGCKXkIKUNc8yTEDxoQnTDkARkrxfJ5cKfLiMlyhgOC+GEMP5+MpKsbVPMZmXyYtjQh9i67WJcLjUc1uE8RFLSGObkbOSMwUuiula9IUC6wzx8OJ5gFsa0q66kKyI7aCS6t9nfJwRBIClpDK2tX+J2VUFq70NmIzFixAjef//9XpWNDKvsLUKTQe3t7eFlIQ+xVG8XHZjQl2mVzjfMHIReJ2K3KySaIAi9isjqDUnmcCjvDYulCJerIrw8MXEEDscBZNmPEJGfSYhDImfedhtJp51G2cknYxpSTNYvf4ll3DhEqxVB17O6GUAMXo/cZ0QfhUglWQjW5BRmX34tuz5XlIMLf3WLZr2zswNr0lGOEvoB4qiPxi+44AKampq47777qK+vZ9y4cXz66adhM//Kysrv1X+pD334rhFSkiEmMubYTIqPKeTdR7cAoDf+uJ4FY5I2POm7IPhq9TpeTbJxaaedPH8AXG1gjZ+h6keBztowQdYuiiRLUlTo1fur7ue+ivc0ywbKek6+vVIJ0dRp7/0xw89HX/oi/m9IIB5oO8A5H56jWZbQfZBsTYMTH1QUG6nBrH3DFBWE1dMBZS9pihf6/Aw6tJEN827iw7IPmZA1AT5RVHGZvmpItrGhfgMb6jeQIEmsD4ZYPtwcnfr7rHwlZP+ZlGQeCqrmXk1K5BJfxKAzIZrg2StFh00EXEVRy1INAd6sV0MYPAZFBTKov43sCxQy6MN/bEUnw6mzlHWyIOBsdGDNUgiXnJwcCsR2SqX8cNTZMnkMtQllXOZoJsndyc2tcPWnj4IjALN/jcGnkDh2rPgiQtW8Aa0RtTnrEx4/8R5OLFIMrUvqo0P+BEHg11N+zaWH/8qWjku4oGYoFTervoLvbKnmzgPR4VYhfLCnmUpZOYe/+s7ldsM74XUvBk7iZJK5Y5WXZmeAP3y8N5okSymECxaycUMl7N1FRU0VC/79Gtnp2VQlKyG1ZU43WzqdnJ2VysdNKqEwslYh/ERZwDQwGfOgFPQZFswfqx317OxsEpY1kW600SW68QRDvwvy+9GyUMmwtXCdg3Xpei6r8CIWJkGQJAtlqpxxzmDS8hIYMLZnn5UjQbQasB2vkrJ5D0yn8alt+FvUAWraBcogXDDraK6P9jSrcnm5cfYgnl4RHZobE0NjJFHoBm+EZCwnM5WyNi8ub4CN7cpIJZBuwjcpA9Y1hrmTUXlKZ9hsELGZDfxi+S/Y3rSdT876hFSzVpWWaNLz1EXj+ePifcwamsnrG6todSuD3ay0GmweH5rgKqH39hhdrdHP/dsP3stpt8ZWG0iBgHbCRIqvtOx0+9hd3cG0gemKkXHQBldAJrP/AMo2byAgi7jEYJtnEMnwyfS3FtImKL+pGHxf+30BnHZFsZCQor0+f0TG34Rp08KfZVk5N1GMrTLNyztf/WKD5BsmAhA4rONg2aOIooEEqzb0yVhUhC45mUBHB/snTqI3sFiKEAQBp7ObKtuXhadDO8nwjxtWoDMMI7Hf5RgSWsgYoaq9srLmA0qiD51BpHhyFhs/OkS/Yam9JsgiIQgCx8xYhd9vx2yOnTWyJ+j0IrMumEt7aybFkwrZsl1V5xmNmVgshXi9zbhchxEFGV3AwqHtTQydmhPTf0oQhCgSZ+iYom91UtDf2IRkik0UeUbGXu6cHsB80E1HQgmNf1DqVNrTesx7lGvwFGu369fvCgRBadPN5lymT/sCQRDYvuMaWlpWIAcTTHTZ07HZop8/u31P1LIjQYoIi06YNo3hJfuQJYmSESO7FfzhkGQAtsThtLZ+SUPDx9rn8WvAYDBQUFBAbW0tubm5PfqVtbRE3+8jIWSi39nZyZIlS9DpdGFPbyOxLS18wSzOkaGWscbh3UMre6OKDLUjVquWJBs54i9Yjf3ZftVoDOVBte0dtyPEIefSf3YVgtHI8N29n9SNhGBQ+gl9SrJodLcwADj5F79EH0GCtlRrk088c+0l3PzSWxgtvc9i/L+A70SyctNNN3HTTbHj4VeuXNnjti+99NK3f0J96MP3CFeXMpgVBDODxmf8YNME9wamZK36wmQ9cpPi83vYWLeB8TmTsBq+foN7c1YmB0xGFiYncWdLG1d8cCNc9PqRN/yhQpbhtQvoEEWeTUliYXISF3Ta+U1EEaezJYogA7goYaBqwt4NBZZMtlZU8evMdD5O/HoqGVmWowgygDRDdMYwZtwcvQywdAt3MchyWAN0b/HFjM0cy5zMibBhEaAa/wPkJORwjpgORHco78lI59NEa5j8+9CWyC6TiUqDnoAgcGlbROEYHb8lganhz8N0DZQEsqPKAEzO9RKre+bNdmLIUurtyNMGI+hFrhCcvNzaDsDSPfWclaV0LnU6HSa9yHq3qlTb3X4ma9FzmekuAK7rCM7Mr3oUZt1Dok/pNHbKViI9O3xyt1lcnZvxWeNpaGjA5XJhlbRhaaePVdQC2QnZCKIa3lHV6qS8axf5if258+1oguzTwGRO1imhsi5Z7cCWy1ofUYdspsnuoS3Co21bZRvjC6NN6F0+5betTcukYqBWFXjCpgM4JYk1bVrVjyWY3XKMvz/6dIWo0CebSJ83gNTVm3AKXlI3+5HQcZZXyUbWeH4Cvi4PaW924g7eu+GdEsM7lX2Zh6UhWvQYsq1hDyGDScfoWUf20vm6EM16cv5vMnJAwr66GkNeIpahKpk/Zdc+NmZq2/6ypDTumDkUQ78EHmloxrys9r86h8v/vZHVB9SMmmKCGdq8OL0B/CHyLFjFpBQjYqcyyE7OS+Duc0ZRlJPIgS4Hy1vsoBvM4/vXcUy+GnI3LMFMf4uJ08fmcfrYPBrtboUkc8kQrK4npb3I6+0Rz5gcYP+6Lzm8U/WdaW+oJyU72qc2VpIbKRCIyggbXicFQAoOAMwpUHR8zHIA5/9zHSX1dh44fTjuLnuYJGvOyGbKmQtY/+4bAPiDKj1ZhLkmPampo1ih2w10oAtmd64uacPnDmCy6hk+XUvoBIJEn29BDnV175Obe1bwXJV7LcRQkvWE7OzTOFj2KJLkJhB85nNyFgCKeiLl4otoeeaf4fKJs2fj3rOHIV1ncCDxH5p9DVp6IkWPPgOA213LmrWqB6LgnKRcdDcEfBId5Uq5EEmWmDgMXUQoflpuApZEI1c9eux/lak7pHj6piielA0oHn2FhddQWfk8AMceo3h6btioEGd6o/IsfP7SPpIzreEMmZE44YQTWbZM9WeaPHmyJiTz20Dr6wtRs9JoISXEIc9GybSf5cY3QA3Nd4+VMO8RsYwdS+u5VUA9FnMh06Z9FuXtFiIEdTqljQ0E7QvoKbz+ayIyzDh8XFFk8MoVdHz4EZ2LF+MpKYnKZPt9Iy/vAg5XPkdr21okyReX0D4SLr/8cjweD0ajka+++oqBAwdSU1NDc3Mzzc3NVFUpEyY+X3xSPx4SEhIwGAz4fD42bFDqwLHHKjYGemKHrw7O0vqRxQq1DO171qxZ4XG6zWaLWS6E2tq32X/gPkDJYGswpOHzKVMkJlM2zX97GssW5ZnJuf8+Us4/H3+jViltGjaMAW+9idAL1VpPCJFvkitGsqafOKQYYc2Fo8YiiCJ6owl/HPVdZ1MjGYVFR/nsflj48cR19aEP/yMImw0LRkSDAb1Bx7AZubjsXlKyf1wsvTFZ2/kxmI/QiZBlzlg4hWpR4rSi+Tw8809f74CSxAGT+vL8c3oql+5fHMca+keCvR9A/U5uys1mu1l5sb+ZZOM3XgcYFXKrpm5LzE3Pm/+PmMsBGH46wldPcF/zIcoMBvaZjIiyEu7Wfaa8y9vF79f9nvkD5jM1dyoflsXOMJZm6r3c2pSqVRU9HFSFAVhfPZfzz38FXrsovKw4Ysbv3OJz+bk+G3ZGZ1L8ONEKgkC+JZP/G3gOt+35J+VGpd4V+nzQzX+J9MFKogdAkgWeCiiD1Bn6cqL1eipeL44d4p9uVgeOCZOUgf0fZZlVKzqpECTeamhlgTwQQRDw1nZh0otslwdQIWWjEyRK5XysxOm4Va7numACgk60bcFeWauAE0Q3KeYUHvqTEn4ckAWG6Aq5bP6xnDV5ANag4XqSMQmd9XB4u+P+tCL4qZnu6J9u5fqWX3KBtIIkHDSREl7XgZZodWJmwdPaTJ5vb6lmfGEqHS4fr64/zPmTCsi0mXD7Qqbj0YNuZ7DD9ma9qjcaW1XKKH8BxYFc0uREfI0RoWMWPWd6JyMhI+3Thv6MHzuOllf24qaNWNAlGsi4cmTMdUcLgk4kaXa0evHBSgMnxhCvfbx1O4ckPQgCUqoRsU07E36gwc6Q7J4HKwCtDq+GIAMocbjRAR/uqCWQEGw1dcGwrOIkjs1OZsGYPE7fFswMeDB4H7PuAOC5VnguwgfSphPZfsxIEoJkQXqC0n75IrqWeaYDQCQRHeDjJx7VnJezoy0mSRYvU/KG99+KuVwOBFRfo8sXRalrIxFSXr67uYrjI8bm5vx+GExmbOmZ2Fua8OmD7xtRwBpUYEhBki4hv5GyQ4/T0Z4LZJEzMDlMvobgb2nFnyHTdGIlTfvuJDNzHjpdIrKs/K5fd+AtisHBn+TF71Pqv06nPptpl1xC60svIwcHwNl3/wpjf0Xl27h1C+3tykBaXy3g+mAljVl/VTYUBCaPeoZN+huU4zh7H+IoCMp9PvUXY9jy6WHmXqGEs39bYYjfBooH30NO9gIslsLw+y987wW1nnW1uYHo99yEcZPY+FoTsugjZ5qXmTOj/bz+G8iyTPNrL8UlyQLxE+DimiiBQZ0IEYJNhnDZGNyCMuExaPBdPSY/EAWlnkshkuxbNNHPuPFG/M0tpF6izYhpyMkh47prcXwZ9ErtpYfgdwWLJeSDLdPRsYXU1GlIko+DZX9CFPQMHtyzf1YIBoMBQ9AcPWTFUFRUFF7/wAMPABD4BpnhBUEgMzOT2lp1QiWkVksSYvczxgUzSh+JJAMlm2ZVVRXDhw8Pq82czgoCkjsqM+7hyufCn/X6JGZM/4L1G+aTlnYMBkMyLf9Szd+tkyYh6HRR4ZYD3nkb4WskuogHfboyIRWIoUb+qSPW5JMueM+tySl0NmmTLWb2H8BxF1/5kyPIoI8k60MfvlPIkoQvyNILggHRqDyCcy//+sa0PwQYbNqXq97UM13laiqhWlQ6Qh9XLPl6JJksQ0tp1OJdJiPj3J1gjqFy+jHgwKdU6PVhgiyMrsawIXdt896ozV4b8jN0ibFVUIDiVfTzVVge7sdLdQ1MLSpAEgQ6PB2kmFPCxWq7ajnpXcWwc0nFEuYWzuXzSjXZyqx+syiu2EBSRy3GiO2OBKFbCGxq5IvZXgsvaA2rZ7rc/Ky9A9/wM7hq1FWwPY46MDjAqXE1MevjX8MAlYD4fVMr5HQzUZ57P7x1GQBbMs6AoO2VRfDhjXgFmvAxQt/ANn8/8sV2ykRtOvFcl8Qt+z3oT46WqusEgcvSU/hDaytbU/XILj+d1XbuXXeQVlMKPrueU71/xKgP4MWAt5uRvw+UJS+q4XM6JBD8nOD5E9lCGwdlrdppXv9ZCJJAVWoWTqOJVKedAr2TEwbbSDQp19XW1sarr77Ksc4prEhZh6c9tq/KijtmsrJiF1MK+3Hq4zt5M6AYgM8emskVM4pINOl5/KUKzTaxkhFUtSpk1hPLD/Dimgre21rNG9dN5/kvD4VuVMzjd8e0Q3soDkwhXVbIoIRpqjpHsBrQx6HF2z8+hHu/QuwYi5LIvHo0Nb9ViTyxF0rX7wpZca7hOrtAKANnIMsSRZKd+PhqKh45NcaWWuyri/YOEoLhTKUNdmo7lAGUHAqR14usTIMcf+xZZJ23moKEdNItihJwp92FPSBR6fIyPFF5D+iCBJG/x2mL6MG3x+mMUU6d8U5ISQ17eQI0lscOR5UCEUoyoXdTJ7vqupgWQVSZgskb8oeNoGTNKtwG9R0XFBwhISGKftyev1JRoRxPZ/4zBlNW1P4Dba0E0tRr9vu1iklB+HqKCVFUB5WhQanJqB5Xn5HBoI8/wn3gADqbLUyQAfQvvDZMkiUtUu5P5MAVnY6MfD2+fjKOsWqo1YX3TeGN32+Me04hkqxoTAZFYzK+1vV8l+ieACB07weMTWZn8L0gxwn5C/gkDP5EBAEuvGh2zJDM/wb++npkXQ9KouBj2m/VFNpnttLFQXVd96Y4eAmVCYvCn0NKsXgQRZUka2n9CmucbKbfBIacHAqe6WFCL3Qvf2BKMiGiDTlU/jcmpk7jQOmD1NQo2YILC6/BaIzvl9pbHHPMMfw/e2cdJje5tvFfkvGVWfe22627Gy20pTgUK3ZwhwN8uHPg4BzcvbgcnBYoUmihLtTdd7vuPjuefH9kZjLZmdluS+FwOHtfV6/uJG8ySSZ58z73ez/3s2TJEo46aiy1tfNJTd2/+2vcuHE637OioiIA+ki1LPflR91m165dbNig+mZ2pBCz2Wycd955umWrVp+B11vH6NFfYJDicbsrKSl5O1TVMjFxGH373I3BkMCkiYtxbd1K46xZun2Iiep43ZCcTOY//oFgkEg+66xOn/O+YMhQ+8Sm2V8Rd+hh2E/Y9zvzfwWyXxvDWuLiGXXCKaHPQ484hsX/fif0ucfQEZxy2z1IhgNTUf63488zYuxCF/4H4PN4tIGAYEQ8CDMm/0lIkogoe5ADAyyDueOO9N2PjgP7AaaXfnoBbJmNpUcerrA0uvNystj44z0w/ZkD2+9/Em31tG39iundItNKlJYqhABJVtWkKoGmCPFMlOwoXidDxl+/7/2bE+CoB7HO1ZI33978Nif1PglFUZAVmVO+OkW3yfKK5brPd467k+wt06G5Bcz78dsZ4xjsdrMpIHsf6OkgALh5F3xzPTds+waWvgc1VTErl8bJMo7A7y8BR2aO5ceqldySPJJRhbMiK/0NPBGOfwq2f8f6nNugrAiAbLGZEjkp1Oxo03aSBBdpgoMMsZXd6BVHt+wppsi/lLKmRMZzKO1xcr8sHlhWT5NJYOX8Qk6Oa4PuJoSEfphra3FgxRHGrw12zaR/3BK2d5/H8qISjO0ChGRDJba8l9lZ9H/sDBBkxw7Ool+WlRa5lNPzruDBBx9kzuSTddtd1eYia9c8WPMO/y4fQl2jgyyyOCRuL+WjXqasNTyFT0EQfby67Xjm7JkDWwD+FVp753ED6BNQLW1ypYWKCKiIHMQ3u9QT/PhXNX1kd42DC95cSUNb4LfvBEl2+NbVCBAiyASjiC3ML0zswPfQsUyrwpR67gCEdkoW0fbnGegJBoH8ZhdFUYzvg/BnWzFub4q5PhbKG52cM3NFxHJfr0RMa+pCBBmA0m5i46MwRV84Eupe4ZpuZ3HuQJVonbpyG1sdLj6sqOOughwsYd5M7UkyyTwcv3tdzONta2qMujw44+1ydE5hIcsyBCrx0oFqpj08ojZBEbxFC0aOYduSBXgCSjJREHDjoVVw4xS8SJIPQdQeaKO1AaMlkpjz1dUjh4kw3e4Kliw9Xfu+9hWD9wEx7FgVRf1+i1VPoBtzczHm6kl+gLS0qRw+dRdebzP1y19E7tuCZLcju1w0fvwx+P2YikVMxVBasxhy1X4uKdPGKTeNZPvyCgo31uFs1hO3QZLsvw1BJVnf8Wk0laSyd2NdqEppe/g86n1lMEkHnSADcO/ajd/eMUkkCEb63vs+giCxefONVFZFL4iROuJ4EuMzKVdmhpYpSsfPkBi4D+vqFrJnz1PYk6K3GzZ0ZvQVvwWB93ksgvI/iWDKYHx8XwCam7U0cY+n9qCQZNOmTWPkyJFs33Ea6zcUM2zYG6SlTun09n379o26XBIUTjJtZGPiOE4ZkceS3bVcOblXaPIsiIEDIwsXxYIsu/F6VXXWqlWnRm0zcsSHun6t8JTIdoawYkwp554Tsf63wpChTSCX33xzF0kWhuB7te/4SUy/4XbdurRuPXSfT7ntnyGV2f8i/nfPvAtd+A/A5wsnCgwIf55shANGgthKE6pqyGDuuEt5IYwgG+x2w6YvYHD0F20EtszGAzqCLIQ9P0cu+7PD54bHevJuUnQFnKOthuDVcnjUWd14ycJZ53y/f98z4RoEQYQdqk9NvbOOE2edCMDg1MiUQodXNfR+c9orjFn+Jqx5X1PwmfaDJDPZeL6yhhVWC6OcLuJjzhIL8GQ/vbfazujl7LGl8VBNHddnpvN/AQ+wh8pLOOf4txm+SPXWIaVX5HZjLkEZfTEP3vEtAMMNZRgEhQJjM9v9zeSJTaQEfLtypcgZ9LuLmul+UiqPzP+O7NLoJtI5ZiNmBdwCXCq1EiwhpyREJ2ZasbHG34845mELuzayYKBcTmJh2oWIxmd127jKtjEwIz1UKdoX5Vmocblh+RPsKK6gmgLqbQkkOh30cPRgVduqqH3OnD1zIhcChc076ZM5EoAm9v3bt7i8eHwybR4tINsSpmhSOjDwPm/Zd4iKgtXrIVPW0p0MaVZdCls4SSYmmEg6vif1H23X7cuQZkWKj1TomLrtO03xj4K3qo1X6gXey3cS73bzav+kyEYmEcUiIfhk8HU+gLz6wzVRl8v2KPeisXMBv+RvoMWrFYewG1RC6PXSWtr8Mk/21xSd3nYkmdF2OAbrobgbn4+673CVmO54AzPesr9zx6hTknVQ8bM93KJ2ryiB69x/4mQaKspoknNYuLYNAfjcvAJnIJfNJOhJB8ncgjG+DkWR1f42AH9dHbJN++1WrT5dt50o7q+SzIAgGEIEGUBCfOeDXEEQMJnsZN15Z2iZ4vXS+MknOiWPP6w/liSRnD5J5PRJIu2XUhZ+tIPEdE2ZJHSQtv5nRrCyqCJ7Q8UF1s8rYeDEyEkrjytIkh3cQZvs8VB02um4d+zAG8j7NfoS8BoiC7GoqaLqfS0rsSedbIdMIPO0M9k0XyO02hd5aA+LWX2vNTWtiro+NXUqQ4e80mHK5gEjePv8yZRkAN27XcTuPU9SWvoecXF9dYUL3J4a4tm/iqjRIIoiiYnGUJXR9esvYfJhGxBFY6f6B6vVytixY1m5MlLtmSy6+PyS4SQnJ/N/0/rg9/v5/nv9GLK9QX9H8Pki70v9uZh1BFk043zryJEHJaWyI5gKeu670f8ogiSZGMVTMTFNm5DM6NkLHA68TieGjAyE/8Eii/97Z9yFLvwHoegME4UDqvr0Z0N6WCrJ/vShlZIBZdPnnW7/UUI8p+apA7mkdjOO292Nnf/i/yBcPhdUbYGmUtg8C4BCoxaM5MZrs/+1Ts1PKEhcxe2n6gBQUxlGX0J+QMkVTlZtqtsUczNj4ULY9BnMf1BbaNuPWVODhTRZ5nhHG1lRjEI1KKr6wxfmn5HWD/LG6puNugim3sW0NieL95ZyWcDw3lq/l1GZo5Bqt6ntUqMP+D5cqVXrSQ3UID9q3ECOMW1nsKEytE5Gxj0qP/T5mh1urpgxlt5JvQGoaavBH1ZCe0vdFnY37kYQBLoFAvPaMN8yDCLYogfsil8lntrCDPI/GfIqk9zPsbVC5uRibfYzJ0Eit20XS5cuZebMmZQkp/P10IkR+2x1e2ipKuQ78VC+HTyeT8ZMY+ZhJ7InZd9+h4fmHsppo7XUrVaf5udx0cR8TnLfzxL/ICa4opMdNc1unvxxe9R1ALQz8R5TuIXBpbs5ae1C4jzukFn/8Z5RoTZKO2VHeMqkbUgaYlwk8WPpF2ngEzcuCyGKJ9p/CqYeiaR5FG7Y4ePSvRIzl0dJbxIE3BMzcB0W6dfVEWpbY5S9N0Xeh3LivoMwQXYgys28tO4lGl2NAOxs077jgwq9+syntA+AlIBBffT3XVtTLJIs+Jx17neTwz3JOpluCdAWVrVX8anbC4LAIaefg2xVnwdJEEIEGYAo6kmypF4L8dgvYMkS1TS77ddfKbniSpzr1yPHePTMpg7S5TtAeMolgM1WEKNl5yAYjUip7fv26L/V4MNyOerSQZxy40h65l8LCOTn//03ff9/CkJASSaHkWT15Q4aq9T0X0VR8Lr9rJ9XwicPqd5ehijPUE3NXJYsnUxjU3TvUABffT1Nc+boKj0CONeswb1jB4qo4OmhvpvTso+Kuo/wQgYeT6SnZBBB1ZgkBSoyF9yMzZYfsz2wz/VZmdN/H4IMNFL5T+ZJBiCHKfC2b79bt66j32B/EUxVDGLrtjtYsHA4u3Y9GmMLPY477jguvfRSDFHIJ08YUbV48WJ+/fVX3fq4uM4XdtoXSZadfirNc+firaigbuZMtg0dpltvyMigxwfvx9j6wKDIMmXbtmh+z4AxIzL1vQsqZL8fv8lCldsXUSwivUdPjrv2Fo656gamH3kiOw6ZyK4pUyn5+39nH/9b8ecZMXahC/8D0Ab9AoIg/C6y/T8a6QM0YscvRS/njKsZZZnek6LWIPGusZPVfBSFh9JS2BsglJztKjrenfLnrxD66Y5PGf/hOOa/czg8PQgaimgURX6yqRHUzaNv5v3jtMFDnaseytfBvXYcJWo1rjhjx74iMWG0MC4wgNhbvDBi9f2jbuHkdpGcsaEocj9xUZzG9wc9D4N/1MChqhE4Q8+CG7fB1Lv07Wq3Q2m7WdHpz0CBapZsl8Ms993NqiqvMlCLMnt41K/+ePHW0N9pooPLpw3F4NEGh43WOBLSjmSCKR+7eUxo+V2Xjsbw0TGkfKiWgPcpPhw+lWTbXr+ds+eczRlfn8Huxt1MTouuCvSHpbRliWHKKm8K4q5rmOR+lrZA9crSbaoKyCT4VF+yAE5mIYZAxbEKr585QydSZY8kLRsXvcCz7hkszBpDcapGrizoPznkT3NWv7PIjc8lzar5B9074V6emfoMT5w2hiGDV2DO/oyNjUtD64d3S2K90ptzvHdRQXSytMXt49UFe6KuA6DdpEB6SyOTdm+kW1szV1xxBdlZWUzzDEEMD9DbdZFSGClmzI3HmB05wDfmav1B/CE5YBCJnxiZfvafRPJpWoqMAAxvEnhuZQPTylrIaazhiC2/ktbSqJKsRhF/qtq3CoZ9p1+6wojFe6cPJKvAjuvwSAWknGyKqXQMwuApIqXsxtDnVVWq0uSE9NhFPNr71fWxLA78FX3I6WhsjLpcDlbg7ORQVZH94A5cn/1Qkn2VOT30t78dKdvkUt9R7d9soqhvl5C7DgC3pwpvawN7zzuf1gUL8BQVISdEKmR65l/LuHGRhUk6A79f72t2MMiL9kGlEoMkE0SBPqMziU8207PntRx26BpSUw+uif0fhaCSTFY8DJykEVBFG2vxe2U+vHcFr123gMWfal6ofl8kkbNh499xuUrZsOHKqN+jeL3sPGQi5TfdTO1LL+vWeSsqUQSF2ht9OCeo+05Iil5cxCBp/ZrHEz0tGtQ0XL/fGbpPUlNjV3kNwmrtsY8Wv+NYNTAOVjqcTPvPwGSMXTHB49EmMveVzrovNDev032urp6DLLt1Zvj7Ql5eHnfeeSe5ubnk5OSQlJQEgNutTmiUlpby88/6rIsJE6L7lMZCLJJs9KjPmHzYBhLe9VB27XXsmno41U88GdHOftJJBz3uWfLJB3z0z1tZ9NE7uuXdXtWq/Cp/QpXifwqy309br8EUO9ysXbs2Yn03xUDa8tW4li2HQMzqWLAQT8Dr7n8JXSRZF7rwB0KbRVRfEu0rYf03YvDpmuKn57GjIhsoCnNfGcm4bS9GrNrhbezcl8i+iEVPTH4i9Hed6QDJoz8Q9y+7H78ic11mOo+kJCMXLeTQHnl4AvfAyb1PJs2axoCA8ZPD00Lt/Pt5057AzkA57FTLgZsi5/rUa7jaHznIyfrmZk6t1JMbho1hKj+DFab+g3qPiL+zviGfnBe5rNs4MJhg6j/gsvlw4vOQmA0DToy9H1McnBS4d6KpxLxtsDesymJidDKkul4lp3pLNfTMtCOv7sGudVpFsI/HHMHjg+LYk9ubVU3q8n/E2RE8zVC+FlPFBgwB7502r6o0eGndS/gVPx7Zw6LSRRyeHWNAHeZVlCm0MNWoBV1N3jwaSGSC+wW1NoVDHdAa8RM+lixx2VjVox97UzJZ2TN2etUKYTDL8oewpI++TJrbaMbmU4nQ28bexvczvmfe6fM4qddJzOgzg1P7nIpJUu+zvf5ZmJJW8dmOz/DJPiodlfxavSDmdwI8dMpg/ja2W+BfZDVHAMUgEhcWCE119+Hee+/lH//4B9nZ2Vx6zsX0lPXBumRvR0+EXUtzgR0p3kT2nePIuXcCUrIZy4AUbEM0Mtc+vYDcf47HmHHglYPb2gqZN78XK389+aANto1p+j5LsBo4pMHAo5vgkVU19K4pI86jzYz7c9TjF81VIWVpLLQEiJ1Ft07lwok9sQxKgSiVBj1jovcnWSaN5LI2f4eoaMb6DW5V9fVAb/1z1ubXftcW9OfWzbQu8Ff0IWfp1k18//IzoX+/fv0FiqLgC/oYCiKm+DOibhuOnXPe1j7sB0kWDpfHz+2Ld7KmRu0nW91qv9mehpI6MFnfe/dVob8VScFxhD74T0oaR8+e12I0dr5a8O8NQ3vlRSeGJoIgYDT+lxbMQVOSKbKX7oNSSUhV371LPtvF969vCinKwpGYGlvN7fXW4/NFPputweqNQN1rr+n6kIZ//xtPgYK3QFtmMES/pk1hRIrfH7sPUBQ/u3Y/HvosCPv2YtwnSfZ7TugGUxBidK2Kx0PT19/gq6mJ3uB3RE7O6THXBZVkxcVvsGDhcJqbNxzw99TVq5OXvQpuOuB9gJq6eckll3DZZZdhDvjBBpVkS5boq1HPmDGDo48+er/27/XpFc8GQyIjhr+H3T4CgyGO5tlfR90u9bJLybjtNlKvuGK/vm9fqNi1nRVffgzA2u++pq25icYqNTPAOmp0qJ3ijqGu/h+EO0xZ2NQUOelWcuml1L/1Fg1hvnU5jz+GIfPAlM//zejyJOtCF/5A+BzBgY06KPgreJKZLAaufuVwFEWJOkO0ff493JSsD5pOS+jDZy07SewsT+916j5emTOVo/OP5uYFNwNQrfw5XoALSxdS1FRErbOWswecTVacquRx+fQpFh/aExhZtRoyw4J5sxowWUQJZHBv+oJ34xN5K0UjXvKSO+8d0R79MkaArwiHEkk4xikK8e1mcY3BEWvmEPj7YnZWtXDkAz8yuW8671w8NmIfEdgaZbCUFSBuRBFywwjVjP7Q52jY+YO+vTUFbt2jH6BPvg0WPAp9j4UdASXGe4HiA5IZpMjXWm19AzV+NbgZIlUy4/RLuGZeEQuG9eT4jVUcVb8IJfAd6yxG9tjU+3J07zTwaqqNOMlEk8+Hw+ugpKWE+SXzQ+ueW/scv/T9W9RLIScYkSrUezhZdJIqRgZfTcQzTx7Jv/1qiXgT+pnpEls2q/LV6myJztaI7YNwSFZW9+gfsTzJ0UKWM4uk3CQMAeWJKIg8OOnBiLZKWLRy/7L7WVezjl0VfuCqiLYAh/RK5Zxx+iCrpsXFT1ur9fuNM3DSniY+7K3e0yk+M7LLh2hRj8dbqQV+1sGp+Jo8JJ/Sm+LiN6ip/Ym2tiIEBIZf+T5GJRVDsvqbSoGUwezbIu9LQRDAeGCESXn5p7Q6todUAi0tG2luXofdPkI9H0VGUeQDVvJIdhP+Jg/G3Hgyrh5O87xinOtrGFTbjQTFSlFFEXuDasBAV+l39OXuxQ/w1NR/Rd2n2+cPKckSLWpwvDcwKLa0S62IFfiObKriW6vqMym08z6qbavFJ/v4evdsQOuPipxuBsZbeeiUwbz4pT4NaYBtPuvbTqBMEEOBsIBC/8QaStvstNTXsfmXn3TbpPfoSUtD8DkREY15iMZeyN7olS0BMsxhEwD7+E2yaKUyis9eTZWDj77ZwUfz91B0z9G0eNT+UminHEtLqo7YNoiWkjVYAj+YNycy8rcnDv/TqcjF+PbX4s91fOFoW70aQ2YmhuRkBJvtgK+lGKhuKSvq8zFkch5Lv1CrRhZtiJ5KN/7kjt/BdfULycw4Vres9edfdJ+3DRhIzy8+R5EVXBs2UPeS/p0cy4fK7a4I+xSbrFcUPw0NmgrY0AkiU5IsdO9+KcXF0Y35hd9TUxGcLI6hJKt64gka3n2PuEmT6D7z9ahtfi+Iopn+/R5k23a1+FFu7jmAQFnZ+xQXz8Tna6G8XCVpNm2+gUMmzOtgb9Ehyz4aGtRCK6lph1Nb9zNNTZqv5Lz5vRg44Amys0+JtYt2x6z+VqbA5Krb7UZRFLZu1dT02dnZDBkyBACXu5KmprVkpB+lq+gZDb4wkiwpaSyDBj4ZSgNWfJFjSwBTjx5k3PTbyL8gdq1awfLP/02PoSPwe72snjNLt/7ly9QiAJe/9DbxySkgCGzLSmbJzVdz5v2PkpDy56i+6y0vp/SGG0g57/w/vKhAU1g16fapttHUnCkXX4x9+vSI5f8L+AuE6F3own8P5FCQoj56fwVPsiBiDVTfLZuv+2xWFNKMqoG2N4pCLBr8bfoBa3aOPhgeJYUNAqu2wFODYPXbndr3wYKsyFw972oeX/U4b21+iyM/O5Jr5l3DNfOu4cqfItMwXkxOCv19xVBtds0S8B1zOWvZ4NIHYsMGHXiJ7P5J+sH9yS2tZPh8WGSZvh4vdr/+5Rj6NSffCmieXgt21HDEUwu49bP10VU1HgeURjf/DaZLRkX38ZHLsgZHBvKH3YL/jA+5XrmRlzL+2W6DyONxOp2s3FaMHwkjPv5+3gxSrHYWZKoEQm2vEZyGZlzv9huoM6vfmW01gU8jaOOc6gDx5Nknc9Mv6qBvtM3H1AQvXtnD9C+P4vwcLRXxujj1vpRTNDVUkuDEhHbfFwjl9IxTg7RLvTeHlvsDfcQgqZJB4l7sNm32r9kaO714/oDRus9DW1SPsEZbPJlt3XhqylMxty0vL8flctE/RSPZvtz1JYVNhQgmfXrPrcf047MrJ/D6+aOZecHo9rvigZMji0IIVpGzy4zEe2WMskJ3p0jzzyXUvLkJX62Txm80NWPK2QPIvHo4QhLs3PUvGhtX4vFU4/ZU4bBtw9zz91XhKIrCjp0PUlLyFqWl74aWh/sOrVl7LsuWH4Hf74q2i30i/bKhWIenk3xaXwRRwH5kD7JuHk3yqX3IkZPJaQzr98KegznrY3vhvLO0KPR3vMWAT1YI3sHxLgfefup1O3xEEgAZzfWcsuYXUlu1GeX6cq0C6tC6fkwrm8qpJZM5vOxwtn27jTsev4OFn+nTtne3uWny+rDmJ1JFMn5F/9we4/sn4UPOkSllHJe7nb/lr2f8lKOY9LcLmPS3C+gxVCUgN/z4XZiRt7ovUerYZ8anaPt3+hS+WFNKgyPSOFrFPhSBbeozuqpMvS6OMNJa8lrJydscdTMA5wgZ2aigGJSoXJNk6LwHUDQMH/bmb9o+GtpWRFZD/TOi4u572HvOuew+4ki2jxpN1SOPHPC+wpVkACOO6o5obCPqvSH6GHtSPrl99Wrh9s++s2oX5QteY8WcI6ivUZU7batX48mXqbnZi6eb+p4tPHUGRaedFvW4glU32yMvV1NnDxr4dMzzUhR/KC2uZ/61WMyd8zTs3u3S2Ct/xxldrfBD5HWXPR4a3n0PAMfixRRfehnFV1xB1SOP4C0r+12OR/Z4KL/9Dpq/VQv9ZGWdhNmUSVxcX/r1vVeXvhokyACczqIDUhp7PNXIsnofxdl60a/fA9jopmuzZevN++2BFq4kq67WjyUPOeSQ0N8rVhzPpk3XUFH55T736XKp1zwt7QhGjfy3RpDJMrWvvhrR3jpyJBm33bpfxx0Lm375idmPP0DVnl2snPVpBEEWjh9eeRZBFBFtNvZkJNNUU8Vrf7+QTy89j+qFHavi/whU3HcfrvUbKL/55n03Psjw+7R3WXtPMrnN2b45gnHfStS/KrpIsi504Q+EHKxuGQh4pD+RkfTvhap26Qd2RcAY8C7zdZIkc9fu0H2WbEkAXJQ8HIAeQlhK1tfXQXOp+v8fCK8cmX6zoHQBC0oXsLoq0tC3MJDSdEHGBK4ZcU1ouTlVNYi/MyON1VZ9akeqfV++IbGRkq73Ocn0+fmirIKfSsqwKAqpssw5TZoSwzT+Grh2HQyMTIXcVd3KJ6tKeSWa/9QXl8PMafpliXkw7R6wdEBs9Ds2clm0gblkZHPiRGZtrOGx4n40K2EqxQH62S6/389LL73E7O9UlUqSUaFvnz44lmsz8qLFhhRG0DUZBdyS+nymmQywWRs42gLGwmZBIdO7Abskc26qh5OSvIyy+al31fNYv268MrAHN+VnMj1RJbOURCOpooNUwUGi4MIkyEw17uIw424OM5eR4Ioc/KYkJZLWI5+hlkouMi3EaTmwlOJv1/ydOK8DBAHJ0Ad7WIrXjh07WLVqFV999RVPPfUUT73zHg89+igPTtTUZQNTByIoAqKkV69dNaU3o/NTOHJgJjZTpGon225lSj+9h51JUMhyKcxZ4GDWQgfJXoXWBaW4dzRQ+cQqfGHpTcFU9MbGXwE9gev3RSrx9hcNjb+ybt1FtLUVAmpgGf7P662L8H4CqKv9mbLyj2lrK6SxcQUuVwlNHRh2dwRDmpXUs/pjCvNV216/nRklF/Lg6LfJ8lroX7EXi8etix/9zm7IUUyuG9s8PPztttBnSRRwh7UTFRl/fjw9T+jJ4F7qRIXZ5yWzpZHDdqxD8vsZt2czQlig16MRkjwpCL40kj3JJHuSiXPGkexJZtLO9aF2TxdV0m/xJq7asheb3cZg9xu6YxM9XoJDTovoZUqmet0TjG565g5m3MmnM+7k05kwQ1VjVu7eic8ZHLCL7f7XQxJkzslfy6EZhaFlM3/Zxo2frOeK96L/Nv7OKqUCZJm3Ubsm3YwWRKOqXm4pHRmxiXOCTOWzXiqe89JyQqRXkSQdeOovQGrqZISACspgODhkcftUtlieZL8V3vJyWhctRo5S9S6I6iefoj5AjITD39xM46ef6pY1RGnXWYhhxv0Azc0b6XPS9WQM/1jXzmBppM/0m/HFR6pu3e4q3eeal5+n8NfHaLUWsnbj+ch+H97KSmqv9+EtUGi4TD/mUcRIUkWIoSTr0ePy0N/JyWOZfNj6qO0UxYcsq9c3I+OYqG2iwWxOZ9zYbzlkQqRv6e+rJAtUgo6iYmldoCc0HIsX41iwkPp33qXsttsAtShC3RtvHLR0zIYPPqRp1izKblQnwiTJxvjxPzB61GcIgkha6hRSUg6Num1LS+xiSO0hOxxs//UulixV9yUIRkTRiLkxHvs1lZh26Z9Btzu2ejUciqJQ99bbiPXqxNaqVat4+WXNC69nz54MHqxNYvl8jQA0NCzrcL9OZxm7dqkKZq+nTrduzwnTqX3+hYht8j/8gITDD+/Uce8LhWujT74eds5FEcv2bljLqm++xJGSpFte3NLArBefiGj/R8O1UbtPCk+dQdHZ54RIX199PTUvvoi3oiLW5geMjT/PZfvyxaHP7T3q5LbINO7/ZZKsK92yC134AxGhJJP+OkqyWKiTPRBWajhTsmEMDE69nTQ7bavTV8zrbVeJpOTAjLwvfD/tDd//IHj9epLshIITGJulKd5+/eEmvk6IVBAk5+h93CyW6L5Wfx/2G6vLZA0FTW3PYU4n9qC/2HFPwNr3ub1iHaNcLuolidwpR0OKWkZ7U1kTby0pitjlo99v4+9TwhRqa96Dbd9Efve5n6splR0hvT8M+xs4amHXj+oyX/Q0WneYeXKtYicBJ0LeKJihD8wbGhooafJSp6iBZNCWaWVNMwQm15eJfhznfANL1UHLijT1tWiVIU6SYN79of3ZAtfrolQ3/a0yJydpv3mGIcxkP1P9Dd3FgdQEQWBq/B7iPS7GsRYvBpCGhNonii6CQpW+UhXNipUVA3sy12bBlt0Pwwo/m3MiS5o/tuMJbu17M/f1zmFtSTmz2l2ucmEuIn4ObdnC9ylj2J2Ry5w5c7BYLNTX17N9+3YUYENeb5aNUAeyKa1NnLSnhScnP8lNC27CIlgYW3scEmYWdXuDtpJLuOiQHni9Xoz7GDylx2vkta9bHLaAWjHOD3H+2DPumddrxIPbowYGqSmHYTAkUlX9Db4ovnr7izVrVFXm5i03k5lxPLt2/6tT5ssNjctpaFyuW9bq2EFKSmSl0c7CJ/todDeyuGwxj/36GC2eFsooY4Q4lCk7VGPdVyZqZLXiSaXF0xJK0Q6irFGbBT5qYCaXbirkm5pIzxGzSQyRRGKAEMtsaeDiJd8gKQpLC7QAKt6t7jPfuJj3U7R9jKodxeDyQn7tlobbkssWh6aoaRUVFPQEvyILCIgowFE5O3XrWqsatWMLpH/4PG58jYFjD5LlMdTKfRKdZFn1hOaTK52AwMqi6AbnisJ+ZRQmJ3khcIqSWfsuR3U/WkpHkDP+jajbuQdH3ucG6bcpyQBGjfyAXbsfp2+fu/fd+ACQWb2a6szRJKYfPL9PX0MDuw7XJlD6rlyBlKhPBXQsX07d62pKXfJ55yIIAk1ffUXT7K9wtPNUOlgoLplJQcF17Nz1MIKokNJ3HtXrzuLvL06hrsxBWd391DU4aPNGKlCaW/Q+VIoB/GGv8D2nn4LS1gYB3sufBt1mzsQ6fDhNs2ZR9fXrQIluH0KMG7N9GqYoRi+UpMg+vN76qNvsC/Hx/aIu/13Tg4P7bqfCkh0Oqh+JnlYO4Fy1mop/3kvjxyqp2fLzz+SH+SgdKDyFGtleev0N5D3zNAZDQtjhSowY/jZtbYUsW34EAAkJg2lp2URLy2YSE4dE7DMaSm+8kdIztTRz0SfRPHcunsIiBFkg7SkjvmSF6vu9IIHXq68CrPh8tK1ciWv7DhKOmIapm6o+c65dS/Wjj+IdOwYKCihrp7gbOXJk6PcMf+cZOyhSAOhSeJNTVCVazfMv4FiyBM+eDgr2HCRIUSp39p84mTEnzmDvxnXs3aA3oV/w3huQEukh2LIvFfFBhKIo6v2UlcmPr79IVq8+jDruJPz12nvJtWULAM0/zMU2cgRFZ58DskzdzDfov3ZNrF0fEOa+8hxKfFLkMe7Zgyk/H8XZpSQLx19fxtKFLvyJIIdy9gMk2W9Ukt0z63ROe288rc5GFu38ijrHH29sGhPuFnA1Ud/uFE/odSLGgEF4Z0my0ho1tSVOMPDRCR/RO1klyaSAObMvTC2hAJtNJlx/sOdLeyXZtUOv5JQ+p6j/ep3I6S3RA/tkm15t0z0x0vT84d5nc9Xw6H5QnUamXkk21B02k5/eD45X0/CObHNyZksrSNrg+sZP1sXcbXPAJBy/D766JrLB1Lv2TZCBOlA+5RU49zNtmRz9/mjzaMsP9zzFIf5XqT/m5YggurKmjlmeIazyqdfUKKkDghcMejbpmeWRA7w0SQKvPpUmeCv3t0bOeAdszHT+c6aceOK86oDMFyCK8ylhKkt124b7j40xlBI30EyTTR3ctZmtOMwWmqz6wHrm5n9wXvUPLDbHcdYuF71SIitOir3VgHR61feASoatXbuWZcuWsX37dvamZPLq5JNZ1ksjRerj7bywcm2IgPFWWfhm1Fl8N+wEUkzNjJzwBkmF83juuefw+zt+fnPDvAh9PeMx76N9EIYwk/1g2pBkSAgFKvsqQx8NtXW/sHzFMTQ3b8Dp1IKGtrZCdu56KCpBJggG8vLUFKe4uD4x911e/glNTZFVojqDSkcl0z6dxtRPpnL3krtp8WjnFkeYP4xBxD1O9VORfUkR/U2bx8d1H60Lfb77lMERBNnEXWoF2HUOF0+2qOdrDSsOIAWC1P6VexFlPwPKC0PhenfKqLJVhf45DepgOtETqYpKi1OD98b43u3WqA9JnKT1PY2+TNz1GulkMKr9js/rxRfoozQVS4yKi+0+r5F7x2wL4HK04o3hnxMORVEQrepv0AdNxSGG9R9NhZNoLh5P9fcPQAe77N7tktDfFkvePr97X7DbRzJq5L9JSIhdxOO3IK1uA+MKZ3LGnWP23XgfUBSF1sVLaP1FTzK5d+n95RSPh+ILNVWI7Gij+OJLKL/1tg4Jsv1Ju/OHGVVXValp9n5/GzU1P9HYqE2wTTmnH6Ikkt49AZ+8N+b+2qtIFaOiU3269+6kdYq+b3H1dyPFx5Fy7jlkvvxQ5Pl4o1ewDaoHg4iVlllY9FzYNgcrwP09jfuDnmR68sKxfDne8nIII0cMmZmk/Z82zggSZKCSZvsL965dlFxxJc6NG0PLZIempmn5/vuY29psPTl00koOO3Qtdrs62Vn9/bts7T+A6if1lR0rKr5gw8ar8fvVflNRFCotehWP0uyi7NrrUNxan2xoEDDtVq/Ptm3/YOfOh0P/Nn19IbvvuojqRx+l/I47cG3dSsW99+JcpyoMDd7oHdKAAQNCfzudpaG/pQB539i4ilWrTqOw8PnQOr+/jTZnEQCiaKV7t0tQvF5qX3wR57p1oXbp119PdiAFOu6w6Gq7A4U3YL4/6azzGTR5Gkdefg3HXaOq/UYdd9J+7cuxcSP15aW/e9XL+jffZM9xxzPn1uvZvnQhC957g4aPPoratvHjjyk6628hbz7F6cS5KXZa/wEjbJyckZZF67x5bDl1BpuHDGXbhx/iF/VB2/8ySdalJOtCF/5AaEqyQLrlb1CSVdVt58smNbXmX99dzOyWnRSIVmaf959RUulQuQlem4KvxwQa2nW4o7JGs26v6lPmi0GCtEdx8RJIEBkc341BqRrZIwXMmf1BkmzjZ8yKj+Oe9FQmtTl5uWgJ5B+4wmN/8MLa53WfM54bA1PUdAAcdSTEqAqZaNLPpJ/Z70xe26Av+223pvCbYY7n1roGnk2283plNUy8DpY8q66zpUYaXUvai9HXTvWTFm+itlUNYAtrHAzrlkTl7vVEOJ+k9Ap5mh0QYqTjOj365RW+BDa7Umg/JNtWqk8JMIoCLQtKWZ6mP9eVLW3QTtyR3rIFngwYqtpSUbKHMcy+iQvjo6f6FVgUQKHGWUO3BHVGVzCIWGQFBwL+AKHbgzJs0x9j3Nef48bMyczlybSHWF3pxIQfCZnNuQW6fdfF2fG1K0gwrGUHXLUcy+PltAD2bAMM1UipqSkJKPZkWnxnkejRjnnYxEnEoyADrxj0BG0Q3w8Yg2tbCygmSk2qGtJjMDK4aQorpS8Y2qAWYGhubqbBbOOSTYVc3i2dv2XribrzJ+TT7PSxq66KuVYD5ubo3l3xE3OIG5dN05w9xE/KDaVa+v1udu5UU5wMv5EkW79eJSk2bLyK9LQjQst9Pi0gHTrkZZKSNPWnKJqRJCu5uedgteSyadN11NbpPRYBHI4drFp9GmNGz+q0iiCI2btmU++KrnZqtjSE1EsASqDAgeJN5oVFy7jxsCNJtKhk6nvL9rKrWiWbxuansNfnjdhfclvkdUtwRd7PKW0tXLj0O4z+MO88uRrICX0WA/5f4wq38M0wfR9rNKv3+rLul3PsFvX5t/XP48LmnylstZNjC0vrFtw4GrTZaymQhu73evC3e19Gm9cdbK/k6HbKNG+7oe3xzy3SfW6qqqQlRgXBcLgcXuRA32cOFDzJqYxH7KdORjUVTUDxq8SF6LaR+KVE8+nR32kJiUMYP24uTmcxyckT9vndfzTiDpmAY6mabpXz+OOU33ILcWUbMZl/+1x68zdzKL/llojlskOv/qt7+x3d59Z5P+FYqp9QALCfcgqpl17CnuNPAKDll1+ofeUVTHnd6Pb660jx0ZV6zXPnUnbtdWTccjOpl1xCQsKgkDpm4yb9JFS/CVpf5mtX0S8cNTWq6lnymPGb3LQdJSJL2j2gGKH5DP09sX7DZYwfNxdRNNPmjCTgTKbo5uKxSLEgrMtEnBP0Ezj72qbT+D09yUJBu36c4Q8oSeMOmYBjofoMJ//tLNKuvBL8MrUvvaRrbxuz/4Ruxd334Fy7ltYFCxiwTZXa++r14wbZ7UY0R1ftmUzqfRIXp04INCVsx3u0REvxq7TuNiFKEgZDItt3qP6pxcUD6NnzGvyNjbScpL8vxAD3XvvSy/rlgcfE6SqmuCRMsWoH7oKMfxpxrlpN4Smn6razuKO/bw1hpGNzs5ayW1T0AqBQVKRWE29qXsve4pmMGP4Oq1bPCLXL73ElRqMd13Z9hodt7FjSrlT9dU09emDqrvdV+63wedQLFJ+SyrhT9NWOk3O0iYcJp/2NZZ/9u8N9rXz3DdYU72LMiTOipmv+FiiyzCe3XQeNTQxZ9CsCUFijpU5W3v9AVMrZszeyL6i443YKvo5eMbTh009xLFxE5p13YMzO7vwBhn15W4ub777/ni2nnKwucLvpNWIEo1erhLOCgBBFwfe/gi4lWRe68BvRXFvDty88SeXunftsGyLJBBEEzXfnQPDtVm0GbXaL+t175Eip7H8ES54B2Utj8eJQ1cAgjAYLRoMa2HVKSeZ18c94dR/pyXplQrBKn8/bBq9Nhc8v4R27GkgvtlmhciN/BFo8LXyyQ/NKebOiCsnvVlP15t0Py1/EHoMQnJynN7PPsEWaU1vNSQflOM9rbmHZ3lJGuD0w6iIYdAoMPBnSB4CpnRl8mJJsQi8tYOiXmcCqfxzJsDxVaVTd4qa80cn3c7+N/ML62JXoOgUpMlXELytc+X6kBN3jk6murqaoqCi0bFeVfkbebBBZvrQ4YtsVUWKqPq17wBXYvs/RVA0cyoj46NW3AHKNfrIMCtVtet8QS2DcvyulhhzrIi4a8gAvJE/lWBZwMnMB6FvQg5NMmzjOtJXGuIT2u2Zd90gVU6LPgRJWsGJKtY9DanzcmZHKivEDeGNwT5oWNNLsO5e8Ws3L5mZzBldLSVwQgyAL4hcSyBCvwmHTlI0uUzI24pg7cAxfDz0Er8/HA1v2sNXh4oZtJXgC6ZSKolBYWIjsbOae6QMZkKcGama/jG2Edn/bTygg49oR2E8owJhhI+2iwVj6aCkfe4s1I+CkpDEhkqyk5E283kYAWlo2s3vP0502z3e7Kykti+5jZLHkYTQmhf5Jkko6xsf1QZJs+0ypbG3d1uH6aFhUpgZ/d427K2LdnBTNG2hgeSGYtCHb2/NFLvjgU67/aC2LdtZQ06Kpm4wmkdPWRT57Jn8k6WzxRveGMvl9obH0WcwmvV3/FayAavNEXnfZqG5ZLWv3p9G1kxSTg1Ep5bq2ouDD2aoRegaTGozKfn8oKNICdO1dYow7AcGQG0GQAXgU/aB+c3mz7l+p34YsqKmf3oFJUc8fYNZz60LqFpPiJdFrILlaCSnJZJ/WP0l1FdgWi2TUjiMzM7ISmMWcTVxcL9LSpv7pKlsCpF6u9RGJxxytqg18PvyNjb953y0//hhj+U84li0L/at5Sl9URHZFT7fPfvghzL16ERcwH6964EH8NbU4166lPOBTFQ0Vd6kVCqsfVz2JBg54NLSuvZLU49G8xpzOyHcGgM/XittdCYC1UZ3Iko0+CPMZk6NzKyxfcRRLl01m+3Y1XTY8LTI5eQID+j+CKFoQRS1dLJoqTBI1JWfcQjEiBfNgKcl+V08yIbonmb9ZJSelRDs9Pnif1CuuIOUildBIPu/cyP2E2Xq0h6IoNP8wl/p336P+3fdwLF9Oy/z5ONdqCmBfTQ1Vjz9O2zJ9On1QfagoCrLbjex2R1RyzMqcjklIxZ8GLSf5aTnJT+HeZ9i958kQQQaqym/LlltZtOYQ2kNwx0izdWrL49YnkLgsicRlSYGVUP2AF9kWOQnba9e+x19NzXoFdJAgC8Lvb2Xrttv1x1nhpPn7H3C1UzkpYUpx28gRGNIObiXJoJLMGIWwTMrM4sz7HuXiZ17lkNPP4caPvuaS5/SVWm32JPX4FYU1xWoV21+/+hyvR+tnFFmm5sUXqX/33ZjVOveF7196mtLiQkqb6/GLAk6j/n3kldT7XbBaiZ82LeTJFzqXM88Mqb3cO3eF0jHbo+rBh2j58ceoBRNiIa1bD8Lfo4KoUJagH3Pu7qPGWfVJ/Vg46XGKmn7fIkl/Zvzv0oNd6MJBwo+vv0DRutVsXfQzN30cxY8pDHJA/iwgIErCAQ+Wa5tLeWr3p1HXfbTlA07rf2aIQPpPoNZq57asDAYF0mVSBCP1ihoIpWUNx1iqpk54kWHl66piaHx0zy3F1YQvcJ0KUvRpe4bAwNLvbobqPSy0WthtCiNWvAGVRP0esHdT1VHzH4KS5XDGe2BNOijn2+hq1H0e43JDQjb01vxXEp2N4Nb7l3x76rcYpchB7G1jbuPRX7UBvC3xt6fnBGEE6H6I6jd2+tvaCls7tVrYDLQ/TAV31KBMAFLi1Ot8+XurUBS40bDr4L1Rpj8LCx6DE9QKXt9sKMckiRw1KIvyxuhEsMcn8/LLr4Xk80lJSaxtsAG5oTZmj8yibO0gr3QZecUSqbgBeHjqKSjTTqbVvRc5Pp3CraoSwlzhZcSpKzCIEouX6BUh56e6ufD7C8mL136vLP5JmcVCcdpAdhqNLEgZy4K99QgnfssV3/8Nw0nPku3MDmWceAyR90NVYqSSMN7fhixrxKbND8+tcZI+3o7ZasZX76J+sZqGlOCDoyq8zM024vDL0C5wuq1nFg3VuxkbZ+LSam1dRXJv6uO1AVJZchbxLZms66le00dnvsnKYRMhUG3zX7+u557xI1i1ahVz5szBbrdz6qmnsn7nDug/EousINm159PULQFTTvRKna2OnRQWPhv6nJlxPLW187RrUjWHvLxzWPlrwKtL8dOrV2cqRcVOr+gopRIgL+883O5qSkrfCVUjC0d19bc0Nq7EZutFfn5kRdtoCJKqg1IHYRANumImlaY6znQdwseWpWQ31bGlnS/d2p0prKWcWevKueNYrW9c39QGRAYSViFyWZAku/zyy6mtraVnz55c/dbVFNSrasYZzKE/e9rbBbE5eTOTqiZh9kWSbK6AQrrSu2+DegGZlpIadh97HBDIWExUg4a1S9X3qSF0TbRgQpAyMSecCUSmroQryd65eGzE+h9efoa3D5mOYjWgxBlQjAKCR8awvQkhLE7fW96CkqBa2FtlL5ICgiKDoAaDiiKR3j2BmuIWckoXInoFcg2nY+gxkKoq/ey/uZMVBv9TsA4ZApKEMTcXwWhESk7GX1+Pr6YGQ8pvUzJ7wiYuAIzduuEtKaHxk09o/OSTmNt5S0sjlknpaaFxk6+xIWJ967x5+JuakOyRgZ2YEI8cZntgseSQlXkSlVWzI9ouW75vs/EgUQ+QtLsHrRmRRtuOaRpx0KPHlezd+wqgpk4qSvDZERk08Bni4/thseQhCAI5OWeQlXUqe4tfZc+ep0hLOwIxyphOMsThDyiFTXtFDjt0NVVV34SIjYOlJBN+RyVZTE+yliBJloht1ChsozT/VkNypH+We/cuFFlGECOPtf7td6h+VBtTIYqhtLYgdh56GNGgOJ0oikLxxReHCDQxLo6cJ58gYcoU9XgMCeSsGEW1+yed/MTbTcHbXTsvRfFTUfl51OxVod0rJf+zzyi/7Tb8idrkS+JrLoRA5WB/m4hjmnoOjokyCT9qJKEvTcHgcjN5wUIWTNbOKz5e/75tbVXVYFI1WDaLGCcNpNGoLz4QLG4TRNMLH+JcE1lh11+7f9U39xfBSRNDDFVfXn8ty0QQBJIys7j0+Zm8f8f15PYfxMQzzuXdW/8vYuLe2dyMMU2dNHSuXh0qQCC73KRedmmn4jSvx82e1b/SY+hwtizS0mj9okh9nN4XzWOQMPllrIMG0e3FF6h65F/Uv6OqaE0FBWTfdy+S3U7da2pGSdOcOVgG6tPqFUVBCZCGnt2d94OTjEZduqXP78UpR1ZhTjzvQuaXqMrMZZshsjzN/wa6SLIudOE3or4sciAXC6HqlojIvgPPha8oj51S+dCv/6LcWcX1I69H/D0HNh3gTcdOVlotrAxUZ0y15/POlKdw+90kmu2h6pZe2QffBgLbQadAQmQg4W7TfNZO76eXWAc9yeokiesz0pgXpw/KPJ4WTDt/gg9mwMCTYMR5sPAxdeW8++EE/cz1gaItWrW9C76BNE35ZpZleG+YronVEN0U+ZwB59DqbeXFdeqsnj3pwKta6nD2J7D4GTgpsgoRRitc/AO8ebT62a/NrnkDKUf9MhO4eqp6TgNzEvl5e01oXGsliiLl1NcP7DhHXaj+Q/U8u+ZDdbbznHHdOX5odFl5m9uLWxZwKSasgpeahmYafPpAKcHp5/Xe6r33aN88PIVN4I1OksVl9aeo6BV273lct3xgdRtxQhyYExmSfy/i93eyvr9K/OSY1JTL0latTzinpZbVKXnUJwzG2azdnw80xWE4bxVXdMvAFjZTeMrf/sasbWWkeeq5ce873NnnhtC6wxLj2NTSTLeWPbT2+ZyWxyKrPSlOlVBoWajvlx7aUMv9J09FXvQ0rFOVVJIi091VgWB/Hr79P1pFKxyqebCEE2QAe1MzGdykKcsUQcAV1scsqlLTVD5ev4VZ445i/J7NNL31Ft4clXCxyAqiVQvaRHPsmf/wSltqgGgkPf1oEhOG0tyygcbGlSQljQ61Kdr7ckySTI6RtpuWengofTI9/ah9BpSCING796306HEZK1eeSFr6EVRWzg6lbNbVa8qvzMzjsVqjp5uUlr6PrHjplnchdU71mqVaU/nxtB+Z+slU7bgFmVdyPia1rjtilMpv4Xh3mZaq4XRG3tMjirdjM0SaGE9JtHLe5XdiMpnIyVHTKX2idr0MAb+89mFClU1V2sR53PSoq2RvahYjE22saW6jVVA7hWL/vpUEouDDI9pCZtkKYByUj9cQfm9EpmO192cKRzhJNrmvXjHZXFPN1rZi5DTtWshZ6nNp3KpXnlbGiQROBbPsRXA7QLEjBJg0k8XEMdcPp+L7JTh/WYeUlIT95JNAELDZetPWtoukpHFYLblYLLn8mSHGxdFv5QqEwCSTlJiIv74euTWywmtH8FZVUXHPPaScfTbxkyfjb27GvUOrTi0lJ5P71FNUPfggcjuT6PB2AI4VK0J/Z91/H87Vq8m8887QMuugQbi3bKU9XFu3ETd+XMTyaERPME1Oa2NAUWIpSAKKJ0WhtXULa9aepx1LcTwpqw3UX6Pftm2S9tzmZJ8eIsm65Z1H79530NKyEbM5C7M5UkEuigbye1xFVuaJMX3s2ldKlSQrifbhYfuIIWXbb/yxnmSKz4cnQJKKiZHqalDTbpu+/prse/9J1aOP4a+ppfjCi0i54Hysw4fjWLyYhKOPRrRYdASZGB/fqftaSkvDX1uL7HKheDw6hZnscFBx2+00jhxJ4gnHk3DkkVgbk0iapQ+rW47y4+3eOVsRc9/e2E8aTuuCBeQ9/xzWwYPoNecb2i6YQPWQahK+kkg+8yySTj4ZAHdNOauV60CQ8WVq186fGDD790LOdRXcfOmlSKmpLFq0iGHD9GPQtjZVbZb8lgHTXpGM/BOp2x1HU/2qUJpw++dBKFeLorRH0umndeo8DxStDaotgdHU+XvanpHFFS+/i2Q04o5SuRFUNdmIY6aTkpOLt1rLBKh56inali+n2xsz90mULfnoPVbPmRWx3C8KuKccCoVa32YYORKWrcB+yikAoT4XwJirvidSLrwgRJJ5iyOVrEqbFnPIbVHijygo3rSBqj27UJK097LT4wj9lIkNA2hOVvvTnz0TIWxMryjKn1IB/XujiyTrQhd+I2yJiTTXqAFDc20NiWmx05jCjfsNxgMnsJpbKztc/9amt3hr01u8e+y7jMgYoVs3Z88c3tvyHo8f9jjdEg+uZ0AQHo++085LyCPfnh/6bAiSZL6wQXLRYhgS+ZJtqVdl0aICiWa9j4wUCGo3WqK/NH/a8jHHLQoQYVtmq/+CaCjqzKl0Cs6w88gNmqUmtbu2UWY3LVJk0ArqLNglgy9h7t65JJuTyY0/SAFW36PVf7HQfTz0PgKayiCtb2ixLxCgnz46D4tRDV6vntqbF3/W5PxWNFJtjOslhg3oS/J2E//o7cVui00+NLu8FNe1MTg3uqQ7PI3sgxXFfLBCGzBkic20KmZaFTMl5eV87+lPvRK7cpwUNgOZZTZSa5QgjE94tl8e120v5eJcdRDRniADMPhl8LSCJZGMHVugupmkLDuNSeo5PjXu72SkTlIrBrWsYu6qciAPRRAos+gJvp+rmriiWwbZAT8Js9kc8h7rYbJyVM0W7gwTN1m3N/J1g4GM446k6dXoqcSyy4ev1knbWn3ap0FopZtBht1fQ5hxPQBf/R8AcftI1262xqNYtP7kk9GH67zSGkUDLpeLn1OyabXY+GngGHotKKPZqgZyVgWsQ9NwFzYh2U06g/72CE8jCgaQgiCQnnEMzS0bqKr+hqrqjpW7QTgc2yOWWcw5DBnyMk1Nqygt+5Du3TrvS2I0JnPIIQsRBIHu3S6lrOwDXWooQHHJmyTEDyA7ewaCoBE+DseuUPpNq7Mcj6wORFOtqZilyH5sfuJKPq08i0eUjmeLwytbyi4tKDvj13lYvB5sXjdmi/7ddNGSOZjze2AKG6SXtZbRJmv9dxz7HoAfvWk583tUk9VghxFn4kTBCDgxwVEPwdzIVNIGbybJxipEZFp6jmXvRDX9yFteTurO76k0BCdHFI7NXgCGQua4wpQenSTJwlFXWsLbN3W+SnBhHARP3+r3Isp+BMVPUG6WlaxgNCgkKXU4AcuwoSEVy9gxX+H11mGx5ETf+Z8QYpzWdwYDt6BaobOoeeppHAsW4liwkAHbttL8ww+69T0+eB9zQQH5H0cqAMMrFQK4NqjKa8uQISSfcQbJZ+gnydKvvZbGT9VCL1JqKoaMDNxbt1J23XX0XrQQ0dTuHoli0t0+zTKcEDh0kkrSeb1NLF9xFCCjKDKVlbPYslXzWIuL64O/oRHTnthBpCAYdUSXIBgQBIHExKExt1HbCTHJdgB74nCcAV+z1EtV38X4uD4MHfoaomDY7+qWsQ/kD/AkCyvAVPnAgzR/paoxpYTo/oHZDz9E5m23IiUl4dqylYYPP6Rt5UraVmqTyKk7d5Jxc9jkiSBgHTok5L/XEUSLBT8qCaF4NMKg2+uvUXLZ5fibmmj9+Wdaf1aVQ2IU9WLcIpGWkztHkrnNDWT/6xGQZYSw1NH0ftMRb3gXwQ2pP14SqmJpZTgDK9xs2XozFNgBlQTy9AlcR6OaFm90uzFbrRx11FG675NlNx6Pqv4y1ARS5AOpyPFIKGYifNMsWw0YqoiAZfBgUs4/v1PneSCoKy3BESDJYinJYsEQ6AcscfH0HTeRHSv0RUDW/fANm3/5iave+HdEerlj6VJ81TUYMyNJ7HBsWRjpVQrgE0Uq6/RjMfN5Z9P971eFlJHhaarGXPV9YUhJIe/FFyi9+hq8FZHxnj9MERsrJd6xciWSPQlLP3Us/+kDgQmGKGSXwRuPya3ZqjRUOxDRxu0lW+rpPiiyONRfHV2eZF3own5Clv0s+eQDijephpcZ+b1C64o3rut426CSTBA47uqOB0cdoTmgrsr0dfzyPf+78zn6s6O58PsLQ/9uX3Q7m+s28+/tHRtb/hbYfNrA+oZRN3D7WL2ngdEQIMkEAbcAbgGo2Q6vTYEvLlcrJVash7I1NO1QlS3xghShjDNESVUMR6030nDXDzSJAnSysmZn0ObRZqjeL6+Eox8BQ8cv8uMLjie+vQ9YGIySkS9O/IKZR+17Fuug4pzP4O9Loxr3GyXt+ttMBpLDyK/+ATP8h71/o4YkftpazaerS/lmo+pBVNnk4t6vNrOqSG9Sfs+sTZzw/GKemhtJZAA0OKJ7JgEcY9pOiqBGsZUNjg4JMgDiNOXepKR4LGGegAt7dOfMnDRWjB/Ag31yaW7eEG0PmLwKuFuhpRKWq8bBwzdpCpQc/26Gpg0l1b2Olr2PkJH+VWjdlkQ9KVpdrx57cnIyV155JZdccokqfQekWiOtbXql47lFHswlrTEJMgBvtZPKJ1ahuNX7O+EwlWD1K1nI856G6tjVkoRBeuNfs+LD7FiBrekL4gMG7+V2bRayfTEBJwKvvfYa1QlaKszKngPZmKeqNawKGJItpF04iORT+nToydjQqAUxPfOvDf1tNEQnUzsKBh1tkQRTn77/QBQNJCePZ8jg57DbR0TZMjaCz6TVmkuvXrcQH9dPt7609F22bruD2lp9BbPde7SqZxWlaspKgikhRJDNPGom47LGMfvk2UzrPo0ZfWeQf/FoRCW2kqwgw8wr544i267eX54CVXlx9oq5pLS1YPMG+mMRjtm0nASvj3stPsw+LzWuGo79/FiO+uwoJn88mWM+PwajrD3X2WFVHW+vqycdA2Pje/B8ZQ3Bco4icMTeDLo1q+cQTGeZv62azeiLUARR7lbZX0nw0dYms3uXl927vBS3pVOfdVyonVn00TuhlN7WpcRLmqF2OPHYHp4YJNmuVcujLo+FSkPAY08AgyCT3tCKgIwgqsudq9ZQ/cQTyA712ZDCSCZJMv9XEWTtIQQCUXk/SbLw6pEAvmp9gGjqHlm9OYise+6m78oV9Jw9S38sMYyjDeka6WsdNozM224NHYN7+46I9v4o6qHwIgoWi56MMpnSAv+071EUL6Wlek/D/v0exF9bi+iK3p+lJE9i6pQtiKKBQQOfJiV5It27Xxy17f4iL+98LKY8CoRLSL/pptDy9LRppKZO7mDL/cMf4UkWTmKGk6WSPTpJJggCUlISAKmXRL+edTPf0KX75jz2GMlnn73PQ0q9/HJEqzpeaF24kJYffwqtixs/Puo2crt7H1Q/MSkw5LEtFLGUxpG2ezDx1TkIilHnGefztSAIgo4gA0iYOhXRLZB60cUhgiyIkEI1P4HeC34BQAl/FRrRpRiHwxsaH4sIUebHxHabpT5pIOV5MZTuGYSUnEz+hx/oFFEHGyu+1O6H/VGStccJ19+G2RKZweF1u2iprcbf0AjAptw0VuVnIQvg3rVvv+n0Hj2jLi8Z0JvGZnWfBaPU1P/vXn0OceCA0O8cPg4KT6s0ZKmZNd7KKCRZsxbbeMvK8DWoqeey04lzwwY8pWUUn38BhSdFq/oZ2U+l1A3m0scPVV92AKJ+vPH18+uR/R2r2f+K6CLJutCF/cTWRb+w/PN/8+kD6uy4L8z0sa05eunuIDwuLd0yq+AAzRALF9JcrXoGDDYl827+6XwzPLZZbbmjnNVVq0P/giiqiW4GeTDQEEg/vLbbsVw8+GJy4vXBgjFBVc64BYFTc7M5qlsu3l9fh/K1sOFj+PJyePUweH0q5du+BCDLEjmLYdjHLKlz6Gm4T3uDt+wJVEgSXmB4z+5M6tGNHU1Fv/1Eg9/ToipzhrncpMkyTLiqw/bDEwv416H/6tS+/3CJsyBEqN6CSjKpHanx3iVaSsuQDPW3OGVsHx44aRBxJnUAUFzfhqIoTH3iF95eWsRpr+hncGetU0m05+bviiDENpY2cdvn0cmqIBoUdcDz0VbN0GPZHYez7YFjeO30YXyKRkR+10sNYqXdLfg8MscOyuaIZnhQttG3QPXd6WE1IwoCv646JeK7cmslLG4ZXhwDP2pmvJIMBUUqUVpZNZvSsvfZsfOBwFrtnJpM+utaH0gf2+ZwEp+WTkZGBs0B4jvep2AJG5M8LMUzoDn6ICVhSjfEOHWw3TJPL82Pn9wNSVBJdffSX6JuD8Cws2HGG8SHpbQ9WPEqiXUvENf0Ja0WVdm1Ny12FSW3ZKCiqRlvmK/a2u6aIjGKt3BUVFV9Q2XlLADS04/GbNaCVKMxKeo28fFaWXtZ9rBz58Ns3XoHS5ZOprZGDXAMBm3bOFuv9rs4YAiCwOjRn2EwJJKerldqOtr05smRvmcKaVaNeByXPY6ZR8+kwF7AM1Of4d5D7sXSO5lu9VWktTTi6xlJrJcb3+SYwVnMu2kKvgnp+Lur97kprMKl3W5HijeRX1fJ1ct+obejEYASTwmlraVUOCpCVTa9kradET+Y7TDtHs5pbmV+4R7e2LiIKU4n54l6skCI+AOu/SbSpwkg36o91xNnFDDxtN5MPK03eQVWBEFTERrCTNDjxY7fr0F4w4z713yneYNtXjAvWnPuK5E4b37khEpjgJgUAh5rqQ1NCIqCEPAkE2Ro/PQz5EAaj2DbtwfbfwsEc1BJFnuSIhrCiSvF78cX5lOU/dBDHVZKEyQJKTFRp2gDVV0YC7bRasp1yvnnETd+PJZBqi+Rr6Ymoq0cFlgGTeKTkkYTH98fozGFUSM/1I4ljLwI9wKrb1imI2gTEgZjtw0NBbKDeqh2DpKknUNGxjGhVM+srBMZMeLdmBUs9xd2+3AmTlpAz6l3/r5jhT9g30pggshbpSdWxRhKsnAYc3Pp+2t0G5Ldxxwb+tuQkUHCEUeQ/dBD2E9VJ4UM6enkvaxOeJn79KHn7NmkX38dgk0dW9S9/AoVwTRfoxHBaCThyCPoLJJfN5D0lkTW9tEccvYahl02m3FnLeLwaduYMlmrLinLMawfJkyg768rQyRwOKxWVZ3ocldQpyzH8tw5un5INoPsil7UxutrVM9fsUYQX8lnn43Q7nDEML488+5/hP7OuvsfvytBBmohlyBsSZF+dJ2FIIqcf+M/KKhuYNyuMobt1WRxTTXV+Bsa8EoixWl2qu1xlCfFU/fyK/vcrz0jU/dZDBC+e2Xtoolh4+rdv2oTNqmXXgqAITsb+4knhpYHK1b6a2uRPfp+OLwvA2iaPZua51+g5IorKTrjTHYfod2fTV9/Tcv8MKVb+2JqbjvJSUZMcSYERe3bPMYm2myl1KWvwG1W+/Ca4v1Lvf8roCvdsgtd2E80Veu1xo6mxtDfbWF/R4PPE+zoBQyG/eeolYa9PP71ecyJjwNJIlGyMmLyPerKdY9G3ebxJg+CTRuQrXSW8UliAlUNkTOtBwsNgRSi5LjMqOuN8ery3UYjcqDD3u53MDi4/fY5LIuz4TcnMj/gYdQva1TEfiRLx0RjY2I2L7j28nZKMk+lJDPVoaUOPWdw8EJjSWRaZCx42mj595lY0gdgPPZRmnf9QEtKT3JT++EM+ApZO1B7hGNIXsdV8v5s0JRk+pfr4Fw7H16qEmXmFW8DMKB7JgNG5OPxKzzwzRZK651sLGvC6dUGOZvKmtRtV+gJnQvfWsnsayYFvlNm+guLYx7TDJM6uOwr1bDap/2G8YKLrEQLgiDQ12LGgMgYJLaYwZWoDuTEVi8TH53Pwlun8v5Jwzt1DcaO+YqEdy8GAs//Bn26UHaVmz35amC0Y8e9oeUysRUvlUbI+nkdANPTk3h9cD5NzYEy5z4FKYxU8m6qi9g+86ZRGFIsCJKI4pNpXaxPo0w8qgdSnBGraRWt7mNx+idhlVbC2CtUz7n4LFgQIGuPfxJEkc0TB/G3Tz7EYbAxpnAWdMuiuzubyJAzEg5rHF9Png7+6GxYfAfqn3BUVH6hnXeYOTaAwaAPmKzWfJzOIpqb19PcvAGbrYAFC4cT7l/lcpUGto3HFwgMYnn8HCgkycbkw1TvvKamdaxaPQOA3bsfY/fux0hOPgQBgTanvsy7BBGTCNEgAodvW80nY6aBwYdhpxb4iGY1QN/R6sSXGFYYwedjwqhxmBOsTJw4keULl1JSXUaj0srixeqz5Tar99vNo2/miVVqqk1RfBE2r427Wtarl9HdBPGRfXkvuREjXry0U/SGkekVctI+z234lGwwBvwrE72U7NYG4wZB6zfs5mY64wDqDXvmfn77VUYeOx2vy0VDefSt43a2kl/jg3aH6gn2WYF+z+h2YaIFZyDdUpAVBKMRz161HzOk/HXSUcSAWkPx7J+STEoLS9n54MOQoivnsUd1AWCH392OJPNVRcnvCiDvlVfw1VRj7qkqOYIV9Uqvuor0668j7Uq1gEZ7osDf1BQyfx83dk5oed++/2TnzocYNlRLnw4nzNavvwSbTfMxS0ubpnpnyTKizUZmwalk9ZoR6gOSkyeQk3Nmp877z4yDOakQgWB/oSgossyuyXoFnGiL7t3aHlJCApl33E7VI7EnIM191UmKpBmnkjTjVFIvvQQpORlDcjK9f56PaLOFij6I5kg7jGAKb/Yjj5B6xZVUPfAAzvXrdW3sJ59M06xZAOR/8jEVd9+DpCTQ/cN3I4hMUTSTnDSehsblZGed3OG5RT0fc2aoCMTmLTeCAfJvuoaGItV31pel0PjFF1HVbz6vOukgtkUSoOk3XE/VjPd1y4LVN+MOPZSUc87BOnQYzjWrSTi6AwuPfaBqzy7cbW2AwsrZn3H4RVeSkhNpLxIkybL79seW+NuqLSYMHsyoXgNxBN6BZSkJ1CbYWP3PfzCh/zBaLNo7dEO3DHJXrcJbXY0xIzLlsmXpMjxbt4QqbwIMP/p4Cr+aRZNZ6zeOveYmWuvr2BUgx5prNSJYSkqiz7KlCAYDokW756Tk5JB/Xs2zz4b8ygC8e/XjiOp/RY//AMpvCZCrw9RnOKj0NrdlYnFlIPlsTDrcjygKmHx23KY6WpK0YhHNyVs486gryOy5b7L6r4YukqwLXdhPiGFS6KbqSvZu0Eoor54ziwGTppBZ0Dvapjrj/o5SjWJh886veS9Mep5ojJ2uF8Qx9ZVQr8l1u5mMfJKYQKMvir76IKFBkAGRZEv0qljGgJeYHDZgWGcx0yyJJPn9vJScwIJ2A6Mjeh4TsR9DXHT/t+MLjmfOnjm8v1X/kv85zNjfC7Djexh7WSfOCGqWP88M/27yS7Zx3ZwWLqxTX7DTC6YzXFQH9Va5Y6nM7JNmM3fvXM4f+Pt5N/we8AbOyxDFV+2Q3gECdnHgfjKqv1tesvp/aUMbhbV6w9QTnl/MhIJUlu3REz/rS5tCBqFrihujHsvlhxVwcr7CJ5/8CsAgqRIJmUJ/KhliK42GpNBANNmr0AI8TRwTD40PBbtCi5dWt4/Fu2o5cdi+CYrevW4lIWEQdJAea3HLWJ1+nFZJZ/6chL4C25QqL+cXerh4vD4Q/LqmEbfPT2ObSjDH+/SieMkTScAaklWCDEC0RBJQiYerqU3mxBpaa6BNPpwUnoJxV0BqLxSfDL2OxlPtx+CSqH93I7aRGXyx67rQPm7xDmbKniu5KNXB5pTY6ayC7EAW46iNQZABpEUxjo+GlhbNjNvv13tihSvJ0tKOIC/vPNatuwCAtesuIjl5HLEqWKYkH0J5xSeYzdlIMfwADwbs9uFkZp5IVZWWatvQsDRqW6MAozNHR10HQOkqmDmNdPkmXB410PflJGHYqfXpoqmO4joHx2zYpdv08CmTOeyww0Iz2INGDGFeWOUtALdBHdz3tPfkiO5H8FPxT/hFPxtTN9K9JYx0jUKSARzKSubTjvQPu3HbiH6dPYqVOAKz4TOPAJN6b2U5PUy2ZzC3UQEEDGHlJi1i5wyKg55kKR4ttXvl7OjVoAE8LvVZtSgQnjGnBLzdFL8CBjB4nOTV/MIuUVUriR4Pgjkeb0mJun1/fcrtfzOC6ZZNX3+DZfBgzAXR02Yj4NM8vaoefhgxoGqJVm0yFtqTZB1Bio9DitdSnQwZ2pig5plnSTxhOqa8XLwVekVj5T3/JOOWmzFmZelUMN3yzicn+0ykMH/A9gU92trU58xkSqNn/tXUvqwSasYePULvHrt9OIdMWBggMf57k3ZSkifRp8+dUQsLHCwIgbR9xeOJSA1MOv004iZMiLZZVKRccAHeyirq33orYl3eKy9HVMUMv6+Dyp0g2heWANWwH0CKj8c6eBBZ9/6T1gULqHkmrBLznXeQcNRRWIcNxZCaSs8vvwAhdjX7IUNepLZ2XoQKuTMQBAmrtXvongQoKtIKM9Vd78N8zdekX3stpjz9xFBwAkoIDM8Sjj6ahCOmkXDkkYgWC0O/2cgv3wwgOM8hNgauQeA3sg4ZjHXIYA4Usuzn/Tuu1y1764YruOS5mSRl6ot4NVapz+/4U3474SxIEt1nvk7NCy9S+8IL1CaofVSRSWBMVaW+GqUgsDc1kYxZs0m7XIsV3Lt3U7psMV/N/pg+VQ20DVftc4649CqGHXkcL8zR3v0Z+b0YeOhUvB43iz96F0WWWfbZvxl/6lmheDJatVZBEEi54AJqX3yR+jciq4nuD4w5OZgRcKOQJqZQDggImDzq9yYmBjIY5CzcRE7IDjgkdgbBXxldJFkXurCfCCfJZv7fpRHr5zz/BBc/HV2e6/cFK4V1giCr3ammHoZVZttR+rMuAEkydYLZP+vfOnlt0q4foHYejYrvd6tY0hDYZbIluiw6mkH1KouZR1PV9t0DFQeHJA8g3pJE98TuHJYXWZ7bnhjpb9I7qTcz+szgl5JfcHijV7MB8AsCOBv3cSYa3iv+gQZJokGSQgQZwNd7viaY0GNVFLjw25j7KEgq4MqkKzv9nX8WuAOKClNQ/Rj0Dgm/d1oCQYhRHXDkJqkk2ZaKZq77aF3EPsMJsuOHZDNno7r9nloHvdLjQ2RRe7y2cDeelVpVR1GAgYZqBhqqWeLNB6t2z4lNKgHgFsEXOFSpuBXBoT5Tz/60g+OHZCOJAuUVn1FW+gFDhr6M7NerJ1KC3i5SlJSCW3aDxwHPDiW50YvTKunMn9OpQVJ8+AX1dds3I4He3ePAHTkQeXRTKa8Gyt7Ht6t+279FT5IlHpOPEKZGFawdpDGlZhGUgjn9YxAbbCj1DdS+EV7qXU1Vce9qxJx/NIZK1XD7hMJetCFyRHlbhyRZSvlNvH/iPNVTRYDLNhVR7NL/hikGC4qiADI/bH+D7JQxDGtXWMTrbcTj0WZZFcXPt3u+pcZZw/kDz8do1H7fJPtIRJ2nSyM1NXqj8HBYbfkcOulXJKlzyoTfgp75/6cjyQAGDVQ95iRDPBs2XA6oJFmq0YzP14rBEIWE3fAJAOPZQbUvMPlikXAdnUvCljeQhFIEQealNXt1I7oxhVsZdUslMkUAAQAASURBVPoJuhSPpIB/Tzj2tO0BG0iCxJNTnmRx2WKunne1epzBRkfeDzEmJPpQGIUk2/c7ZWHTeZyUqirXqNI89ozAEBtssJ1MZVsdhjBvFLvVBjhA6DitMehJNrluUWjZrrD0lvZwB/qDeFnAJUUSrIJPJclMZiMmbysZtavxFIDJ7UA0puBrVIlwKSX6pNB/IwSj+lw5Fi1iz6JFDNgWWUUyGurf009MhSqvdZBm2R6iyUTuM09Tdv0N+27cDua+eqKydeECXOvX0zRb/yy2/PgjLT/+SOqll+iN3UFHkHWE/Pxr8JaUUfvc80Ck35rV+ueuaNoZmC3ZxMf/vuSvIUsl4GueeQZDpkbGG9LTyX7ggVibxUTGDddjSE2h9pVXsQ4bhiErk/Srr8aYs38egZ49HRdLAbAMGIBlwAASjz2W8tvvIOXii5ASE0k4XKtSLESZXAyH0ZhEdvaM/Tq2cORkz2DX7hhKIhFkk4KvulpHkjU2rqKmZq56fOUOwEjSqacQH6biE0wmhg17nbWFl2HeLCB61X7dVxc5dtkfOFua2Th/rs6qJhw/vvYcp9/9cOizLPup2atWP477DamW7WHuo6oKC6ob2JOh7teztxinSU+KlycnUPPUU6Hqu4LRSNOXX7K4Ty6yzcL27FSoUieUgqmg7rDqzLbAe9doMnPyLXfz5aP3AbB92SIGTJrS4TGmXn4ZcmuLzrzfsWRJiKzdF6TUVBKPO46su+5EufB0cDqJGzoCyrcTCiYVmcQp6u/ed2QOy7ZE+tbu2rWL3r2jiz/+yugiybrQhf2EKHWcMtRQXkrxpg10HxxpzO/3BpVkHQQRXhcsepJvt/6b10xe/GFtGyQRwr7fHoOE0qH/cbqPSbZkmD8Pj6BWZbQZD76PSnA23maMHlT3To7sbOeFqbxKAgPqhw/7F/lJsWewMxMiBz1H5R/FmKwxLPub5n019N3I32KF1QKuxpj7bo89/n2rGArjUyH/j0+lXFVUT1mjk2SbiUP7pB104tPhCQSRZgPMvgbWvqdWv7xGVXPRUgV1gZnMQEpdUsDU39uBsiiI5/42gqpmF6v2NrCxtIle6fG0uHxR28YFPL4arXGMHjKYo8eM5uuvvyal9whqvq1hisuAp7wVQRTwlKlpW4VxIn5RIM4j49vaFHqidtc46HXntzxz5nASGlRfv507H0dRtBnkoUNeJSG+v/oh3PT+5l0Ql6YSAnFpYEsltaGF8uxI5cx0vmQWpwNQ4/Ti6x0Pu9WB5qklHnYmSGxMknipQVOdtWVaMStWPl/UTH2KiXyHniSLG6VX9pjz7SCAaDVgyLTh6Z2kreudDgH1fJ33nzBTrzhqj8qi/8MgTCfV+DBuQTWbTfLGHuhnOmXe2X4nA+OMmAwmFEXhVksi17hqde3qazcx9N2zeXjAOGytP/PpdgODpm/GEOb509ZWpNume/dLuPQH9bcxS2bO6Kt5xcXHD4hQeYS263YJxSVv6JaZjMmYTH8MkREXV8C0w3fj97exYeNV2O0jycrSTHT9SEj46Wvxk1h+LwvK72XqlO06/yNArfoLGBVfxFvD2+sIWg3JWFt+wBK2tkdtBaOKt2Ox6KsFi1GCtSZzIwCSqBZGGZI2JLTOqChgS4WJ10FzFF+oURdhWq2lxsabA/tvr5KeeD0seUa3KH94XygJfBBEOP0dAOSf7kes30lyYj8yC3fSPOQoYB0AQ63zWBT/OKIUu4I0aEoyUZExGFVi29qBr5EcUMqe4DDxdmLs9EKxWiXyJUVV9AmyGkgGzZ6lKGqA/1YESbIg9jWh5m9uxrO3GCWG/5Eg7V+4kXjMMZShkmRxhx7a+e2OPYaqhx4KfW7+Zg7ONWtCn23jxtG2YkXoc93MNyJIss7Casml9buFoc/BVM+/FjppJPkbYOreI/R37Usvhf6OVgG1MxBMJlIvvZSUSy75TWOh9BtuoOrRR8l9/HEaPv6ItmXLybg10hcMwNSjB/n//jDqut8bmZnTY5NkgGKB1vnzsY0cCYDLVc7qNX8D1DGFZb3abwtRDO1Teh3OxKyFGA5JZOfL6lig28svRbTbH6yf+y1LPnk/5vriTRuoLy8jKTOLZZ99yPIvNNN+S/y+s2c6i7hx6vlkNTrYk5GMxePFXVFOTT+9BYsceJ81f6Ovpu01RMaCCclqurndBw0WI6LPS25fzS+154jRxCUl42hs4Nvnn6CpqpLMgt70HBFdTS6azWTecYduWeEZZ4Yq/+4LfZdoE/o+jxp/KoGxgqAIpNRvYdzVR4bUtH1GZ7Msil31+++/z7333tup7/wr4b9XA9yFLvyOUBQFX4jQ0uPXrz7f5/ahUrvtIAerUXb04v7lEVj4GJ9IbnabTBSZjKF/Te0IOru1Yw+U/6tvjFhmjc/BFAgK6p2/bUYoFoJXzhAjvcooGkkwxCbngjnzKbbIQafXL7OmuAGvXyY1yvlfOlhV9wkBeXtHg6RVa19XKxV2Aj72XQ1T3M9A4GDhtFeWcd1H6zj/zZXM3VJFm8eHwx2dZDoQOAKVEgt2v6cSZAC1O+DliSqp+/ODWmOLGozaTJ27FnarkZEP/MiWClVB9c2GCr7bWMGKwuj3piQoOExmPh5zBHfZsrGaEzjn8BmQkMEdWJngEqh+bi1Vz6zBuUElaVqM6j2Q4FFCVEKiqZkR6RsQkPlirZZWVtVQSE3NjwAMGzqT9PQjWFfSyPqSRhgZSJMtmALx6frnuK2O5AZ9n5FapxJ6A9BGHT9urOS4l5byaVwq75mS+G5LDWNqI/sau0FCspvp0aYwojQycG+fXmnKjSfjquFk3jCK5zJFJv24icveXYUsKwgp+SQZXkESypHiZaQUC1JKx+mGPiWfKs9r+H1q4J/liW3M+87yNtJ8ydQvKwKgdUk54z8ujGgnt6jLbK1qyt/UBB9f7vpS16a4RE0rSEwcztgx39Bk7B9a99CKh2jxusjMnE5y0niSkyfg80V7fgXy868hMXG4bmm4Cu2PgiTZGDH8bQp6Xqtb7g8Mv45I08hOt7tdFSuvK0TMWgV9VVgAl7kHipRIW9LpWMJUhZ5A4QTDPtQ7GbIdE0ZERUAKkNvJlmReanDxcmW16jR2WcDwN5qSzOMgEe36p7uLEBQZpd3I0jXlHrhHn3Ycn2yFYP/eYyIMPBEGnoiSqabvJEpV7O51KoYw92gJL5KxO4KovjuyjdGLzwSN+/fmFlBjVYOqphpVnWgwx1YJHTahY+WP0R0gz4PnJ4OnqAh/Y6N6fAdR5fCfRnuDfcdSfbqwc/16qp99NvRvx9hxFJ1+euz9Gff/3WgbMwbQjK07A0NaGlIYWRVOkAGkX3M1Bd99S+Y9d4eWKf59v9tttsjJOoslV1c5cX9SSrugIVzhFUxdNnbrtt/Kr/b4rZOFKeeeQ79Vv5J4zNH0eOstBmzbSurFF/2mff4esFiySUoaG3O9YlHJYOemzbhc5SxZeihBggzAvDlg2RDD+80Sl4vBlkDveT/R86vZmH+joqhyj1YtUpQkbvzoa/7+2vscd+0toeVv3XAFT599ko4gA7DER052tLa28tNPP1HdrpLuviAlJVHw7Ryyr1KV0z5JpNFqxtVOSUZ2Fhm330bG7beRfoOmbvVFmXSKT0nF4/FQOmQ0jj7DyB84jDEnaSpBQRAYcKimMlzyyft88a972b4stv9uxHGH9TPJ554btY2xe3d6/aSOY/0+H1V7diH7fciSgYp61ZvT1lbN8A0v0vNQrZhQ9w6qDzc0NMRc91dFl5KsC12IgjnPPc7uVSu49PmZOnmvoihRzfkLRo1lz2p9ZR1Z9iOK+kC2M+mWDZXruScjjdVWNYi9uecpDOl3cmi9Sfbzt7kXB45HDs3wvtJjBs/v+JDNYUHAGS2RAaQQl0qK7KdSNFDfWkZeYieN6/cDwdQ2ozHypbuqqB63T+bpkTdz6cr7Y+5DQCDBGGlW+vgP23lt4R4mFKRyz3StXHKmz8dPl3QuJSSIrSYTo4sWqWl0DYUwJvZg3CPLEdMKn5ZVsMdo5K70VNL9fu7OO3y/vj8aWt0+bEYJsZOedb52ZZnv/3oLNS1uvLLM7cf057JDCzq9r3A0Ob2c98YK8pKtFNY66CFU0uPXdr9X1SYoWQ5r3lU/9z4SuqlG/jZT50zam5x6guinrVX8tDW2UfMgqZJWsxVFEHArMOe1NbQYBGzh1WINAqJFfb29mS6wNE09ljSbicZAk7vGPU2atY73tpzOLzsO5YJ8dbnib0BARhCMpKZOwe3zc/KLSwDY9I/biE/vDwOjlNU+7FaMCx8jrdZNbZr6DHZnEHXspE9AxmWQFbzNHgTg0LHd+H5TBQpgatOCtL8VeXBLcFGmHXNvG21rtYGfYBJRgt5kUQp/mLqpz8vCHSo5+OOWKuZsrGC61UK84RviDd/AHbUgqYNAX6Obpu8KkVs9eCscJEzOo+m7oqjXPdOjv4eGN/jo2yxzbpGHNI9Kulcv2sPughpyFvkxIjCgrpWtqdrMr8Gvepm4ZLAEDn9Z+TJO76sG136/m+pq1UTbZErDb8zm8jl6s++///R3Pjxem7EPr2oZRG7uORiNiYwZ/Tnz5muG02ZzdF+t/wS8ioBJgGylJLTM6SzGakyHhU/A3iXqvwB6iStINhwVc3/PoKkfnSYzqamp+wwSj/AMYU3br9xafhFymgwnqMsPdXvB6YKrlkNyvrpQiqLY63s0xo2fcBGfMN92ImPtIievXcisXofomr2xuJCrp/am1ZdMvCGQmmiywJWLYMGjun5XTFG/z26oJDd+C7Z2FS1NQhseRVUon5RyT9TzCirJlow9gnXGSYx98mGaa9Q+5YLHXmDLIq3S19+Tk4F6bIkmDj9vANweI8VKAVteHt6iohAJGLJLC5AsUnJS9G3/G9GO1Cq55FL6b90SuqfKbr4lRGh0Bh1VtYyF7m/MxFtVhanb/o1Rev/wPU3fzKHyn/+MWGcdMQLBYMDUvTtV96upfNsGDabvyhVIibHVhoMHPcfWbXfQ0qKlBsfF9aG+WCs+k3Tmf79BfwSUP0JJFvn7tlcy/qcgdkCq/5kwYvh71NbOY+MmrbK6gISCH9ms+js6VixjffUjEdtKreozvS8vQGNubvsSLQcEr0t7V+UPH4UgCNjsSfQcHlmcK+IYLBaampqwhxFFn3/+OYWFhTQ0NHB6B0R9NJgLCkhPSYafZuMTRbwBj9e0lHSOuul2PrzrJlqamrCffTaGgNqq5umnUQB/lHF1XFIyNWEVfY+96Aokg/6qOVsiKymv/f5r+k2YFPUYK3ftoKVO22eDPQ7FYiLR5Ykg5sW4OPosXKD7Ld+77VrqStV+ytmjH7JLjQsN9iRyHv2XLh3YYDDwz3/+k9bWVp599ll8Ph+9evViyJAh2P5C1Zs7iy6SrAtdiILtS1UJ/aZffmLcyVqn21RVGbV990HDIkgyd1sb1ng9yROs0NIRSfaM0ckvYamHg5L7MTJzpK7NEY42VlrMLNmSzn1L5/PddYcxccq9TBx2EdM/O5qiwEyIOEUv0wXAaCNVVqgE6pr2Qk5k1ZvfBFkmqGEytDPHdvv8nPaKmgb51PSOZ2+TjHFRg7zXFqpBzLI9dRz77CISAjFyW7QgLoCbRt3Ek6ufjFjeJIrQWo3v62vxCAK2nBGQG/1F7UWOWNb/1nL6P5jOcY42yBwC4/ffQwXA5fXT/+7vQ5+vmFzAHcdGBv/haPP42FHVSs80/cCmrFEbgDzy3TaaXV5uObp/+8118PhkXlu4myn9Mhicq750v1xTyobSJjaUqkFqH6Es+sbLw/z3jn00pK4yRyFx8lNtfHvdoazZ28DLv+zmjDHdGJRj56OVxcxcrCmPBAEyEyxUNmupO9mJJoZLJWQ6ayiTNKXAdaPUZ+WmErWtDHR7YCKCIFDn8fHCEs13yyppx5RmVZVqIzM38Eupls4jyupgwmRSSYagig6gpEVhwIjoM3dMuR3GXcFgSwJeXwMGKQFJssHPvTHjYdnOG3g89Wm+DbuNCmvVFN7WsMqfV+1yY/WDzeTGPF4/kx5/5VDYVIdkN4eejZmL9lBc38bRg7LYU+tAURSK67XU4K0VzUw/YjIUTIVuY3VkhyHJTOrf9PdGNJJMpJHubSZAI7xmrow0NfY4ndz4w9183qR6b3V3mwjS1tlOGbegKuu8CiE79x/3/ojT58RqsCLL2j4NhgS+LfyWBrd+9nJj7UZqnbWkWdV7wGxO55AJC6lvWMy2baqCNykpeupCQsKQqMsPFHsa95BqTcUoGvc7bd0jQ1w7HtlV+C2suw9KltOUYMCfZCSlUSWRxbtrOWVzMY/UtUTZmx4KAhdffHHUdaOOHMWKn1ZwuGcwNsxcWHMSNtkCiz0hkgw5WNUxtnqQYWfDoFPAnEiP3FFcFJcKikLmffdhVvTE93ebKrhqSi9dFqZktkFiDkx/VtdWSFZTr4bYvmeI7Xvawyy24vHHcfQJiUiror9Dgp5kCNAal8i2VctBFBFFCWtaOmNmnE2PFVvZ6/Iw1C1RDiSkqnfk02cO4/VFhWwp1wcyRiS6v/Yqu486GgwB4iBMrGvIygpVvvsrIBpJUXLJpaRcfDH+xsYQQWY/5RREmw3n2rW4tqjKPjEhIcKAfX88yULHYDLtN0EGaqCYcNSROpIs++GHsZ84PUTWCe1U+YWnzqB3QHkRDQkJAxg7ZlaIdO/R/XJAwLFI9b3Lff45jJm/n7n9fw6/P0lmzM4m96knKbvxptAy4S/0LP0REEUDGRlHM2XyJioq1BT4ktK3aWvbg5ASByVOylq/iNjOtkAbE7U39j9YWPD+m+xZ8yvxKakYzWZqS9QxVnqPnhx9haawtsTFc/Gzr7HgvTfYvUpLiT7y8mtISE0nITuX++/XJmrtdjv9+/ensFAdO27evHm/STIAsy0whhYEPIEUSqPRSFavvkgGA36fj7bmRhLT1Oe7x4cf0rB8KfKC73T7ueiOBxBEEXdYpcto9e6HHH40m3/5SbesbNtmijetp/vgYbrllbt38sFdN0bsQ+ibx9Qte0k+9xxqX3wxtLzPksW6CplAiCADkM2acMGQloL9pMgJX0EQSEhI4P/+7/9oaGggPz8/yln8b6CLJOtCFzqA36s3nq7cvSNqu8yevRh3yhms+PKT0DLZF5nuJodk/bEznRtlfWqV1Rw5u/nUiZ9QuONXDp+bB7hYU9zA1P4ZYM9jSpuTtwMkmWH42ZFfIAikBR79uqbOzwR3Gp5WfIEAvn265ey1mq/Ne4t2QgcFU+7st38VINs6UEtdOPhCXt/4Os0efeBTajTA19dydk4WW80mFtfvwZ47CnwezWMrAI/si/zZDCb4vzXQWg09Ol+BqT0+XFGs+/zqgj37JMmu+XAt87dVc+dxHRNgL/68O4Ike33hHgQBLj20AI9P5sQXFrOtsoUn5u6g6F/HA2A26oOIRAJGob0Oh92aEoMdYQMFuzbIqmqOTBGc0i8Dm8nApD7pTOqjpW/NGJWnI8kUBR1BBnBpZjElgcDMJ0aq1FoCvmlekxgikPY69cdgMUlcN60PL/6s/bYGIXpaqtGoele5wgisWevKGJAdQ20gShCXhgRIklaZSZLi8PsdZJ70MElL9cdd0qCSWd1liXG1PhK9CpbA15l7JyOatfZP4CRpVTH3njgotMzrl/l06VckmlqYvzETm9HJjgZ9KsRLv+xmUI6d48+fFf24O0CS5U3ilFmARJn7S84r9PBeTxOj6qNfs3RvMm8UaYPY9LDL/9xqJwtT6zktLR4Zvb/fN3u+4fS+p1NVrRW98Ak2Hlmpznr3TurNrkbtN2v2NIdIMlANsnOtZyKJVmTZQ2bGCbRHQcGNB9Wrb3XVai78/sLQ53sn3MuJvU7E6XdiEAz7JM2cfi/J7W5j58Y3oKQNBVg1IgmAScvqMHsVkIzY7HFMWr6YxX30A+nRRVtJaPoezIexrGAwZ9WWExcXfVba3sPOVz2+YsYuNT3HG3b/h3yngsVi2vujSWbwu6Hf8XDySyqb3TdM3Ra4vhbFS/jTu6msmW83VnJ42OUXo/jfAJDcI/ry4CEEkvlTB3aDyjFQ+mtEG2+7oe1Tl2v35BOLNunWOQP9VGKaejynjMjjlBF55N8+J9RmhL0Ck0vCl6agzOiLP1FNgRVbtROSUv46qZYAgiGSJHMsXRqRdpl5x+1IiYn46urYOVG952SHg+yHHqTirn90uL/fE1JiIlJqKv66Orq9/hrxUXzNev04l91Hqvevt7QUxevdp4JpzIjPKSv/mB49/h5Ks4W/qh8ZKH8ASQaQeNxxNH7+BY4lqnq2iyQ7MEiSlby8cwAor1Ar+iZdeQGOv79CQ+Z2XdukdySsK9RBbfc33zjgay77/Xzxr3tpqqrk6CuvI2+gvuLlqq9Vcq6+TB9vnHL7P7HZk3TLkrNyOPmWuylct5rSLRsZP+MsjGY1jvjxRz2J3dTUxIowf0GAe++9l/j4eG688caoHpzRYDCZEAUBWVFwBUh0g9GIIAgYrTb8Lc14wiqd2kaOwJmZBgu+wygr9Cmvxer1YQuQbdu3a9c5GkmW228AFz75MqvnfIk5Lp6Wulq2L11I+Y5tESTZtiULAIhPTcOerpJ0VXt24fN4kE6ajiE5GcugQbg2B95J7QiyjuCVoxfHCsJut+sUe/+L6CLJutCFDuBv50vWUBHFvBgQDQZ6DB2hI8n8vkifoaAnWUfBWmq7x9JqSYpoI+SNYq+jG6AGCLtrWjFIAoNy7CTb0iBgbh5e+S0cdskCuJlZ9DWnjT8w09pYUDZ+GpMku/VzzWyyyBmZShkOs61jv7UgRMWCLLgoSOrVYbto13xOfBzXNDSy1awODn5tLeQIYM9bR/Jrs54k25KmkianZR3C55XLuG/cXeqK1F7qvwNEUa2D+7+J7q3TEeZvU9PwHv52235tt6emlYe+VfU9cWYDd3yxUbdelhV8sqJbPn1YDhcYk2ETYEmCc7+AH/+pq0oHgEFLTbjo7cjgdVBOdIJpQHYih/ZJY9HO2qjrAWrDJOx7UyLT5swu9dmSw7y6itpVV7SYDdxwSG9mDNzMzsA4pl/KbuKNkeqcYGpem0cjyV5dsIcLD8kn29756oiiaMbvdyDHpWCSNELio5XFNAdSTa3pNl5crUrgL6KVSwblcObIDJC1AMWHmj5589H91AIKwA+bK7l1zPO67/vn8n9R2qwnaK7+cA3HDz2+U8dr7p2Ee1ej+ndPG0KhTHCod90ON2ft9WD3RgmcLCKSC5I8mtrsiCov87IMpLsUurXJjBi3DLNB3y+KKOyoU+//7ds1n6AyWSMdpnWfRllrGU6fOlAN/t8eWVknRiwbNuwNqqu/o1vehfs89/3Bx9v1Xin3LruX59Y+R72rHrvZzpxT5rC8YjkDUgYgINAtLK19fc16MoyR19BrCFQPM2h9ldssYfaq901cciKDywvxSAZWFmhkaUZLA/lyL+SqEvpWlWBPjZ021uppRREUmqVW0n3JeATtGfF88xbm4tfAGyAx25Nk58+GjZ/AEfd16KtpwYsjw4JUrVFlH/1azLSwoMUYazAfo4pmEEGPMktKAoQVbVjeOI3xSfOAMJJsH5xopslAcqWXBiAxNXZw0ctbgxGJZcsPh2nacinMJk40dz44+W9AZ9Pdgmk9usqesozQ7nociCfZb4EgSeR/+AGK34+5IHrxH1O3bjqiTG5r69BXTPH7qT3/bkweL9JsE2V3acon24gRMbf7b0R21gwqKj+nR/fL/rgvDTNCV5z7LpTUhY5hkNRn09grF+OAAvwZ2ljR9ouIbUXAhuKqq4g75BB2LF9M2fatjJl+KnHJKZ2eVNqxYgl7N6wF4OP7bmfGHfexZfEvTDzjXBLTYvTngoAtMSnmPnsOHxWRflnXyaqara2trFmzhtGjVUV5U1PTPhVRZqMJp8dNqyUgMAgQhiaLFVdLM952BUmCny3p6fSuasVXVx1Ku9+9e3eoXSyKOTWvG0cFVHRLPlZ9ftuTiAC7flUzbw6/8HL6jFVtDD686yYqdm3HeuJ0qov2EDft8BBJtn+IRuF1IRxdJFkXugC0NTWyes4sBh9+FMlZWoqTq1Xv6dVQET3lTDIYkGV96se3zz9J3/ETiU/WBo81dSrJJnSgJPMp+v1EI8kAShu0QPHBOSrpMbJ7EuflDISmdepxxUiXWRAI1svc9aFUp4MFX1hFS6MptsdBk2InuPa8Aefy3lZ9tRtLlMqVsqxglARdxcSWwis49fBtXD386g6PK1aK6w9hqa1i7W5450SuEKupTIteBW967mRuOfzpg1YV9IMVe6Mud3r8WNv5ehXXteH2+alp1SQ6AjKFFjUFcIT7NRqUeP516hBub0d+BVHRpL3s2xNkAHO3VLF6rxb9jc1P4fm/jYBfflAXWOzQexok9YAXwgYxVr2SYmtFpO9C/2RYtWoVI0eOjJjlG9czpQOSTMEVGJS4DUa25EYGPTlB7iVPI2mK2inJrAGfsurKf+uWn9pnDu3RM1+9n+6epVeelDe69oskkyQrXi/4fC1YjNqx3f7FRoZ1SwJASdae0yJkFkl+zhIFlLBb1oeaSjvuoZ+4/dj+PPztNnx+J68cof++aX2NvLNK+9wjoZgKRxadReLh3agJkGRij2FQqD6XZnENbnkkme7IYV/SKb2xDk7DXx+4twR4+/3nOa7xUL5eqCoQnfadEQQZwN9SPIxse5eXl9bSN2x5m1EjlU7sdSJn9T+LqZ+ohre7GnYxKHUQnUFa6hTSUqd0qu3+wCRG9q31LvW5aXI3MemjSbq23834jgybOhO8omIFRq9Id5N+kOoxqc+EN4wk8xkEmP4cAOZ4lXiwO/Xl31Nbm5EDXnUC4GyLTiICtHq1d5oi+Bjg7k5D3nzia4dQs6QPOeY9iAIoikDrimZkvHgr2wLeRInApfCxOpg35yeSMFmfDpdEE1afF+/wbKS52qSS3WpEMcSBTw10mgQTt7y5krPHdefoQWH35z76VSlAkpkTLCHF24KGq9ndlhhGkgX6TRku+fcz2JzqOfceO4Gjr7wOgE0Ly9j8xV6qAmnhQSVZELOuP5STn1mEzQbxshuTEDmpY6wMV5L9MVVT/yiEe4jlf/YZRaedFtHGmJMTSluMCKjbfzyAdMvfClOPjlWJgC6dc89JJ9Pzyy8wxKhSWv3YY7h3qpNn24drpJj0F1SRDRjwKP363YckHbyx4b4QTsx6SmPYO3Sh05AM6gjbJzrx/2sMlGkk2bDrv8N8cwYIAlJCAm3NTXz99L8AWPPtbACSs3O48KmXI7yV22POs4/pPn/+iJrmvHXRzzG3sSYkIu1nnyAF+pr4+Hhaw2Kzs064hI++0Vey/vnnn0Mk2YcffkhVVRXHH3886enp5ObmYmw3CRCXkYmztJiKZLWfN5jUd63Jqt7/4UoygJbamsB6W4jcVQIiiIqKilC7ztBQmQWqcf7Wxb8w7pQzSc1T+ySfx0NTteqlmTdAU+dZA96J3774JD63m1ETpxLLbdXn0U8Um2UfbrFzk0hd6CLJutAFAOa9+Qo7li9m/U/fhQbRABvmfc/25YtCn90OR7TNscQn4GtX2a5s22bKtkVn902m2NVhvHJ7kixy8N3s8kYE7wBrihu5rlc6BLyOJUN0kixXtNAkq+cy/sPxPDPlGaZ2nxq17f5isbM09LdB6sD0VNBeH4PSBkestkQh2ArrHHj9CgZRwBdQ2cjubJ6YvO/qV1cPv5qHVjwUsfyZsDSZXbu+5c6kRByBl/e07tMQEFi69yfaAi8Uc2LeQSPIAOod0auoljc56ZWukSo/b6uOqs4aI2jS7m8nbMN9yM3kp8XpSLIPVuzlnHFqwNDsjP59QVz5/mrd58P6BgIAV+CmsgRm2tN6w0kvweyAUexh0UujB3HckCwWfv8VNTU1uFwuJk3Sp4NN7Z/BE3Mj05mPHJBB34x4HCtWoQA/y9GfHY8IH6SCb1wSBRV1CMCiBr1CLC2gZvC3q4g4IjfS28huV4OgZXv0s5fyfhoZm00ZuFxlVFbOQlHO0a1bX9IIQF6vFBYUtVLa4sLrgO83VVLd7CIjUVNj+AJzkg6Pn+fn78Lp9ZNkjiRDThiWxjurmphYYOGQlMfon6IGdfUNWaQk7zsl2FyQRMo5A1BcPiSjNrMZN6EA95Lo28SPU/OmpTht4Jl8bAGEcZHFYx+Ouu2YOPXa93VpqZZurNy37D4AphdMp3uivuLSpzs+5aTeUYon/AFQFIXFZYuZvVsNJNqngkaDR/bwzZ5vuHjwxXj8Hp5f+zxZRhO3Z+lnp2vSzEALXmNYpUqjAINOBggRy/l1FfSvKGJbdj72tlYK3FUMO/p05s6dC4C5W+x+N0iS5ftT2D35evwm9XON30jfea9T7v6YeOlbZKy0zY+t7ARwba3HNiITKVF7z5zLF8z2HhahNDOIArIxCXxqavn1v5SwudbJgh01oRRvAKIUewmHJWDkL0piiCST3V78ijac9QT+FvwyKU3aOeR3605SoA9Y/6k62x/Udoo2Lxs2bGDgwIHUP/c8Bf37seyOw1l131OsTgSTEBkoCl7tHOMPO6zD4/5vgxLmq2PK70HB11/R8tNP1Dz7XGh59zffiLYpCAJym6YEip88GePv5Hd0MCCYTCgeD77KStp+/ZXEo6IXyGj4+JOoy+MnHhJ1+X8zBEH4QwkygIzrrqP1J5XoTph6cMaj/8uQAkqyHTvu1S3v3/9hbCn6cdTejesitm+oKKehopzU3G6UbNmIPSOLuKQknRF9exKmszAfgAm8N5DZM3XqVDIzM8nIyGDTgnLmzdxJgmUALUla4S6Hw8F9993HtddeS1WVSjTNmaNOhg4aNCjCuywxM4vaMO8uY4AcCyqePS69srGqUH3nmyxWhEBVe8XnjaiwGYxyfD4fixcvJjMzkwED9FYqSZnaJNHXTz/ChU++BEBNsWpBIhkMWML8rVPzurNnza/4An306iU/c+Wbb0StButyqO93QRD5+8wPeP3Nt3DXq5N5ktRFAe0LXVeoC11A8xpzOxx89aQ+mItFjIUjMT0DR2N91HXhMwBtZdU0e/tiMUUvs+uTfXwj642qLZbIWc2i2tjHlBqvdZSiGD1l4o7qas4LGL7Liszz654/aCRZtUu7DsaASfjyPXXc+5VGGJ46MpdZmzWVQTTfi0RTZMrQhtJGAAbl2kMEQ2dxVv+z6J/Sn7yEPGbvms0za55BUBR6eb3sNhpRBIHnU5JC7bMlG89MfQaA094cxnZJfd11yxwWZe8HhqW7avl8jUoqvnvxWAprHfwzcJ2qmlwhkqykvi0qQQZw+XALQXf07CQbBH7Xfxw/IKQwvHvWphBJ1hiFJHvh7BHM31rNF2u12VuTJHLC0GwuPTSg2nI2qv9bwtJRRpwD3QOFHwJV8OZuruSDdh5rH102lnU/fk5ljTr7tm7dOrKz9YZ0drOZIwdm8uMWrbLloGSF3MI59LEP5/2cnizpPYSsJo3QsvgUZBQ8BhGvKPDMUBtKeS1Ez4omw2TA53PQ6tB7cyQKKyLaLthRg9MTSZ7VO/ZvUJiTcyZNzWupb1jKgm3juGb4G2yp68v8ksmhNpmJZo67Xq0KOuuReVQ0uShpcOpIsj3IqOJ9geoWNzlxFVw9PDJI7ZUq8sP1h4HjY0r3auTNxo1/Z/Jh6zp1zLYhAWJ0i0ZUi92HwJLIdIC0I6P3RacMOY15s95jkDMwGBc6Ty7eo/Hs+BQtRXVKtyn8UvILbn+k393vCVmReWvTWwxIGYAoilw1T6sg9u6x7/L25rd5bcNrHe7j6dVPMzh1MHJg2Fzpja4mdplF3OYwkiwxFdr5UkqKwpQd6xi3ZwuSIjNNWUPfQ57m49aP2b5rOxXuCq6Xr8fQPl0SNd0SoC57SYggA1CkYL9goNUfmbaaMLUbUrJGvjX/sBfZ4cXX6NKRZGk0IvkD1bPSW/DVqIN7QRBQzEkEi3Buro2hdjN0nLY4KeEt9rrHqB8CJJmCiKxo7zo5oNRWJD1R13tM7CI1H331FgCN27aR/pr6Ww7YthVjYNLKJEVXU/T8ajZtq1aRdHqk0uq/GeF+W1J8PFKfPpj79KH+vffxB4IsU4z0JbFdANzt1VeitvuzwJCdhXdv4J0lx9Z+CCYTisuFlJxM0mkz8JSUYhkwgNRLohfJ6ML+wdynD/03rKf5h7nYxo39Tx/Ofz2C6ZbtER8f6WP77XOPR2379o1/56z7H+eT+7QiYCarjStefhuT1aYzhT/3kWd4/47rO3VsJ910V6fahSNIkhkMRpLj03n92sWhdaIc2T8risKzzz4bsTyawX//CYfqiq8Zrep7yBhIu9y7YW0o3REIKbxy+g1AWB2wS/H7qQmMccOPAeCbb75h3bp12Gy2CJIsOSePlJw86stLqSstVv3GDAY+DKRzZ/fpr1PqpnXP120vCCJxh0Qn6t0BkswcF8dPP/9Cfb0Wn2Xa978oyv8aukiyLnQBVQnWXFMddd1x/3czmQV9kH1eVsz6FJvFypp5+qpbgiCQnl+A0WLVlTe+4J5/kZStkVYbbn+KZZaxiGa9ggCAivX8suRfEYvNUWbWG9o0ouPM0d34eJUWvKab+nBySytJfjnSUyaA3MTugKaQMbj3TQR2FhkGbYBsFI2UNTo567Xl+jYJFmR3FhnSCKb16c/47PFYDVYK7AVsrlNJonBjboBHvt3Kq4HKlutLGpnUO43Fu1SVQJvHh8207+5seMZwAC4Zcgl7GnZx3LI3meh08WKSnVeS9V4kN03SzJ79YSReovngGFlWNbs4e6ZGzozJT+Gwvul8trqUjWVNuH3aYD1WGuKRAzM5InNjiCRjyfNw2C0AmMKqSxolkdnryhial8Teukivj5Q4E2eP664jyd67ZCzjCsJ84doC90t7r7gwP7anf9zBs/N2Ruzf7GulslKrDFtbW8t7770X0e7600/n9fOPD5lm1za2gFkl1RZPPhmAiiTtvB6c18CtI2yQYeHBwVpwPTLRRnJADfhrcyvNgWvZw2qmtnZeqF337pdRXPx6xHH8e9up/DRXGzD1TItjbH4KH68q4cs1Zfr0sH3AYlUVFE7nXkanfsqIjI2MyNioI8n6ZGqzhMF02O82ljKqRzL3pSq01jkplxw8POFxttb149MdJ/HAxMhS7gB+v4P8ZBeby/WpDj7fvqsiRiAsXVtM1PdDacZ7MIvrEBbJMK0pYlODaMCalBAiRToLtyGby4efz/NrVa+1KodGmt4+9nZ+KfmFbfXbqHRUkhXX+d/ht+CzHZ/xzJpnALhrnH5wn2BK4KphV9HkbuLj7R/z8KSHObLHkZS3llOQVMA7m9/hiVVPAPDOlncYnalV3vRhwoCedF0yTq8c9oy/UKfKuvyMi9i5eTs/b16K1adumyCoA/OeqT2ZX6EW1VhTtYax2ZGBZtDPzSFEEo2y4EVUok+s2IanY8zUgi7Hykpkh5ea1zaQee1IjBlavy/51T5GSPFDIGYQBFSSbF+IlqIfnwWtav+RZNBSWVACKaaKgNzOf9OfZkaxa/fvkZddQ2pu9KDAbdbehXtragi66PibmgKVyozY89bqtrH+KpL79FNY+vbF0rcvfz1EJ7VN3brhrI8+Iaj+yAq2ceOwH388jZ98Svyh0QtI/JnQ7YUX2DNdJYZlZ5SxWQBKIOWq5+efRVVtdOG3QzCZsE+PLLzShf1HMN2yPeyJHU/03vTxN7x5w5U0lKuzVR/dc4tuvcfZxvMXnkGPoSNwNKh9QXp+AZkFvTn+ulvZ9POPHHHp1bxxbewMj7jk/U9Pb6xRCZ95b25jsVs/Jhbl31boof+kKWxbspA9a9XJaFOSenzFm1Qf5fU/fsfYk08PVbisD1ybvAGDEYyqqlzx+Sku1k8QB0fx69atA6CtrU0rkBOAZDBw4VMv8+LFZ+Fuc/DNs48y+VyNeO8/Ua9STuumTyNXFBlFlhGiFCoIWgZZ4uNZvVrLErG1dicjqYsk2xc6V/qhC134i8OaENvoOCEtnZScXNK653P8tbcw2A09qxt1bUr/71q8m7dw1esfkJSlKWRKzjyLnYdMDP1r26gSQIbEKKb1751Ca9EC3aIL+p8T1TyzsU0NjsYXpPDoaUP56HJthnx9s40Hauu5qaEROUrSeUl9Gz9lXKlbZm6pjGh3oPD41OBrFGpQ/dxPetLEJIkk2YyAyHDTTdw57k7SrGnMO30eHxz3AbeMvoXbx96OvR0ZFSTIAHqlx/HIqUNCnx//Qa8M6gwml2xkYmBAfHWjGuT3dXu4uLGZW4dfy9H5R4faKjHIxgPBzEV7+H5TBT9s1l9zq0mC7d/zj5YHSKZZR5K1uKKnSN59/ECo0Ioh4G4KfR6Sq10/t0/muo/WcfKLS0Lfe/0RfULr7VYj8Rb9OYaTbAA4AtFuDGPtNo8vKkH26HHdmP3vd0Kfu3fvTmZmpu5fELt26dPWlH2YJshpVhRz5Gvs65F9+GBYAR8MK2DhWG3WLs9iCpFkVms+Nmu+brvXNpzHlT89wU/FUxiYncjA7ESG5Nq5blofzhyrDihWF+uVnvuCJGrqm5EZ2m/1xlHXYpIClfUs4QG+wi2jn2OC7WTmze9FQd7bLMPH1B6byLTVMqXbEk7vOyvm9/n8DpYum0JDo56YbvbqgzqX18+dX27k523RJwcASNVSMozZSbpVFmkNQjBlurk84Fmlh5DQ+ecmN/ds+va9l2MPXcjlQy9nRp8ZAFw2VDOOzo3PpcCuKhuP/OxIzvj6jNBM7e+JrfVaGsfuRs2Ut5ddJYglUeIf4//B6nNXM73XdCwGCwVJ6nFO7zU91H5h6UKeWv2Uti/jUaTVebC6Yp+D19eEz+dg165HaW7eSM7AHkw+XZ8OlmBSFVXh1+qSuZfo2jQ3b6C1dTu+gPrKpESSZBVDXo15HIZ2nl1CsJqwT6H2jTBvQ3MiCX510kUKq5YmIODMVo+7VNae+aF57SYdDGYY1q4qsyDCxOsBqPSEEVJBJZkg4m9H7vn62HXkYm7/gbr1tgCB5pMcNCdrKudwxdiOcePxAkZTG/HdtXezbalI0tsSYmLsccN/O2I9V+k33QhAUjslBkD+J5+QdPrpZD9wP6LNRs9PPyH92mt/1+M8GDD36UP8NLUiQ7iCLhyKz4cSULII1j82DbGz8Bxg6lsX/ppITBi639sMnXYMAOc/+tw+WqrqqtoS1VPX51bH0v0POYzT7npAl0IIcNg5F5Heo2fosyUunv3F/7N31mFu1OsX/8zEs1l36XYrW3dXoEVaoJRCcSjuzkUuLhfXy8XdWqRosVJaqLu7y3bdPbvx+f0xSSaTSbZb4N4f3LvnefLsjmaSzHzlvOc9r9NfiEmQ1GO+8x4Ygd5jw9bQg/ja/phbojl0KdizZw8vvvhi0GRfEAROvlEpxOH2ys/6oEmKFUB9uRygkSSJulI5oJyYlQ2BdEuvB3tY5pEPaGxU+/M6ndq+VxAE+VzAgfVreO/WawCwxicw8MRTVPsmRQj2LP/so4ifM5BuGf59G5wJ1C5ciafu6Maz/2voIMk60AG0JFlWT2VAbbKGRWN0Igkt6mhj04IFHD7/gmBFlOCuPvVAU/L7mugsZppdzawrX4fPHw0vcDUwx6a81439ruSOkXdrrvXzdUV8u1nOJ0uwyO83qmsyfTLlz3D1AiezPMfzsmcaXe+dyxtLDvDRqoLga/wzi3h+lbqRNv6BTYHLK383AQ+XQzXqTiPBasCo8xtUexUiKNYYi07UcXHfi7mwt9q7KRzXHNuN1FiFfPh+S1kbe0fGuIL1mnVflZZzW1095zerr7lvzh/jOXKgqpnHftzFtbM2Ulqv3EPvXOxXl3x6LiNdq7nf8LHqu7E75cng/d0LKDBfwGLjbWzLfJTcmSNhT5jpfLWcOjw4N5Evr1V7UDW0ujnkT9U9tX8m4/NTGNs9md4ZccQYo5BkLjssehJKN8rLUSp5bi/RGvX3TLexa+HXweVOo8aSM3U61157Ldddd13wNX26TIiUlJTw5pvKRN2HwL60HFwRvBPOLnQx8YK+GHbUq9ZfkZ2CLmRynGEycHJKPANiLfSxSlRU/gBAt65/QwwhsOLiBrOmfDhun5G3Zgxl7i3jmXvLeL6/aRzTBmeTmyQrZaqbnarf5kgQBH3I/+r2YEqXnzX7j+3cEPQRAxiRLk/OLxqlePp0io1uanzgwHP4fMq95dbJZHKcoRSvV1n/3opDfLKmMJjGu7u8kZpmJyv2VzPwkfn8tK0MUvJh8tMw5UUEswldbJR24oXeMOtMzeqkvjnYxVa+SFoQ4SBlEJ+aOplePR+lU84MBEF+j/tH3c9PZ/7EuGy1EiUvLi/4/67aXdjdf5wKNhpcXmXy+dmezwCINcTy4OgHVfsZIxRKSTInqa45FILXysAdjXSril7gpLFpKwcOPs/hwrdYt35acP0JJygVG6zuGmiuJMbrUR37c4F8fzkcpaxbfwZr1p5CukNu94rNSzXv1ZyxHkdsAc2pm/DpQvoInYCgU//2vlblvbwNIZPzc2eS4L//TCaFTPhqYzEX7kjnsfrnOMX1WHC9yxPhWRp5jXrZ64K+ZwCQYdzL5PTXwd0aJMnSHAX4UEgyCUEzuhXCzKdjk2TlqbOTujqwVFysWnYYdehE9feaMEuPIAlBL5r/SkThbWNGjKD70iVkPPyQZpulfz8yH/0H+uT2Vab+U8Ej/8aVTz+NFCHl0hdi3B2eTvpnwO7du3nyySdZu3btkXfuwP8E0tJOIT5+yBH3kyQJvUkeCw2bKvfjeqOR6fc92u73ssYnaNaNmCYT6ck5uQyfOp2LnnqR7sNHMeL0syKqno6EVo88xhQkpS1P6WQjOduGqBOwtGZgdCVia+xBRv0xXHl5dCXbp59+Sn19PTNnzgymcZptNuL95F7eQPl7O+bCy4LHVBzcj8ftpqGyArfTgSCKJKRnIOh01CYm8tGqVWzfrvaKliSJ4rA+pbU1srz+lBCSLoDjLtFWl9VHqDy88afvNetcjtZgZpPBrCb2dV4zjuIy6j/7LOK1dEDGf3EP34EO/HakdMpl0KRTaaquIjU8//sIA2OvRxlQd//6Kyw9ewaXD22pZusb2xBFgYu/OY19jmoeHnAD0wdcyQ0ZqRSGNH5n952hOff+yibu+kpRo8RblP1LGwINr8D9HkVF8NRP6kkAgBP1IK9A9GkkwL8Vbv+EMkCSlTWoO4RkmwmDn4CJOEGKAG8Y2Wg16jAblI6yofXoI6jmCEbMAeiL1P5fd4x7FOOmlzizu5YIOBqEmubP2y4TezdP7M4JfdSRr55CEXs8PvYs/oyDv77DR+4rEYjhyuJ7AcgTK6BOSUOj0yiZvNr8MdQeCq4e2jmRPplx7PRXmuwmlPAP/Qcszbqc/PRYZl4xMrhvnEXd8ZoCJNmXV8Den5QNKZFTi7aVaFPuCiobGe3noRrMMbxhSoVth/hnr06cn6lMpPLy8tDpdCGmpzIhVG2Lp7h3T3JrFNVdqsPHDfucTCn1kHNJHH8f05Vnft7D387vzyV9soLG3KF4v38XDhe+w+plSoqixdIJt1uJog0e9D4/ZPrYWtzAiX20kcgE//cjSdDs8JAYY8Tj9fH0vN0kxhi57thuEZ8fKaRabVyIBxRAXnwRJ/dTR1z/eXZXtm1VrSLd5kNsmR1c7pYQuSIqgNOpJoyzu73HoR3HEmNoobl5Z3DQfKBSIZeW7atixrvqydV1H2+UDdVHKarT9NuGUfvcTGI978Gwy2H9e8oBBxZqrqXX8MEM2jUIUZAI6KfMpiwcTpnk79XrMWJjI1ep1It6cmK1Zt+PjHmEhbOV96pqrcJmPPqo9NGgqqVKs+72YbczJP3IExCA2VNmM/KTkZr1w3SyojhNymXwoPvYtFnb5jc37yZSGapRo0axe+cOkkoXIuKB52RlaEzXLtj999z9y+9nYqeJ/nPI6OLbClhxibVEGgIeHv0wAIbWFLosewYBkYVDkljw7hreuWQYJn8lr9iJudTNVhS8wf4jMQ+jJP8+FUnZmEMMAvc1udlnVisaPb4IbExYpVw8TkhQfDy7CfNh9WtBkizJW4nJq362wqHTq9t7n79CcosjLPJ/4IBqudmoQxQj91PhxOF/FdpQaBrS0v6DF/KfgbFLF1giBySa5s0j7hS1esMXqBgrigjG35fa9e/At99+iyRJzJ07lxEjOvy8OiCrk/r3e439+59Cr4+luGQmnXOv0ezndrQGTeBjEpS2Ny1PW0U8NjmVphptfyhGmBeNO3cG8WkZZPWQPdBEUcfpd9z/mz5LcXGx4l0coiQ75To50Dbpqn789IasaBYQ8Drg2yf2kiyMpiFxOwZ3PEZnIg1J20ASVB6phYWFdOsmB3/PefBJaooL6TJIrtxuMJkZfvpZrPv2S5Z+/D6VBQeDPmySzycXMdDrWDVmtKriZgA+SeLQoUOqdXa7ncQIFXRtSergQucBg+k99ljNfpFgjU+gqbYavcFIyZ5dbFkwl4LNG9AbjEiAU28k4OwgekzofGZ8gi5YkbMDkdFBknXgfx6HNq2ncPsW1TqjxRq1cRL0eqQoXJKruARfCEmmj49XT5z97XKxvYh9Djmn/vGtr3KmExVBNqbVyaEKSAqrYL6jVK3WkdMWZdS3RE7JO7lfhqrQ2Nxt5bRiJDSuUCn42F+/n/zEfM3xRwuX31TbKOrw+iTKG9SquykDMjFFUJK1hRaXOpKvF9U/QHv8yIKQJJh9EaJL3aFdWR9C8pRvg+1fQT9Z4ZRoTuSh0drI+dGiyaF8jgK/N1iCVTvgjqUFl9dHz8XX0FMH+6RsvvGOV+907iwwWOWUoqwhsNZvHF6ndMiCIPDOJcMY85Q8aX3B8DoDxYOMrbgdUEfZ4i0GbpjQjVcXyZNErw/5uwolyHqcrKlaF0B1s1ZC7vQPZpx6A5+OPDG4fk5FPcPiQtQzooH0Xr0p3SFH4WJwYseEO10mcwuTQ6r/LLWjD5m/3TChOxeN7Ey8VRtdC0VRoULomEwZxMUNQJJ8dMm7mYTEEej1sfTLhn7Z8RGP1+tETHoRp8dHs1MmyW7+bBNzt8kE3pDcREZ11SoodProBE63ZDdXjRukWidIWu+wITkSLS0HNevzOl9HweHX6d7tLhzOcoqL1ZL7iRP2UdXk4rvq3ozK3EB5xQ9BkqzWrvxe4QRZANtLGlTfh2g1kfLAFSD4752EzvBL9OdCJ+pYecFK1pUsRTokp1317/8q23fchtmcSUzM0bc3CeYE/j787zy97mkAKlsq6RLf5QhH/T6U2bVK1VRr5LTjSLAarDwy5hEeWql8Vy9NeInhu34BQEjvT1LSGAYP+ojikllUVc1XHd/crKR7fr6+iHOGdUKv13PlVVfDZ4thv1FWWwFfFxYzqZOc8u/wOihsKsTqUfcbAhLCEdJU3ZZqDo29h5j4bjRWVjEqXmLJShvJNkV9KXZPJXW/bFjva3ajizWCLR1TIJVTEHCOSsW0WjupCsATqQ8I9+F0NclpmKFoLA2arEuijsQaRX0pIWjaqfBJXIAkC4fe46E5JgZLays6nw+3TlDSisMgWP58iqI/DP+BNOY/E1JuvJHaDz4AoP6bOcSdcgrepia8dXXY16zBVVAAgGix/CHBxD8aJpMpqkKlA/+7MJlS6dv3eSRJIjf3SsxhQQqAZn/KncFswRiiOLLGxTP+gktZ9skHAFzz+ofsWrGEpbPeUx0v6vQcd7FWtSWIIgOOn6RZ/1uwZo3i3ztmWj7pGelkdI3D5B/3WeMiE9eiZCCxVq5U7hP9LFGYon/mzJk8/PDDAMSlpBKXou7bM/MVocPuFSGWOP52QGeLxR2m7rK0tNBqteKVJAr8bUcA77zzDg899JCmHTGY1EVrJl17S8TPBDDuvItVKZY+n5e3rrtUs5/H7aK1Uz4HQnQE8XVydoHo8yBa204d99ntiDHRle7/7eggyTrwP436inK+fuphzfrwxioU3vo6QiP7MSHlkFvWrFYpyUSz+jw+f9S8yqFMGtzArI2vQIxyTqPPy/TXV3HqgEy8IYP5A1VqYidc/RMJr180VLW86kAN57+9WrNfveOPyU0PpCbp0flT09Qd0rE9UtlX2eTft30kWVGtMvjrnmYLkhHd02zsr2zmlP6Z0Q7Vomo37P5Bs/qWuhCSrP4wfHk5WFOga/siOe1Bs9OjWRf0AgtJ8UgUmtlyuIrz/cvHiVu4WT9HOejKhZCj/l1J8DOq9Wrj0KwEC1sfPokBD89noKglWkJxx0k9gyRZRpxZTmkKxdSXox4bqRJkD52sDCuNVxdhWFLXxPi1YQrHlO6cmlhJp7pKTjXtZJs1l01dtAM6XeB2CiFKj0SQOZ1VOF2K8m7ggHcAuSpQ167RByLhiDHpcXpcNLS6qSioDRJkID9XkUgyWxgR5JHM6AWZOLbpa9ALdkBJ945ksD8gI3Lhhq5dbyczczoWSx4Fh1/TbBcEEatJz9aqvozK3EBx8Yf0yH+At5YeZNEepQ0SBS8+SUePxCJeufh0Jr20EUmC4roWLWkYOrBLDGHxhciqmlhjLGOyhrLiEAg+idgXxjPmnhIw/Xb110V9LmJx0WLWlK/hq71fMTJTq9L6oyBJUkSSrEfi0Zm1T+02lX9t/Be1jlpeO/41xif3g/emyRuTZJIvKWksSUljqa1dQVn519TWrsTlUnvG3fXlVs4Z5vckEQQ4/9PAhcJbx5FVtpmNQx9h2t53KWwqpMJeQSefWuVpEUGMHFNRwR1TQb2ngt4Bj2UPqCybukJC0fEYnIm0bK6ieVUp3kYXlmxlUC2Zoyt2AU3/AKgKRgQRSfnrV5IJoh5jeNqtAA8l2QiUKRFDvMb2ra+gpiSy8qw6JYWdffuSVVLC+GXL8YgCoqi0bQP6v4H5dT2O7Tsw9+0T8Rz/FfgfI8l0thjiTj2Vxh9/xL5sGbt69Y64n3CESeX/F6xWK/VR/NQ60AFBELBYtMpsAHu9bL5vi6BuGn7amXhcTuJS07ElJTPoxFOw19cRl5LGog9ka4ybPvwiYgpgNPh8Pmpra0lOTm434ez1Km1wfEICnfupx1rpXeIYdkoeiRlWNi0opLpI276LPiNGRxIus7bwyK5duzRVJwPo1Ls/BpMZt1Md8D/3ITkzwTJkMPHbt1Ppn+8ZAaPLRavVytYdOzQVL0G2FsnJ0f4e1701i+//+RSJmVkaZVkoRp5xDhnde/DlY7Iyr7km8hgRwGtTj+EEvxeBtbUSb4MJyevFvnIlVS+/gmPrVnJee5XYiRNpWriQ4utvIP3ee0i6+OKo5/9vRgdJ1oG/FFpcHt5ccpBJfTPok/X7TXMrCw5EXG9sw5i15u130MUpEeQJTl2wgomnphavW6HsxTBZvs9PhPjCItPPxKg7ih1+f4Aft7bttRXfDpIsHF1SIkcFWqv38LOzjl8P/8rDYx7GavhtUXKXT559ldQ6mfjcYgDMBhGH2+f/Xxc0R25vuuV2fyrfqK5JfHa14rN1xuBsnv15D942yrZr0Frf/n3LNv+hJFkkIik7wX+vfaCkd8QJLUzdeiP453UDxBC5tjVFQ5CVlZUR6zNgA3A2yko4SyLEy52wzagnnrBBg8epUWcIgsDKuyfS6vbKxJM9LIXSHL2yZ6Pfp0/Ax6wZ/fngs69JMDr4dMjxNFjltDILAoMdsDNGVHEtdX7J96GUTGIdLRi8HuLjPCoiLHiN/r/Zj4zWbIsEr9epSjfr1+9lYmMjD4aOhBiTjlo7THl5uWbbv37dR6+MWE6OQNgmp19KTcUHAJgTLiNev4uamsV4PA0sXSZHOQcP+oikpLG4/aofa/wkNhfso0fiQbIsuyHs1unZ4x8IgoDVKhMsZpOaUOzW7S4ALAYdzW7lmf9y3Xae/KkQUfDy+NjHSLPWqI4r2vUsY7p9zIr9Naw9VMfkfpnRU7F7TYFBF8ppvpIPfF4QtWSG1yNTFTqvvxRD6UbYMQfS+8Dw6L4hbeHkLiezpnwNq8pWtbnf7trdZNuyiTVGKJbSDtQ4anB6nQgIXDvwWl7f8jrT86cfdWVNvahn4dkLqWypJNOWCT+HVMk0qa8tQJZt2HCehiQDOdgihj8bghCsPGvwOMi2ZVPYVEhVaxUJ7l2qXc2ChC6a6VQUfLn3NI7vP5jx+XKUfe/ef+ByVeExV2NwJtLwo0LAJ7aGGEYbI5OnKTZTdH8/fYQgVaTiKX6SDFGPICnn2SPlIAlwaPYhQhOnJUli68Jiln+hLTASQKW/kEhptmyi7BFB50+3tFq7kpp6IkyA2AkTop7jvwHGvLz/70v4jyPlxhto/PHHNvcRogQD/r8h+JQOwul0YjKZ2ti7Ax1QYK+XA+TWeC1JJogiY85WPIINZjPHzZDtXGJTUohNSjkqggxgy5YtfPvtt4wZM4Zjjz0Wn8+H1+tlz549DBw4EL1e29YHSDKjIwWzRXtvC4LAyKlyemhu32QOb6/h8LZq9q1X959x9X2pzlimOX727Nk8+OCDiBG80sw2Gze+P5u5rzzPnpVL/e8nkpkvp5GaunTBGuIFmOnz0eQf064PqShpbsnAYZUDq5FSM0FOmzz34acibgtHbr+BpHXpRuWhyPPYaBAkESQfuUW/UPOWG+fevTQvXhzcXnz9DeSvWknx9TcAUPHEkx0kWQc68FfAv37dx5tLDvKvX/fJfjm/E1IkPxQi5+ID+BwyEZDa2EJ6g534Fge+ynpcBhsGdzP1n32GJ8USnMkLYQMVyR81F4S288CrQvxTLh2TR/c0RXVR2ejgpYVyaslvIcnS40yYDSKzS8rYbzTytS2GDRYzN2x8JrhPblwuNw6+8ajPDVBcshpizODTYfeTQr0y4thcVA9AotWAQSd/QS6vL6iu00z6QrD+sBz56R+magmkXYb62uyvbOaameu5YUJ3zhwSIXLmatu7RoUFD8qv2/dC7JEr5hwJrW717z4wJ54x3ZLB2QSF6sn+GN3OyCdpUUeMqqurefPNN+miK+cSgLIt8MY4MMXB3YUgCIiiwJm6sIFBwXLofrzm9FkJIQSxK0Sd0f1E0Ef3YqmplxVQw/TFLPhiA9k6+KnXyCBBBnDRfgfXHHARMzyDxOmKwuqL8lpu2lVIcWo2O7Nk0mfUAbUBagDm3knEHpODYGhboQLg83lYs2YyrQ5ZXRcb25f0tFOOcFR0hBc3CEfQxysM60tz6eK/3H55wzGbp1FTs1i1z9Zt13HcsVvxePzViIzx1Dvl+93m/UpzzuRkdVnw1NQTSCgbSWLCSJU6TicKFDUr7Vlc43TeOF7AoNOqGgOwuL8DxvLeikPcd0p31m28mAZ7A+NGfUNMqDpWZ4BTnpVJMpDvF7M2eOH1+UmywHP68dng8UdlB5z3m1Rlo7Lkir71znre2PIGV/S/AoOobg8/3PEhz61/jnHZ47i83+UsLV7KjYNvxKQz4fF5OFB/gPzEfMQ2Jr5lzXKgItWaypX9r2R89nj6pfQ76usFOf000+YnURuKlA35kVNSEhNHUd+wTrP+tcX7uXFihFTVwPd4eCWpyTKZVdVaRUqTWjlsFkF3lBlj22t6M4JjSE+Tn8/Cw2/jclVROPJxOq96BHOToio0+kKekyhKgUGd4vllV2VkT7JISrJw8tXRqJBkOj3lJht/rziP4sQu7Jdy5HYP5Ri90cShLdUqgsxl1CoKwuERJAz+oJYoHH1/+1dF8lVX4rM3B6s+/i/A1OXIadueSi1p/WdAVWlJkEguLS2hS5fIY9gOdCAcbv+8xnSUBSnyh7cvUFlaWsoPP/zAiSeeSJcuXVi/Xi4es3LlSrZv366q/vj9999z3333YQgh3g4cOMCePbL/paUlA0OUwEsA5hgDPUdm0HNkBj1GVvPjq1vJ7B5PTLyJ/RsqiWnsij3uIEZHMt2HpLNzpzzWbmxsJCEhIeI5RZ2OrkOGB0kyW3IyOj+ZZ8jtjDdEqTxkzx6+CVOlpdADX3NikCRratJmDBwtBEHguBlX8Pk/7lWtHzTpVDb/3AbZL4n03/UheksCkr2K1i1bNLscOkPtvyz5fL+p2MJfHf97n7gDf2lsK1aULRG9TI4SoaqvAGJOuIDGxLyI+zt27sQn6Njb43w62TPpXllPZcoglo99moNdpuIuLVX5lQlhEZEAIWQU2o7iSz6lgzhtYBYXjeocfF0/oXtw25GUWENyEzTrBEEgLdZMH5ebqc12LBHSKvbWas3+m51N/Lr3Gxz+yW2kEvH1Rav5KkaeRIt+P6oBOfFce2w3Pr1qFO9dOoxkmylYOdHl8XHG6yuZ8vJyjTl/AJIkBRV1x/VUGwbrAiRZSMrOqpkP8XbDNTz9+aKI58OhNZg/It476eiPCcOmwjrun6Mmft66eJis0Nn5XftPNPB81WKgg7d7wwgcZyNsUSrXDBb3q7c3qCvuRITbn6xkSYILv2hz1wa7v4qOX/JUaUvgcIpaVTWoTt7WuqeW+rmHgq/+G+swAo0GZXK8uptMRFxQ4GJSlXzctGIXyRf2xtQluqItFA5HUZAgAxDF35cqYzP9trjS/gblmY2PH4JOp1Vzer123O46KirkKkVWczz766NPdPT6WM3y0CGfREwfFUQbK0plM2e96G2TIAM4O//L4P/v//Ia9qZ16H17eWm+TLQWFX3AoYJX5R0MVjD5f4/6yAUFvC55EKwLPKeekLSF5f9s81oAaK7SpBGbdEoA4tXNr/Lhjg81hz23/jn5LUqWc/nPl/PBjg94dt2zALy44UXO+v4sPt71cZtvXWqXjeezYrIw6oz0T+3/x3gS2f0KvunvQkzktIqsrHMirn9u/t7I5wyoSTbNJN2cwjCrB6H4aRwOmZDT62UCU1aSqTEi+9E2K6EVN2WpVF8Syv/FQ59V7SsK2kq34Qik+0ZUkkUajAuCOqV32+fQKpNc5TobT/Y9idnxU1nh66+cBh0G2zROv/MBTFYrVYXqiYnX2vZ1SoBHlLBY/FXVxP8dkky0WEi/5x5i/sdM4I+koEs479z/zIUcJXwhz8a+TRtxtrRgr69j/Q/f0FBZ3saRHfhfh8+v0gpNSf8j8dZbb1FaWsrcuXORJAmzSSHjQgmyAH4MUXPu2rWLmTNnBpcFnxG9sf3Xmdc/hYufGMOpNwwMKs2sLTkkVA8mtqEHuoJuJCXJfgJHSldO76JUdo9LUeYiDbYYinLlwjIjV63Gs7cMiz07uD0+Ph6hPAOdz4S5RR4T/xEkGcjBn3D0GT+Ra9+cyZRb/x7xGEESSe95ErYTH0eX0hNvndZqx1OubjOafv31D7nevxo6SLIO/GVgd3pYeUBJDfrb51r2+2hRW1qiWh5/y4M8dSCeKS8v58Dkk/GGNZrOPXsoyxhNadY4tveV04T25stljg93PrJBZcAs2BeeO+XHwIR8cnQTaSm4PrgufGIeWtUx1C/oktFhLv/Ac2cPjPg+KTYjk5xPsXnkP+li0RpQN1bv4ck1T3LO9+fwxJon5PN/cRK3rnqQL5bcjyRJXPf9+Rzz4UBaihRDzbmrlcmSTmfngSl9+O7GcUzul8HobslM7CWrsYx+4/7S+la2FNWzs6yRvRWRO41WtzeoSBvYKUG1LaAkCyXYZjS9Q1exnBv030Y8H60RvNdu2wl9psGQS+S/4agriHyuMEiSFCRCw3Hm6ys168wGnTyx/fb6CEeEoc80OPtDOPlp1epyf2dWRRJSZtjvPUepTNg/NGUToEWdZqeCJMHyF2GbnywxxkRVhAQQSKfV+VUX8/tqJ1eD6uXf0dfoonlpcfBlW1rKhLLIJkkJLolbd7TyxJZW7tnhDEpgSku/pLDwPRobt1Fc8klE0ra1VU0E6nS/jyRzhFQCyogz8+4lw1h590SeOEOZmDe0aj9Htd3Ik2tvpdr0Inp9LEZjUnDbiOHfYbHIA6xVq0+ipUWWzhv1NrZVRfc80unar75KjzPx3vYLuWPJI9y59GHuXPowI0cuoVfPxyPurxe9nJC7GL3gprnhl+D6nUUb8Hqd7N33KAcPvoDTWSnfF5n+9Lo3xsHr4+C10fBsd9gle/95q3bI1xzJf2r9u0f+AO+fDC/2hyqlmqJFr/4tP931KevK17GqdBXLipfxy+Ffws8CwOw9s/H6vHy4UybVnln3TMT9AggoyYIKsD8KgefPGt13xGTSpnQKtBEY6XtG8N/RjlYuSnaRZ1L2t0syyWMWQUyTU0WS6lwcu6KG2PTxDBv6BePHrSVZOFF12te3XIqEyBNzd+P0PwOSpBCt3rCqrTqLus9yjkljeDf15wy0Ju0t3gJETrkECvuMirCv7M+sM3Sl+zDZs2793ALVLv3G5WqPC4FXp8MrSMTHy36GgtCRfPHfjpxXXibx4hnkL19G+r33aLZlPPT7C/j8WxBCLNeUFPLmdZfwxjUzWDLzXWbdc9vvPv2abz7nvVuvprkuuvpyRckKhs8azmOrH4vYH3fgj8Vv+Y63LZrP2m+/VK3zeeW2PFKFyj8SVVVVvPPOO5QUlba53+bNm1nrT1/csWOHapso6dEZjo66iE0yY7LoiU1WVPAGTyyiZKD8YAPx8fI8qri47cBxYqZCfIV+92/4C34A2Jqb2TzgRmKaFFVqXExC8H/Br7JeunSpymctGjweD99//z0zZ85UvebNm4fP50MfZumT0b0Hmfk9iUlIpFPfAbKpQth9IiAQk5wHgD5btm4x9+lDzw3rlZ3CCNOSm27GU9PGnOG/FB0kWQf+Mpi9rki1/N2WthvaI0Hy+VjzzWzVOp1JIZ0ai0qpCWn8AFwFh3EZ1elEeq9SJe5IXVYgvTPckyyAO3pfSnfdpficyoQsaOweghV3T+TLa0fTM0NRkzx0Wl8+uVJtYJ0cE9mXIsVmYo+Uy7aEiWTrtBJrh7OBT3Z/wq7aXXy6+1OW7v6SvV55InSgahurihazom4Hdfh48MdLgsc92aIoHBqMLYrfVhgCSrK6kIqcK/ZXM+PdNTz4rVptFagIqRMFYsIiSHo/2eaJ4ElmIoozdUuEQV58NpzzIUx9Cc54A1LDPKsyB0U+VwgkSeLct1Zz0otLWVdQqyLLJEmK6INsM+lViq4S1CmdF7hCZNSZA6DvNKqb3axatYqVK1eybNmyoJJMQqQxf7r6DSwKGdNJLyvoPHr/793aRqpRxXa5auEyWYlDO/zpHH5Vo94/iW82q495fmMLJh8kTs/Hdky26oVepH995AFDrEci1SlxUrkHHbIS0uttZdfuv7Nv/+OsWz+NPXseoLFpq+bY1la1+kgnRi/I0R5UNSnP+up7j+f43ulkJVi4YGQuJv89XVTbojnul12V7K/vijlGVuqIoolxY1cxbtwaYmP7khA/DAC3W/lN7C37uesUNdEY8BkzmzshRiEMIqF3ZhwgUOdMpNaRxFc3noktJofs7PM4fuIBjjt2G9273cWQwYqq6vxeX/P3ES/RP0Xxs+oRvwu3RyGZfX7/QfJDlJYV26ByJ9irYPkL0FSBt1VOUdJF+olb66B0U/SLb66EGn+K3HuTgwO+UCUZQGVrJZf/fDlXL7ia63+9ntsWR58YDpo5KPr7haCkuYTnNzwPyEqyPxSBtOmYlKi7CIKIKetrHlt9e3DduGw5dTIiudT/rOC/3Vc/r9l82C7/dmZRQtTJhJkggT6hOyTIxQCMxmRishQF45tbL2F9haIwW31Qvkfz8m5SnVsK6f3i6tXPvhRrwJGt7gsClZk9UapMctUiGHur/H8Xvy9kJPN+YEdSBMWlUScTcX42rr5C+1w2L1MqlaWXa9U2TrN8j+n08n2ekvzf7UPWATB1707GvfeiT0khccYM8leuIH/VSnJeew3b8cf/KStbgjyZDqC+ohy3Qym642hu+t2k1fLPPqKurJSVX0RW3ja6Grn2l2txeB3M3jOb6tboRuJ/dUiSRNGOrbQ01P+/XUN10WFeu+pCDeHVFiRJYv4bL7Hskw+oLVXGnT5/X2L3wfLly1mwYAEPP/ww33zzTbvP3draisulzcwJR0lJCY6QIiuC10BS1QgSqgcHVVYAc+fO5fHHH2f7dvV8QPQZsCWqx3GtW7dy6MzpNM5XV4UOh04vcvY9wzTrA9Unf/klcmAt+N4hxJHZX/ExnOhy6bNxWFKC5vgAJpR5ms6r9IOLFy/mk08+4dVXX8Xtjjxf2b9/Pxs2bODAgQOq1+rVq6moqEBnUJNko848L/i/NS6e0/52nybAnahTrs3XLI/NOs+aiRDqxR2BwPNF8VH7b0YHSdaBvwyipeP9Vng82kap8h4lclhvstHw1de0bNgQfB1ctpYvsrtRLyoTlJiQymd1iT1pC8318iTbI0buTCwxaZo00kgpXtkJFoblJanWiaIQYV3k6wio0R74dgeJsVrfrjKfU7X85nal5LOExNodnwaXt+sFvHWHwOdlkFfpRFocXciIj0xKmPTayc5P28tZtq+aj1YdVv3WdS3ydxVn1msGqOFKsp+3KqSIGx0bDmtVYy0NYZVmpr2hXjZYYOil6nXNFUes9uVd/Cw9Cmezv7KZs99YxaQXl/L5+iI+X1/EG0vUVSUvGJnLlodOktNFQ7yJ3kNJr/KYEljp60eFlCCv6H4i27dv55VXXuHnn39m/vz5/BomgT5YGBYJs/iP9XnRe+VBs3745f6dFyv7HV4Fr46EA/4U1fDiBsa2STK310dBs3yzRfpt31nTwrFVXmIndCJmeAYJp3RVvZIv7MVxlZFTAG2eSAqxIs06t1v+rUMnA62t6vS/8BTFo8Vj02TF2NPT+2u2Of0k4ZSXlzP6yV+Dr1FPKL9RXrKSZmkypWEyygRJbJz2fJkZZ3LGEEXen519IZ1zr2b0qF8YOuRTzf5toVeGmtjPS1b/njqdlc6dryEuTq1E7Bqv/v76JG/F5VSen737HsHtruNguovm0RfCMXfBRV/DuL/JO5RsgOd74PVX89WZk+CYO7UXuGde5AsvXg/PhXhvtdbCLw8DshF+KHJsOeTF5dE9oTu9k3rTP6U/Q9Kipw+GwidFDlq8sP4F5fzh7aTXA2vfllOlQ5+ldr2hTyHrrdFJMoAFe3QcalRUwpf2lVOomx3RU2Z9AuztoVUaBlrP4VYP6UZ5u+CToPMY1X6GEI84t0/9PVc2yqmyvxxSBxK8pnrQCfhEF9YIxJctQd0XPDJVTqf2+KTIE/jsIXDiI3DrNrjI78kXhRj+dpu6Tfcl+CcOEsHI1cqvw9LNAc8hWZnYY88eRq5eo9neGCs/N3qdPFaIsUXwgevAfy0EQUCflIQ+MZHYiRP+tAQZoEpFbqis0GxuqtZW2GsvlsxSxn/2KEqyokZ1n3zmd2dS76j/ze/5Z0bRjq18/o97+fSBCH1ZCAq2bOT5c6fwzwumsXfNij/0GtZ99xWOpkaWffJBu4/xuJRxfWtImqPP50USdexpcvDLL7+wYoV8rVu2bKGlRQ4ulJaWYrfbaW5u1rTXLpeLl19+mSeeeIKNGzcCCnlUVKQdqwUQXzOA5KpR6LxmDJ5YrM2dVNvDiSNrcyf6jsnBFKJUbpw/n4JzzsWxcyfVr71+xO8grXMcFzw8ksRMZSzWtbO2UvUXX3zBe++9p7mGqbffS2puHsfOuJLS0lIeffTR4DbRa2R372uCy3F1venRvTcxrXnBdeZWJU1z2bJl7N27l6qqKj7+ODL5HFC3de3alTPOOIMzzjgjqHxraWnRKMn0YaRZTr8BhEMfagnkD5aJViuCKCKY1f104owZZD7xBHmzP8PYWZut9N+ODu14B/4ySIpRP/y/1R8oAG9Y4zf8YCm1OmXC8uzQ83HqDOjfVAbPewbIVV0Ou91Mt8tRZr1HiYq0WNIBJYVz/rs7iAuR+O5ZI0erKxK0nl8ABlsa9S1qY9ij+ZxGvUhSjJFau0ws6aOwZPO2K1Fzt6CkW+okCa8gUBumdNtqVzq6r51lUKkQgyUGPYs3voXF42KzXypi9erZU3kxlijm6vnp2glcKKFV0egIGsgX1crkTlYEVVrAk6yswcEFb6/m0IG9TPJ/3QKwrbieoZ0ToeYALH4Sxv2N5Vv2ENS93LEPbGma89JzMswLyedvKoN3T4Qro0SamqvQL3mcxwzwg3cU9cSyr7KZu77UqpsAYk16peiCX0Vjz52It1DPOgYwnK00jr2X/J+reEa6gr9fcBJpmQP48s2HlUvs2ROj0YggCGzdKr9PnD4s+lN7EKr3y/49AcT5FTHl22QyzBwP70+W182/X1ajLFandIYqybw+ifoWFzpRwCfJz+X87cr9cDAhhV/z1eREhkO+n4y5kUkqc/cEsnR6btzrZHaugSqzct+enpeCz9eIp6IFfbp8HV6vNqIl+Vzs2Hk7VVW/YLF0AgQcDnU6tdHYNiFxJJzYJ509j02OSATGmvQ0OWXioqzBodkOqJSf0a5r7JhleDxN2Gw9VYPRuLgBqmqWR4NQUuxf5w2KOtkTj6C0SzA1Uh1ScKC6+leWLpMjs4cMMH7cWozGZOg8FufaF9F5JfReCW/DYTCCTrRAXLb2xEueklMF/SmAgExKz4mQhrziRRh3G1gSOKXLKSwsXMhrJ7zG8IzhEa955s6ZR06ptJeRbdNe18KihcH/R2WGpfRtngVz71CW80+C018DmzZ9XQNHPUj+Z9Wa1OauC3ZqJ7wAaw7VkJsUQ+/MWPXvmdGfvbaDNNu0/YbRv1uK4CNeD3U+MLl8kKtO69WFqIubXOq2utKvprzvm+28GyIgbI07RHO3z2iMW4N1+9WAesKTGEaShRaj8fikYDEXDRLaTokE8IbFewO+oO6Q2UB4io7b0MjuPvLnFn0+TE51YAjAddKJ4HIFSTL9UaQ4d6AD/yn4fD5VRFSK0L7XlpUQlxphrAM0VJZTV1ZK3kBtUMFhb2b9918r544SLNxVq66gW++s59pfruWzKZ9F3P+viP3r11C0Yysb58pWHvUVZdSWFpOUpQ00Sz4fXz3xICCnMy7+8B16jBwLgLOlhbJ9u/nlnVcxxdg49+GnMJqPzgrCGp8Q/N/n8yJGqCodjoBBP4A3RHno83jwWm0RM2EOHjxIYmIib7/9dnBdXl4eF198cbAS5Nq1a4Nk2nfffcf+/fvZvXs3M2bMYO7cuRGvRfDpMLoTGHZqHoNPzKV0bz07lpXg2z0QYu3UG5WgRlxDL0x+cqn7UCXbon7OHMruVoQNzt2R51XhSMyI4YKHRvLZo2uoKbFTs8ECyQTJp6ampmCa59atWxk6VKkmnz9iDPkj5KDSa6+9pjpvUpVa+W9ypjI0vw+/LJezPZKzY6gpsWOx59Aaow5oFxQUcOjQIbqEFQ8JkIz9+vVj4EA5iLlx40YaGhpobW1Fn6oe04aTZgF1n8FgwFCXgc5jIbR10GcNIe4E5T1Fmw1vyH2SfvffEf5NXnV/BXSQZB34y8AcRrj8kSSZzdyLzQmJZIb4NO1Mjj4ZPWjwISEhIeAVlbQfl1E9Cd63TjvB0RtEShK3BZdHtDpYa5EnEE12PasOKtcwPC8xSAS1F5eOyeOFBXLaYzQl2XE9U5nvn3zN2eyAPHl9Z7eHg8ajNycubilnTtV6Am7QOVXjqPDGBNMqwxH+W4ZjzFMLuXlid+IsBpbslSOg/bK0Zu16/8RqR6kcFRsoKERbvNBMob+apPfD09E1FsG2L4IE2ey0Wzg3jCBzOByYzWZIzJN9yiyJ8NkFcHARFK8Dr1uu6BcOt5LKM0LczXzfcBKsBobkKiW1TXqRn/zkpIpE8cudtxbWAzCXCWw0jOKa8VczduEjAByolQgf3k6dOpUYv+Q7NjaWFStWsGJ/Hd3C9uOVoerlUPPpb2+QfdgC0Jtg21fgaVUfkyBHkCRJYsrLy9lVJn/fSTFGFt1xHB8uU7yitvbrBSH37ONbWslw+FPkuiaEXx0AgkGHpU8yl64r59JDLoZNkp+jzs1ezDYTpjO607KpkrgT5evwels15/D5XJSXzwGguXmXZjuAyfT7K5RGIsgAvr5+DM/+vIdLxuSpqs6+vewg326WU8Oj3fdWq5IuZjSmYjbLRGYo+SEK0SuLHgmhz+HkflqfqwDCybOipiyWl46l3mHj/J5fkWBuZMuB+cRFaVcOHvwnvXo9RnXDKraMSsLW7GHExnpaK9dAjkUmyXqEeDee+A+5eizAayNloqzTSFkxVLAcqv33VdYQKN2oHGevAksCT45/ErvbTqwxukLwwt4XUm4vZ2fNTvbX76feWQ/IyjOn10lVaxWTv5rMnNPn0C1BeXrsbjsef/XEn6f/TJYtLN2yKKzq5L75cnrp5CejXksQgX7GFCc/cxHg8vj4cVsppVEI12tnyd/HP88dyBmDQyZpl/xA9eJBmv13toosbTZwbaqTdINEgU8uTW9JGgTDLlft6/Eo/pCFTfK5E60G6lrcPPvzHp79eQ/hKB38UvB/Y49ZjN+bzrIeynUIQOdkK4dr5LZSCrmHLnh7NZaQyrG9M2K5++Rewfvxji+2IArwtOQjUm8YTpIF2h+nQf4r+STEMBKuPnlz8P/yjAzGd9KScU3dusOuncF0y9+rRO1AB/4d0KRqRSDJvnr8AW6f/UPE4z+662ZcrS2c8+ATdOqrVp64WtVpyuFKlQBe3vSyZt3OmigVuv+CcLuc/PDPJ1XkEsD7t10b8Xvd7a+CGEBTTRXrf/iGTfO+p7EqNBBewWcP3MnFz75yVNdjS1Q8HuvLy0nKihB8CoMrhPz44tF7ufq1D4hNTsHn89LaSVHJZmZmUlYmBz6//FKbzllQUMCePXvo3bs3kiRp0hQDFiAffqgupnPiiSeyYMEC/5LIFc+Pxxwjj5XyBqRgMOso2FYDtfFYbS5IaMBU1gN9SIqiWWjFU11N1cuvUD9bbZcDsKt3H9Ju/xvJV155xO/D7ZTnBwGfMKdDDpQUhWRkfP/99wwcOBC9XjvfrAypdDsw7QRKy7UZQr+8rzwDKZ1iqSmxIwmRUysPHz6sIskkSaK0VB475uQofXxcnKxwXr9+Pb8sWIDHGou+Re6zo5FkRqMRa7N87lBBti6hMyk3XYiruAnRoifp0nupevE+8LTK6eX/wwQZdJBkHfgLwRsWwSpvdHD2Gyt5dFo/TTpRu87ndiMBi1MnsN3WCzLh7+tmafZ7ZWwCpm7dWbavio9WKelHzyU4cOWNxpQ+DAmJRlGiKSYLUKIZKZ1sZHVPUJ0vt18yn6x1AAL/Io1xpzzGOp2PZnczFXVKA/fiuYM4beDR++BkhqQ4RlOS3TGpZ5Akc7iUSbP+KH0rkrxeanU67G47bp9CIO1tkYmZaCQZwAeXDefS99dF3f7SQnV6zOT+2sl9+OcbKSrkSBJN7HF5WbG/mrGNWsl3uaBWfOzZs4dPP5XT2P7+979jifcPOk59Hl6WI6z79u7AnN6DTknqdLXmFjsBjcEA8SDzfcNZdffxWMI81PLulqv2qKqSNspqp2bkc0qI1IpJ/DRPSUGz2+0cOHAguNyzZ88gQQaQliZTaAfJpeq4Z0ntNwFe0Xov0P9sVM55u3+QXwFIkkL4TX8XvrrC/4aT8fkkrv94Y5AgA6i1u1h7qJa1xTJp5RyeoiLIjB43J5Z7MHaKJWZ4BqIpeodrzIvDvk7tC2TygWDUYcqLx5SnkKSRSDK3W6la2r//azIhg5yauWevTMRYLP8+uXh+eixvXaz9zu87pTeHqu1MGRDd+D3W1ov+/V5DpzMjRqmgF8nEvb0Y2z2FQZ0SGNo5MSrJFwnv7bicwkb53rpu4PsAxInRJz519bJf1oGDsh9Ws03Pwc5WinLk30Knj5GVjCOuhvLtMPwqhSQD2PGN/ArHwPPUJJlDvgdFQWyTIAvsc+dwOS1mR/UOzvtR9uyYecpMJnyueExN+3YaJp0pqCg72CCnSGfEZGgJMgBnhCq5q1+TFWVdjwNnExSulv/Xh00s7X6/ngim/UW1LVz07pogmRTA8pKRjMteQ0WLmi5/Yu5uNUlmSYC4HHDKk5zeiTNoSurG3xY/TaxeDzjxhRBGpqHXaa4vtPqqy2tCLwrcODGfR39Q//b3LL+fJ8c9pvkMuuYs+pYVYPK4+KWPP7ouSThD0uifKVSe9XUF6rT4pXurmDY4m96ZcTS0uvlygzxpeTomsm+hN7xWp78N6lwpT0Y8bh+uFnlym9c/WZ6IhcBtMJB4wQXwnbrYS2GhnL6v8yvJjqZYRgc68J9CY2N4WyTf/9e88RGfPnAnjVXyWG/RB28Rm5LKsClKgY/m2pogEVa0c7uGJHPa7arl0r27kCQJt6MVg9mCIAiUNJdQ65DTMEdmjGRNuZx9ISGxoWIDQ9PDAnV/UjTVVrN7xVL6HXcCllj1nKKxsjJIkA0//SzWhXiBFWzeQN4g9Wc8vHWz5vxLZkYuUlNVWMC7t1xFfXkZZ979MF0GRxi7hcHnU9rCmqLD7SLJ6svVPs5rv/0Cg8nMtkULIEdJObzmmmt4+OGH2zxXeXk5vXv3pqadZu45lv5U7VauOa45H5NVTUEkhaRAxjTnQQQLrPKzplDtVQeO4s84g4aAf5okUfnc85h69sQ2fnyb13TSFf348un1CJLcfzhdTiRJYv8etT3K6tWrGTduXJvniotJohSlT0vKiqG2VHl2cnolovPPhywt2TislYCEKIqMHTuWZcuWqUg3kNMpAwR4oAInQHp6Otu2bQt6qZGbT+xueXykM6jHj6EkWQChHLou0UTt7D20bg6kY9tIuuoVEk7LwNQ1enX1/xV0eJJ14C8DbwRz9nUFdUx+cRn7olRGbAs/vvQstYZEmSDzw25QS55trlYmZhg5sU86J/XRTlJfGnQmACtNHt6Kc/JzTj/V9pOv6c/4c3uoXp37Jgfrk3UeczvG3NGMzR7LpLxJuEL8yE7qm37UKjKAzHjlM0Q7PNGqNJj1viRuqq0H4HrvkQ3aQzFVL0t965tKOexvnB/sfj5NTpmAMuqiNzGhapto6Joaw+mDsrjl+HyOzdemMelDPqABD/caFK+mMbqd+Na9h+/D0yOeu1FQT65DI2ZbtoRUTk3uBumyZ1T+7GPZ/8oZlBftZ+NzU9m2XU5zrG5Q7j8LLk7sk64hyACeOrM/uUlWbj9JGZD4/IqU8hCtmNPpZM0aJc13+fLlwTLYVquV888/X3Xefv0C951AcfxwSIninXPcPZDeN/I2kBU6bj8BlZIvp4+NvhF6nsrGgirm7dCaW78wX1GVSBb1Z85ukRCBpAt7EzOibZLH3CMx4npDyMApgEMFStTVYJAHD4HUSlG0kJY6ieTkY0hOPobMTMXM3GrNa/Ma/h1IizPz3Y3juPoYjcZPvV/aJJKTj9Ws79fvFbp2uY2EhMjphO2B2aBjzg1jeWBK9GqZAfTooVRv65/TjtTBEEiShNfbSnOzEigo6Ky0KTq9n2Q45Vm4/CfZ6+60lyBnOAyeAQPOg37TofdU9YmHXQ5nKb44FEcn19tC35S+LDpnERsv2kiKJYXHxqoJHqfXycGGg0GCDOCaAdeoT+J2wKInYNf38vLwsIj1zGnw8lD4/hb45GxY8ID2QgJKsjDTfp9P4oetZRqCDODqEy8EIN1aSbpVGUzXt6ij15Ik4fQTZP12NZLp60LPzjNYdO5SPjntO815jQZ1uqfD7SUpdTqLi8by/Ho53TXBaiAtVqt4q2xJw+nVKkt0TvlZtoZ44MytrKPUoVzr3DqlzdSJAs+fPZDnzx4YTA0u9BfAcLqViZUUxTvOEz6UFeCK+Q0Y/Yf+8MoWasvl8/Uclcl5D6jTYsYtW465n7ZdbLI3A1KIkuyPI8m8Pi9eX2TSrwMdOBpUhRed8M+CDSYTp96s+GZt/Ok7lsx8ly8evY9f3nmNX955jQVvt61g+vwRdYVPe30dv777Oi9fek6Q9NlWpWRG5MXnqfZ/a+tbR/tx/t+w+qvPWDrrPX548WnNtroyeXyRlteNYy64lJOuvTm47Zf3XkcKmZ9IksSOJbK6auy5M9r13vXlcpv99VMPt2t/X4iirWjntjb2VLBtodrYfvPPPwa9zQKI12VSVdjEtGnT2jzXkiVLmDVrFp9/7rfykCClfDx6d+Q2srUgloLNip+dVZeoUa5bYo1Mv2sollj13EBv0jH1lkGMS9mJ3qtVVmc9+YRmXfEttyJFMcMPIL1LHDe8MZHMznIfKEkSDQ0NbNmuLiS0a5c2M0GSJDnrBJgyZQoef3X32GQz5z0wAq9b3VdNuWkgw0/Nkz+Px8bxA8/i7rvv5p577qGz3+tr586dQesUgEa/b1xMTIxKyRYIigcR4kcYrvQMkGTNNcp3MTJPITZFsx5XQaPqGHeZt4Mg86NDSdaBvwzc0apgATvLGslPP7pUiNK9u/CGeRS5wkogd2ltxpArN2CRfLQAvre62O0fjS+yuFFoMj36CEQJQGBoHF6hzuFvWI/pkYrV+Nsez8G5CQDkJFqieg+FEjgHpUyuamhkelMzSSk9geiG0KEY3urAlt0Vajew0FsHfkIs3aioLtpSkhnaINAC+PnWY9rcL5RETKJRs/1O9xuEiwwCONyi9shJTk6m3D/YrK+vV++c2lOu2gdM8K2Gd4eSAfDleEhbTWOTEjEy4OHtCIoigPNG5HJe/1hY8iQMOAcKliE2yGqFEtLp2bMn5eXlNDREUKkEzm/QkosNDi85fYZRvHM9tbX+gchNG2HJM7A1xBPEYIW8cXDys/BTiOnsqBtg9auqIgIYrDD4wuDi4rUKcZghNlLukyOtu8pDCOowpVixzUDcpAz0CZFTykKhizUSO6ETTUvUqj9TN3WardNZRVOT/FtkZp6F01lBbe0yDhe+CYDFovYH0elMDBzwDm537W/y8/r/Rnrayf/R98vOOpeamiV4PI0MEHvw4065suSasiGMzNzY5rFOZznbtt9AtDq/emMEInToJfIrHA/7f/ceJ8sK1X7TYc2bULRGLqTxG5FiUdr8qd2m8sy6Z2h0yW3Hk+OfJN2qpOTGGGLondQbqvbAB1PkdNAu42FJyCRq0pMw6vqg2hSA2gPyC2DNG7BpFtxTrIRwW9RKssomB8V1rZz52sqo160PSfOe0Wc2z62Xq0u6vRJbi+sZkJOAJEls365UnUysdyP407mTzEkkmZPYF3ZewTSUbzeX4PVJ+CQ5tVHGucF9qptdpEYgyQB+LpjA1G4/q1ca5PbQ7FZIsVYEVMN3QUDSCQheiUGdEpg+VH5uF+6upKCmJVgl1uGOTIyFIpKSTB9yWOm++uD/JquepCw18T7gpZcQjVqyD0AUPQiCfD//USSZJEmc9+N5OL1Ovpn6Dbp2+Al1oAPRUF2mVggFPMlEUUdWj14MOH4yW39VlOmF27dQuH0L4XC1ys+ts8WO0WKlprgQh12W83QZPIxDm9YDsGWB7DO14cc5POx8hxqjfFxmTCYX9LqA2XuUNLjKMI/dPzP2rZHb38LtW/jhxafpOmQ4fY6ZCBCsBpmULbdT/SechNfl5tf3XqehopxXLj+Psx94nIxu+aoU1Z5jxnNww1rK9svBxE59B9BQWR6Wcnn0CE37jFZMIRxl+7Rp8soJvaDTIZZn8/kT6+g9NpMzp5zL1z+oUxqTkpKCY8z9+5VsD8FnQEAgvnYAvSYmsGHvEnUVS0mHFOJ13GOQ1scNIKNrPJc/O56ti4o5vK2awSflkt0jEUEUEB2HNaP8jIfloF7WM09TepfiIyy1tLC7/wCy//kCsZMmIUTzngHcDkkesghyKqnXp54DuVxasq2lpQWHP33VcdiGq0X+f/ipeSRn22iqVci83D5J6HQitkQzQyZ1ZuPPh8FlCJJsoSqxefPmMWCArOYMzEMCXmkBpKerbUOEkGBLtHRLyaN8flHyBuegPqcXb73Wj7MDMjqUZB34yyBQwTBQOj4Ut3y2mVP+tazd52qqlScpQthkrjXMH+ac/vkY0mXWPj3OTHwE4ipAkAEYQ08n6NAbIj9iga5CF5Za5fTI5zK3QS4dCTEmPdsfmcSC27SqlABCz+/EyJPu80n2+RAmPkhCSOnfJyqVMt7ZbnXH8XrvK7H5U52qQ8iqHSVKx2hq43McSSX3/mXDj0ikhW5PEbQkWVtYVmmistGBJEns3r1bZUi7evVq3nnnHVpb/aqq1OhVS3d8eCuOOmWQOq7LEcjaj06XCam3jpWN8v3o1nco559/PlZr22q+cAKtodXNkEcX8NhGgVqfRSH4krvB8WEqlhi/Mmjk1fBgrWyKrTPC6OtV5vyAZrnBr1jJFuuZbNzDGP0h7cWF/aZuUcA6oP1qpPhJeeQ8MZ7JpfKg5OparU+Wz6ekWiYmjsbrVaeDZGScQThSUiaQmTm93dfxvwxRNDFo4LsMG/oFiTZFldol+8Q2jxMEPT6fg5qaJdHPnaStIhUV53wkK8wmh0SJe/oJw9+oJAuHIAhBggxgfPZ4hmcMD776JPeR778NH4C9Eta+CQ1hFWT1RvlZuyVykQ4AXM3weIZcQMTZLKvMAKwpLNtXxYjHf22TIAPZqy4Aq75V5ck59RW5GllrawGVVT8pl+aRYNFjYI+cEmOx5HH/nJ3c8tlm/vb5lhCCTIsUm5YkO31QFpsqtdWzXIn7iZGM2JzatOggRHCNTSO2k40HQxSOOUnyPVdcJx/r8Cj9kcOkTU8F8GhIMhCjVMMuv+xCdvdWKypjRo7A5/JGJKsCKjIQEcWjM9eOhmZ3M7trd3Oo4dBfikTowJ8TtdXVqmVJZ8BrtuL1Ky9TctU2A32PPYHRZ50ffAVSC+319Sx8/01euexc3rnpSj6844bgMaf97R5MI7Rq6JHrlfHOrUNupWtCV5acu4SZJ8vK9wr7bw9o/CdRXVhAa4iias+qZfz0qlzd2Of1suknWYUbatLfc4ySzudqbeHje2/jwIa1rJ3zBQCmmBgSM7I4895HuOrV97l99g+c8+ATTLr21javxXMEBRSA16PsU1dR1saeMiRJoqVBTms/6Zqb1dsEEfzeU6JPJll2rShj2TtlHHesYklw4VmXkZfTPeL59ZJM+IiSnr2/NmMuV+8nIMgqMwlEj5khJ7VtfTFgQg6n3TyInF5JCP5xpa8pRH2cmkLWs8+QeJ5sn6BPj5ypUHLb3yh/+BFq3ntfpfYLhdvhRfDJc7GAekvnVgIpjXV2zTFOf6EXwadjy4JSmv1EU0y83E+GFooxxSjzPIM/kLx1kTKOSEpKCqZztrS0sGPHDnw+H7P9nmseu54F7+0IvtZ8Gb1iqC6MJAukawohJqBCyPfgDSHzUq9TqptLXgmf00PzmjK8zVqvtf8VdJBkHfjLwOMf9GYmRSYRdpa1nySpKZYbGUFqmyQzhlSQATi/U9sT/kxP6COlR2dsmySLpiQ7krH9kWAz6SOm+wWvLIx8est7GmvP3QK9TlE1ChkhhNm7rSZGOj1cU9fAtvQpmI79OzFGeXDlDSEyYkMqE7ZFkoVWMztveCfNdnM7vJMSQyqeJgsyeVQhpkPmoIj7eyWBQ750TnI+jRMjP+8oZ8WKFXz22WdUVKgHc8XFxUraZe6oCGeT0de+mhGrlcFk18QjGKyXRZ6IJiQkyJvLlAFPaIQpGtYdUqKI+7ypwU4egPgctVF/qFJS1MH1a+QCBfE5cFlYFSKbOlrl8k9Ejf4YVI6uXrVdb9BOSq884EQwH70i8pFtDr5d2syJjco9Ikk+mpp2UVmpRMQz0k+jV8/Hg8txcYPonHvVUb9fByIjJiQoMKJb24PatLy36dnjH/Kr56MYjdpKavpI3l7R0Od0uZpsUojsv4e/CuvhldDSvuj50cCqj0JQO0Oeqf0hJsWdQ3xKEjvDww3Q7XhlnS1k4O5xyNU6i5Q0akQdi/dUcSS8cdFQ4uIGkZoqlx2xGexcOFJtNO/x2Nm8RW3ALwYeyWe7wtN5sOAh1fbBgz6kvFEeJPfJjO7r+a/zBpEagSRze304vMr6eqd8DknnYkz/5dRYChi3L6S9C+0PBAHJoidtRDoDOyUEV3dKlH+D4roWfD4JR0i6pTtK9dVwO39JEBCiCM/NTZEnlBUvbMDg1fZXep0cHNLrY6Iqs48WvpC00dYI/oogT2pfWP8C3x3Qpsh2oAOhaKhXe/q5k9Np6dKHp55+hm+++QZDWOXEydffypizLwy+ul0wBYAda5awaZ6cRh7wMQvAYDTR3NWKFBZYTqs3MW/6PDbN2MQpXU8BZNVqwCuyyd1Ek+vo7VD+XWiureG9W69h5RefUFkgp9W7nQ4+vPPGiPt7PR62L15As1+tldZFIQrNtlgMJnWbNOeZf7DW71fWY5TcP5hjbMSlKHOHnD7q1O7L/vkG/SYoQajmmmrqK8r58aVnqS46TDj2rFoWJOIAqgoOqjzKIsHV2hpUn2V2V4JV0+97lGOvuE5e8IlBf64AchN7M2r4GGwN+cx/5QA7V4UFifzQ6/WMnKoo9Q1ubaEtUdKTXDmGpOph2Ge+g9s/1pUkCW9TE02//orkik7IeJtlVWP2iy/SY9ky4k87LbjNOmwocaecQurf/oY+TGlV//nnVD7zDLXvfxCxOuuxF/RE9JNku3bs9l+rjsQqOSPE6bEHFVkBeIJKPrlPCPiPxfizJiZdqeQUjT5DuWdCfdhK99cH/z/hhBOC/8+fP1/lT9ZcAnvXVgRf+9apAyuSqMMdJ88V9P5ME5/PR01NTVDtFkqS4dWShab8BIxZilJacntp+OEQ9d/sp/r9HZr9/1fQQZJ14C8Dj//B3t4audpX6D5HPFcgChC2/sv8CaplZ5MLj8sbfPX3tj3ht0rKGQXBiBhFLeX1r9aFVUoMTAjMURRo/05UuU289Os+urjkxj/B68U6Wok4pacP4p1LN3DjzQXBCm4xJm1H2CzKk5zx+SltTipCA/0ju2rJIGsbJF/wmuKUCVqyX4jtjs+T1VER0M35MRNc/2SvJJNyDa1ufv3116jnnz9/Pg8//DBFniOTVUF424i6uLReQwCFZJGaqiVgr7322uD/OTk5iKLIaSEDAyA4yQUwC26cTifLly9XfBTG/03+m6FVfGC0gs3/vqHEYnp/NaEG2F3ys2UUvAwdOpSUGCMnG0MKJWTLv3XPRi/LFzQxb1Ez1+x3IZqPnvDVAdmt6sHMoYJXWLtuCvsPKKlugqDDZuvB8RMPMGzY1wwe9BGC0NGt/VEIJbItpoSo+3286yymvNlETs6F8iv7Anr1fESzn9kcOcWi3UjrLZNmkhee6QKfR0jTPEp8csonwf8NkSrXgvq5DZBkgy6Ec2dq953xtUyWPdwAd+yBY+5SthWthm3K5AaDNZhW+Oi0fkTDcT1TEQSB/O6y8jTZUseE3LXE6O2MzFhPvLGB4pJZtLYWBo9JSgozLW6tgxUv0mOfP33KejZ3f1vFhsPyBDvUJzEUfbPiOH1QNnEWbd83oWca9U6lD2j1KcUpHEl7kHQecmuVybYUIWgUnk0ZKIryy65Kej84j9cWKQVLau3R0kLC+hlRUAjCEJh0HvRe7TlcJc00ipsYmb8FvV69/d9h2u8JSec5fc7pDJs1jA+2f6DaZ135Ot7f8T73Lb9PtV6SJD7f8znry9f/YdfTgb82Aupxg1erQNqyZQtF1UpAIeusiczZPyf4+nrf19x5+ElqY13oojhtTLruVgDqkn3MHV1O7FnqoGFWTBb6sIBvRowSIAj1ePz/xorPZ1FXVsKqLz9h5t9vZueyRTRWRw9UvHjhNBa8pfi2pXdVFFKCIHDcJdGDct2HRw6uiqKO696axZizL+T0O+4nKSuHSdfeQmKmHETaPP9Hfn7jRXavWMKcZx/VHB/JM63yUNvfcdEOWelsssaQkpvH1L/dy4WPv0DegMGk9ZCVtaLPSLfBacx4fHTwuJ/e2I6lsTOWVrltN3git4PxQjbDTulCdo8E5XN6tEENUdIjINLw1uvsnzCRQ+eey+7efdg7fATFN9xI8S23Rjy/z+GgdYNckVmM1V6DoNOR/cLzpFx9FXmfzyb11ls0+1Q++yy7e/eh4YcfVetjk8xBkqysQs4KEQUdOq8lWIbZHlbAIkCSqcgnwJYoz0k690vm+tcncP3rE4hNUr6HXmOUPnLH0hIqDzfS2iTPGUaNku+XhoYG3njjjeB+1uZceo3OYOxZ3Rl7Vndi4rXzG0dmHiB7kjU3NzN79mxefvll5s6dq7lOKYLKOuWyfqAXgl2p5PIFC2m5SyJUUPgfQYcnWQf+MgikW6KLTrw4PD5s7fC6CkiVj1TLsXBrDW/erE4fMsWBM8pbeJHQWyfhaV2BIebUqCRR0JNMUB5Bp8fLWr8q6Ggq0P1RuOET2W/o6xg33ya6ubShkU7HjaP/7o9I9PnQT31EJlVCEGPWegyZY8cCe1QqlEhwHsFrJinmCIosUKkbkv3pllnZnWT/os/OlyvN7ZPNSrf58jTHN7S6EQQhYnQJ5GgMwKffzOWusG0eSUQvRPgMbZFkLdURV//IRM7PU1+fXq/HaDTSuXNnDh8+zJlnnklcXJymFHVBtdJ5b/Lk0LdsA+Xl8kT+gQceQHfMXRCXDd3UBLAGggDp/aBiO0x/R7O5yeEFRPI753DaaScyZcoU3n77bdJK5NS3rTknUwicUezG7AOzS0IwiAjteB6jQQyZmJeUfNzmvvFxA9vc3oGjR3aiokCIjVFXz3p41V3cM+JFfjh4EguLjtEcG1A9hWJNYSzd3E30OEr/SBXisqHWPyHYOQdcdjBqizu0F/1T+7P14jZSJQEqtca95I0HazvI84ww8muLUlwEg4WyBpnkzowz8+xZA7jzS/laLh7dGa9PItFqDCqLjSEemvbKf/DssQZMOjcV9lTcLqXYgc3Wh4ED3oY52kqhncocZFQ5uTptMosOKmnioijw/mXDeWvJQVYdlNMzY016PrhMNrmP1JedMTgbm0lPXuJb1JT9i759rmTHztuC2y0YsbpCgloRgj/1YSqTFJvS7js9PlWxEJ9Pal9oV4SuBz+hJisRjzgSoztBfvv60oi7N8w7RPGwZwDoTBMH9o8MbtPp5fb8jzTt94R53ji9Tp7f8DwFjQVc3u9ycuNyqXUqxIYkScHvf2XpSh5dLU+ct13SPsPuDvx3o6G+Aaw2kpNTKK/X+pmu2b6TQIv74eFPKWkJCzSLUJzaSlKTdsw19Y77yB8ukyZl9jKqEl2k9+5FE6uD+9jr67AlqtvCGEMMWTFZlNpLKWoqYmDqn6N/DhjwB/DTK8+T1VNJvx4+dTrrvvsq6vHhn3PA8ZOQfF5+eec1zb5Z+b2jnscan8Dos9QFmBKzcqgrK2XDj3OC6xoqtMWSACRRxJmSRU5KMtU7t1C0YysZ3ZSCTeX792K0xpCUlY2zxc63z8lFagydurB27VpGjBwT3LfRX3hK9Bk57sKeWGxGRk3ryuo5cj+7fYnynZla05GQkAQf9jg5gBFf24/UTnkAnHrjQGqKm9EZRD55qpWGxG2YW9XKrpGtSjaAY4u6721etIiWDRuwDlVXC6168V/B/3W2tttiQ3o6Kddei3XECA5fcKFme+kddxA/5dTgstGix+BKwG1Snh2T2YjJYkD06fHpXEFFVgBBJVkYSWYKsQOK1GcajDoGHt+JLb8WBZVhABc9Oorx48ezevVq1f5xdX0QEBl3dn7w3Ac3V2Er6U5zfKgnnBd7lz488o9/RPlWREZO7UJ8qhXmqZ8Bc28lpVUw6pCcXipf26zaR/L6ftdY/q+K/71P3IG/LALpllFLNgKNrUfO5QfwBMwMj6A6ibTVG/3t8QqgN/XFnHA1ol6bbgRyqkUgPdEYkt55/zfbWbJXjmj9J5RkgeqSoWosAKM7jkeqa+ni9qA32vi4rIJXK6ogTpsqFWNRDxgujOmG0yV/NqupbaKvd2YsAzslMGVAJiO7yF4z2QnKpDwjPnJqTShC00ZzTTJZJNrSoNcpcPViuSLepCfwpPTmUtffNcf/tHwjG5wZtEhtd2w+n48nbOoqT3rBJ1d+DEdbJJldS5LNYhpN1s4kJCQwb3s525OPJS4th6uvvhqAiy++mDvvvJOkpCQNQQawr1Id5an0KYTB+++/j93hlI3RE3LDD9Xi0h/hxg2Q1kuzqdklU7tx/vtGEAQuu+wyjjvuWG644XpEvfzbWTwK4fhbUi0Bks7riSHDSsIZStTW61Wr8Hr3euo3nbsD7UefzDguG5vHjRO6ExujVoG9e+UFfFr4PnMPKWki4WRzuJrpus8Oc9I/l1Jn/x0eF6e/ql5uijyJOBoIghBd9epxQU243T0Qm65dFwmBFNFIMFgVkizBzNnDOvHGRUM5dUAm1x3XjcfP6M8dkxQ/RFFUT2JNfpVTekyVikAzGpIQRQPMmANG7YSi7Pj3WHRQHRnXiwITeqbx5sXK5GTd/SdENex//9Lh6HUiJ/fPpFvO8YwY/h0ZGeqqpDE+E/rQqm8RlGTVjnrVsqUNq4FwD9HoOwrUpgrUpFpoSFImYWZnXcTdXUVKG2oyqdsZvf871v9OJVm5vZySZnly4pEUkuwfY5RJzVf7vuLyn+WU2QUFC4LrWz1KSuamSnXltQ50QDLKz2hGRvQK0jqTCUmEOpub/MR8xmePD74AauMit8nXHryfp9c+TWVLZfDeG9BpKCNOV6pGz7rnVhoqte3wyV1kD8lfDv+i2fb/BZ9Xm5ZYumcnALn9B5GcE32cNOXWuyOuH3jiKfzts++5/F9vcdun3zL1b/dy6fOvYz4CmROOSMozUadnzrOP8vy5U9i1Ygk1xbJa2JWUgTs5g0P+sevSj9+naOc2JEnii8fu5+P7/sYXj92HJEnsXycTLxJQJpqZO3cuNTWKT2VTg3/sLOkx+4mYoZPz6DFC28cJCFhaM7G0ZGGxZ2Nr6IHRlUSMf7xuMOrI6BpPaqdY9F4LydUjiLF3pv+EHPL6JzPtb4OI29+2/2bTAvX94qmtpWm+UplTjItuDaD67o7g7xuA0aLHaldbvog6Pec9MAJBksewrS3qtHh7ozaN8djz2+e56vVog+trvjuk8SPu33MIJmcK5hiDinyzJZiwtGZhbVIsMCS9AZ85+uc16A0MO6UL+cPT8dbLggLRVE3GncNIOk8Z7+tT5HF8uJl/5RtHCCT+l6KDJOvAXwYBJZnUBkk25qmF1DQfuVJHQEmW7o9+RIMoCZx280CuevEYrvrnMQyZ3BlfGyRZe+pChkaRPT6FRPhig5Lr/3s9ydqDRXccx9ybxzN1oJr8utN9DRuNw7g35SX6vFZCrZiClDVYrjAXBptVbaScYEqgqslvYHkEJZleJ/LtDWN55YIhZCVYWHH3RObfdgybHzyRLQ+e1K7qlwEYcXOxb468EOOfLGYNBlMsjL4B/Y2r0cVqSUsXerZ4s/na2Z86n4VZjiHMN4xGMqmVKa0uL29Xq30kDvW/FSY9DilhHWObSjKtgbYDEy0t8sTs2lkbWF/SwuGkoaSlpSFJEna3j5gY5XoOVjXz3vJDvOt/rStQezM1SQq5WFxczLPPPktRURFr166lpKSE119/nb1790a+PksCpKgNVzdt2sTnn39Ok1O+b+OtykTdYDAwYcIE0tLSaPL77MSEGIqHp1o2Nm6lrOwbJKltFaF1UBrptw5FTILi4lm43fVBkswW05NhQ78kK+vsNs/Rgd8PQRB46LS+QaKmZ085Gl3rHUOP9FhO7pdFaKqbM2zwZwrxJWt0pwf3PVj9O+T7iZ1h5HXK8u+odNkuNBSBzwOGMLVa9tDI+4dDb5LJ59wxmk2ursdT7e+vMuPlwenkfhm8esGQ4HIo2kpfLyr+SDmvy58+1G2CXFUzXVGzOcbfwzHfaomvQCGVOLOBT68axWdXj9L0Q+ePkCeQL50/mAm9IgeBQpHgNeMVlEmpN0sexPtsoX2D+j3a8tJsN0kmChR2zgscFIStObKfjhRSHEDvVX83wXTL36Ek8/q8nPjliUz+ajIt7pbgGMBmsJEXn6fat6JFvp/nH1YmhaGeThsqNgT/d0ZIHe3A/w58Ph9zf/geSe8PeHaKTvBMffBxvh1bSovFy9UDrua1E14LvjbO2MjYwZM0xxSntlLpqGTWrlkc/4Xitdg5rjPjL7g0aG1gr6vlnZuu5L3brmXpx+8H95uQK6vXfy38FXeEVND/NCRJCvoRX/zsK5rtPUaOoefo8Zr1ALHJqeT0lseArc0uvnx6PVsXKQbqgiCQmJGFKOrIHzmG5JxOSD6JmpJmXA5P1GyFUPQ95njNOp/Xw4H1so/l3Jee5YPbr5c/i147Hv/8kXv48V/PULhtMyB7m7U01FO2Xx7vdRumKGRD0wcddn8gQK8LKooA+h+ntUfIyk+QPy8CtqZuWFoziEs1023Hx5SHqZh6j5VTC01WPcec24NTbxhIepIPr5+gE2NjSbzgAvJXrSTj0X9gypeVcC2bNga9yRy7d7NvzFjcpX4VsChi7CyTQzWtNTy99mkWFi7UXCeAaGlfoRWDSYeACCF2OTpRhy3BFCTJGsLM++fO+0H+HkToe0w22T0T6TOufZ6rydnavmTfugoaqlo5/nj5HjCZTJQtkfvL7J4Jqn2T/N5hek/7FfQGgzxu9zY24twjB/0knxd9sgUxRNAQMzxy8M9d1IQUgdz7b0cHSdaBvwyC6ZZHuGvnbjtypZfVK9cxN+0kdtrbJnJEQG/QYTTrMVr0jJ7WjbaaibZUZgG4Q0iUSS+tZWNhHXanml5ry/D+j0JSjJE+WXEq9RbALqkzD9ge5pPiFFp8eka1vEDF2T9EPEeMRT1RsuhjeWe5XPXwCMUrNchOsBBj0pNgNRIfoYIprZFVAAA36L8NuajIxRUiFTurlOQkBA86vnX1w4OOkkY3C+zqwabgczPJuJfTnI8F13XpNVj+56qwDtoThSTzeeGbazWrXWhTHPb71WH3frOdIf9YwPYSWQb+6dpCJj6/hH/8sJNH/a8Wl5fUWBOXjskDoEnSToDfffdd5s6dy5NvfsLrhak8NXOuZp9o+OCb+Ty3ycdeu3yfJMRoz9/qcLPVz83pW5TBsM+pTD59Pg8bN81g5647KCn5JPwUGkiSxOIl/dmz9yG2bL06uH7o0M+Jjx/c7uvvwB+HnOzzmXDcbs4+UfbiGtU1SVWltqReHW01m5UUzcdWKcRWQzsVv1Fx8lMK6bQ9emrMH4IACRebIavYRD2c9T6YtX6MUZE3TvYqCyA2C65eTEWMHME16UUSI7V5RwGnU+n3nK4QxaogwGRFdbkr59yIx+tFpc8Z3S2ZUV21lSQfmNKb+bcdowmsREOWN4ZlGcsYv3czSBJSvBHn2DRcI1Pp5NsDgCSo++C2lWTtgySCGIGIT66NkDYLKt+FbE8a05zDSffJv2+guqVe/9tThJvdCilc46gJEgZ6UY9Jp21PX1j/gmr5wZUPBv9fX6F4kYVODjdWbGRvXZTgRwf+q1B4+DDLlixm8/p1rF2vkKZGU3SLiu8P/Ux9rHzfJYT5SxpEA3edpC7qUZngYPHgyF5dop8cu+q191Tr60qLWffdV8EgdIZVUbb9Uvj/ryZztthxtcrBtoSMTPQm5dnrPnwUA088Bb3RyJUvv8vIM85l3HkXozeaGH3W+Vzx0ttY4hJoaXSx7ocCKg41smz2vjbJr21LSvjs0bW8fetSFn4Ype0JgaiTvcraA8GtEORSSFXePauWqfbbvvgXtsyXPbiy+ygpr94QRZ2z1Z9SHtb2pnaOxRSjtM/XvXocyTlaguesC5Pw/DyHuk8+xduskEnHnNeDYafmcfJVvfFUVVE3+3MOnXMOALqEBHquW0vGgw+gT0wk8eyzSb/vXkBOwdw9YCDVb7zJoWnqauXd5v2EIIo0uZo47vPjmLVrFrcsuoVJX07SFDlpS3Hma23FUyfPKURRwGjRE1rtRa/TI4gCPp2sGPv2h6+ClSIBmpplNZZH18JxF/Rk2m2DEdsZ2O87LouxZ8nBaEuckfQu8nUe2lLN+PHjueWWWzh/+sUycQf0GKFWiAZ+A6Mzst3DoEGDNOuMBvleb/jmG/D39ZJLG2TRxUVWjuuTzXjqovuB/7eigyTrwF8G3kDaxhEqTCW2w8vqg5oMDsR0Y4Gl7cm2CFhiQyYv1ft50fAK+YI6In3tsXL1Ek87It0ej9LQuCUTj/2wkw9WFqj2qWv5z0XdkiJULSusVVJO3OhpCaTfhwwIdpc38txCdZWV8nrlf8sRlGRHhaXPytXZdn2v2ZQaa2KcGOLNYoncceQmKWRgzyN4IpV5rBR55UmSaJH3zRCb2CnlKTsFjGpNYedy26FwNYSXm977c0RPsiZiSEtTk41NDg8+n8Snawvx+CS+2liMx+vjnq+Vz3lC7zROH5TFtEFZPHVKH3LiZJaqOQJJFsBSdxcaJQsL3fk0NGi9S8Lh9Xr51tUvSCYCdErTTp7nbFKeh2SHco/4GuXBl8/nZMnS/ni98mSxonIuDQ0bVS+7fb/q/mpqUj5rQ4MyERDF6J+vA/9+iCHVUrum2lh21wQ6J8sRz+OfX8INn2zkulkbOOeNVdRIU8jJnkFyxi3UOJTnsrCmhSkvL+Pur36HhL+HX/mws43qf3t/hq+vhoLl2m32Gtj8adRiGkEE0jlt6TD4IrivHPqdefTXa7DAmW/LytMZX0PWYEr9pGJmvPl3VU5cVTqMzc330uKTScmuXW5W79BpJHQ5FvqeSZ0UOSVD146ohtWoPyo/uU5uI626VvqWFXDmJtnbU7IZQC9SZferMIQ/XkkmImHyqPvQvIIfiW88pNl38kmTwKucV+c1kaAXONk1mK7eNPKQJzC/J90ylCRz+9zBdEu9qMes19oKvL/jfdXyytKVuH3aMcFdS+/C4/NQbi/nknmXMP276XiPUOWuA399fPjBB/y6aDG/zP9Ztd5iVStLpk+fHvx/f6XiX5Qd5i8Jspn8KTfdAcChTDtzx1Tg0Wuft+n5yjljk1I46ZqbNfvY18vVHZMtylgh9Bn4/4LTr57SG4wYjCZOufH24LZQX7L4tHTGnTeDkWecw80ffsGYsy9E1On46un1vH/XcrYtVsY7Sz6NTEw77G6WzVa27V4t9yPVxc2s+uYAjdWRq9pa4xM4677HyOjeg4ue+hd5A4dgjU9g/AWXqvYzW5R23GeMbk2y/NMPlc/YJ0RRHOKx5XT41bJIFN96G85Dcjup04mcev1A/3UZEXUiAyfmEBNvZMjkzsSlmOk2JI3ql14OnuvwRRcF/9cbdIw8rSvef97HvvHHUP7QQ3hK/cGcCP2dsUsX1XLViy9q9qmJhet/uZ7n1j+nWl9qL+Xx1Y9z6ten8v2B75EkCX1iIja/MkswGkm9RblX9wwewr7RY3D7q9pbbOoglc7vCx16meXl5Zrvzop2PBwN9jVrcR48hCAKDDohlxvemMjlz4wjs3sCAE018nkTExMp3iqPS9K7xNF1kDrwn5wlP+cCIvG1/TXvM3jwYO7++z2ceoIyTgmQZK7CIqXP9Wlzn4Qwz29T9wQy7hpO+h3DMKS2L331vwkdxv0d+MugsLV9Pjax5iNH5O3m9lUrnHBBTxIzQgYeH53ONF0xw8S9jHO+FFw9KN7Obfovmes7AcjUnigEbrfc+ImShBMjGwvr6ZysHtxM6hvdW+KPRlJI+pxJL+L0+GhyqBvPVreX1xbv55WF+3ntwiGM6ZbC5BeXAV5iQ7xJ1xYoE86LRrXDA6u9WOhXcH13M/RWV3f87OpRpL9RqVRDiKLwmH3NaB75fgfjuqdwYp8MRj/5K5VNkdNVJER+dfdg9mWjyE8QeOkl+bfupaugdsyDJDXtiu41VLYF3pskV7WbGFKZzKktg95EDK1YOG7oUEUpCTQ63Lz4q+KDVN3sovt9P6mOfeasgSTFGPE2Oil7Yi0ViXLMI+CvNm3aNObOnasqXe0N8U/Yu3cvw4cPj/wZ/HA41c9cokVPXUoMQ1fu4ObO6UxNSyDRoOer2gawQq7dx7C+6dhXyQMhfbrcqTY2bsPnU85VX7+G9Ru06ZID+r9BaqrsceV0RvaaEoSObuvPhKwEC6cNyOKVRfIk7MetiqLpwzUmXrngYVbsrwbWBNc//L3sAbO9pJHbT+oZ1feqTfQ5HX55COyVsPUL6H+WduD93c3QXC4X7xhxNWyaBZf/DAmd4JtrYP8CKF4LU/4Z/X2a/YEAm5/IjlYBsz0YcI788iNQmTZSamU06PXxeDxqgntZyWj2bM9AJ9zBwIx6Pjvm/LCDjHCJTCY2blKb9gZ3OVrpbxT8UHQ7Uzo9D0C86MXhj8SLYYoLo8eHA5DChqEmvY6T+2Xw03bt8y+2QZJJOgHBT3YZJG9QdSb4dHh0rcQ3bKLJZiPxoouomzWLGJ+EXRRIdtuQBCV44Yg/yIEJNxFXMo6JO66kSreLWkCn/+3FIULTJffV7cPi92/Ui3oyY9oeLwRQ2VKpUuYEUNBQQFWrovg53HiYrgldNfu5vC50gg6dGJ2E7MBfA17/s9QSlv7Uq5faS7RPnz7s2rWLnTt3krwvGfwcRJwpssKm97jjyOjeg0PeEnR7ZrGwSFEq2tw2Ep2J3Db0NtUx/SeeRGb3Hnx4p+LPav/mDuIGnozeksCIjBGsLV+Lqy0bij8IkiSx6IO3SO3chf4T5cIx815/kR2LfyGrR2/GX3gpACa/V1h613z0BiNGq5WugyOPhQS/6qal0UXlYe0YbsfSEsac2Q1jmP/qu7fLii4JCbexDr07llevVb7PgkOHcZgrcLV6Oe2ck8BhwOeDnJ6JdB4wiM4DBgEw/V4lhXHE6Wexe8USNs+fi6lHP7bsk43zvWYLOodMAF7w2PNUFhxk39qVHN6q9i90hTSfs2fP5qqrriI7OxuvV76PfDW1NP08D8fOnXT3E7CZ3eI5597hGPzWGfGpVi55aiyCIDBqalcEUWBXL+VzOXfvpv7rb2ic9xMZDz6EMScb+1K1ug0g46GHNOsM6enkvPYaxddfr9nW7ZcFrKhcwznfnarZluiOY3rtCfwSv5oCTyH3Lr+Xe5ffy9wz5tLp1VdonDsXQ6dO6BITqfrXS6pj9x97HL137yImwQQhP2/A/zdLGEoRqwAlRXXePKXwQKaufQUp6ufMoezuezB27Uq3uerqmkmZ8ji5aFctPq8PUSdSvEu2URk4sZPmXLHJCikqSOr2PDs7m9zcXL5/eQuFO6sQUg0gSCRZZPW3t74egn2Atj815ChBMDHGQOqVWhLufwkdSrIO/GVQ7/ICEkM8e4ghchQGwNeO3P/wCUGKV+COenU0ZkBOPIPHhkXcGuUIUo5QjT7EgWzcmmu5Rf81T1jDTKUjIEiSIaf5AXwTMnH55voxjOjSPhLvj0BySDWxLimRJwL7K5t5Zt4eWlxe3lxyMCSlVYc1JArv9cnnmtgrjZzEf0PUIcIAv1uqDZs3ZNJojjwANOhEHpvWn8n9Mpm9rigqQRaKbzaVUGgXadAlADDcUMyHO0S5+qMuZFA09WXtwUufgZ/+rrzmaU1f9/lHrQMGDOC0lxW1i04Q+GK94nfx/RZ1VbYzh2QH07NaNlcxL1PPQrM80HGjY7fQiQpDBlddpS5PHisqn7m8Onr6agDNrerv6Mlp/bj9QAklTjd/31vMuDW7qWpxstz/Uz+bmkrClK7EndQZS/8Uki7sRWHR+2zYqKR4JSaMwmLJVb0CqK5eSGPjVlpaDuF2R1a6/R7FTQf+PbhiXBeO65nKhJ6pPHxaHyb6/ap+2FrGnV9socZv1B+pIMnz8/e06z00aS2GkPbl6ythg1p9g9ctE2Qgp2oveRoaS+C1UbJ6bL/fGH29OmVIhUPLYJ6/4Ee81p/l96K0PkCSHblISQBjRi9k8GB1Ss65Iwdwx0k9iLda2FiWzNpD0Z/tRkdklXJ7lGTtwZUnXojLLZNAsXRjat1xAAhhv19+g/x9CoJO89tef5zaF1GGD2+UIasn24pruFK4IJRMk0Qvdanr+GXSMcydciof19cxd8qp2P2fVxRFvHoluOOMk42xG7Pl9thjlNshg0Fbybm9CCXJ7lhyBzf8egMgp6NZ9Ba6J0T6vGo8s/YZylu0xGGLp4Vyu7L+cONhzT5un5sL517Iqd+c+h8hKzrwx6Pi0AE2//wjHnf0LANRFBk7dqxqOTRFTPQHySKpFwNIzMhiSPZw/jXxX2y7ZBvbLtlG1/iuTCqexIiqERTsLtAck5StnsjbPUb48jJwO8iIkYnd/4Qn2eFtm9k073vmv/kSlQUH8Xrc7Fgsp3mW7t3F4g/fBsAcI5NkcSmpXPPGR1z16vsk53TC3uDkpze2Ubq/XnPuxip5zhGbZOaGNyaS0klRlv781nbVvh5/kSOvzkF1xjIakrbTmKCkW0p4OVCzkcOVeyhr2s9b77zBnH9t5JsX11Gyt+1xWa+xx3LeI09jjFGyD7KHj6XfhJMYNOlUMrr3YOCJJzPmbG1Vx02b1KTZggULKC0tDRYzCLTR7sJCGr5VLExSc2NJSFP628AYTBAFPCEFAAIou/de7EuXceCEE2jZGLnQSGt+Fh/u+JAWt1rJHTtxAr137yL5umsxdM4l5frr6blpI8acHJ4teDfiue4puYLptSdwQfUpqvWnfCMvx51yCpb+/TFkRbYJ8DkcpOTY0LsUgsjgJ8niLcmYWmUl12effcbOnTvZvHlzcL+cvMj2LuWPPU7FM88Gl2vefQ9j/mS8LTZNfxfwKKuvaOHH1+QMCnuD3E4nZWnnZKFjYCGsuubkyZORJCjaWYuAjsSaISRWD8Vqkc/ja25G0MnPvwO35lp0MQYy7hpOwrRupF47IOJn+19CB0nWgb8MDAKcIS7nu7q7mG2US6D7bHp8CUaeOTc01/7IJJkuzFlMlGQjygB6xVmZc/1YxDYmDvvNF3O7/nPGituwNciy6qHsOOJ7v71Tlj97BCFIkgVw5pBsBuf+9sH4b0HXVKURNkbxQrvls83B/1cdrOHW2cpyZmtIGorf5PKCEX+giiwUkaqRhg++juAVVFTbwr3fbFOtE6M4zX22rohpr65gi0eJ4Dc0NODxeKiurg52MK5+5/Eu52hPsOYN5dVaq9nswsCMGTPwCHp2ljUG19fYXcGqd+GIM+t54ZxBwY7yUFUz9w+w8GOurMapk6ysbs3gmpkbSEhSS8EbfcrgeHvlkUnCcJLs0mp1em2N28N1a5Q0ji5dExF0InETc0m+sDdlrbPYt0/xccvNvZIhQz5mzOhFqlffPrKSp7JqPuvWn8Gq1Sfgdmu/rw78OZEYY+SDy0bw/mUjuHRsF148b1Bw2xcbiinyp28f10Nr9l7VDrL6ulkbOOmfS4PnAcAQNtH74Tb4YAq8OwnenghvHhv5ZK5m+DVamfQw/Kik45Cqrfj6e1HW4E+3TGg/SWYwJJCUOFq1bsbYwdw4MT+YRl5jj/6dtrcC9G9FotVIq1MOVHgNzVxTKVfBE8PSz41+9YIk6CltVgcBEsL82QRdMyByj+fKiO/py7SqKmeGkmR6twe924PB5cLgcmEymYKvrKwsUuNT8OkjB90SpnWDrnI7bDFrI/rtRaOrMeL6AanyJOTNE9/k+oHXMzZrrGr7MTnHBP9fWLSQyV/J6mW9oA8Sa+X2cg41KGmkhU2Fmvc51HCI3bW7KWku4bpfruO7A9/h8ETuXzrw50NzbQ2z7r6FX997nZ0rI6SOh0CnU8aUgiBw3PHHBZdj3PJYzxhWJfe7777jueeeo6lJq5QCeP8YJQBx8OBBzXZRp+Oia87C4i9yYfcY4cBC+PpKDP70/D+qyITb5WTTzz/QWFWp2RbwGwOY+feb8bjUbV3FQXms4g1JxTbbbOgN8jUu/2IfBzdX8c1zG3G2epBC1P31lXIbEZ9mQZIkuh2vx6uT1xXurOWb5zfSWN2Ks9VDxSH5eW+JUZ5Ft6meVkspNSlrqc5YgccQkn4q+KhMWUZN+kqWf68em0ZDxWEliGiIsTHp2ps5/vLrguPCzPyejDv/EnqOHo/RYmXiZddw+LCaQC8oKOCtt95ix6H1/stQPm/ZI/9QzPLbgKugQL6GTp2wTZyo2X74ggsiHnf/9md4bv1zjPxkJDWtWqIt7ZZb6P7zz6TefFPQgD8zJhOr18xAew9MPgMmn5ErK86kf6ts+D++aQgJnlg6OZXx+vvb3w+mqguiSP6ypZr3cpeWMWRyZ2IblErSPn9/ZTDpMLgSgus///zz4P/W5lyVqiuApsWLqZs1i9r33sPX2ookSQgxozD1PRPzoBlILWpiMD6EgCzcUYPH7cXRLF+zNf4I9kFhJFlzjTNI6ALofCZ0PhN6v42BZOiDsfsJACyzFrKsRKvy0yeZsY3K+p9MrwxHR95KB/4y8PgkztLJDVw/sQAAd+8EpCQT5mwbQzsnsuFwHZ5IDu1h0JBk/r99XDp2Gr2c2TUVcdvnckcvRn9MbtLP4SbmBJebOXKj8k2BLNVN8nhpCrMiPqF35Moi/06Y9DruO6U3j8/dxa0n5HP5B+uPfFAIWlp6gE2OFjn8ue59stpXovmoESDJfD74fAZ4HNpUqSipBAEU1Ng163xHiBccdMZyTEhf+MUXX7Bnzx7OOecc+vTpQ0tLC94wwrPS0Im0UYqCqu7QJmKKl7KJvoxkMwB2rGQZDPwQkqJ2JDQ6PLTuqAYJJJ/ElsN1kGQBk/YzrD5YQ7du3Thw4AB2yUBLSJGA7QeKNPuHoymEJBtmMbE8Amm8HGXAmZWk3P+NjVvZf+AZ1b5xcZGl6YlJYxBFCx5PfXBd4NjcTlfgctdQXj6H3NzIk+QO/LkQZzZw/ohOfLpWvsf2VsiTrwSrgUtGd+bDVcpg/dfdlfIgMopC0OXxBVPvznhtJevuO17e1xChrS3QDvgiYs3r6uXqfZCSr14nSVAdonLrrK1O+Xvg9Hj5yP89ZBxFumUAffo8z86dMomn18uBgUBl2RZXdF+q8FT6AMKLx/xWpMaacLptQAVeozwR3Ji8kX61QxAkCcn/OxtCghtVjlqyYxXVtilMcSj5gy+rfH3Jc3zMlJRKns9bi2n7p/J2EVWlGDHEgHn6V0phB8FqpddGxd/Q2+yi7LE1+GIjk2S2UVlI65zg/J3G/a7Ifky5sXIwKc2axnWDrqPeUc/Gyo3csugWAA7WawkJgBhjDDH+aqu3L7ldte259c9xdo+zsYY8H6FqjbXla1lbvpay5jKuGXjNb/5MHfjPYdY9tyIJApJOz89vvQz50RUeoSQZwEt7X8JlcBHvjuekkpMos6jHGi0tLWzcuBGArVu3BpVora2tLFmyBI/Hw/r1ypjQ44ncTqS3bic/tpqt9Zlsq8+g0J7AWNdCTHlyRchIJJkkSdy88GYWFy+ma3xXPpj8AYnmtoPES2a+x5b5P7L++2+46hVZWeRxuzmwfrVGFeOJYEwOEJMQOVOjsVohjt+5bSldB6Vy8rVyullDpd/wP83K7t27+WHed+jSdSSVyt9X6b56Zt6/irgUc/A8xniJUOFuc7wSUIyGXU0LgWOOuJ/JqgO/6CxStXJBEBg5Tba0kHw+EAS+XyuLC2Iau2KPi0B2+oudmPv0wbFzJ/VffknqzbKPV81771P5jDwm6/L1V5j79EHyeCi6XlbF6hITyX7uWSqefJL6L7484vWvrt8c/P+4z49jy8VbggUhoiGhOYav9r7Q5j6f7nsagEu630+loZYXNryAVONiuH4Q/ceORJ+aSv6qlVQ+9RQN38oWBJ7yMmK6duHmV07lyXsO4jLV0ilDTlkv3VePQYjc9lvs2ZhjtPYL5Q88iKnvWUg+D77WVrzFxRjz5KqpojkeT10dxpCK9SaLnoufGMNH964EYNln8u8p6oSI5we49Omx7FtXwdKv1SrG+e/sQu/RBkoM/j5VtCk+3DU2H0VFi1XBmA6o0UGSdeAvA5/Xy1idotS6uMcy3ko6DwCnzxdMF/G2gyQLr3yl85NVJ7cYONe7jzMGZsGcO8F5ZHPzUGzyduWQ3ksXjy6iCs3tVUx7Z5eWMypse0oEE/3/BK46pisXjsrF+hvM9vfWTyE2TSbJdreM5qkz+5OVcPSTvnahqQwaimX12G5/xc0Xw3Lmj0CSRVOuSGYd7l7x6Epb0FWqo+yZsUZCuCD27JEnz2vXrqVPnz54vV4aUL/vD+5RNG5TOtf6+gGAPLj1ItKVQtYykB46Pfd8rUjSMxEoa8N7ZwZGamYq0v2yznInKln0dMmwcahcmZDNeHct2+6bxpw5cyi05MN6JWLX6hOx2+3ExGjl3AE0+30AzYKXKV2SWQ70afDyxJZW3uhuYl6WugPXh1T3Wbd+OuFIShyrWQdgMqaQljaZ8vJvNNsMhkQ6d76WjPTTSUqKXJ69A38+/H1yryBJ9u1mOSIdbzVErF64fH814/O1aQsVjQ5GPvFrcLm62clz8/dw56ReWm+wM9+WSXSdAXRGEA3y/8ueh0NL2r7YV4bBSY9B/3MUX7PGkCj6TRshuVs7PnX78epCZcJkbaOiYzRkpE+lrnYFZksnBP/kwuA33b3n622cN7xTROLR6fcxumhULrNWK4Pp9Lj2q9nagkEn4vXJ7Z7Xr5Y4FHuIOlMdou80vP5JvCGkutrTh1vpUqeYYecZwvohnxkpsxGhLA4Q+KE6neHZx3IJn1IiJctlL0M+ajTvMmO2Ot2meblsc+AxRe/nvV6ZQNPpfntUPTTdMhQp1hTVcoI5gYm5E7lx0I28svkV7hp+F1/u+5KlxWr1wzUDrsHj87CjekdwPBGKK36+gk+nfBpcbvVoScB5BfM6SLI/OdwOB4Io0lxfh71bPySjGVNF28GtxESFZPp418fMPTSXEcYRxLtlIj2zNZMnnniCjAxZbRNqQm632/H5fMydO1dFjIUiIknmbIJ1b5Mbk8LW+kwqHLFUOGJJMDowtdYDsieew+PAIBqCvnhl9jIWFy8G4GDDQb478B2X9L1E+55uN0gSeqMxWKmxsaqCLx69l5ze/bHX17FlwVxsYcp5R3Pk567b0BF43T6aah0kpIemEar3O7hZ9vprqnWwYd5hWi1l7KsrZtFsmWDy+ry4DY0Y3MrYL0CQeXWtNLorIr7/keDzSW1msQC0OJVxniRJOJ1OTKbI8wdBFGlpaQmqo/SeyGM+QZJIuUEmvRw7d1L78SckX3MNgigGCTKAQ2dOp/vSJbSsWYvPXwDKW1+PaLWS+eijZD76KDXvvkvls89FfJ+MJx5Hb38UT4hx/KKiRRyfK5vsP7TyIZYULaF7YneGpQ/j2oHXIkkSfQrab3nwt9KLubvziwAMWZBJosfF9r2LSTIlkXxsF7KefhpPTS325ctp+O57YsaMQRAEzjnnbPZvK+OYqXJANz0vjrIDErH1PWlKUIJmBsmKKBmCntUt69ZRcuddxJ92Gj6HAUu+7InnbbTTvGwtoGTXuKvqMOaoP0tskhlboonmOic7V8hEtjXeGDV4GBNvYtAJuRTtq6A29DaTIu9vjdfeG0meOFLj/nP+139FdJBkHfjLYHCjeqLzj8LXeauLTJK5JSnoM+YJryoYAfowJZnOP6ZOiW/mfMv9MDtk46jrZdPm4vUKMRMFtcTxpc3FnfUWRJ22sWrxKBHdFK822m8z/f89kgGCrGtqDAerZLXV2xcP46qPoivLRnZJYs0hGMl7/LKrDNCRn/7bq4BFRLgX0T/7tr2/ru3vMNyLrJuxkQOuONx9E/ClmPGlW7jEbWLWQiXS5hMEJEk7iAqY4rvdbn5y9eMmgxGz4F+Hgfr6+ojXMB8lFaymVbkXB6JjC8p9seyuCYx/ZhEA95/am84/FpLvV70Zsm0IepGSdOX72ZusxxBuW2MwkzzoBB74eKNqtVPSU1VVRUxMDLW1tezcuZNBgwZh85vavvX9Ckrr5IGYQZSosOkAH3nNPnJaJa486FKRZJ2c8nU4nVXU1a2EsGcsN/cqDIboqbDxcYMjkmQ6vQ2jMYnk5I5o118JCVYj47qnsHy/YoqeYDGSFSG1cH1BXUSS7MOwqr8Ary46wDXHdiPObIDuJ8D+X2D6u7JxfyToDJFJsuyhUKKoiph/v/wKR9aQP5wgA3UF4XH5KW3sGRmCINKnz7OqdaH+ktXNrogFEQL9o82kPLvxFgN5UfwofwsaW61kAl6DPEkd0dyPPcYiRMkXVNwavCETpCYji5pCKv96JcLvElfnbpjKFIP6/Zb+XGJ4ls1N8YCgVpJFGQPETVEXffG1enDaiigZEr1wg9cr/0463W8P/EQjyXon9Y64/pqB13Ber/OIN8XTO7k3J355YnDbpLxJzOgzA4DL+l2mOq7/h3LAaHuNrC7w+Dw4vU4WHF6geY8/Q7XBDkSH1+Ph7Rsvp7WpEWdaDpK/gqEzPXrab9mBBnrk92TixIlkZmZy5kq5ul2zQf1bu91uioq0ZFt1dTWffvop+/bt02wLIOKkvVy+3/Jj1dW7WzwGDIVywZbK1kqGfzycIWlD+PBk2XLEK6nHwPEm7figbP8ePrlPVksOOXmqalvh9q0UblcqJDfXqtP2PrhdawAPYI7txRs3LQZg8jX96DoolZ/e2BZMkwzFnjXlrPvhEJLgpTluH81V6u31yZtJKR+vsmsBcJi16aAAafYWKmPaINwlgZYGJ26nlzXfHmTYqXmk5KiVTC6Xi5JqdaXewsJC8vPD1NAh+PrrrwEQvUaZJJNE9AYd5sZsmq0FADTFSaRcczWSx0P1q6/ia2ig5t13MaRriZT9x6jtDMSwYGvyFVdEJMniTjsN8dTj8XymNu7/YPsHbK/ezuHGw8H2qqashjVla3h327s4vA7ud1wd8bNlPz6WkvtWqNYNbOnB7aWXsN2yjxSPTBwn7NHho4GK7RvJfeJYzP37ySTZnDnEnnA8sSecQPchmXQfohRTOf7S3sx6YDVmRzonTx7H5/P8vmguua8NeIaV3nMvnvJyat5+m5iTngoe72tuoWVLIUKI966nIrLv3KSr+/HV08qYpLn2yCnKvUfnsGGOshx+HwYQn6btvwySAUeHR2Wb6CDJOvCnQGWTg/eWFyAIUN7g4JmzBmDQqaW3ac7IVbkAWhzOoJKsPcb9hrDoayCOP+WiVPgqbOfj7pZ9rvbOPyJJZgyRG+kimFR7Qxqk6123aLbrIxBr/2mEKq3S49pWtk3olcaaQ7VsLKwn8C2G/26/GxHKFEdEfC5cu4yKRgfbihs4vndaxAFdUY16wHjG0Fw6dc7jpsoKAr+OL6wcdEWjk8+EwZxvUpuQlvo9G8obWjnoSw4SZABDRh1DZj9F+VRXV8fBgwfJysrixx+V6jbVzfJAUQT+hZXjQkrsJBfZuSY5nuUGH+cO70TDj8ozkHJZX3Q2Iwc37INGbQppAGOeWqhKseqaYOBgvZtqXwwffPABV199Na+/N4uNrUlcWGPngtMnsXFvIU+sqA8eYxAlGvwPSYJbQpdoIt+i5/5akceS5AnpA1lpHDz4Lw4VqKsHAQwdMpuEhGFRrxEgNfVE9ux9ULPeaGx/ie0O/LmQFtZ+xFsMTOil+JId3yuNX3dX8q9f95EUY2R0t2QMOhG9KHCw2s5riw9EPG9Vk1Mmyaa/C03lkNaGX1jnMXDZPKjcCTX7YfVr8vpR18P69+FwuMdPSJthioVJjx/NR243Gv3P5N0n9/rDVFw3T8wPqsOumbmer6/XKjcDSusYo6JeO6X/HxtNbvF7HwXSLcc2DWJXymHV8D2UJBOQuLWzfA2flddS5tAO3CVLBAWiOxcvXr+SLNTMWEuSxYwZTdLFM9Tn9EoUDX1Ws29wuySFkGS/XUkW6kk28+SZfLLrEyamDiarDf/UeFM8FCwnw5aOUTTi8lcHjjNGV0pf1PsiZu2aFSTfblp4E+vL1+Pwav3HQs3+O/DnQ2tjA61N8n3jTm77+czL60ynuH58/ewGeo3K4PhL/QGllf5z6dRKwqlTp2KxKJPm0tJSli1bxv79+4Nqo3BcfPHFfPTRR+zevZvCT29nQ5WJBrfAWV1asG2Vi5+IApx9xdl88e4X8nVLIkmOZjDBT4fk6twbKzdy08KbeGnCSxpfvKQIVec3/6yMlTb+9F2b30NbOOaiy1k6S77OJZ+VBKtkz3tzOzMeH82hLdURj/vlfbkSs1fvCHYNgzdsZNPQIcF9sgYaKNuiHqfGxzbRAujdbkavXEVLjJVu+w8gAE02G3OnKFUap65bz9rTplBeXg6CRNnhGjbNLaWqsIn6ylbOe2CE6txffqmkMxodybjMNRQVFalIsqqqKoxGI/Hx8VRVVbF/v6xcNjoTEX1GkqqHIvj0CJIuSJIlNcUiGI0IxpBgy0sRilJFgD5EwRiAYDYj+ZWKuR99SOuWLcSdfArf+UmwBFMCL018iYt/upjNVZvZXLU54rkD7ZfHH0BeF7Od4fZ+AKT/bSiCTiRmVCb21epU4hMaRnJCw0jN+USfPEdJvuJKmn6ah6uggNK/303+qpWIRrUHWHyqlb7js9ixrJRFH+wD/6PoE+W5niVW3l/QB+gUAdGq3MeuwhLcxS0YQ/jL6jc+IG7SeM38JDlLLTCI5HcWDpM5zLNMEpl4cS98XolOvZP47l+bkSSJ3L7JuEtK8NYVoEvMA0Av6Zizfw5XDbhKe+IOAB0kWQf+JLh+1kbWH1bY9ZFdkjgvzPy9XlRHmXwhQ+7y6mpFSdYO436j5FbNhQLD79jUCANQf7l2Uo5cgcoUQpJFUpJ5HbI0WZQkFvmGBtefNjCLWruT7ql/sArrN+CE3ul8s6mEwbkJWEMmUsf0SGXdoVpa3XJHdc0xXYPKt6YQ4wW398hKvqNCe6sipfUCSwKTn51PXYubl88fxGkDszW7lVSpU2sSY4ycPiibWZ+Vsixd7jznO1u4+ty+XNU9g8d+3MW3m0txSnpckg6joI5+lpeX43Bpibz0nsPJCZFU5+Tk0L9/f1wul4ok23NQJsXGo0cfFgWq/XQ3M4AbT+6C/qA8YF6WquOnLmZMBSWAwMYmmSDr6xTY7dJ+9+EeRD2zkzhYX0GFFIdbEnnrrbf4xtmfZsnMh1ubueB0OFylVj4YvD5qm10QpyejdzKZl8nKmht8EuPXldA1PxlLnI8lS7UEGYBef2SPOpMpjZ49H6Ws7EsaG7cE16elTjrisR34cyK8amPPjFjizAaeOWsAByqbOXd4J37dLUfcH/ouetGTm4/P56VfFXVDc+CetiTIryOh82j5Za+RSTJbBvSZBl2OgedCRq+374HY9hFGlY0OLv9wHdtLGjlzcDZPRwjstIUGv4F+XvIfZ46bFkK2bSys58OVBVwyJk+1j9vfP4amRucm/XEqMoBYs0xsB9ItRURcOpfK5kAXMhlPEOz8vascvd9jd1DmjNDmR+hPPT5JbjFFQVWGKlK6ZcY/Hg0aQAcgiAJeU2RTfQCfz/WHplveMuQWBqUNYlByX3jUrx68r0JbhAKgai98IE+kLb3643LKJJlJFz1wdUzOMczaNStoVL28pG2T9zpH3RE9oDrw/wOpDcuFcFx66WW8f5f8W+9eXU6vKUlkpyjtmEdUxgA2m40hQ4aoju/VqxcFBQUR1WUA3bp1Iy8vL7j83h5F2TRnay0XBRaGXkruiRczuamVeZ//gNOrp6ujHkxqgntx0WIKGgvaZebfVF11xH3ag9DUywBBFsDa72RVlsNcSWvCIax1XTE51crmgEl/Uk0NPfbtw9LayspxchBCSKvi+tfO5NDWahLSrCRlxfDww3KK9OCNm8gqU5M3sc3NTPppHj+fLBfiMB84wLEv/osvzzofr97H3Hc2oPfIc4GaEq3iM9SDTO+24TLXsHTpUgwGA+PGjeOLL75g586dJCYmcv3116tINVuTPI/ReZW2MKV8PB5DE/kuJZ0w5frrqH4tzLuzDaTfd69mXac336TwyiuJP/VUYkaMIGaETPY98uEjANQ767G7Igd4L+h1AYPTBnPn0juD66x+fXHuiD5kjR+FYNEHiSZzj0QNSdYWPA1OWtbXkP3yGxw6bTI+ux13SQmmLnLF+ZYNG/DZ7diOOYbM7gnsWCYHxM0tGTis5cQ056nOZxk8GFdBAbpktZqv7IGHsQy5XLXO1OsympctJ/YYtX2IIew5OfmaMCuZCDCaDCARnM8Kkkh6XnxQ4Xb+wyORfBJ6g459552Psa+ixnOKbgqbCllUuIg7ltzBjYNv5LRup5FiOXpl+38rOqpbduBPgVCCDOBQBHP1ZkE9SK0IUZisdbbfk2zPqmX4mutV63oIBXROLMDjDuu0Ax43AEld4Xit0iUUKiVZhEqRXj/hIwKekMfv5fMH8/GVo47oQ/CfwINT+vDglD68c/EwuqXagt/r09P7s/qe49n84Il8d+NY7j65V5Akc4cQk11S/mCizxeFJAs37C+QB4l1LfL+36xVq1Ca/cbU9XZ19DInQy7J3BjycxXj46X6ejY5nfxjar/g+o3Gfhz2JiBJ4PCbSc+cOZMf5/0MwA0u2eT0F8ZiMEeeeBoMikqtb9++VNXJg6/sWDPLT8sh2d+5PZWqRKMafiqg5qOdvNnNyG1DrMxPFPm+qoHvq+rxStArxsxo0YA3Ux74jG8jfSspxPeuTrLgkPQ0S/Lgo9xl4PkvFvGPH3erjjFKEg3+nOSEkDQtQRQYODKH2CQLTc07I75fTs7F2Gw9ol6Pat/sCxg+7OvgstXaHUE4er+mDvw5cEr/TNXywBw50HHOsE7cc0pvuoSl+CVYDdhMekxhbef5Izrx4rmDgsubi+p/2wXFJMPDDXDHHjkt2xZWbTNSMYAoeHPpQbaXyATL15tKyL/vJ9Yean9F1somuR2KlBL5R+Gh73bg9KhJ/UD/qBcFHj29L8f3SuPSMCLt96Jrqvy9BqpGntAwinhvDEKIyrvUUsj0DYtIaqpmMOuC6ztZolTzCou6rzhQDYF+J0xJJvrfJ7laUYcIem07IgltjxXc7hokSSanfg9JFkhtjDX4yQV3iLLHHjktiwrFkNmiVya0bSnJAkqcipYKvD6tncOXp33JXcPvCi7vqt2l2aewsZDDjYc16zvwn4XP48WRloMzJevIOwMtjYr68uMv5qq2eQSFJDvppJM0xwrNFXRNjvzcXXHFFZx11lmIokjPJG0Qbj9dYMJ9sqr31BdAEDDlDgLA6dXTvUFNXKTUG7E4dEydM5Wv932t2uYLU4D6fF7K/RUpzTaFmMvqETlNORKMFgsnXXszJmv0QMCeNbKqUkqqwYOTxsRd1CdtpsWq+CR69bKiNM7tIX/5MjrX13PsosUAbNm2ja++/oq07haSsmJwNSrEe+czz0SMU55ZY/duiPHxJDQ0MOHXhZw07+dgaNTkDw7UJW/CrW/GHlMIBi9zX9/Kq9cupLZUnhcFxpBxdX0RJWU89uuvvzJ37lx27pTHYnV1dbzzzjtUVMimVfE1AxAkbTuYk+yix94l5JsUkjT15puJnzZNtV/ixTOIP/10zfH5K5Zj6qa1JIgZOYL8xYvIfFSpJh1aRATgul+v0xw3Nmss94y8h8ldJrPtkm1suGgDP57xIwavfO0WiwXRalApsYSQ6sZxkzprzhmOpsVFNC44TO3sMkz5MnEYqOYpud0cvvAiiq6+htYdO8jsrgg0bI3dSawaitGZxIQZIQp2f9BHjFd7jelTeqEL2DWE9H/OvZHJ3wAxFpdiJin7yMErvVEkVPHRY3hGkCAD0OnktFoATF3RJSjfTaGxlC7xXXh63dO4fC5e2PACEz6fwAfbPwCg3lHPm1vepKy5/eTjfxs6lGQd+FOizu7ix61l3PCJ7KP0w03jkMI60ExXNVcVf8GszNNYixlDbSM6wOVXMtWWliCIAokZ6kHGtoXzMUhKI3KRbgGPmeUS1wdqZqJq6o029eB8/O2w5FmIYIQLYBLcJHvl/eNTtTnggXRLvSQh+UmyC0bmavb7/0RijJHLx3UJLh944hTNPglWeUAV7qHWLzuOpJgjlCw+WnijpFvmhZm4D79CtdjYoCjGvt5YzN8+38Iz0wfQ0Ooi0Kn0zG7g3Con9y/ep5mYA8w8XEVtViITeqayaE8Vu5uMHKALvXWVbPVmkSE2Mpk9NPg7yB99o/g/9s47zok6f+PvmfTtve+yLL33Jk0QBQUVFbGDBXvvvZxdz3q2O+XsXUEBkSId6b33XbayvWaz6fP7Y5JMJmUBxbv76T688iKZ+c5kkp18y/N5Ps8n35HLEF0xgyJCL6oEQSA2NpaGhgbatWvHL7/Ki+WUeBN32RugZyyj402M2GPnu2wdczJ1vLm1hUS7xAcdlQX1/blpxOs0CILAmIRoFm0uBqedgcMy+Pjcvvyyt4LHftxNtVlN/MZFKJOqn+3dVftiNE6+21VHnVutbCiNi+ZQqnxcUmrogbupaXfQNq02hs6dHg/Z/kQgiqf4XmrDfxQ9MmK576zOvLL4IA+f3VWlXgL5t/D9TcPYXlzPdSPaqya9uQ/Jastu6TGkx5qY3C+TT9YdZVtRPRWNweljvxmJHeU0TDgpkixUBclfD1UxuH3oymn+kCSJikb5d3mqUi298FYq9uJotYUuacoC01v9WasRuGpYLlcNyz2l7w/gNhkRHSD5qW6fKT2HK7OVMdwpWEg2N3DOzoWs7bCWaQvkVPYiTV/QjaXvmTls/8WvSlegqXZVs7IpYJ/o+YxnTpiAtEQu/CBGBQdvyiI/bvVzmM2KsuL3eJLV2+oBiNZ7/g7+FgJF68FugaTOIPr9PqqU9xb9PmDvpJ5ysRpzJdx/WE4J9iA3NpdYQywNtgb6ftY36Dq6JHShS0IX1pat5dfSX6loVhuLO1wOJv4gq9c2XbEJo/bU3pttOHGYzU3HTbMMByst2K1OMvRZlNlLsGmUOUCUYIUavwCi5IaZ40izJgKK59egQYM466yzVEG9PjFNHKgN4Ss6+gHVS2Ok/Fs7Zo3hWHUyV+9ux+FMMw6NRLeiaGpibMwbUc53B79THRdYnbK2tASHtQWdwchFjzzNhh++JatbDwZMnAzAZw/eSeXR0Cn5Xky680Ha9xuI3dpCVWEBHQcNY8knwencjbEHsLkV4sKhb8ShbyTCkoWEi+boowAkxcWiTUqi/fff0XKeQhjt3r2bA/v3M3DgQKqOHvVt737tNTjGjsFZVUXkULlUV9OyZZTccispVWqiJLH6GJbILBAk6pPktY+rpZmCHTLJserrA0y+pz9urxrYGYFdVM/vNm3apHrtJcgA9I44ADr1ieXQDnl+rDVoGNWlmopZCxF7nK06NuWB+2n48Ufl9b330rhgAQ1z5qjaaUKkWnqhTVTbZdy94u6wbb04r4Pae06v0fPWtrc4S5ID1iZT8BzUkBeHqXcSuvRIYsbkMD99DS+uf4H5+98JamsRW2CdTPy4zQ60qVnYDh2maeEiooYPx+7392uYM4e0Rx7h0scHs/jfe6gta0brkt+/06BUXzu3zYYYlUbEkDG4/ZaHxn5Kir+pVxQtu2Wi01Ufeg6T1y+Z698YhSAKaE5Ama7RirJZvyfg06F/ati2poHKGqlcLOPHhOUYW0xBnpmvbnmVvil9uWqBfO0/Hv6RBRctOO61/BnRpiRrw/8kapvtPoIM4LEfdyM5gge2Z468TcGv44l3NCB5PMBqm+04bFY+uvtGPrzzBlwB1XjcTqcv0pwlVPKs7iPfPkel2gyTJLUCRpIkpFAS8bOeBUCPk+hEI+16JTJ2enC0y+1WlGQA/7pqAM9N7hnU7v8LooxqkqxXZnhj9hNGzRE4tER57VWSBZaHTgxIfz3jKRx+qgnRb8Fxz7dy+t4Ds3ZS0CQvOHpqjrGjp0wSPYuFjfHBEbZfGs3ctb+YQq0yeXOgZadLJl7L3TFYJB0uv67U7XkeHR26bDTApZdeyjnnnEO/fv3Y5VFNdk/3RBsFgWMx8vf6Uncj+2M1LEzXBiVf3JCdzLVZyVyTmUSuyUBqhEygNWkFNKLAhJ5pfD5jMIFwRoWPjZgdAlYPyTu9nzLxsUcrZFW8n5LMH3ZbcGTMaMzwVd5rw18Tt43txNEXJ3Lj6NDm9wNzE5gxMi/In+Pm0+X2j09U+tEzu8sTwJ0lJ1d1uFVc7VFddJnYatGPwAXcgfLgNL1/LDt8QgRencWB3VNlMiX61BIRlwUEXY41qAM6Lm+Fsz9StWyU+6Lm5J00pciLti52SaUkcwry9yQg0GRvYlvlNrZVbqOsTibL1osuuvbzU00JQvgEtIB7x5vWGdmnDzmffkLORx+iCSDJbEcbqNB+Q2vwqmMFQYMg/HbCvswsKxQyIryGNn5zktnXw7tDYH7A4nGlYv48LmMEANnR2QytLoH6InBa4Vc/NfWmf2M4+AuXdrn0uNfjVbQFLo78Cwt5ib02/HcQOG8FGOJJV4tNDJ5nafymLw6dlU8eWsO4DTcgSAK1hloqjBWgdZI+axK81V95vD0QrPWkoYzfBqxMbGdVEWQA3bSlnM0yTAF+uzabek5s8DNx/6VcnkN3LI2iW5F83yU2GtA5lN9sdLOW3GMRQUb+JXvlwFtcWjppHTpx/n2P+ggyAJ1R3XeOvPxqzrjuFl+bnJ69ye0jp5bqjSYm3nE/HQYM87U/42p5bJGQsJlCV6LsfFoSHSYqPU+ah/TR5+bSbdb3CH5p4w6nk3Xr13O4XFampTsciBoNhg4dfAQZQNQodRGiyOFy2mbX/cFqfLtBUSeXHqxn4aebcXn6D8F98ip7Y0s1WW9eSZeBSWh0IlMfHuhbWwkBf29tQgLJdyneyaLBQOykSaS/+AK5s75HjI0lYvBgBPHE5ngNtgbWlq09brs1ZYoJvyRJ/JT/EwuPLsTglvvg5NhgIkgQBRIv70bMGHn8izfE4xYkpvd8go2Ru/kkeS5fnb4agAi3OuBh2SZbPdR/J5O2LbuUgK+jWFYTJmZG0WOkYt9iitGj02uQPAXY3LY0Isc9jbslNEkVMSCVuAuU9ElXU3CQzQu9UYtOf2J/W61eRJSUeYshxPy8/scf2ddVvR59I+0LHKIzbFGZx9cowe0Sc0nINn8FtCnJ2vBfx96y4MVGVUAFQqvDhcseWr0FMLJuCz8bZGPwX/ZWcHEnZfBsaWokKl6J7rvdLt9kOw51vr8UkNpnqy1gVbWyIPuxsp53QpgCe6O5ehygEZh0a5+Q1+n0KMm81TSjjdqwJX7/PyBQSRYbLlXmZPCWxy/jpjWQ1lPxJBN14E9QCgI8VgkFqyGtF2i0/PTzL367W/9ex3aKJ3zdTjX2a1yE+2QbHDl00yoTLDcCQ4cOVZF0gYiIS6J/Sir/mL+PY55BdvCoHNgpe000awWsfoe/3tXI612Ve/rJDhlEB6QPRXsG1VpR4rI52+iq0/PkOepKoFnpUbxpN5PaJ5GGHepKUAB1LuVTjuuRzooD1RRaNLhy5ElvB5OBwbGhlWReg2t/NDcfDvsdtKENreGB8V24fmSeSpk6qlMyLy88wMaCWix2p68i7+9CdKqcgtkK9pc3MuW9dUzqnc6tYzpy4XtrfWPU59cN4YUF+9jjGceGPL+U+87qzG1jw1caq7fI40C0QYs+hIL19yDKoFVVJQ6s5utNjdec4MLmt0AUlYl6Wd936LL4YwRsvuAUgBv5uqJc8Mbpb/i2Lyo/wqeermR7UhSaTuBO8ihoBQjFlAVWvfd6kgmC4PPBCcSxf/8KY1r/HGaznHau0UT85nHa4XZQYZHHh6wfboUbfw3ts7nlYyjeBBd9EBScu4cEuo98ke6J3dG83lfZsfpVGHkfNBTD/HsAuOzefXy691NaPGr3K7tdyY+Hf+TuAQoJF6mX+/Cf8n9iWo9pvu1OP/LO3lb17L8Khz34+7fl2Fl3dB21hlom1kwMPAA8yuu4A7nYrS4iiOXG9W9w+JyFpHVL5OaCnZj220BjAI3fjMbeRBzKPNyGEb6/FmbfAFM/g8hkmqN7UZNvY7C0gyFXvsSP2yrYvn07AI2NjSQnKx5ehsjQcwR/xJl1VMXb0bgELlopkw/13Q7SGNmHmCT5XEs/lD2xqgoLQp4jrUMnSvfLBMflz75KeqcugEysDL3oUp+iTfU1OVy0mI6hs8eSlheLqBVw+xXySq6spCpFScNfk69OCc3qpqjv9bm5dD54kANdQxeO6dczdABc0GrJ+eQTiqZPByB75gc0r10L182g9/Yd7OyrrB9EwKFtwmqqwGBLYn2+7HWGJCBIOrruW8/mIUk+NW2f5LM4nH8Im6Eapz6YAMkr+AkBGD5IYtyM0wGo9txrgj54lpt4/fW4W6zosjJ91x7nScPstGwpgsGAW3LzyK+PEGeI46HBDwWdY1vlNvZU72F58XLV9u6J3ZnaeSoXdrqQ/IZ85ufP54NdHzD3yFwu6XIJvZN7s7hwMQ+vfhi9W0eeTU5l1OlDB2r94U09r3RVs+uMSvqnjmJQ4kDMK/dilNSfM+rM57Du+BJHwQoArPsVJbZ5+XJcjY1oYmJIba8EbWISjbTs3kPhtGkk33IzQpTa5y8Q8Rd1ktVhMTW4GhNx23KRJOm444okSdR//z3OAF87fV4HYidNRKvTqFJotSHmRMceejhoW7NeTcI/OexJ2sW049pFsn/a0cajqv3VLdV/Sa+yNpKsDf91nPd2sLnsjgClQI+MWDRHwxvCG912JE9O+p6yRu748RCnefYFkWROF5JH3SIFiCldLWrCbq0xj6t2qQfoYPEuYJA7TwOKQiAUApVkmuNNvIs3wazr5Apr3c5tve1/AYEkmX8q329CmV/1yJrDMknmJS41Orjgn7B7Flw0U96mNUCncYBsoL9y/RZAjtaYQ5jY+6Nvjy5gDo7WXn/YpkprBMgRRMLVAit0J1BoV+6vzOx2jB9/etj3/dfKI7y4cD9Rei1NNuX97y5TiLYWDfwr4Bq86IyGm3NSgrbHGOXvvtgoUGyE5TiY/u52ukcY2GuRF6TNneX7tCLNyOxBQ7h8plye/bsbh3DxvzaozhcXaeSz6SMZvOcImOS/8/wBnYgM4e0D4HIF+whKUvD3eyLIyppOSckndOzwwPEbt+FPCUEQglK3e2TEkBlnorS+hfX5NYztGj614FTi643FmG1Ovt5UzOD2CaogzvCOifxwy3A6P6akI7yy+CDNdhdfbijital9OKOb+jqtDrlvMp5gtPhkcWb3VKYMyOL7LSVBASd/T7I/ChqNLgSXJamqTuolWUlmkgTOyBnrU4NJ+kw+3e9R44kCrjw/Ra4gqHxd/LdHCG4cKUbEBjsxkQ6oaj1QUjT06bD7vGhulotFaMTf7kdW01KDW3KjlSQSK/bKKjD/67pyNnx+ofy8cg+8dxr0n646h2bxo0x8ok6djulFXQE0KguoRHM1cyfP5VDdIaL0UbL59aD7ERtKoXIfpHSjyiKrhvbV7uP2ZbcjeP4NTFMqEPurytrwn4fTEUyk/m3T33BGBo+pkiQhCVpStQLVTgljkzr9rfemSVzzzCjY75lDnv8O9L5YadBcg/BWP6Zbv+ML8WJ6u3fJ291O+PoyAL6v/RSz/U4mxFnpkNGXye1MlJSUUF1dTUVFhZokizi+L+3QPQnYdRIGu3JPF375MzO/XsjVr75HQkZw0aVAjLryGnqOOZO4tAy0fiooQRBCEmQAO7bvwBwr/64bP9rLVY/dQEVDPZ99tZYIh4OUAJIsEAl+BJag0zEiNo7m4mJKsrOD2nYedlrQNi8ihwwm69130MTGIggCUcOHy+q0/fup69eXYk8/5xJd1CfJ82JrZJny3pJI/21vYIlMI6lyOE6NBUl0UFZuJYJstPZoGhJ3+trHVfdj+MR0DCtkZW/JHXeSM/MDaj75hIbvZ3k+TzBJJmg0pNx9V8jPIHrI0EN1B5mfL9sj3NHvDiICbAumLZgWdCzAN5MUJW+HuA6MzBrJB7s+AOCKn69Qtb2w9gzlmnTHHzfbxSjeW98f+p4nT3sSgOe7vs20fROC2hv7XI7kkL0Y7YfVwd2qt94m7dFHfH7BIKc5lj/1FJLFQuUrrxIx6mE0Ce0JBUPHWATPeCua7Lg8y8zGJbuIPbN3q5+jacECyh8P7YVt6tkDTUY2gltZh2l1Jxb8OmxU/Od6JPZgSucpQdVm/fHChhd49fRXT+jcfya05cG04b8O53GM9kFOEdEgT7B3aoKrTP7jwAvkH53se73lmPxjP2rK4enFR7E6FGmry+XEUxNLVSETwG5WFxB4Ofc6+kZH0Dc6gswwaWYAGGXyQS84KWuw8sgPu0I2c3oiyF4lmeZ4C5VvroD6Qvjmytbb/ZcQGUCSeYma34xPg01BfZ5kohZ6XgiXfgG6YH+Yqqoq5tiVyF2lxU1ds50le0PL6JNjQnvMTHRouXeferCwx564Qi4yJjbs4sztlnhhwX4kCRVBBrDAT7EoAAvSQ8cwanTqc0uSxKFDz2NgCZqA39JXopUnLDpyEHkAI8eMyrE5Tvjnlf15cEJXBrRLZEYv9WfMSo5DK4o+ggwgUhN+cuL0KMmyspQJUfv2d4Vt3xo6d3qcUSO3kJg48viN2/CXgSAInNZBTne59uPNPPNT6GIRpxoWv+q1qwIMdwVBQK8V+fJ6dan591YcoaHFwd/mBV+j1ZMWHsoH8VQhI07u395dfphmT1+z6mCVT7mtDVEt8lRBE8pLUFCPtpc1ykpWN6JMHHkQq2ulkEGYSzaaFzPFtB1H3wRso9PQeuYKrZFkDlN12H1eeEmywHTOk4F34WHyVuJ0u5QxzRCr8hTzYesnwdvsTT5zaBVsZmjw826rPUJaZBojs0bSL6UfAKLdAm/0hHeHwgdjuYM4X/MVxStYXrycZcXLeHnTy77tG46pgyZtOPVwOByUlZUFpXIDOEOkW7oJHfg7XFhEF5OWoVFaBkQGj9GWKs+5LJ7UPVOAh1RkIjxURPsndnLfAw9xLktUu63uSMx2+T492DLKN/+K8PiuFhaqCz0YIiLI6t66jUhio4H0GiMJTeq+QnK7+eapB/numUd92/L6Dwp5DlHUkJTdTkWQHQ87NypFiT5ssbDnpb/R0Cx/L1EOB7ENDeEOZfivv6LLVJN3ma+/xpjaOi6YNZt+W7cycd5P9N2zlylduxKX27qBfPTYsUQMUKrc6/PyADjtq6+5+JtviW5sDHcoGpeR2MajSAgIkgadMxq9X7BW54jFZM7GaEkjoWoQOmc0kT/P9O13VlRQ9tDDPoIMwFkVpojIcTD38Fzf82sWXQPA2tK1nPvDudy1/K6Qx2iF4Pltl/guYd+jvVX53v1N+sMhNTJ0AO2+K59kf5pMELkCf09OHbb8fJrXrkPX8SwMPacAAlZPIQStX1DL5XTjqlVSYV2NoSvDAmgTlLVG4vQzfc/NK8poXH6E5q3HQvYBANUfyH+zyNNOI/6KK4i/4go0cXEA2EtKse/eoVKShSoYp8sdRfTk932vd5xdCYKstnti2BO8OeZNQK6cLIQZZBcXLmZXVeh17Z8ZbUqyNvy/gMMl+XxGrGG8QQxScORtXtpEONxM118LuHWMTK5JLpePJJMCOoT+Rz5Vve4QE8fbA+XUhzmVddy4J0zVJ4PsEWFAli1/uaGInhmxQab8gUqy41aztNS2vv+/jOgATzLTCQxercLqN0HZNBN6TAazh+SKaN0Qu7iyTvX3rLJp6PfMLyHbthdrWOFW2n61pplKo4BDEOh3QTciVxbxqt8AWmYSSU6PoOnY8aPrrSkJyw+EXpjl6LUc9HtdYwj/PdY41JPn2trVFBX/G4AbXD/xnp+R65tdjFx11MGXRPFThvpv9WtpHZeeoaSEPTB1DDN3yVU6tbiJizBSU6aow6ZlJKJr5X51e0iymOiejDl9Hy6XBa32t3nUCYKAThf3m45tw58bzX6E1b9/LeD+8V0wnkBk+fe9pxJk+XG7Es2/f7wyqT+tQxLrHh7LsBeWqY4tqrXw9Ly9PHGukqbjDdr8kdc9pksy/1h6iGa7ix5PLgra/0e+t0bU4t9LWaOPIjQNQ0B5T5NLJo/ciNBcDfHygjJWZwLCLFTDxNP0tt1EazN8ZJbGM1cIRTSEQqdOj2G311Bbs4om856g/TZbOB3x8WF1eRVznnHB0SxbB4DsgXei5vhr34YRdymvE/KgNh+OrpYVYl5Uh0hxr/UzNy/dQufSLcwaOI2dnUcDcsW5v2/+u+qQVza/Qm5MLqOzR5/Y9bXhpDFnzhx2797NpEkTGThQJoJm7prJrIOzuCPq6qD2/tVYBYcNSWdAcDp4bcnb3K+XVWLpOhEI9juylJUQ4a2YGhtGpSVqMBrV/YJL0vB19Zu+19YWRSWUmppKUVERmzZtoqmpierqatLS0pgyZQqXPPkiJbu3Y/z8bN6z5RJRpjZwbw2WhnqKGup9ryfces8JH3s82M3qOcw6lxtxlZzCGFtSQmZJacjj4mtr6XXDDUHEuxgRQd7sWUgtLeTMnYs+N5eBQ4b8pvTs6HHjMC+Txw9RkjhtzVoWnR2setLZ4ogw5yBKTmKa1GuSKQ8OpLqkiSPbqijeq74G53J11VPrHnVfpw9RofJE8MlehdTfW7OXn/N/5sHVDwLBaXsAGknk894zkVwStd8ewH60kYTLu2LfW8OySb8w79jPvL5F8VscnTWa8foJtOyQA1TaxBMronJHvzv4x7Z/qLbpNXrOuO1SmjeV83TJyywxr2RW4evorBoQInAUF4PWhLHnFACc1QfBpfyehpyfx4Y5+Qyd3AHLD8p6QPBLX06+qTfNG8uxbJVJx5izFLJUmxCPoC9BsmchuSJpXCTPJxyVTcRNUKfZu61WbPv2gaAh7enn0SbIayDr/sO0bN1E2cMP4aqqRpx8i3L+gDWYu6UFY1+1yMJqktehg9IGcXFnRVEqCAJGrdGXqu+PEZkj6J7YPWj7nx1tJFkb/l/A5nQjelK3bK0Y6Gpx4gxxW5fUKT96l8uF5BnAWrECBmBfi0K85ZpaiXB7lGTJQiPdhEL2Se145Idd9MuJo5vXkB1weUgy7zTkuOmW7mDi738JBq2IRhR8KTzGMKl4x0XNEbnKlz+Orpa313smAfG5YQ+XJImlazYCJ1YafKSugFcrFNl8tsVNr8x40Ijoc2LI653K4jmHiHJIPNjXxOoULVW94jD6kWTDOyaiEcUgZYnDFZ4kK1xXFnL7oYEKAagFWlvaXZymjgL7+37lRhkgwES3IFKkzCTwVC/1xKLMrr63dH4G+7cMTeXYCxsoc7tgRCRxTomXuwSnE3ghSRI1tfJEU6OJRBT1bZUp2/CH4N6zuvDzLoW0qGqykZ3w29PhTgQHy4O9XZ48tzvXDFenV6THmtjzt/HMXF3A60sU2vvDNQVUmW08d0FPYow6bB4i3XiCqRG/BX2z41rdP6LTH+cvotXo8O+F6nKWYtxznW/cBTAhk0cuRGhWFAytKsnCRNsFwUWEVulvNB7FlSNEyloo5GTL6ofmtAtYv+GsEzrmROFVkhm9124zg8GTCibqQH98/yYANvwTdnmrAQoQlSqTZMueUbfbP0+uwu2fmmkPDu50LtpM50lvAeByu3hty2tBxulzj8xtI8n+QOzeLZNWixcu9JFksw7OosRcwkcHZtKd4ar2kt981RFdh64xnnzjbqjPwy4R5Js6fO3DbOl3L1ZTEg0L3sbXS0Ymq9oV7qnh2OF6Bp+bJwduxz4Gy+RiVDZ3FM1uheByCcrzrl27+qop7t8vK7Sqq6uZPHkyWq2WrJ59Ia8r5fYSClPdRFu0jG/uQ02Jn/IxBM65/T7f8+ScXExR4YsgnSxEnaTiEOsT4qG+HsHtpsfuPYiSxOTZP1CUk4PG7WJv9+703LWb3MJC4m65JeQ5BUFAiIgg/tLjF81oDbHnn8exRx7xvY5raGDS3HkIkoTVaKQoL4/IXtdRXC6RUSbb1MQ0FdF713s4b34GjU4kJTea1PYxJGZFUbz3xIPsYkoy7/evo37lfdze73ZVuiLI/oXPrX+OW/rewlXdlYqNzY5gmw0vQeaPFEcCVdo6JEFiQt0IYr+xUPqNYrVT9Z5cXIuVMO2+y+g8rjMbyzdyY+8bidRFUvkveX/81M6+1MXj4Zy8c/jHtn9g1KgDEYJWJGpYBrpfI3EccXKYo3SjA4buF+KsqUUTp3x2Q7cLcBZ/7ns9YHw7ep+ehc6o4UCLH5nkIcnizu+AITcWXUoEEf1TMHSICyZM3cHjvnlFBbHjOiL4KcGse/chGOOIHPsklW8r8wlt9nVEJl1I81I5hVTjVI7RBMwpXPX1Qe9lF+QVhlYMXiunRqSqiM2lFy8l0ZiIIAiIf8EiXH+9T9yG/ykcqTIfvxGwZF+FjyQLpyQDMKKYndpVcl5lciG5XeRqylmkf4AJmo2tvu8kezOLFy9m8eLFlK2TO/TvU2S5bJPGb2Hml/73mf4F3/Oy+oDKYp50S/FE0i1dJxYF/29CEASy4pXPbviti763+sOcEBOQ5mqo85BkceGl65s2bcLsOP7AOVxbwCjdEWqjY7D6LbiMbki8ugdJ07ojaEUieieTnhtHwsgsns/yyLYFgT49lcnl9GG5fHLNoKC/oSOMkkxyS5QdDp60PKKLQIqWlQW9o010iQqtLLi7XSrv98jluU5Zqu02u5JOagtBql48IpI7BwSTCMeOmZE85GbjkkJKH1/D+yNyeOSMLG7t2wV3kwOrh/M0BjpjB6CxcYfvudsdovprG9pwitAhOYqze6b5Xlc2Hb+a5O+Bzekivzp4IZCbGJrciDRouXOcXNFzzq3KInfejjKe9qRetniUaaY/UM3VmpLh71N6//7U+Fag0ajHaHPKFiTBhc4vIm/y9BNuRDArJFmCIQqNPXzqSigMqOqNzql8Xi9J5nIFK2paQ2RkeCWFxWGhuuX4KZpBx3m8vQze8aauQPHe1OggLifMkUCn8cpzW6N8LAASDL0FMvpDWm/5kewxDz+2AxY/qj6PI4QCukWxltCIGhJNwUqfNl+y/wzsfgEr7z2Wd0zx1Co3lbMye6Uq3fjZh/7JjfffxtZ2R9G0GLGFIJA1Ljtaj5Lxlx2D2d8yhu3N54KfZ5QkSfz01g62LCjk4AZP8GHU/fBYFcxYhv3Cb1Xn1PoxTHl5ecTExBAIs9lvXp/UmdNtzRSmW7AOSCE2pXUfyTOuu4VuI073PZJyclttf7JobJbv+54781XbYxsaMNjtRJ52Gga7nU6HD5OXX8Ckn+aTW1hIzscfYfQY9Lc4W3h8zeOsKF5xSq9N0GjotFap7Gjo1ImEzEwiWlpIqKuj75YtdPz4Foauf5LOh77ztUuq2c3wkSZGXdLZ1++n5sYw7IIOdBqUit6kZfi5inpQm56uet9u+/fx1AOZfFMwm0VHF/HEmmAPrIdXP4zZYeblTS+T36B8d0fqZZVqiimF0VmhCfVLqyfwyeFnmVwrV0rpa+kcsp0XFW9vY0TmCO4ZcA8R2ghczQ7sBR6bgIQTrwYdqZXHaKvLqipK4sXULlMREGjvKQggRqfhrKxE4xeQ18Rm4rYlIHnGFEEU0Ju0uOrrkXwBaQFNvBwwEyPlcVWM0GHsGO/7e1RaKpl3ZB7VLdVoE0KvEZp+VRS/kttN4eWXo80cgBAikCKa4hGjMwCIaohHcGuJbGwflG7pqqsLOtYhyt+FRgiefzw34jnf89v73U5KRAoaUfOXJMigjSRrw38R5Q1Wznh1ZatthuUpEzdvuqVdCD+5zxKUSWyZMcP33H/+4HK6eDDmB7qIJdyp/aHV9687sI+1a9eydu1aNqxdS4/SfO7p8gDn9HuXkYM+pUoXT9OAGaqUiSRB8REwB/hOuQLTLVtTkvlLXvXHN0L9b2F4R0WRoD3VFdMEAeqOys9bUZJt3LgRq5+C0CgGL44Ga4vopK0mw9DE9wPUZc0EvahaVAo6keRrexJ3Tns6npbFkFr5fBsylHuvyepEEAR+fVB9LnOVhbofDuGsV5NFtkN1/OwOUbHKL7VyZsYB9piVRf+207ozJkGOol6ekch5KXHEBKj1rFbFtLnWeSDo/IEY0iT/GMxacNa0ILncNC4pAgn6VQpc278zlm3yotXq8S0yen4/DQ3bsNuDib6yMsWAVaM5QWVEG9rwG/HelQMY0E5WVP6y97f5qJwoSutacLklIvUa9BrltzowN76Vo2T0yY7jWj+12fdb5FLq24vrAYiP+GPVlv+6akDQtgv7ZXLxwPCq0FMBrUatWnXrLDRkrsTkp+zSC/JzCZH5W4uZP38+8+fPZ/HCxXQuXhh0zgu2roQwQaUYRwTFi476XmvcLkwmE3kej59TgcvmX8aYb8ecNFFWb60HIM6rMJ5zK8y7U36e1FkmyvrI5uj0nwZjHlMOrg7Tnw+8DrqfBzcsh5tWy49b/TzE1r+rbl+wKvgcTepqaakRweSFJRS51oZTgsXzf1JeCAJ2qzzfM2gNxDXqiG+SFZVOl4U1aWuo1gbfd4mxssF8l8o+uPzmuHrPz0SQ3LQY5Tl0kz2OpQ13sKbpWupqlEV6fYXyN67dpvh1odVD1gDyC9UkWKnQjhazna2LC6k91sxdd93FoEFqz7DmZr+ggtbABU3NvJMylo8nfExaR4Ug6TxM9hyt6xpBXZQ8N+owIHQ12hOFO5Rvnwd2mxObIKuCkyvVRHxKhTyOJN8bkNqp05Fy371EDh3q2zTr4Cx+PPwjty+7vdVrabI38e2Bb3lu/XOsK1t3QtevTUgg5+OPMPXvT8Yrr5A3by5d9ym+lgIQYa1GlJykP/sMpn6y72DzOnUmhmSx0O+MTM66rgczXh1J+k65SqcuI4MOixaiiZfHr+wPZKP83TW7QQKdW8vWyq0sOqqk6BcH+G2d/+P5PtLpnzv+CUBaZBovjXopSIEGML3qPABuqJxCli2VVIO6rzF2U1upSFYXjUtltWH9nCMce0b5bOJJFAeL1Clz0VCKtz7JfVg2dRlvpX/l29b480K02UNV7fTtx+KsVv/+XHX1AGjSuxEz5UVEj8+fJlb+3a4tW6vydXx508s88usjXPLTJSTfdhGiZhuSowVn+S5c1VsBsGxWfn+OMjnrRJsiV6iPPbs9mc+NIPO5EYhRHsLOQ56ZnFqSKk8jwpIdZNzvrAkmyeyesTeUkqx3cm/WXraWrVdt5YbeNwTt/6uhjSRrw38Ni/ce3+fjzHbyjzhCJyB6UgEEbfh0jIWGh8gS5PS3cr+OuK6inH1rVlJXXobb5cQknphKS5IEhg0bxrBhw2jfvj19ig9jF/VsjelBuSGZ3sNm0ynqKt4rDe6IAF9ajRcuz8ByQkoypx/J4rCETTX5b2NMF6USkE5ziruUNW9CoSeyFh9eSVZdXY1VkgfP0XkxdIhQvrtMsZ5umnK6amTFVW2ketIX6ZRImtEr7LkFQaCbN9VWEHBHyvekIcmIS5JIj1UvCOub7Zg3HKPqnztw1lt9jx2Ha1gaIpGy2eMhMCQ2kkP771btSzfo+bx3HgdG9CTbKC+om5r2kJ//BkfyX+fQ4ReorJzva39G0i46N7u53RH+N9Lec70/ZOup/WI/9lIz+ZEi73TUU66Duh8O07yhnGNGgXKP0b9JI1JXt4HNW6aw+tdBLF3WgaXLOrBnz71IkpuyY3JUMzKyE0lJY8K+dxvacKowpL08sZ6zPbSHDMDM1fmc+dpKvt5YhMPlVqnOluyt4MzXVrIroJJyILzVIVNjjLw8pTcReg3vXzWA6BNUYnVIUZPGMz7ZxPur5Eh8rOmPU3MBjO+RRv7z55Aao/QHVw/P/UPfE0CvC06PMiftxORQggQGv8q3m0qdbNq0yffoU6NOY9U77MRbmnwVrAOhQfEsBdnP56bLr6Ph64PY8utP6to75N0fMlXcq55YXrz8pM5X1SLPR5JDqdrSPSn/k96Ay76Bia/D6PsVomz8C3BDQCBRFwlnhK52RqKnqJHR4wV5aIk8hnq9qALRpMzBkk3JQbu9fmr/K6i0VPLJnk9osLX+m/3/gLWbNvueCy4HP7z0N+wuO422RqKsWvAUyZFCzBl0Hk87nahDL+qJcqRh8ptLxnuCWxVf/I0etcG+rF/+bSNfPb2Br57ewJzXtvi2W4+prSMkSWLdQvke0foRph/e9yvrZh/h22c3IYoiEyZMwGhUAsVNTX7p6VoDWmCUIZlYQyyDzptCzzFnMurKaxl33c2cfcNNVA428dPwcvIeupLoxOA0cKfbybKiZVS3VFPRXEFNSw0LCxZSZvb4ObkcbCrfhLnFzJtvvsnHH3/sO9btdvsUpU11zUiiTBDE11VxfjfFniOmqZHYKRdh6tGDpFtuBiD73zPpunULiTNmIEkS96+8nxFfj+ClTS/5jvts72dB1+vFG1ve4Jn1z/D1ga+54ReZcNhVtYtHVj/Cvpp9YY+LHDqUzM8/Zq2phPXH1rOrehftvvwSXUAFzejx430kWeXf/46jXP5bVf/zXxwYMJCjV8gVIuu/+47aT2S/ZX2HDoh6PZ3XraXb/n1EjRwBgCiJvH70fuYe+AcXV5/F7EVfUH5EzuKYXzCfQCwtWsra0rWsLl0tf89NDow2HVnRWUFt/fFB/pN0NivqWTFGT9L0HqTc2pfoM5Ttjb8UUvLQaprXq8l80XTiLlE6jQ6DRh771h9bz66qXeyp2YPDL+MiyZQEyfLvyW1twFntRBOToT6RqMPdrCbZ3M3NaHOGETHkbiSnEjDTxOiptdZy4y83MmPxDBye7CEv6VhpqUTU68l47g4ynhxK9huXo8uU5zKuemWN1zhvnny+JJlUNnaJR9AICBoBjacojy57KJFnvUiSn1ehv5LMbbfjrA3O1nJ4+pRQxRNAVphVWiopbirmtqW3cfXCq/n+4Pch2/7Z0eZJ1ob/Go5b2RFY++sqoAsOhxPBKE+CJbH1FJXzo3bzTtMYTG5lgle8Zyc/r1yBKSYWSZJwhJCZhkKsAcaPl1MeDhw4QMFXX6FzOnBo5U5V8khQXyyp5+YQxweRZC61kqxVTsm/HK/kBluTz/vsfwnjuqVwZvdUWuwu38L1d8OUAC21sN8v2poUuvKN15zZKsndWVK0gev6dOCBOQfoIFbTSVvja5ucnEzGyDOYW6N8t3cesKEZ2Lqio0dsBNhlhaB9WApdHQIz8kt4rcHK5b3Vk4JCl4vRNPFMvZPRL27ybd9DaH8c7ehMsDSSHqJ6qt1eS2PjdhITZeKprOw79u1/KOx1xhlFVk7shyAITLPa+WdRJf8uVUfAMqKN0CB//vJaC453d3Dz6ZHUGERsdU4eqHRSrxO4YFQU3gymCI1IZVWwuqO84keiojrjTWfu1fNdhBP8bbWhDb8HlwzK5t0VRzjWYGVDfg1D8oLTxV5dfJAWh4uHZu9i5cEqFu4p5+c7RtItPYYZn8qL1Os+2cTGR8eFfZ9KD0mWFG1gcr9MzuuTcfyCK344v28mj/6gkBRL9inKN90fWN3SC1EUeH1qXy6fKUe1M+NOzPT490CrDVY+i04TJj87BJ1ff2jSuBg8YiwAW7duxWxT95V2nV4mwcJ87xrJjehWk2T2DdXYdtfQsruGrBdPvEpubu5NtGt3A8uWK0VNOnZ8FIplI+nSpvCkbChUWuS/d4ozBEmW4FG66YzQxc+ge/T9MOg6uViN2y1XdvamC/WaAqa40G82/nn4cqqiuv7iIvX+0Q9CSjeYeyfYGuDYToiWU5eNIQoIhFtE/dGYfWg2cYY4xubI90RFcwVN9iYumHsBIBcViDXEkmxK5olhT/iqeP43Ya6tYeuCufQ585zjphQGVrKTBA0le3eysXwjEhKSIOEyyL9TyeXnixuTyzntz2F02ulUlzSRmBHFkKOySkfr99PwFq7tlzWQBs2XFNftpy6+q+o9a8uClTUOl4DD5qLkQB1JWVFsW1jg29fp8Pfs73IZkqjMU9xuicNbKuk4IIWbbrqJzz//nOrq6iAlGeCbz2p1Osbf5FFSOqx0X30FYmoyrggTGil0sPmd7e8wc9fMoO0JxgRWXrKSKfOmkN+Qz2Vxl2FvsNPQ0MDWrVvp168fH3zwAS2WFiaNugwxwun9wtG5XHQ9+2x27tyJ1umi33nnkXKR/HtxXTeV62M+ZyyLeFonp8yXmEtYeDR4DvTyppe5tMul6DTq+VtxUzHfHlSnqvb6RAnGVrdU8/5Z7xMKkiRxy5JbWH9MUVAtumgRHRYtZH/3Hr5tmuhotInynNvd3EzhtOkk3XQTVW+8AYB1x05cTU1Y/ZRoCVdeEfL9Uh0JdLXKwYlrqyZDFTg/KOKna3ayrGhZ0DGPrH6EKE+Gi8ll4PkdN3Ns+wbykuJZkywr0hxhxAiS1SN4MGlJmi5/Hn12NNrUCJpWFoMzvCDAm84IgKNF9gJrZU0YpYvC5rJx30rF5+7s3LN5ebRSyVdnkvs+QWvyWedImBGI8mw34G5Wq2od5ccwdJ4Y9H6FUgkPLFY82ZocTdha1FklVqcVo9aIxpOqrM+KwHoEJGc8Db8UEntmOxp/+QV0kb6CAP7FCvSZ8ThKytFlyQrOviaJogb5u/b6tZU/8yx1X3yBJr0zEUPu8397nB5PMk2Y7+2Kn6/gcL26AMye6j2c3f5slTrvr4A2kqwN/zVoT2ChofEsviUUJZl0HAGkMzIemjyGwB6YYuOhGloa5QikU9KGLSfvD7efhj0xUV6EuUJ0LP7FBArdirKqxa4eJNw+JZn85mHTLSUJfgzw6Gqp+58kyQRB4INpA0/tSa9dBHtmg9uzsEjsCKmhK6vYPL4AhW45mpMeH8WoId35Ji0Rq9XKV1/JUuopU6bQs2dPZpZUQY2y0IlwSmii9DQ0bGXzlosxGrMZNnQRoqioL3rmxMNhTxqtRmC/5xa4p6aay8nitlF5vL1K8WlwA4/SwjN+9/iqEH5h6QjU6eQ2kTZ5InOF9DFfCFfzee881q4bictlpl/fT0lIGK4iyNLSJqPVRgMCFkuBXOWyaCbtcq5Hr08i26jnrtzUIJIsPjkSPJWjpoyI5Iqjdl81zYM6CcnuIj9KxM/ihyijLiz5dfiIMtkwGtNDtmlDG041/P28Lnl/Pe9d0Z+zeyn3n93ppsWhEBMLdstR9ud/3sfdZyopP14SLBy8SrLkaLk/OBmCDCDKoOWRc7ry/M/7g/b9kZ5k/ujfLp5u6TEkROpIiPzjC2oYDUksPDqWCbnK4kpAILeulh2ZslrAX0mW4K5hzP7HAaiw96bKHVx9T5CksGO2IEmI/h6Toohtc1XoxicAIcB/JSZxHCCTZCXmkhM6h8PtoKChwEeShVSSRbRS8c9bzVkUZfWYVz3VWjXMSI8KpzlMSmj3yfI4uv0rOLRIlXIZigCosdYEbfu9WF2ymghdBANSg1OBQSYXnlwrG1LvnLaTBQULQhqBN9gaaLA1MG3BNHZN33XKr/Nk8dObL1G6fy8HN6xhxj+CCR2AxqpKSvfv4diRg+B0gtazBNNosMen8MVe2SDc4NRjT5GDb4JbuW/KzGXc3PdmfnxtK8sPbqLHyAx6lMoEsD9J5n0aF5VIXUMtie49KpKs3/Y3VNdVlj6citRBmFtE5ry5jYr8RgKRLRVgL/iJIx0uUG1f9MFuOg4YS1xcHDk5OVRXV7Nu3TqWLl3KlClTyPPerw4rLHpUJoYHXSdvM6uzSaTy4L+jw+VQEWQRjggGVg3kUNwhjnGMx9c8ztG6o2S0ZLC+cT396Q/A3Llz6dWrF8eOyff4N7O+pHuOPE8VXfLvWxcdzfTnniMQn+79lAahhR8O/8CIzBGclXsW+fXy/C5CG8FXE7/i/Dnn+9o/vf5pnhkuF9DYcGwD9bb646ZXbirfRHlzOYmmRJ8y0IuVJStVBBnAvpp9ZERloE1OxllVham//DnFSIW0cBQVqYz/AZrXr6f+a9kOI+WBB4gaHewbVmOtYXrl+UHbAf6++iVqdXLfY9KafJUP7W47tVbZemNqzXh0niD15dXnEOuM4uyGEcweuJbawvAZQxmPDEHwSw8U9RrSHx6C7Ug9tV8q42XStT3RxOrRJpjkAsYlWyAqBd4/HSzV8nohZ2jwGwDxxnhfP5ZsSqaqpUpOLfXDmtp13MVFCFo9gockq7WX82mH9dxdfCVCRCKuJrUiy3bgIIKhk2rbbbkvcGSeOjXVbDezpWKLalu9rZ40reKraurdAesRWX3ZtLQI7egkmo8VY8qU+0gxWq/6nnQZ6iBUoP+oJEnUffGF/CLY4cWXKhsq3VKSpCCCDGBg2kDqrHVtJFkb2vCfgtN9/PRBt1YEB0iC4EuncB9HSdYiyj9it99Et33fAXBE8R9zBNz6u6I6ckO3v7FukzrKMtq+DD6XyyQnSgC9cIfy3RIEbu76GO/tfxarX42h53/ezw2jFDNgZ4AnWVgPr+pDUBCQZmE/sSIH/+9xzQJI7gynh1dM+cNut1PkiqNeks1ojZEGFlY1MD4nB0EQeOqpp1TtS63qUSPSJSHoRHbvlqObVmsx5RXzyEif4mvTNS0agscNACpsDkZ1SORVayOGjerFyePu1j1dBqJlvycFSV8vy6vPYR4TDfsZZHiDjS75b15Xt56EBHWlq86dHkeniwOgsXEXtbWrfc+9KY/JevXka3xSDHF+C/MmncA/OylkoM7qYovg4uP26oV0l6QoNOLxDVM1mj9epdKGNgAYAgimm7/YyoX9MnG4JZwuN8320Kbtqw9Vs/rQiflKrTpYxdM/yeR1RuyJGwYH4oZRHZjcN5PBzy9Vbf9PkWRGnYYFd564mur3QqsR+e7gZAobs7mx9yeerQK9qqtp3L+FJHMDer80MpcEVMgL5Hji0YjBZLsoSYQrRi1KAemW7t//vfbs8Sa798hjglNQ+rXiphMrKvDor4+yoGCB73WyywVnPiMv6ta8KW9sd9qJXYw+QiHJ9K1Uco1rB4IIjaWw87vg/b50TE+wzaaQIW7JHdS8ylKFJEmtFoE4GRQ2FnLLUjn4d2GnC3lq2FNB5270u6bd1btDEmT/iyjdL/cTDRWhSYH9a1cx/005oCQBdFWThLa0HKo3L4UMGBQ11JdIIHjmyQZHBDfn3SG/18F6APasVqpl+9/x3lmlsPhhUtvv5OgBJU0vo+xXut52ieq9jbOWUcEgylviIARBZmypIv25Z7E/+jSVjUdpiskN+RkzMzPZunUr1R7/ptWrV5PX2ZOKtukDpWFsFnQe7wuCeq/X7SWG/RBIFg2sGkiyLZnkimQ2Jm9k+Z7ldGrpRM+6nkHH2u3KXM+hb2Bv4WYwgMblqW7vufcC73F/L757V97LrtxdFDbKqYcjMkeQF5fHrPNmcdFcWXm2pHAJPRJ7cH7H85mxeEbI7yYQTsnJmd/LRcBu7Xsr1/W8jnpbPUatkd3VwenRd624i13Td9Hui89pXLCQ6DPHUd1Szaz93zKqlfcpvf0O3/OY8aEr9x5tOMroJuV+jLiwHZbZ8ueNc0VTq2sgyhXBgosX8eG+D/lo90eq4y+tmaB6PbFevqIpm0aEvS7BqFURP15oInVE9E7GVW+jZV8NCZd0RRvnmaOaq+CzaVC0VvZp9q6JPhwPj1fL/o4BiDcqqZCfnP0J58w+h/LmchrtjcTo5X7w5kG3wEHvdcmp6laphV8i13GXdBmCqMVVp57Lu1ss4Bc43h91lCOm4LGhydHExnJ1gbgGWwNpkQpJZujcjpZNd2AaJKfkXvHvC3muwYpx9JXy/ly1OEKXpiaqAvtuZ7nSBwne8UKqR5uWgT49EpfndxdKKWxzBQcNr+h2BQ8NPrH12J8NbZ5kbfiPw+lyc8+321UpKOGwpmNvAFwICHjSLWl9AmyplSO36xKUyIIb0OoVMsARcA6noKXApI5e74nsQIRkgcNL4PAShCNLeIh3wr5vmUFWkOlCeEj4rsPD4AteJVm4X6AUYoEXooz7nwL+Ue+7dp34wsEDu93OPpei3nuzrIqrdxfwQ2V9yPaVAeq+Tk3eqjXKAHv48Mvk57+BJHmr0GnJM4dedN+wPZ9XdxWHTAUa3D7B9/CmOb1xriKX1woCW1rk2XBXFI8KnbuerVuVcuKVVYtYukwhW9PTp/gIMoCYmF4kJ8tpwS0thaprmJ4hqxVS9Fo+6ZXHeSlxhEODTuAfnQ2sTVYPnhkGHQ6nHOnKyZnBacNWkNf+LlUbjaaVxVsb2nCKEYpgmr2tlHk7yliwu5xVB09cSfTsT3tDbn98jjJGdU4N9tk6GaTEGJk+TO2rGGn4c8YpdZ6+sMGmfGeu9Bq6jPiAs4zzSGxuROtWiDApvj1c9QNc9QNxHQf7qlP6w7OcDfl+gUoywS23tkYV4da0hDzmeEhNnUTfPh8yZPAClTdXfn2+b5ERDrXWWhVBBh6SzBgLpz8CF/0b7t4TPm0yEH7Vs31VLEMhMgm6nSs/nx1isa71BD+81Q3XvRvcxg92t51GezBpcrKQJIlVJavYUaVUQZ59aDYH6w4GtX196+u+5wWNBUH7Q16nK4Rc4n8M+1YrXnaSTi8XJQpA94MRJBoTiRUVpYiIBkESuGbzC1i/Tae8INiPTUSdleB7uvUjotJtJLdX5lgpGQIJV16henS5/zoSavcSSqoZZS7hjO5VRI0cSfqMqxi09e8M2fi0qo3bQ+Q1R6nn0JGRkZAcwibjy6lgM8vpcv7vGsJveGf1TtXrZJvinTe4ajDjysaR4+dx5Y+mRnVg2WHwfHeeALpbcvPN/m8Y/vVwFhYspLy5nFuX3BpEhLvcLjaVy9YZXmP6zvGd+XaSnE5pdph5bsNzvLLplaBr+HD8h0zvPh2T1sT9A+/nw/Efcn2v61Vt3tn+Dv0/78/Y78Yy6YdJuELN/5FJa31ODkk33oAhL49n1j3DuoBiTVVPXU/d6N40hohX6jKDFboAZc1lqtcJg5Xv85Wj95BiT+CLQy9gfnoXQ7Z2IMqlzPWiXCcWGE28ugeJ05VsEEHTOvEePSqLlBv7KAQZwLKnZYIMgkUDzyTBj7fChxNg3zyok+fBsfpYX5OsqCw6xnXE4XYw9/Bc3/YBGQOxiHIfL3pINadkRxIkX7V2V5N6/eVqaPLduHHnd2DZ6NAec3csvYOf8n9SbauzqdOKtfHxZP79HtyeisOPHb4MQzslqBU1TB000qWq59qiIJLskZKW3HEnh888C8EYh67dCMRoz7Gik9S7+hN/SRc+2fuJ77hAtDiDx8sI7V93bv/nnKG14X8aKw5UMXvrifl61MXEYMCKJMkVqwAETTVujQ7R5ZBLVVcfggHAEk1SAAEAAElEQVRXw2eT5f0hJkwF1c10NBhw2uUOz6wxqebbVlE9aVkf04uL+r7BsnXXwYh75CpUtiaM694Oe60Oj3RVh3qAszvd6D3eM4HVLcP6svn7kfneINhD4k+BY56Jc2JHiAs92WkNdrudRrei8mj2fLmLqxu4MDW4Al2TnzfMuaUOsiLlQTgqsrOPYHI4aig4+hYREe1JS5Nl6AsHdKbzgSNB59tgaYFEDTjUf8vPL+zDiMGKX5nLLVHbbCdBELhrnqxO/LajbP4PkIkyMbPb1Qt8i0V534iIDnTv9hKBMJnk784SQJI91TGTRL2WSclxABhEkS3DujNgnUIMpOq1VNidNGkF34T1uswkX6rmqIRonIXyBNOgT8FkyiY39zYqqxZhNsuTg3btbgq6pja04Y+CLmCS/eCErmhEWZ2r04roRAGdRuT7LSWsy289bWzmrwU8OrGbSk0gSRKFNcrEeGgIz7OTxVPn9eC2sZ14c+lBlu6r5LLBf2yVyf8WtB6zTbNDWew3C/sRNZDTbheFhX3RuN9i+hlaFuzcxZgzxkIHmfyJr3EjHv415HmFsEoyt2p5rwGaE/ZQMvDvRNT2JL0qvKIhLeaisPsSE+XUpDI/MsfqsvL5vs+Z3mN62OMu+emSoG0pTpc8vumMsq/YySA2G2rzZeVCl3Nab3vanbB3TvD2GL8FcounQnFTGfxrlEwaBPATBlGHze2guqWaWEMsvwfzC+bz8OqHg7bX2+pVr/fW7FVVhPOmBYXCwNSBbK6QfQW3V27nYN1BeiX3ok9yn991rb8VgigiecjdUOq7ygJ5DHdr9VhylHTvlIxkKsvk8T7KEcX4/CzqHBWArDQR0TD20FW+9nPf2B703saAta6IAEgIglx8Su9HFMd0CDAlByKGDiXJuIrgutUwtLeD3AduAyDuoosw//orwg51gHvPOz/Q7vpzmfbRFvLE9ozSy+Sm0+mE5G5B5wSg5jB4PXo9cyB3oFebJLG2bC3JLcn0r+7P4ZjQcn5RCh1t/ue/3gu5Xeuwc2TKIBZueZMP93wIwP2r7qdfSj+2VW4Laj8/fz4rSlYA0DVBIak7xnVUtQv0ILukyyUMShvEoLRB3DdI8YXqmdSTD3Z9QCjUWmtD+q+BrKzMjlbGjF9Lf8XRUWDOEIHzN0gcTYFHzR+SclYWGYki988ODjasLVtLk72J8bnjfdusTitWwY5R0vuILIfWhc6pwSQZmZn/JDpPYax2RxL4jld4aMQ/2VGzk0FmWcFnEVuY2vl+ftofeo1kyInGfkxZwyRM7RyyXas4FFyEQoXtcroyRZ5U12sXMTZnLEuKlgCycnBcu3Ecrj/MvlqF1IrWRVOpMRPhNqLvKPuT2j15ipK9BUwRVL3+NrETT0cTJau4XA0tCJF6QCJycDriutD3YGWL4kE6NH0o64+t59sD3zI0fSjHzMfQilquXng1AK+X9yWi/QTSdB2gjxwU3xaxnwnt1KmkojGYuhligtJVr9PUIP9GIsY8gOhNv0cmJQVBYHXJat82b1EZf1icwWKMQL+9vxLaSLI2/MdxUjUaPSSSALgdLtCCJLpZ3z+K09Kfhj6Xg0a+jXdGdaO3eR9aIXhg2FZUz9kGA3iK7phRRz9snmpW85JGc271SmZmTcElaNG7HbIs3JvvPvh6WLGDUHB6pKvZYhWvtt/MvQWy/0GdxU5qjEziuAKUZGHTLUOpxux/UpKsQiaMSAtfYbI1NDQ00Ow3w5c8hKT/XbC1sZlHDpbyZMcMGqyKN9iDB2qwnl2G09kVtxRMrlZVL6G6ehl5eXcRk9Gec1e7mJcSRsmoE5E0AoLHxy4iSp2yqBEFkqMNfFZUhZQbhVRnw5WjyKYFQKOJQhQNOBzhF/UuV+j7wGSUJ09Wq5qANmlEHmivjkRlGvWUj+nLQwdLONhs5cmOGYzffJDiSOV+vDQ9geuzkzlmc9DJYGVToxzR1WrlBZMgCAwc8D2Fhf/CaEwnNTW0p0Ub2vBHQBAEBucmsPFoLY9P6s51I9qHbDegXTxnvbEKe0ARlfvHd+Hvi5Qo/N/m7eXa4e19sZKyemVhufahsWScAsN7QZD7gGcn9+KZ809dGtv/GrzG5PXW8OSKZNXg/PUwF2UMIrWrsvCMijl5QkYMWFxrJIG6XNljy5Kwm4pXtwQdoxuRgiOikpSYScc9f2B0/ZXNrzA8Yzgd45VF8t6avdz4y41BxI8XSS6XUs3yZDH5XVj8OHQ66/i+pFkD4Nw3Yd6d0G44TPkQtn4GPS9U2pz1nKy2AF+QampiPN/GyMq/OSVl3N6uI0U4TomSbEXxipDbzQ61GuS59Wp/qFKzMpadG9+TuopdvHisFK5eQGzOUK5eeDVbKrbw5rY32Vklj08vjnyRiXnBhtogk27bK7fTK7mXr+rdqYI+KhozGrTmBnb8soC+Z6nJTItF/qwtOZ2Q9PJ80CAKdBnXlYpPKxEQsCWlY9p+FCEmAauH03ToRDrVKKlwDluwysgY0I8IQELtXmwpXai2P0NcxI8+b6K4jsH9pCCKpHRO4WCA3Z7ostPuXEXZL0ZGkvP++9gKChg8ZQYbBz0KwKo9cfS45zV624zU66NYGZ/HaH0+jc0WCKwU6MWiR6GXmqCWAtLGtldtpzG/kVHVcvpe39q+IU8V4Tw5n6SskqO8NWgrZXvUhFgoggzg54KflWtEYlvlNmINseTF5jEobZBPZRaIKZ2nUGetU6X8geztNTprNCtLVoY8zoth6cNYd0zxNrtj+R3BjQSBL8Zq+GKssqnUXMqxTgJbOwh0PAYxNpHku+5EkiRu/OVGAHon9SY9Sp4XOpwOn6dYc5ITEyDckQOvyb8/L0HmjxfW3cT86FVM8qRWNotWXIKbtecXcbbrdHTpkVR/oHjMCUYtgl+hGl16cHGX4yKjPxwIqLQ5/nk4uCjYngbgw/FMeLyaWmsto7Lk68yIlO/HhQULeeq0p9CJOqL0URzUNJHmUEil/GR5neB0W9Eim/fbDh4kor9cJMRRXI6+Kwg6ueLk8SoBxxpiyfQoLX8p/IUv933JCxtfULV5p2MD97vUqav/Tp2NrjibCbnq7YEQnBbS84YjRJ6PNkSRM9Eor0f8Uz8dIXySy5uD08X1Iao9/1XwH0m3fOedd8jNzcVoNDJkyBA2btwYtu0HH3zAyJEjiY+PJz4+nnHjxrXavg3//xAYLWoNkp/SSvTQHkaDjRaThpJUrY8gA3B78sM1BJNkAOiVRY4Ftb+MlyS7pdvjjBz4CT8lnw7gqZDp74gaflHj8MvvvujYa1wQsROQqDYrOd5eksz7w9OHK2/pR4itc3kkyn/WdEuvB0lkSuvtQmDZsmV8911AaWKPEb7ktyg+b+shtjdZuHZXAfub5AXPW5st1HT7iCPW59ix8waczmDPt8rKn6mo/Ildu+VI6jsTFN+La44E5+4LfoUeImODJ+GSJHH/kVJsXWKxD00Bz6RB8MjrTxu2HKMxLeg4f9hsoT1P9AZ5gHfYQ8WDZbjdNqqqluD0pE6+2DmL2f060iMymACI0mjINRlIqHyFVasH+lR2Op2ySNNojOTl3UlGxlQ0p3jR0YY2HA9vXNqXz64bzLXDc8O2yU2K5NcHx/DDLafxzyv7+7ZP6JnGm5f29b3+eO1RRv19OSNflh+XvC974QxoF39KCLJA/FkJMoBoo7yoanZGsujomKD9gxwdaExfS9GQZzkS9YRqn94oL556lQSrdsNBCCLJoDlJWaDlj3wg6OEwySpZXeLxF2uzDs4K2lZtVfvabSrfFJYgA4gQtGAKVjafEGKz4OKPoO9lJ9Z+wNXwVANc87NcvXL0/ZCopOsT3w7u2QeXfyc/pnzIRLMyv2jvcKJvkT/LqUhlDKzm2E4jkxp3Lb+LC+de6HsEptZt9pAP3W0Ont/6M++VFhPrdhN7VFZDGDXyPM5LkAE8tPqhkIs/gA93f8g1i67hiTVPhNz/e+Bq1xlrZh4tmXkc3qQ2bW+yN+G027CmZOM2KH1JYkICDa4GiiNlFbnLJN+L/hXcW06g6wlUkuUV/sxpSQaq7K8iEYEz4nIGbH2Fbvs+Ibl76JS71J5ZQdtyyldh7CYrwd7f+T7nzD6HSksl+pwcoprLSCtX/ML2uAcxXteLG+sc2CX5+g+U1oadM1sLN9Lwk1ysw+dJFkCSFTUWMaA6dIEHf4gnUoXLD+3zD1MRd+Lt15St8T2/b+V9TFswjfN/PJ9P93zKOe3PISsq+LsDWek16ptRfLrn06B9x6scqxW0vHPGOzw25DF6J/VW7UswJqhI3s7xwaostyjw4lQNM+7UkLluOUnXX69SCXkVTi3OFqqrK9Ag4sLN3GPz+aXwF85dcD4vZX8UdF4vBBc+ggzAKtron9KfqcOuIHpEJsYOcer2oqCak4uHZ8HzWZDfClFYWwBNfvNdbzZNb48VSUp3GHITXPolZIc27tdpdEzvMZ32sTI57K2Ya3fb2VYhk6LRumgq9OrAtFkn93tlMfI8X9AacVbLyiu31YqjUp5nCyb571hvrQdAI2h454xgW55lFy9TFUJ5e1uw4m5DjjogYd46kyPGEpX6ywttsrpjEA0x6NoND0mQAYhRcnv/Mcqr1C1uLGbIF0OYOm+qT9Xmj8DCEn8l/OEk2TfffMM999zDk08+ydatW+nTpw/jx4+nsrIyZPsVK1Zw2WWXsXz5ctatW0d2djZnnXUWpaUnV3a7Df+7sNjDS+jtvQMmkX4kmZf8EjTyhOvAgcdVTb1G/RoxNElm9pg02gUdZpeaJLMLcifgEHUciswlymph/O4NmPJGgqfMrhfDjgRX4DHZrTgDqv+97n6RYeJeaszKJDNQSabThh7cHQ2yR8ByVx9F9fZnTbf0+FKE8qPwYt6OMoa/uIxtRUou/549e1i1ahXWAEGsV0kmVCnRf29F6TqniwZPrxfllDCnyeka9fUbaWgIVht4YTbLlXb0sQafauHceokh1eHv5YzE4Dz+WkdwFBjgamYSFzcEvT6BpqY9vu09ewYPpHFxQ0KeQ6uRJ9hWWznr1p/pK0Tgj4Kj77Jz143s2n27+lhR4MH2anIuTqdBkiRKSj5TbTeaTj4ltg1t+COQEWdiZKfk4xJOKdFG+uXEM75HGv+4rB8/3T6CDslRnN83k77Zcaq2EXqN75EcbeDRiWHShdoQFnqtyJqH5MXIqpJgj8nUziso7yWnG7XEq32pdCaZQBl+ZBcdKwKMkMME2AKVZD1y5qpeO0yVQQ8EN4KgwxR1/JTX+fnzg7YVNxXz901/p8oiL5xCGR57MabZAvrIVoNs/3HEZEDns+RH9wvo5XDTw2bjbHMzAmDwfKetfa4TxbFmpYpmB7udiysVydKhukO+RyC2epQ9usCiAsuehdKtYVVuFc0VIbd/ulcmK/yVQacKdZ5JhisqlupiteXBoiMLcUfG4UhMVW1Pycrmi31fUBgtt5cMRlx6I5JGmUsa3MdnyUwBth1lAxLQxKi963r230G/QRUYu4ReRMf3U29vV7iIPh0Vdcxb296iuKmYd7e/i6DR0GHJEjof+jbwNNTHdcbgkEnKaLeZefPmUUimUtAqOh03Ah8xlbe4hgai/Cgu9e+4pim0oj66vguJlUPBfeJL2IjGXN9zra0e13E8sU4Ef9/8d/627m9hK96+ufVNX7ttldt4c+ubbC7fzJH6I+ytDe2D6cWM3jPQaXRc0vUS+qcqwZ03Tn+DlZes5KY+ir3FP8b8o9VzNYnyGsS/KMaVP1/J0qKlXPHzFSzfJ6cjNmiasLgsPPqrrBDcbQhTrSoEGjXNQdVwNYnqdZY+OxpNrB5DXizC3JvA3gSfngdPxcoedV4c2yFv+0dfeLULNJTCqleg7qi8v+eFcOcOuciXqAFDFFy3SC6MMuw2uMdbGVMAW5PqGmINsQxMlbN8rlt8HW7JjU6j4/uUJap2Ns93Vm+U+z8xOo3SO+6k7rvvqHrjTTTRsiKtwF7MJ3s+ocIi9zn/OvNfPtWaPyQkpnf3S9EPcfs1G9y4GpQxb+0lcuA7lHdj2r0DWdM1tA9aKOjSZRFCg7cADEqQ4cv9X2JxWlQpqP441arb/0/4w0my1157jeuvv55rrrmG7t27889//pOIiAg+/PDDkO2/+OILbrnlFvr27UvXrl2ZOXMmbrebpUuXhmzfhv9/sISoOpZCHQ/Hfc0TzR/ytu4faHHijtSq7lAvSSaFGdtET2OtLvRE2unpED7KuQqLW/2jdwoablr5I5O3raJzeREXbl1J+5pjiJPfVrnrW51W+pQc4Zpf1ZPmCwuWoglhtpktVFLT7KckkwJIsjBKsmNF8uBUJiVh8aQSOq1/UpLM6fl+Wiltf/tX2yitb+HOr7cDYLVa+e47uXpXS6AU3EOSNUoSFpebZldoYioyDL+V1/7uoG3RUYrZ/oasHOZq4xl8XV/e3tJCpEO535ztZaJqQHacT03hjwp7cIT7zMhKxrCECFO7oH2pKWf7nnfu9AR57e+iR/dgc1gArVZOlbHZjmGx5FNR+ZNPMebFsWOy6q62dnVQasMtOYqSTwDitBqkgBTU7t1fJTqqFePoNrThfxiCIHBenwx6ZiopfYmRSirB5sfGsffpCb7HpkfH0T/nN6p//uLwVgOttwWnBzZkrwh7nM6ktB90dB86p4O+RfIiQTKGTnX3Vracsnk5E3avp1P0Zt++7t3+zoAB34Z8DD9tJQZDcshz+mNK52APsafXPc2nez/l4V9lry0vmZRiSuHzcz5XtX21sloxy/9fhCiii07j67IKXq6SF7pekuxklWRVliruXn43a8tkg22z3cyuaiWw+HplNVc2NvF5WTkf9HuAD876wPfw4uJG9bjlDDXn+2AM0/YuV22K1slj4LvbQxckiNSeXFreiUIKKDTRXFeL06+y4q+Fq3DEJgUexl7TXg7WHaTSqIgGLB16Yk9RlEkR9uOnH2fUqQkXgza4SqQ+JY34Sy4Oew59djaDNz2HwVpH7tGf6ZPbRMYLzwOoDOm9Pkb6rEw6fvsFk8YFz6/iWpR5zpYtW/iIqbzIreylI1/ZTucnzqCCZJxo+YHxRNecT++a3qqCGPtr97Ni2Qrf6/iqQZias4ip64bRmoro1qN1+qlAw/iSmZoziK3pjcahED52XeuFN46HWecFK0uPh2kLpjFz10yuWXQNk+dM9hHH352rrkIbZ4jjjTFvcHPvm3l9y+v8cOgHNH4B+MHpgwG1Eu3FTS9y38D76JagDuikmOQ5nZccC0wnvWv5XRyqO0SCS+5za7UN/Gvnv3zp5dW6OhbEKf6QG0cW8nNcsKrJ2/aiTur02aSre6CJ0RM9Vg5EiHoNafcPImlGCGuVLX6qte+uUe97vTsse0YhySKSID43uPDJ8Dtg/HMQkw7RGYAE5cGihsu6KorcZ9c/C0BTrI07cxWvX+8arX+z/J0aelyEoI+m/PEnqP34YwRP5kuz0MIrm1/haKN8bSkRoTNiXtjwAt0Su3Feh/Pk97PLfVyiMZFEo8fvVBCYG/0RLZv/jXXPF5x5/q0AHKk/EtKf8e/Sv0K+V9TIdAx5segylP5OEy8/9+/PeyTJ65pQSrEkk9JfRel/Q2rsnwR/KElmt9vZsmUL48aNU95QFBk3bhzr1q1r5UgFFosFh8NBQkJwp9+G/5+whPBUeC/pbW60zuWm0u+YpFnPxZqVSDE6Fduu8RjihyPJvJbjNZmpofdr5Y7ALhqQAmh8t1vkDj7kUt1BvuyfRYRDnvC6A1I315atZXf8bgwuB4MKFNa9s6MAvRSadQmpJPO81oYx7nfVFQFQKiVikWSSzGZpCtn2/z28RQp04UkyL5qs8ne5ebOyCLIHWit6IoRHtG4GrttDh1XBgyRAtDM0mRob24/OndQqxSbzHpqb8wHI7pzI4JHt0MYb0aWYmLtaiYA5O8fS75LOzLp1eMhzV4YgycabCtDgVlWr9EefPv+mXc4NZGVdSfv2t2M0hvb4MBozEQIk/Js2X4TbbcfpbMJiOapK1aytW6tqa/Ajg2/LSUEQBFwBPgspyaFLiLehDf9f0SFFmQBG/UmrTf43IAgCBq2I1dV6v260qoMDXiUZQKzVwjVrfmZogUwCOLvFIumDp63edMuk5gZya9Tp6OnpFxIXOyDkw2AIPVcIRGtqqj3VsvLX5gn2TMybSJ/kPgxNV9J/dPIHO6H3+q/BWwXNA/1vVJL9Y9s/WFK0xOd99Euh2mw7x+FEA/Sx2RkamcnQ9KG+x/e97+W2unquDCDJ9hhCKxkmNCvpY72Te3Nm7pkAzMufR5m5LKj9H5XiXFdeFqRy3L1qKRUFR6goOEL14cO4jApJuiVxC7NzZ/NV+VeeC4Po+NDVc6PrlaBUr93yolgT8DdJyFCTDsnNwWpv17g3YdB1YT+DIIp0e/1Jhm/5G/366sh+711Eo5EGW4OvGh6oU2dNPXrQbsqZdLxCrcZMsIUmVr/lXA7Y09iKcr1HyUHjiqFTYycaKgRKSmRV1utbXievKU85Z0ICUU15GGzJ9B+fQ2r7GES3sriPaswjtrYXcTV9iK7vhsYRQUxdd6KaOqJ3xJFZcdTXttnTJV3SJbjAxsjMkUHbAtEprlOr++MMccfdH2eIY2z2WLrEd+HnCxRlo9lhZmz2WNYdW8eHuz/kibVPMLnjZHok9uCtMW8RrZfvE6fNzpVVE2lvzQQJpveYzrfnqpV9ER5i3ptm+dX+r0JeT6yHbGzQBluOvJf6Laujt/J14kKerH6JRk1wsN4q2FnddS9XdrtStV2XHEHaw4OJPSvXt03QighuB0FSqmXPwnMZsoKstpVUe60REkL7j6qQ6rGpqQlWw2X6VWH97uB3LC1aSoIxgYOmQpbEbsAm2FkZJ2eWrI9SUrnFaCXbQoySx4610dvVbxsRekyZdWgWQ78cytwjapXzkouXcH5Hxc+3eGI/cj95jnb/eoLMxFyi9dE43A6e2/AcH+z8wPdYULAAm2jnldg3gt7LkBtH8g29iZukpNhrPB7J3lT0djHtfPf/9wfVljU39r6RmWcpxSO04l93XvSHfvLq6mpcLhepqeqbJjU1lf3794c5So0HH3yQjIwMFdHmD5vNhs2mDBiNjb/fZLQNfyyaQ6RbDjCrZZ45QqXsR+Y3qQn0GtPY1ZMKr1+/Ri9h75/IJfM/xGJLY1GuJz3NT8IuBpyrQRNHhfs6Bk04jXLNHuLjS6mry2TOkTlM6zvN1+5I/REOxB2gILoAnTEKkKMMka5G9kXmYRGNRLgVYkGPk5pmf5JMJvpESUDnqTYSCkKDPFEolZJIEuR72m5p4o+Jg/6X4SXJwijJ3P5RWknC6XSyZMkSJAlqJRO/OpQB095fqUBXjBtCW5OQbHWTNTIiqJqTRhNBVFRX9IbgaND6DWcydsxh1d8s9c4BaL/ch88VF3C4w3vuza6oC9qmcciLOp1evvZOnR7j0KFn6dtHjqwlJZ5OUuLpYc/phV6fSLucGzhaqETRLZYjrF8/nojIDtTUqKPuFks+iQnqqm/v98hlV5OFh/LkBZPLrTasFsX/8YVeG9pwkrhtbEfeXyUT4AbtHy6u/0shI85EQfVxFNABChCdTkekQUuzzevfqfSnehNYx6SDW0J7oAFtkXzuwHTLU43qluqw+7ypKN5UI71GXow8MuQRHlr9ELekDIeCx/8fkGTqebrB85WeLElWa1WPqt40JIBnq2pQaQEttb4KhwBd1rxDl/pGakIVNBpxt+xBNPv6kO87LH0Yt/S9hdmHZgOyeXlGlDqgFOh5dapQUXAEJLdcfRRwRMWx9APFl6gfGpo6y/sWZS3CrDPTM7Enu2vkKpFTO0/l6s5X89Zbb6nOG1vTG51Tmeemmw6QtOJWBGDZ6cG+R6W6SjIdKUS4gmeK9pYswt2B+2r2sb92P5NHTqbTyhVoYhX1msWh9sLdWmhm5MvLVNuKa1q41+FA9PiVpjh+2++xfL+OmftncsMNN2ANqPA+6dbe7F5ZSmpuNFnaMoaM784XrzdS2LwNAQFjS7ovUK5zgNEqK0T1zdvpWLSdhNqd1CTG0K6okEjPqfum9OWbA9/43uO0jNO4te+trC4NrZYC2cRcEAQu73o53x/8HrfkxhkQINcIoRWvAKsvWU2cMU61LTsmmw2Xb2DIl0Nwup20OFv4bJ9ic3Huj+cC0OKS52ON9kYit7mYUD2RK6on8lSuQmI+PvRxnln/DC+PepkPd8sZW96/4aH6Q/Rt7kKUK4JfYxRVmdZj2m8XlN/i8yOe55FfH8EhOnk+SyFMfkxYRidrDg7ByVCz7JV2Xd+nWXL+kpBVEEOucZqOARJo9HD1z/Dvcco6wIukznDrRtj7IxxZLqvGckdCYkeIOAHRTIRHCWUJ9ujNilZ7yD2+5nE6xMqE0uvpn/F22ldkxmcxI2cG/3B+ydBD8ucU49Jx1chp4V6SrMCgWEGNyxnnIybjDfHU2YLn+/7oldQLrahV3evpUenoMhUSb0avGby+5fUgIssLizZ4kWPoJKvf9TnRaGL0SC43xu7y+sKrSLuz/51oRS1rS9fS5FCCEnmxeZzZ7kzyYhWC2qd0+wvif3pG+OKLL/L111/zww8/YDSGXkC/8MILxMbG+h7Z2X/Okup/JoRKtwxEAk2c71hN+erTOWq8nN7CEaIS1OmWLp2ZsrLvcLvlSZzdIg8gRrcdd7KRrJZS7tr+HbkebyhRq3TgYoD3QaMmjmj7WP5+YBZHjz5Fz17LAIkDjQdU7QobZe8Iu8aOzq9jeSPBgEPUMbrPx6r2l2uWUW8JVpKBgMMVfiJhapGl2GVSEs2eIgNOW3CU50+B43iSufzSJe1WK4cPH8YtCcyzd2eevSdmj9IuKcKJO/n4ajSAr9Y2Uxz9hu/1iBEbGDFiA8OGLkGvTyQqshODB89n5IiNdMi739fOZld7nQgagaSrujMiVpmUFlntPH24jKoA1dgecwvflgcPmk7zdgBiY/oCkJN9DaeP3k1iYrCvwfFgighO2WyxFgURZAA2W7Av5HkpcTzaIQONZ2Ljdikk2aBBc/7UZuNt+Gsixqjj1wfHsOGRM9ru71MM79hr0YauNgjgDhHJOGdssI8ZgNHhGUtFAWduFJIAzowIhJOrmX1SqLPWqYy7g67JE9xZWbxS9bp9bHu+mfQNo71qtQhloSFJEjM+2cw1H20MMrX3b/Pywv38uO0/5McbkHKj81yXwxUm0hQGySYlfdXldvkIxhn1DZxv9hCm2Z7A5azr4Jkk5VEtp9VGhvpOzngSek+FSW+oNr9UWc0F7SdxdXwfRHMl/VNk/6bipuKgFKVTUakzFJqqq2RvJA8sSfE0G520GN3YIwSajU4kD/E3rec0Fl+0mK8mfcVXE79iauep3NrvVhIT1QvRHXF70DviVNtSetaS2qeRvLNDezoviVuvev1AzuusjdouX+Py4hBHyJj601SeWPsEK4pXoE1IQPALKPubvQM0cYjiWgvF9XXy/7UtIMBbSToiJflvfU5uHMPOOi/s+x0PM2fOJHOHusBAfFokIy/pTNLhZRRecSUlt99BlDGO+Np+xNX29RFkAL13vYetYxE/Dn6OEZs+IK1iE3qHg7HLl9PhSD6FyXLbwWmDyYvNI84Qx5C0Idw/8H56JPVgWnc5MB7KEN9Lgj885GHWXr6WhRct5PXTX+eZ4c8AsmdYoDeXF99O+jaIIPPCpDX50t7GfDuG3dW7g9p4Pc4eWf0IlirlXt5QvsHXj0ztMpU1l63h7PZn+wj8W5beQqO9kWZ7My8U3cmjpdeT4pCJpmh9NCaNTJ+6PEqD3Jhczu1wLpd2uTToGhq0Zh7LeZv0aX3YFrGf7xIX8/CQh0MSZGHxhSd9XR8JhtAKSs58WhZJ9LgAzvuH/LrTmSemIgOFSGsJJsliDbHMnTzXV+myyd7E9qrtALgFNzbRToQugpSIFOq0jcyJl+fPxl5XYug5BQQRMUoOpJcYlDWBvyLMm4U05/w5vDHmDRZftJjNV27mocEP+droRB12l52+yX2Vj93uTNW1Tmw/kURjIjpR53v4w6JVqzajR+kQ9fLv1ym4SL67H2n3DUIb57Ht8fSJLreLfTX72FShVGa9s/+dzJk8hy4JXRAEga8nfs0Tw55gQOrxi2f8WfGHKsmSkpLQaDRUVKgXlhUVFaSltV7B7ZVXXuHFF19kyZIl9O7dO2y7hx9+mHvuucf3urGxsY0o+x+HN2rfGhJ0TbzT+Krv9TO6jyjHkw7gHQsFiX37H2Lf/ocYNXIbLU4diJBor1c18zLBgkbrm0oHqtIaRbmjLqzax0gPz7Cs3XzqCmw0u5RI+NIixRtP17KWPsU9yayrYkecTNQ1BfiOdBcLsflVdCnzXJvRrQlf2dLtJt4pT4KuGD+c2nUFYAO37U/oSbZ3Duz/SX4exhzSnyRrlnQUlByjTjJRK6mjpTGRchRzdIWD4kiR/Ch1NG9UpYNoB0S4JOIccKBZWfjodfEIAdE/r/dWu3Y3ciT/7wCsWTOcrKxpdOn8pKrtB92SeWbdO3wpXE2l3cm7xZWsqW9i0UDFDHe/Wa3K8sEpT6hiYpQUBI3mt6kO3O4T949xOo+/YPCmW+r1ycRE9zxO6za04f8nsuL/h/2i/h+jXWIkUMXtP5/FXaNG0sv4UFCbUJUITTFhItf+3IlJi+2MDBBBu30+KyJiGFl+/FSpk8WhukM43U6yHQ5qNBosASono8ZIcWOxLxoflK7V5DGt90tnNNucLNknz4vLG62kxwb39+vza3l3hZx2NLlf6IqEpxR7Zqteaj2LbudJepIlmpS/3Q+Hf/AZ8ud5zNwZdhtkDYSSzRDCxxXAmNSVe2pLeC1BVkRkulCyCgZeIz92fQ+zruOcZgvnNEvw8SQwJZA4+AIAnlz7JCuLV/Lm2Dd95232K37kcrvQiOEVPycDq1mdHtoSZWThWD9yU4KLjsr3zfTe04mIkPubnkk96ZkUelytMgQTLTqdndhunnmE57+OBuV+rNWqx/Rj+ipqdIpRt8viQDRpVcGAUnMpSY44Uh2JHKg7wJgcpRptlaWKyXMmq84pas3kdP6ZOs1qxmdN5YpOcuXvzqnRrH15IQdLYUdFBvoPi6mITeSAIYYLog9RYzvx5abb7UZvVbwi42r6+p5XPCN7SDWvWUPWhY9SdqgegKkPD+DbF7YQ05BPYs1uLtgocueHczj4srrwFsDGLvLnjzfGM2fynKD99w+6n1v63sKor4MDlWaHEqw2aAykRqaSGikT4ZM7Tgbg6h5X8/Gej+X3umIjBw7sRptgpFui4hkmuSUkuwskfH+T9Mh0ipqKZGIyhHtLqbmU3p/0RkIiXT/Btz3CZeRI/RE6xncEIMZTpMzrLQbw4oYX0UnK32Ba1hV83zKPd854h3nffAFAt6Ru7Jy203d/PDr0URKMCby7Q+3xF6mLZHjOCPbemkBDhYmz2p2kDYeHDKelDvQhxt6L/g1dzg7efjLwkmSW0IRl+9j23NbvNh759ZGQ+40aIyMy5UyLvRH5nF8n/y70Hc/CWb4LQdRiFexUaZXAt3/f782AEQWRM3LO8G3vntjd93xr5VYGfC4TUJd3vZyUiJSg/uCzvZ+FJV0BmgOUZPuaD/PW/Le4vNvlPL3uaXok9eD9M9/nmXV/o8HW4DvXzF0zOVB3QEW6TWyvDmb1SOrh8y37q+IPJcn0ej0DBgxg6dKlTJ48GcBnwn/bbbeFPe7ll1/mueeeY9GiRQwcOLDV9zAYDBjC+BW04X8P24vrg7b1EI4GbUuKaga/eYceJxpvPmWIYP/8928hyi6CEaaXzeHfmReBBEXZ6aQ6jpBPuookEwJIMrNGJsk62nIAOdXRoLOBS02M+aPKWM4X+S/xZCpIyJPYelOwyersrSV0bHeU9ASJXxrkwaGTxcDAM9VRqrp9K3H+dB8MvYVknNgkHZ3SE1lkcYIG3PY/IUn2rZLKGm4wczrVs4Wbl1iA4I5b8CxeEuwS1SG6hKd2WYkJY9YfSJCp9wmkpkyiolIm80pKPqVzpydUE00jZjqg9j7Y0dTCwHVKpcoSa+iIfDryZFoUf38/JvmRZDk5MygqmhnUJitrGiUln9LQsC1oXyDcnnRLTVuaZRva0IaTRPskbyBDYNa2WnoNC9FICCZKTDFh0mkCx36P/6QGNw5R7l9F8eSUT8eD16g8zemiWBesljBoDeysln1r+ib3pUuCX5VAmxmaPB5pfn42/hn5NkfoFED/gj+SJP3HVY7e+kcO28mpr/zVW39b9zeidLLfUazL8zmH3ARx2dBpPAQScP8aBfWF0H8a1yx62EeSXV4fIm2p1xTY8jEcXU3B0q9ZU9WXCekHSaxWqmQuK17Gnuo99EjqoSLIAIqaimgfe4KqlOOgukxd3dDkMiFIApIgf4kaSZlfaLUhll3N1WBQClaczjpGlDRyIKCZ1lNxz5U0jNRqeRbbw6Sc2yyqP+M19bW8lzyXc+tGA3D71zeyUdjBwOxBvsVxbUstbxY8SIIrli+TdjKPMs7tk4HdZWfsd2N957o6+lKkIxY+T/6JOo2cjrio5FteOUPxb+12Xj8OvidftV0bTZdjGhbkJJHTK5mazRsBiIqKol27diQnJ7NixYqgr0LjNFGPREX0UQaWjEfjMiG69ZTeex+JN96gapvw1i1MGnQakXnZVE++j8lnjadhxY8IgHXnTtwWS9D5AXa2l39LWiH8EjhSF8n43PHMy59Hh9gOHGlQfLLcdhf1c49g6pGIqVswoX/3gLu5tue1RFoMVD62mSTA2D0S/Ka7tV/vp2WnrLyLPac9urRIXst5lil7lEZD0oZwe//baXG2cP1iOc1Y8qxirILy28myp7KhfIOPJAMoby7naMNR3+t5+fOIcSuB5Us6TWVa3vVMWzCN9k1yf2vQG4P6mZv73kznhM5UWap4bsNzgGJ83z2xu4r0OSFsD/BFMwUUxrl1IySHrsB6UjB5SbJgJZkXneLDe8uJgkh2dDZGjZHdJvXcPmLEvQAYJb3vNw7K3wYUJVlg6m2/lH50iuvEoXp1NV+H28F1vdSegZIk+dLHnx3+LL2S5UD6ZT9d5lN4mvXq8e7Dw5+xM6OMnavlMWlT+SbWlq0NStc8UHfA974Ar53+GulRal/KNvzBJBnAPffcw/Tp0xk4cCCDBw/mjTfeoLm5mWuukatXTJs2jczMTF544QUAXnrpJZ544gm+/PJLcnNzKS+XJxhRUVFERf11Kyz8WbDmcLC3xzz9o0Hb+jWpPet26/NI1sgLdv9OyYu6Y8XobQIYIdHZwI/bb+c7Q2e6nXGYr6z3crn4CG4UWW9gumWzKN9bBr9ZeKI7gnIsXNX9KnJjcjE7zHyx9wsi9ZEUNBSAANniETJJpEAIrlzkRQzNvLq4lIgc2WNKK0nkWSI4b3iuqp3+m0uIpwWW3gVAgZjFutUrsXk9W/6MJJk/wphD2p0nVonI7LkvEtwCfepd7ImTB6fNi4ILHiTf1JvDhRG4XKEnUYGIiurqI8kA6us3UlL6BZ06PYLRkIbbbUcbIvQXjhjzYqS0PBTn+5uRlnYBZWXfkpwygbz2d5CSPIHNW9SV2SIiZK8Bs3kvTqcZrVa+9yXJFUQWujzplqLmxNJY29CGNrTBi3aJikrAHab6nCCGIMkig1Nwpk+fzld7S4K2A4i4fIuSvA6bQ7b5rfCm6MW5Q5NZRo3RR8DEG/0WfCtfhuXPKQppPyWZ06Wc6/RXVpCXHMltYzpyYX/FK2fBbqUAQYvDRYReGR8/X19IYU0zD07oitajSJckCbcEmjDFgE4W3pCi09q6r04gvjuortbnVd74rj7W8xn1EUCAiuT65VC2FVJ7wqKH+b7kGOtNRi7zGPlvmT+H6KQkOg9RF8aZXSyrL34q60rfpG18naz8HdYdW0e3xG4UN6nTDZ/b8ByXdb2M/in91X+334DamjowxuDAjk7UI7pFIh2RmHXyZ9e7FVVUEEnWWAZv9oHYLC5ETyGZjGIDFbY8FUkmumxoO42E02ZQOTeZoVEO6v2KD1kFO7YAgvj0FjN/14jsijhEL0snHjkor7uudT6JzUOypDoSSXDJwV3rfonbt2xhe/l+euY1qM51yUZZVWXWWJiVuCTk95DVJxP8rtrkETA0JHbnsss6UFBQwJAhQ4iPl7/v2NhYfv75ZyLKu9GQKC/qTc2ZJLRkkFc92HeevtvfpLH+II0/Kwb3APajR7EfPYp3Ftc450fVfOrwqNEhr7POs5Q8HvF894C76Zfaj/M7nE9NSw1Prn2Sy7tdTvPGciybK7BsriDrxWD1qiiIxBvjqVugECHWvTVITjfWg3VYtlXSsktZCzX8XABAJPBsj/t5zC1nLhQ3FdMnuQ8ADw9+mBc2vuA7RudHvObaMnhx44sMThtMp/hOPL3uab47+F0QQWNyK/O4um8PEHt7D7ZXbaeTJKf4aTSh5+BeJVSpuZSdVTu5vd/trX5vrWLd28rzc/8hp1tOegO2fgqTXjs1BBlApNeTLLwKq2tCV+7sfyeLjy7G7DCr+ogYD2ndPrY9+1z7+GHiFsZt7U30MSVQcshYpDpfdUs1aZFyMMTrfxjqHjsn7xxf6qwXPx7+kdv73a7qi6pbqn0K5bPbn+1L9Y3WR/tIMqtG/Zu3aoLXIbcuvTXsd+CFKPxPu2/91/CHk2SXXHIJVVVVPPHEE5SXl9O3b18WLlzoM/MvKipC9JOvv/fee9jtdqZMUS/snnzySZ566qk/+nLb8AfDP/XQCzEE6RXUJl4LDs+P3xm8YI8zJtBSqwzqnVqKaDH1J8cqTzQnihs4JinFHwLTLZ3Ig3mMpJw7Dj1gYVzOOPqnyj4X07tPRxREen8qpwBflpFGqU6LQHhz2yShkRZbLqNSB+Mu284ZdcfY6RzLlIB0y0jU6XiNxgy0Wi2SJ2HU7Ty1EfL/PYS+D2whKkICROk1mP387cprW4A4Mrsmct7mBiKO2DitKrR0rMz9mY8gS0+fErKN6r2i1AP31m2XA+B2W+nT+33cbhuRqD3jHslLZ0S8QuwXtdjZ3NBIz5JLuEv4JwAmz/QuJzt81amTgU4Xy5AhykQyNrafan9u7m0IflaUBw4+SbeuL1JUNJP8gjfp3v3vpKWeiyRJHD7yIhaLPHn7remfbWhDG/66kNMtZdhcaqXskfzRdMhbiRRKSWYK7m+ysrKQ9ob253IKEm6P0jw9Pbia2e+BlwCLdLu5ua6B9+LVanGDxuAzxo7U+VkALJdVF3iN7/2UZIF+pPlVzdzz7Q7iInQMy0vCpNcwf+cx3/4mq9NHkq04UMljP8p+RblJkVwxpB0Wu5MzX1tFTkIEX90wlFMBnV4eu9489A1WUxy39Quf/QHy91RmLqPJHroKtzd9k9aIichE2XfIKhOTXRwOujgcSNnDOLpjKys+/QCAe7/xBKwC0iVbnDrGNpvBjyRbW7aWRUcXsb9WHXjdcGwDG45t4Ny8c3l+5POtfrbjweqxhLBqmomOjcFaa2V86figdikpKar1DgAVe2VFXW0+vYHeyNfp9qvcmFO0mOyS5QgZh+C6Obg+kZVccVrlu3QITqJdatIxOXckSfoSSnWV9EJRzXx45G8hP4co2jBmfs235Tv51q9I7Lx+38I+mdTpYemoIsnyG/JVJt+X3ZLDV+/K5EGExwf4513HmHbDMLp06YK5zobD5kJn0NCvXz+oTmTtrMPorQk49E0YrMkUxyp/q7E1NuLrPel5v6NAR8w55/hINpfmxIjk5IhkLu58MQBpkWm8WHcv1o9raWhWLGOa1pQSPTw4HdpW1EjzBnWl3dLHwnsbejFgT3tvPTBGZikE3OXdLufiLhfT/zN5LaL1S53sbunA4rh1XDj3Qm7ofYOPqHYFpDNPTBoPHkGcq8FO40qZFNJ4ymlotK2nH9878N7jXn9ISBK4XZC/HCo8XmvjX4AB0+Xn3hTqUwmvcX/xBihaDzmh+8UZvWYwo9cM7lp+l4okOy1d9sX09umdsruSbehG/WxlfHkyW52G6u/f5yXJQpFPV3a7kr01e32Vf9Mi0yhvLmfh0YU+lZ7FYfEpOWP0MT6CDCArKstXEMUuqtc4Ldow6TLHgf0k0+r/KviPUIe33XYbhYWF2Gw2NmzYwJAhQ3z7VqxYwccff+x7ffToUSRJCnq0EWR/Djj8IqiPT+/H6NxAQXlo6CSHT/0lScEduUajweJQ387WBIUUE5BwA27PLe9PzK2MG0B9govy7v8mRlIm8lEhOGRRELE7lMhEqU5u40apTnJt92coRakUlUAjLqeOt9d9z3tFh5nS1MxSV382F9bx4Pc7abDIJFCtpFZKugwJ6PV63zU77QHVX/5sCKMkszlCd/ozp6tTsZ0d5chPoklPTNcEbjpsp3dDMCmrnySSf/R13+u42GDPikBERXUNub26Wk7FdbttpHNMtW9YXBT9YyJ9j8mp8dwcuZZkqpRrwY4oGsjNPX6k57ciIkIpA90h727PL0FGefmPLF/RlSP5ryBJDsrLfwBklVlR0Uzf5xPFNiVZG9rQhpNDToKyaK9uSQC3MkZbXZ5Jv+iiqkkdZNLr9QRCFMWQVgsAG0z6kArzdom/v1812+XgR5Tbzc31DXS2qRcTBq3BpzbzkWTNIdQLfkoy/3nQHWco5MW1H2/m0R93YQmoAP7w7F2+50v3Kabtj/4gLzh3lzZSWt/CuvwaKhpDzxMOV5p5/ZeDHKkyU1wbQkE9+kHl+d170Pp51fxr57+Cmu+r2cf7O9/3PYZ+OZQL514Y8r0BtBJBpvthYYiWK9kBLS4tH60zMOv5J3y77dYW7C0WdpomUG9XxiZRo8EkSVxpV+YS2yq2qQiyixubiPPzOZ2XP+/ErqkV2D35sy0aC+0GtUOjCZ6j6vV6n+2MP9wN5UHbAFxu+RwRlgo65s/BYG+EnueHbAsQ7Y6go7NQtU0Xl01yRApl+qqg9i6/h+8cWjO6mJ1oJQ0aSWREYz/ONV+D9ktF9aSxtOfvo17xvf587+eq8yb07siw7jJRqvGkM67Pr6XR6mDP6lI+eXgNi2YqpvRrZ8mkQ0x9DxIrh1DSdyvzu7/H/O7vUTpqLXn5P50Stb1poNp8/OY+N5/U8W6LE8u2StzN6t9mw7x8pBDBf+uBk1Ng+mP51OU8NPgh7ux/p2q7v39UnE4h6/3J0fd3vq865vKul/ued2xSV3V0rq5mwb53mV4lF1nQ6/4g66I5t8GrnRXDfoDu4e/lU4IUxf+ND4MJ60AEqkm9BVi81XrvX3k/2gwlCNIUZaUuwAPQP9W8NZLMqDXy2umvsXzqcpZevJRxOfJa9ZhZWUN8uf9L3/PRWWpFpL9voE1Uj0cnSpKd10FdWKNHYhjvMbtF9o77gytI/6+iTV/Xhv8oVh2UB+sbR+WRJhXzSXnoiFYgDG4Hoq98d/AERKfVYberO3inwb+Ag8S7te2o0ct56qKHKHgq7xYu6fMaCVH5NGStJsaoqIGGp2RwSUZHMoUqqqp+oarqF3btvo1ffx3CaZGB6ialo/o5eRSjh3zMfkl+/0ShETciDZp4JI2eH1zDKReSmfqvdXyzuZjnf94HQJ2kTjGRTAlUVVX5Jghu55+c6e93JZIkUV1drTLrt7SEVul1z4zl5YtkRZ82WocrWx7A9EIB5TmfEjM5m+gxyj0QMy6HrBdH4u6oXsBotMHl0gNhMITP1a+omO+rsKrxKwVuCpH24m3XQ5JTC8byC927v4pOFxvU9lShV8+30OkS6NRRNihNS50Utq3g+W1ZrWrCT68Pn07chja0oQ2hoBEFPxJIAL8AV4tXWSY4qWxSEzuCINC+veIX1b59e48CJ/RyWUTypVv6I8bUL0Trk4OiJJMQgES3Wp1h1Bh9/i7tNVFQth3e6h98omglcOb0kCpRBi0jOqr71tlbS9lZok51W7a/0peieaBCrdQqrW9RfX9FIQiwJquDca+t5M2lhzjj1ZWMfHk5C3ap+3g6+lVVi81CF+DXNOvgLNXr+1bex1vb3vI9jgdtRt8TV4sIAkyfByndKWqOo65J/Z3vX7OKt66eyi/fz2dpuRIEEgxyoPHB0ny+Pe0lAJySetE4pcnM0qJSvrYqQclAv7LWsH/NSiryFTWJy+nEapO/f5toJzsnm4ceeogHHnhA9bg/dy8Z73eD6sO+BWfV9z+y8r5fKD+cDP6L6axBODypcaLbgSHOQbszqhFG3dfqtXVx7aNarxRK06R1pdHeSKNGrXIfQSOj/R7/9AR541yRXFN5PnP2v8lP+9/m0dLruaVYHUTUuE0My1BUOd8d/M5X9d0LY7T823Z5fu9jGpr54fllrPhC/p0U7pLnYA6b8ncVEGg01LBM96Nv25uxM3CUlcnX1keZH3d6fCTtJp2cYiZ+yhQSZlzH89NkleqE9hOC2khuCUdFM5I7mBBw1Sq/sdS71b/vuh+C1atNS2U1naHDyc/tEnUJXNHtCqL1wWnnL496mREJp3HeMaWowIDm8L5g/mSLvSi0ytOLSP3x58K/Cds/D057jEwO3fZUwWvcf4IQAsYWb7XOUrOiXj6sVe5zIVruH7vEd/H9nU6UJPMiyZRESkQKWdEyebmjaodv35JCWa2pETTM6D1DdZy/D5xLcCNJythn1Sm/qUeGPMJXE79SVRwGSI9MVxUTeGb4M+TE5CgNyrbLfo+HfoGX2sFLuWr/6L8Q/vB0yza0wQub08WeMpl5t9hdZJVvOOFjx9euZV2MTIgIUvBEOTETulTdDPzq26bRmvHOm71HrIuXVYw6j3+Uw6NeikWO+hhyV/mOj9GvZxiwe/ctQe83NcHB2matcmZJTZqZjRG0aCLBLadbApRct4PmSD13v7hM7ZtQJU9gGlAryeptAnV1dUR40khcjj85SWaIZtfOncyePZuEhATuuOMOAOoaQxsHxxh1TB2UzYhOSQzYtNe3vaL6OWI4hKFDCu2G3kjs+Fwkl4Tgkdg3Nx9UnUenjeF4EASBLp2f5sDBJ4L27d5zh++5y29hERcgXXc6mzh4SC4Tfh8v0CxFEE89Ws0f67UYFdWFkSM2+rwRdLp4+vf70pcyqrpGVzMHDv6NkpJP1eeIDG9w2oY2tKEN4dAvJ055IWkAeay0eEgySXRRbQ4e26ZNm4bL5aK+vp7Y2NhW/YM0uHGH2u/+/RoUL4ES5fEk0wasnw0aPSVNslda5rIXoUVd+diLvU0m7OZ6+mbH+QgvrUbApAsO+l36/vqgbUdrLCzZV8HGArURdUWjlZI6xaphY0Etg3LVC8TCmmDi7Lmf93F2L7/gT+YA6DIREmRyUhug7H5q3VN0TexKj8QeLClcQlGTTAKc0/4cTFoT2yq3kd8gp6FFud2YA9IKte3HcFIQBLhuMc4F38FX6sqbv7yvkHJHm5XP2tTUwqrGvoyK2U6iIzi41s8h0c3uQAC6H9sL7eWF4dAvhzLrvFl0ju8cdIw/CrZtZv4/ZL8ob8rnt08/guTxcrJqbSQaE9HpdOj8izwc2wEHPYq1tz2KphtWsPKL/VR0nU5zRSaTkpfDjavkQg/752PZsQgAvbOJvAkeJVisf+A3GD1tNg6k15BU6CFk43OYIE7gUNl2X5sFhkIu79uHwX73SNX2CjjQzFBzbyLdrVsrDEBLlM3Im1WPYGzU8ljOW0z6YRLfTvrWV73RGGMCXDRqkhnbUMUAKRlzpfo8deXNbP9F8XT6eOCjWLVm35Q6LzaPihmK2iut6wFSOwkIGgnh0Ddoo8AYn4S1Llh16o/4yy8ncsRwBL0e4+3Xs/3rTwDIjgr+LpuWFdG4pIjoMdlEj85C0GsQPMFOR5X8GzLkxaJLjSTlzv5UvrkVAMuOSnRpkUQNTUfQiUh+xTiix+YQOdiO45iFyGHpCKKAZUcVDT8pKZux57SnYXEheBRprkY72oTQ6v2z259N328TcflZvBgkPQa3DpvoYOZZM1lXto6VJSs5XK8m77Jt8n3xWdJPXFUdHCx11Ye3jfnN2Ds3eJugAW3rf7dTgnP/AfPuOH478BUY8UInyL/fl0a9xF3L7wKg1llHnOcGtTpl0rRnUk/MDjNN9qaTJsm88Fa03Fq5lZc2vsSDgx+k0iL/YL6c+KUqnRmgU1zAfFySfL8bi9bJHf3uYEDqAJ9NkH8aaP+U/nxy9iesKlHWuqrqpJIE74fw8ts3F+qOQnzucT/PnwltSrI2/MdQVq9EYqqabOg1wZWiAtHU7nTfc4dXahwi3bIpbSMFE9TS5C6iYuDrTdVs1siyZIOHJLN5OsI46sNeQ4S1CxHWLugcajb+Oltfn41WvCGW+JoFqv27U+VKMz1i5YGntL4Fl8eLxH+e7Y0qmzVqsqa+qtzT1pMiKp1c5Oz/BZI8Xl/nyiaW8+bNwyGJFNWYOXJENk9oaJRJRDGEUgAgLcaA5EdIRXh8viyWo75tgp8HRYtVMX/WaCKIi2u9gq4XWVlXHLdNvKREy6Qa9cS+qlqpkqrHTrznntOegJLt9yJwgRkfP4Qzxh4Jaud01FNft8FzjPL7NBoz/tgLbEMb2vCnRMdkv8WHn3l/s9OrJHNhWlVK/dwjvkfzxnIEQUCr1ZKUlOQjHBxhjKUF3CHTLUPUUjkhbC7fTFGjvID3Gs9HSN5Kher3Ecr3UGeTg2xxASozf5zz7mYmv7OGRqvD50mmFUVM+hObho97bSUvLlDSBhMi5UXmw7N28fGao77tc7eX4QpQwljs4a/LB1GEy76E8bKXmiaE/cGlP13K4C8Gc/eKu33bHh36KE+d9hQfjv/Qt80qCDxdpVaOaP082U4YhmjqrCcXy99UGs3+hmQi9qnTKH8670c+LS2V15KRKUGaxIvmXnTcc29fPN/3fO13X2BpbKDswF4fSWbR28iODkFk7f85eNv7p1ORKpvTF6aOQxr9EGh0EJeNq2Q7qxyyObre5VGBCSLoIpBcoedB2yMOEOtyExER59smtB/Bbf1uIzdJWWSv1zSQHR/B5H6ZvseMaX1piXO3SpCdiRKsPPb8RjpXZ5FjT+PBUlkdOPWnqfT/rD9PrHkCQ6wypxkghVYMfffCZvaukdWMJrGJOxfXMnGTm1t+cqF1SioPJpA5U1ErqSztxEDG2oOcTz8h+a676LJjO2lPPE70WNnbyZsWbdKafEohf3hTJJuWF1P21Dpqv9zn2+eskolobbL8HenTI0m910N4OiUa5udTN+cwbrsLR7miTDTkxRLRJ4XYCbloYw1oovVEj8hUKcyiTssg69nhaBJlYqxhYQGO8maq/r0Le3Gw+stVF0xmTdCOYXTWaAakDuCuAXdx/6D7VfsvyJ1MulP+W+T2VOxDfh3uV2XxVGbUNZTAU3Hw7VXB++7eHbztj0AHT3VWzfHTSAPTLb1BgjNyzvClQ96/8n6axhoQdCKLPQVi2se297X1kmSSJPkqXZ4ISZYVpaTBfr7vc5xuJzVWuf8MVIEBxBnjVK/dfmvDB4Y/wvW9r/cRZHaX3RfoWXrxUl8/3S+lH3GGOIakDSFC5+dl6FB7Y/sw6Q2lYuhfCG0kWRv+YyipU9jswoYWfqk7vsS9qa8s8WzURKLxmFC6W3Eo+MFT5QggSSgL2q/3KL68SjK7KA/EsWFIMmNdR7JXPUz2qodJ3nuxat9YVw5vFzzMlVUTmdzufIzW7ar91Tq5083wVDgqrWvBFSKve0dxPT2fXESDUz1oF4pyRNfrSaaRAlM8fwfKtiul6f+b8EZePGSZw+Fgnr0H39v68M9Pv8HpdPqRZBL9tSUkaqysvnuY7xQWq3olFIF8X4lhzOadTmWyN2L4ekTxxH0Y+vb5uNX9j/EE50qzeV66h4MHH6Ow8H3fo7T0i5DHaDR/PEkWDv36fU7HDg8waKDsReZwNuB0yd/fgP5fk5NzPbGxA0hJOee/do1taEMb/v8iPdZPEeFHkpm9nmSCRPqResxry3yPutmHcFQrk3W3W8Ltluhaqa4m5kWCMzZkuqW/B9qJIr8hn2sWXcPEHybiltwqdRRA4NJ6b90B6m31AMSHITCsAxU1eoPFgd3TTqcRSIkJ7/fYJTU43cqLoXnyguVARRPlfj5kByqaeGruHlXbQI8zgMqm1lUjlWEKKrU41YuoSE+QJ8GoLKCcgoAhYK6j1Zy8csRpt7Phh29P+riNNVmYds0i0VMZ+8fzf6QdWpDc8oL53gNw3yF+LVRXvAz8bIE4umOr7/m6779i5y9yYNRLkumMOqL0IZThh38J2nSwZojqdf73CllRmnGT77koOWD4XSw+bQaPrXuK5iZ16iTAl0k/81LGv4mUJDrEK2nKaHRoRS2jeo/1baqStEzspbaPEDQipm7hK3w6kGgBbCEI3R4tHZV2bgc/HP4BbeLxC/34p1rq6yoZsFNk+lI3p++SeP8tF5PmKmmj0Vl+fxdRCx6/qMg05R7OO7sSbZRI1NixRAwaRNJNNyJ6qmv+UvgLty69VTZml2CYtS+uJrV6VXJLuG1qMrllt0xUOOttNC2X7xVdikIoaJPUn9OyuYKyJ9ZS+c52QE61DKeATZrRC1OfZKJGZyFo5e/Vqx5r2VlNxRtbsR2qp/qTPSGP9yKifwoA96fdwdtnvO0jbAYa+3JVu8u5otsVbL1yKw+abkWQBASDhkvHX03MhFwSrujKpedeS9K1PTHkxRI7Ka+1tzo5/HQ3IVm3K76HmP9Q0NXg6T9dNnC23t95CzR4YdIqf9uBaXIg3eK0MPXYdWQ+M5x1gtwX5MXmofVkkDjc8hrN7Zf+GFhhNBQSTYn8c9w/fa+/mXMVbsmNiKDqV8PB5Vb6/4mdz1Xt845NGkFDkikJjafYSbQ+msVTFvP+WWoPOxwh/CqH3ymnyhuPn3XzZ0NbumUb/mMorlUGul2Ck44txw/z6nRyRyUg+ZRESS4L4ei1EmsKayP7cFrzDi5wfOPbLng6a62Hcdd7Uj7sngHFSOjJkS2miIRLPWqnAnVEp6rLN2RYE7miYiKO+S5O0w/lAr8iN80ekiZeJ79naX0LrjBl5M02J6JO2bdH6IwNecBUSLJTpCQr3QIfjIWoNLjvxAonnHIcXgI/3QP1nhx/T8dtlvQ0eiqMVrqjKCkpoaHJDOjR6zTMfuZGJElSTTyaWgJJsuBO3morp7j4I7Iyr8TplP+OvXq+e9IqrsREpdpQt64vsm//Q6r9aZRzKQoZdvjIS8c9p/YE0j3/KCTEDyMhfhh2u2zMa7MpxKlGE0Gnjg+FO7QNbWhDG44LrV8VZ0kSfSGuJpdCDlXm/UxUrhwxtxc3oa9Jw1ndA12SCbdb4vx31iAIMKR+P1GWZkrjk6mMjsdslBesD5Y8yaqYzRQF9P2G7JPrWx0uB+f/qBhK/23d33x+S0q6pXrhd1CvBU+kPs7tgk7j4fx34LPJvkpu5YMfhl/lioQ2p4uDHl+xhEg9MUYdsSYdDS3BQbBIQ+gFVu+sWF66qDeT+2b6VGNxEXou+0BO0/xsfSHPTFYChj9uC64Kane6cbslxBDemQAuQfCtcbdcuYUBnw8IapNgTPAtugLJgEA6RXcCao5AVBQoaucJt9yN1Wz2VbiMS0tHcrtpqKwIOq7ZqUcDfHasHFfuSHILN8vpQiCnC4kiRCYT65bYcLSYIbmy+uuNLW9w38D7QqqM3G4XbpeaRDl2WJ4/eUmyeNEFR5aBPgqqDkCfy0CjhTrPPOfcN2HH1zDibn55Tf0eS4q64HVXc0dlAHJarSSI7O53MV9/8yz9zd35zPYx56L22vs6cSEO0YkIxHZIpWptkU/xBNC9Ux9eSXmc9rZM9jankB4XTMzGt0ujbl1D0PaSbnFkDstgdZKJuL11qjRBHyRUdoGWmNDz3HDocuAr1esoKwxerRQbSBvod12DZsCYR6DmCEkfjCG+UzOiTlaYdbrUAbc8I1dSdNnh2HakrMHcs+IeAI7UH2GouTf3l1xFxetbSH98KIIgIDUc49ibR3FbgufYlu2VNC5VyHldlkJcC4KAqUciLXtCFOoAIgeFV08KgkDiZeqCUJEDUrEdqldtc5vlfkFySwiigPWQUhAg9Z4BtOyUv6empUWIEVqih2dS+/1BLJsrmJZ8Jmn3DsRltlM3WyZhdRmRCIJAzOmK4tHYOR5j5/Ak6UnDboGCVeptT9TJv7tTCKfLjUYUwqfi+xPWNjNow/dBUfooHhj0AC9vehlQVyr2pkN68f3B732prO1j2/v6C6+SzD9g05pNgA/2ZobbHCQY4qm11fFiozxuJDkdaEq3QPbgoEPO63Aec4/M9byvFT2yMlGnVfcrdVb5fok1xAap2vyJQOVagkl4fkOA48+CNpKsDf8x+CvJnJ1icNYen2HX6eXBXCO50XjY+US3OyxJ1je5P43i2qDt3mqWDk8KmU7wKMkEPZlSMZmUBB0DkH5kBhFnypEawTQIAuaaZX3epd3aNAzmbLKdEjMOW5nZUb5muyc9NForT6xK6iyECjRf0C+TH7aVovOrM2T3Syn1kmS6U6UkK9ki/28uh5ojkNih9fZ/BD4PSG0QNUiSxFK7kmsvIGG326lsMAMJROpCT8abWtQRQb2niILTUe/btnPnDTQ17aG6eikWSwEAWu1v8wLLzb2N+roNpKaei9GUxbZtV4Zsp9cnkZCgkGotLcU0NGwOamc0hi8K8J+CXp+ERhOJy6X8sn7r99OGNrShDf64YVQen647ilsSfWV3Gp3KQr2+wyxFy50LtBNIqhmGiQTqWxxUlTYiARqTix7HjtLj2FF2ZHVkXQd58SIicEbjED4yLle9rxCiymBr2BDgkzr7kJIyH+n2BtpCH2tAJNotQXIXiEqGEXfDrOsg73QabMrAb7a5KKuXg3K9s+SFzaybh/GvlfncP74LZQ1WJr+zRn4vjcjLU3rzwPc7fcdf2D+T16b2BeCsHupFeNe0aPaXNxEfIc89ftlbwb5jjZj9DdIFpVBZaX0L2X4VSP0h+S2o9Bo9y6cu58t9X/LBrg982z8a/1HIY0VJotlvnB7SYiUjMo2aUlnJk5jVurcWgNvl4usn5JSxiNg4eow+A5fTQUtTA+baGk67+ApiklN87f+PvbMOb9tc2/hPMjvMaZKmadqUmblru60ddOuYmZl3Bmd8xnjGzLyOed26dqWVmdsU0zAnZlvfH7ItyZbTdGu3na++rytXrFevZMmWpfe9n/u5n8dPUTyWnH4TAQk6+vywZZb8F0KnUcoHkVqIvWEn1kAAlyjy/ob3GVswljH5Y6KOp6mqKqqtdNliAKTgdZbZvBPeOU7p4KiBPifK/xHkin6DzyXgDwCzNPvyqSblrnVKWq3faOXWT2/ghV3/BuDbxXOijsMrKuSOpSST7KszMCQrE9skcxI/S8Op8FXg92ViMkSTFea86Od9ytRiCkYrkd/AUAvuzfX4HT68qjTAbw7/kqNnKORyg91D521fs63zVOyOChy+JkjuhuBpwOxpxh30A8utWEi3zR9j9GsLd3w6SiDZnMypXY/DtvV5jNYAdB4HpgQYdzOSJRkhV/YoNpiDF7PBDC2VzH+mJ9k+P129XiTgst6jwvstaynj+BbZ8D7g8FF261yyzdch0kTA81rU+QPUfagNJJs6aAOraad0x3ln9JwDwFwQWwmqB1v/LAw/7dAUCcAgUPnscry7W7APzsGxVCGFjelWRLtCijR+XUqg2YNjidzHV+3E3+rFuUapTpp+Uvd9OqY/hNrN4HOBaJKJ4Y7D9ytBtqWqmVS7mWOfnUdZg5NvrhpDn3ydAgkGI5jssjpq0UuQ2kkOyHeZCInZUd2H5SpklEVF6vfL7McVA67guRXPAXLwJIS8xLywf1i1UyYs1Uoysa2EvdqtsHsxfH4JALf2m8pNboUErTIa5fvJrbshYt5z/5j7uW7wdUz4eAJelZJsaeVSBucMZmfTTuaUzQmnLadZ2kmCrv0iuu0PBDj+vyCebhnHX4bttfIEfMqgdNJp4sia6Id9JDxuOQInSgGMwXRLPU+yELI6piDpVL9MDtJqofRKczDdcnxtHQ9xPYYYflcJdoW0MeUmUzz78ag+O0bdSU3JJ+wa8jDTahUPA0+QkCuu+IFR4hp+XFtJYwShM7V/HicMkvPR1cfgDqalpKSk0KFQlkBbUD04/T744DT4+W4Ampqa+Pbbb6mvb0/ZadUof+Z/2tF/P2PX4ug2wYDP56NeUgbsFYEk3n//fTaXy+eUn6p/o1ZPAM6RXgkHND1exeC4uVmWrIcIMgCjcd8GMCF0Kb6OwYM/xGCwkp42ki5dbtbt16f3M/Tu9Vj4b8jgj5g4YQvjxiopG3kdTv5Dx3AgMHjQh5rleEXLOOKIY3/gtiN7suquyQRURXca/Fo1S6X3ECq9hyD5EkGQaKnfSOuySjZsqGY6SXxKksZrq0/ZVrqX7+DQdYsQEAhp1AIBtXJt3wJLbVU5TAhOfAwxjHs6BgR5QB3y8upzAlz0K5z4Bk0u5Tgcbh+VwfTInGCqZdfsJB49qT/ZyVYGdEzlrfOHMagwlfuO7cPJQzpiNytjmgRz7Nj2v6bIypT8NFkhcNHbS3hixiZ+Xi9Pml88czClDxxJj1z52bcpolImwLKd9SzdUY8UManNtGVy9SCtCXZxqn56lk2SNDUTXq2oYsfGHbx5/WW8ecNllG/eu4J9w7zZ4deOxgYADEYTY049mymXX6chyAAmna+YvEsIvLttIB6/zlix+BDl9RWLwZaOSfWVxroGVv78vW67hIAUVG+ULD+a8upOysqf74angiqU3L5gkyeqjTuiCTeA5gUySevcrSi6/SYrL2z7d3j5qIaxUdtpYLRhzkvEkKhVfzQ1p+NvjV2YIDJ1MOXoYhJHadPiRIuBzPP6kHPFABLHKeSZ+e1qCvwKYVvprmbyp//h2OJV5PRx8nxeB5b5d/FUhhFUJuJdt34WRZA9OU3ko/EG6s6eQvYR3UnKaQCjDU55F07/kPWuKsZ/NJ6Pt3wGKcGKfD2Ohr4nscVk4pLcbI4r6ECLIOAF5jm0AfBWgzZrpNF3Hs7A6PCy3TKXWDB3SkY0a68p0Wygwx0jyLygD5aSVDLO6omlayoJIztEfaZ7gyAI5FwTUZHXL+HdLat71AQZoiCnaUbM4ptnac/X3+jGWx6s0Ds0N2ZBgP2Gjd/DS8HKm7ZUGHgGZHZtc5P2otHh5dJ3lnLoE79x+JO/URYMNhz9zNxwMZQoWIPk2eyH4cvLZULqi8t0u3ZNVY4zN0G5ngVB4NL+l3JR34uithEFkTqXPNf4ZafsO6whyWJ5km36Sa6CHCTIAEav/ia6n6cFqtZFtyPfkx8Y8wBVCco1ffXMq1lbu5bjvzqehxY9xL0L7gUg2dKGqrqpHF4YA28dAz/rFJ75K4os/EMRJ8ni+Eswb0sN362WH/zZhkbWzT+WqTWz97IVbCmVf+AG/GElGTokWAhlA/+LpJM+MFyUySt3kCSzCEFvMskU0xAeIGmUUhbXmGIh+5iRGDzR5Epd5+9wpK+npv/T4bbQewH82yin4J38krZq1TWTSrAFH7pGlZLMGyTJLr/8cpIy5Ju1NVTNJhCAH2+Fjd/B3CdZs2oFPzx2HkMXXc6MD56NeS5huFTVIjd+B68eBhWrtX38Pnj5EHjjSPn99ieW6ETsRANer3ZCs8Gfg0My0SLJ5Fhxtn4p7Va3THjme5s5nB/C7Q0NS9i8+QF+m6NvzL+/0hyLOl2i224wRA9GZDPqRFUf/Sj+34HExJ7h11ZrPqJ48D4Y44gjjv0Lk0HAF1AIHmdAFfRwpXHbr8dz26/HU1Uveyo1b99I/cebyPtkKwHRQ0DQPh8MksSETcvpWr0HEQEhSJJJKt8zf8QEfG9oy5Oqk0UOGkSmW4ZgDBke1wcDMYIA+YPAnq5JpTzvzcV8sEj2N8qJ4Uc2vlsWn10+mu5BMktNkllNsYftITP/mgi/pRB65CYhCAJ5qfLkvTrCl8zl9XP88/M54YX5aLz/Vee8twqQAANdbo5scVDi8XBeQxP1Hiufv66k1P32nr4CTY3asl1RbWvKGpm3pUanN/Q//EguePpVrAny87Xanciyeh3vIzVJZrLCpXP5V50SXPT49T+7qm1yelW34aMpHjYSX2IKkiDgtyWAICL6RVrsY/japR94lDJ6sv3bBXx/34+8/4j+pHfRO3IA0asien3ivhEtasXOmrJGJj0+i/73/ERzhHdrJARRIO14OShs65NB0pj8NlPFUo9UCFJ/g4dXNt3Jqzvu4ZyqY6h2VGNITKDg5mvJOvk4Wo1GfsnIxGMwYKxZiNHbSnJjKSa/gw1phYpV4YAunHzxEzw2/jFuHX4rOIJpjF0nhcmOq2ZeRb27nvt+vw9OeAVGXilXMRxxOVstymd1SW42Hp3j90eM992BfjT6zgfALKwlQfo6apsQkg8t1G03JJiwlqSRdUFfbL0zybqwL2nH/jFiSLQYybmqL3ZxJlYxOvMgBFNe+6xCqp5eTutCee5lLvxjgeF9wmcXK69bq2P3+wN48udN/LBWPpe6Vu3vtOvt3/P4Txu54M3FXPLOEo5/fp5837VnKJ06jpD/V+uT9AbRwMyTZvLd8d/pegsOzR2qWT6vt1y0YnS+TLI6gn5eu5qVe1dMkuzra6KaEiOeLS9UBMl0vcIfQaRZ06i2K8+5Jk8Tp35zKm6/9t6um1oZwsIXoXI1bIsxJz+I0y3jJFkcBwwur58Z6ypxevyc9ZqSxtCtdUX7dyLKNw2T5Kd/S+jGpgwYszaeQvHsx7HVKRLigA6HliI4EAjgEuVBaci4X1Dva8NpdJ7zCNZGxfhUNGnzuxMG5xAQY0enjSadfG4gQ4j2egAwG0QSLcbgWalJMhPp6elIRhObgoonK16ZvFrxLixSzBZrp1/HyeLPZAsNZFfOUnbuc8OqT2DRK9q/+c+o+rhg9yJ4cQzUKSorGnfBnuWwY17YV2W/YeUHUU0tXli2oy6q/bizLqZLP9ng9nefly0O7aSnsrKZtzbLFZJMRu0DORBwsnPXa3i9+uq6/amUKiiIruATy5BfUBl5WizRku+/C4IgkJYmF0To3++VvfSOI4444mg/BEGgWWVc5AmY+HTJVeBJpNl1FldPKuHqSSX4kINCXptMhhiQKB13PaXjr8cQo1yloCnmo0w0AoG2zZoj4dAzLQZuq6nDlimTQ/k+5Tl9Y63ybEkJBZPGXEckmlS+mW6fMknPSW5fGotNRZJ1SIk92emYbscgClQ0ufhgUXSRg1BqZZJVHnO0uLWfp9urHJtf/ZlOPz/88soBVwKEK76F0bSHd3tdzjHNLdxXU0uCJPFZWQXX1zewqUn7rN29fk04VVEPgYCfRV98oml74qeNTH12Lme8upBF27RjhaqqKn744QeMCYnYU1KVQ/KqPt+8gXD9elndokZKPse6/BzSKn/37ur1RKJy21Z2rpFTXkeeeBqO3E44O5bgzi7AkykTcSZPBgICXlMidJkUtY8lCzvx7ddOSstUVaOdNfQfrUziS91yGmIoXmgRgHYU9kkMBHi4Sv69fLBoZ1hxefQzc9la3aohaV86K9pbLoSEYbnkXDuItBP3ToQC5N6q9UrKd2Rxau0UvtvyHZ9s+gRvwEu3bC0xU5GcyKjf72TQiqc44Yh7uW781ZQeX0DPU/cgnHYIhxZPZnLRZCyCEcqWIgErzAYW7FmA0+ek0qGoqb7z1bFp2Dk4zDY+bFiD64gHw+tWWS04dQLmRW75+0o1vhi1zixuwSKuxSxsiFqXOL4AS3Fquz6XPwtT9fekm58gw3QPVvF3jMIe7B3le425KBn7oOwwSWnrpv18s68eSFJ/DyYh2jvO1jsjqm2/on47uFVB+HaY1u8Lvl4ZXYxNjWdmbuGXDVX8uLaSZTsbOPK/c7Qk2UlBcr5pDzRG+zQCZNmz9CvUAt3TlXmmzWgLK2tP6XYKAIsqFlHjrOGLLV+E+8U07tdRZwnAJQ75+WIUjQwRg9/t1pn6+0BOC41UR8bqFxMBneequuKlaR+J+v9HiHuSxXHA8OSMTbz0WylH9+ugiUrWC/vgdaRD4/oysyia9wCOjDWk7pqIIBlJqOmLM10m0Xzos95ZNFIlynL3ULplS9YaQjSFwZeA2ZlNxtZplA16EgBBp+S8JOpHGgEs7s4QvLeYVakeqbQS5W6KRE1lGf27yw87k6AMvqtIIysri6d2VPKq18YdoRW7FspyZhXGi0r6Xo5QCz/cCr2Pg6r18LU2PaJNfHYxXBiswqQun77lZ+jQr/37iYXmypiRpUvfXcbcxmjS6tdNNazcLROM2wU/V6zbwY9DuiNJErdv3s3rZbUQFISFii/07PEgGzbe2WaqTXHna/er51b3bnfTvdvd/DJT8XezWmNX8CnqdDn19QvIzz9jvx3D/kC/vi/i87dgtcQ2nI0jjjji+ENQPf68ASPf1ZVQEPiA247vFW6fO6cbbu8MvDb5WeE3N+E3y8Enq9FNqz/aVF0AJAKAhCAoRE9ycvueWz9t/4lnVzzLtsZtuuu7eL2QkAm5fTmhai3/TU8FYIhLIeEy/H7oehh06B+1vZ4pP0CKLfpc9GA1KhOtCT1iB1bSE8wc2bcDX6/cw62frY5abwiSBragv+drc7dx4VhFEeRRpSwF1IOvtZ/Bia+DIDChcAKfH/M5HSs3whdXKH1WvEt/IHz2PaeGxxFzq1UVF4P4/OF7uO6DLxFF7SQy4Pfz5OnHato+7nA8lTO3hJcXb69jWGel6ttLL72E3++nrq4Oa6JCGrj9wfFb18PgzOlRxxCGJOELqo7u2fgOJ45QLBS8bhfv3qKoPtLzO7J5s3wsvvRsJK98DRi9KjLrrM/gbq3yfVtdHpFD0xS7lzFn9afP+Dree2AFHlMSb1wwHRAQTTAlxQTs3bN0wQ4lxe7Wz1bjD0icOaKTbt+8NkhWAFNu+4sZGVMspB7XlYbPt2ja91Tt4t76e/H4PZzRUzvGmTFkKslNdexIysVpCiopQ2obVZoaS16HFe/xSVIi9zUvhxkXM7yDtiLov+b8C4BDCg5h1u5ZZNq0Y8iJhQVRx1zskttMYuRv3U+y8W0Assw34ZPykbDQ2vc9EscW7tPn0m5IklxgINJQvlY22RcEiUyzrEyUqowk37ANY5YqA2LLLxjePZ4OlmS83S4n0PMMzJZKzMVbsKx7jxrv/Zrdqv3L9jt2LoTvblSWTXYYcn7M7psqm/lg0U5uOLx7WCiwNwzqlMaMddpCHdcf1o2vVu5hS1W0QKGswQndVGPZ5DzoNAZ2zJWD9eNujNqmLagrTRYmFYYriRYmKwrDCR9PYEiOkr2iVwQEkIsbgFxcQGWWf6UpjyOnySIIq6MFXhoL1evlayVSGbnsHSwbPuPLNDeTGofzeXpsMs2qk9kSRsSckikPQUKW7KkJ0Faq5v9zxJVkcRwwvL1A9hP7ZlW5pj3F5tfrrovICu71KUa81nQsrXmk7TwcoYON3yo+YadbqYIUiJGOmS3IkZgewk46CkGDRYviPyH6LMH/ys1EFHVucGLs9EO7XyFGttqUaIRF8JKG4v9xvfFjtlvPoNfHo1g371ueO32QxpNsmTCAxMRE3i+vxaOOOLx5JG5b7EFyT7bB78/Da4cpBFlaZ+g1TfmLhd2L5P+SBDPuUNp3Loi9TXuxYwE83g1eHK27eleTvkLg5d9K2Rx8+El2I7tcMkG5y+mRCTIVQiSZ2ZyF3V7U5uF06qTvSfBn0a2bnM+f1+FkDIbYg9EuXW5gyJDp/zhzfKMxMU6QxRFHHAcEoorAKkhL5vThhVw5sUTTJylRnnCElGSSoETY1ASYGpLBTem4G+jRYw5iUH0+fNj3mM3tU068tOqlmAQZQFePV57MnPYhaYEAL5dXcl1dPb08Hs4S0kkQTFxZ3wD2dN3tY5Fk/QpS23V8tx3VkwSzgWMH5NE5s+3J+sUq0kuNcd2ywq8bHPLxlDe6mPrMXI59di7HPjePN+crn0GCEMHo/KT4YnVNLMDy+WWyqj30F4nex0W3RaCuKVq5V16mVYtM7zCNSmuOpu3RHzeyraqJ1atX09jYiD9YdXLPnj0016rSMbO6w9CL4PSP2z6QEZeRpapcuaxSCTzuXqdV0re4lTGjS/TgtMrXm8WlTCR9rQ64dB4UKf5hjUL0tWEOZiWkFirrHKZ0HKY0THqZjoUxJrpDLwTRxPkeedK/ZHu0Kj+EvgX6thV/FInDO5B9zSBNW5pP/iw21kWnteXlpPLIkDP4qLuitguEU6VV0fTfXwBgRoIyjlpYri2sEcKs3bMAqHHWMKFxGD0d0b+ByfnjsQRMZPvkz9p0yCmkFilqxiTDx4iCTHgKgoRJ3I1Z3Epa83X7RpB9fLZsVeJrh4r1g9PgP9lwX7YcjN70kxzc9kffLwTBh1GMCDJ/cTkABqEJ6+aHsP8yUfa5WvEeFnElCQYdj6tYmPWwnFHibGj/NiDPF3weeP1wqAgWGDnkVtlsfvL9MTaROPzJ33hj3nb63PUjL87eqttvT4OT2hblc3R65N/o5N7y/SA/1cblh3Ths8tH0T0nOpVUEMDfc5q8kBlUgRWPl//vjq1kpWYzTL9AzqaJ+B6LU+Rr6/Ciw8NtBUlaMnZJpZwm+9DA62Xf51ad6qeuYHbR5QtgnMrXOKWA4pRi+X0ySwABnPVQvkL+bkJ/fh98dSWWbXPYatvFCd1v4LXszwF46bCX+O2U3zQealZjjHvHjgVQp/r8B58LfU/SpqUH2j9n//+GuJIsjgOG7rlJrNjVoGmzmw0YpNg+ISt7JdF/nUIm+SPk0j6jiCAYMKRY8De6caQ7KXeWQlNySMBFIIa8NURC/WC5RWlUDcAzMibiqWpGVBkKC7GiADEQkDwk1TyHI+V45qYN5pS+j/HRanngki/UUC/Jg4erjV8AYMVD6vz7cZz8XdiT7JXAidjFAHa7nUyTkeoID5La9XOIrVHSQfcjYcoDynLVevjuJtgeo3BCJCnWEl1ifZ8x+6E2V/sj+PrjBuYza2MVQ4rkAc33jlakFBN1Xj8flddxzYboVBJrsLCB0ZSs6/XVvdu9JCR0QRBNiOKBufV1LDibjgVnH5B9xxFHHHH8b0N5nt96ZD8m9oxWydhseVAPrpRtOFO2IPoVlYWk45OYmbmdzb3eASDLqqQ/tqXkjUSkWfv1g6/niaVPhJcTAwGwJEFKAXQez8htsxkZVJHdbO3EdeZETL6tYNdP4Q8Z96cnmPnk0pH8uqGKo/vl6VYZ1MOE7tksu/MwzO3o37cghSdO7s9dX61lQMdUXjhzMIu21YafpQC3H9Uz7O2zukyxglipGq+NbipgN5s4riX42Sx4Vlb8JGTByg/BHdxu7A3yZ7NnOaz7Um6zpYeVEmWO2CqEbZVNZKYqk1tJkjj6qdmo60VXmRVyL0towSp4sQle3nr+CSIhCAKi6jPyJHeGo+6J6heFw+7hrMrlfO6XScK5ZXMZlCMTP64WZTx6ygNP8cQjyvt6RS/GoM+e2e/AL6QC8PsjXzDmntPh3G9kNZ05Ef9D0ePensMV8m9Yj2YWbVA+Cz2OzHxMPqYlDuwDsqh+Ual4yhGPwoTbmXmvPHbT+MmpMLbkwBTjMWVrA4Lp/mS2El2JHODcUUXM2az1lZNCZ6tWkmV0hbqt1IntT9nr6uzIzXvOBeC0kn/RYGzm6vLTsQUsGIZ1YMn2FXJHEYQJV2Pu3grPLAfAMmEqVNZA8x6tR+++BIndLcpv4JvrYdpzsfsG/LApqODxu6Mrvuth+nmQ01dZbqnQrg9lapSvRBAgzfQiieYfqU16leRJ+srCMGYF5wgr3oORV8CKD2SV2+Bz2t7uwzNg47faNmuKXEUyBn7dqC1c8dD3GxjQMZURxXJQI0SihQLkS/99KN+sKg9XBT55SEeuP6w7mYlmjAaRZIPIj9eN44kZm6hudnPfsb3pd89PODx+tqaNodsZ06Eg6CeWHiRQt84ErzM6lbC1Fp4NKsHWTJfJtct/D3v9vT75dWbvns3ULlPDm1gMFm4YfAOPL9UWdsuc9SjUlcnX0+kfKSv8Xvk7Bzn4og6upKgIN5MNuk2GTT/IxKsaCfJ90Rokll2ivL9sezYjO4xEEAT6Zymq5kiVZRjqVM4J/4bxNynLeQOhfCV0HBa93UGCOEkWR0zsrneQYjORZP1jEt2sJK2EOMliZNHth/LdR9GSUAnYnWelJtMCQcVVc4IhyoRfkCQEwUD2Ff3x7Gzmo/vOBaB8TRM5QZFSuVlfaaVbwTKoCjO0diXrrP4EHF6aK1LZEeRgROM+kmS4sTpWY3X8TmvO88xOH0pNai8yG9ZRINSwRoqOcAnuZmyuGsRgCqg1mHbZ2tpKvc2PZNB+BnlB1dwk96P8YrmJvSJyoJLdEw69B16dqG03J8oRijkRFTzLV+79PfYGS9uGoQFJO/h/8pQBmuXcX1eEX+sRZKAiyYzJ5OedSlOTfNzjxi7H7S4nMfEvKH0dRxxxxBGHLtx+JXhh0LEyALDYFXXtzuH/0RTKsYsQWXuwZ6/oYI/Rl75PKt0WrzZVJzKtywRKyklk4MxowxTy88zXKmpCCCnJrprYlS5ZiXTJ2ncFscXYfrLg+EEFHD9ImWxN7KFVYnVMt7Pg1omsL5f9g1rcfq7+YLmmT+luB28aI6owzn+aKIy+FqzJ4KhTCAJnHXidVDgT+XCHMlGb1fFIDtmlmFA3O7XE0cwNVRgleRzkFYz0vu5R/J9vAkBA4ihLtF+YGqIoMuWK6/noLjkNb/uKpWxfsZSiAbF9uEIoMSQyvMXFQpuVV1a/wtYvf6JwA2GPs5Jho/hsmdZAu9ZSSwenTPSmeXZQY5GJ2d27VWPNnlORJImA+DMAh5SU8ftqKz0ya0g76SReXvUyU4unMvDSKSy6dl54Mz3PfIcgkn1kEWaTgWbRQVLAjlfwyhN41UQ7EKO4hNW0fz2iwsdqEMm+YgDVr65Gcvs5o+NpLK7/Ny3hNDL5eAyJ67Ekp7D5/sMpuf0n5Xj1lGTVG1hnNrHJIhPjA7IGsKJ6BQCfTP2Ep5Y9xbwy5fMCyPUqRMDj22/gki73cUTDGAASqwpxdG6ALSDajAiCgCkvgYwzeyImmbF0SgaOkBWTkYWsPA4wt6PIknqsvOLdtkmyVv0CFBqMuxl+e0S7/30cj5ukbeRe3AkSs2J38qksZDbPgHVfwa5gkbGcPlAQ8fsJKaNMtmiCDKD7EW0e0/lvRhckeHPedvrkp5BgNnD/t+vDBBnA4P/8rOmbnmAOFzVR4/rDFC+9Xh2SWbKjnvUVzXQbcJjSqcfR8n+/Bzb9CL2naXeyI6K6ac1GaNgeJtcybBkcX3J81Huf1essKh2VvLteUdVaQqTlph9g9XToe6K8rK5WaU6ETqoMm+5Hanc85UEoWwatEffi4L4tEb/1+8fcHyan+zYritLIZxq7FsskoLqIQaT699zvwNUgp6kepIiTZHHoYne9gzEP/4rNZGD9fVP+0D4cHnmwc/uRPTluUD6pNhNGAU7Y+lJU39mj0vFHkEEtCcaoYusuiwFBMGJItmDroyXhrNUdcWXtYodZSXMsGf0tM+acT5FYiaBTul0IKsnspiQEUcCQaMZoVR6GngDsi2VhQFAeNhafA4cliVpzFplAvqDvx5UkNfLVx89wghBMKwze4Lr27kP5ziaIET3eKuWxMNCD4eIGFge6MVTcpH9QFaui2yI9EAASs+XSzQ1ymiz9T4eV78uv1Tf49uL7W+QCACe/A5HKrfwhUKY8KH1tVCxtL9bTGwCrpQOJeSVYrfkkJJRgMiVjMh28OfVxxBFHHP8EOPwKOWTUMdUGsNm1BJLfrCh5RLF9aR+i1P5qXAEpoJrMy4bMvTJ6YTVYcQWrYwoAluBxRVowiEZlApOkn6peE6wimfwHA44HAh1SbOEiAIGAxA0fr8DrV8ZIOUJD+3YUqgJnS9O2dz+C97Z/pexv9GRW7+lEUspABjfKhFxdoxOn28uCj9/BlpzCfZvSwyRZq8FOQ/B7TBJcXDPIwu61bR9KU1MTDT6JK17/kOfOPxWApd9/RXJ2DlIgQEaBfnVCAEQDJza3sNAmZxIUBr3bHY0N8jFkZrG6bBH55Ic3Oaz4MLZt2IY34AVVoK8Z7QTe73IjBTMcOp9xFN3NYEhL46IZF7GwfCF7WvZw96i7NdsMXfaYnLamwhHPLMCJmSP65JKa9RWXVJ7E4x3e4Vm0AU8JmXDKSrJoKpimttMD74/A3DEJW59MHEsr6bAjicfrbmRu0nqcPid5Pd6hWZCJgct+fptJhZP45qp7OPqZucHjle8FQijNcM4T0LCDUzor39d/J/6XeWXz6JLahR7pPXjx0Bc57svj2NKg+KF5BcW2I8+bjTmgnG/L9zs5bsgkHFQiBj8HQRCw9YlQ2Iy7WTagT+8C856S21wN7SPJQuPlELbOlKsYHv0kdI0odFE6q+19WVNhwm3QfYpccCtU8CqlIwwNekU1V0LVWph4J7x2aMxd4WpomyRrUpnYl/6qXffqRLhmFaR1klMr3z8ZNgcJzlMjinAVjYWT346Zdg7g82vFCueNLuKNedv5YW0FP9xVEWMrBWaDSGH63r+L3BT5d1zTEuEhbbJCtykycfXJOdCtQqsm80SGYZBJ0/RogYMaBtHAv4b9iyx7Fk8ulT2tA2o96KcXyN+jp0UphpZcIBv45/SBAWdCQgZ0GqXdcXox3LBRa67/ykS5GiWKkiwEq8EKgQB8egHpaz/jgQQ7tUc8wLDcCDVY5PVy0luQGVGR1Wxv33X//xhxT7I4dPF7qcxAO71/PBe51S1vW5SZQGaiBaNBhA365ZX9RjEqdCYJ8p8aW4vsmuqAGgTvvSkeH4cPepkRw96j2ZgYTuUTdUgyySAfo18ycvKLC5i3pQaTRRnsfbumHdEewGrsGjwEZUBi8svpBpuc8kCvQJD3ZUMbPU2hhct5RzbdB/wYMFgsnFkZrFgS81cqsGLMi6w+cQ4D7/wdtxRjAGTTeWDpVSupK1UIMpB9LkKY9WB0/7aw5RdY+AJs+AZmPyxHQtSIGDCoTYIfO0lrfCzFiIr+Z63WK6AfK0hJGRJWEKSnj/5HVY+MI4444jiY4VaRZKKeVAZITIitOhZEfe/KqH60nwxocDfgl5RxzouHylXvhuYO1XYMqaEjFXABr1IpLSk6fVSSJNYEUxp7dvhnBmtEUSA7SetZI6iV91ctkydykcgfEk5DipI+pWorxE1fL5Od89NHEAgGze79ajXH3PAcy7/5jPnvv0F1ZRVp3gYAfIKRnbWtJAkujrOsYffaaPWJHqZPn05DcwsjTzwdAIPRxBvXXcqbN1yOq7WFuR++w+qZP0VvOPhcprTqVzcFGDL1OPIb8jVtdoM97Ifmk5TPz2NKwl2vkLveFmXMZ0yyY0xPRxCEsMfWp5s/1exXCPgw+6PTM31BXcP3ayr4Jv03pva4itkp0Z9LfauHktu/DxNkmYkW+uancMn4LlF99ydC3l3JZSZ6OYsZs6U3V/xyRZggC+GXnb/QJz+F7Q8dxYq7JlCfbuKZ1BRKd7zIY/PvxfdLdIpsujWdqV2m0s3YhZq31uLaXE+CSX4/gyTSt7UEc8QYeOZUrQLJsUS2DhGsbQRlrclwyrtw2D1gDv7mvcGx+G+PwetT5L8PToOaLbKXWFPQRy8Qka3yznHQsFNOpfR7oWKNTDQBLAqKBUbFKK519JPybyp/sEJEg0xCjblO/jviITjna+g4FPQ8p1KCJGPI/yoWGnSyM3JVRU9+vR/eOBIe6qQQZAA/3qbdxu9pkyADWLm7Ifx6ZHEGJw6OLq4Qwpb7j+C+Y3tzWK8cjh+Yz7OnD+TLK0eTkbj3qsDpCfK8q8GhU2ht+CXK66cj1L8OHf+wj88GbwyboI3fw4y7ZI8wZEVZCL09Eb50u35XCDKAwqC6SxRl1eFh9+q/hyjKZFroT1Wh1xwxPzIbzFC+XC62AkxtdXAuKQhbfoHNP8t/m3Tuf+bE6LY44kqyOPQRS669L2gNlhdPsKgeSGpp517gMwoaY4bSnhPwmVYjePQvWyEgd+7SUs/M5h5ku5u4I6csTMAYhACRPJnBJN9Aq1r9LNpexxmvLmTrbYeRv+x6IMCmXtGD7e69PqCu+g2qq5UbzUdLx3Js/y0EJDd2vxWHwYU5IA+4dhvlPPt8oQYjPpZZLm3zvAMIeDuXsMcdjKrpTCbe9B3OW6d2Y/wAxfTYKOiYAxcMhcP/o2mSJImv19ZyTJtHgRzVCKF2i351lVh4VyVH1vMji9hPqNz8g2OsUQ9NX4xLcVjnDA5PCPBTcGB7ruFTBg9a1L7jiyOOOOKI4y+FS60kM+g/Syzm2CbZJrMD2LvxuBijwrUeqhyyCizdms5X074ixSLvv39Wf+aUqVI5QyRZpCp6lcprJiV6wtfk9NEaNJwuzjoAFfL2E3KSLXI1uCA0305GF7hsnjwGuCdVaT8tQkkS3jg6stdklAnC04YVYiw3E3D5MEh++jQrBMqUqhnkuWU1iUc088qcbXQWW3UDnIa0PJZVS3QzVGMTtOTp119/zfh+csXUrUt+D7fP/fBtVv4kp0waLRaqtm2l19gJZHXqDF0nQVoRBr/ExKVa1c3Y08/FnhKhlAP8fj+BIDHSYtQSpPPv/YDc7vJ+WuscQAeQAhht+tfmxrqNJHhqaDVnctJlnanZcDFEZNb5IiOmwS/J5fWHK5cCzN+qnehPv3QkRXsp+LA/kDA0h8ZvS8PLdd56FlfoG6TvaNpBp+ROXP/blSxO30r4d735E+bm52oIS3W1wOqXVuGvc+FaX0fuhGzWSgaOqTuEi6pOIBBhqVL/uE4WBSC52hn8N9vB0yyri/xe2YRdfS1uVKXf9j9dm0YXifuCirWELLBnyObwAAPOgIIh8M11cPwrUDhSJmrUJHPHYbD4FUjtJPtE6eGKRbBrEXymCm6HVEDe2OQvAPU6RUs6DleyUNT3uLa201NhReDl35Tr45ET++GPYaA3qDAVo0HkrJFFnDWyaK/7jUSaXf6d1bXqkGRq1WvzHlj4kkKchUiyEZfLhN/M4PzpnePgzCCZbTDB3Cfl739PME09IRNGXYVJNLHq7FX470lVCJb+p8kq4/zB8j304yCR5lQ8NPcJqudMpJLMYrDA7ggLgunn7X2fvthe4Qcz4kqyOPTx5zmyMEmmLu/r9O694svGLgk0JRrYXmjHWq/kmAeCg4DYSjJ5faJkY/zmFQzauYkpU6aEJa966ZaJyGkWroCyz4VVjdTW9Ka6pi/NEdW0Pl6yizFPVXP1DydTYFYeRo1e+WEkiV6uL5eN2w0++YGx2yL7gRxuWMqVxi+wCdqbdt3gazTLAUTqzW0neT7kO41RvaPLqkeibMprURHdXzdWcdd3+tVk1KhyitSeN19p8Dpjd95XFAzRLPoxkCM0c+pRE6O6eqRAVBtAUVYCbw0t4bE0J09Il2MzJSHoDM7jiCOOOOL4+7GyTq4ItqSyv2ZSr4Ze0ZUQivr8HHOdGu1Rkq2oWsE9C+4Jp2tl27NlgszjgOdGcMaOVXRL68ZpviCpESbJYuw7MVfXxiDkR2YzGQ6YJ9T+QKSHrN54CUGAJJU/TWIMpbY5Wg3oEuX9nzWiE9agz9SHZ/WmwKVUs8z2Ksr9pakyGWDUqWial5fHjRefhSG/L996euGStMRlU1MTCanRipY18xS/oe+efpQlX3/G2zdfhdctTxA3ph7NWT8Wkl+jjL+KBgym9/hJzF8wP2p/jY2KQsdjlt8vyyCfwzpnV2auSGHmihQW7pQJtA6WWsSg8u7LLV+S6LdxRP1oUnyJnPj1iZz+5JF0OjqVO9c2UVGk9QFamShpvhFP/bDg/+Gc98Zi5m6JnfVgt/w1151oNZI0SUmRlNqYSJQ1l3H292frkmhbzWaeS0sN7YQHO92Fa2MdAbcff50ymb9mznE8V30nJ7llDyyxnVNaS+d2Vvg0hUgmZ5BECJ7PkAui+658X65AuDe0VkP1BpD8cpZHWhH0OhZu2ioTtWZ71Jid3sfDaR/BZfNjB6rTOkG/k2DI+fLy2BsUddmWX9o+pkhl0fBL5b99RSwlVBBNLi8/rpXVfO9fOJyO6Xbda/PMEYV8ePHIfX9/FUJKsno9JVlm97DxPQDf3wx3p8A7x8veiiATaWmqOdbO+fBAB/nvvkxZXRciyADWK5VEBUHAmBC8N146D457EQ69G3pOhV4qeULzHyyKpkr9FAGTiigzb/hBPp9IJOZCh/7KXyQyuka3xRFXksWhj7Yebu2FyycPbtQDw41NTQwIvv4tuy/jqlbTmKS9DHfn29idLw9SsnYdBsjVZXzBwYWgiuQmpKXTWl/HsK17EALB0s4YSKntjUEyYTAYwh5fkcb9Z/Z5iLOQc8f9qn2e/uoiROQg3dGNLlyqlNObp8uRle21DspMZgjef5t9QW8Po5PRzfIZel3y++6xKKa51xo/0xxDy6SH8EekBAYQqWyDJCt2vUsAEZNp7z/fo55dgN+6QdPW7PJhj4y0J+ZGVcqZ+tJSKt0mttkMCJJflmz/2fz06zeAo0YxQQ7Cj0hhqkG3GpLHr0+SWXLkyOhhHWpZU1eJwdjjzx1bHHHEEUccBwxeIY8rZz6My2dhypjYquS8tIfYU39LjLUB9hbfFdtBkp31vRzNn75pOgAdk4IT098eger1JFav59MLZyoFbkLET6yK15ET2yAcXjlYaDf/cwkyAHNEYQBdkgyg2+Gw9E39dQlZ0FrNd95B/PzRCtTJib7gGKtLdgLzrVZohLqt2rGJUeW7s91eBEC+qE0Vu/XWW7FYZMIt0WqkRbLwoXsg51oVsqW1tZWE1NSow/O3Nuke9sLPP2HMqWfxzXfRpujH33I3giDw+++/R63buVNJUxMkgQRPDZPvmsAPj/6G26e9Rm1mP4ffNjm8/O95/+b28osY0zyQInc+L+R+jDklkRe3tbKmvIK65nd5nBupNTTzY6csPq/WHnu29wRcdX1prurMOmsTy3c26J7bUX07RKXSHkikHNaJlkQ30peVJPqjx4sWgwW3380lP1+is7WMk5qCqar5gzlt05X43tpFDWDI0e5P8EFhbRbGbDs+9qKWUiFxTDuNyEMk2eyH5NTiEA69C5a8Fns70aj1kFJj6n9lvzOArO6yRxa0naVhMMreZO3B5AehzwmyEmx7kBSe95RMeiVHp4MDinrqqMdlQs6WJh/PBT/re51l95ZTK2s3q87raZnk08F3q8tZWFpLeaNCcGYny+edFZE6ueG+KfslmJAWJMmiPMlAnsdcvQK+uhLWfq60b/1F/uxAJhh77jXfRkFksYdQCr9elc9ex8pFTobH/g20iT4nyCRdENaAhDeozLbMuEPbN6uH7BV31GPa9pUfwufB9x91NWTH5096iJNkBzFenVNKQZqNKX2ib5yxSkjvCzxBksxilAcLkiSxoK6RAcBHOVP4qNtoEnJ30JwY+zIUAiZ2d7BicYMjQSZW1EqygE9+EFm8PkJciigGMHtTEYM3DclmBBekmx0ILoVwWZbck/OQb2SSQUsahXp9uWIPX67Ygx5WVtnpF1Swt/rl7f2WJhryZ+GrOgxjskyONRljy9z9RYdga9VGEwKIlJu0g5pbvBfykOlV7vWeRQCRHsk6qZV6+8dAsyv6Ye2OnERcsRAe1paIrnXLVKHPnIzJXS+b8Md6yGpOQJ/UAuTtkztAs5aQ82EgM0k/DcHri97fZZvdmIbbKC19gu07ngfaViDEEUccccTx9yLZasIZDCjFUpIBJCZnQYxMFJPJjdcr78NibdbtIwjtT7cMYWD2QKhcJ6fRhKCuAG0NBnb0Jj0AMdJEHcFUS9s/nCT7eqV2nBPz2znsPgj4od/J0evO+4HNM9/kkQX5VC/eyHkIYbLNK8hjDovRgD0llcbKCuZ/8h4AqTkdaKgsj9qdgESRQbkQJk2aFCbIAGpVE+ANvix6GOXiSIFAgI2l25HaOg8Vdq5eAaeepW3LdjCnfw1XBjys3LyS1pbYqWRWrw8BAyk2Dymdsjjl2RPafL9AUB0/pllWyx1Tfwgv5H6Mx+9hQ3kzppSVmILquGbRzfOlVVH7mHPTkVQ1T2TY/b/Q5PLS5IweE44szuC5M/Qrrh5IJCYn0UwliQF5TPbh0R/y3rr3uHzA5dw29zaWVy2Pue0DrTC1Vv7OpSunU3arov7zV+oTYd56116/55Sji2n8Rk71M6Ts3dMKUILCW2fKfyATYNYUyBsEe5bpb2fPgBYdldCE22Hwue177z8KkxWK5IqeNKt+Uw07o8fvkgQfnq5Uskwt0nqKdRwK5/8Ebx8LPlUmibNeJu1CJFnXQ2HQ2TEP6fL3oj+nEDkmCAIb7ptCWYPzD1X9jYXMIEm2aFsd9a2eMGkWhiVRrnSpJslALtoAcjDEaIabt8l+zdk95XYpAA/q+Kh5W+V009BzIBAkyfQyn457GUZfAx1ipM7uDRkqb0FbOlYpQHMwcGRRZ95cuQQyS9CF2qt6SDvSMQ9SxHOTDlKsKWvkP9+u59J39W/y6jTnWDnje0OIJDMHSbIar49RDfLDcY8liz7CKhpSzbJpfwxYOmeysSSR1T1TkYLUlSgopJrPKw8MREkCr7zeZJAHTkJwEC4FFWgXG78im4bwtmOYFX4dENopv1bh6XkFFHe+lgUN99KqqqJT2ftNXq09BneQOFufUxRzH/acYhIj1nsxhkmyu7vkcVZeBh/6JzLU9Tyv++Vo0jPnjI7clS58iBw7II9fbzwk/HfasI74I6tJ2lIVk09geuG/wyaxZZagDLcmRvXMqDdV5baf+y3csgs6j4MjVZGMKFJSJDXoITCztonHt1WEffFCSj6j5OW9Feu4f6WT80s9VLfMCBNkAAbDP9fvJY444ojjYEeyqrpeLE8ygKSUzJjrpvn6Mc7bE5M/nUGDvtHtU+2op9G9F7PqCAzKHqRVRkQis7v8XyeVEIiZhukKkmT7S0kmSRJux969fw4YrMlw7LPyMz0SmV2ZbziEqXu+5fxd74QJssUpg6g3p9ExXSY3EyL8vTr1004Wexwip+WmCwopcu655zJ27FhNvzOGK2OWyuTurDF1xx+s9vT9jz/Sa9opFPYdwAm3ao3gq82ZDJwyNbxcvmUjXpXJttXgYeaQarwmiSHvDOG7DxXvqXkd5zFmzBjN/gw++T2ttvZNqUobShnTFD1BfnHli2QmWkDwkRz072sUYluUpAR/T5IEb87fHrV+eHHbJuoHCtZEeSxW4ipkmHEAvTN688DYByhIKpA9k2JghNPJ5KqgOi+1EH/93u1ZAARv7MCsaDeSdnwJAacSLBbam36qZ4YfOv6p/4VJd8FFv8om+iGkFmoJsmOfhykPwbQXYbxOGtyBhNqQX4/Q87m1vmp6mSKFw+GalXCjUkWUE1+TyfIQDrlNVwnn8vpxePQVdck2ZR5nNRn2K0EG0EnlwTfwvhn6nfJ1COTa4HmGsovs6bI9jDlB/rMkaVWFaqi/9xBZpRdUMVllfzJxP1Aw3aZgV03YLerpeiyCDLRBndROsfsd5IiTZAcp1GWh9aA27vfGSHdrc/uAFE6TMxvky2x3awv9W2SiJcHvZKyKpIoFWyd5sCwJElJQ9aVOt/SrSDK3T05bTEtoIc0gkJEv33QDQSa/j28b1xiVKkJHCl+GX9cL2sHE0CJlEPfmeUNZfffhrLzrcC47RGHwJUQ+3XQ4ry5KpcWvHSB3woDBLz9gXWLsqLbJbIG0IlxZA8JtpdlFtAiyu8I5+Zl0sMj7riaVUFy0IDM15j7V8GPA55fonJkQ/nvguL5cd2i36M6q8vU3buoVfl0e9FujcbeSr98W1N5lhSPlQfU5X8Owi5T2iJQVPyIJVhOSJHH6qlIe3V7B/AbZL84T9LEz4iMl4ycmV/gIGB2sWXOVZh9xkiyOOOKI45+LFBVJZmgjvciSEG2SHoJVNNDNn4fFn43RqD8Bc/m9vLjyxX06tu7p3eVJox6OfV6Z0PQ7SWk/91vVQWvJs1/WV3LU03P4fZv8zEy2tr/iZlv49c2Xefa8U6jY0s6g1R/EDumPVYau+eTpqLbf0+UqbheNlb10ElK13++Qo4/TLCenyesHG3cDYE5MpaioKGq/pw5TSLJ+hRl07taLVkk13krJ4KR//4eiAYM1232TcwT9TzpX0/b14w+EXx9/s1K1L9OlJWw9CR4O6ZVNSRfFF0iS5DGmpY2v2BfwsbB8IU8tfYrjvjqO28suiuqzYM9CKprkIOO5VXKqV5NBGU+FiNZLg1UqLUYDpjbI5uL9TDy0F6KKALln9cVUPLkUx0pZ5ZekIplfO/w1Pj76Y45zPMfx6x/lmRqvYgRiSqDxB9kY3o/E26rK8Tfh4D20v9VWJGoJYO2RjqWLEvTOvWUYCcNykTyKbYqerYcu9Ma7oSBwh34w9nqZaDn0brizHk55Dy6erfGMossEGHEZDDitfe+5P9FrmvL6h1uUYgEheFq0y3pV7wGSciAxC87+Ck58HTqNkpVYN5XCJb9BweCoTeZtqaHHHT/Q684fo9adN7qo/d/BH0R+atu+zoD8PZ38NvQ7FTqOkNtClUANbaiRL/gJbi2TU1MTVPdJnyq1M6wkO0A0y0UzYfIDMPl+7CohS7ja5YV78aErHCl76x31RGx1dBxxkiwOmdCKhLrF9weUZF+ppPshJVlFuRKJ6OLerluxKBJiKGojBJAkeUAsBH/QUiBAIFh2d3f+JJwB2QGjrvgbRuTUcPgFvYPnotyMB4nKMRhVFZGavVolWWdVFMJmMpBkNZFiM/GvKdq87Wd/lffnDmhHRzXFX3KZJB+7OwZJtqy7ElVyDFSKAHxbIpee72K3YBUF0tFGxGfdMBZbW6MxFbwYqG3VDiYEQaBXnuIJ5pAszNxQCaOuBKA1b5Smf70v+B3MehAe6QyrPtnLmwajvwZz7JtvRDQxgIDFZODHGsV3o8knP2ScXvnBY8RHY4FctaW+MDoyZIyTZHHEEUcc/1gkW5XJc1vploY21CaSKAfGjIHYajO/JLCuVr/S3CUzLmHE+yM0bV9N+wqjaIyeNIZgSeTK95dRdMu33LXYJPv75PaTK82FKqWpDZmBC95awto9TTz9izwxzU3ZP75Qy3/4GoA5H769X/YXC3NyzuIt32EsGf9mu7cJBPyKgiKIPXY5NWlYUTpnB6vUqUmyvpMmk5rbgTMffCrc5nG08PmZXckzyOMBT0vDXt+7ODORh0/oh0vlIuP16ttStBgTefD7DYw/8/xw27YVS8Ovs7v0Dr+2+rXfW8BRjfHlsZyx9SpKKCWRFlIbssk1CpRIBbQu0zfjfnvd29z79b8Rfqnn6W3RfntpvmTW1K5CMNXR3W8lzytPvl0qJVmKzcTaeybzryndw23GCDXKA8f1Db/umRtD9XiAoSbJAHyVDuo+2IC/0c2l/S/FZrQxyj6Mfq7udA104uIdAheRQJ14Hu5A8LM32XCukosRGBB4GTfjaGIMTSzAxwu4WYdCfDUgcWeBgcxze5NxRk8yL+xD/oNjEIPEYuKoPASrkcQx+bQbDp1iCJI/ug1kEr3n0bLyaNoLcoGLw+6F5Hb6nx0IHPOMdnlzhEG/O8Kjz5ra9v6KxyueXQAJGfom8MATM/RJ/JHFGdw1tbfuuv2NEJncJnodC8e/JBdQUCOW9yTI8xpLIpz0Bty0WSHKAqr7TVueZPsD+YNh5BVgS9MoyUSQCb+CGGq3cEcRjn4ChuoUoYgjjDhJFoeuMbqk+tH5/oCS7NqPVoRfh0iypiqFoMrw6BuoZmzRRhQNIbmzIOEVZXNJIZhu6fMpN6SdnY7A61KIn22jbiclK2imryLJWlCiC4KgPOyaPdrBREGaIjvOiDCW7K0imELwRCjJart+jic4CfALxqj+m6SO/DriAg5bvJGdTjepHRXyzWGQz7mL3UJl5VdsL30YX2c5ItjbUEFRVvT7x4KEqPHtCMGiSnFdHujK+W8uYYF5NFw0k5/6P6Xpu9kZEY1Ul5jWQyjSpopKlTc6Ofa5eXy6VI4MY4wkDgXMBgPnrlFKSnuC5GyZS95fatCkxm90UNs1wkcAcLn1vePiiCOOOOL4+6FJt2wj1UQU906SdYq0DFDBJwk0uBui2tfUrGH+nvm0epV0xRcPfZHOKZ1l1UhLtf4OjTa+WSX7+7y1YAcbB/4bLp0jp6xcOhdOfV+j2tAbM+Um71/zdK9zP1abBq6eqFQ3m3/LRIyWRO7ynUd5UAXWHrTU1Ua1fZElVx6cOiCP6upqtmzZoiHJzFb5c8kp7sqwaSdhsljpf9iR1FeVtes97zu2N2NLMjllaEdEUSDZqHz2dc2umNtNX7qba9akYO/UXdM+5fLrMJhtTKgp4oidR1DSqKQs/drhVxoMynV3Ol9yA69g9qYxPNGIgED9x/rkwMLtv/NS6Z2cUHcoJa7CqPXPl94OQGLXR8hOVhU0UFX3zEg0k2AxalQ46qwPkNPYPrhoBM+cNpCSnH8GSRaCr9FNp4Ycvhn/OXesPI+al1ZR+bhCTgaaJlHteRhPoJtuNfXQJ5EZHJM7VIH26XjCJu2i3YS1a5rmczKmWcm7YwSpR6tUXnvDlIfk9Mnzf5QrEwL01fHii0ThCLhhvew79XfCmgz/2q4sz7wffn0AZj8Cvz0GM+7U9k+Nvi73FZIksXp3I0t3aE0l75vWh48uHsF7F7b/fvJnEUrHtrRh6RNGpIouVhVjPYRUZ34VSdaWJ9n+hCBgj3xeTntev28c+4y4cX8cuL2BqGoiah+yWNUF24tQuqW3dnu4rdSeRwrRUmaTUxsdFlUG9k6TbLoZSrf0a6KEBtzOZMJaIlEhwKwBZaDkkJSbiaiqdtns0d4gO2XYefv8YVQ2ueiarSWJ3jhvKMPu10pZ/ZKRmtZsMhMUg9VA0YfAuVHnCOBKsPLodtm8/vbNZbzTZxAz04ZRZ0oJk2rZZhNbtzyOkU74uiaTZnMxaOtu3f2pUScl8l/fCbRI8jmpU0QBXC4Xc3+bRbN/GOPFVdzvOwOAqz5cwZJ/H0rF5q2AHPFZUFrLu75DuUZdlTN9L4OMkJLMpBCNj/24iZW7GrhhVwPHD8qXBy/pXaBua7hPQ6sLUpRtrt2wk2OzU9nllAc+2cgR2h0jIx7sQQT8sQfEccQRRxxx/L1Qpxy2ZccitmFR4EwpxdZYwlCMbIzRxyeBx68NDm2s28hp30anPJlEE1RvhOeGQwx1e8CUACo/08lP/cbi2w8lK8kCKQXynwp3frU2ah/7S0kWgtvZ/mp+7cEhPbJ5eqYcyMxLtWExyV+QW6dwTiw0VFREtYUqh2dbfDz33HMATDlkfHi9q1UhLMeedg6jTz4T0WDgt9feaNd7njWyiPF2C/Oe/J0JFw3CJCnf+44t61m7vYLeRbm625Y1unjfVcK04JUkCCLdho8Gg0h6s5xCZg9WaCxL3kGdtY7DQwb+ly+UsxrSu+C/MDpop4bD46Pn2mgCoiGhldRWedSa6lcIrYDqOrRKyjTt2knRNhmRV2yCxcjILhltHs+BhmAUSTmyM43fbdO01765loAjRtVHFao8j2IoawgvlxOQg+2SbH8yojiD0ppWHntiPkOC09gv8OBtgKJb5BTop04ZwDer9nDX1N50TLfj9vnZXNlC77zk9qf69Tle/gOZ+KraEK04OkBocnlZW9bEiOL0P5Sa+N7CHeQmW5nUMwfO/BTePUE2l5/9sP4G5/+0X1RP93y9TuOPd8qQjkzpk8uEHn8sffvPINEiXxtuXwCfP4DR0MZDJ5Ika0tJFglD8Deqrmh6oJVkKtiT88AVFAlcOFNr7P8nsKvOwX++XUezy8e0gfmcPES/gvP/Z8RJsoMU6hRKt88PEdUO1T5knn0YJOlBEATqvT5qG3aF26Z3HssFrNH0MzmyMUX4P4jG6IiyqEuSibicWoWVFJAQRIEMb0O4zRiUZ/sRMaiUZDO3aH8Kh/fKjVmNKlY57ZfXnMFtw5XKWH3s3zKt7lC+SC9gQUp/RjYq5cWdKkPQWq8PRAOn93tUs78MkxFjSyZGsw9EAUOKgcMmTdB97+1ON0Wq5bf8cqnxY8xrqFy4ixcXKesqKiqoDiTwivdqrHhwIh9LTYss699dLw++i9NMLED2QhvrfpI5ec/Lxsb22GkuQDgC6JRM/LxyD1P751GliuhWt7jlzzC9s4YkC0TUJ3IFJFa3ONnplge9WcgEpNcmS+ALCs7GaunAlq3yQ79PnwhpeRxxxBFHHP8YqM2a21KStVWdsrrHB1ibi7DVd8PckocnMVpB7JfAE/Dg9XsxBSc7r61+TXd/oiDCsrfR0A39T4OVH4QX3Vl9gLma7TZWNMskWRBryho567WF1Dv0U/z2N0nm2c8k2YCCVA7tmUOnDJkUCgU3Q4VzIuFoasTZ1ERGgTJxaqiUv4sdto64RCtNRoX4qSpdH349b+mycOXJtA7a9DfRYODDDz/UtE2bNq3NY//6BXnf3z86F/PgYfi3Lgive/7Db7j+pAkUHn0KO7/5iJl5R3DrET34dnU5q3Y3ssvekcmXXsP6ubPoNmIMJqtVW7kqiEeLMmjc7iKruU42bM+W1f8tc+fh38tU6se1FfRzdI5q9ycnQqvyXoIkIAkS1oBy/SeoPNaGFu3diD/B/M+Y1iWOyqN1SSXGdPnzdG2sbxdBJsOAP6AQfefTwq83TsRmMpAerFLYOTOBH/DyA17sZgMTS3L4ca2S6hrKZnH7ArxzwXDu+nItHy7exUPH99V42e0Tsnvsvc9+gD8gMe6RX2lweBEF2cvvliN6tJss21zZzO2fy/OrLfcfgbHLJNl7qnqjTN4EfLLSKeCXPbOGni+n7/1JNDg8GoIsJ9nCwyf2+9P7/aNIsCi/hVaPn5S2CmtEFmnYF5IspDoLKckkSUk7P9BKMqBjSrFCkun4w/1RfLVyT/g3tWxnPUf27RAmHg8WHFxnG0cYzS5lIKcXKfT6VUqyP0mSAVy/YRfHuuR0hYeLzuNE03ua9UVb7sa0PQ9nmjY2bDBFk2TRSjIDgiDgdGp9xfytHiSXn0xfQ7gtKVgtyScYEAmww5nFK8suDJelP2FQAeeNLtrncu2nDu3I7xt3aI+dAF13rsMqZnNVj9tYsvCU8LqAysxxWZODcQs3oAfJI8kkGZCRlc7Ykfolg09fWcp8nfZUwUllZbRs3UgACTFMkIXw1co9vLdQroizZ+3v2MnDgZldUg7+Ix/H8M4xirFlLARJsu1NEld9sJwBHVPpoJoghFWKdm20068TxG/1B9gZLG0eUpKFkJTYi9zcY2h1bCUzYyJWa4foHcQRRxxxxPGPQJJKSdaWJ9neJoO7hj5I/rLrUBNbjc1JpCQ1A+CVoMpRxbD3hzGlaApuv5tqh34qpTfghR0RT89uUzQkmSMQPWGKPPzfS2tjEmSA5hn4R1Gzc3v4tWc/p1uKosCr5yg+NkkNOzi2fAbNS6tgxHlR/V+4SFagX/jMq6Rk5xLw+5nx8rMANBmT2NhlMuWNcnDMiJ+tq5Xqes3NzXSYcDT9c9IZcPhRmv02NTWxYYMyHjr11FPp0UMmJ5pqnBjNBuzJ+iSqo9nL1ENGcdxaD0eZ15MpOpBczbzzzjsAfFp0DpNSquni3cZHF0+g550/APDs7nSeu/0/4Wsycigyjt9JXbWA1FDDwDPD6+bd/R7ericSkCTE4HXrqXVgzlBU8TPWVXKVN1rdtblJ4r84uBe579T68XyVPgt7QLlW7CrCTG9cGvlLSWhv5cYDDMEoknPdIARBoO6jWJrPaJhyLKQdVwIGIz+treC2WZsZ3D0ryojdIAr0zU9hdVkjj53Un4wEs4YkC2HO5hpu+mQlnwStPh74br2GJGt0eHl/0U5OGdqR9AQzpdUtdEy3Y2pLdXSA8e3qchqC95KABC/9VspJQwromt2+9NmddQqBXlrTSrecpL/Ee2rBVm26tdMTw7/tL4LZKGI2inh8AVrcPk3hmChEeni1ZdwfiRChFvIkU/sy/gVKsnPH3c/2z4/nxLyxe+/cDlQ2udhd79RUJh3SKZ26Fs9BR5LFPckOUtS1KpL0SE8DkG9uY8TVdBHK/nS6JUDjlllMq54JQJF3CyloPckspUWIATO2hq6adlGnBLMQJJh8IZIs5FHm1j5A3FsWUPrGW5q2JOSBpV8wIADOQALlrQq5cuLgAvrka8m29qBPfgo7mwuocWojfWbRjbfFy25rLtfn/Cvc7ouILmxyRKcKTspIxm9pwhBUv/mk6MmDJEncvHEXpU7F3NWjUgUKQLdu3TjzzDPDfx07dsSA/nd69QfLw68TAq2caFkVXm4xBQd5NRth7Re62wNhksyFTHCOfeRXZm1UJig+v0Sj08v2iPLeDp3r7OaNu5jrlq/PrAiSzG7vjCha6NXzYbKzJ8c+njjiiCOOOP52mFXeMG2RZDK0w9POnbX+Pq1ZK5GCtgrvrzqHNZsVlUdACo4RAj6+Kf2GGTtmsKJ6RdQ7HNPlGIbmDgVnhPVD9yM0i3oCmMhn8d7SEnP+pCdZIODnrZuu1CwfKLhaWsib9waFrt04fvsUj0t+pkuB6HMs3ywTIN8+81i4rdacESbIALobognK8ooKhkw9Hovdrmn3eLRpsoWFMqHR2ujmnX8v4OMHFoc9c6OLTkn0L0hBQmSdLweAREkhDAaay0n1VDF37lwWzp/DRNNmOohN/LC2go8Wy5kOkiTxwgsvhLdJpokBKEUgKoSBNHuSw++9peuJ8nGrDuXlpz/jsCdms62mlUBA4rvVuzFL8rjsE5TjeaO1lZn4WIl8gZ1YexgA9oBCCNkkMz1ykzi0Z47m96OcsRb/pEls6Dfiq2+/FUbC6I6Yi9Iw5Ccy3+miCSnsQRaJl88ezJdXjObIvh0YXpzBV1eOZpROqmmIIANocvlYvL2OqiYXq3c30v/en3j4hw0c/fQcvlxRxsTHZ/Pgd/pB678KW6qiC4g89H000VjV7OK8NxYx4oFf+GmtkuqsJskiiasDhQ0VTTz6k/YYm1ztVQ4eOISKxTQ4or2ZNeh+pHbZvA+VYQ0RSjL1vXkv1S0lSWJTZTMfLd4ZU7W7N6TY03nyjFmMnnDfH9o+EiMe/IUTXpjPc7/KmT7njOzEuxcOpzDDvpct//8hTpIdpKhuUQgKv071yl9m/cK75gf5xXLTPivJQoMHM17GiSvB6+SDVTcpHYyxbwSiXxstMpqjf5TeoJeZ3xu66YWqXWqjBJ4fb2L3kMc0bYqSTL70hQhT/Z4d/pjR6fhuWTx64iDuXvAvTftEg8QZ/eV0gg2Jitw+wa9EgcenRb9nslFkSEoCXuoxBgdQXtUA1ReQOGNlKR1mreTtPfJD8IqEGyiX0vmy460MN+5gjKkUQQCz2UzXrl3Df+eccw59eu1dNm7CjyhImAX5+6yzFSkrPzlHfyOfBz6UfV/cKrKuqlm53nwBiZunr2TBNq0i7YO06IIEmx1uWhEQJT+d2K5Zl5Cwf/Lu44gjjjjiOPAwqoixvZFk48YuJSVZUU7n5hwT1UcKVqiudGTjDSjPcr/UvrSk+8fcL1e1dDcrjUc/CUYL5CpVAvUmL5GH7w72yUqy8NnlozTn1zU7kbyUCM+bfYSrRTtxDvh8mgJL+xO/f/6RZvm3OYup3b2TZ88/hffvuJG1sxVPVjFoZL9pwZxw2/rE7hzeSyapRAIMNe1CD36//JnNmjWLhQsXAtqKlCeccAJWq43fv9zKm/+aB0BrgxtHk4fVs3bz8jWzmf+pUhBKREIQBD6/fBSdcmWyxC4o+ysSFTJ01qxZFBoamGyWJ/a3fb6a3377jXvuuYeqKsVb9rqcReEK4xWOLnxafidv3zafl6/4mW3zFLsIq+r77hewsbmqhSveW8ZJLy0AwYclmDb5Fm5OoJk3RqUzdFRHrp5UwpirZBVLli+Nu3ddxmSrYquR4Evih2vHaVR+bSHhH0SShSC59cf8SRPkVN0fCiz8hhe3RcTeNwuA+75Zx/vBrIaMBH1VT4cUG/07poaX+xWk8u4FezeGP+nFBRzy2CymPqukUO9pdHHNhysAeH3eNlrdB57gWVhay39/3syczdWaeZje7/rn9ZVUNmnJxts+W8OvG6upaHJx8TtLeWPeNs5/czGrditj629Wta+g1U9rK7j7q7Uaq519wflvLKa0ulXTZt/HjJwDgQ7B++5jP27k/YU7+WjxzqjPEQBBgJNUogrLPpBkVcFU8m2z5f/qCqgxlGSSJDF3cw2P/LiRw5/8jX99uprvVpdr1v8dcPv8UdnmidZ/3j3lr8LBe+YHOdbXK5EGPSVZL0FJHdxXkszlk28QVxs/40rjl6z+YAN9JWWg0j1pDbXoP/SyLu3HRtmfn8TKIQimaHms0SArvcLplipVVun391J8hGzsXqvjzZAhyINhf3AbSdL2aVOOq8JNk7vz6I9K1KRjup2O6XYO6TaFFYsVosxvbGVwVjJv1zZQmaBEuDo75cjW1KxUzszLYHa9apAO9EqwUV7+OX5TI0Zk01k1SbasqZVf6rRqvE8HT2UNx/FctkD57unh9tZW7YPLaDTSu2d3WKE1VY2EMUiOJRk81PosrK9opvPwy2DhC7E3qlEqO40Q1+t2aXH5+HFtJZuFozjN+Cuf+mWJsJQkf/bJUgMPcR11264lb9wUqrf8ApaXyERbjttkSovadxxxxBFHHP9MqH3IjHshyUymZAoKzqZx3XIMhkTM5ggvTAmkYOW/EV2yadmm7Lu9JJm8HwlcwWfplIdgUDAAVDAUKlYD4NBJG9pc1cInS3dz7aElFKTZw0qyaQPyGFSYxk2Tu/PQ9xtIs5v49uoxiHtVzrUNZ5M2qBTw+/F53Jgs+9frDKBsg7bwwMpXH6GiuCsep5PyTRso36Qobe77biONvzUTsuJ/L/9kfKKJcd2y+GldJSUG7XNbDb/fT0NDA7NmzQKgqKiIiqD5f1paGn379mXn2lqWfq+1sggRZgDLZ+wMv3aZUvj9g5WMOK0//542kHdeX6LZLtZXkC44qJPszJw5M2qdcMKr8LxMvKyuPpSgQB6/ZGDDl0uBzKiUxw6+ZEyps9jsFMEJCelOqD0WgOfOGsbAkkzsEePT0AhweEtfUPGhvwdEBugftnx8Ecv/FE8yNZKnFFH7hnxNmQoSsZakYcy0YR+QhX1gNmtmbuSL3U7umNiJLjYjgYCk8bZK2odJuigKvHL2EC56e0nUujS7iTS7mV31Dt3ftBq97/qRS8YXc+sRPdv93gBXvLeMXfUOpl86Slf5p8al7y6NStE+ul8HttW06vZfvrOewvRweTJ+26xVaN7z9brITVi5qxGvP7DX9NGL35GrjA7omMq0gfks3VGPJEkM2YsPniRJ/Li2kj0q5ehjJ/Xn53WVXD7h7w9kF6TZWF3WyK8bq/k1mNEytiSTd/TI1E6jlNfGfQhqhIrEVAfnP80K2RXLk+yTJbu5+dNVmrayeieTHp/F1iDZWJyVwE/Xjmu74MB+hkOH0DYb/n6y8+/CP+9uGsdfgiaV9FQvcFCQZoHgfXpfSbJQHvr5BtnvoW/pl5r1jcmxLztDiqr6pN+MqCLJMrYchyAJZIw5BACfT364CKrL2NPcAWtzNq6kKt5IS2MiSkRQjTBJFvETaK8xZkm2fpQhI0nbXtNtOvmG2wAoS1Oqu6T55CHRzZ1zafBF35QMARfr1t8IgAn5PF1BLnN9i5Njlm+J2gZBoMUiUm5LJICAGBTiR5JkAAmWvZOBoTTPhICDWizUOzww7CKZJDPZ5clF5Ofl0X+4q3HXl/LEo1TKo5frdRxY8BUoikErLlJoIjP7ZYYbprHFuYEKy96resYRRxxxxPHPhdHQfiUZQE7OVIzGRJKSekepvoFwFWu7xUpdQBnIt0WSPT/peS7/5XKG5wYnSa4GxUtm8LlK5H/AGbDkdbAk606o//2FbIy9raaVTy8bRVmDrA63GOXtzx7ZCZNBZERxerjtz8ARQZKB7Et2IEgyXzDlsczSgXy3POGrLNUZcwC76500NyvjrDpTOhkJZtITzOQIzYw07dDdDmSSTJ1e+fHHH1NbKyvjm5pk4tJRG5161haWzq4lq3slmSWp7d5muGkH33uiyZATTzxRNmsffwvMfojtxlGa9aVNMnEb8gMPEEBExCZZycmaSaNRPvZEvy1Mko3qkY2gM+lNnlxE04/bo9qfxsOl7T4TsJr+eQlCtu7p5Fw/GPfWBmx9MzEkKkFyU7Y97OU2b1sd548r5uSXFmi2772PFiiH9cph4W2TeOrnzRzaM5tuOUl0TFfGmCe/uIBF2+va2IOMl2aX7hNJ5vMH+DaoBvphbQXH9M+L2dfp8et6GH6zSiFYLhrbmSU76lm+swGAS99dFtV/b/D4AzQ4vJoiI3rHEkJZg5MXZm3l4R82YDaIzLtlYtS2kiThD0gYDSLPz9qqEQxcdkgXjh2Qx4mDtRV//y6kq1SIwzuns3BbXZTiLYzEbBhyATSVQXpx+9/ksPtgxh2w+Ud5ealKkRZDSfbIj9EpvY/P2KRZLq1uZfamarlC6V+EVk+0gnJvZO//Zxy8Z36Qo1l1c9ZLt/SqiLF9KQEO4Ar23yjpl4v1BX9wBrecXpe2XfaTsvXOwJimDPgEwYioeuAn1vQjY9sxBJqCFSo90UoyAJ8kL1vauLxD6ZYS7VOORULnI4uJbJVZhTfiWM2igE1nsiA5FZWYBTlC4wwO/J/eEW1OGkKZ28tZO+upG64YOPbrF11dxm7RKvn6G8qi+hiDJJspSJat29PEFlcykmgEr0MbLQnBowxoz/fcyBDjLqb2097gl+1SBvsOrICAP1+JjnVhMwDehAoqfp6NyyG/T37i2eTlnYogGBk9ag5xxBFHHHH878CkIsnEdgSkBEEgM3MiFktOFEnWUDgTvzmovxEN+FTpliFPskgkmhIZWzCWb4/7lufHPw57lkNT8DlmSwOTSj1QMATO+wEuncOczfqm/6D4B4UmtyE/ILvZyAVjOtM7b989TvUQUpLldeuJxS4/L92O/VvhMoRQUYDVyb332vfY5rncUCL3rzWlgSBQ2+phcu9cjrBoJ4L9+/fXLEeSZD6fMkFLSJDPsWWdduLYHiz6bAPJiXZsafLYY+iocZr1I0aM4KyzzgovWwQ/yYK2EMJVV11Fnz595IUJtyJdsRSPqB8cTQ4GMneZK2m0yNYSD2+7hRu3Xyv/7bgaAMFq0CXIAJLGRBMqR9PM3r7h0yIqNbY30PtXw5RtJ3FknoYgCyEzSMLM3FDFsp0NLNlRH153zzG9OaRb1j6/X06ylQeP78uknjkaggzgyL657d7Pc7/qk8N6aHQq8yq1v68eSmv2Tv7+a0oPPr98NJN7a8fQWUkWspIs4UBD/4K27zGNzrb9uNQeaI/+uJGHf5B/tx5/gJ/Xa+cbD/+wgc63fkfX27+nweHREGRH9MnlX1N6/K1FDyKhJsmePk1O3y9vdIaDGlE4+gk4/SNoo/pyFPJUBdXmPgl1pcqyUZ+cVBexaQvXfbTigKdeSpJERaOL+lYPK3Y1RK1XP7cPNsSVZAcpmppbec30KJulfPyB0VHr1YOVfSXJQlGJSrQyXT8ic0alhpdTd48nbccRiD4bxmw7GWf10vRPSOoCgkBy2Vh8lnosTZ0AsHaX9+v3KdUt1XBLRgxAB38qsSArySRNuuWU3u1/cOqlqMaCqVWRIT/T8Qyu3/k2c1Plm6rdIJJviR40CF4l/dIaIskwIEkSCTrS1ydL/dxYJOIPPjS/sKWz5ZZb2LVrF8XF0RERa4SSbIBxDyv9Sin2RMHN8KGDWbpkMSZB/j7fW7iT9xbuZG1qFgmucmjaA8kRA7ugkmxxoBszA4M4x7SYQ3sl8/Wq2MSefMLKyyP5OvzaXV+FN1mO+NlTO1PY7Wy6d7sHUYzfuuKII444/pdQkCZPVg2isM8DbyFG2gqATxLxqaoAxgpi5SfKz7jC5EJ46xjZQ6bvSfLKJJ3qyJ1GAuDxRacxhWA3G9hQoQS1Ju/DOKIteJwOZr7xEgmpaWxeNJ+UbHm/tuQUzHY7bkcrHof8vF3+w9dIksSgI6J92/7QeweN+mvNGfyeOpQRDYtj9vU7W9gz+xsAXKIS5IxUCg4bNozDDjuM3NxcfvxRVlz4/X7q6xVCpLFRCaCdcMIJSJLEwhX7rsJrrXMiCAI3XXUJLS0tJCYmsnj+b+H1Y8eODZNwIFcBP9Ks2ENMmzaNjAytAXyLPwuEneghSXQDdsoFN7be+bCshk6+dDr5tGPg5EmdYh6zYNKe51E004hEcVZCjC1k3HJED01q4v8i1JkZ367SBl/PGtFpvxN/Z4zoxMJtdeyodXBk31xGdsnk6g+W6xInj/64kYvGFrdLTaMuiAayWfxXK/dwdL88DVkD8M6C2ApLgDNHFIbT7DplKNfAS2cNDt9jXF4/22tb6Z6TROdbv4vaR2G6nZ11jjar7vr8gTAppodbP1tN/4JUnv11M6XVrWyoUOYmt3y6WtN3d/3+rbi7P5BqVz73nGQrI4szWFBay+fLdnPlxJL98ybpit80P9+tvJ72YsxNQoTqiOJ01pQ10aLywLvx8G489pMcHGhy+dhU2UL33D/ml90ezNxQxQVvRacnh2AxxdMt4zjI0M+7lkmG5UxiOcsCz0at9/oV+a1HJx2wLYRMbu2CTO58knYMvYedRVKHNPylp4b7pW8/CtEvD6qsKml8wZKbac1cSVbSNBAEOqyVSxdbe6aTdkJJOBLlj6huGYI/YMAA2In9ww4IAiCxukwhsJ48ZUC7z7EtkiwjfRy1dcqATGhWotBPdDqHNYklLEiVI6pZZpmsuqowm2d2KikLBn9DmPsLKcn8iHgkCbsqStMrwcqD39eQ75TwFys30X5JdqxWKyUl+g8Bs1n7wBYESDF4aPTL7Ueb1zFs6EVs31ZKblUzG/xKJGuLw0Z/EWjRSWUNKskckhUjfgQBSlcu4KKMOj6sK6RZipEaohoEFaOY4TaM/B63vxQksKfL8u04QRZHHHHE8b8Hq8nAqrsPxygK+zzxFQQBJBGE6KDd3NJGOkhK4CcgP96jcGK3E5WFkMny6k/k/yn6yncgtuoAsJkMrC2TSbJBhakc1U+HbPsD2DD/N41Bfn25bMBtT07GYrPTDLidDjwuJzPfeAmAXmMnYk3cB8NpFXweD9tXLiO/Z2/crfJz3C1aWJw2hDRvPd1btzA3bQQbkrpj9zvxCUbO3v2+Zh9uQ+yUrt69e2MymRg5ciRz5szB4XDg9/tZuXKlbv9OnTpRW6YoXLKql5NXPp+V/a6Q97f2NRJby/CYkkht3MKvhzwX7uvxG5ECEqIokpwcXRAoRJAlJibSEiyIYBWUcW6k4g1g6dvzAQsWbyPj8kuZUaWoR0Kik1ohwNAJHUnrmk6g1YvT66fO4cUkCnTIT8bWLzNqv7HQGLyAnXvxzrKaDKTYTDQ6vXT6H60+p1Z67azTpsL9WS8/PZgMIi+cOVjTNvdfE/AFJP7zzTreiiCwalvdYQP4tvB1BMF35fvLmbulhu9XV3DNoSW8/Fspo7tmkpFgDiu03rlgGC/M2sr8rbVM6pHNJeO7sGp3A2eNVAhVdUBhpKp6p9VkoEeufH3fcXQvvlq5h5UqJVBagpmddQ6embmFt88fFnW8kiRx3PPzWV0Wncp92rBCPlgkk8JHPq2fufGDqqImwJiS9l/ffxWOG5jP079sZkgn2cN4VBeZJNteG1ujOWNdJQ9+v57/TOvDqC7tOKfkfN3mFks2s1eVM6lnNtYIoqklWPnziZMH8OHiXTz9i5xBc0j3LK6cWEJuio0bP5HvjT+trTigJNmPEd9jJJL+gcVA/iocvGd+kMMoucPqHZeOKZnHFwhfHepqQ+2BM0ySybLzQH5/eo08nMZGRX5sbSwOE2QAhlTldUJdLxLqemEYZtEkBCeOyddItX3B6paCigyr77A8nGrRVrqlrCQLUO1LBWQTYds+VGJRl9m+aXJ3zbq+fV+gpWUDKxZfgE9sQGquhqCqzica+S5Llv7nmpVBfaFNS1plSdvlc/ObKWo+BYIe9a/vrmFjqzxgPyk9mTsXt+J2Rs8G9iZ0Mxqjf/qJBj+NwfGYVfBhMpm49NJL+c9/7tf0azJng68UNn0PliToHEztrFwLX1wGQAtWDMjX1bZtcoEAg96sJYTgV/WkdLmmudm3Ivzabt8Hj4A44ogjjjj+cUhuZ5qJLgIGMESPV7ySgNev7LdViCa1ju1yrJYki0THobrNbp+fuZtl83lRiFap2cwGGoKqgPy0/UdSNAe9uSKRkJaBOZhu6XE48KtU//Onv8fEcy/5Q+835/03Wfb9V6R1yEcKBJBEA60G+Xy29jia36obcBlkosAZbHfmlGCr3BzeR6NRnrDr+c2ZVP6yhqAavrW1lS1botPZhg6Vv4vF3yhpSz03vIPR72birCuQUMTnCVQiWCz0qJvJhvSJAEiCyBdPLufoq/pjamNcd+655/Lss9og8VL7kCgC11ddTfniLZDRm8xMAyV3XYv4yIv8vKMEP0YcaQ5wp9EiSBRkJGDIkonKJCCb9kMwi0ieANlXD4SnZRLXqVNZNRKPnNiPL1eUcfcxe0+P/SdiYGFq+HVNi6LG+vSyUTq9DwwEQVa3njSkYxRJFiIq7/pyDTM3ysHhVJuZ+4/rw4aKZgYVptE1O5Emp3auNHeLfN9YUFrLgpfl3/PMDdrgcvfcJJ48ZQCfLy/j1KEdSbWbGdZZq0A8dWghK3c1csGYzjHvnxeM6cwFYzpz91dreXP+dq49tITFQd+13zZVs7PWQWEEier2BXQJMqBND7NYuHJC133e5kAjPcHMwtsmYQ6KCzoHlZlzNlcTCEhRJOzueke46MPpryzk5CEFPHJiNGmugSDAZfPhBe31euvXm/i6zsXU/nk8feqA8H3F4wvgCc67E8xGslWfdXGmfO84fmA+X6/cw+xN1azdoy3Str+RmRj9XafZTWEF4j8pffavxsF75gc5AqqRntfj1qxzef0gKQPREBnVXoQeKAlBBZTBLP/oHQ6lmqIkaB/8hiTlxp84Kg+MAknjCzSDFTGiwo1edcuWHr+GB7Hd3VqvBjUCwf1WeOQoQSTLvzeMK8nitGGF3DetD1dEPBgMBispKQMwBYmxQLV+CeYP+iukT46KMOthbOIIw7sAjBg8g+QcJcJ9z9Y9zK6XI58nflWOe0uD7r5dgbZTZDUD1qDn2AibHNnqbqgK95H/jJxiWc5h3eUIVqUpeDzL3oa3jlYUZV8oBJesJNMeg01o4zoSoKTZQzaVIAkMGfQpXbveQvfu99G9+30MHPA2dntRm+cURxxxxBHH/2foq0pEwYBXpSTbZY5O7798wOUY21IhF+pPyOdvraXZ7SM32crvt02KWm83G9gTVJqltrM6dntgNEfbMADk9+iFxSaTVW6nA0n1rF/+/de627QHq3+dAUB9uexP6relhBXev9x8KL/deTSXjNMGqm558nHOfPApzn/qJY6+9hYWpQ0BIM/iwefzYbUqwc9ElcLNbg+Sb1tl1Xhk0M5ms1FR2sjW5UplzLzrr6JkwXysfftiTEmh6KMP6b5sKd2XLaXHyhWMfuh8xrZ8jtEnK0T2bG5g9a/RBX/U75WZmcmVV14ZXnZJRtbUSZRWKwo2ye9n8dHnUZchE1DDzxiAYDDQ9dYrOPXeMZxw82Ba7HK2gGhKa1dBiljIvXko2VcNxJyXyH3T+mAyCDx96sC9bje5dy7PnzGY7KT9X8Thr4DFaOCh4/sChD/7nGQLgzv99RXM++SnsOruw9n24JFh8sLh8ePxBXhrwQ521TnZVedkdVkjxzw7j5unr+LklxawencjVc2uvewdLEaRMV0zGdM1k+sO7UZ2kpWcZCuXju+iSQ1Uo2O6nXcvHM6EHnunXG87siefXT6KKyd0paZZGXM3OqPFDs0urUn7uaOKuPHwbqy5ZzJnDo89f0pPMJMZ4S238q7DSfiHKo6sJkOYDDusVw4mg0Blk5tttdEG/pGeXB8v2U11szuqXxRyesMNm2DoheGm8nr5XvT1yj28+7tCvP66USFK7RYDI4oVUvSIoF+eKAqcN7oIaJ9/3Z9BJBF/0+TuLLzt0PByZKrwwYR/5hUdxwGHP0A4nc/jUaKuP6+r5MK3l3CmQSHRfF7tDeLZmZvxBSSuPbSb7r7D6ZZBksxokZn7VocSFZRE7Q1bTFQGl6nHdCHlyM4IQQ+AxHH5BJq9mPK03gy+sMJNPpFLnh7Pw18+Fa5sJYnRVTrC2woGnAGo88iRz6f2IdUS5BvYg8GHeiyYxDScgKu8DLL6aNZlNdVTYvXT0LCElJRB5FuVm9Dt3gsQhQAGbxK2tHxEoxV0+KXiVmVw7EjbACiRcPdeKguoSbJsUX5QJLmrOdVSjwX5cwsNJhMTE/E1NDC52MqMjbAlEJFO0lotV4UpX6E0YcUkBLDZbDiDJsBZQivlxDAYFQQ6e+Sol+i3kJI6gJTUAW2eQxxxxBFHHAcPYmRRIghGApLyDDUgYQCmlZzAp5s/BcBsCK7fvRSq1mp3YE6E/EG677kraMQ/sDCV7CQrY7pmhhUiADazkfXlcqS/V150at8fRgw5eH63nqyd9TMAq37+nqJ+eydR2gODyYTXpVbgacme7CQrtx7Zk0+XlVHTIo8JjQaRnGI5SJjWIZ8+y+dRuXsHk6RNfP65F7db7nfsscdq0h4TExOprKxk7ty58jnl55OTk8OiRYsAcDqd7FyrVdKln38+giDQ+ZOPdY/fWlxM39cfZ+mF0/EZZRKuUeWfdPrpp/P9998zbdo0zXaZmZlcf/31fL9gFY/OKkNC5Jf1VRQH1WAN85ewbOD1yufQW6nal5ptx5sRQPQEi0XpKDL2BYZEczhb4qwRnThlSMeDprLc0KB6qilI3Nj+Rh+kkFrLHlQhurx+3CrbGbVnFMheZFOfnduufa+48/B9ylrZV5iNIoMKZXJxT6Pye16xq56+EQb/ah8sgIvGFZOfKhPwiRYjv986iREP/kIkenVIJivJwufLZUL92kNLSNmPAYIDCYvRQJesRDZUNHP9Ryv48soxmvUOd7Ryc315E1lJ7SgekZQjV7pc/CoAGySFaLzjy7U8P2srDQ5vmJQqyrBjMoh0yUrkmkklpNlNDC1SCLMuwXvQ9hoHPn8g7FEXgtcfYH15E706JEetaw/8AYlGp5c35m0HZJJ0fLcsxpZkYjSIfH75KFaXNWpIvIMNcZLsIIQkSZrxV029Ire9MCgzFVRDUafDQWl1C+e/uZizRhaFHw5njehEhs6gIFRC1oY8QLKYE3B7atix44VwHyGgvaGKEUy1oBoYpB6pn2bnV5FkCa3lGM0GEhDxBw89kohTo96Ywlqnh0DwOA7ttf9L7JoM6eAHvzlaKmsyuJn9myzh7dnjYXp1OIFDpe9JpAUxqMCy+mTDUkMMnw95wiBR2fNtGjv+CnwaXlfqdOOXJAwxfF+MRiNFYh1lgWSGGhUzWqsgf3cB4PT1u0kwGjgiO5uGhgYSgumzi5vSQH1I/hCDp0xhWpE9yS666CI+/PBDqqqq6G6sYpVfvyS2JIAhfSEABvf+qQYWRxxxxBHH/yMI+sSRIBjxqWwX+rncvEgJgeG3hUmyBFMCuJvh1YnajfufBqOu1la2VCGktghZLEQqhewmA6XByWjH/ZBuWbp8MaLBiCvoC9Zv0hRW/fJDeL3JaiU5S1aUlG/eSEOl1gdJkqQ/ZHQe8EUEFQP646fzRhfx6I8bdVN0Xj1nKE8/KivS1q5ViMge3Xry2wcbWT27DFuSiZTh2oBnamoqkydPZvfu3ezZs4fBgwcz7w1tyltb5/Tzjp/577L/8vC4hzEFlKBuy4ZSQA5QduvWjW7d9AO7ycnJnDJ5DM+t/BXqHNz/3XrWVzRx0dhiAhtrAZU1iEGk0d3IhroNDMoZxN2zXmN4cCpls+9fT7CDhSADmRAoyrCHvaL2NbvjQMBmlr/Xy95bpqmwecGYYg1J1l78euMhB5Qgi8TZIzvx3K+yWvOOL9fy7u876Z2XjEEUMBoEVqgqzQsCdEjWKhFzU6zMuXkCp778O0aDwI7gd3PD4d0oSLOHSbKBhX+94u/P4LRhhdz11VpW7m7km1VyYYUQ6hzyfCYn2UJVsxtJkkmyce2tsGq2w23l3PTRYlrWahVg5Y1apWH/jqmAfG+77rDoe1N+qo1Ei5EWt49HftxIQZryjCrOTOSd37fz49pKSrITmXH9eM22Xn+Aaz9aQVGGnZsm94ja9zO/bOal30o1lV775Kdo1IoDC9P+577b/Y04SXYQwuMPYEYZEP33uzWcNk4bRTWisOlOZwv/+nQV22sd3PeNUuXJF0OttKdBvhFYBC9IYLHaWbfuRk2f3DUXapYNCft+KYY9yQQjrQmyuikg+cNH3tDxVwBmd+3C+C1baRVtJATkwWy2p47VToOmuuX+hklMAz9Ud/uI9xcP5/ShSlQh0a5UdNpT/hF5eSdyHq9qtjeLMnEn6pQQvnKTk90Dn6A1a1XM9x/5+3rmDO+BRaeUcZXXz0jrDgz+AEYhQF5eHnv2KGmhXYYO5+VGWWE23C4bRiYb5GumgQhjYF+QJDNawSd/vi2SHTdGEhISuOCCC/j444/ZskUx5Dfi10xqEIRwFU+D73/TfDaOOOKII44DidgkWSCgPMtFwOioB4OZz4/5HL/kx+b3w2uHR2/c/1TI6RXdHkRrUG2RGLR7iKzK+cPaCrKMXqaVf49nkwFKpuz1LAJ+P4FAAKNJGyx0NDXy+UP3AGBLkpVXuSXd8Hk9rPttJqNPPhOAfpMms+gLueBAY5U2tTTg92Ew7ruqo0NJd3asUnxjpRipqZeMKybFZmJMV62htSRJfPvZR7rb7FrXwOrZ8oTa2exFKNcScsOHD8dgMHDxxRfj9Xr58eV1VOxQUqG6bfoIiCA3Vbhu1nUA3Dj7Rk6wXhRu9ztim3Pr4awRnbj/O7nKZdXPy9n05gfYXfXQ7VRMeDj7sUmsrV3Lqd/IBajuGHEHX+1+jgn+mwBITT54FRf7A8VZiWGS7K8kk2LBZpLHztXNbj5ZKqfuhvyLh3dOZ+G2Ot3tMhMtYbUlQJLVSFFGAkV/cWGFqyaWhEkygI2VzWysbNbtO+vGQ3SLJHRMt/PbzRMQBfhhTQVVze4wcTLn5glsqGhmfHsJpH8I1B54V76/nJLspLAxfqhC6TH980ixmXjsp008+P0GLh5XrEvUvzR7K7+X1vLM6YMUr2qznfll8kz01iN60OL2UZyVQEm2/B5HPyOrDtXXiB5EUeDCsZ156ufNvPxbacx+m6ta8PgCYVK90eGl/70/hddff1j3qODO4zNkkvfjJfJ1nZdi5Zj++iKGgxlxkuwghNcvkSwoAxCjyh/MahJxeQOYVCSa21nH1urUqP14fPq+VyF/DrMkRyKtZht1dUp1lG6BhxFatMotMXHfc55dLcGbvaBEP3wBH55g9SufVX6A+fIa+S0znbr1hzCt8TMAvAYDFV4JpAP3IDYKQUWUIJHQ8R3ezH+Wc8vkqK9BRUK2Nm2hrm5+1PZmozzgMhijfSYmN2+iqSQ2QQaw0+Vh7MINPNNT6y2wzenm2g27yBg4lpOWykTiueeeywMPPCC/r9lM8cgxsFJ+uG6yJZMBzJgxgyHGXHb5IkqS+4LREaNFIcmw0ixZMZvNCILAWWedJRvkBi1CehsqWOlXVYQRlCqeuZ2ntnleccQRRxxxHHyQYijJjAYDXtVwNuCXwC9PQLqmBT1D5/0XqtZFbyy2TSiFUpJCFb6MOkGnXhUL6OgqY/nbzzLxqL2TZNP/828qt23hiCtuoOvQEeH25hqlErazuQnRYKTX2An0GDmOXuMm0rG3bPGQkp1LbtduVGzZxK61qzX79nu9f4gkS8nWjska+kwBnQLWRoPImSM6RbW73e6wx5gaXYtLWP1rmaatZpsLgtmXQ4cOJS9PmZx5WgPsWK2kWvbY8C55FQvadQ4OrwNEZUy3jzWnuGhccZgkGyl2Ynehcp556W6qpYowQQawtlZWy9kDssJjnEqVEce+w68KvO9oo/rgXwWLMXp+ECIiHj2xP0t2yHOM6z/WVmhVkx8/XTeOThl2TKL4hxSefwZWk4EvrxjNsc/Nw2YycMWELpiNIr6AhN8v4QtICAJMG5BPp4yEmPsJESxH9NVarXRMt2sqk/6vIC3C++3Ctxdz8bguFKTaaAya1afazZpz++8vmzUWQ3M31/Drxipemyt7bT87cwu3HKEotnxBr8jRXTPpk6+fHdMer7PLDulCs8tHhUqFNntTdVSq7PryprAybV25NnvplJcWkJ2siC30LKvvnNrroFKuthdxkuwgRECSyED5ERlUBut2sxGX16NRmrk8Tupao2+E6hx9NeRy6RIW5JuNxZqAU1VAxf27m0jaR/gDZqeOxobgtkEJavlKfFXrqc/LJbIIu9csgsqjzGU04ceDFDhwRqeW7MwwKeRM20RxvfL+ksrvwyc1sXzFWdE7COaNGozaNJC+Hg8Ng+5rV9WNnS4Pxy6Prh4FUJuYgsNkoSQ7E7PKJNjl8XLSSmWwu92WRKjodCexng3hpSAadkDtVggo5+eQrKSKLs2gwGq1YsGHGyN5hqYIkkzAi3wMXQZc044ziyOOOOKI46+C1+PGZP5znkt/FgZfAn5TtH2BIBgISEa+bjBRYA7gavGHSbIwNs/Q36kn2rxZ7f/SEky3DJlSGw3RY5UEf9sTekmSmPfRO2Tkd6T7qHHsWicTWz+88CRXDv0ISZJY/cuPVGzVpnDZU1MxGE0YjCY69R2gWVe/Ryae1s7+WXvsXi9m1ZDB5/Ew/5P3KOjVh+KB+hU8gXCVTKPFwrE3/psn1gJV+kWH9LB06VLd9ob52TSiraBn8CvXUaRpvzfCEyirZiUdX3kFf8DPPQvuoSCpgIv7Xaz7XgbBQJ+yL1nS8QwAqgLZlG2sJ7+7kjLkavViMIltVr3UQ98zxvDllg80bZ9t/ozOrnwKPTI5lpR84MaTBwPUVf76F/z9thuVTdFG/I5gYbLCDHu4WuTxgwpYU9bICS/M543zhjJ7UzUvzZaVP50zE/7W6oD9O6ay7cEj/3KC7p+Mjul2nji5f5jc3FXn5I4v1gByVUkAs0FkfImikHvq583MC3pRCoLAoggV4ZzN1RqSLFi8UreQxyXji3lpdqmmfyxYjAbuOFqrdD72uXmsjCgwsGJXQ5gkiyTQluyoZ28IpRbHoUX8UzkIEQhIpAmK5NZAALfPj8VoCJtlmgTlRxZp3B+CyxtbSTZE2IgYTI1obp6uWW9tiV01ZV/gdYQGt8Go6Uvj8GWkUWVoRC95IiAox2szNBOQLATcOZw4uECn95+H0a6MVP3mFjLLHYR866ukvFiFusIwJwaVZOYEUCnPHnA/T5OpbWN+NZKNIlmqtI6tTuX7XNClD2f1LtL035GhjSi7bQpBmiC4cRIxUfrqqqj3FIUARyYrA2xvQGJzYVcOr16C1aVzPcUDGHHEEUcc/0jM/fBtFn7+Maff/zgdunb/247D4EvUJckMohEnJn5plp9zp0keOXjzzBAYf7Osdm7cFb1D0QR5WuP771aXc/l7y7hgTGfuOLpXeMIRSrc06kx6vILyfJUCAYQItVn1jm0s/Fw2nM/poqgRAsFAY8XWTcx45dmo/YZSLvXgdkSTewAzXn6GgVOOobBPPzxOB7PefpXVM39i8VefcsNH38jv6/cjGrQkUcAvH8vok86gqN9ApLXLo/atRmVlJY2NjWGfr1WrYinbox/uZreSluiISIn0qSqt9Vn7Kh0uPR/n4O68ufIFPt/yOQDn9D4Hi8qrNcFvo39rN3baakhv2crYuTczZ8wjACyfsTNMkjVUOZj+0BKMZgNn3TeSQEDCZNF+Drcf3p2Wd5ehZhq7dvTRqXcGS3+IJgKf33a7cqaWvz9F8H8ZN07uztKd9VQ0unjohH5/9+Hgj1E8Qw998lPY+J8jABhZnMFl47uQYjP9I8ipf8Ix/NNw/KAC/AGJm6Zr71sVQWLUaBBIsWsVuYu3xyabNle1aPwgA8FrR48ku2VKDy4aW6zr69gepNmjlcKh4163p4mLgt7iatx6RI9wIQqA9xbuZIOqsInToy96OdgRJ8kOQgQkyFCRZCIBqpvdFKTZSQg+5I8QF4XXe9z6JJmekkySJMrqnfxkuTfc1tT8LQnB32be8qv3xynI7xVxXF5grcVMkaBP3plFpT3B2ERm3Sh2BKz8Z1of3f5/GhEPpuYlpTBJJqDqxLSwvUrO2nOp7P1m1OZFQy4BwGhLwixV4hEspBoNGFxmIm3BevZ4EDbqH8YxWWk81qNjePnHmkbOWS1LhDOLOpNR0o1lTa107tKFbVu3UpuojeCtanHx/AUX8u5rryIKkGyC+7xncofpXTBYwKCSLnvk6ypTaMGUZKDe6yPNZOT1smreMqXCiEO5dPYXuCK94AQw4CMtbaT+ScQRRxxxxPG3IETwvH/7DVz/wVdRJNBfhhhzPYMo4ld5XIaPrnYzfHaR7jYA3LQZbIrKqKLRxeXvLQPgtbnbtCRZWEkWfe4uFWHjbG7CnpKqWe9sVoi92l2KIb3X7cLv89FQoTXfD8GWmBjVtnNtLZsWVTJk6kks+fqTqPVbFv/OlsW/c8kLb/HurdfS2qCd2O1cs4rPH76HkSeexo5VyykeNIze4yexfo5svSAGlV3j0ppItSzBYdcvavTCC3IhpksvvZTcXG2a4emnn87777+P2ZWJoPrSbM5qnLYsBAwkNXQjkF/G0KFadZvPEyxc5Kwhu3o5vonXc8IXx9LsVcasZS1lpJhT+GzzZ/TJ7MPduy6jj7Mr050zmHlOHeMe+YVOO35kR6fJ0NLA6lm78bh8+LwB3A4fboePD+5dSGO1k2FTOzP0qM4A7NnSgOfjnZjNWr+1vicOxuP3sKxKvjYESaDInccOi1ZpZ0j9e5WW/+vISbYy84ZD/u7DCOO+Y/vw9C+buf+4vnyyZBevzt3GuaOK9rqdIAik2vfdQiaOvxZ5qdHFWrbVyMGH0H3+40tG8sWKMkZ1ycAgCHj8Aa75cEXUdh5fgCaXL1zlM5Q6LOoQlIIg/GGCDKBQJ8X1hVlbmb50tyaFc1hROof1ymFgYSpDirR+iekJFq54f1l4eUBQhRaHFnGS7CBEQJJIQ6skq23xUJBmD0su60gGZDl/c2v7lWQVTS65uqVKdW4Q/XQuuhqbowv+6v0noQ6ESTKBQ8/rxa1LMlhnsZAdoyqTZFfKtpd1sGLenMqoLhkHrIqOxaw1s/RaawHtgLNgyc0Ikk76hrMPZmsqACZrEndxIa9Jl/CfvDGwxQDBMVxiYg/69X0Ri6UD9244ku85ho6OAB8njAvvqybCmGNyZgov9OrEZet2sMDpY9AC2afl4iFjyXc4SCjpAV4wCuALEnlf+IyceeaZvPvuu9gEH6/5j2Toaf9mSh8lsXXtnkZ6vyyrBOulJD4pGcIjc9ewZWxffqpRJgkegxHRFxGhCz5I+vV9qY1PNI444ogjjr8TDVUVpOXm0VJfx++ffkD/w48iq7DoL3lvQ5IJdB7vRoOgKQQjxjD4j0KQIPP6Azz200a+WRlNVkWSZGrj/vxUG2UNTg13V1++B5/HE65ACeBRqaXqyrX+XD+/+jxrfv0JPVgSokmyr5+RU4R6jxuG2fYtHqd+queiL6dHEWQAP7/2PD6PmznvvwnAzjUrmfX2K+H11uB7tlZswyBIJDkraGlpITExkdraWlJTUzGoVGg1NTXk5uZSWSkXEDj//PMpLCzk7rvv5rlLZ4b7pdeto/e615kz5jH5fVy5nHPhCSSmWVg3bw/lWxo45Mwe+ILjSjHgxdylCyutVWGCbELjMOqNjRz7xbGac/re+TwAkxqHc3rOLUyb+TVVp9wpn982Lzu2R1cibKyW/VMXfb2Nzv0zySxI4vPHlkX1O/OBkaSk2/hlxy8EpABdWnpw2q6LGI2Nxzq8pekrxD19/l9hXLescFXDfx/diysndiXJuu9+f3H8MzGyOINJPbKZtamaJKuRBoc3XIHSHLzPD+uczrDOWoJJjyQD2fQ/RJIFArGVZH8WPXL1FcaRHmevnD0kSg0XQobKB/y/pw4gNyWeKq6H+B39IEQgIJEhaD3JQiaD9iBhZEP5sblc+qSTnpJsS1ULJrTtXTpdSXHxNSS1aCtoWrqmYumWRsa5vf/QeUhuT/h1dqckfkyUjSd3uGNd1srNqinJiF8y6UaF9xcyMiaQlaWY+PpsNWRE+G3YMwpJnRydviKo+GtjQiJFbOM+biHj5ydwJ8jRyw65xzN82LfYbB0RRSMlngqu5Ek62X/T7KtWR0Zr0blxv1zRwJ6JRzPbK697uqdiWvvY9gpsNjnqYvHJZY3fmLedDxbtDPe58ZNVnO+5kf/6jmcRvWg1yjfh01eVkmNRbtReg5Ejp0RUGRNgCA6MxtjmoXHEEUcccfy9cDTK/lI/vfQ0K2d8z7u3XPvXvblRf8KRlWTRkGSGWByZYIBDbo1q/nxZGS/NLg36qSqoaXGzard8viGSLFzBDHjspP4AiJLyjP30gTt55crz2bNpfbhNnRo59wMtsRKLIANiKswA6vY46DF6XMz1y3/4Oqqtua4mqqJmJOwpqezatYvt27eH27Zv386uXbt45plneOmll5g7d254nSiKOJ3K52Y2m3E2e/BHBFE7b/8Wk0/7+fq8fmp2N/PrOxvYsKCClT/v4ufXZTN8Q8BD0fvv4Q4GPbs5O3HznnN5cGdsz9KQpcbMpsVkTR4PgCTsfYw395PNUW3pVUt43VrNxOfmcvG7c7l21rV0cRXw7K6rGY08FjquSiHrrL0yovYRx/8vpNrNB4T0iOPvgSgKvHL2EJbfeRgji7W/X70CLSH8euMhTL90JDce3o2xJYrq1OdX7nmhVF3DAUh1PW5g/t47QUyCDNAUJRhbkhWz38GOOEl2ECIgQSot4WWRAL6gSXwoZ9muIsl8Hq0JYAit7mjypcXlw4bW7NJulllvb6U24ikmmMg6vw+2Hn+sbLY/pCQTBGwqVny7R2RRq4F5znSu3WXH2tg5emNBwBcwYjqADzxRNNKv73Nkph0GgNdaww1bZLPHI6SvAEg9vCsWW3Q6g4hycxNNyrnVlHyGI10efBcWXqjZJmCWB+JFbNvrsVljPABe2q1U1+qRoI0sZGXLkfFkQf5+F26r49bPVrO7Xv5e15c3MTMwiCd9JxIwKROJRY2tfFapRLQDgkDnwggfOEFggDEuT48jjjji+CfD3SqPHSq2ysRCwK8/Pjgw0Ge/bj2iJz5VpeqYT/Wc3jD6Whh9DZz/Y7h5xvpK3e4XvKV4u4Q8yU5QeZiG5j/ZbuW56XXLz8fZ77weboul9tobmmp0ykuG9unyY09RUkXTOux94lSxdTPVO9oeH9hTUvn99981bdOnT+e1114DoKqqip9/VooFiKJIU5MSdLWbknnr1vm8er02WBfCyN/vCL92Nnv46D+Lw8vr5u6htVEOfqbXbUC02dhTt5tHt1/Pf7f/K9zPEjBxaMNwPtz0MCfXTA63B4LXx887fialZ1Gb56lGc612zGoKuLi1W29qrYnUtnqY65BVaaObtP51/Yb2DL9OOaL97xdHHHH8MyCKAslWE+kJ2vmHXoGWEDpnJjCkKJ0rJ5bwzgXDyQoWnPCoSbJQuuUBYFlsKm+xEwbpe2rfNVXPmVtBfqqN9y8azlvnD4s69zgUxEmygxB+ScIqKCosWUkm/6CtIZJMUAYNZr38BuCqD6KNXZvdPmx4NG0mcxIBl4/WBdqoqO1PRt58QYWbgITFrpAyEgI+cTSj+jwoLweji35Jm1bp8xvbvBHuL1ht8uDVa6tlQk0Lz0oXcAZyNNlkycBqy8Pk0DL5aiVZlOmm6AdEEhK6oYdUGniw+WmuKsyms83Mg92iB896SrIim/ZG6Wtdz4L+ynG4BJGMjAxSRO2AsjlY/Ut9mM0JsRVhU6dNY7HRjmRRbj9DpN8xitGpJXHEEUcccfy9UHts+bzy8z3S+P3vRFaShXPGdA0vG2OlW3aZCCYrHHYvFI4IN2+v0Zrgh9Ri6gpinTPlZ1qP3GSumtiV4Z3TGdAxlXfO6keOp5pIVG3bihRUE7gd+iRZ95FjuebdzzVtp9z9UPh1ybDR+ucBeF0+LHZFDXDqvY/E7BvCV4/dv9c+Calp1NbW7rVfCD6fj4aGBgAyMjKoKG3C7wuE0yYBkAIktsgKeJurDptDJv/K1tVo9hVKgQQo3vU9TsHHioW/08fZVdPvi43/5Ybyc0jxJ3FetaLmyvKlUeDOoayljKSOisIjq3qFZvsBK55m4qwrwstNNS62rVS+wwHLngy/Fq07MVjkdXleHcVFcAwpHCDbjjjiiOPAI9I7bF8qkpqDfUNiE2jbuH9/YEgnOUBy4djOGgsAgCSrkfNG64hDIjCqSybju8VVZG0hTpIdhAgEJA3xZSCA16+VxquVZBbaHyl2uH3YBW1etNGYSP30CE8IAWz9tOao+wp/UOFmEiWEiBtRP3s+YwvGcl6f8/CbZD8LA9pzFBAPaLplCDa7zPR7rTVIQoA0GsKRbqPJjiHRTMru8ZptDHsljAJtVqzpymZu8FlZMKIXfZKiTR4tOttud2rJzU1rL6Z0xbGYg12bfH5OPPFEkiK+X7dP/lwtKj8Ob3JSzGPLL+zEpet2IKmIzaP5AlGKNtGMI4444ojj74XXpQRG/B5PsM0ZqzsA9eVl4YqJ+w+xvcYSrIoRsilWVboO/XWbW93KGOeY/nlhH7IQrpzQFbtZeV7dcHh3PrpkJFaTga5mfQLM5/WEz1+vEuWxN93B0df+C6PJxAm330dulxLOfOi/FPTsw8UvvMkhZ1/IIWdr1eKS6rw8Di/WROU5a0tKZvBR0/TPuw2YbdrxgS05mcZgSu0555yz1+2nT5/OBx98IG9rsyHp1E0aN/cmDAEPOXf8W37PoMfYxsWxlXIGm5Xh7w/HFtg3g+tXSu+ixdGEtUM2XbZ+TnLTNgrKZmn6pDZuidruuxdWh18n2/2UZMtjMNFcF24f3zREs43kDUBwYiz8BQHXOOKI48DAHlGZdl9IspDYImRbBIqS7ECkWwJ8cPEIFt02iZ4dkslO0mb9fH75qAPyngcj4iTZQQhJArOK+BIJhH/QIbNBm6gQIWZBX0km70s7GPX4Axo/MwCjIQHnGlVkUoTcm4f+6bLE/uDgxGiMHhCbkvOwGCxcP/h6/BY5FaAbGzR9zAH/AU23DMEWVJK15C6hNVMZiKXtOAxDkhljuhWrXav2yu18ZJv77NTpsjbXexL3UP3GGlxbG6LWBRxeWj6MUQpTBXNQEZguyNfKFoeLjIwMzBGec65gyXaLUXnItFhkVdrE9Giy7Msq+Zgk1UPJQADRH68MFUccccTxT4IkSXg9yjO9dPkStq9chscZmyTbuGAOr197CU+efixlG9fH7LfvBxN7lWgwkBQM9h3Wqjo2IficSSmEbpN1tlTM+S1GkZt0PEJ7dIgd9GmojO0bFvDJ+41Mt8ztUkKXwcPCy0X9BnLGA0+S07kLAEnpmQw+appGKQYw5+PNOG0V1Gcsw+VqpvuIMeR27UaP0eMRBCGKVOvUT5seqIfszsUA+C02Wjv1YMuWrWGPsdzcXM4991xNf6PRGHPsZrPZWPdLaVR7jxnf0m3JEtLPOAMAs0cekzVUyeRrWq72PBNaynAHHScyfKl7PYdI3LT9HOa61tJp188MWfYYHYcUatYXvfYy3VeuYPiie6O2tTqrKfzv4zx6Uh9E625ESwUA3sZo71zJq4yF4iRZHHH87yI1IpPGvA9FOIzBeaQ3OCeVJIngVBrxAM0xTQaR7GSZHDuyr1Jd+PPLR9E1O/bzKo59Q7y65UEIv6RVkhmFQPjH7Q9IGPBjlZT1IUJNFGQ/MytuBCScWPEHJE3Koi8gRZFkBoMdaAwv5905EtH65y89vyTfxEwGoKWaxIBES/CGJKYXh/tJYnAArD6uYEXJv0JJZrUqBFhVz3cAEPwmsjaeFq6GlDKwOyE7sO65D9KhxzFt7rNT4QV7fd+ygU/BK9dgLdF6vrk3N2BIALq3fSM1BUmyQk85FcaO7HF5Macnk55kAxXnua2mlYwEs8a00hf8XP9TUsD4RRvwqsjUx7bLg05UDw8RP37+mG9LHHHEEUccBwY+j1uOrAWxYd5sNsybrekjBQIIQfMVr9vFN089HF733TOPcdGzr+2fY/E3x1xnMJr4oqyceoNIV3VF57vq5OMP+MEQPe6QJAlHsLjN7JsmkJtixSgKYQsKAKsxdipdZWm0Kil8vD4vJqysnqk15w8E2laC68Hr8bP619205Mqq/KakbZisVs64/wlNv8zCImp2bic5K4fxZ13Au7dcS4eSbpRtkKtYp+Z20BQEMJrl4JSzoAuS2cr7778PyAb8VquVoqIixo8fz7JlyzjllFPo0KEDPp+PQCDAww8/rHnvxMREdu/U2jEMWPE0prwvwsuGrEzMHu332G1ACgt/UJ7/WTUr8ATtGNTplO1Fvieb8+bfxFsXn0Tawo2kn3kmvKns3z5kCILZTIKjkuLSLygtnhZeN2jFU5iLvuO5xTeT0FnxZrN4s4mEc5UqXfQvGEvGEUccBwZnjijk4R8UIUWipf3p06aIdEvVo+OAKcnU6JOfEn49sDCtjZ5x7Cvid/WDEIGAH7OgRMD6CVvDSrKOrg18Zf63pr8l5DEmBRAJsNxyCSstF2HEx6XvLsXjU5EjfkmTbnl7l6tomK5UQERgvxBkAIFg0qIp0AyPdSUhoJyTSdSp6qG6cUmSyEqhY1Qu94GAyRR90xK9CaRMUYi8xMQe4dd5JSe0ub/U1OEYjal7fd/WrJVU9HmN1h3bNX+upO2UD/93m9sOlJZgChKpVklmxJqDqSO5WdrzufWz1Rz25G+0qqpo+oMPhhSjgUe76xtLSqqP3oBf48MWRxxxxBHH3w91qmUsqD235n30jmZdU7W+Kf4fQUHB2THXiQYj2X4/3T06yndB0CXIQLYLCBFiCcGJkSVCRWBtw28qVMAA4KQ77qd40NDwst/rpbZsV9Q2o046Peb+YsHZrLVD8Bvd+P3RuY1HXHE93UeO5eQ7HyCrsIgrX/+QU+5+mAnnXMSRV97AmQ8+RYdu8ngjIS0dY7AwkGTQjplMJhMBn4QkSUyYMIEbbriBgoICDAYDFouFbcvqKUjrFu47cuRIBg8YptlHVtUySk9Io9GtBEmLv/pKQ5IltO7BduuJmu28pmQqA43kehTf2qQJHUmapCjC0s/oSfaVA0g/tTu5Nw/VbJ/qkwOAP4y20vmjj0gYMQK7Q74OUxq2IJgV1Uj+nnmaY7G4G6gINPB7uUKQSX4raTWHRH3WIQg2I4IpPp2KI47/VSRZTbxxrnIfSbC0fz4SIslCtkV+FUt2oJRkahzVtwPHD8znvmOj1a5x/DnEZ6UHISSvdtB7m+kDvgzIFYeurbiVJLFJs96Mj1SaucP0Dj/5h2ILmv5n0MTP6418v6acYwfIaimfKt1ycXJv3sg/jgvmbCc0JOlwq3YQ9WcQVpK1lsnLQdIswWhjbMHYqP5GlamiJIkEBKnNMr/7C6IYXTlEwEDyIR3DywmFHSn+8SEMFjvixLYjGIMHvd/u927Km0dT3ryodiMpmuVLpGd4SbgqvHwjD4Zfm0U5WnrXlj3ctWUPD2VlwQZlcJ4WLDPs8/lo9gQ/4+DqRKPIKbnpNLgbuHubNnocyLFBmQPJLGLAD1J8kBlHHHHE8U9CqFpjW3C2NGFNlD2cln775QE7lqJOl5Fg70Jd/XyamlbQ0qJE/g16JNigvXtqqf3IQr5jT506kIveVipbds+Nrbr2BP3GTrj1Hgr79KewT3/+e+bx+Lwe/F4vdXt2h/uectdDdOjWHYNRJ4i3F7hatORfQPDhdfkxJGifm9lFxRx9rVIJ0mSVU3IGHakosiZfcg2LvviY4cefyi+vPQ+AIAWQUMYeDoeTl66eRac+GRx1RbSX26/vbAByOeHc4ZQMyMdqtVJRqpBhE2ZdiYDEyccYmDXrel49/FUEQcCYloYtWTn/tPoNiFKAUQtuZ/7I+8NtSzsJDGmRJ32GFDMpk4sI/B975x3nRnW14Wdm1KXtzbte2+veuw02Nr13CC30XpJACoQkkEK+QAgpkNBSICEhIYGQkNB7N+649969vatLM/P9MZJGs5J21zXYvs/348vozp0i7Xrn6L3nvCexEOeZWI691PAwdVQbPxt7vzxiO4wYw6U7KYsVEYiZXnDjlz/JrqqZ9Nv5EXALAAOe+xvbrrqakz7+GmFnEYoaxlZRwZmvnWvpRHTBoC+Tvz4/4zNIYit0ZvjiCgSCQ4vJNWYCgNfRe3lkXb3xd+fVZbs5cUR5yrQfDpxxfzo2ReaRyyYc8OsciYhvpUcg8XjmSmsyTTRP68jY5yDGD+1/4yLlM/7gMLv+SInUrPRMspimk4fhZxFQ3DzKbUiaDe/UPhRdNBQlf//5TiUzyXTCfK2ijKZEScTzJ/8eh5IpTKnpZaFoxP0jDkp3S1l2ZYxJWIUwSZGpueVi+l2X3YtMkYwvIDZpb1Np5bT/SGWJJTmKeZmHJOgjW1fCn/ZWcKJ9AyOVOq5xLuSd2yaw5EencUOR6XOmuxTskoQdFUmSOC74B6r0nZbzaKVOIkeVEplRjoKKo0rU0QsEAsEXid5kkiXN/HOxe/3+8SWTZTsVFWczcsRPqaq81LLPIpJNuBJumw1nP9zjOQMRQ3hx25XUF5pTR1VY5iQXgrIRT5R22pxmbKPYjflqPJ7yJaseOYbqUWP2SiADCHVan9m6HCMa6n1TpXRKqvtx5u13UVzVl8I+lckzWiepCroOW1c0E2iLEGiP8J9fLWLOfzaiW0pRfbhcLnaua+XVR5cCUNi6Dgmd7aWAJLGgbgHvb38/dUy+23wvumR8Hq5IGzNnf49xy39LWdMy3jyuhK/Vf9m4lfZER1WHQsGpA1ICmeU9XT4C71TTm+evG3+Kq82Mswr65DFk8ysUjhuaGvNMmULJLbckrt+KPR7iv9+abBHIBhcM5rbJl3FNoltmaEgBFXdOtl5cCGQCwSFPvsvOfeeO4tbjB1Fd1PtGYsnvwEl/5o0N/tS+g1FuKThwCJHsCCSmZgZW4bjKj19dRUTPDOAcUpzJ0oaMcWfC0H/x9tZUmmlc1aiSjMyjBkcxxbRQcMoQii4aaglg9gfJMG2HHT71mH/QHHZv1vnb+rlpKHGwbFQeuuQA3b5HHUz2FlnOFAYlPXOVQpKlnD4lU6a+SGHBUYyb+Ls9vn5xxxmcfNKG1H/Dh/0fti4imY041fo2y1h5u1H2eRJWP5V2SWGA0sbR9h3IEqiJMsz29nZOsa9jhLsRrdSJiwBz552CqkaIROpwdPGqQ5LQi5zgUJDRqKrpvsxUIBAIBAeXNx7/VY9zNC1LS8M0lr//9v66nRR9+15Jv37XM37cHwFQ0n3DFAf0GQNKz4JUXYchAhZ7MxfWknTnXRqPGQJOsmwR0kWyGPGEgJguovUWXdfZsbqFP3/3M9bM2W3dJ6tEw0Ys99rjy3jytg8JB3I3WcrFjEuvYvxpZ+PyWTOlJM38PHdtaGXzkkZqN7az5N3t/ParH6X2yYmFxld+vYRYUnAMN1H5wP189wbzHHd+fCe/WfQbdvl3UV5oWjMoqtlkwRHrpLRlFRI6x/mtJZQ9YSt2UXTRUBptZjfKwtUyu/3G59bvj0/jve5K/u9MP3d8aGbNF335MvNeykr5e+s75vHOQl6+4GWKtziJJ7LU+p3YH3u5h6qfHIOcb/zM3WPMslCBQHDocv2Mgdxz5sg98ox8+BIj0/atlXVoms5/Fu9K7TsYmWSCA4cQyY5A4lkC2rlrdvCXOVsJkhnIOYhZfMaSuBJeZc8v2JEqTYipOlWS4WFV5zIM422OzEyq/Um4yx+hXR1SSrRLJ2aXWTE6n6ZSJyQKQG0H4Q+YJGURxPbwn57PN5zJk5+nqHDPAkeAuN5qeV1dfRVjB1u7OinE+Vbkbzj1OOfpLxnzJhuruE6ifEe/PzW3xmX94hFPrJTbbDaqlQ4G+tpBknBqfsLhnWzd9ltcrr4MYGvOe1RQcTn3r4gqEAgEgn2jafvWHudoiYUSXdeRExldZ95+V2p/b7LR9hRZtjFs6A8oLT0RsGaSqVLPpssfrW3g+j8v4PNthqgyqMy6uFZZ0Lu4RU1kkiWFMSCVLabG0kQy+55lkLU3Bvnjtz7l1ceWEmyPsmlxI3qXbK9oSCUairN9lRFz/euhz7Odqls8BYWccuNXGDFypGXc669Jbb/3p9V8+sL6rMfLsoQas8ZbHiVK4cUXW7L3AWpnree1J/6CWujjqAUP0HfXLPrv+JCK73/fMq85DwZGsnuZ9oQtz/y5uVUXd318F/Nq57FA2sq7Z/fh8/gmPt7xMU8tf4olDUuIlhUw7POF9Hv6adbddwW6LNHX15e5l8/l40s/RouqtPzDLOu19zF+T2SHQvlt4ym/YyL5J/bvehsCgeAIoabUfHZc++cFLNhq/D2WpD3rkin44iF+ekcgapZMsvlrjSyi7CJZPKNjJYAzLRvp43VGa8a4ptE3mUnmNEoDlXzfvt90NnK0g7/06WV89e+LezjUCKgPRnfLbCsS2TLJ9pXJk/5JScmJDB1sDTi1vMyukQ5Xl1VjoL9Wx1NcwWUYnmc2ZwElPuMLyHiW8rcRRtDaqVk/+FjiS4LdbkdD4pUJhh+cO1F2u3XrE+yufZEZfJrz3qvzLs65TyAQCAT/G/LLjNLDU2+5PeecpEgWi4TREvHFkKnTUvujvfA121dsiimMPf/5LmrbQ93Mhuv/spCP1jXyi7cNm4CumWRTa4qzHZaBKZKlZZLZjOf7hvmzad5lNC5KdpHsLWvm1BINmxlXOjptxUstc0IdIfQ0/5uOxu7fc3fYbGZMUsYIXOFy+u34oMfjWnd30tFsve6g4vaMeWMDQ7mj7nLOaTuONX4NX7CW4RteoPyC0y3ZXAArJw3ixA5zQdA1onc/C4BSV2lq+4z2GWxt2MTN797MV97/Cs+ueja17/Elj3PNW9fwf3P/D8Xnw3fsTO7dZfiztYRb8Dl8KLJCZIv1vcge83OyFbtw9D1A8a1AIDgkGFDiSW3P2tDEyl2GbdFjX574v7olwX5CiGRHIPFEQKsh0SEb/7h9khHkBHVzFe5zr7Gy6CSKl8wgN5lJlkTXdeKqnhLJGl2FADjKDpTXVA6VTLfz3uruO2ppuhFQ2w9SKmyfCmsb866eZPuDwsIpTBj/R8rKT7XuyMv0i5GVzHp7VQ5gI60MwuFm3JTfp1774obYti4cI5K2av/555/z/vvvEw6HacwrQEs0Q4hi/dIxnNy+NCWe/dfQQSAQCAT7BzVRTthn8LCMfQUVRvavlugsHeowvhzYHE4cLvMZs2PlMtT43vln9RYlLWspFJf47Uebss7b1hzg0/WNGeNFHuvz6sQRZb26bqrc0pGWSZbIGlvwyr9Z8tZrADg9nsyDu0GKdYmvJJW4w9r8JtjSgabmiIP2kGTJ7Iknnoi72RClSlpW9Xjc3Fe2svyjhN+ornH8p98kr6ooVeaY5PiOKantsY4zUfqMA0D2eJDSs+xsTs4p+l7qpWt0CSVXWrPcukOttwp257eclNpui7RlzH9ry1uW7psAobghPmpRFS29hFXJbYkhEAiOTEp9TgrcmZnCJb7cJfyCQwMhkh2BJMvjNCT8NiNw8xLi2ukDLJlkOzyGoWuNuwFZygzEkp5kSSbd/x5bGv2pcssWp5GtJDv2vyAEpkSmd41Z9J6vp+kHL5MMYOTIn1OkH582cmA+EwC3ux9jRj9KcdEMJMnBsGE/ypijZBPJnNamDTanB1m2IccN4XRAqDm1788zz0ltr169ms8++wxd14mmmRLXS5Wkky7AJUs6k9jlA/d5CAQCgWDviEWMLHJ7Fk+t9vo6AFZ+9B4AoU7jGeLOM579yS6LajzOpkXzreeNRlIZaPuDdOsEFZndbVaxZM6mJm56diHH//JjrnlmQcbxoyqt2dXnj+/L7ScO4ckrJuW8pq7rZiaZLbPcMp2+I0b37o0kiG2wLirpcqbfWGdzG2pcJ+xqoL1wFbqkWkz19wQ1niiZ1SCW6CLpDLcy9XOz07XPv5O+uz6hssZDfvvm1PjKTwwPnrzOHShaDMfAgZz733NT++2ajbPbrB3HPdNuByTUgNGBctBbbwIgOa2dtwvPHYxk732clndsX8vrccGhfKXuUr5eewXokBf34tKsv8uPL3nc8vrh4x+m9d8b2P2jObS+aJSZ2srcVH5PLOYJBIJM3vzGsRljTlFqeciz/2u+BF94YnEj6NWQiMqG0v3CLVPwDRzDvEVm8OBKxFqD5Nqs5ynGKqq0BmPUbluL2xklhkKr06jTlg7wH4quPh290X61ZJfHg9DdEoyuXJX2y2mNfwIcmHLLdCoqzqGi4hw0LZK1cYCiuABj5bhG35yxH0BxGAKqM15NyLaRWPNKCm0TaIubX2yGDBlCaalZ3rBxk9kJs1BvoX/wG2z3PJpx7sFYG0HYZfGnSCAQCA4m8WgUm6P71e541IgXbE4n537re7z264cAcPnyCPuNzKZVH7/PKTd+FX+r4e+VFMmGTz+WdXNmsWHBHIJtbQA07djGs9/+GgAjZhzP2V+/e7+8F5tsPvc1ZBo6jfve1hzg7/O389Sn2Z9zSaYPtpqvy7LEt08f3u0x6dlx6Z+jYst8nvUbNbbbc3UlHrKKYpqcmRG+cFYjg6YF6Sw0PLM69fWo8ZOw7cXCZP02I5tq3dx64pLxTHdGO7CpYaYs+jmthcPov+MDo6v5hhcB+PCEJy3nsMcNwWvx0cVEF5r3O6NzQvaLKnbsVVXGtQYOZPD777Hl7Xdgo7HbPboEpWDPsjHyTu6PY0A+rS1NaK834NDsnNd6AgCz85Zyz64bcTiduL45lPNfOo+QEmFZ4zI03fRVm1wxmeCi1ZbzukYWo+SJzBCBQJBJ30I3W352Fs/O2cqPX1vd8wGCQwIhcx6BRONG8KUhE08Y3AYSgXAkbbVYTbTm7hNpIRuPOn6bMTZAMsocN9qrccvGSu6erALuGd2vmHaEY6g5VlXlhJ/awTDuT+J1DUlta7bAQblmNoHMGHcxWDdWSE/jTWTZalJcU3U7is0ICB2UAxCPdfD3cYNSc2686SauuuoqzjjjjNR/xxxvZst9i19gW1hDWf5ZqbE79Z9xuf4PxrDCcj1bL7qQCQQCgWDfCHa0M+v5Z3n4snN49OovMedf/8g5V43HUtledoeLYdNmcucLr3HWHd/my//3c8vcR6/+Eq/80mjw4s43s7LSOz0CzP7nc6l9a2d/st9M/W2KNZMsHDPu+/7X1/QokF1+VD+qizKzq3simUUGXTzJspj0ewoLezyfrut8/Pe1fPbiBgKq8Uzut+MDZDWKliWTTJdUGjeZ1hIRdyNqvPtOo7lorTfsFDqajJ+HPean7/cNATO/czsDdrxvCGRpTFn0C8trWyyIfuHp3LnQ9EWdUDaB74Vvy3pN9/VXU3zVVagdUdRADEd1NdGjjE5xLY52Sq4etcfljbJDwT2qhPxSo2R0RHhgat9lTafj1dzYQzL8bif/Wf9rrmo8m7Uta3l+7fNIuoRTs+OKWH9+stdGwWk1e3QfAoHgyEKSJK6eXgMYhv1j+xb+T+9HsO8IkewIJJrwutCQ0RIBSHsoIdoUmMGBLO/5r0fS4D8ouykl4ftxgDPJnHp2IWzcj9/lyj/Oo2/fKzL2SYnSv4NVbglg95jebBHHrm5mHngUxcXX+A3f1e/nOD5i+rT3UvvkmJfBI76Vem2TDGPa+oY3KZy1JDXuL8xse+4rMgLTKfo8hrABOe6i2nNdav9kPudc7TUcXRpBOBSRSSYQCAQHCjUep7VuN288+gsWvPyv1PjaObkbqiRLLQHsLmPBRZIkRs48gZLqHB39JImBEyanXqY6PSayrmo3rLVM37W2Z9+r3pC+4NWi59EWivGnz7Ywf0tzN0fBX284ip99adweiTFhv59HLj+Pp2+/PjWWnj2WTSST0ywFGnd0snV5k8V0HwyBatWs3Sz7cAdbm414obRpOeOXP4kntDXjnLocJ9BhzTCLRawlrJFQnM/f2kp7Y2YDn3Qk2bgXCeNzkLQ4nkmT8B4zPecx+Z3b+FLFp0w/sQBf53Yq6+ez/dYzLHN+e8pv0Vsys+AAlKsuRnJ6qH1wPrX3z0NXdWrnGFnmMXnfSnGdhZkecGNDQ1Pbapvxu31l09kMDlfz0IKHeGDH7by87lFaH1pmOS7vxP4HvCJCIBAc+iiyxNaHzmbd/WeIzpaHAeIneASSXm6pSsavQDicyPpKC9pqvQN6PNfjX55gee1KZGiFZGdKJDtQRqfJO9W6Of28zS0MG/oDJkx4ls2dpkgVUg3fi4NVbglgqzCDNl06sCbGPSHLbiqoZxxLkQC73RS8NLs1y02xGZ9bqHgtWz3X4taN4LUpan0Puq5TF010ukz8Hsiqk+Bfgwz+6DHsQcMIWZejyOg4ddMzRhGZZAKBQHDAePOJh3nmG7ewfaVVAGjdvZPnf/Qd4rHMTKV4QiSTZBm5m4WMqmEjueMvL3LHX17k68/+i8lnX5Dap9iN45JZV0WVVs+o2k3re7z33pj+22SZ99WJNOn5vKQeS2NnhPtfX01nuPtjbXsRA8x+8Tl0TSMSMJ+Vi97aRuN2o/w0uViUTrog9saTy3njt8v55Hnrew92EbyUeIiizs0UdGyitMnwdGtUtuDqNJoj6ZLKgvesC27P3jOHea+YTQveeGIZ81/ZzAv3Z/qwWe4P43OSEp6uuqSg5OXR/5lnKLjwQiSXi35PP51xXNs//4n7vqs4atHPqSwIEYpZveAcgdxfM8KREE9+YNoxbHxxPqO2Gl20K8K972iZDXkPSiNvrje6a08KZDYI8EyuwDupfJ/uRSAQHFmIBh+HB0IkOwKJxcxySy0hkkUiRmBjSwgg9wz5JvlZzGe7cu4Yawcol2QE1SHJSQmZHaQOBFpaUwFdywzkZdlJSfFM0isvg2oRYPUxOdDYSt3IsT0v6TgQGJ5kJnI3nmCVw8+1vB6EsfK/O2L9UvXnXU08stUo/XAQRYo7kRJ/YmyxfCTN+vtUQlNqWxLG/QKBQHDAWD93Vs59u9et5l8/uTdjPBZJlN45nd0G/S6fD4fbg8Ptwe60PluSWVXRcIiFr75Ew1ZDwKkYZGT11K63ZpZ1ZeXH7/P4dZewZcnn3c6zKRI3x+5ieuQJOvB1OzedZObUnpCtRHT+q5t58cGFQBchUJI442t3848fz+edP64kHlUJJLKY1s01/F7jUZVXfrOE1x5fmjpMR0dV6lh906X856IvsXKc4WnWkBcE3Xj26nKcrrYTOjqL3toGQDgQo3ZTe+Iaucswm5qaCNsNWw0pEUMpagRbRQUAlT99gOELF+A7diZVv/wFJbfeSvm378o4j1JYyI/n/tgyFl3dltr2TKmw7FtWt4y1m0zrBfeytJhi8L7FSrLbhlJkZD86BxV0O7dPLDMrPknxJcOQPWIRTyAQCI40hEh2BBJLeZJJxBPiRDxupOJLCfPSarUFn2QVTmJSFiFDta58ujFeJzPJqj/fP6a8WUmszCbXiUPbryWw8Z7c89Ni4eZIP2DvVpH3FkmScLd2bwR8sOjqQSZJCh7XoKxzS/sfi6yb86tV43flG2u3c8rCdUQSrePv3WCuaNuJIcetQa4tYg1Ui2g1ry+M+wUCgeB/xu711m6K0XCI+f81DNptjuzelt5CY7FpyFG5S/KS5Zafv/YfPv37n4mGjAW50n5GpvqWpYtY8eG7OY9/53e/QY3FePWRn+WcA0a5pY5MrJt+VHedOizz/vbClzTdcw2gYug5lteDpxyd2r7+kd9T3HcCbfVBNn7eQNNOf2pfMrts98Y2dq5tJRY2SwxjjjYaK3ewokNHTSvlbHG1EEv4k4VdjZDRedx4vX5BHc/c/VnO96CqKh999BFbtmzhiSeeSI0nF7NGtM9CSlxXkmWkhNhZcO65lH/rm5TcdBN0aVCgVJRbDPCnlk8lusPIrrP39VF0wRD6fHdqav/y+mWc3HY02ai8bM8aHXRFkiUqvjmJstvGUXq9tbNo6U1jqX7I7EZXESvhmI7xljn5Z9TQ94EZ+3QPAoFAIDh0Ed9Mj0DiqimSaQnlSI0Zwoec6HjYR/MjKZWW4+x6Fo8INcqwCh/r643Az56QrKKynfJ4I96WPWt7vjfoiRg3HqoBLXP1MaZq2BWZ9BXXxc3nAIHE+MGjctMtNEb/ScHO4+Gkg3ppC7KcuTI6ZuxvWPj5RfSrviZj3/EnLmbb4r+yueMhqtSm1F+Olf4QW0IRRnitn7udKLLqovjLw2l5YR0ArvbBBEvML2J5ad1RJeFJJhAIBP9TNFVFVozFsIWvvsSqTz4AjEyybFzzi8ep27yBgeMnZ93f3bEOt/nMePcPjzHmxFO7zVbrqQtnb/xFR1bms+VnZzF3UzM7WoPsbA0xZUBRj8d1JdmEIElx3ym0NxnPM13XKanuz9iTTycaClHUp5Lta8wFodZdHWnn0YlHVTYtasi4RszRlvXaAVuA2vwg5RrEnK2oijWrTZc0JF3mvWcyO6zFYyqKTaajKUR96y4++eQTPvnkE8scRZUYt+J3lGk9+6YOmzeP0OJFNPzyV2jRCNpFZ8Bm43fmyZOfZNySvviX7gbAPaoEySZjK3Lhd4TwRd2s37WGWwJnZT23kp/992ZPkJ02nDWZWWTOmvyMsR/uujW1XfaV8TgHZM4RCAQCwZGDyCQ7AtnZZKzkpne31OJWTzJdkjNK8rKhPz6Jv1w5mvHVCY+vhCG+hEaemt2sdf+hp/1/QMseRAejmeJeOG6IRAezuyVA3vCB9Fl9PV7ti5FRlk5e3miOP24xQ4ZkZuPJshOP18g066PvsOyLJepYbWkfpZsQsurAObiQslvHAVC480TLcUnfMgBZeJIJBALBQcVTUMhVP/tNqkSytc4QNGo3rGPeSy+k5nUtoUw/ftDEqUjd2Bbkl2b3c0oXyQDise7jBVsOsS21v4dn+cwhpRw/vAxJkjhmSCmXTe3PXacNR96LGECLW2MKT77pNxoNxZEkidNuuYNzvvEdJFkmtNu0FmjZ0mQ59g9f/4TVs2szL6Jn/0yDtiBLKrelXncVyfz5G4jmENjaG0KsnrOTpx/8L7PeXJR1zsAtH1DavBKpB1FyacNS3qz/EN9xxzHotVcZ8s471A4pBKAmv4bjqo/DP3t3ar6txPwdUm1GzDA2OJRsrB1R1+2195WkCX/FXZnirq3MLQQygUAgEAiR7Ejj0/WNzF5rpL+ne5KpqiGSyYlUeR0Zu9LzSp4UaqVq51u8cvtMRlbmY0uav8oaiuag8PzBvb63aDjU86Q09LT/tWs6kN3XKpgwmE8PheMJYedgZ5IVnjuI/NNrKL9tfM+TDxIul+mfoiienKv5nlLDUDfPucEyHk58ls60L0ouQkS9dUgOBefAAsrvmIgd079OirtSWYsgyi0FAoHgQOIpKLS8Hn38Kdzwmz9QMWgIJf2MTpXNOwzx5R8/sPpN7emzOZ1+o8dlHbe7rCJZsK2t2/PYc5R8JunOOmFkZT7P3XT0fnved20kkN7ZMtCWKfYFtu5MbS+d05qxPx098X8590s6qkfF1254iKk2a6OdiLuR9uLlxrazmYizGb9vC1FHCy21Ad57+yP8BRvY0ZbdC84eM95bcFg1V755JX9c8cfUvnUt6wjHDVHu6reu5t7P7mVFo+kptr1jOwD98zM7n8o+cyEs5jGe/ee3GAtntpouHnI5Opbvb+xlHvLPqLGMld60b2WeAoFAIDg8ECLZEcYzs7cgJwIwTZJT3S3RYrD0H0xpN1L0NVnBnqUkLxtNbUb5wJraDmySEfzILg1ZcuKbXtWrc6z57GMev/YSlrz92h68m0QgJYG7m5gqkGqJbk6Kxo37PJieZGCk/+ef2A9b6f/ewF+WjZXikpITejXfV2r4ubixfmFKepI501bk3YTRlSiSw/j9cvT1YfOZX3JKNp/DWMwua5LIJBMIBIIDQkdTI8H2NstYxaDBOD1ewPQHa9y+reuhxvGNmeWA3aHrOqFVq9CiUQrKK7LO6ZpJ9ulzzwAQj8WIBAMZ83vKJMvlLfaT80fz9DW5y0H3Bk2Nd3ltxhaB9gixLtnrsXjuOKPfiMLUto5OW8li2oqXEncYcVVUtopuvznxN+Q78tEV4/kd8u4mG1FHKx1Fq+goWkXIt4P24pUseXc7Ab0p6/wkjoT1xtcmLmV543IeXfwo/qifJQ1LuPi1i7nhnRssnTp3+Y2yzBWNK7h/3v3Ge8rrl3Fe2WkKibrH+DwKVaNztrPCR9uAtBJW2/6Py2zlxu9bVxN/31F9Utv2Ph6U/N53xRQIBALB4YsQyY4wbLKMlMjg0ZBotxsreOXNa+Dlr6Tm6ZIto/NjraM0td1qy0ttF857CDp2k+e0mZlkio6k995T4s3HfwXAh3/+wx6+IyOwdORu3JTKJJPTDG53thpCT2VBzyWlhyvDhv2YiopzGTzo272aL0kSVa6rM0Syp3Y0cu/6nbTEzC8GNmKU1J9nzUpTJCTVCEA9LaOYxmy+rv+SX+tfQRaeZAKBQJBBPBYj2NG+T+d47ZEHM8aS3mMABeWGUOBvaSYezcyE6q6cMhvt/32ZrRddzIaZxxLduZOS6szMIpcvz/J624qlALz44+/x9NduIOz3W/b3lEmm5MiAvmZ6DdVFnqz79paumWShnWa55DtPr+TP3/nMYtAfCWR+pvntmxmz6o9M3v0CPr+RaVbUNpe4PUDc0UnUaWSc1Zxaw9piI+trbvlcTup3Ej67j4Cv+w6eYXdmyWLj9k5Qu/9Z+iqLefFXZ9DuNT/PJQ1L+PmCnwOwomkFN793c2qfkmj+dNO7N6XGBhUY1gySIy27P03E7Oo35j2qkjFfOYmdZ8RYhDj8FgABAABJREFUW7GDSWef0O097g2l148h78R+FF8+wjIue+xUP3QslfccRdlt47v1xRMIBALBkYP4ZnqE4XMqKGkiWaPTMK0dvfNjyzwFHalLacIvam7g1+t/AYBdN4NEW7QDXv4KL9z6Vz7/419BAySQ90Ak21cU3RrYFHns2BSZxs4IbUFjhdIumUqaPxJHkSX6F3sP2j1+0ehbdRl9qy7bo2Oqh1zJ9pX/sIy929yROTFSxOgzf2IZspe5GfzJr9FsQeS4Gwk4mnmAMO4XCAQCXddTX9I1TUWWFd568hHWz51F9cgxlFQbGTp1mzZSv3kD1z3826wCVFfqNm3IGJNkU8BImuKrsShNOzKzyU6edgKbzjyLfn/4PY7+5vW0SAS5S4ZXaNkyau+919jf0UHdT36CvTTzOVtcVZ3xOhIMUrvRaPSyY/VyBk0yOyHaXd0vaO1Nl8q9RY0ZMYUky5x5+7f58G9mPBQJGttv/nY51zx4DADRYAwwM5R0dIpb36KgfSMdry5hnHMW9eVTkPWNbMDs9iipEU4ZeQqPr3ucDb4NRJUokiThc/iodW6nMpL7Zx9xN2aMdeZvIG7vtIzZovmprDWPvx/FM4fyeewFy5yvfvBVy+v5tfNT27IkE9NiBBMd0tHhbM+paFGVZPa+7LNj72MKlX0r+hNaaWTAre6/g+q+RqfJaSecBCfkfEv7hK3IRcHpNTn3KwUHL14VCAQCwRcfkUl2hOF22MxyS2SaHIVZ59l0lajbzBx7r3g6HTZz5XJuwQTrAZs/ZnRVAX1LjXOrkoRNtq4UHzAkULAGyP+8dTpDyoz7bQ0aq7g7gkaQvTli/NoPKPbgsIl/AnuCr2wINlTK9HoALq4o4lsDKlL/JVHog73QunrvGlGMEvdiD5el2swnEZlkAoHgSEXXdR6+7Bwe+fK5tOzexYb5c3j8uktZ/v7brJ87C4Cda1ay7L23WPbeW9RvNkSvv33361nPp2lZOlF3IT2TzJbI0lrz2cf8/d5vpcYv/v4D3PXP13H87mmiW7aw6bTT0VXj3P7PZrNu8hRanvu75bxbL/uy5XXg01mcessdGdf3Flq7Sjbv2kH95o3mca2tlmwyxd59Sf7BFMmSmX1nf/07lPafmHVOZ0sYPeHXGQ1bfx6qfS4Lp41lzgxDRHNE29k4TGPOzKMt8/zOGAMLBvLTY3+K1+Plb2f+DQCf3cfCiqWWuQG552zDsKcWXbbei5KWWeYMl+P2GKIXwBk1Z/R4zmAsyG6/WfL558FP0vrkSpr/tho9aixMVnxrsmXR1VlgxgaDyob0eA2BQCAQCA42QiE4wtgVjKQM0zVdYkVBdmN9Ozqaty+Xjv0VF437NdeMeZBgWrfL7w/JDM6DwSCSZqyi6hJ4vL037d8bkr4YOjqyLnHG6D5885Sh/OnaKQyryKPYa6zctiRKHRojTh6sdfHbBuMLwaCy7ssVBJlIkoQ7NJif8m3+7dnOE6MG8N1BlXx3UCVfr9So0o1geaqe2T7eM97sctZVJBPG/QKB4Ejl9d/8PLX92QvP8uojDxKPRHjv6SdS4+NPO5vpF1/B9IuvSI11LfsD2DB/Do9edRFr53wKgK5l9yKwiGRZBKip513EgHETMsZjO43SwNp77oF4nPoHHujh3UF5zSCue/i3lrGunmTRUJB/3X9v6nXL7p3EwmbnRk3tXvjLJpINqzgwz3h/SzMAeSUldDaHc86LxzV0TWdri7VbYmuJ8XNrqKhgxPJltBUW0lRWlnG85jAyC88bfB6ffvlTJpRPMK7ryCOmxMiPN6fmripYvFfvRdJNIVJWHXhK8uiIGpllFw69sMfj7/3sXn618Fep133eMH4OkQ1t5nld1ue7o9pcQC3WrB5hAoFAIBB8ERAi2RHGrObOVLllHAXNDn2O+5ivjPgBF437dWqejESNqx+fFk9ldtEkdEnGbzdFsu3uKn5bbV0xfvjhh4mFDcNdXZLIKx1+EN4RidJOibvPGM43TxnGySONjKYirxH4tyZEMh1oiMvEE1lng8uP3FLLfcEhV+AliGf36+ye80ZqfO2KH/BT7uRJ/UYqyfRgSTfjzZvZDzlu/j7tqeeNQCAQHA5EgkHWz/ss9XrD/DlZ5518/a0cc8kVHHOJKZI5vZnPsFcfeRBNjfPGo4Y1Qixiijhl/WtS2/a0MsmOpkxj/sI+2ZvuxJsNYUbKkdklF2SKHrqqkt/FwN/udEE3/k8tu3eipQl8WjyWcy6AnHauE4aXcfuJQ3jyikndHrM36JqWEsl8xSW01Qdzzo1HVXZvbENHpzN/PX7fFqNJUjp2O9pdt2U9XrZnfy728Roecs3R+tRYqzvAe33f69V7cAeqkeMuClrGkt9uXEOJeZB1Ox8FF9EZNUoyx5aO5QdH/8By7KiSUbhtVoHz44Rdx+jCUVmvJ3VpkOSo8qWa+tj7isVKgUAgEHzxEN9MjzBUTUNJeHOpukyx1g6SxH8rTmV20SS2uozAeGvBMMqddv6wIMjjnwd5dFGQ0WznpwNv5pvDvwuQ0aT8CvVFClQjuNIkifyq7AFTV/a0c1ZXdEBCwmVXLOPFnkQmWaLcUpet+weWCJFsb3A7jE5orQUfsCb8dYINOwBo8X+KgxiFtCHLmf4e6Ya4zoEF2CNmOa90EEtlBAKB4ItCLBzqcU5RVbVlIWHaRcYCVc24SbTW7iLkN567n/7jL5bj2hvqiCaysSRJpmq4+UyuHGoamCe7W6bjzjezn5xDzZI4td0o65NyeIQ5a2oyxtr+9W+L8b7N6USSpG7N+Nvqdluy4OKxzKy5dNIzySoL3Hz79OEMrdj/lg+hzg6ju6Uk4S0stohkfWrnYktLmopHNcL+GHGbn7CnjpBvB5OX/shyvk5/JyvDmd08Aew5uj6fPehsANpdpuAWtqt0OKz+oHmezIYFZ77xJjVbOilpOoqSpnb6BL342odS2DKB0qZlPL3rXwAUOgvJc+Rx2YjL+PH0H3N89fHMvXwuL5z9AguuXMDCKxdaT6zDvUuvzbhe6Q1jsr6HPt+ZSuH5g/GmdZcUCAQCgeCLghDJjjAkHeyJDpRxFAbFrO3Dj5v6LKOOeYUORxGSTWZyq8r0ZpUZTSreqJ3H+1/FC33OAmBewTjLsYPZzvTQMgB0Gby+ob26p3898P1ezdu0aAF/++430oyFTZlO1iWcXfzFihLllit2dfD8gu3UOqxfBNwOq2gm6B1en7WMNhJItJRPa56gKNm7ieWd2A/n0EJcI4qwUXigblEgEAgOCeKx7BlS1SPHMO7kMzjphtu45uePWfYVVfYFYMOCuTzzzVt59Vc/RVNVFr7yb8u8bSuWpkQ4u8tFw5ZNqX2+ouLU9pCjpnPW7Xdx/FU3pMbyis1FDC1iZgbHGw1D+NhuM3ZIWh8AxFtaiNk8vH3h1+jIM565wQWG0ftR51+Mr7iEL//YKC8dNm1G9g8Fw5NMT/NW6ymTLL27pe0ALrp0NhvPO29BIYrNRnuj8fmOWvMXRq17jrOVV7EnMqkbtnUQ6oyiy6bA94PrrcLdIw8/Qv3GerKSw2ZsRPEIRpWMYnuZed64ZGxv8Rk/40EjB+H3ZQqweZ2dDF//TwZueYNxK/+Ay+vCHapE1m0M2vIa7Ym1w3K9FP/8WmJ1AS4adhFPnPwEPocvtdgVen0n/65/DLtmqIJezU1xKFOUdA4pzPoeFJ8D3/QqZBGHCQQCgeALiDACOsKQwOxuaZcZEdvJQ/o32bB1CrHaEv56zJm0yA5UVbaUxwHkR6y+Ggu6iGTpaMjY7fk596fTVlfb8yTg5V8Y3RJf/83PLf4mmqQh6ZmZZKU+Y5V62Y42lu1ow9U3Tvot2RWhEe8N3qLBkLbwrcUTmQqaHV0xvhzkEsnSu0vZZOFFIhAIjmzi0UjWcXd+PqfecnvWfdUjRwMYGU0Ypv7ZOlh+8rdnuPS+nwHgcLkYedyJ1G5cx4BxVrN5WVYYeeyJADh9PjqbGqkYZGaPaWkG+nU/ug//J5+ip/uFdXaiJDLP4i0trB1+JY7WUXw+eRQj1/wVd20dAMdecR0zL782JbSceN0teAqLMsQ9gHgsSiRoZmmpOcRE8z2kLdLshUjWsnsnHU2N1IzLbsQP0LB1MwsS9+pLiIjhRPdsR8LHq/Odd5CnHQsuB2//YSUAutMUs3zx7ssLP6r8iBNrjZ9FrnJLgNZwK83eZka3jsFv95PsXbSieBUN7iYW2RfRamvlJE4iQjtujEYJssuFM9zOwG1vAhBTPJDQIu2xIP5EJeVFO06kbdlGJLtM1f8dk5HtHZhXixcbn53xLturm4l+nL0iQGSJCwQCgeBQRIhkRxgyYEtERLILHJqTfmwkHKvC2381cCYAlWrEUh4H4IpbX7fb8xg9/RVWzT0/4zq6tO+/WvFolEBbKwVdvEwiwczShHpnNCOT7KQR5Vw6pZomfxQJ+HDTWSjuHRTFTqWTg9sN63DC4S62vFZj2USynn1GyiLn0e6ejbu1dxmHAoFAcLgRj2bxbwT8rS05j8kvLaewT6VlgSk9SyxJNBSkOZF5bXe5GX/KmRRXVlM5LLdf6NgTT7O81gIB4i0tqIoLm2r8rfd/8IH1PTQ1o+Tno0WjtCnlNJZNSO1bP+wyKmfdSWTzZpyDBlnL7j1epl/05awiWfL+k2RrUpALuRuvs2yEA37+/C3DF+zqnz9Gec2grPPSu4n6iksAiAUMkVNRTbFT0aw/Uy2to+SE5gmWfRvzNzKkwxAkY1KMFlcLC8oWMKFtApd86ZKc91wbqAUF3u73Nqpknj+mxNjp2wmdgBNeG/AacWJcvHQI5x99KcMWzGfduPGp+Q67nhLJnNF2dMmGpEsc12KIhXpMI1YbwFbsou31zdj7ePFOLk+/FUYUj2D3mjY0DMGw7LZxyD6HyBITCAQCwSGLEMmOMBQtYmaSyTI+tZw2VjFmuE5EW8f/6d+jjkomO49KrUwmsWuZq5rNjsKs15Hovl07GCUabz7+q5z7X/zJPdRuWJcRtEqScR96otxSl0CVtIzMMK/Txi8uNoJBTdMZdG8DgY33UFjoAUIHtCTjcMbutmaARdvaidb7kdJ+YWxKz35vVcedTfzpOAXDe+ddJxAIBIcbbXVm2eI1v3icv37nDgCC7W3dHldU2dciku1cszLrvLeefAQwyi1lRcnasbI71M5ONg26kO39T2HkmmeprF+QMSc4fx7OQQNRW1pYMt7a+VpVjIzu4KJFOAdlik9KjgYAANE0v7ZYJHvGXTZsyp492xe/+Upqu2HLpqwi2dJ33rC8zitJiGRhQ7xLF8lk1SqS6VKmwGersLG4dDF/Of8vfP/h71MSKWGHbwc/nPZDLh52MbLUfab7+YPP55VNrxBPlHKeM+gcXt/8esY8Y7/Evydt4r4rrsjYX+5ZTXjzFvrt/Ij/Tjc+t4taTrHM6fxwO46BBQQXGWWh7W9sTu2TZAktqqJ1GgJZ4fmDcdaILHGBQCAQHNqIerMjDKce4jbbawDEseFQjbbjEc0IfIewgZl8SqE301tC0Xq/KihLjh7nRAIB1s7+JOf+2g3rAFKt7FNkiX/vaM1h3pG8H1nCZZcBiY6wEczZRLnlXmFzW8to14XvYtaq8ah2f44jsmMvdTPwrksouXDs/rw9gUAgOGRIelwNP+Y4ygYMZPCUaQBMOPWsbo9z+6zP6KRXZzYTfgCHy511vCe0YJCtA04gam9j9chriCuGYX/YWcjqEdfQ4etH3f8ZVghqSwuakv3Zr+fImJNlhbO/8R1Ou+3rXPPLJxh9vCnQpJdbRrvJrMs45x5mkgXbu48fmnft4INnfmcZ8xQUAhCLGot1Spow1jWTTE/L9EoyacAk/nPJf8h35HPs2ceyqnQVN3zpBi4dfmm3AlnnpzupfXA+3x7yTcv4qQNO5ZZxt+Q8TpHM+K387rsB+OikEtYveZUR61/AG6zn5WnGdS+Uz7AcG1rVTPvrm8mKLKG2mQKhZ1JF9nkCgUAgEBxCCJXgCOPq2LtMkI2yjKhsx6HmCGgkHaXQ2nlK0XufeCjJPWeShfwdWcfrN28klubT4s6zijKpcg09mUmmMzxHAJ6Ox2Hcf2di5Vdkku0dNnfPHcOyfSnIhuxQMsp6BQKB4EghmS3lSoheZ3/921x230NMOjvTxiAdR5fOhf6WZgCKq/tnnZ9XWrZX99fwq4dpL15Oe8lywu56Qm7Di2vt8Cup63M0n0/5XmpuvKU16zmidh96NLen2IhjjmPsiadR1r+GM776zdT49pXLUtuxPSi33NNne3qHUT2jb3f2rD6b3YGm6aiaca2NQ/rxxllnEfB4UGWrYX66cX+SmTNnprYvHXcpL3z1BU4YeEKP99r+5hbUjijxdxu4dpTZTXJk8UjumHiHZe7EctNfTUdH040qguLrrqX63y/wh6ltLBpq3P/Wcgi5JO6afBcVkvEzdo8tpSfCa1vQEr5sSpET2SlKLAUCgUBw6CNEskOUDTu38MYvL+G92e/u0XHHqGZJRlSykxc6KuUJVV11TWpfe1MQ2Wun7KvjqfjmJKrum467f1HWc75YcXrGmCT3LKhF/Nkzj2Y9/ywdDaYJ7PL33+KfP/5e2oxkAKyn/r9Tzwxsu+LuYuwvRLK9Q5ZlanzfJD8+hRnT5nDcsZ+n/kviGVj9P7xDgUAgODSIhgxBxeE2Mr3sThfVo8Ygy92LDV0zw5JenXkJr6yuDD36mL26P/+HHxJPZAn7C9YTdRiLVgFPpWXemlGj2XHzzVnPsaXmLPQejPezsS4ti1yTJTStd4sve9q5OuTvTG3rWmYskW1MVmxsWGh2pVw9Zjj+/DxeP+9ctgxtIeTZZR7fZdFoyJAh5OdbF/+UHn7eXdH8UQpdhanXPofhAzq6xGjqUJNfw7NnPMvvTjEy4DRdY7ffKO2VFIX1ZXE0WeKD8RIPXyjzw6uN69tkG1rUuF/f9KqMxdKuBBbU0fj75QDIvp4rCAQCgUAgOBQQItkhyva/fY2zA+9y6nu5jV3TUf1RgksbCGMGPDHJhk320n/h95leNo+Shea5tq1uYevyJpz987H38SK7bdgcpvB1tv5yavvuYXfxSH9TYANA6VkkU9XsAa/D7aa9sS71uq2u1uK3ktktSWcb2Y120+kaOKu9ENYE2Rl81B1MPe2fuDwV2O1Fqf9GjfwVfasup6IyUzgVCAQCgZVkFpPD6dqj4/LLyrOOD5p0FKNPOIU+g43FrxOuuYnLfvwQQxJlnHuKUmrNJgol7rNrSSGahoYEiWylY75nZq7F7D70WM/Z3kkmnXle1nG1m2y0dI4ftmdZc5FAZjMgK5mxQp/BQ/n472tzHuHP35TKSvMGtlr2dRXI9gYtouKzmw1yPDYjs/CBGQ9w4ZAL+eNpf0SSJGb2ncmwomEAbG7fzKrmVZz1n7N4dtWzAMRtEvNHyEQcEpIu4ba50SNGbCa5bfT57lRzXdImU3zZcPJO6kfB2QMz7knxCJtjgUAgEBweiCfaIUrf6I5u97cGoszd3MzJI8tx2hQaf7eMeHOYgDctENdBSnSE1OM6kQ1tFGonESxaS0ftROq3dDBwvBlsDlU0SFQNfJm/s0vvx1JpMhHZyS8G3siJrQuY2JkIGnvR3VLPIZLll1VYgtZzv/U9Ni/5nFUfv2+cukt5ni7Bs54b6b44BTxdRLJQtHer0oLeU1l5IZWVF/6vb0MgEAgOCbpmkvWWfqPHZR13uFyc8ZVvJs4dxOH2ZJ3Xa7osJsUcxkKbmmapEHnxMcZUTiDgj8LPDS/RiuJSoBEAV7iZeMR4/ra99B9a/vJnqn/3OxzV2TOOC/tUZh1X1Xi3LYHe/dZx1HeEGdN3z4zj00tXs5X/d80kO//bP6DviFHEo3UZc7scydELHmD+tJGAEXv179+fk046aY/uL3W2mBmz6BGV6VXTASh0FqYy0YYUDeEnM35iOW5QwSDWt65ncf1i5uyew47OHezotMaQ4wPD+OHOW+msdqKFjEBPdhl2CBXfmkx0eyeeyeWWz6f9jS2Wc8hu8ZVCIBAIBIcHByWT7Mknn6SmpgaXy8XRRx/NggWZ3ZHS+de//sWIESNwuVyMHTuWN99882Dc5iFFlO7T2i9/eh5f/ftiHn1/AwCrmgM8QoiwZh7XJ96UEsm0QAw9qlKx5hoGznkQVCeK3frrUWiXeUy/mT/o1yKjcQpvW/anBDKgMT+7eXA6mqalti/6/v1MTniwaGocLSGg1YyfxLBpM+mf9oUgGaSle4dE7P16vF7XcsugEMkEAoFA8D8k6Ulm30ORrLiqmvPuvJfqkWMs43aXuRC2zwIZoKaZ5wNsGHohjSXjiLiKU2Ntdg+2sjLaE0JNWAlQ6i0hWm34pIVcpexet4hNZ5xJ7fe/T2TDRmrvuTfnNX1F2UtGtRwLa0mGVeRx7NA9914Ld5r+qJqa6R+WHmv0HzOOwZOPpm6zafY/aNPLWc/r82/DFWqgsdzI+nPOdHLDDTfg8/myzu8OXdepf2yJeZ9hlQH5A/jvef/lhXNe6PbYQYVGpv2fVv6JNS1rss750c5b8Wpu+rwvg6qDBEq+ES/ayz14p1RkCIiVP5yGe3QJnskVuEYU451etcfvSyAQCASCLyIHXCT75z//yZ133sl9993H4sWLGT9+PKeffjoNaZ5T6cyZM4fLL7+cG2+8kSVLlnDBBRdwwQUXsHJl9vbmRypRqXtj/LV1hsfGGyuMFvE3EuA/xLCnmd9WxupSQVB0m9VEX9JCKDbrr4ekKJTQgg8/StTHCFbj07Ob78ecPQeBSX+Rsv411IybiNNjHKPFTZFMVoyg22renxTJjDmarONRei5f6FpuecLwvTMyFggEAoFgf5DKJHPtuaA19OhjGDHjeMuYfQ/LNrtD1zTUiGqpNtQllRVjb7XMW/Z0GwCNrYZxf9QRxKE4uPCKY9F1jcbyScSWtBDdujV1THDhQrRwOOt1vUXZ/U+1PTDv3xPUNL+0bEJcunCWX1bB2nl1vPSLRamxsqb5Wc87YfljNJeagt+t02/NOq836BGVeGNaQ4DEIuOQoiH09fXt9tia/Jqc+5JlmlqXklLZa0fqoQO44rVTcvUoii8ZRul1o3EO2PcyUoFAIBAIvggccJHskUce4eabb+b6669n1KhR/P73v8fj8fDMM89knf/oo49yxhlncPfddzNy5Ejuv/9+Jk2axBNPPHGgb/WQolMyvcXa00xnu9LVnN6JGQw69HjKlDW0oskyLx7+hA0LVhBoN7tM2u1mAFS96G7chHmU21Jjl479Fa22PK4d/VPs3bQwT6Ingjwpsfos24z/VePxVFAqJ7zN3Plm+URr7S7WfPYxup4MZhXc9p67aTrSAr67Tx9OnqvnYwQCgUAgOFCEOoyMJNdeZBcB+LoY9duc3Rut7wl6KISqOJF0c4FJl7SMebagm8/f3MrGOUYcEXca/mM1g/qguHYC4PcapZUxm5sl427nwxOeZOl/V2S9rqcgh0jWQybZ3pKe1a6pme9vzov/SG0XlFWwe721i6emZB4DoMky9Vea/pzF3uKs83p1jwGrH5uu9t5T1d5Nt/EhhUMAiHdpLqCFRaa9QCAQCI5cDqiBQDQaZdGiRdxzzz2pMVmWOeWUU5g7d27WY+bOncudd95pGTv99NN5+eWXs86PRCJEIqaQ09GRPbPpUObRH/ycgBJDT/s/OJlt/tO5Lu/nxH85Ev5vZ8ZxDmLYu6wE2jADH5uqIhVlX3X2x1pp27iIfz1YyHU/N1qVe5zDKdp6OrZwMa7OAXhaRkKxmbr/afFURs54HYCZ0pKs503HzBaT2bWulUVvG+8hGg6jxhP7bMavqCff6jHy6XPPQOK9yCgEIj2vMNvTMuOumd5zOahAIBAIBAcKXdfpbDaEpbySvcts9hRYn41du17mvHY8TmDOHNzjxqEUFmadowWDxGwuS3fGrp0ak8x/dbM5x22a9MfyQImAllgMWzf0y7QWjwRg7iedTLhMR+6ymGfLseilZimF3B/oFpEs8xr1mzektgvKK2htsn4GcVv2UFqTZZ6LzGIS04gURLLO6S1asMt9qTp6XEtZZnTHhPIJqe3zBp/Hq5teTb2+Y9Id3PzuzZaSUgDJLvp6CQQCgeDI5YA+BZuamlBVlYqKCst4RUUFdXXZDU/r6ur2aP7PfvYzCgoKUv/169ezN9WhRkzWiEpxYpJKXNJQJR1V0tjpUwnGJUqkTt578beWY25RXmO961pGxpZbxmXMYNCm6bhGleBOmPPnn16D46KhzGt8nebIbiRsBNqNYLd5l5/1C+opX385xduNldFgQiBz6iG6YtujTDKZ155YRixsBGnr587i478+bdyvbJzH3aUblL+1JVVuKaGwaJt1ZTcb6ZlkXcVDgUAgEAgOJpFggFjEKDnMK8nuw9UTnvzC1PaYE0/F5ujerxQMcW7LhRey45ZbqX/o5znnacEguyunm90NjdGsc9eUz2FN+RxWVswiMGFbajyWb2S26YlmPm2FQy3HNazLtN6Qc4lO8f2b3RSLhFn+/tt0NDea1+ghW23I0ccQaLMKXjFHdlHvB9fY0RLZ8PI+xhxqMLOzpxbunWhY6i7l/YvfZ+7lc/npzJ9a9k2rnMZ7F79HRLZ2H5WdVnsKgUAgEAiOJA55peCee+6hvb099d+OHd13fTwUyVP9VEaiVEYiVMZilAf8gJEe/w/1OwCcuvoeYlEzcLvX/jwA3ww+bjlXeqy7dFApskOh5PIRVD90LPkn9iPstbPNvyox2QiSdE3nhfsXsH5hveVcJRuNLobf574MoWyw0vOqadKTTJIV1JiWup5xTSMQVxLBcnafleTKZ+8SItNFMkXO7GAlEAgEAsHBwp/IInP58vbaSyw9k2zEMcd3M9Og88MPWTtyFJENGwFof/ll1BwZ+GpbG9sGnGwZi7iaiTqsi1LR/i1UniVReZbEwHPc3HrCdal9yce6JieywkPWOGLHbKuRvB6N0vCzh7LeT7Ysr33hsxf+xntPP0E8rRohGZek4yspBeDUW27H7nBabCgAYjky3zq8MkqiVHVfRbJkJpmS70gFcvoelERWeCvwObKX9Pbx9qF6/DDLmPeoPnt3owKBQCAQHAYc0HLL0tJSFEWhvt4aFNXX19OnT/YHcJ8+ffZovtPpxLkfPTi+iNz6U+vK3+w3X+W9BYsB2Ok0V/+a23fTp2ygZW6sy49YSqwCv1g+Hal5GpO7XGvVrF2pbV0LoesaTTsNUa6rA0bJlrPpqJzLYO8mfs/1XI/ZYana1nPwlhTCzOAxc+Vyy9JFGWNWJCR9z73Funq1CQQCgUBwMOlsMbo/5iVEmL0hXVwr7FPZ4/ydX/1axtj6o45m8Hvv4kjLxA9+/jnbrroaTvilZW7E3UDE3UBByxgiria8nQMZXTGS06ZdnPV6smI8a5PllppkjUl2raxnUltbquSz7eWX8b/8CowblHGu/e1JtnlxZqf1bNdIxipl/Qei6zrBRIZ9UcsaKuvns7Gf+TOQJAldN6IlWZeRdSO+cdr3LU5NepI5avKJbutAbY+mMsliDUHQdewV3l6da0D+ALZ1bLOMOW1OkhKkY2A+ecdX79P9CgQCgUBwKHNAM8kcDgeTJ0/mgw8+SI1pmsYHH3zA9OnTsx4zffp0y3yA9957L+f8I5FRR02jLGoEQ07dDDhf+88ddLavt8zt2gUzKQ21BSs5Wj8z49ybFpmZeGpkEbHAG+xY0wKA3kUlk3QbNXN/Ahj+Z+nEYz2n6qc8yRIllVKWEs1ge1v3J5HcSPROJNPS3kDXVuYCgUAgEBxMwomscJcvb5/Oc/XPH+Pi7z9AQXlFz5NzsOUiU+TS43F2fftuAGxq9sZA7cUrCXvqCFWsZ/qFg3OeV7YZz1pVcbFlwBl05hl+oIpumPbX+X0sOemClLAUXrWakLs867l6jAf2kGxxQFeRbPWnHxJoNWIgp9dLOBBDS5jmj1/xO/rUL+ST8UaHSLfbzb333kvIbmTWy7pMWdiws+hf3n+P7k3XdUJrmonVBWh7czOBeUanctljR3IacZ8WUdHjGvWPLKL+14vRY70TER+Y8QDjy8bz3FnPpb1x4z3lnzqA8lvH99jZUiAQCASCw5kD/hS88847efrpp3n22WdZs2YNX/nKVwgEAlx//fUAXHPNNRZj/2984xu8/fbbPPzww6xdu5Yf//jHfP7559x+++0H+lYPGYpKy/EEDN+RvLjpP3Jz7Sw+fOUpglGzJCHWRSRLepK5dAdOJdO7RNeDltdabAPbVjajxrbTHpidGl8eTJRKaub5a/RNAIzWl7Nte/bW7um8+fivAIiEkqUL2YW1kN9YtVWcXfPeQJI9aNgYVtFzZ7De94ISCAQCgeDAEk9YJPTGR6w7ymsGMWDchH06h5ZWcln7/R8QT/jAxm3dL3hFbe3kFecuFbXbDUFnR7+T2TLwXPRERlnAY8QIqs3N/KN+hBY1nvMNq3Yyf+oPU8fLtn4gGc0I/vPQj/fwXfVAloU5NW4t6XzryUfSpjup3WB0I7VHO5ETHbaT72n8+PHY7fZUZD3AP4CqYBUAJ0+zlq32RGRjG83Prqb+N4vxf7qLeJMhvNnK3MiuhBVGOI4eNYWx8Pq2Xp17QvkEnjvrOcaXjU+NpbplKmIBUSAQCASCAy6SXXbZZfzqV7/iRz/6ERMmTGDp0qW8/fbbKXP+7du3U1tbm5p/zDHH8I9//IOnnnqK8ePH8+9//5uXX36ZMWPGHOhbPaTQJFfif63j4YY63lllNjmIkj2TDCSkLCWHeQWZ5rC71rcQ8/8bf2geH9b+g3frP2BLVEueJTXv2zzIefpL3MxvUey9D/rrN61LbGWugto8J7Pyk0QJqJQZrEuSG1WWePqaKT1eR+uaCicQCAQCwf+IeEIY2leRrDe0/vNF1owYaRmL2n2WxSPVHwCg/ZVXAGNhqa1kM92R36WpTlcKPNmz5Fqx+prF2v1o0ShbotWWDC/FOR6yNAfaHySz2NNpqzPj0a7+ZK/8ZhVv/cHIgHNG21PjekJsU5SEeCUZn+rgTjPDrrwke3ZcLiKb27OOOwfkI7kSmWRh1ZLh3/y31Xt0DQuJTLJscaFAIBAIBEcaB9STLMntt9+eMxPs448/zhi75JJLuOSSSw7wXR3ayHFDzGqxWTO//LKL0rQAM1cmmYQEWYKhaGhLxpiuNqe2G8M7gB3IsQ4ovNAyr4g2LuMfADh6MCFOb7meGtMzTXllpTQtaMsSvEkeBpR7GFDSCy8OoZEJBAKB4AuCKZIdeF/Vuvvus7ze2v9UNg+6gGVVH3L3B58Rr68nsnYNninmgpMm21CVaNdTWUgKQ7kYVTOU2bMz44pol+Y+jc+9QMWl5xN0W0tGpUQW2cGicZspCvpbmi37/K1qSsBzREwRS06sNydFt4gWwYPHcqwtR8fOXEiO7GvYtjJPKpMssrkd17CiPTpvLvSESJYtLhQIBAKB4EhDmA4comiunantiGYGXzHFRV7YXAmN5vwRZxfJOpvmZl5L3Z05FlvPpo6lue9P6z4gTH45ALC5jzU29MwsNrDTuL2Tpe9vz3oeSfZAD+UgSYRGJhAIBIKDjRqPs2vdGkKdZkmjrut8+twzwMHJJEvS4evHR8c/xuZBFwAwpHESrpFGhll43TrLXE12IqvGvV1wsXVRLEkslu25bTJ4dPZmAhGb1ZJh4cctbDzlVPy+vgDY3MfTRypAslWTHqpm6z65P+lobCDkN3zY2urqLPvSM9zSM8kk3RhPimSalLkIuMc+qDnmy04FpcAQVYOL6lHbrGKjvrcZ8yKTTCAQCASCFEIkO0Sx28zgrUGrSm3rioOiBrNjU0yW0VUd2VmHo+xtwnLCLF+XkHrpPaHFtmYdX9LyAXMaXmXAvPtQol1KKsLDsh6Tuq+oGdgpTmPlWlbKMidKdjYvaWT2vzeSLZNMkjzovVyhFeWWAoFAIDjYzH7xOV740d389btfT2VRJ83gAaKhA1NOmI0lE76JKuv4fZtpKp9DpGAD/3KeRHPxKOJ11s7i+sDBkBB8ykuyPJ+BUA/3nsuvrKtI1lAxhZjdR8xu+IvaXJPptzNuiEtpGfFafP+JZLkEpcatRuZbe4MZZ8n2IZY5joRI9tE4CXvi/pIimc/Zs0dqLrSIihZV0WOJrH9XWnyTCIE8482fRby5y+ev9j7OibdH0OPGdZKdMiVn7xYdBQKBQCA4nBEi2aGKq5MCzShD2KGardIVNDpVU0zSdBld1fAO+g3O0o/5V6kRmOpS9kwyOa1EwBlPtG6PZZZKAKh6nB2BNbg6BjL440ct+/R4Qbe3HwsnA2RbaoVVtvfD7j3XMk+SbAw7qoKy/nkW/zPzht3g6G13y15NEwgEAoFgv9G8YxsA/uYm1nz2MUAqWwkgGgwctHvx57XSXDGHkG8nuhxHtYXoKFrFoonXo7a1oqWJXrYHvo8uGaKUM0dJaCQSQVW7F66i+ZkdMlvdjZbXquKkts80y1hcSQpsZqadGu8+c21P6CqSSYrhG9a0YysA/laj3HLA+BkZsYktHuHX58v87iyZUlcpYIpkw0uHW+Zm8z7Lej9xjdoH51P/q8+JbGwDIG9mFUWXDEP22ii7zTDad1TnYa8yLCbUjmjGOXpDrCFI3c8WsOsHswmtaiaywbie7DkoLiwCgUAgEHyhESLZIUqgqRCXagQzbXqpuUPT2BhM626pKhZ1aLfbCICzCk6ALBkroMPqdcr9yV+P7oOuRU3v0hZpsIypavfHxCIJkayLZ5riGGp53XdEOafeMJoxx/UleyaZC93Zu6Bur8sQBAKBQCDogZbdu/jrd7/O8g/esYyn2wskuyUG29vM/T2ULO4rejzOtgH9ef/kk/EXbMg6J+ZsQ4tEiKxfbwyUlPL6x4tSIpndnnsxKhy2ZoV1dHTw0ksvsW2bIQ5WFlVkHLOzpDljbNNga0mn39cPACktTujafXKf0K1xiiQbwlMkEGDHquXsXLMKAKfbl1EuKekqARcgSXgajMXFpBhWVGD6hPXr14+vfe1rvbqdeFMIPaKidkSJbusACbxH9cE7uYLKH0zDOSCtSUIirmt/07qI2RuRTFc1ojtN4TLd8F/29G7RUSAQCASCwxkhkh2ivNNvPXbNSItvpcTcoauQttLaqBVYRLJ4QmiSkNHDmcFmsiuTrGvYe1gdTrK5fRHv7n6WwG4jo61ty2S0ePeCVC6RrCtKon2ny2dHz9L9EskOnt4Z+wqNTCAQCAQHijce/QWNWzfz3lOPE2gzuzemnncJ4tEowQ7T02q/Cj9ZUDs7mTd9Os1lpTnnRJ3NNL31EU1PPw3AmiHH413TL7U2ZbfbczZUSi+5/Oyzz3jkkUdYsWIFzz77LACnXjMGp9e6mNWnvLrH+67tc5SxkdbZer9mknVJL5ckQ+xqq6/lxZ/cy/YVSwFQsmTR2eNBQg6J86rPM+8tETMVFZki2bRp0ygpKbEcqwVjdHy0nVidmUGohePEm6ylk7LHhpLvTNybVaSL1VmbNiWp//Vi/PNqLWPx5hBaxPgdC29sY9eP5tD64vqsx8tukUkmEAgEAoEQyQ5RNlW0oiTi6jCm/4WkadhiaYFWXCMWVxm/WeP7z6vkJXyDbeEY7f95kPbXXrecNxkyyrqG0svA3Z7IGtv0to3tH1Wy4+NOOpuzl2imbitieJJJ3TVYlZyE5s0lsnEj7jxHVmN/SXKgu3rXGUwX1v0CgUAgOADouk7D1k2p1+8+9Tgf/+1PdDY3EYt06eS4bQvBtrbUay0eo/PDj9ACmWWXgblzaXj4YdSODrRAAC0QQPX7iWzY0Ovs6OimTT3OidsC+L1V+N//gICngp3eY2gvXpHab7fbGT16NFdeeWXGsenllu+//775vjQNv99PSV8fNz18nOWYMRWjer4nezK2STPu34+CYkZMIBsi2epPP7QM22zWGKO4ZRXlDZ9zwoQLuGHQDanxzk4jOytdJMvW1bL5H2vpeGcbLf8yhCo9plL70/k0P7fGejve3A0dHOlZZWlogRhtL29E13TaXt9Mw++XUffLz2l53mjK0PHetm59y0S5pUAgEAgEQiQ7ZLl4+CXoiVIBLU1oOrvtbZxtZidIBZ265hDf/6fG+K06V79pjFcu3kx85wp23313aq6m6YZXGWCPBbH1souUN2KIV1pMoWV9IWpUoW79WznnhwMxFr+z0Xgh2fEFdmWdp9iHImkq7S+/jNtnBz2SZZYdpZsykHS03ll1CAQCgUCwR6RnjgFsXrSARa//l6e+eh1N27da9oX9nXQ2mxYFQ1v87PzqV1k3eQpqWxuBefPZdOZZ+GfPZvv1N9D89B9Zf9TRrJs8hXWTp7B+ylQ2n3seTb/7Xa/ure1f/865r//5/QHQlCjt+UZnyYWTv4s/fyMxRyLbTQdFMbK5vF5v6liPxxCVtG4errNnz84Ykzwqw4qHIavRLEdkw8wk6+5ae4olk0zOR4/XZp0n202xasiEIiYs/y2KFmfwkKm0Nps/92wimd1uR4uq1D+2mJZ/rUfX9ZTfWGyXH4Do7kDKqN9y3W4Eq+LLhufcBxCYX4v/s11Etxoro+G1RqMIxdd9vCQyyQQCgUAgECLZIcsPp/0QKRHgaZL5Y6ySWrjM/0LqtYxG/ac7Uq8rEg21HAFr+QdAqCNKMpfspWNCdLqt6f19WzoyjgEoCGaKV6683KUUs/+9gW0rE120JDtoGsfM/QFljUu6zJSQdRWlqAh3nh1dzwyoJdmLnMNQuCsik0wgEAgEB4L2hvoe57h8RhfoSCjIojdeAWDEzBPI+/iz1Jym3/+B7dddR3TLFnbceFO352t67PFe3Vu8i4CXzg0TbyDR9JqWYqNrYtgdIOoyu2+iy6lyvz59+jBs2DAmTpyY8inrTriqrzc/l2MvG0bl4AKuvGcmFZ4KHJG6nMelI6WVW+r7QSRLZuCln8vhuwTFOTbr/HjUzGKXV8wHoM0LHnc+zc2mt9qAAQMILm9E+sQc83g8xGoDxHYHCC6qR221xku6pqNHsy9IdidY2YpdeCaV59wf+Dzz9zG6y094c7tlzFZutauQFPG1QCAQCAQC8TQ8RJElGVlKZpLJ2dy6jHlo+De0oJSPwn3MN/HKxcZ4lnR7f2skZWQbl/UMY928cJShdS0ZxxWEMkUyXc/9q9W0tZlY4D3AKLeUdA1XpJXCto0ZcyVdpe0//6XuG19Dthnmv5JShmzrh2wfhiR7kVzCk0wgEAgE/xvi0SgfPGNkdfUZMowhU6dlnectNDKMAq3mczTaYV186kwrV0xn6Nw5DF+6hOFLuy4mWfHP+oz1M2bS+cEHqbHQjuxi1NVXX21suI1MqUC+A02SaS9eaZlnd5lijSzLXHHFFZx//vkpo/qkSJaty2VbWlnpuBOr+dLdkykoc+NQHLw/9K+4gtu6fT+Jq6a29lUke++pJ/jjHTcSDviREvfv9NUgKwVISmXWY8J+swxWWr0QgJY88Ng9NDU1AYZB/9SpU2l/eyvainYqKaa8vJyysjL0iPm5xFusC5SRze00/cn6eSfJll2WjpJnZrh5JlubIySz1NJpeHwJesharpp+DoFAIBAIBAZCJDuESeZ56ZLOqZVDsuZJ2dAIxqN4jvkmtvJR5E0w/DMkTaMhz0PEZq7Q+tvCJDPJVAWa86wBmqLpDKlvpdhvNZctCGZmpWlabt+QYN0CIJEVJtmREt0z9bTV4uQ7DDuLiG7aRHDWLBTnZGyek7F7TseRdwkO3znouorN3btMMk2IZAKBQCDYz7z265/RuHUzYBisn//tH+BMK0tM0mfwMAC2r1yWGhs0coxlTmznzozjZK8XW1ERssuF7HJhH2CUSHqPOQYtELAIRztuvhm1uZmdX7sdMESlZa6jM85ZVtWfwYMHA+BwG2WTrYXF1JdNzpjrTZRVdiUpikUSnmuBLJ5qSSGtK07Fycr+jfzmpF9n7NuZv8o6IO2/csvlH7xNR2MD6+d+RjRkmN8XVJ5pXEbKHkuoaY2ISpuNe2vOk/A5fPj9hhh17LHHYrPZUFvCSEicFZ7AbbfchqIoaGlNktRWa7zU9McV5CK2O1PoSie9HLPw3EHdzs2FZDc/26IvDe1mpkAgEAgERw7CfOAQJtnsSJXgJ38MEj0LnNYKSVxSlCZbHBIxmuzrA0CT286q8kocsTizb/uQWx473sgkSwhWqgzRLtYVBcEIEjBt024+G1pNh8dJRXsATzRLl8xuOmOq6T4kkg1NNi6kd22xrhTSVjScyutPINDoQ/Ir2JzjrdfBj13Jy3kty1yRSiYQCASC/UDI38mbj/0Sh8vN5sULU+PHXWUsRF3ziyfYvW41NqeLV355PwADxo5n1SfvW+YPGzmWtc5CNtecQ/XuT8nvNDxF7f37g66z2TaKXcPPRptTiyvhJ9V6+m3s/nARIwPb2HDscXimT6ffk0/Q8tzfLfcYq29A8XnZOCwfaLLsk9LEK7vDThgIe+r59KRMsSUczlwIA+hIZMG98cYbfOMb30gJRgBnnnkmb731FtFodt8xp5IQpCSdF8Y/iKLb6HS2MKh5PK3ubVSvGp02e/9kksXS3oemaUSChqgnSYlsqhwimdNrZGmVNS7FGTXKFVt8UOGpIJ5oJCBHQY9rSHYZPaYhIaVW5vSwGQ+1vrSh23t0jy4htMrI4leKXN3OlRyKZbvo0mE5u1Zmw3t0H7SgGb85BvQulhIIBAKB4HBHiGSHMHKiNDKoxCjphDASzi75ZF7CrLSREskku1GauNudD8SJ2m24gB2rWgi0RkhmksUViKX9dvRvareUVU7ZUsvuQh/VrZ1IQGlHgKZ8L32HT2bXukU5M8lWz95NMG6a2qKr+H2Gf5mSEM/svovRYptRnBMAKJw2CFqHUvz3VbSUjLacLy514pSt7dVz8Z0zRvDJ+kZuPm7vVlwFAoFAIAD47B/PsnXZYsvYhd+9j+oRxjMqv7SM/NLjicdiDBg3kb4jRlFUZfXqzCspI7ZzJ7Onfw9NdlBXOZ2jFjwAwPYBX+b4+y5hwwMLIAwf/jW982EBVJ9EoGUNE4Of4//gA/R4nPoHjGN1jEzzwNw5+GbMIOqyCmQAXoeZ6aZI3Zu55xLJkrS2trJhwwZ2794NGL5lySy1SCRbwx1wKGaZX5vH9M9aWzEPd8SahSfJpnizLyJZNGxmwYc62lPn0lUboCNJ2bPe8kpGA7vxBkxj/448hWJXcSqbrv3v62geGUdPt7JIbKdnkqUj5zuouH0CtQ8uMF57bZRcPYrwhlY63t9O0ZeGdPt+XEONWErJdyDJEt5JFT2KZPmnDSDv2GoiW9txDiyg4fdmVmNPopxAIBAIBEcKQiQ7hLElArqQHOfDk07mIv15CiRrMOaVwjwVCXMNRpApKUYwHLTlAaaZr9Njw98WQU9kkkXsOgG3aVY7Zpc1yHbFVQY1mQawE7fWMXj2LGbf/1V2AVokmHG/akzjo7+tBT3tHnXzGpV189hVNZOArz+K3SgnGdj6ATQ3YesIk+f3Z4hkEcWPp5fG/cP75LHm/jOwC2NagUAgEOwDDds2Z4z1G51p/G6z27n4+0YmWTwaxZ2XT6jTyMDyFhUR2LKNpj5GiWVp3Uy21pxFW+EQoko+/3xgQeo8ngIHecWGiFG/xTi+tXhkan9gzhwAmopHs2rU9Yxa+zecf3oG94QJWe+/1GMuLsnavoeCf/+7mcXm8/mw2YxzJjOtulLoLMx5LlWxCmE213TUiOHFpvWy63Y24mlZbdtXGeKQJMmobX4gszw2STSRCWaLmyKbw+1DluTU+1OQCa+2+rjqasI3NpJ5z55J5RRdMgxJkig8fzBtr26i6EtGOa5raFFKAOsOW6mbijsnIzm7WlUY2Kt9xHZaSzbzjq9GUuTU+X3Tq2j913o8E8uRHdnPIxAIBALBkYYQyQ5h4jZzxbKxvJTZ+kguwupv4SUEkg660d1RQkJXQcUahOqAv7EzZdzfbi/CodVxysotSL0oU7Tr4Nn5KXK4CfCgxzNXj8OBWOJapjCmYwatihbl6M8f5MMTnkyNVQUWwvL5KM124PqMc0ZsnXjsvV/9FAKZQCAQCPaVcGen5bU7vwC7s/tnkc3h4CtP/51HvnwuYBj5t7eYPl66FKetYBBRR37Gsdc8eAxK4vn15G0fZuxv+89/AVg+7qsArBhzC2Uff43gpq1Z78XtNReXXNVa12pMkCUUSc5qxp+NykrD9F5RFKZNm5YSyVRVJRgM4unia1buyd2ZUeuy2CfJLiS5AF1rR4vvH5Fs52rDLN/hdqHH1ZwOvb6iYsJ+4zhb3Fz887iMhcd0kawryawyPUsmme/Y6lTHUN/0KjyTK/ZKpLKXWz/XgnMH0f7aZoouHYYWiNPeRSTr2r3SM7EcW6kbR7UotRQIBAKBIIkQyQ5hCvACZtD2Yp8zuajeKpJ5MEoo1ym7+dy2idOjEygLKIDOiIKjqQttIQzsXNtCuD0IiT6ZLe1nU5D3DI5eBsgA+rw/IsUS5QVZAsaNixsSE9M8ShKZZG1eKEx8V7DFgsTtRuCnEIXBJ6HYtyJtyBTrIjY/3l5mkgkEAoFAsK+o8RjtjfWWseKqvr06Vkrz3vQWFBHa3pmKxHRZJZolw8ruVFICGcDgiWVsWtJIWeMSWguH4go1Y1u6lJjN2uk57Cxiy53fhQvPzDhncYUvtd3kb8jY7yn2cfFZF/Lyyy9z9tlnd/uehgwZwlVXXWW9dlqJ5scff8xZZ51l2W+Tc4efmpQt7jA+Ny0Wy7Kvd8SjmYt3Uls7WkEMuuibI2eegKeggD6Dh7HifUNoShfJYoOrjHN2I5IRT2SSha3vxz2+DEelNXNtf2Vx+aZX4RlfhuJzGJlsEjhr8ml5YR2OfplCmCRLOAdkirICgUAgEBzJiLSaQxhnosNVErXzfTq7mN/7pBCgM8u+hpAU5SP7StAlhhSMxVk2lGnVl4GuseitbYT88ZRoFVGLyAtbW4rnIp74Lap9aRX+zYZgpXUpsQh2RPnsRcOwVk8rsVQcRnnBN25VeHeice9SWpab3eOFq/+L7fjbsl47aPfjtbuz7hMIBAKBYH+y5O3X+Ovdd6BrGrJiCj0jZ56wx+fKKyklEjSFm64ZVEkuvGuS5XW/UcUAtBSNZMmEb7Jg6veJ19WxfIz1OdlSNJyYI/vzsaLSzOQ6afpJhJUwW3xbUmPFNYUMGjSIO++8k+HDh3f7PrJ1sFQUU/Tp7JJ11xOaZMYAAXsrYecGdNk4n9ZF6Gqrr2P9/Nm9aswTz9JEQFPyCLvM0tPh069j0OSjOOHamznhmpvpN3oaDbVGzGKPB9laDo+fK6NNNKwfUiKZnj2TTNd1gousgmq2zLL9hSRLKD7D701SZPJm9sVRnUfFXZMpvqz7n6NAIBAIBAIDIZIdwlQNs3pWeKLwvteaeu8hYpRbJghLMaKanUCBj8/sa/mXc26qnDIUlUhmksXIwxazri4uGtKldWaCQGIFtmObBznhF6LpGmF/jB1rWtA1nVBnZvaYJBehOCdT0LGIkFOittg4f8xurnBHdhjBtVxSlbXs0+8UmWQCgUAgOPD4W1v48M9/oGW34SHmzsvjml8+wTGXXMno40/p9Xkmn3MhxVXVTDjjHDrSPPF12RRP1pd+jnTbWr72+5Mo62/NACpPZP6oNlfqf1XZQXuh1eh9y8BziKbZEYRk82IVFeYi2LTB07j1jlu56ZKbUmOFeQU9vo+JEycCcNxxx2XsS5ZbQm5fslzUFNSktpvLPqezqJZQRRkAWjRKR2MDH/75D7TV1fKnr9/Ea4/8jI2fz+vxvLEsmWQxR7HltSfs5cLv/AhPvvH+X/rFIvM9xUPce63CrDEyhc5CNE1DS5j/5yq37OoJBlBw9sFvHiRJ2eM3gUAgEAgEmYhyy0MYd541cL5ggRPHNOuP1EvYkpkVJU6jUkmzwwyWJV1FR7GY6I8eUEZklxlcf/tGhR2lUNoBETv88bGEGCZBcx4UJKoQkiKZjs5Lv1xEW32QM28di7cwXchKtEx3DEeSFHx1zwISSramVf7EiT2lQOaEprwgRS5RKiAQCASCA8srv3rA8jrQ1kpZ/xrK+tfs0XlOuPpGTrj6RuMcUZnks629aAUFrWNxRIvwRQv43bInOKn/SaxpXsMFQy5ICR2l1T4cSpyoaj7vW9JM/JNEnEX4vQkxTJNo8jXSz98PyMz+Glg4kOr8aj7gAwC8+WY5YLwtTGRjO54JZUg287jzzjuP008/HZcr04stXZTZsGEDmqZlXPOoPkexoM5oTvDgzAcZVTKK59Y8x4n9TmTFO0ac4NaM2CHuMxYANyycx39+8xAAmxbNT51r15pVDJ06PeM+0smWSSZJ1pipI2hdjOtsMWOlZm+IuE3Cptmoe7OO337629Q+Oduas6qhtpvCXN/7ZyDZxdq0QCAQCARfdIRIdgjjKbCu9BaG3YQ250O12XVSlnRcmEGaLumomo14WnaZlDDr1/WkgbDOP26dyTm/fJG3J0m0eyW2lxsBb2OhMeORC2RueVvj1xfIHLMGBtUb57CpyRVjjbZ6Q+DasqKJYVPTSjcT15NQ8AZq8YVVwJZVJFPURFDrLSVb4mNc1inyiLblAoFAIDgwxKNRHr36SxnjfYYM26fz6rpOIBoBjK7TSNBevIKixik4lDDuuJvr/nMdebE8fjTnRxQ4jWd+e6Sdy+WvUqCa5XP15VPM85J8xsqsH3YxsAiQaKhq4CznWUybNi3r/dhlOw0DGgj5Q9w9+m7z3I8uQQ/FUf1R8k/olxqXJCmrQJakurqanTuNrLuNGzcybJj18/rZsT/jiSVPcPmIyxlZYoh8902/j8ZgI/8s/z3FoUqSRZuSZsQsK2Z/nDq+ozHdS6035ZaZmWTJuCKuBFE0Jw3taaWebdb5qmTENKNbR6OGVZrCZrcDW7ZMsriW6nDpHFQgBDKBQCAQCA4RhEh2COMtsGaSrR06gH7ahox5zpJZ0FGdeq0uKCR+shlQ6moD2Pqja0ZbeU0Bl11hRFUFz/TNbiY7b6TMvBESSBKVLXbAaI2uJDPJ0kojZUUiGjLEMzW2DTW20dghychqhL4tud+josXY0bmDfp4SdpRlBuOqJGETHSsFAoFAcIDYMH+25fV53/4+u9etYeaXr96n86ptbYRtmc+v1rLPAZjSOIW8WB5u1fAV67Abz+j8WD7RknoiraU4I4aflt9rGMn78hV22Jag2sKUNB6FnvD30gGnz8lF513U7T09du1jxLQY7rQmAHri+d3x9laLSNYTN910Ew899BDhcJj2dnPxrr29nXnz5jF27Fh+MuMnGcfZZBufDn4RgIu2JO63B8+xXliSZc0kQ5KJ2TppK12CrDooaZxGNBTH4baxe2Ob9Xg5DCjYtMzQWcLMnLOVuok3hQxPslhCsBQCmUAgEAgEhwziqX0I4/B66KeahrMNZYXUeY2V2v94vdxeXs5ahx21ZL7lOElTiKV1j1KDxn5dM/y/1ESXpX4FPXiSJMoptpRXpYZs8WRpgnn+uk3tbFvZjK6rxPwvgR5K7FHMTDFgp/lWAOhTN5/fnSXz0vqXwFUIUqb3WEwWpv0CgUAgOHBEgmZXw0t++FOGTp3O8VfdgGKz79N5Y9u2EbflXqssD5enBDIwxLH8NK/QjqJV5j0msszk4iBxRye6HCPqaIU0kWxc2bge78km2ywCWVfUjixCUzcMGWL4pKmJTtkrVqzg17/+NXPnzuWpp55KjadjlzM/12QmWS50PZtfg5VYJJxlVCHiNoz1NSWKJkdp2mX4iLU3BC0zY3a4e/LdnDfivMz7SxPJUoKYqqMnOlxKWcRQgUAgEAgEX0xEJtkhjOKy06ethpZiPwEpURYgjSHMLOaFryKst/C7wo9QVB1Fl1ATJZaabBXJ9NgWJEhlkskuI0B1ekqho+f7CFSOBTYlzp0MZM2AtWV3gJbdAdC7BqgyimYG3AuHSfz9BJnK1I1pbKmQmODMB1mm0+uma+gec4jAUyAQCAQHjqYd2wAYOHEK/ceM32/njdXVE7MpJH06u+PLX/5yqrTxL3/5S8Z+NSFsLfHPJT8hyERcTbhChtVBVIkwvHDUPt+zHs0Utboj2eUyad6/bNkyy/6NGzdaume+8sor1NbVIjtkNNmMIyQ9e1a7eWM930uwrTXLqIwmm+8p6myheaefqiGFxKJW4W3H4Mmob9XjHeTtehITRYLE59/0zEpkb0LwE5lkAoFAIBAcMoin9iGMYlPYGvOaAhkQ1yNcMPBRPKqH6mA1UbUviga2tABz/rABFpFMAjS1MSWSObxGd0lHXt9e3cfw0tGsS0xdk6zE0M3z+4qd5Je60OO7rQdKsiWTDEnilenmr6SETsQOb21+l3tn3cvWMvN9bixZzMqKT1HcIpNMIBAIBAeG5p07WPbemwDUjJ+0X8+thUOoSg/iT4Lhw4dTU1NDTU1NaswWzSPqaCGumBlP+WkZSxF3A3K14dsVtHdS7TNtF/aWZGZUb0l2uUxmjEUiVp+vHTt2WF4vWbKEuto6+oT6WIUvvftwVe9FvaW/NYu3gySjS6ZIqaMTCcbMxT2gILyNqQt/REf5YAKBACtWrLCc4svhGalt19AiJMXMKtMCRkMkxefo8f4EAoFAIBB8MRAi2SFMtpbeYQJMql2cej20fSaSDl4trVTR3sXbS9fR1Y5UuaWnqBAAZ44yEFfIWhd5TPUE7r9c4fbbFHaWJkdNkezaB2dw6c0uooHXulw3jqzFyIluiGRrW1fx2ubXWNj/LXYUrOGTQf/k/WHP8tmgl8izF+Y+XiAQCASCfWD1rA9T20OmZDe8T0cLBDIEm3hzM63/+heRzZst43o4gmrLfI53ZdKkSZbn/dDpQ43z2gK0F6+krWQJABFHpgjUGjRKCVVZpa+vdwtfXZHSMra1fcwk6xq37N5tLp5pminA2TU7Nt2MQaQeRLI1n33U471kE8kkZHTJ+p46WyM8/5P5bF1uGPMX1C/nzXNPyXleH2ZMVXTJMItIlsQ5pLDH+xMIBAKBQPDFQIhkhzin3TTa8tquF+NSTUFMTyzF2mUz2JxUeqrlGElPdLbUjRXeZNfMApcvNce/4Xvmtu6zHH9MzUCidomGIgkt+RulhdF1jX4lGyHcTn1dA13R1RY02c5/p2f/kiDrcSJ2mFZ4LSf0O4Ggo4M3Rv2eNRVzUnMKHUVZjxUIBAKBYF8pqjSFpfyy8m7n+j/5hHWTp7D5nHMt4w2//jV1P/wRm8+/AC3NPF6PhImnNZ457vjjUtsl5SXcc889fO973+O886weWGP6jjE2EuWIeqJcsKN4Zc57Cythyr3d339uzGd00oi+tyQzyTo7O3n22WfZvn07AOPHG2WrSfGs67Zds2PXTG8yqYdwNRIIdLsfINDSnDGmxXejy+mLdTobFtZb5oTcvajlBFyjSlC8dmRX5gKjsyY/yxECgUAgEAi+iAiR7BBn6JQK64CuYUsLLHVJx6naLFULWhfzDgmdePB90I0A1eEzRLIB+f2JNJxOuPZC9Hhhar7PbV117VfsIdp8HHrcgzeeMA/WglTF/48NG19l+wv30dKcGZzKjkGEnE6eP976azho86u4Qk3UbHsbOdoXrfV4CIzJ+v5L3MVZxwUCgUAg2FfUmCFqDZk6vce5O+/4OgDRTZvwzzY7YkbWrTc2YjF23HxLajwWCqLajEyridOmctKJJ6X2aTENp9OZ8iFLZ9jgYakFsCRxpXuRqN5dj8/u63ZONnRdR4+leZgmyi3jLWGa/76GyPbujUuTItnSpUvZsmVLatzhMMoPt2/fzhtvvAFANE1AtGk25LTsMV3qOVwNtrd1uz9bJpmutaLJ1oz2WNga4+ie3tn3ugYb8Y9SkvkzyyacCQQCgUAg+GIiRLLDgKNiQ1LbEjpKusGtriPpkiWgbpfMYNquK6Abq8S61gaAI68QALddIdp8IrG2owGItU8EoEY5x3J9SZI4qfwGQpt+SJHHWC3VJYktfiNgXLx0G9HOTMNc2TaQiMOZ6pJJ1Jhfs/0djpl/H/ZYBzHFxgdrG3hzmT/rey/zlGQdFwgEAoEgScPWzfzhK9ey4sN3e31MLBph+yrDf8ruzOyunI4ei6GniTw7bryJTWefQ7ypCbWjPTUenD8/VY5Z/8zf0BRje3DfGsv5CgsLc17L7Xaj+awZXa1li7LO7bR3sqBsAa3Frci9EJoyUHWrN1gik6zlX+sJrWii8bfLsh+XIC8vL+u4M+3zXLhwIZqmWUSyUytP5SvjvmIekMVeoiv/euAHOffFYzFCnYagN7ZqQGrc5j4WXUp/g5nXkYORjLEkJ/sMnzrnoAK804y2Q7biTJFMIBAIBALBoYMQyQ4D2lvyqVKNssPSTglP2Azy8v0y47ZBPM0j7COH2TbeaFtuDQpd+ca57Ir11yO8+2L8m+6iXJ5OtPUoACJNxsr3E1dM4vPvn4bb4wFASzunw2Ej1NlmOZckFyBJEqpsBsqRjomWOXNGSmi6jcuP6sfQki4Zcwmq8rKPCwQCgUCQ5P0/Pom/pZl3//BY74956gnWz50FgD1LRlc6sbq6jLHopk1smHkssW3bLeORDRuINzURjTtQFUOAKS0zFnxuvPFGRo4cmVFi2RXZ3X341uJoYW75XD6o+oAdvh3kO/eu3K9rN0stIZLFG4LZpmdQXZ29WUAykyxJPB63iGQFFHBmzZnmhF6IZE3bt+bcF2w3FuokTUdbaBrvS3I+sprbVF9HJ+rwWMZOPfVUBgwYwDe+8Q2GKkY5bt5J/ZESMZOt2NpQKO/k/j3eu0AgEAgEgi8OIv/7MKBF94EWA8XI4EovUSgK6Nz+oc6Ll+QuxdC7xJ6ewjIA7Gnms49fPpE7nl+CHi3DH4kzreBGZm2ZykWjjSwzRZYo8jqQ3W6g0xLQBhp3UxzZAJjBsl01st2U4AIiTSeiRUuR7daSTE2CQo+Hn31pHL+fHebJjV3uW3UxuFAEnwKBQCDoHl3bMy8tgNWzTDP4wj5V3c6NJbo0KiUlSA4H8dranHPj9Q1EN28m6ClJ+WEVJLxA+/Xrx2WXXdbjvdmcNlQyTfR1n847he8QsAUs6197K5JpXTzIWv+5jtDShl4vsVZWVmYdd3bJzHv99dfx+82Mcb/fbzHy13shknVHyrNMdrF++JfA/9/EHpkubTQtx7UXraSpjyl6VVVVMWPGDGbMMDpa1iXKT6W0BgzpmWRlt47DObBgn+5dIBAIBALBwUWIZIcZqgxqWiyphAPoeaU55+vo0KUEI7/AWNEeWOrlumNqKPE6OHd8FXc8b3TQ8kfi/Pn6qXyyroZTRlozuWxeH47YbqJ281dre7CI7cFEdlpcpSAYYeTuXWjOX7G8b5ho410AOEo/sN6bBJJk+KtV51sNh/0b7gFdpvgMUdYgEAgEgu5R7PaeJ3XB5fURDhjCTVEXkUz1B2j/z3/wnXA8SBLbb7gRAFtxMYNee5U1I0ZmnM9WVUl8dy1aZwe77ryLzhqjW6akSbjd7oz53WF32LOKZJ5RHgKNmYti5e69M+3vmkkGEF6XaZ/QHQUFBbS3t1vGvF6v5fXy5cstr/1+v7VL6L5pZERDIWNDdiFJ6XGDTIerGa/qzriOjkbMaX2vXctg9ZRIZsZRSpEpANqy+JMJBAKBQCD4YiPKLQ8DzvvGBJKWGkGHRiwtA0xTXHhPyO3ToaMTtWusr+4kphjBXn7Ck0ySJH583mjuOHmo5Rh/OE6+y86546twOxTLPrvbhysWJxc1je0ctaWWvEiYgo4taGlpbKMrrZ0qNQk6pF0A9MmzroLr8QJ0NY+aUmsZhEAgEAgEXbE7M8UKTVN547FfMu+lFzL26bpOLBIGYMSM4xk0eaplf9OTT1L/4IPs/t49bDr1tNS4a9xYAMq++Q2khP1AXfkUZs34OUv7XQhAdKfxXAt6jHuyx63P0d5Q4svuxzmpahIn9DuBMndZamxQwSBuGXdL1vk9ofljPU/qgaR5fzrFxd033QmHw10yyXrXYTIX0XBCJJMckCaSyXoUXUprTJCWSaYpmV5kmSKZMV+ym+G0pMiU3jiGkqtGouR372UnEAgEAoHgi4fIJDsM6DeyGCkR2NUW2tBkM7CzOYv43LYp57E6EHF1cPbiVt6c5GPozgryvdk7YN187ECenrWFe84akfN8dm8eimYNZn874CaqOxt5ZPZjuKNWAc0dNANwr8MBabs1GUJSAwClPmug+cAFY8h32/E4xK+wQCAQCLonv8zMpFrz2ceMnHkC9Zs2snb2JwAMnjqNsv41qTnRUAg1bjyQTrv1DmTZKmS1/PnPAIQWL7aMv3NaCaf7d1N1222U3HILgVmzWP74YmJ2Hw320QTc5XjmzAEglshuk/ZivXJ8zXh2Ld+VMe5z+Xj8pMfRdZ3aQC2V3kqkfShVbH5udY9zdE1HknNf47TTTuP555+3jGXr2plONBrtkkm25+WylvOFEh5qksOaSabFE96sScxrqko44zw5M8m6eLi6hloX/QQCgUAgEBw6iEyyw4RkkKd1CVTb7TorbTtyHqehc/wqnaG1cMUso6wkz+PNOvfes0ay+IencsLw3GUbjvwSqls7LWNvTJX5/SWj8UTjGRUTBWlZZ06b9UtIuldakddqrHvVtAGcN757jxiBQCAQCADsLrOc8c3Hf0U0HCISDFjGFr/1auq/uS8Zoo47vyAjCy29i2U673z3YupfGsB3H/sluq4jyTKe6dPx+8zj5x99H8F58wCIJHzCVOeel4KOHj4667jPZSxySZJEla9qnwQyAD2z2jJzTjh39jjA8OHDueaaayxjTqez2xJTVVWJx83zpmd77Q3JcktJcoBkLrpJhOjj6ZM2s3uRbMCAAZbXSZEMuwinBQKBQCA4XBBpOIcLevZShEgPVRw6OppkTCozuqPjsMmonZ00/OphCs49B8+UKYARdBd7c3eBAnB5vVS3dBJ0SmwpLaGmqZ38JfMJnDCJbGG0q9LLlyb1ZUCxl+X+lZZ9tUVpXTpdNrR4HrKts+spBAKBQCDIia5pbF680DJWu34dr/36odTrpu1b+egvT2UcO+rYEyyvQytW0vT732e9jn/ZSIqiRUzbfi7zNn5O2OlnetV0dvfxUtyWdj9IaLKN5pKRwAb0vdBXvF4v3/jGN3hv3nusnm9me3ld2Re59hbZY0MNxym9aSxNf1yRdY4ajCN7DKEv1hQi+Hk9elTFM7UPjkrjfpKNCZI4HA4KCgoIJb3CshAOmyKVLqno9GxNpmsakpz5gaYyyXAgpfuw6mHQ00TKRFln/1HFbN2xHLOVAOQX5FNRYfqw6poOaqLcUtlH0zSBQCAQCARfGIRIdpijZgkWLUigKlYlLTB7DjtuugmAtn/+k5Fr1/T6enl5PiSgf3M7w2sN1S1MDLWzIzXn0fNkOjxwxiKddRcN4pGLJgBwy6tGkPl/l8tM2qTz1hSJcP1Zxm1KEmh7vtouEBwsOpubWPzWq0w66zzyinM3yxAIBAeXFR+9R+vunZaxOf/+R0o4ceXlUzNuYkYHTIfHw1EXXGoZ2/Xtu4ht255xDbm6L0VhMyNp8cPGgs4jw25kSux0y9ygpwJdks0SQm3vBJaioiKqq6pZjSmSJTPJ9hdJ437Z283zN25+bs1/XU28wfhc/XN2U3DWQPKOq6aoyFp+aLPZKCwspK6uLudp00UyJIyu2TkWBJNomoqSVSRLyyRLQ1Z8Fu+z0qaluPsP5OhRAdqXL6HZOzC174orrzCuEVGpf3QxstsMoSWRSSYQCAQCwWGDEMkOExocwazjei9ib022Br9JgSzjXLrO7ru+jb1vFeV33ZV1jteXB4A7al64fv4n+ELt2IDFgyVmjzaCyRUDYZzLXKdNLsSuqpFZVWNsqyGztCHWPgln2fvUeMf2/KYEgoOIrus89dXrAIgEA5x2yx3/2xsSCAQp2hsyhRh/S3Nqe9DEKZz5tTt7PI8WjVoEMu/MmQQ++wyA0JDhWY85Y/2NGWMRZyGq4iDoNYS7HnSfbulT1MfyusjXey+snrzEAPSoISDJ3YhAepoPaVIgS9L+5hbyjqtGlmU8Hg/BYJC+ffsiSRLDhw9n7dq1qblDhw7lzDPP5IknnkDTNF5++WXrhXojksVVFFumoGcx7gcc+deja+3Y5Di63paa5/PvZEbpYppvfwrb+HGWcxTmFwLQ8e5W1JawpbdoendLgUAgEAgEhzbiqX6YIHf9USbiSK0XfdO1LAFlNsIrV9Lx5ps0P/1HOt5+m+Y/PZMxx5Gl1KNwVwe2tz4FIJRYxB1baghdV468MjVvdMHJWW7OvLdXrvwRVw14gOfPyyyJEQj+l9RuML/orfjgnf/hnQgEgq6oMaNBzJRzv8SAcRMB6GisT+0ff+pZvTpPx2uvWV5/eFIxzDDsCLZMGIEmxQn4tqIq1hLCiLOZlpJFdOYZTXTiiotlY29MdU/Ue2P8lYOSArPL5bjp47D38DzXwnE6P9vFzu/NYte9n7Hze7NoeXGdRehKous6esy4N8nRjXdDlmOzce655zJhwgSuvNJ47k+YMIGzzz47tf+ss86iuLjYktmVjmTr1+M1NC37ZxkNGuJdMpNMVopQ7DW4A5EuXTQl2n73FPOPPoq1I0dazuF0Gl5mWiiLeUQPYqNAIBAIBIJDB5FJdpigIKU8vy4Pz2SZbSurbTt7NvAAdLl3vwZa0Az8d33zWwB4p0/DNWpUatxeVERXS2N/iRunw4NU38z6wS6WX7OIuB5nR+cOBhUMSs1zSUV0rv0/8kbclxr78lRz/8jKIkZWnt+rexUIDibBjo6eJwkEgv8JHY1Gl2Sbw8GYE05h2/IlqX0zL7+WqmG5OzanU//gz1Lbs796DI/G3mTomQO56Jxrqf2gP7G8TUQ89QR92ymtm4GEISwFvdtR7QFUewBPoC9xmxtNNp+Utp5sEbrB6zUXpsYPGZ9znq7paMEYrf/ZSHh1s2VfcHEDnskVuAYXWg9S9dSCm+SQsVd6idUG6EpSYNNzZHnpqo6kSIwcOZKRacKTJElMnToVt9tNLBbLKMnMQOpZjEt2JNU1jdd+8xB1GzcAEPJ3JN+IZX7MJVtFMlli2fjxbB04kK4kmyDIvkwhcl8bJAgEAoFAIPjiIDLJDhNGRY1OjzVqGW9ueYy2iPGlQO9NJpnSg7t/amLmCm28tdXy2uXMzCT7ynVRvn1uG1fcLRM9+zgkScIu2y0CGYAsSaA7yVPNgPWEoaKDpeCLTzwasbzO9WVRIBAcfDYsmANAW10tFYOHWvY53Z5enSNWX48WMASisrvu5B9KHV9afhfylnLWzi7DHc8j6jLFJ++4JuweI8TS5VhqvKV8AYtGDkNLG1Po5TM4CzabucjVp0+fnPPaXt1E7QPzMwSyJJFNbZbXWlSlc5bp4ybZZcpuHkveiWY2V8qnLGFerwWzd7kMLKzt9j2MGTOGiRMnpl5feOGFWefpvRDJQokFi/bGBjbMn0NncyOdzY3EI8bfaEkps84vdln+XuuSxLqRVtG0QIny9a9/3RxQxd93gUAgEAgOZ0Qm2WFCZ1sxZxQUUtep0izZkRLLv73xA9aU3v0aZGt7L3UR2JyKk1YvFCUWmxcNhr89bIhr/5ohoY/IvVJ80aRq7n9jtWXM58jdIl4g2J+E/X7ee/oJhkw5muEzjkOWe//FNVnOlSQei2J3OPf3LQoEgj0knvZvs3HbFryF1meQ09M7kWzj8Sektr2XXcyMn8iUB/pTvilh5i7F0CVTJNrWsI5xM52Mrp7GP1+bbzmXW5pATG5PvXZlyUzaE+6++24ikYglq6wrgXndC1WRTe2W1x3vbsP/2S7jhSwhKTKSR8Y3o4rOj3YAoAWMz7bz0504Bxag+TNjBIDotk6Y1tt3A+Xl5Tn29CxONWzZyEfPmpYMLl8eF937EwAW3vME2+39LfPDesiSSRbI8hmWqCGKi4vNu+gikvX5ztQe70sgEAgEAsGhg8gkO0wIuYpZ1FbILrUEZ/61KXPb3hj3h5w2VlWVELYpbCnO/cVeC0cyByXrr5DH5mFLhXnRbWXm9iWzdW4am70pAECBx87mB8+iUzHPmefs3RcYgWBf+e3NV7B+3me8+cTD/Pry83nziYdR47Gc8xu3beH3t13Dwldfysgka9m1M8dRAoGgJ3asWs6qTz7YLxmZ6V0tHW43dqcLOW1xx+HJLSwlCa1YmdqODe3PlR/fSLnfKraotmCGvcHy5ctZsXWu2cUyQdwWIJKWdTZu4uhevZdceL1ei4izJ7jHG5lVsfqA5fMOpWWcSQ7zmaz4HJR/fSIVd01OjYXXtKC2R4jVGb5fSrGLvg/MSO3XonvmuebJIVzqvRDJ3nziYbYtX5IqqXV5ffQZPJQ+g4ciRVwZ82NEUVXz/nb0758xR+26ntxFJLMVZ55XIBAIBALBoYvIJDtMcLgUogkzWUn2IUleoJ22LgbCSexxnZjNiOh3FtmIeAvxuxy8nn8dX+M7WY/JlknWFY/dw9NnyNz7osrbk2XcUUhf/e3r69vt8V19PQpcQiQTHBz0LmbRa2Z9RL/RYxl74mkZczubm/jrd4wOlp/+/c+ccM3Nlv3Pfe8bjDv5DPoMGZYaszkcDJ5yNA6XyI4UCLrjtV8/RKizA5cvj6phI1j46ktMPONc8kpK9/hczTvNbpRTz70ISZLQ0kSRworKHs8R3bI5tX3lRbuQWmRO7lIiqSZM+Pv160dRURHLly8HYOXqFRnLkaoSJuJuSL2eNngi0d1+HFW+3r+x/UTxJcPYtaIJPayitkexFTqJ1QVQW8KpOZLd+l6z3Wftzxaktm3FLrNdNaB19Bw7pKPksoDYC9svu8sQsHRVJaZl/u11u/IJYZRoevM9BDoyO4VHCqxxiK5mbywgEAgEAoHg8ECIZIcJp904mtefWMYxXxpMww/uZeO0Cd3OL+nQaSiS0SQdKVFW1ub18PrXj4NXrHN1TUOS5awimR7LzLQJlXh59PwAVc06ztyJOD0S6xyFx7FvZSgCQW8IB/xZx3NlhC177y3L63gs89/G8g/eZvkHb1vGjrrgEo69/Nq9vEuB4PBH1zRCnYZo8fIvfoJit6PGYmxZuohrf/nEHp8vKZL1HzuBoUcfY9lnczgp7lvd/f1Eo+z+/g8AWDy5ECQ/nkh+xryooxOAwsJCvvSlL6VEsnT69+/P9u3bCXl3pcaGDR1Ky++MTLW+D8xAsh28BH/JqSDZZGxlbuL1QWJ1AWyFTup/s9g6z9GLe0qIYpIi4R5Xalnwiu7oRO2MouQ5ch1tPVVOkWzPMwsdbkMYU9vaiDoLMvYHYyokwoy+/atZv3J9xpzOSqso2LXcUiAQCAQCweGFKLc8TKgcUshNjxzH6OOqKW1ejix176cUUySk1LKs8Wugyg7G9M0MImvv/T56LJZVEMsmnA2V+/CrP6nc+bLG1dt7btmeE82By773hsYCQW+p27Qh67i/JbvJdVfC/s6MsaKqagZNmsqgSVMprxkMGCWaAoEgN9Fw2PI66ffXtH0rT99+A827duzR+fyJ5jL9Ro5JjZ1y01cpKK/gqod+02NXwraXXoLEPWzwdFDRWcPp66y2AWFXPRGPIXzl52cKaEkGJjomqjYzWyndtF8LZze+3x/IXuuaqGtUCX2+PQUAe4WRKRWvz+xcCSDbuw8VncOKqP7pTKp/OpO+P5mB7ygjO6/qx9OR8w1hLLyupff3mrPbZ3ZxypF3Wc5z2V2mSBZxGPGN6jGy/jQpTtzdCBglq57e2jvEzUyyoouHdTNRIBAIBALBoYgQyQ4jJDnRnlyLEWvOXmaZRNFk5IRIljwOsnfla3/5Zdr+899eZ5J9LTTdvKeN21Lbtsqey1qsJ5dwC5FMcBCo22hkD4yYcTwFFWaHuLWzP8kowwQyvMo+f+0/GXOu+cXjXPjd+7jwu/dx3JXXA9BeX7c/b1sgOOyIhjPL3ZJ0NDbwlzu/kvXfZC5iEUN0S2YUAYw/9SxuevxPlPTteREnunVranvpIIkTN15JecDwrSod4MXmlOksXJeakxTJrr76asaPH89FF12U2te3b6bdQFF+YWpbCx0YkUwNxNAC1nO7hhSmMrtsZYY41DlrF9FdmVm1ubpWJkmPIdKRXTacA4zPQ48aPzMtHCeyub1bv7lcmWQ5PVYlH3bfl7LucjiNckstEEhlkrmHGu8n5NlFPNFsYcCAAXhy2DuUua0dMdVEw4LiK0bgnVKR830IBAKBQCA4NBEi2WGIrGuEY1EK1Nxmsjp6Ko9MSq1kS8R37wZAlSQ2lRXS6TTqEKLbtqFnKSlDz/yyMjJ/SNZruseN6/V7ABgd0dh+6aV0fvjhHh0nEOwp9ZuNTLI+g4dmeBQF2tsy5ttydK4cddxJ5hy7WSpcUG58kepobNgvZuQCweFE3aYNvPTgj2jcvpVosPsFHoCXf3k/sS4ZZ7mIhY3z2ffSC1DpY4rmmyqhMGx0Xow4G1kTeRtppDULdcgQ4/k3ePBgLrzwQkaNGsWoUaM4/fTTs3ZtPGbi0altPbxnBve9pfXFdZmDacKW7DRiAM0fo+HxJRlT1RyeYrZEBppnUq5ulKTKR/VE9lXzX1fT+NRydt3zGW2vbcp6TFeRTEqqYzlEMiMbMHs4m8ok8/uJOgzBrk91IQBxuykIKopCZ0dmRjDAmL5jLK+Tn4eS37vyUYFAIBAIBIcWQiQ7DPGceTrO0G6UHlpbpsotU8FyhNCKlWwqL+SdcYNYV1XCrBHGirnW2ZE9k0zNDOq1HF9ysmWddcfXXl1LeOVKdn71a3t0nECwpwQ7DA+k/NJy3HnWcqn/PPRjdF1n9ayPUuWSSc+krhT1qeKKnz6c4Z2UV2pkIsRjUTYtWpDt0MMONR6jo6nxf30bgkOAF39yL1uXLebfD/yAxW++0uP8zYsXsm7urF6dOymm2Z25OzfnPHb3bhp++UsAZo+UyIuUpPaF3fWAzu4601/swgsvpKSkxHIORVG49NJLmT59OoWFhZx66qmpfTNmzMAhmWL6gcokC69rzRhLz/6SeiinlHN4iZV/dTxlXx2Pe2w3DRUSXmVJs/vI5vbULv/s3cTbMsXO9BLYabGhFOuGJ5hO+ueTLqTlvn+Xzzi2o7EDXVJA1xg4IDOjz2az5cxgmzhxYmpb13XUdqNcUynY898pgUAgEAgEX3yESHYY0v+RX6O6dORuElYUXU6tzkppvwa7vvlN1lWWZMxXOzrRsnW3zFL2Es/h4xRLZKmBIZgF5s1DC+XOGqhsyu6PIhDsb+IR40uPzemkeuRoy77GrZt55Mvn8tYTD6c6WgZas/vr2BwOKocMp7R/jWVcsZl+QK/88v79eOdfXGb941me/tr1bFnyOWr8wHkt7QnB9rZeZyAJDh7JbK9ge5ul2YVis3Hzk88w8YxzM47paGrIGMt67kS55d5kktXd/wCSZjxIW33w7fL/M+8tP3PRZ+zYsT2ec8aMGalth8OBFjDP0/TMSvTYgckmyyBdJMvSLMAzuYLyOybiGJhPyVUjs5/CacPZP79bXzczkywRkHSZmk3ASydf96AkYhTFNQGQsXlOwRq+ymkeq1bc+UaJZWuz8Tdb0kL0KUmWT5pBkqIoHDVlquXYjys/ZsnwJRbxTAvEIGHc39tGBAKBQCAQCA4thEh2GCJJEori7FYks+lKhnF/d3S+8w5aohSh+Lrr8M6cCWTPJIs3Zs8eiWzahJ74stz4xJNsv+56dn/vnh6vLRAcaFJfpJ1Oxp58Oidee3NGRlkSTVPZuHAuYHTMS0dx9PylqaS6/77d7CGArusseuNlwMjEe+KGy2jYuvl/ek/B9jZ+d8tV/PHrN/U8WfA/Z8C4idz21HPkl5ZTPWpMxv6wP3tH2nTi0WiqKYfD5SK4eAmx+vpe30NosdnlsbFAQt9odjnUZatI5vP5ujGct1JVVQXAmDFjiDVYPdg6PtqzxgQ9oWs5AgHFFJWyZbDZSlw4+voov3V8yldsb0gJcHGN8MY2bKVWsbLtvxsJLssUPB2Jv6VlWn4qK16yV+AsvB2bcxxWtU0CKftn70mIZIFUKWUEty/z73R4Xj2dT6xOvY7mR7ns6Mv41sxvWeYlSy1ln/2gdiIVCAQCgUBw8BBP+MMUX17/bruly5jlllIvA3v/LKO8RXI4QEkco2bJJGtqyn6CWIzoNsPIv+WZZwBDfOuKGjz8RQTBF4tY1MgksztdyLLCpLPOzymSrfjA/J0trxlk2Wez5xbJpl98RdZjDke2Lbf6GsUjET76y1P/o7sxWDvnU8AQywRffM75xndxeQ1RauhRx3DyjV+17Fd7Ub6/5J3XU9vNGzfxxPP/4N0bbuz1PUh9TK+tgn6XU7upnYizmaOuKibcJSOxsLCw1+e94YYbuOuuuygpKUHv0tEysqmdeEuY1pc3Em8OEasPEFyWufCkx3M3L9BjKloknjFPzjNLOy0CTxbjfSV//5QSSjbj3IFF9TT9cQXxRiNr0DnI7KTd8vy6DK/Gu+66i29/+9u4cSAnQtWQZzeSZO3SaVzEiGiykcwkC3cms9YjOD2Z5/DoThyYn09F3wq+MuErnNDvhNRYrDFIYF4tIEotBQKBQCA4nMkSbQgOB2x2Jzq5SxkVyQkJf48SZxXTKo9lYdNbQHYjXYDY9u0ABIhgk43yA13LzCRTGzNFMtnjQQsGCa9ahXPw4G67kwW33Ypk6wQeyDlHINifpMotcxjyDz3qGDYsmAPA+3/8bWq8q+CVXlbZlbwSw7cn5O9E17Rei9OHEkvfeYNAextqliYf9Vs28dw932LyORcwcsbxB/3e0kW6w/XzP1TJLyuno9GaTZT0kgIjO3rCaWfxwZ/Mf3tdO8xmo2n71tT2RytWEvR6WTh1CjPfeIOCs88GoO3f/0YpKSHvxBMzjg/s2o4TeOaM/tRsOYbmsnloSpQ33l+VMXfYsGE93k8Sm81GXl4eAFrU+iyM7uyk8ffLUDuixHb7idUH0SMqLc+vTQkzSU+skqtG4h6T6QfW8ORSYg1Bqn40HT2WOL8E7jGlBOYaIo+jX15qvveoPsQbgrhGl9D8Z+O92au8vX4/3SG5jL+Jmt/687KVeyz+ZMQ1SOtm7XQ6cTqdtAHNspEFFnekeUFKUlq1ZO5/y55Et9FIoqxVkqLYktdJW0nM193Y0s4zJC+zAVH9w4tS28K0XyAQCASCwxfxLeEwxe300OAM5twvyY7UumtN3hhKXFUcU35Br879p/V/2+NMsvyzzwIgvCrx5SJLmaaJgh4v7NW9CAT7A9O3yBTJTrv16+SXlXPeXfdy7JXXZT2uq/dYJJT735zTa3zp3Lp0EU/fcSOR4OHhubf03Tf5/PX/0rJ7Fx888zvmvfQ8C199KWNeLByifvMG3nzsl/+Du+xyL4nMQcH/jo6mBjRNpb2hLkMgy0X/MeNT26s++YC3nnwELctCDRillqs/NTojxz15tMfNebvv+jbx5mYimzZR+4MfsvMrX2XNiJGWbCYtEsHpN35PGooH09jnUzTFKv5WVVVxxRVXMHr0aKZMmdK7N94FPdKl1FHVUyV90e2d6BHzvtX2SEogA2h+bk3m+XSdWF0QNAhvaE0dLzkUYrvNvzm2QvNvnexQKPrSUNzDiym5dhSFXxqCo8qXce69wVaS3QtOclpN8tX/Z++s4+So7zf+nlm/PXePu7tCQoRgwSG4O5RSKG2htAQr0NKWQmmRYj+kuAQNEDzu7p5z37tb35nfH7M2K3eXkECB77uvlJ2Z78zO7s7tzjzzfJ6PU3sfPPscuDZo5xAhF5xCZx2Bk3e3TEnPBMDn1kQy1RB5v6O3mqbadLlmAb/+uGpfrT9GhZNMIBAIBIKfLsJJ9hNFtpVQ4G6mxpS4pXmzvz0c2K9IgApmg42u9J/0G8Dha0MGqufOxTpoILZgYLEaCOBv0IL7e743D8Xlwpifj+MjLYzZ39hxSC9AqsVIW+yFg0BwBKjds4u3HpgbLt2KdpKV9B/Ilf/UyoKThYTnlpbTa/R4dq5YAoDX2YFIZos4M1rr69i2ZCFDph37nV/DD4nX5Qy7e7YtXdjl9dqbm7BnZh2p3UqI0WIJOwa9TifmQwhyFxweKrZs4pU7f0PPUWNxNsf/Jlz52DMJ1zv5ltt5/+EH2bNWywrb9PXnjDz+ZAp6Rlw/lds2U7FlE1+/9Gx4Xo8pM9m0Z59uW87lK6i46SbdvLqH/4GlTx8AfBVa18o2C3Rz9gNr/H5mZ2fTt2/fg3KRxRItgnVE7pVDkIPCUu0/1yQd59neHH7s2tAQFqkkswHbwBy8ex2YSpMLYLYB8Y17vgvWfon/zmWzXiRzfLSbrDn9qPvXWgAKbhmFbNNOUY3IhORJFTUoZkWXVyYvt2x/+b/4jEaobIZskIzaucWxlw/ioy+30xjUDVNVq249X1Q5r6/eRdOrW3XLDakmBAKBQCAQ/DQRItlPlL7jyql7bxUkOd9VjFK4ZNKDl91yDbl+a+LBMTgtsKRyGROD03vOOpsBW7Q72kpra9glZu7eHcmknUhKZu2/qqdzB8eXt05lW00rvNOl3REIDplX5/4Wb1SHVZMlsTvAYIy/IOo/aQqSLHPqrXew4Jl/s2XRNwyaMj3pc1lSUnTTe9et/tGLZO1RAkfVti1dXu/5X1/PiONmM3r2aZgsXfve+S6429rCAhnAmk8+YPI5Fx3x5xUkZs86TeTatXKZbv6UCy6j38Sjw6XJsVhS7PSbeHRYJAN9gL+jrpb//uHWuPVMKfGlg3X/fDRuXsMTT8TNWzx0BOneHNqCItm4ceNYunQpAGPGjIkbf7AoXRTJrL0yIxMyoIC5PA3XhnqMuTZMhdprrH9mQ3iYa20dKcO1To6yxUDqpGIM2Rb9to4wsWJYiFgnmWtLIxlRJZmBJg9SMCvNoBqiNDCVeEEsVjSL0PLkU9rS8lmQDapZ84/1GVPAql2ZNG6uwi5bsaD/jvdGdfNWHPHnLZIp8esSCAQCgUDw40eUW/5E6Tu9P61NTZR60hIulwwO5GCl5ALzBhaYN7DGnLirVsF9+mywhrSg+ywBSuhC1GAIC2QAclB8UL3xWUWx5KZamNgr8UWSQHC4UBVFJ5BB8uB9OSprLC03j5tfeY8Tb4xcjE+/7FquffIFUrOTuzBC5ZYhvO7kmYE/FpwtLZ0PSoCr1cGi119i3WcfH+Y9imfVR/N47PJzdPM2ffPFEX9eQXJ8SW6WlA4cQlpOLgsXLuTtt9/G70/QdTGmg+wb993BsnffwO/1Mv/xh+PGj559Oma73jm1s1dPVF9k2wdyoGZoCSkTxof/WcePZXF/E/vKe9OWvgOAvj0Hcfzxx/Ob3/yGyy67jG7duh3sS48j2klm6ZOZcEzq5BLddOZJvQDw7m+l4cXN1PxDEw1DZYrRNAYdUJJZRjLKpAzJQ075fl1Qxvx416Zs1YtMqjtAy/w94WnF5Q935ozOCovkiEVOQiQpuUgmWyxknXcezX3KAHAVR25WBII39MZmDAzPy0vXvsOHBN3xAGqiak9DkpMggUAgEAgEP3qEk+wnimyQUZUWWnZtJrfHeOqt+osNSfbQKLfp5u021jPAGH931HbyCWQsW07zu++yacDF5HmbUKT3dGOaXnkVVAXvvqDQFpM5JgUvbFSRBST4H6GxskI3bUvPSBrmbrbasNjteNrbOe7aXwUvyvTIcsfOAkuMm8XfBcH4fwmPs531C+bTd8JRpOfmoSoK7vbE5dwAOaXlHHXexbzz53uSjtm3YS2jTjz1COytRsDvS9hVs7W+Dq/bJUoufyASNXYwGI3hjL9PP/0UgPLyckaNGoXf78dgMCBJUjhjKppvXn4Oxe+nuaYmPO/Yq28MOzXnzp2rG79izBjK3nwL2WDgi2nHsLmwhW9LV3N6n0n0ydTKLavaq9jypZGy9sh3Qp8BPQBISUmhvPzwdGFWgt0tcy4ZhLVvFhW3fwuApVcGuZcOBlWNcy0ZQnliIfFG1bLIEmaUuSOZZD8U5tI0/LUxNySy4x2kzhWRzy/Q6sWkat+ZRiL7rqIgYSDuHm+C72QAY04OhX/8A3WPvIphE8j2yGlvSCSTA5F1zx13Ms5uBkpKooTJBCJZyLknEAgEAoHgp4cQyX7CKIFKAGQl/gxPTXBCaZSMbCmKdcIY8Kt+LH370JpWTk3BWPo0ESeSVcdchMQRdJW1L1rc5f0XCI4ke9ev1k3nliV3hRiMRi568FECfh9ZRSVJx3WEOU4k+3EJxl88/xQbv/yMr158hikXXMamrz+nLqp7YCxn33k/KekZHHv1jXzyxCMJx7TU1iScf7jwut1x82xp6bhaHTRXV8V1JxV8PwR88emX1z71EkaTSZcFtXv3blJSUnj11Vc55ZRTGDFiBPbMzITbrNy+BUeddjxd8MA/KOihua2UJJ2UnSkpNOTk0JiTQ4EvB1NgA29tf0s35oz2M3TTAwb07/Jr7CqBFk0wNKSbw+WFAIFWH5IxsWhv6ZkBsgRRv+2+qo4bgfyQ3RgzT+pJoMWDZ2fEeWrI7ligVtq84ddniHWSqSBJxhiHV+S9s3r9FDjaMcvd2VQyg/0vbYEDmpvQHOVgCzkV5ah7embZRHZpsX5nYqxkWWf3xdo7s8P9FwgEAoFA8ONFlFv+hLGqhQAE/PEXiqokMbxkkG6eQZWpyA62pTeaaO8+AF96Jm6/G9luR5EjJRqKbEaRIodP2swZpM2cCUa97trY1sQNf/gTj7/xwmF7XQLB4cDl0JcK9h0/ucPx6Xn5hyyQARhN+hKnH5uTbOOXn4Uff/XiMx0KZFMvupKU9AwAygYOQQp+V5xy6x9047wuFxVbN+N0HFrZZmcoMeV60y+7FmtaOgBbF319RJ5T0Dn+GJFs7Clnhp2W7ihhc8OGDbz66qsAvPvuuwCYbfpsvxDVO7eHH2fkFYQfNzc3JxxfUVrCirGRTLHjs4/n+O76f0T9xuWmlpCaeng6PoZQfQpKu/ZexHZLNOYkz+qTrUZMRXrRvfaR1UlGa1j7Zx/iXn535BQTmbN76edZO3a2BVp94XJLSY0IYCoh0TP2Hm9kjMXnp3edl/29LmW/fSibvqnE4NBEOUt6AidZ9PYDCWxjUbMsPTOwjyyIHyMQCAQCgeAng3CS/YSxKwW4DdW0euuBIgAM7Q4C9nTsfi85WdkQVXFmQCZ0Q9VT0AvFZsdd0gOHu4Ues2fjfu0TVNUHyJDxaxaNT2HC0rkUXH81eddfD0DNn/9C4zORzmRvvP8ZA+rGg2k8oI1RuhDeH01iH4BA8N3wBDtRlg8eRq/R4xk28/jv9fl/bCJZVxl14qmMPOHk8HRmYRG/+u+74RLVa554AUd9LS///hZaG+p45Y+30nPkGE777Z1x22qqquCrF59h4lnnH5LrKxAlkp3869/TZ8wE1n/xCQDL3n2DEcfN7jBHTnBkiHWSHXXeJeHHBw4cSLres88+y0nHJ/47jRa9rVFiVl1dnW6cpBhRZT8bB+lvEs3MnMnUKVPD06qqctfnd4MEVmchkyYd/iYbgWAgvGSSkVO007H8X4ygbWEF6cd273BdY6YFX0Vbh2MADDlWMmZ2wzY07zvv73ch1snWWflnoNUbFqfk6LyxUCaZFJurFhmjGO20pAdfr+JhWTdN4Hcb27li2FnhcaFw/uhyThI576PmGbKOfKMRgUAgEAgEPyzCSfYTxh5Iw2AZozvps+3bRuqWVRhVsGfo70Q3y1HlGoZIKUSTqwnZbmfvJcfiaf4XXsfzSIZivJZMmjN64dkSaY1u7q4vWVOckcdq8CQ20Kx3jey/4YaE+++XZTb2LKfF/sOViQh+unhd2sHZbegIRh4/O2HO2JHE7/WiBLrW2e5/gc6cdiHS8wri3svoaXtmFtnFZbrlu1Ytj3MXAXz+7BPsXLGUF3574yHsMeH312Sx0mfMBEBr2BDiSDnYBB0TXWo84rjZtH3zLTuOnUXrkiVh51gi9u7dy9cLF4anj7vuV0yac6FuzOm33aWbjhbJcqsnYfJqTkI1Jn/wyy+/RI0qq/N4PGFBJtXRi/xu6V19eV0m0KK9D4YMS/hvxFySSvbZ/TBmJu60G0KyJr7Hae6RTtFtYym+eyI5Fwyg4MaRpAzP15Vy/hDENguQZAmMyfdJaY2UW0pEO8mC63cgkrWndmPD4Cu151XaOPvcaZx97jR+ecFFTO95THhcW7Azaooaea/VBCJZ61eRpkbGrI4/F4FAIBAIBD9+hJPsJ4zTXowppRTZEOnkJgGoCkhgz0xcOlJg606LOZM6tFDuFmcTAJ6aOiCAqjSjqgqSJCOh4t4WEckyTz8d785dmMeOorKtEoM54k5rSy0lrW0/gZZm3fO1fbYg4X58O2Y4NT36sK21mYmH8gYIBElwOlrY+JV23FlSEpdvHWlaG+p49JKzOfaqGxhw1DGdr/ADo6pd83R2Gzq80zGWlBQkSdZt8x8XnMbwWSdRNmgIfcdNAjQnWQi/z4fi9yUtt0uEEghmDkU1JDFFhfXHlmMeCqqqfu8C64+d+v37AE3kGjRlOpv7DwBg13XXw8mzO1x3/fr1TD/1LNqbGhkweSq7Vq/QLS/uq88Na2rSfr9ya8xIGLC6CvFaG8PLTSYzvmAjgfnz52MPdqF1OBwASAETw47pRknfrEN9uUkJtGnCsJx68N0mk5Urpk8tC5du2gb/b3WJtg3JxbWxnuxztc/IkGEh0BAfBwEQaPOGRUtJ17mycycZRJaZ/B5O7HkWsSiKgjPoJrZGjSdBuaV3tyP8WDjJBAKBQCD46SOcZD9h2lJLATC640/AJVnCnpn4zvjUwjmky5EL0YoWrQFAIDoAWdUuKiRVwRAVpCwZjWT95maOPnAzs96cRaWjKrxszdBguWVL19wbtSVa9zBvWmbHAwWCg2TFe5GA7oMRXQ43fq+HD//51y6Pb2tqZOfKZTrHy/eF1xXpTmcwGhl5/MlxY3oMH0VOSVnc/ERMvfjKuHlr5r/Pe3+7nzXzP2DfhnW6YP8Xf/dLnv7lVfi60PCgesc2Xr/ndtbM/yC4v5HvwGOv/kX4cajk9lDxul08+6tr+OCRv3yn7fycUJQArfW1AKRV6Bs3RP/GSAEDWQ2tnPTee5Tt3acbN/i4kznuul8hGwykpOt/x2L/nkMldRaPdvwa/XoHtaWhHNmvCR9LlixhwYIFLFiwgOXLlwNgdRUw6vjuh/JSO0X1aa/3UDpPSpbE6/yQXSw7I3tOPwp/O5aUIVopZM65/ZHTEguESpsP/Nr3XMJyS2KcaVFCdbTLTFb1Ze2qqqKqalggA7AqkfGJnGTR/K8JjwKBQCAQCA4/wkn2E2bkcd1Y9fFeTP40UvYsQfJFnyxKSZ1krZKLvXKkROVfKx5jXM8JBLyR0jBVaQSCFycx55QLKxbSp7kvOe489nr3YszyY/JmYkcTvTy7dodXC53Wqj4fUkywebKW7gLBdyHg97N83pvh6e9TcBoweSqbv/0y6fJ9G9byyZOPMu7UsxkyLT4D6YXf3oizpZkTbrjle3GfVWzdTEttNQOPOgZv8KLyhBtvpdvgYVjsdor69qegRy9qdu9k8zdfcPwNt3R528NnnYDP4+bb/z4ft2zBM/+Om9dwQBNKmqsqyevWI+l2929az2t33QbAvg3rAJANmnCwZs0a0tPTKR8ynH3r19DaUBe3vtflZMnbr9FvwlHhDonJ2LF8CU1VFTRVVbBl4VcU9OzDmJNPp9+Eozpc7+dMe3OT5r5TVdruvgf13HMB8JpMBEKOP1Umt05zE/qMW0lvdei28cEHHzBnzhxMJhN53XqQ170nJrOFE37x6zhXnyco7hqCDiFZicnGUgykNw/AXN5MbmlEQPO6A1RsdpDm6YbtEJxeXUH1B0WyJF0sO8KUn1jc/18WySSjjDGqQYG5NI2i28ZRcfu3AOT/ciSBJjcN/7cJVFCcmtNO/4kG3WVS8uD+aJeZI1c/7o033uDAgQOcdtppAKSkpCAHpLDjPVEmmZxmRmn1knFST+Qk4qRAIBAIBIKfDkIk+wnTb1whqz7ei8E8CFPbDmRTGX6/djKKBDa7/iQ7JXjx8KplkW7+wD3pzNvxLiZP5C6/t/UV7b+yTNqMGbrxjvo2hjYNAUBVJXyWZnyWZrIa9wJQfeeduKxWPps5gx67djN440YUlwtDlEim+nxCJBMcESq3bQ4/tqal02fc91fMe9z1v2L07NPjMrb2rFlJ9+Gj+OK5J2mpqeaz/zyWUCRzBkuVty9bfMREsu3LFmHPzCarqJhX/nirNlNVqd6ldQ9Mz80nJSMTgP4TjwYgq6gk/LiryLKBAZOnJhTJcko1QT3g89FcU6Vb5ooRTGIJCWTRSLJMVVUV77zzDgATCvMBzZkXzYFNG3j1rt8BsPzdN7jl1ffDy2r37GLf+jWMPOGUsOi28NUXdevX7NrOh4/+VYhkHdBarwmTVp8fCWidP5/tvXuzavQo0oIljkiR35pVI25m+Jr72NrPhz/4G7Fjxw42bdrEsGHDMFmsXPTgI0mfzxXMJGvKGozVDagyqFLYkSQpJkz+NNRdadTt0q+bSh69Rh+5PK+wk8x08CKZtW8WksWA6tHnGh7Ktn5IJFki64w+qN4A5iI7FNmRTDKqT8HfqJViJsokI0oka7U0kOqKygqLEsmchohjzOVysXHjRoDwd4HdbkdtjqyayEkmGYJ5ceVph/AKBQKBQCAQ/Nj4cZ1NCQ6K7CI7Z/5uNL1GFmFOOwOjdWx4mSRLmCz6u+OqlNhRM2i3DfeaahRffH5Pm8VAzqWX6ObVb2qNPE/UNiu6RR6vGDUJp93OxiGDteeOyQZS3G5UIZIJDoEdy5fwxLUXc2DThoTLo0WU6//zMibz9xfELMuGhC6oN++/k5rdO2ms1DK4Ogv09/uOTGfMxsoK5v31T/z3D79m16rl4fkfPfY3VEUhr7w7RX36dmlbqqridrupqKhg/vz5uN3x2UNGc+KmHJf89V9c8td/cfkjT2FN1V+YtsdkGkZTtWNrwvmpWdls2BA5HkxW7TP3x5RuhgSyWDZ/8wUv/PZGvnrxGdZ8opVwOupqcdTVxI1VAn5cba2oqsq2pQup2rH1BymP/V9l09efA1pjFoCKm37FqtGjAGhNTxwBsGb47xmztFk3L5Q11hmu4PEiqZqwKSFFleyBIaBl1KVkmLGlmXT/MvJsjDquW9w2DxffxUkmp5go/PVoMk7Qf5/8LzvJkmEfU0jqpJLwdEg8bPlQc533DhRGjQ5lkkW+O1aPm0ezeW94WooqxfTbIoJr9HdQc3MzoDnJiPr7VFr1363OdXUEmrXvCTlJswSBQCAQCAQ/LcQv/k+cgu7pZBfb2bVaX1YkISHHdPfyESDHlEsr8aQtzCJQBr6MHKSAH2OblivWeMpRcWWSbk/iIN5oGnL7AJGLHDVGgFPdbmKLLASCrvDuQ/cCmvD0yxfe1C0LRImxtrTD362uK0iSRG55d+r37dHNf/F3vyQlIzPsFovFF3WBFzjMIlndvj1sW/wNmYXF4Xkf/+vvceOK+w1Elrt2Eb5gwQK+/fbb8LSiKBx//PG6MSZLvEA54jh9cPsVj/6HDx99KCzaOYMXt4lY//knCecff8Mt/OPxJ8PTBpN2ge3zREQyXwIRDzQHWXRu3BfPPcnXLz6jO5Zi2b50ESvee5OmKi3P8fsqj/0xECo37ujb3eiLjwLY0fsM4OvwtCsqIy8ZXq+X+uAzhUSyaOSAGUPAyszLBtJ3bGHc8iON6tbE8EN1fxnSzJgK9I5w2fzTu/dZrkTlgAUFTqNlFAHPZtT0foxW0tmUtYDBodOcKCdZ/7KB4ceJhHqDwaArsfRVteuWN768JfxYiGQCgUAgEPw8+OmdTQniyCqMzy6RJCkuu8UvKeQWjY0bC6D6a1CbzLiLe+Aq6xNZJzV+222e9rh5sSiyvlOe6vPpl7vdQiMTfCdiXULavIi4FCoZDC9raGD3nDk0PPMsqvfIOLVCnHHbXQnnW+0RcWDnymW429oA2LNuNY9cfGZ42b4N6/jrObNZ++mHtDbUd+k5v3n5Od7+8934Y/7WAP7v1htY8tarCYWxaLKKijtcHk20QAZQW1sbN8ZoirhB+oydyLVPvsgxl1ylG2NJsXPab+8Mi2fOluQOolApXzQTzz6frEL9fodcqqs+fDfcCOCL55+MWzfg98eVxobmd8SnTz4aFsgAlrz1aofjf05kFWmOoW51yRu4pLR17t7yOjouuwVYunRp+LGkGBh3cg8mn9WHtOZ+GH2pZDYOZ8wJPX4YgUxRaf1yv7ZvhkP/sZNTYzLWfgKZWaZifXMFCYl0JdSVVqXFVkFLznbk3Dm0FUu072hlcOaoqBUi70FBbl74sTfB97rBYNCVWPpqnWGHX2zppZSko6hAIBAIBIKfFkIk+xnQZ1QBw6aX4XN+HpmZpJRxjT3+QlYFFP8e8EUuSkIXmYnKiNztnd/hjyvt9MeIZC6XyCQTHHaihbOhM/Supm2TJlO3s5HKv/6DLUOHsf/6G1A8nXdSDKEqCpvv+BuVL77Z6Vh7VnbC+bIx4lR458938/aDd1Gzawdv3veHBE+o8tl//sWH/3yIpqoKDmzZyCdPPMLe9Wvihvrcbpa9+wa7Vi5j2+JvuvyaYkmUk5YIZ4Kukbt372bu3LmsXbs2PE+KcrNmFhWTkpEZJ96HCIma7c2JRTJXq4O969YA0G3oCK7+9/Pc/Mp7TDjjXFRVxRSdeWi2hh837NcaAiRyoX2TIC8N4Nx7Hgo/HnfanPBj2ZDYaRJbMvpzxu/1ErDYWDNlGqtGjGBLv35xY8yerITrGnyRmzKtBw4kPM6iqa+PCMiSasBsM1E6IAuru4CshpEYAlZsSborHmmiy/r8DZ27r5NhiGoqkHFCDyTDj/+0Lu2Y8rh5oVyyLXlLac/cgs/SQktu5LskzRx9zETErOzMjPBjRdHfnAM0R3307ICKr1Y7rgIxpZc/trw3gUAgEAgEh4b4xf8ZIMkSk8/qg+LbE56nJig9AZDjzyHxp2XhLixHCUQENDVYcqUE4lfweRK7LIyOqPJKYtqyx7hbVI8HYSUTHCyxJYyxRItkw489Qbds48BLWT76Nr4+6m9sGHApWze5aH773Q6359i6GyXoTqj+chWf1w/n7W+z4o7nWCRJYsBRx1DcbyDXPPFC0v2v3LaZF2+7qcNtHdi0gWduuppX7/wt6z//hDfuvQPQhLHtyxbhc7tpa44E1H/02N9Y/fF7rPpoHms//ZA1n3yYdNv2rGxm/+p3pGbncNJNv8VsS9xRL5Z169YlXbZgwQICgUD4gjUkfnXUsVJb3h2AfRvX8cVzT/LtK/+nW16xdTOqqmAwGjn9trmkZueEBbfa2lp8UZ9JhSvyeP7j/0BNcPEMsPL9t+PmTTr7Aor79ueWV9/nllffp+fIMeFlFz/0z4TbcbVqrqmA388nTzzCxq8WdPhaf8o4HS3407NQDEa29+vL2hHDdcttbWVIyCwte5/nR91Bqzly7GY0DUH2awLnjtZWHn74YdrbO3Au+yPZfoaAjZK+mdgz9CW+ZtsPU0IXaI8cg6q34wzCjpDtEZHMVGTvYOSPh9gSUoicDWzNX4pJjRc2o7X16KB/W1rEaRdIkPXo39sWfv8NWdqx4avUHLyBBv0Nv2QCvkAgEAgEgp8WImDhZ0VEE1WUxCd7FkXGFaOUuUt7aeuYIuUx/tRMzC31KDFlR6qqaiecCeRXSUqhNm8E+XWrUdU2QoefIz0tPrhfOMkEh8C2pYs6XN5UrXVKtKalhzsUhqjNHx15XDCa2oLR5G7eTmLPFyy/50WWVRTT0/o1xz98MfX1kQuwxhdfIvuiC5EMyctzTrjhFkD7m5EkGVVNLNQcKgueeZyNX31G/0lTGHXiqbplnz/7RJe2MWfuA2QVFtN3/OSDeu4dO3YkXeZwOLjnnnvIyMjg/PPPZ/ZNv6Olrob+nXSELB8yHKPZQmt9Has+mgfA0rdfY9jME5hxxXXMD5aKDpt5gi43rb29nX//+9+6bR2oqMCIduFdv28P6xbMD+fBTTz7fBa99lLCfTj9d3PpMSJynPh8PuYvXEzpSWfRJzeb7OJSBkyeGs7dSs/Lx1FXGy69XL9gPus//4T1n3/CoCnTO3y9P0UUJYCr1YGakpl0jL1dcxGtLv0UgJdG3sW0HRfSt340BsVCSnspbRna8eX1eqmpqaFnz54Jnkth7UatWUNac39smX5ySlK1EjqJcP67+TDmTAVavbR8tJvUSSWYSyKl08719Tjm78E6IJvME7V9VdqiRLLAoTd2kIwyktWI6vbrnvPHjJygZDQkfFmUxI1WYjNWQ0Q7BRM5yWiPnHsYc20EmjxhB1mouyaAuccPk2EpEAgEAoHg+0eIZD8jLJ4G3CbtRNNoqEo8RjHgIvHFuhLVBdCfkY25pR415s5sm68No98HCcODJfZ0O04TyfATOvw+OuEEhiZ0kkVNq6q4iyvoFK+741LfUNmiu7XzPCOAuobE8/fNX8ayCi3nape7DAAZP15TMyZfOjUP/pn6f/+btGnTwutIVgs5l12GuVxfSiRJEgazCX8npZ39J01h4lnn8cxNV3e63w0H9rPxq88A2LLwK/asWx03Jre8O5kFRVRs2Ygrwfsx/bJr47K8OkJVVV5++WVaW1uprq7udHxLSwtbtmzh6KOPppTBnY43mS0U9urDgc36rqVrP/2QnauW4W7X3B9DZxynWz5//nzdtCRJuN1u7AYjUkC7QK7YshGPU3Mk9R4zIaFIdvXj/4cxykkXCAS47777wtOnnKWVXU4+9yIqtm4mr1sPZl55PY9ffSEAaz75kMbKA52+zp8y7tZWrZNgkm6fGQ1DwwH7dpOdq4dezYe7P6SxMvJ7JcXcgdm+fTs9evRAkiRUv5+9l1xC+9p1vHPaqRAUTgwBK1m9NQeaJEthgQwgNevwdbdtfH0bnm1NOFfVUjx3QjjovfWr/fjrXbR9U4F9TCGm/BSdkyzZ+9FVin43BtWrIKf8MKWjh50EGW0hkWx87fjE6+hEsignWWrHTjI56niSg65C1audAwVaNLHMNjiH7HMHdG3fBQKBQCAQ/OgRItnPCFnxAsELgtSchGPsWGgmcalYdI6PYtK2s7NxB69vex2LwYKqqtQ4a5CkxHd0VQks7mDJZUxuSpyTzKkXO9xtLdjSMhNuVyAI4e+gs2qi/LxozP42vEa9E8Oxvx5VUXTZWQBbFuwAImHfnqoa3lvxNe4cD3ZHL/xGK5LDQcs778TsBBTdNTfuuY1mS6ci2ZBps8gqKmHUiaegKiqTzrmQxy47FyUQX968dfE3GEwmAkHxOZEoOHjqjLDDrG7fHvZvXMeOZYsZePQ0SgcMJqOga2HmbW1trFixgvT0dLZv365bVl5ezr59+zpc92DI694jTiQDaItqXpBdXKpbduCAXphKS0vD4XCgmiwQfO/q9+8Nv1fpufnY0tJ1wuHsm2/ji28XsnLlSq655hoKCwt1eVcADzzwAJdffjllZWVc+c+nAf0xt+Dpf+lKM5uqKw9KhPwpEOrcmuw3IiSA7cnawHXDruOiQRdx6eBLuSPlTurrD5DrLAVVv+7ixYtZt24dl156KbYdO9m7dx9fnH6azoksK2ZS8hKXCuccJveVqqh4tkUiBeqeWk/e1UORzQYUV+RvtOZvKyl94CiUtkjkQObJvb7Tc8tWI1g7H/djIVGumtRJ/IIryfenLb0TJ1nUz4IhU3sTAw4v3gOteCu07ydDhuU7NVcQCAQCgUDw40Jkkv2ciLpoKCwoSDikwtzFi9bgtlo9rdy9+G5+/+3vuWPhHTy6+tGkR5WqOmmxB8N1Y/QKJabrlMetz5lxOhoRCDrD646IZLFiiS9KQDs+WOoYWRbAawheREeVPVYXTcBfF9890u/TX2x9/tCbuFO0i7T29J2sH3QV9rPPI//WX5N/669Jn611ZvTu3Ztwv22piS/Ub37lPU7+9e8ZddJplA4cBMDUi67kmEuuwmy1cdW/nqXPuIkcd92vyC3vHhbzFr/xMt2GDE+4zRBGc8RhkVfenZHHn8zZd97P4GNmkllY1CXnpt/v56GHHuLLL79k3rx5umUWi4WLLroIuz15TlJXHGfRFPXq2+Hyyx/5T5ygmRr13l5zzTVYLJrA7+k5IPw1VLd3d3iM2Wplzl0P6rZhsdlZuXIlAI8//jgff/wxn3wSH/T/wgsv6LLPJEliyoWXh6d3rVoefrzm4/c7fC0/RZzBjpSxbrBodmav4eP+T3HugHPD8/oU9uSNYX8BQFbi3VLt7e18+umnrPh8AV9Mn6b7rTN5ZeSAhdLcovC8YdPKQILZNw7DYDw8p0H+mPwqX0UblX9chK/eBf6Ybs4BFV+l9huXOrEYc6lo7KAjgSAldyKS1TclbuhhjXLXJXKSbTdGXIr+Oi2w37myhtp/rsG9SbMSS2bR1VIgEAgEgp8TQiT7GeGMuihOlt/RVVSTGXdBOXZvGqgwqXgSk0omaeJXkk0H0jJpkzQXiKToT1bdLr0o5nLru5Y5W4VIJugcT3tE5M0sLNIt2716ZfjxgMlTdcv2r6sCScbqbiBbrdMt237+JXEuNK9XP73Zn6ebbs7qy3u1k3h3S1/e3dKXj/3Hs2j83VQ2JC6H6jZ0ZNy8/O69kCSJPmMmMPXCy3U5WyHsmVmcfPPtDJoynYv/8k/GnnJmeJmjXv86ZIOBkv4Dw9POlha+K5WVlUmXeTwejEYj48cnKY8CXK7OO+FGUzpoCEaTGXtWNpf+/Qls6VrnugGTp3LFo/8hM4H7zRN0mFxwwQUUFhZiDHYQDagw6PhTdGN7jxmPJMvklJTp5jsV/ee9ZMkSdu7cGfdcXq+XN9/UdzftMXx03DiAVR/Nw+n47p/Bjwmno1l7IMUfy9WWep4e9Qc+7fcsACY58rdyRp8zGFc4DtBcYYnw+XwsiQrxN0gSs9+dR9meYiQkUuyRssoJp/fi4j9NpHxgYkf1oRBoSuxkqnloRbhsL7yv1e04V8d3khZoJHJtmdXOCx8SeYUlObKtRE6yXEUTKC19sxI2DACQEsZHCAQCgUAg+Kkifvl/riQpdzkYfNn5FDv7cHnrbTw+83Een/E4l/S+tMOmlO4MH4oko8aIdK44kUw/7W5NfJdYIIimvTlynPhjcu7ef/iB8ONYl9TOBZsAyPPsJbUoS7dst3EA7g0bdfl78SarxDl+rlYfrlYfbpeK25pDhal3XGkxQFHviEPqhBtv5ajzLuGUW3+fcJsdEV3OF+qUWdS3PwCDj5nJ6bfdFV6ekpFx0NuPxRvjAI0mNzcXAJvNlnSMr5MuoLGkZedyyd/+xSV//RfZxSVc99RL3PzfeZzwi1+TkR8vkAUCARobG3X74Y96//tNPFo3/vioZgpqn8F4cotRJYlX39F3Oe3fv3/4cUh0C7FlyxbddE5pGbNvvi3h6/niuSc7fL0/NULCbGy5ZUbjEFblrkr625FqTuU/s/7DitKPkZTEYkkgEMBl0oS1Eb1786tbbqH99itoTdeC8i0pkfUMRpnUrMNXn+jaWE/9M9oNIEvvTNJnlHc4PtAccbX6mzsus/5ZEiVsIYExP4VMtfPOuqqhYyEtkZNssF/7rGSrgZQR+QnXk0zCSSYQCAQCwc8JkUn2M2fw4MFs2LCBsoxi9rckd4UkQ5UUTBsjF6c9LL1Yx2pQVVK3raatn94hE7Cn4jemoMa4Yhrv/hOlx88Oixdurz5byt3683JcCA6N6Byp6M6rjvqOXRsN+5qBXIr75+If1pt9H0dytPZ0P5EtF16Nx5xOwcyJdL/3DurbbLoMIFWKKadC4aTrh5OWrQ3av7mRhW/swGXJxlddjblUXwraZ/wk1sz/gIJefRgwacpBvuoIxX0H6LLIjBYL58x9kOaaajLyCzAYjZx331/ZtWoFg6bMOOTnCdGRSHbhhVpgfUaUGHfmmWfi9/tRFIV58+bh8/lobW0lJSUFQ4JOoC0tLbzwwguMGTOGceM0J1GsGBZbXhm7fyEhLj9fuwAuKyujrk5z2clmfWi72aoJaRUVFbQZrZBXTMAWf3F+zjnnsG3bNlJSUti+fTtfffWVbnlNTQ0FUSXtfcdN4vqnX2HtZx+RmpXNx8FOnIkaKvyUcQWdZH6LXqBqNjlwmVp5ZtYzLKxYyJDcIQnX39V7Kd1qjYDmJrM5fbiC5XQ1FRUAmLxeZh07i2++2sKm3fnhkxzLYQ6199U5cXyyF/u4Qhpe2Byer/oU0md0w/FZfBafsSAFf40TX23EQWkf27Xsv58T0Tcxss/tT+vXBzDT+eenmK3IrjZUID3PxoiZerEycXC/9lySQU7e+OC79VUQCAQCgUDwI0M4yX6muIJlKaeffjo33XQTvQt6HNJ2AiY/fmMbdXV11NTU0J3gdlQFSVGwb1tDWXsDWbKWCyS7HXiNKTGdqEBxuXGtWhWedkd3KVRVPG1CJBN0jieq3Crgj7iUoh1mA446Jm49f7Cbmb1nKSOP607P4bmoUuSCatH4e1g58lbm145m64uf4bZmEzC4ac5ZgstWGSeS1RcswmdpQjG7UMwubHkKAdmN25aL70B8h0OT2cJ59/2V6Zddc+gvPsjpv5sbftxtyHBkg4Hs4hIMQcdTUe9+TDr7fF0m2aGSTCSz2Wxhcaxnz56MHj2aGTNmMGjQIIYPH0737t0BLUvqb3/7G+/ENjgI8sknn1BfX89HH310SPsXfVEccnydeOKJ4XmeJGHf0WWggdRM3bLLLrsMgL59+1JaWoo5wfuYqFmBNTWVcaeeRVpOVGluoiDxnzDOlhZUwG/W3597b9BjIEG2NZubRt3E9G7TE67//PHP02qOtJw1+AYyZO1WANxBUdzky+HpP65n23sOjLuyw2PTcw9vsn3btxW41tdT/x99I4mM47sDYMyLd1CGyvncmyOvwdovK26cIIJkkpGMMpaulFuatL9FlSYuvGcCg48u0S1vbm4GIoI5RLpbSkY53I00FsV1cI5XgUAgEAgEP26Ek+xnRN+qBrYVaRksxnwtTFuWZTIzMzGZ4w+FdMWGQ+44M8iV7cLFKh57bJV+gWzg5Ftup/doLY/o//7+N5pawZ+ehceSGlfuGZBllKjQ9WgnmaQoeIVIJugEVVHwuCJZdoHgRbOqqrx+zx3h+cdefWPcuoFgxzyj3UZrews11lU05e4ns2GMLgMpYLCwYKH2uDV9Oz6TF1/GDlIdMd3pJIWXXn5JPy8fUh29cNeYSB5l/92xpkZCwMsGJnbkHCpOpxObzYYkSQQCAVpbWxOOO++88/BVV+NcupT02bM56aSTdMujw/xVVWX9+vWcccYZcduJ3v7bb7+Nw+Hgwgsv7HKmYiiDSJblsDvFYDAwcOBANm3aRFNTE0OnH8e6BR+Hy1IhuXgGkJOjz7Hq06cPn376qW7eBx98QGVlJatXa06xm2++mfT0dACyiqI6Wn7HbMgfG+2OZq0kLlhOJ/utmN25+AweBmQPoGdGzw7X757RnaE9x1C9WyFg8GB1FcSVX1pc8c0dup9owZxEADlUXJviczLzbxyBuVi7IZR/7TC8Ve3gV6h/diMA1n7ZuNbV492nHdemktQuNcj4OWIbmouv2om1TxZtCyuxqJ07ydwlPTE5GkGOd4wBNAXD/YuLi6mt1dzF4YYARgnJlOTvUXxGAoFAIBD8rBAi2c+I3rXNlDW2YgwoFMdk5MR2+Dpr6sl88fkXXd62pBhBlVANkTuu9syscCmUKxApfXNa4u/oe0z6siefzwuh8gpFxdee+GJcIAjhdbsgKmA/4POxffliPnr0r7rOlkZT/MWWX9VK/ba3VrHs0aDgYQC3rYaU9rK48Yrkx2eJuNPUJJlk0TlYPp8Pn8mBo97G4YsLjydaJLNnHj6XyqZNm3jttdfo0aMHM2bM4NVXX8XhcMSNO/HEEykrK2P3mWfh3rAB79695N2oFyYtFgsmkylcChkO0w8ECAQCYXdWtBi2du1aAGprayks7LhEraamhq+++ooxY7SMtlAp575NDaSkm0lJCTp63G5mXnUDUy+5Muy0A1izZk3SbYfWDZGfn88111xDc3Mzra2tfPDBBwBhgQxgwYIFnHbaaQCk5eRy0k2/5f2HH8TdGv/+/ZRpra0Ju33kgBnZUsDb3f4DwBMzn+iSYCTbLaS2RhxCe7udBqwLTxv88eWx/UaUxs37riht8S5KU1FE/JVTTFh7ZaIGVFJG5GPuloYxV+8uk23iFCwZOecNQFVVJElC9QQwH8zpqpT4+ziUT1hcXBz+Gw+XW3bQwdKUwBUoEAgEAoHgp4s4Q/uZYfFrd1hNbfrML9mgF8mkHCtSJy3Xw2MD6Vx18WVIssQ7b7xPtXM7ALb0DBRvgMZXtmLymgHtOTcPOBvYrNuGPyb82uf3ERLJJEXBH9W1UCBIRHSpJWgi2byH7uvSugHJhMdSz7Ldm3TzFVm7EC7vm8q+bZFj0G2r1o2LLbcEuOmmm8jMzARg3bp1vPXWWyiyj7YkXfAOF7Yokcyc0nnYdVd5++23Adi9ezdPPfVUh2MVtxv3Bq0MreHpZ8i94Ya47LDx48fzzTffAJqIOHfuXACysrK49tprMZvNCR1jbrc7bl4szzzzDB6Ph02btM9TlmWaqtt57xFNaOt9mvbdEhLpTFHZZPX19ezYsSNum/3796dXr14JhZzCwkIKCwvx+XxhkSya2C6gZYOGhh+31FYnbDrwU6SltgZ/uHxVou+IIvobejMwZyBZ1q4JusYMfXmrwW/TMqMksDvKtN+t4nYuvmkmt75/G4qicm3J3w7L/qt+JdKVMianyphnS3hsSAaJ7Dn9AFDc+qYdsv3w5qT91Ai9n77q9i45ycIY4r+PVVUNO8lKSiIiqxr8II0dNHKwDc1LukwgEAgEAsFPDyGS/YwwZGURCJ4kGmI62xlM+kOhuLSYFDVy4ViclUFlU+KSR7vUSlHvTO1xqhWCFW8p6Rk4l1fj3tRAijEVjJproqlwc9w2ArJJd4ER3YHOoEAgRgARCGLxOPXHSHNtddyY9LyCuHlqIIAim3BkrYpb5rJX8Js/X0HLrmpe+ktUOLekL+fx2OIbA0Q7jkLlhYrsxd12ZPNtjBYLOaXlOB0tlA4YfNi229VOlEOGDKH5zTfD06rHw7YJE+n2wv9h7RsphTv66KOpr69n82b990FTUxMPPPAAxcXFHEiQ35asxDPEt99+G1cuaTAY2LSwKjwdcq7t2LGDmTNn6sZWVVURy1lnncWgQYM6fF4Ak8mkc8hFPz9oAt8zzzxDr16R8tzavbt/FiKZx+nE43LiLdWOAUX2kZGaxvNTnz+o7Rhz9K5jg2Ihq34MmS37aUvVMjHHnVtOarqVf52riWOHo6RRVVUq7liYdLm5W3qn25CtRop+P46q+5Zq+y5Esi4hmWUs/q6frspSfNJ+e3t7OEMxOpPMi/ZdbsxOLpJJsii3FAgEAoHg58QRDURpbGzk/PPPJz09nczMTC6//HLa2pI7ghobG/nFL35Bv379sNlslJeXc+ONN9LSIvKoDgc9571L2swZ5N96K7ZRo3TLbOn6lKSMzAz6qlp2ziB/GcXeyJ3UQiVTN9bTFLmonHz0KGRXG2UOA61v7EHxaiegpUp8gZnki1zI+o36iwW3EjnJzTRlEXAKkUzQMa2N9QDklncnv0cvXeklgMVuZ9qlV+nmqapK8/5GAnLyi1Wv14spIzXsOJBUhWGT9aJGwKhl93UrjXRTM0WVdaamajlFisGH16V3kxxuJEni/Pv/zpWPPh3u1ng4KC3tvGRt1oQJsGsXgYYG9pcewzeTHqTNXozS0kLN/ffrxppMJqZMSdzJU1GUhAIZ0OFvSGtrK5999lncfIPBwJpPo8L0Ve2it6amJhzmvWXLFubOncubUQJfCIvFEjcvGbNnzw4/tlq1C+/2oMi/du1aamtrWbx4Mf0mHg3A/g3r4jcCVGzdTEttDWpUuH9LbQ3N1fEi3o+BLQu/BEAOaAKirb0Yq7Xr72uIlPR4d6QxYKMtNSLAFgdFEEmSwgKZ4g3QtqgSf2PnTsRYFKePitu+TbjMXJ4GskTquKIubcuQFnHCGToQZgQRJKMB80E4ySQ5XiRzOrW7dzabTffd7A/e8DBkaceifYz23R7KJ5NTxL1kgUAgEAh+bhzRX//zzz+fqqoqPv30U3w+H5deeilXXXUVL7/8csLxlZWVVFZW8tBDDzFw4ED27t3LNddcQ2VlJW+88caR3NWfBca8PEoffTThstTMSIlWrjEDSZLoYS3i3LY0UjCzpbkiHBHWI5CPTTWz26C5Z6QoMSKnMIXCilpmlZ6Ce1MjgeAFSVkCkQxVRfJ5UU1mAgYDaiByMegLqGEJ1yRZUNs7biAgEDRVVgCQXVSCyWajdvdO3fLr/vMysqzPnVn/5QG+eXU7qiQhKQZUOUBqaqpOiNm5cyd1tfXUF36Dtb2Yk6YfTXNqfcJ96N6rB7369g6H24cIOclUyYfHfeQ7pUWXDx4usrKykgpXM2fOxASkXn4Fu4GMU05me+8zAVg25vekOfYyVllOoK0N2W7Xhegn4pxzzgk/tlqtYfGrpaWlQyfZokWLEs6P7nIJYDVEXD/V1dVkZmbyyiuvJN1ubFh/RwwdOpTW1lYqKyuZNm0ajz76KK2treFcuhBDjjmWrYu+ZvXH79FvwlGU9B8IgKO+lqeuvyw8rueosZz2mz+ye81K3rr/TgBufOHNI/IZHw7WLZjPpq8/5+RbbiclPQNVVfnqxWdY+b5WrhsSr83eTGy2g38NuelZ7CH5MbC92xIK06fGzXd8tpe2ryuQPt1LyZ0TDuo5nRsS/70D5F83HNUXQDIlz7SKJeOknni2N5E67qfvIDwcSGYZM11/f6UETrKQuzQkeA8dOpQd67fSPaDdADRmaoJl5um9yTihB6qi0vLRbixdcAgKBAKBQCD4aXHERLLNmzfz8ccfs3z5ckaPHg3Ao48+ygknnMBDDz1EcXFx3DqDBw/W3cXv1asX9913HxdccAF+vz9cIiM4/FhSIo4Ts0FTw2SLAXubdkJpimq/nqpaMUafsKoqz//6ehRFobHyAOUpkS5xvmrt7q2cKN9MDf8ffoMRNeoC0q/oTY6KX7RgF3RMU5UmkmUVl+jcNwBGkzlOIAP45lUtPy9gdKLKAUwmE927d2dDME8L4LXXXgs/dtsrGTSrH/Pn70m4DyaTicmTJ8fND5deStDuS9x57X+RQCCAoiiYTKa4EsZp06ZRUVFBqj/AMLMZ3+7dhApc9y3aDoNmhce2pndjbX0z6ugxZF9+GQW33gokF8n69+8fN8/hcPDpp5+GnV+xqKrK4sWLEy4zmUzYLX7aPdr3WN2ayPfLK6+8wk033ZRwvRBZWQfXAGHSpEmAvmz83nvvZdq0aZH9Tc8MP96zblVYJFv76Ue6be1auQyA+f9+ODzP5XBgyv3fzEn69EntRswXzz3JiTfeyoHNGyICGaAGf8clxUxhVn7CbXREbkYOBEWylSXzaUypYub2S8LLu0/MQJbiTfKeHc3a8x+Kk9MfEV0yTupJy/u7AMg6U3OvHYxABpA2uYS0ySWdDxQAIBllDF0UyVTAkhIvbMWKZKeffjqVe1aguFykz+wWdo5JkoQUbKiQfWZ8p1SBQCAQCAQ/fY6Y6rR48WIyMzPDAhnAjBkzkGWZpUuXhjt9dUZLSwvp6elCIDvCmG2REpCQSEZUmL8p6gQ1XbVhUPUXIfX794YfJ7pASdgEwGAARRMMAgYDapQQ5lejx6so/h+PsCD4YWgKlqFl5ObRvEkfwD/tsmvixvu8kWPKZ9IuuouLixk3bpxOJItFkqRw+ZzRaNQJIcm+p6ID6Pep9dQ88CD5v7k1Lsz+f41XXnmFiooKrrvuunCez8yZMyktLaVbt24oXi/bxk9gv9OJFJXB1mDvEbctn1Fz0zU+/Qy2IUNR2tuRphytG1NeXh4WmGIpK9O6jO7cuZNAIBAnsHVUlj9OSWG1Wyb0NVS7pxWidK+lS5cmXTc65PtgMRqNFBcXh4P7P//88/CytWvXMurEU1j5wbu4WltRVZXN33zBmvnxwf81u3bQ3hzppurrQvOCHwI1ylW8ZeFXnHjjrbjbIq4vFVAN2t+IrJgoKTp4oS/NmkpV2i5SvGmsKV5Afns33fLThs1OuJ5kPPi/NcXlx7WpgeZ5mivVPq6QtMkl2McUEGj2YCqwd7IFweFAMhsS32hLgDn9EkyWeMdrrEgGIHm1mynWvoevC7BAIBAIBIIfP0dMeaqurtaFo4J2wZCdnU11dXygdiLq6+u55557uOqqq5KO8Xg8OoeDw+E4tB3+mWNJiZw4GoKOm+iwWoWIMydNtWGMjrPLyefMa65DlmWWv/cW8o74O/USEpIajgIKPpEJs2rEAwRinWQxIpzqT9zSXSAIEepu6XrzHVrXr4WS3PCyrKJ456qjLlLC6w+KZBv9G0lzpXH9L67n9Vdfp7Y2PpB/586d4S5peXl5uqD3roj5dQXQ+NxzpB59FPaJE7v46r5/vF4v27drTrt3332XvXs1ITw3N5du3TRhIlBXhxrM+gn9F0CV4t+HlszefD71MYasfxyCzq3M3/0uvHzgwIGcffbZSfentLSUlJQUnE4nFRUVlJeX65Y7o54/xG2//BVP3r6U1dVGkEBS/CBJ+GIajCYS2KZPn04gEGDMmDFJ96krTJw4MWFcwOrVqzlmaNA99skHrP0kXhwLseDZx3XTHuf/Zrff9qbGuHnu6M7EsgGCN1FkxYTBdPDCVaoplXcH/QNZNaDIATwpke3vzlpHcfpRCddLJpIpbj+SUU64vOmt7bjWR0otzaVaLIFsMSIXiBt33xeSoevB+bIhE4MxXiQLifzRIlmo26hkPTgnoEAgEAgEgp82B32G+rvf/S4chpvs35YtW77zjjkcDk488UQGDhzI3Llzk467//77ycjICP8LuQ0EB4cpKhsm7ASLOjG1RXW6NGLQOcNMthS6DRlO2aCh5JV3x2KID1YGEtwHlkgxaBcdAVnG6YoInEqUmqaidSAUCDrC79WUj5Z1O6jMHxKeP/mcixJ2eazZWhN+rMiaSLbJu4m7Ft/FtPenUd2cWMx/4YUXwtlciW4EJEMO5nDZWzWnpmP+J52+ph+SaIFw+/btYZdQdD6Xv1EvihwoPppd3U/EaUvuEFo/5BoUSUYFfFEOrs5yv2RZDru6nnnmGd566y3cbjcej4f29nb+85//hMeWlZVx0UUX4W93I6v6z8TiaQbAbIp8p0ULbEVFRfzyl7/kqKOOYurUqeE8uUOlX79+SZdtrq5LuiwjP9KJtWqb/jf1v3+4Fa8rXhT8oWmuiQjGed17sm3pQj55/BEASgcMpix4H0RSDEiH2DfIZrSBBIoc4N8z/s1TZzzG+wP+xetDH2TzmE8xJWnCIadG5itOX/i/Vfcvo/aJxM0TogUyAOuA7EPaZ8F35GC6S0oqxgSiWqyTTFVVVI92XiFbhOApEAgEAoEgwkGfGdxyyy1ccsklHY7p2bMnhYWFcS4Mv99PY2MjhYUdh9W2trZy3HHHkZaWxttvv63rRBTLbbfdxs033xyedjgcQig7BKIv7sOlYVEnpgVqBpN9/clUtAtGLxG3mD+q82T/SVPY8M27CZ9DE9aiA3XVcAmFIhuoaNpHqD+YElNuGR3qLxAkwufRStC29zkXb2AXeLUL9nGnJXYn7V+riWBl+z8nYGqh0ZqDX44c11tStjDQqzl9rr/+eh577LG4beTl6cWg59Y9R0+lJzeOvDFu7PCyIazatw6/MZMlY+5gas2SQ3iVR57KykpsNltCV+7Ibt3IjiqrDETlgzlt+WzrO6dLz/HllEdJaa9iVPV8jCXF+P1+srM7FyAKCwvD7rZ169axbl28uDFhwgRmzdLy0Fq279ctU2UjBr92nFgbuuFN3wbAnj17wmOuuOKKpFlph4LJZGLu3Lls3bqVL774gr59+/L1118D0NjcQp/Bw9i3YW3ceqUDhtBSWxM3P8TLd/yaS/76r8O2n4cDpyPiyPM629m68Ovw9IHNGxhT42DzYJAVMyXjD63zqiRJ3DXxLhrdjUwqnoQkSdx2xo14Ah5mlM9Iup4hIyKK1vxjNUW3jcVb2YbqCeDb30rA4cWQbtatI6cYUZzad4JtWB6GVP1ywffEQYhkKiqGBGXsIZHMbNY+Q9UbCJ+OCCeZQCAQCASCaA5aJMvLy4u7MEzEhAkTaG5uZuXKlYwaNQrQ8lgURWHcuHFJ13M4HMyaNQuLxcK8efOwWjtukW6xWHT2ecF3J+Qki2rOh4RE/0Akm8ctRUojo2WvvG49GDB2Cv6t8eVAkkqcnSwkkgUMBojKdoreqOYkEyKZoGN8wYuggCkNlI4vZv2+ADu2auNTnNUo6Zprxy9FiWSZWxjddzQ3zbgJd5IMqNjvwgNNB1iwfgFXD7sai0H/vWRLS9X209RKS0Yple584pO7flgcDgdPPvkkAMcee2zc8rKH/8HWB/9M+TNP0zLvPVo+/piNAy7Ga0rD6mmKG98RTnsR+5y9OTY/n7bcXIYMGRI3xldRQd0jj5Bz9TVYevagtLS0w22WlJSEBTKAgNurW57VuBm/SRP5LM5CzrxgNG/Mi3RbzsrKOqwCWTT9+vWjX79+7Nq1KyySGY1GTv/NXB4+P5LRaTSZ8fu89Bw5mo1ffabbhi09A1dQiGo4sA+/z4exg5tIhwNVVVn76Ud4XU7GnnJmh2MDUSXz3pi/GUlRcQd/qyXFxMDJ8SXQXeX0Pqfrpo8uPTrJyCiUyI9KoMWDv9mD6o38rnj3ObANjpRoq6qKEnQapU4qJuOknoe8v4LvRuhcJFdJo15O3tlUG6zQrHh44oknOPfcc0lP10L845xk7qA7XZbCof0CgUAgEAgEcAjlll1lwIABHHfccVx55ZUsW7aMhQsXcsMNN3DOOeeEO1tWVFTQv39/li3Tunc5HA6OPfZY2tvbefrpp3E4HFRXV1NdXU1AlNt9b8jBu7bW/smdHZ4okawAfedJgz/xRWZseL8aNU+RZUyrNumWRR4rKEp8S3eBIISqqniDjkYJC0brGGRjOcdd96uE49d9HsmsyZoxBYJiV0CKfM+okkp9aj1mszmpcPL3zX/XTTuNWgnc3YvvZlPDJjY3bA7/89q0bStGN805a9gv58Zt74empibiXPrkE305aGFVFdbghea+yy6n5Z138PllagrG0pQ9gKqi+Hy1sbM7lgGbzUWk/e3v9Hrr7YSlqtX3/YmWd+ex64QTAOjevTu5ubkJSzOHDx/OhRdeGJ5WvF72XHhxeNreXskE81IUU+TGS1amfjvR6x8pohsBKIqCwWjiF8+/DkCfsRO58l/Pctpv76TPuEmccfvdunXHnnImxf0GhqddjvgstWgCfh+v3vU7Pn/2iUPe34otG1nw9L/45uXnWPjqCx0/X5RI5nK0sG3pwvC0hIo7eNNLVkwU5R98Z8tDxVfdTtvCSt08z/YmGv4v8pvj2aV/L1V3AALa707GcT2QpIMo+RMcXoLnJGa18/u6Hms9lYE2qqqqdI0yYkWyUB6ZbDWIz1YgEAgEAoGOIxrE8NJLL3HDDTcwffp0ZFnmjDPO4JFHHgkv9/l8bN26NZwHs2rVqnCXsd69e+u2tXv3brp3734kd1cQJFRuaR9XhOLyYx9TiOPTveF8lozje9Dnsz1U00x6u58Uq17AUtp9cdsEMEgGfFENAJBADpZV7upfzqjXI+HWUU3SUFBBOMkEHeBxthMIORHlFCTJiDntTAZNmRY3VlVVdr7xFRg0V5KUnonPrZVeRpdbAny0+yMeOOqBpFlji5oXMcs4C7vfTvnQcpr276chUMe8nfOYt3Oebmy35l6MZrg2Iak0pBx8h0JFUXA6naSmph70ul2hOap8MsSUKVM45phj2Nx/QNwyrzm9w+2NPqE7fq/Cqvl7Ey73mbTX4VyxgvrHn8CYl4exoIDUyVqHS8+2bbrxFouF66+/HkmSeO6558Jlkt26dePkk08Of3f56+vZPvkoFJsmxBh9Ts76RV9Shp/N5ov/xm6r5hyUAvr7RF0p+fyuhF7DY489hi8oKpmtNm559f3wmJ4jtWYB3YeN5IZnX+XrF5+lbu9uhkybxeiTTuPfV12As6UZd1sraTnJxdaaXTs5sGkDBzZtILe8O0Onz0o6Nhnbly4KP163YD6T5iQXEgP++KYtISQVnCkZ2mPFSGpqxy7xw4kzJlsMoOUT/THZtqgSjHLYVRRo0UQVOd0snEY/NEGRTJE6v1nWlr4j/HjNmjVs3boViAT3c8BFw0ubSZ2g3ayVrCKPTCAQCAQCgZ4jenaQnZ3Nyy+/nHR59+7ddS3jp06dqpsW/DAYU7RSNYPdROaJWomJMScqP8YokR+wc65vEusaP2PqH6/TrR9oSyySJWrhHhLJVIOBvSWlRDwSkeNAVYWTTNAxzpZmAAySESlBZ8VoXLv2UmuIlO2VlMj4tmjHbEAKkG/Lp9YVyVNscDWQl5LH5MmTcblcTJ8+nYfffJgPXR+iSiqflH7CW6e8BX/ew7FqH573z+OV3I8ByE/RRBqX34XL6CIalynx30lrayt2uz2SDRjFW2+9xYYNG7jiiis6LT08GFpaWtixYwfbYkQpgD59+gCQOnUqbV9+qVvmNSUX60y5CnPen8Mf+t4H87V53YbksHd9Q3iM25LFtt5nkdOwAR5+ODy/5O9/w1Reju/AAQKyCYPiQ1UUCASQguWFc+bM4cEHHwS0HMzo96vmwT+jSAaWjrsTAEn1Yx87FoD+nuXsRnvcXhkvnnwXAgEFg6FzQSXUDCAQCOD1esM5SYmwpNiZedUNunnW1DScLc24WjsuPQs1swDY9PXnhySS1e7ZlXRZwO+jft9e8nv0QpIkfO3tScda/AGcmdrxosqSrnvykUb1aTdZ5DQTBrsZX3U7ssWAEvP2tX0d3xXRPrIgbp7g+yV0rKgkPg9ITU2lrS1xx1eXS/+9a9/ow6XWhztmyxaRRyYQCAQCgUCPuIUmCJOflUttUz0jp4+PWxZ9J92QaiaruBgO+Ogzajx53SIlVaqihjuHxeKUvHHz5KiK38bMSEMHVZdJpqIKkUzQAc6gA8ogd55PWLk64iAZs+xuaqZcHXYZBKQAxanFOpHs8k8uZ96p85gxIxIK7uzhpGWnVp6lSAovff0sl6maAHFx3cm8kvsxC89dSHrQafX1ga/53Ye36fYjoAao/fvDZJ17DqZgM5M9e/bw3HPPMXLkSE4++eS4fd+wYQMACxcuZM6croXkd4XnnnuOpqb4TLHjjjsuLMa5LFlsGHgZRVWLyWnajNeUijMleROWp7rfgbuxnYeM9/LPPz2B0Sxjthj5+Mn1BPwK+zc3oRjMHCidSmP2AHKWRUoLK36lNWOpyx3K+sFX02/ryzBwEKayMnq+/x6yxYLNFhHuU6KbCbS1U/PpIhZPibiWJbOZVm8rE/87kada08hjFXX5I2mpaOG0007j7bffPvQ3Dy3jbufKWr55bTu9Rxcw9bzkHS0BbDZb+MK+qqqKbt26HdTzWVO1rsDutvjmCgCrPprH/o3rGTB5SnheU1XFQT1HiPbmSAdTZ0sz7c1N1O/by85VS9m66BucLc2c+ps/0GvUONZ99lHS7YzcU83K8cHbIN+3LhEUROyjCgm0evFVt+Ov18QTyWYk57z+uDc3xt2kky1G0qYePjFacGiEOpMqSUSyRDcUQthsNi677DIATF6Jtkc3A+DerB3XkhDJBAKBQCAQxCBEMkGYK6+7GofDkTDvRyeSZVqwpqbhppE+YyboxqmeAKGKSsksh4ORTUV2SJDrrethmaBtO2iZZMJgKOgIp6MZAJnORbL5n0VyxzaceDT7guU4oJVbzug2gzV1a8LzdrfsZlPDJgbmRHyODq9enNi3P95tYzfaw49LUktwxzjJVINEwxNP0Pbll/R89x0AFnysOdBWrVqVUCQL72cHZW2HQiKBDGD8+IhgvtI9lMb8fGrzR5Fbt4bm3IH4pcQOqAGzs3HXa66iVbWrSMuOlNadeP0wAgGFx6//MjzPmVJAXe5Q8uq1bpXGggKQJHZ2PwOArf3Oo6RqIb79+/Hu3o21f3/d85WXlwPgmP8JFb/8JTsGXalb7sXKye9o72cFTZh92r55XX5GDxtNTk6OroRVVdQuOZ1UVWXFh3tY9t7u8LyNX1eERbLavQ7Sc21Y7fpwfUmSyM3Npa2tjaampoMWyWxpmvj63t8fwGK3U9ynP7vXrMSemYXH5cQfamLhj9ywiH58MHiCcQghVn/8PusWfKzLQ3vnz/dw3r1/pakucTfOQQfqSHd7caVowqZs/n6FibZFoTwyFfvoApwrI/uZfkwZ1j5ZWPtkfa/7JOg6GTO70b64KqmTrCC/IGE3XtDKm0MNVnzV7cT6zSSjKKUVCAQCgUCgR5wdCMKYTKaEAhmAFCVgGTIs4YyQWIdXqKwFCYr/GBHQ7KM7L1lRFcJ38g1K5PlUVUVRxd1eASiBAHvXr8Hr1gtO7cFySwlbgrUi+L0RgcxkaGJfTGncwNyBXDjwQu4Ydwe5tkjW0xXzr2DI80N4ZJXmTnL59c9vigmUnlo6FYMcOWaLU4vj8s5Ch7gnSqRzBTO2YlFVNZy/BXwvjUyOP/54/I2NeIPP2yhFgtbr84YnFciGzyhjS/Fi/bbePJ69joiDz2CQyS6268asH3w1n099jA0DL6fXF1/Q58svMJaVhZd7zBk4bXn46yIlkjfccAMXX3wxBQXa90vLe/PwGVOoyxuu27Y11US9S1vv8RMMyIrmHPQ5NTGptLSUzMxMVFWlYlsTT//6G1Z/uq/T9+jA1iadQBaiqbqdj55Yz+v3r+DpW75hT4JMrFCA//vvv4+idJ65uH37dh588EE2btyoc+962tvZvWYlAO3NTWGBDODApg26cYcSZxArri19+9WEDQO+evGZpNtI8fqQrFbaMrW/T3PK99eROvo1u7c2YczWZ6FJVvHb8r+OnGLCkG1NIpHB4I1ZpKcmzkeMLmUOhfVHIyW5OScQCAQCgeDnixDJBF0ilN8BYEgzh1uye/c48OxqwbPPgWdPC+7tQUeKLCEZZYrvmkjxH8fjb/Ik2CoYo+tuJBUlmCtidkTGq4AiTI8CYOk7r/HGvXfw/K/1GU2hTDKkiEiWH4jPF3r/kdWRiSx9cL6Kyj0rrsS3r43ZvmmcVjctHI3X6tPCi55a/xTegJclVUuQVIljWsaS58vCrOqdQg9P0ne9tBlt5KToBWhFhraUIlRADYpe/qj8HF9Up8C//vWvPPfcc+HpXbt28fnnn9PS0vKdXWWJBJorzzuPMSNGsH3iJHYedzztS5ZgCCT+G44lLceKX9ULKwfaDvDn5X/WzZtxyUASUZs/kv/etZQvXtqCoy7yfiyc+CeWjJuLsyLiAsrNzaVHD00wUlWV9m8X0pAd32Bgzfh3w4+rsyUMhZpraN9ufQn4Vy9v5Z2/rcbj9LPozR26ZduWVfP+P9fiiSonj85Xi2beP9awa3VdeHrpvHin4bhx4wDNFbhixQoCgQCtra2oqsrevXt54IEHmDt3LmvWrAG0Rjgul4vXX3+dvhOPSvi8AGk5eeHHPo/+GO8oWD8ZAV/X1qnZuT38uH9lPd3rmhm8v47+FfXktrrwWCyoinacp2Z13Hii9ZsDNL6xTfe7c6gorVGfsVFGjnH1ySK4/UeBJCUvt7SoJqYXj024LFokUwMJ1v8es/EEAoFAIBD8OBBnh4IuYSpNCz+WDFL4xNK5uhbn6tr4FYIno1ooriHpxY5djTgKVEki0NyMIS0NSY46NCUVRRJ3+wWw9K1XAXDU1aAoAeSgWyskkqlEsqliY+xURaFiR6Qkx15uh8rI8mwlFbPXQN2/1wJwOlPZWLKVRelrddsZ9eIoAK6sPZ3TGqdzwFzDW9mf6cZUzV1Mxok9MBVE3FKT/KN0YxSDysJJN9J7+7dIgwaTd9MvMUYJVvfddx9TpkwhKysrYSj1119/zddff83w4cM59dRTUf1+Wt6dR8rYMZijHFidEbvt/Lp6XNddT/vtkQy1fZdcSu6AS6gpGNPp9soGZFO/M9455fF7CCiBsMMurzyNc24bziv3r4kb21zjpLnGGTcfoOlAM/kJ5vv27aNNSmfTwMvC8y74xygmvzIZYvLk6yRN9HQ4DTgaXKQHG5Ns/KaSWJSAwpcvb2XzwioA3nt0LZPO7ENKupm1C/Yn3Me2mJsCkjv+taSnp2MymfD5fDQ3N/Pyyy+zc+fOuHHvvPMOw4cP182zpGdy9AWX8XWMe+vsP/6J7csXs/qj9xLuV8Dnw2gyJVwWi9ftonLLJl34fyzDZp7A2k8/BMDvi4hRVl+AnnV6t1nAEPkOz8ruuCtqyweaO89cnoalPJ2mN7eTcWIPLN0zurTv0fiijiNTQYpWXmeUwzllcoo4DfpRIEuoJD6PkJGQEjQGgkiTDCD+RwFRbikQCAQCgSAecXYo6BLWXplkndUXU35QhIg5HzVkW5Ek8De441eGhCenAKlqpPRFRSLQ3AJlZUgxoljge096FvwvEu2EcdTWkllYBESJZIb08KGpqJGD1L1pE5V/fxQMZ4Xn5XVPYXuUJpKjRoTgEIP9fVnEWkyyCZ8ScRB1cxdxWuN0AEq9BZjUeOEhdKEf4hpO4T/WBeFpxeChOWcNG6396LXnA+oe/gfS8cfp1vnqq68SvQ061qxZg8lkok9VNYGHHkKyWum/ZnXcuG3bttHS0sKYMXqhqzWqQ+KVQ4fiuP33+IAD112vGxeQOxdX8k7w83HzPF2mW4il1UsZ/sJwRhWM4vjux9Pqa+WUwjMSbmfs7B5IktbAI7ac0VmbuKOjd99+9pdN082L/syicQR2YDBqofb1+9pIz7FRtaM54di9GxvDAhlAzW4Hb/1lZcKxZfsXsL9setx8Z7XmOFMVlZUf7yW/Wxrlg3I46qij+Pzzz6mqqqKiInmwvjMmF8zn85FX3j1uXHG/AeR175lcJDuIXLL3H36Q3atXdDhmxhXXUb9/DxVbNoXnFTS3UdgSL+quO2cONGph6YX5uXHLQ0S7fZrfirj56h5fR+Fvx2DMsiZaLSnRIlnG8cEy1aibNtFCtuB/GElKWm6ZXCJDnzUonGQCgUAgEAi6gBDJBF3GPioqVyzqxNI+oYisU3oD0PzBLtq+ib/YM3dLh3Xx20xVI+Vxiizh3bcX25DByIbIoamCcJIJ4qg/sA9Xq4OCnr1xtgQ7TRoyw3KqokqoioJv/352n34GW/ucDVoMFJlN2/B6I13r/AY/Y9y94p7j/JI53HDWH6hx1jDzjZnh+Uc79K6w2HLLEKZg7pbi9BNoTuzIcdkjfy8eU8dlaMlYvnw5ywHOmcPw1asJxdorHg+yxYLf5+Pll18GoKioKNyxEsDt1oTtjOZmHLf/PulzBIyaOJGSbsZsMzL0mFK+fmUbAOf8YSwNvnrO+Go2LO14X1fWrGRljSYySYOMQHncmDEnRjK32ps9OoeXY3cl7UuXIVstGHJycS5bRsbJs2l5+y1ctj7hcef8YSyeQHyYt1Ey0sZqQp6kj55YzwX3TODDf6+PG+tu9/HhvxJ8cSWhoHZlQpHMLWvHwbblNeHSy+sfn0Z6uuao2r07PtcsmuXLl+umvV4v3YaO4NhrbkSWDezbsJbBU2dgMJowGE1c88QLPH71hXHbCfjiRTJVVWmsOEBmYREGo/a921RV0alABpo7M6+4LCySWQ1GBlU3U5efT35NLRKgSBJfXHgB9Y2RLpndS4uTb9OTvLyz+sHl5Fw0ENvAxNmZifA3aCW7aVNLMQRLLSWTjOpTsA3KwZCWOFtP8L+FJINfSpzFKHUgk2VmZkYmEohkIpNMIBAIBAJBLMJnLjgkJClyYhndBc6QmviCI2VoYudAmRK52AnIBip/d1tw+/pDU5XEofpzxxkTFv7uX+7h5Ttu4dtXXwg7ySRDxBWiIFNz733snHUcO3qeRkXJlPCy464egterlYfNnDkTNcOBHStk6e8bOFfVIkkSNqO+IcCQ3CG66QJv/EV70e/HUXDjSApuHEnWab07fG3vnHomTZmZuIzJRbIzZs8mtaXj7QCsGTECgJYPPmDrqNG0vPc+jVHNAd59/XVaW1txOBy0t7eHnWTGBHlV+0uPYVvvs1CR8KdoOV5Tz+/H+XeNZ8jUUi7982Su+/cx5JSksrDti7j1e2d2vL8rGpbppkv6ZXHCdUN186ae358pwW6RAO0OH/suvpg9c85h54wZVN1+O/uvvgbHhx/htGl5XLOuHExOSSpNHn3XzmxrNvkp+QRivk7Wf3kAd3u8gPTiHxbHzQOYsPfp8ONeO98GQFZ85IwbQs9d88LLRq36CwABycz+zY3U7NGLdn369KErfPGF/r1dtmwZkiQx5JhjGTRlOsdffzNlgyLvmz0z0qmxfPBQTFbt+I0uiQzx76su4LlbrmX5u2+E5zVWxt/oGLGnmkKMXPvki8y+4RbOufG31P71r2Q/+gR5BUUUdO/FlNXbmH/cLL485hhqgs0UqoqKqPfqn7egMDvpa1U8HTelaPi/Tai+rjeuUN3aWDklImTnXTuMtCmlZM3pl2w1wf8akkSOorl9baoZc1SzlI7KLTMyIiW6aqIGGcJJJhAIBAKBIAbhJBMcGtEnllEdAu0TinDvaIq/05/kRNSATHkgl32GelRZhpDTQdKPV0W55c+eVR/OSzh/+btvhEUApBQCshu3rQab10DF259xoPcZHCjVl+FlTZ3AhnvvBcBgMtCrXbOYmYdkIx3w4NkVEeQC7T7SU9I1S6MEj01/jKHrymjbGmkMcFLz0XH7JVkix6wh2FFvoq8Pi1K2Q4we47Ea+OS4WYC+a2Y0Db+6GevAP+K21WD0O5n2+Tw+POnEhGMDPh87f38HO/v3w/WHP+ArLITxWlB8XUsLf/3rX+O3n5uLCuzufiJWdwNZzdvZ3vtMAAquvJjWj7TulGk5EcEwJT0iijd7mnXb6+/tweOmv3CB9QYOuBOXElY5KxkcfDz46BKdGBZCVVUGH11Ce7OHFR/uwWvOjBvTvnAhLks2HqsmvuR3S2OfYx/nvH+Obtwbs9/gqk+vwpEikR31GbQ1ubUS8hijiccZLxwOW/cYtsZNjKmrQ1a82J015NavQ1IVSp57FO8551FctRCTT19yOO8fa+g1MhKq397iwZ5hZ/LkyXz77bdxzzNhwgQWL04s0q1evZrx48eHu3p2RE5pN+r27sHndrFz+RLq9u5m2mXXYEnRBOVQp8qFr73I4GNmkpqdg7stvqS1sKWdbi0eUjIysb7wXxxffwOAFRjzybdknHoqjZKE26YdH/sGDaJbdjbtZVlx2zJ3EJavdiKSAfgb3V0uk1SCHW0lc+R3ylycirn40Fybgh8IWWKSrz+Z6n4GBEp42xwR2GWkuL/dEJ05yZyra8k+s+9h3lmBQCAQCAQ/ZoQ9R3BoRGlY0U4y2Wwg7/IhpE6IKaeRkt+tlYMbCxhkUqeE3D6xIpk4VH/uKIHkZVg+tyYuSbKdlux1ONP2UptbzaoRv4oTyI65sD9/+tOfwl0dVYNKoU9zOtqKMpBT9aWTjvl7aPu2ko+2/ItPM17l6NKjkUyJj0fLgIggED0mlKM0MFBO/qCOQ8ujuTQrmzFbt9Fz507y6uqQkMhsHE75nkwGPfoIx348H6vLhSHGBbb9s89YPHECGwcP5vPp0/goKJB1RG5dHa2pZezpfgJb+l9IZdHE8LKVQYGspF8muaV6caGmvYbq9mrcfn0e4X27f4Hr6yr+UnULxzdNxqTECyM7HZGgeos9fvm3Fd8y6sVRfLDrAzLyNfHFkd4Npy0fl1UvxDdnaRe66Xk2UnMsnPh2REBMM6ex6rxV8N9qzth7DIsGSBijRKyGA23hi+yh6/6V8P3JqV/PpEW3k9O4iexLLyWtbT92Zw0pE8Zjd9WS4q7HkJND7tVXYfa1IQElf/mzzlm2c1Wk4+W6z7XQ/ylTpoTLLo855hiuuOIKxo8fz7Rp0/QX+DE8//zzSZcBDJo6A4PRyKgTTyElQ9vOVy8+w6ZvvmDxm68kXGfj15/jcbbTUlujm9+7uhEJ8O7di+Jy0R4UyKJp+/ZbmrIix//u/Dx6vv0WzSfHC8ixeCvbaHhxE75aJ3VPb9Atsw7IxlSoF8Rq/r4qXEbZGWpYJBM3Wn7MSAYJOxbG+nuTptp0ZwgSEmprvEsSYpxkicotk3yXCwQCgUAg+PkinGSCQ0LSOck6L1eQZIlZ3uHsMFSz01CtWxYSyVRJJhByMMRsUu1AZBP8PEjN7jiHyGS0IklmAkZNrHGnOPGa4wWp4kEp+D+NiErtnnasitZl1Wg1oRbYcRHpzti+LHK8+pc0wKmgJCjNA7CUpJEyJA/ZatSXJEd1UJu9ZDSLR1SzafOmRJvQ4fz3v+kJ9AD8wZJPCYmm7EEs3JRO7zse5sTbrqPi5ONYErXet199RV2+1gOyLS2+IQHAqJoaRmZl07JmNasyy1HoT3NmZJ/3djsubp2cGPeNT/Ex5/05NLobGZY3LDw/JWAlRdGEwcxqKzdyHhmBVHYNbmRZtb7EsjptF3ltZfQeFd+z8qHlD+FTfPzum9/x3qyPAJXWtHKWjLsTAHtbBW5rNuOX3cPm/loG14CJRTy74Vnddlq9rfi3O/Bsb2YqI3hwgESfHW+yecDFADTXRgSXrObtcfuR1bSVIRufQlYDWIcMIf/Xt9C+ZAnWvn0puu9eHB99hGSxYC4rI/f667BPmojS1kbq1Klk3/1PdnFy3DZXzd/HqOO7Y7aauPnmm3E6nVitVmRZDmfGXXnllbz//vts3rwZgG7durF3ryZYOp1O3G43VmviIPtZ1/yS6Zdeg8lqJT03j4YD+8LLHHUREUyS5XAZWnN1Ff+64vywID181knk/98rNPskFk6ayIjVq2l57z2QZYgpXQvU1+OKyrpDApffxfqa9aSSitmdjdVVgMEf7wCr/896FKcfz64WlCj3nrk8jexz+uH4dB++an2LUveWRlInlSR87dGo3mAXSyGS/agx5trw7kvctENGwre3FSzxy9Kiv/8SNBAKN3MQCAQCgUAgCCJEMsGhcQg5HmVSLmW+nDiRrFHSLn7qi7NQNmgB3WqMSqb8jznJFCWALIuLru8TJcotdcED/6C1vo53H7o3akDnAdzdh+Yyb56+bNOV6iJbCQZ6mw2kHV2Cv8mNc0VNok1oT9UWdC3ElOhJJhn7yI5L4BymdoZPH96pSDZ4bT0+YwqtaeWsGfaLuOXbl9ewHehx7TNMnNMTlixm34otVKqNHLBaMQcCeA3Jj9HUAQMoufFGSoAvrvkcgNb0oUnHA+R314uODa4GGtxa58Y1dWswKyZUVKa3xDvXLq47Gf9KiebRl9A2SOLaz64F4L0B/8KgGnlqgYssSxbTyqfxxwl/RJZkvErEHTJ7/vGcZ7qVdF9EiGlP1USShRP/FJ7XZ2w+13/8pO65rx56NU1vRolfKhTVLMPurGbFqN+GZ5u9DgyKl+LKb6ksnhyeX3rgC2RVcySV/PUhJIOBnm+/FV6eMXt2+LFsNmMfOzY83ePc46j79OOEouPit3cy5VytxDQlJSVuud1uZ86cOTzxxBNUVVVx8skns2/fPt59912AsLCWCEmSMAWXpeXm6ZbtXrWCVR/No9eosbqcpprdO3SOTVtaGhaXmwXBrqtVRUWc8cc7k3YSDEQdb/XmBl7f+jr+3aE/EBmLJy/heiFhLFogSzumjIxZ3QFIGZFP27f6kt2AI7FzKBZ/fdBlKkSyHzXxDRaibkJ00N1SliPnDomcZLJNnAYLBAKBQCDQ87+lPAh+NEQ7Y9ybGrq2TgJhzZBloVnWRLKA2UwgGCLuNkWcOiqHP7hfCQRY+OoL7N/Ycee6XauXs/Tt11DVyMl1e3MTj191IZ89/e/Duk+CjgkERbKi3v0o6NGL8iHDYkZ0LJJNPrsPk8/qza5du8Lzeh7fk9tX345F1daVTDKSyUD2mX0xFcaLFgCeXS34GzW3mik218iY/DhtHKaJLCtsGznv4/PC8wf0HxCXp5PW3J+agtNZO+Ra1g65psPXtXtdAy/9fjk73zPS7Ii4JlLb9c6b2OcwmA++q1/vkXq3V4OrnqtqzuCMhhnIqszf99zKczvuYUJr7GejYXSo5H0jM7lkcrj5QcDgw2vUhIwmTxNvbn+TCz68gL+t+Bv7W/fr1q9Jr47bZixXLroEp9+pPR5yJb8f93uuG36dzv0X6kZqb9dvb9yyuyl+8AH6b/uvfr/9EaeZMafrnRUBUo8+il6732PcsrvJr11Bn+2vh5ftWl3XwZoRLr30Um666SZycnIYMWJEuDzT6XR2af30XP3n5vd5+eK5J3n/4Qd18+v27NJNlw4YjBLVETNgNNKWFjnm+29Yj3VYRFhVogSJDHcOq/evJtOvHZNeS9d+J8LrBwUyAHNJKvm/HKlbHsoa6whvZVv4c4/OCBT8+JBixKzYs4lEMpnForeWBRxah2FDVmR+ovMSgUAgEAgEP2+ESCY4NKJOLNUEJQydrRNCMugPwUBzk06Qihp5MHvXKRu+/JQlb73Ka3ffnnRMS201bz9wF9++8n9UbY90B9z09ee4Wh2s/eSDw7pPgo6p3bsbgIJeWsdEs1XfcRJJnyUWKwoNm1ZGSmZkTHZ2Nn/ZonUfDJVbRpdkBdoi4oCpJCIM1D25Dl+lJkCZ8vVCmtSBSCbnas9hV2x4Ah4yh2UyefJk5pwzBznKBScHzFg8mhDjyOiJKpsSbi8RVldh+HFjesT1lZ6WTmbjcLLrxoTnba008MULm/nsueSOtvzu6Zx/13hGHd+Nc/4wFkNMfo9rTwunNU7nitrTuaH6HHp6SskOZDDC2T/pNlWfgmtjA3/r/wDpCcphAdbXr+fZjc/GzW+wJ24AAJBblkr9eQvZ3KiVJmZbs7lx5I2c0/8c5BiRfVbJsXwxVEJW9G4kk99FyvgJABj9EQHK7qwKP5bt+nLBdl87b29/m1PfOZXKtsq4/bKNGkXKmDHYnTUM3vQsqe2R1+Bzdc0NZTabdflkIdeZy5U4l+uzzz7j8ccfxx8UlpOVKlfvjC8tjaZ04GDcMaXu+8rKqc/JYWvfvmzeto0P+/WjLfie+E+LuOWs/hSqt0VESEmV6T40lxOu1XeG7SrmopgyTX/nvztt30Tea5E99eMm1vEld3D6arVaOe2007juuut080M3N8ylUSWYXYiLEAgEAoFA8PNC+MwFh4TqipTFyF28Qy8ZpPgGVLJEj0A+uw21we26CTQ2Eh/cf3hx1NV2Omb36pXhx60NdYB24W+xRwQTVVGQZHHxdaTxONvZtlgLCzcYE39tqcgEDFGiQdQhNOH4IgB8Ua6YvII8CGbNW0LlllEX0lmn9qbhxc2kTiomdVIJ1X9eHvecxoMQySx2G9DK+Lah/H33rcyfvI6bZtwEgNWXg9OgCTHZdeM6KB7qGINiweoswJ0SKRW9/qLLkK3ZvHK3Pgusuc3KpoVVsZvQccovh2O2GRl/Si8AFlcuZlfLLqaXT+et7W9Rt24Pl6OVGh7fPLmjTeloeEET5l45+xlOWH9m3PKLB16MJEkE1AAvbHohPL8mbW/48cBJRTRUtmPPsNB7dD69RuZz3od/Cy9vdDeGH6s+fX7WwJYePDpdpkfvUdCoW4QrQxMzDX4PfqP2+Zp9miha+m99qH9TWyOLHn6b3Zbd7Mzfyaw3Z/GnyX9idi/tPVFUha2NW+n7/LNUXHk17QsXYonuAuruWvh8LLZgB8k9e/ZQUFCAyWTinXfeYefOnWFhDGDjxo0MGzYMc4JSzmiyioppqooX+JzffEt7jONww9Ah7GntTltaGmteew1kmeUzpnNWeTlL89OgUntDVTlAjqMovJ4iKZx4XeJyXkOmhUCzJzxt7pZYPE2f2Q3Hp9oxoPoVVL/S4d9cdEfL+HI9wY+JWJHMqMr6BkJRE1arlWHD4t2sgYaISOZar+VOxt6oEwgEAoFAIBAimeCQCEQHl3dVwUroJJMY7e8VFslqcnLotndv3Dj1MN/sNZo6v2DyRl3AtjdFrqRNURlAfq9XNy04MkR32zNZEr/fAdWF35pY/Ewrzgb0ItmAiQNI+dTK5NYR2FRtm9G5RbbBuRTPnYBsNRJo8ZCIWCeZ2kEJmNWeAmjlxP3dPdhcHXG5WKR0nGiCVTKBbPJZfRg4uZgnf/kVABfeO4EX7lgcN87iiohkBl8KKz9toc/YyHuW0TgUj6WePt0HUNo7l+rdLexdry+FM1oMnHjdUMxRF6Yf7/6YW7++FYAHlj0AwPGOrgtjiTBWKwnn/3rMr8OP233tvLVdy/+qStuFMrieowdMYOi0Ul1zBKfPyfamiDPqD+P/AIBrSyMNz23UbX/Yjm44iyV2TevD2N/ex+b+F1C+7zPy7r6TSa9Ops+FBqbvy9Ct0/vrrzDl68sW1yxcxLC2vgxr68uzee+CBLd/ezuze82mpr2GGW/MAOCOcXdwxkN/oeGp/1DUqxf1/36THb3PwGeIcUMC/qYmqu+cS6DVQfqs40iddkz4eVveex/V7yc1VRPqFy5cyMKFC5O+vzU1NSz96CNcbS3heTf/dx7bli7UlVqOOP5kvnj2SVRV/3nsv/oaqgYNjNtubDOIWpuNvOuvZ/+994TnKQYPuf6I2GX26t/P8Ott8egEMoC8axKLaenTy0FVcXy2D+fqWtzbmij89eikuVLurU0AWPtnC5HsR06cSIb+5lz096Y5SSm5v1H7TTdFd+hN6FwXCAQCgUDwc0aIZIJDIjrfJ/PU3l1bKSiSpSk2WmUXuUoaGCQsaqSc7Mvp0xi+dx9EXfz6JKWTtKmDpyt5TD6PO/y4YssmRp5wirZuVDi11+0SItn3gM8d+SyMUSJZTml5uGufqrSgyvEiVXqejZ4jtcDwkEhmsVjY79nPQ3tvoYcn0iEvtiRLtga/IpOU5Bhz9J99dPB4LPbUNJxExL6etZHSyAxbHk3K1kSrMevKwbhavQyeUoIkScy5Yyygkp5r4/y7x/PJfzbSfWguyz/YDSrIUX9PJm8mO1fXsTMq+8rszcTszaTHoAKGTS/T9ltRqdnVQmNVOzklqRT0SNcJUEBYIIvG0kmzBMliQPUkFw7lVr0oU55Wzi9G6JsU3DXxLu6aeBdPrXuKR1Y/QuWw1Qw76uy4be117MWreMm0ZPLZWZ9hMWiOsIYXN8eNzWi1IasynziWMq29kjEr/wzApSYHuGB7qcQNn7zAln4XMGjTM5Q88jy+GhlfTR22wblIkoSqqriW1gCa+PPS9vu5pue9tBrbaXI38e7Od8PP99zG55jTfw4Fv7kV5/LlFNYsY0fvMwBw1LtIz42IZQ1P/YfWTz4BwLl4CdIDD9B/zWoUl4vKW7XPoPypJ1mf5D3Nzs6msVET9ffs3ElljXbMlXXrQbd+A5FkGVua3qk1bMbxfPFspNmB0WRm1GatvLkuL3HYfixbtmwh4E/+Wdtb9b8T/hYPhjQzTa/qj/uCW0bFHXvRyOmRY05p9+Grc2Ip17+eQJuXqnuXRp57XCGCHzfxIpn+uzr6iEkkkiluP0q79v1sjiqf70q2nUAgEAgEgp8XQiQTHBIZx3Wn7ol1pE4q1p1wdoQS7EZ2gm8EmwwHGOQvQ5IlLNGHoSzjXLKENkvkJNdl8JNymO/2Gk2d5zxFCzPblkbcGoFA5KTa63ZhJ+uw7psgHldba/ixOUqUvOD+h/nsP4+x8asFGFOOwSdFPhuzR/tcLrh7fPii+4svvgC0zn9bdqznXM9RuueRTIlLh5PlGcl2/XFkKrQnHAeQkppKdMy62R857vsP7UHj580YlEigdL9xhcy4NN7FkxvlgsjMT+Hs27WcsbEn9eCrl7ey9ttI+LrRn7zMzhhViibLEkW9MynqnZl0/Kz06cxcN4wFGUuZn7mYS2pP4azGmUnHZ8zuiX1UAVX3L0sqlKm1HgjqGyWpJbx/2vtJBZIBOQMAWF69HFVV48ZtatBKOMvSysICGWjl4Io/IsZJJhnZB0XeXHa17tFtY48jMt1sWsaUb1YhyzKOzz2AJra9N3gJDb09pHlTOMMZyXjLDmTw2va/cHGvO/hkzyc8uvrR8LIcWyQTzDZsGGZL5L2v29+qE8maNu9h2ejbcFlzKKhdSWnFV3h272bvNdeyrfdZ2Fx1TEhLI1EiYmFhIb169Qq7y2rrIuJosyWLyy/XOooao0SEor79kQ0GnYvsnFv/QOMcrblEuz35MR3N66+/nnRZaktvrHLkuPXsdVD377VYB+bg2RVxuWWf2w9TXselobHlcd49Dp1I1r6yhqbXt+nGGLPFjYwfO/HllsmdZKYEv++hbqiS1RC5+QEdivgCgUAgEAh+ngiRTHBIWHpkUHznBCTrwXcMS1NtjPP30W79GuKbt7e8+y5t58zRzZOA5q0byew36DvsdQRDVLmlx+nEaDbHZV1FO8lAc5OV9B/Ikhefi4xx68cIjgyu1siFdGGvvuHHRrOZWdf8kmx/Ecs25mFQV4eXhWTVaDFl40at7M7tdlNaoy//kkwyUhLHmGwxkjq5BMXlJ+OEHnj3tGDpk4VsNpB1Rh8CLR4MWVasA7OTvgZTir7TmhyIXOznd0/H4tXWPf+u8TjqXRT2Slye1hFpOVZkJXIcS2ryv0+/N3GpYzIu2HIsua40Brl6c2P1+R2ONeZYSZukOfQyT+xJ01tJAuI9kX04puyYOOFLVVU8u1owFdoZXTAaq8FKjbOGOe/PweF1kG5OZ49jD/NOncfcxXMBmNFthm4bhkxL2PlqH1eIe0czgQY3PTwlVFhqaZ99NPb3viYwtB+wM7xejxqQVT+2cTfptjd7w3gObKuh1FuQ8CX9uupifrP0Xt28BleknLUx0Er3994i41cf0JLZm6atB2BEqJzyPbbU59NWUgpAZfFkKosnk3vrb9guDeJA6VQA8i+6mul/vosFS5bonufkk08mJyeHFStW4PF48CuR97c1Slwq6tOfiWedj9ftYtjAYew5T/952lrawo+9Vk20Mnmy8FmadOPmzp3LQw89RFtbm+7mQSLkqM/WvVVzurk3NSCnGMMOTGNOfPlp3HZiMjBbPtyNa0M9OecPQE4xxglkAIYsIZL92Pmu5ZYhMSwkkIVcrpbuB/89KxAIBAKB4KeNSCwVHDKyzdhhWUxXiHUFSL7E3d4UWWLdrdd2uK0vX3iap395JR5ne6fPG+2keOKai3jhtzfGddWMFcBeufM3ADQ2RtwZVdu3dPpcgu+Oy+EAtDy4tOpaAm2Ri3hJllFdBiRJQpGjsvJQ6BdVZhV9Ed+7d28CrfpjLTaEP5bMk3qSfVZfDHYTtkG54U6Y9jGFpM/ohn1UQcdlYtaYi7yAHBZPegzNZdDRJUw5ty+ZBSmUD8rBbD34exiqqiJhwOhNQ/abMHsiol3ZgCyK+2SGp/PKu+YADZHbktb5oCA5F0UccMbCyPuae8Vgss/vT9aZmtCpeALYAzZQIcMSf7HqWl9P/VPrqX9mA1ajlf7ZWvOMzY2bqWirYHPjZlx+FzPfiDjaju12rG4bSrDJSOrRpWSe2hs56Bb8fcWVpASsXDp4EfaF73PP+Xr3SdPg8VgGnYExP97Nl0wgAxji7IMcE6J4oO0AAPtb93PMa8dw68q55Ndpgu7SL5tp2boHVVH4+PmdVJQcFbdN14YN7Ol+Ynjabckm9be/wxgj7BcUFGCxWLjxxhvjtpHXEhGaJUliwpnnMuWCy6j/9W9wrVqlG6sEG5vYjzqKQLC8OdXRi4LAGMaOHRv3nF0hIz8igEU3UoguUTYVdPw3CCAnyBbz7mul5eM91D29ITzPmGsj9/LBFNwySte1VvDjRIr5DONFsggJyy2DIpkUFFmLbhtL4a2jMeZ2LswKBAKBQCD4eSGcZIIfDpWwc2eyrz/fmrZgTuLMUiWZvG11CZeFWPn+2wBs+OJTRp14aodj5ahcMZ/HTcOBfbTUVJNZWKSbH0tboz7g/LP//IthM0/o8LkE351vXn4OgNL0Yl5/6gADjJ8x/pm7wstdwWB9vzFywV2TtpvplwwITzudkWLHvlP6sui/eseJuazrItChEFey6VOZ+tpUfjvmt1ww8AKmntcPVVVpcjeRZU1ewpuo1BDAF/CxNucroIzMxuHacyJx7OWD2LWmjoGTiinokc6e9fWYrMYOSysT4TS5SfF17sjJPKUXpoJIiZ6lPJ2Cm0dhyLSExQp/vRagrbR6eaX9zyzL2cjRvU+N21b7smrttVW04W92M8o4lDWs6fD5S9NKw48Vb4BAo/Z3nDqhSHvfot66Il8uOw0HeGXXm2xqjgjeJZ58+na7LOlzWE4txfOOJnypw1OR1rTplg9v74+ExL37bwDg4l538MiqR/ArflRUvmpYwjVVEtv7nAXA2peXMOiEVupzEwfWVxfohamVo25l/NK7uPWGG/DIMps2baJv377hvERjVXzXUk+SLry+Sq2rZa+aJnYWZDFw8Aha3n4HAFNhAYoSFBdUmSZ/E9eecD7FxcXk5OTg8/uxpkWELRUVe1s3PNY6AkZ9585ZVwyOjPPHuxgLfjUyablzNLElziECbV58ldoNktSjSsg8sWen2xL8iIhx+RrVmBtsasfllqpH+20IORFlqzHuxoVAIBAIBAIBCCeZ4IcmeLGfrmoXWv4kgfpq0HGm+BMHowf8EQdRrCMsEf6Ghrh5r9/7e6q2ayHSi15/iR3Ll8SNqd2zK26e4MgS/XkeaPDjTClgpXmKboyrTfv8A1HB/ammVJ2Y9Oqrr4YfX/755dhC+V8GCVNpKukzux2J3U+KORiw/+DySJfBeTvncfSrR4e7OcbyxNonmPb6NA60Hohb9vym5/n7podYU7wAKfg/o8VAr5F5zLpyMGUDszHbjPQdW0iPobm69yagBKhur47b5lPrnuLORXfiC/jYmr2/S68rUX6bKT9F5+aRUyMXsUbFwMS6oRTaOw5Xr35gOWd+Pp6UQGKhrn92f5acp/+bjXYsGdKDn3fU8RS6sI5+7QNzBlLgi2SIxWIbm0/e+B6U3D+Zkj9NJqMgN27Mfft/ERbIAC6vPY2n1j+lyzzz33ktGS1aeaerzc/KF+I7lYbY1WN23Lwl4+5EcjhIT09n/PjxZGdrrkHF7WbXSfHjvUYjqpK8xLZPdSOz+gyl/OU3cK5YQWtqKl+lpKCirSMhY2/NQVVV1jZt455X/sUdv3+Cmo/TySsqwtjDiNJWjr2tOylt5bptHzVrDJnRLjF//He0nNJ5TiTEl1uGCLR4wt1l06aUJhwj+PESe2PguzrJBAKBQCAQCJIhRDLBD0vwzDZd0UoeAmYLgQQuGTU4z9XeHLesuaaaxy4/LzwtJ3FMRNO2KP6C1FFXy8t33ELA72fxG/8Nz88K6i72rGzc7W1x6wmOLEpUmWTAELnQrv/sG3bPmYNr7VrcLu2iW5HjBRCAFStWcOCAXliyKZrYkjGrOwU3jMCQxKFypDArkefb0riFZnczdyy8A4A7F92ZcJ2nVj1BSrOJPy//M96Avlx0Zc1KAPZkRUrOyvpnIQcF5jpnHU1ufaZUiPuW3sfMN2ayqGIRf1/5d17f9jr7HPt4adnzrFq/hBu/uBG/x5dw3VhShuV3Oka2GuOcIRV3LqLh5c00vbMjLIwmyogr9Gmi1LSyaQzPG86s7rP465S/8sqJr2A3xYTMK8HjQSL8a5c2LSLghI6B7U2RzLQ/Tf4T1gRdO79IX84jxS+Tc3o/bZOShCRLmPI6L9cq8xbGPc/FnsfpPkQT43a0F7Pdr+/+WB6Vb+exJs66c1XXx80LBDtb9t26FZPXR2bDcG0bFgtqAqeuITMT0N6etANVhP6EVowZzRaPJzJQlTD6zTgaXOyd52XYzpmUtwxAwgCr+7DQu4LCth4AWNz5ZNeOJbd6Mjk1EyjrpT8mYp1ktiG5GBKUUSYiWuSILpH212rONVOhHUPq4e6HLPhfw67qMx47C+4PZ5IJkUwgEAgEAkEnCK+54AcldGFkx4KkqqiShCM1vpuaKmsnwE5HI/YM7SLZ42xHlg18+Ohf8LkjpT1SF0QyyZxcEKnft0c3ndXQRFN+Fu1NjXz+7OOdbltweIl2D0pRX1k7br+fDMdu9l56Ge5hv0A1qKhEOQpU2LFjB/Pnz6euTl+qK6kS0xxaCdsP5Swo8Ofw7I67eazwFc567yzybflISBhUGb+UOAT9vn2/YJCrN7f7HmHU/lGkm9O5/6j7GVM4BqdPKyf1RJW5ySVu/Iofb8DLKe+eAip8dtZnpJj02U+vb9M6E17/+fX4Fe39vnjgxfxjz2/J8WdyhTQXg28EAFKOGVOqlZyLBiJbDUgGmQO/+waA7PP7J+0EGkvqpGLavq4IT6ueAK51mujj2lCPpXcm7q3xot7EjHGM6jaB28fdjlFO/BOmKiqBZk/kNpBBCjtRUobm0baoEu8eB9l+rStitMOrOLWYbL8+H+2+kqdYlrmR+WfOj3su66Ac0qaX469zkn1WPyr+sDBujBJ0Y4WyyQAUVWFvZg3sy9SNHTG9hM1Lapl4Rm/2bVqmWzbpzN7UH2hj6xLN+easbiK0p76aGpzLluHZpglxI1avodvudlaNOFp7T2QZv9OJOUX/2TcbDHx4zhxy6uuZ+sWXGAFHehq1MVljUvDNfPEPS8hRi+Ne4/Dtx4Ufm3IDjJs6mJziVFxtXor76MuHY0WynPMH0FWij6/ss/riPdBK87uRhgu2wcldgIKfDgMDZVTJzXRTtPOBzoL7I04ycdorEAgEAoGgY8TZguAHxZCh3Q2WkDD5wWuCxsz4AG81KHy525oBLRvsiWsvTrjN6LyxpCQp6wTNUaYb6o8IFp72zpsCCA4vgegSWyny2VYWTWJbn7Ppu/01PIoFVQroSnIMXgMvvvhi3Pa+KvyKK2pPD0//kM6CQl8u9+y/geMHXEetq5bjXEdx/Z6zeTn3w4TZY4NcmtvohObJrE7dgsPr4PoF1+vGeA2R7LXHt/+TDSuHcnLvk2n1tgKaa21wrpYPZZL1YrFf8dPP1R2HoZ33177DOf77ATip6ehwmWP2Cb2wDdKXGBbdMQ5fZTuWqMYAnZE+oxuBRjeuDfGlz0qbD9eaxBmEN/S7DvuIjt1qbYsqaXl/FynBcbHCuTHbinePg1/2uoGv6i8Nz8+x5mCVrVxfc45uvFN289Ypb5Friy+tlCSJjKhSXTndjOLQu/y6GbTyP6Nq4BdV57I+ZQefZS7hpbz3OZF+urETz+pH/gwDVrtEVmEKTdWRz9NsMzLjkoHsXbIbNzbaK+txfDwf75491D38cNy+BQzWsLgF4Gtrw5wbeQ2qorB6kNaYoCE3l909etBnxw5aUxPk84WcmUmq2fPbIw69MbN6Mfyo8sQD0ZfB2icUJR2XCEmSyL1iMKo7gLksDX+jPvssZXTXGgkIftyYMHCcb3h4Ovqb0igZ8B5oxVQSKbkXTjKBQCAQCARdRYhkgh8UQ2akZMLsl/GaVJoz0uPGhcstW5sB2Lr426Tb7IqTjATlGCFqdu/Q76PSecaZ4MgRnTcXXSFeVTQBgNXDbsQQ8KBKmpimoiBJEnIg8XHgMrdzeuP08HSiEPEjhblHOt7djrj5U1tG82XGCi6sPBEjBi6qn02br400c0SsCDm8AExq8uPXbYyIKl6Dm+c3Pc/zm54Pz/v9t7+n2lmt216IXF8mD+/Rurg+UPx0eP6pTdPCjxMFpxtSzRj6HlyJm2w2kHFiz4QiWfpx3ZGM2udn6ZmBe0sjjk/2AlrYf0f4G920vK9lBzpXa4K3ZNSLjSH3YJYhUzf/3VPfxXugNW6bv5h8E93Su5ZZl3V6Hxqe2whA7uWDqX96A0anxG0jfsf6BYs4tmUix7ZM5LPMJTT7mzj/9mG89Ke1AAzp42NRxSKu/uxqAIzlJq7JuRP/Ru04sAe/Ly1WGbcbap5/BV+TvsNuyujROFesACBgtEbELaB12XLa33wL2W7Hs20r6SefjBL1fdmWpnU89VpiPktV1oltIUyFfnzV2mmEOSorLsXYcZdKX612jGad1Rf7qIMXtay9I8602OPRkGaJHS74iWDpnYlnR3OSpZHj3L2omtr3A+RcMADbYE0UVkUmmUAgEAgEgi4iRDLBD4q5W0QQMytmwENVaVl4nkU14ZF8YW3E09YCQNu2rUm3KUkHL5KZfX68Ju3PYenbr+mHBjoWUfyNjbR/+y0po0bhb2jAOnAgklH8aR0udCKZlKCMxmBGkY2osnbhbVFNlARy2G2ojRsL6AQyAEvPzMO2r52Re8lgPLuaaXh+k27+bysvo93gIs0XERdqnbWkmdOobKvkta2v8cWeL3iMX2v7rCQXyQIGH23p9ahuA1XpO+KWR5f8hffLl8XI9gG0yxGB7XeVl8eNk9JNmMviRexDJVlpZvrUMt20uTgVxemn7dsKAm0di2Q1D6+MnynHiGTBJgJGv35+mmqn4WP9ZwPQv1/irpOJsPXPpnjuBBS3X5ezdfTL5YwZ2gtqIsezWTaTWZ7D9Y9Po7XRjT3DzK+/+XV4ud/g45/pd/Dpb76lZreD8gFaNllKYRYte5z4ojLYVCS8OWWUPPwki/61lsZKJz13vQtIhOqQK//0J2xRuWTtS5biHTUhPO22Wlk9fDg7+vbR3idFe5/srT0SvtYr/jCD+3//XzKbI26wol4Z9B6V3OkXLoUFLN2++7FkzI5kwtkG5STMsRP8ROjghpUcJZKpLdrfWNPb2wkERfWQ+C1EMoFAIBAIBJ0hruQF3xvZ5/WnfVm17k6wKdeGZJJRfQoGVTt5bc+MuASMyHgAJSh8edo0F47zQPyFfoguOclixkzftJdNJbnszdWXenarbyGrXV/OA5Dm8tBqs2Dz+Nh/xZW4N0UurDPPmUPR3Lmd74OgS0SXWxotoxIPkmQ81ioAstRUUtTkbpLz6k8IPy66fRyG9O8v5Fu2GLD2SxzCfvf+62kwNpPjzwRgSdUSytLKuHfJvWzfvYlnd94THjvc2Z9H6+7gMftL7LNU4TS4Obr0aBRV4duKb3l5wJ8YXzgef23ysP3rhl/HnH5zqHfVE/jHHtLcnQfQF1w34rCKEJJJf8FqyLbqShejCXXEDAksifA3uFC9CUTtmLLVkEut7dtKpP4SqqRyXt0JVM5N3GEy1Zqa9DkT7qvVqDUnQO9+sa2LfB7F3jwqqQuX1aZlW2lwNfDp3k/jtlfYM4PCnhm8vu11fAEfOTlDYY+TjQMvY+PAy3RjF94ReQ37S6cFs5pkQMFv0P/kBxobaU0rAjQBoTkzE0e3yHeg1VWAvbWXLu9J9zoNMlKuB5pD0xKn35rkbzSI0urVxA5Z+7y/K8ZsK7mXD0a2mzAXH9znJPhxoXbV1R10Tyrtfl1eHYCcIk57BQKBQCAQdIzobin43kgZmkfeFUPi5luCoc4y8Xd4jUHhLOQE8bVrF3MeZ/JssK50twx1zwshAY32+Au2QRX1GAPxJ+ahEkyf0aATyACaX3m10+cXdJ1QcL/RYEGStc9o4vRMSvpm6sb5zZrLsL+/BGuScsQ6ayTnypBu/l4FshCSLCFZE7sZ2qKcXNs+Ws6JzxzLpj3rdAJZiN71xfx97638qupCRuaP5LHpjzEyfyQAihxgv2ufbvywvGG66QxzBtnWbPpm9e1QIDPmastSJxVjzDy8pWzRTjJzjwyKfjMmnCMWi7lUKzn07GxOerHs+GJ/wvmxJbXR5Zdvjn+ZAdkDuLD+pITrHrDWJH8BXSB1fOLMrdmNUwFYXBURtaa+NjXpdpw+J3cvvpv7l91PamnX3DC+YLmupAZFwdQMKouKdLFiqhR5bxzpemeXpJjCAlllutYQYFnZB3hsbaQM1AS/OWfPwJfajsEGlzwwqdN98gdFTkO6BUk+PIKrtU+WEMh+DnQgkkULubqjyiBhG5KLbUgu9vFFpAyOzxUUCAQCgUAgiEbcUhP84IScKWFBLApTUDgLZZJ5gyKZuzE+xyiMPz5rKQ5FuzA0+QNM3K512CtpamWLLSICjN+hzc88+mho0l98K8Z0wIvfIOOXJYwit+yIEXKSSVGh/UNPHU4/l59nfxOVTRfsCGnDjAt9Sd7K3JU0Whq1Mc1aKLsh57u7WA6V/OuGU/O3+LJARYocR1fWnsEZDTPwyMndYACTW0cweeFIaratYnbZRD52vcs22172t2rH7Jl9z2Rj/UZ+1XIxu/Zv5U+l/8EvBbAatdcfKxhHYyq0k3fdMGTzkSlRihZJzKUdixyWHulIViNKux9fRRum0tS4xgbOFYkFLWtffXdF28AcHPO1jLPczRZeO+01Diz8RjdGNcGakp0MnX1Ul19Pwufun9g5eGrTMbyS+xFXf3o1zx33HP2y+iUcB1qOXE175LVZB3rg3fhxBT3SUVWo3aPPvZNUAyp+vj5mMgCTd+6iZPlyANToTqox76fFo3WKbDc10zZ1Kx9s+4xrTrqI2T1PCisRvcrLufHBUiRJ6pLoFcqJU72JO7gKBMlI9lVlyLTgb3YmXmY3HVT3VIFAIBAIBALhJBP84IRcHilyvGhhDLnLghdvSsBHzbJvcLfGh5+HCIVWd0RrW/Bs29ILu1cTIbrXt4SXFzW1kt2uZfdY+/SOK7l0Zo4NPz6QncaX/cv4sn8ZHw7rRXOKCI4+nIQyyUJZcz2slRhMMrZUvVtMQbvoNqoGAuidQ06jE4fZgTHqvkD69OTd9440xrzEzq0enhLddHYggyJfF5wPfhVfVTv+ZY38Y89vdYvO7X8ur8z6LwVrrUxoG8aUltEAuP3a8a26kovKuZcNOmICWZigrmLspPROMsiYyzQhrfaxNdQ8vArF7Q9/f7QtroxbxzY0F9vQXLJO76ObbyqIZHm1L63GtaUxbl1zTgqzr7mEbiW9DurlxO23Uab0gaNIm6p1uDSXR5oxXFtzNgALKxby/q73deud0y/SYXPeznksrV4anr7kywsZeFJO3HPNuGRgwjwwOaD/TqofPx4INqqUkotV9dY6NuUvYn6/Z7h3xl08eP4fObn3bM0NGSWoyQa5y66wkEiWpIJTIEhOkptRtsG5SUuCpSP9/SUQCAQCgeAnhxDJBD847s3aBWqBOTNuWchdpgYvwNRAgDVPP4TfkPzQlToJ2gdoDOphAVm7eMy7+WbMRUWM21FBQUsbAysjTjVjXh6jd1XHPEkKoT+fTSV5OC1mnMGOcIt764UOwXcj5CTzBUwospfV6btZtGhR3EW5GhLJMOCSIk6yNdlrqLVqF+aZcrCczCDpOuR930iShKVXBoYcKyX3TtI5yJIhpxjJPL13l5/DFrAwo3UC3SzlKI7I+3Fj9XlMdoxgQsswXJsaaFtWnXD97PP6Y0g/8oJv5mm9SZ1YTEoXuhyaokrq/DVOKucupuaR1XgPtMZlD1n6ZJJz3gByzhuA3ElYt2tDfYL96pNg5KGTcVwPSh84ivQZkcy1Ee39AWj2NPPS5pcAGJgzkLGFY7lq6FUdbu/O/b/WTZttRtLzbAybVsqo4yLP0WytRQroX3+L08K23mfRktFLV24ZS13qPr7u9So9+haSZk5jSF58ufzBEi7fPar0O29L8DMjQfQBQOqEoqRdUiWzOM0VCAQCgUBwcIhyS8H/DLIafzJrDApRoXJLNRAg4Gwn0FEHS6lzi4IUujAMjs296ko8W7aQ8+GH5Px/e/cdJ1dd74//ddq03Z2Z7T29d5JACB0ChCKdryC9WpArcBXFq9d2r4LKVS8KXpSmgvADEUEMCBIIBAKBkAAJqaRtsptsNtvLtHM+vz/OzClTNptkd7PJvp4+YmbO+cyZz5k9O8y8836/P1326m/baxdg85ZyjEr7bC7JAeRKhRCShO4PP0RiTxOCC8/c51yod/Xr1yZvyWgLf4qErOOVV17BMccc4xqXXIgPKmQkYGfHfBaygyffC3/dPJLv0L/1ldw0HTCS5cYqgN6rKlH4+YnwTSxEZF0LIAQKLxqPhp+8l3VsRawY1+w5D6e2H4PO57ag4GQ7IOERGr6z82ZgZzP2wp1BJXkVFJxYjfzjqyH7B+c1yj8me8+ubLy1BehM25Zo7Ebjb1ZZ98vvmI3Enh54x4X7fFyjww4iFpxcg+DCUf3WLyuDY+EDv2KuZvrMhmesbfedeh/K88wv/LfPvh2/+vBXWQ/TEtiFC/9jOkIFBWhv6kHpiCBkWQIg4dgLx2LFy2Y5aV14LWq63QuSNDdFkKg5Bc2TToWQlmQ9vr+rGuGqNjx05kMZ/ewORirzb1/ltUTpcpWGS6qMvJllwJrMfUqImd1ERES0f/hPbDRkGFkyGlLlls5MMqknCqOXK1f0JUhmlePZY2N17r5jzeEJ2DT2Ymxt0NAWcpdcSZIfvdULbbviSuy87TbEGxr2ORfKrXHrZrz158fMO5KChMcus21rs8tjBQwI2fwC5RMeTNTNbL5UBhkALL9yOcqXm9l+Rtc+IlKDQJIkux+fJ/tCA/ZgQCsLQJIklFwzBSXXToUS9KD8G3OhVeVlfBE8vuMonNpuBhF7PmlyBZFSlLAXWq1d+pc3vxLVPzwOwdNHDlqAbH95x4SsVS6zKTilBlp5HvzTSvYZCHX2Cousb7FuB88cwAAZzBV9U1Qlc45lAbtc8sbpN+Kpc5/CGSPPgE/x4fdn/h7njjnX2q+He5Bf6EPV+EJoyWw5IQQW/mUhOjzmOW0p+hhdmrtHX9S/B92BOrT3dGV9GytonYi8jjHQamOYVznP6l/XH4xO83dPyR/8RTPoMJer96cs5VzVWunnxUaIiIjoyDc0vwnRsFJ87RTs/cOnSCAzSCYnl3IXyTQbYehQemIwPHmucfmRGDp9yS9dffh+K1nlbRJq7v8NAKDyhz/AlosvAQB4J06EdNx1wBZzVMRXDGCP4wC5M8kkxwf5RNNeaJV9z5QhNzuLDEh/vXfs2IHzvzYLL9y3CoZsBwG8UFEuQtW5H80AAGy0SURBVJgsl+CvFX8FANw2+zb4HD3vDmXT/mzkfA+MrszeYDX3nAgR12F0J7JmRGglfpR/bTbiu7vQ+NuPICJmBt1NjRcjIsXgE7kDEfnHVaHgpBoIIRDb3gGtItB/JzRA5ICGyruOAWQJnUt3om3RFmtf4SXjkXd0RZ+PFTprFIxIAjFHk3u1xG8FLgeKEvKi6MrJaH5iLaQ4cOO0G/Hw6ocBAJOKJmUsRjC1ZCp+ccovrPvHVh6Ljxo/wo7OHWiONGNE0N1bb29kL+q76vGXGT/DVO0o1GMTJjZPgzdt9eCu4BZE4skm+kJyvCcC3ojZ4yk8sn8DDMIQMLrN93I5bx+BYaJ0vQTJnP95cPYnG6oBfyIiIhq6mElGh5yn2iy7UbNcjnJqmyShPpwPYRgQEDDSvsfKjjKMPmWSCTMgJ0FCe+1s7KnrgG/KFATmzQMAFF5xBdQpM6zxDeXHINQdtR8v584kUw072Gd0Z19xi/rGV2BnOkG4s2Gee+45lI4J4Or/no9x883+YhoU6wuSV1IhJIFnz38WN02/CSJiB6FKrpky8JPfD9lWQPRNNRuzS5qyz5IhrTwP1T84DgWn1lrbtuTt7PUxkmb+bkmSBO/IIGTv4fFlUlLNJvEFJ9klpCU3Td+vABlgrtxZdOkE17aSG6b1yxz3xTs62RsvYeBrM7+G22ffjnkV8/CD437Qp8cX+czrZW8kc5XfrngXACCqdeNDvA0A6NG6sh5HT27vVN37pWRAbULRhIzHHAyjO26uFiCZAU+i/aF32+/hkqPPYPpCEk5DobSeiIiIDi8MktEhl/qyNE6vQK3uXrFNtgJREj6tKgZ0A2pMR0xzf/CVnf/CvJ/lln/7xUo8/eP3occN1Pzm16h96CGEP///EIvafa1aCyfC778A1c2dULxzIUmenM/jjetIzcboyv7llPomEbUDkyIwKmP/Pffcg8/q1iF/mpmd4hf2F29VmNfIhELzi377G3Y5rXN1w6HAU2MHA8v+7SgUXTkJRZfsf+N47xi799TkztGufb4pxfCMDNobBjhjajCU3DQN4QvHwbcf/cec0kux9rXCZn+R/Rokn/klP7G7GzdOvxEPLXwIU4un9unxqSDZri5z0QVDGPjp8p/i7GfPxuee+1zG+HbNLk32dWc2OO/ytEONhgEAasy8FgUMLBixoO8n1QepUkvZrw54xh4deQovMhcuCZ07xv3fX1nK+WlWCbGsl4iIiPYP/4mNBp1WmYd4Q5f1hV5SzU+3KhQsjM/Cw+JlCNUMdsiOxv0xTYWhx9GVpYRMcWZv9WkWmT3JWhu7UVxdgPwTjgcAxHvc5W+tRVMwZ2sAe8eelHG0isISBIpLsHnTOnh0HStGVaDbq+HS9raMsdR377/wLABAVkciUlwNIHMlxueffx4zTjGz/gLCDnpoQoUiJfs06QKdb/aeWXUo+acWIzCrFFpVPjzV+VZ25f7K1qw+uHAURDSBwJxyqEU+7PyOmV2kt0Yzxh5ufOMKgb4v+Jkh9d4z2CRFglaeh9i2diSae/r8825/fTtEQmBWxSy8seMN/GHNH/DRno/w0paXen1ctxpBqHk6ZN2LE8+fjoh/D15Z/KK1f3v+dozdcSa8sUJ4e8rQ4WnBKxMfxq3a6Qd1nun0ZC/A3vrKEeUSmFEK34RCyD4V7Yu3W9slWXIFzZzhV7XIDyIiIqL9wUwyGnQl109FcOEoFF0xKccIRz+R1O3kB+B4NIEeOTNIFnaUQtZ39aFZvrB7kqU89V/L8ckbO6z7sYiOdD0+Z6ab/diy4jKMm2SWajXn+9EYykOnz4PW3ZlBHeqb9j2NaK5P/jwkDYqROyOguc1cpTFP2JlAY/JHY9HFiwAAib09AzfRfiDJEooun+QqITyg40gSSm60SwaVIh+Cp9YidNZoaKUBSIr9lq9VDK1sukPlUK1+p5WbPeB6PtqTdb8whGs1v673d6H9n9vQ8dp2nF91Lgq0AjR0NWQEyB5Z+AhumXWLdX984XjEtG54YoVQ9QCmLCjHLzf/1PWYuvw6BOJhBLpqoRhevDjlAezJdy9k0h+sTLI8ZvfQgUmVT7oSudN6kjkpg5QdSkREREcOBslo0ClBL4Kn1rpWN/NNMYNPe+IGhGonOCrJT76SZF6qiUg0a8+x2uZ2qLqZHdaV2HcfMOvLZ9qx3nxqA6Ldcax9px6bVjRmPK49OMpxz36s6vVA1jKzI2JdnfucC2UX67F/jrI2CpJh96CZNs/dO6q902y+7swkCyoFqMqvAgA0/WGNtb3w0v0vYzycOHs9OcsvUyq+eTSKLp8I/7SSwZzWkFXxraNR+qUZqPz2MYP6vHnzzWuzZ/Ve9KxusrYbMR1Nj63Bzv9Yip3fXormv2wAALQ8u9EaUyiFMb9qfsYxT6k9BUdXHI2vzPyKte3o8qPRUbQb7434O6ZeFcQzG57B7uhua79zBdiUNl8j7jrmroM/yTRGp9lXUGEmGfUnGTlXpJUDLJggIiKi/cMgGQ0JeUebfXK0tKCVLFLNxc2/jVgcvrhdBnnK2m04bsMO6H4ZxR3JoEofepIJI7PcMqW5vguL/7jOuj/95Grr9o6aUx0jHUEyjxeKJ/OLX7SN5ZYHynCU0CqeqRCSff+ehnswY4ZZYjlixAh0d5k/e7+jFFfoBiIbW7Dr3g+g741Y2/Pm7l+D98ON80thtjI+tciHwKyynF8qhxtJluAdHRr0jDJPpZ3JF9thBtONaAIdi7cjsq7Z2tf9gRnQUoL2tW1EEphYNDHjmN86+lvW7fGFZjD43DHnIugLYmX1v/Bvn12Pn73/M7R4W/BJ4Sf4NPwp3i17F8dUHIMetcN67H2n3YcrJ1/ZT2dqY7kl9RvnapaSlPO/+7ka+hMRERHlwiAZDQlqoVkSEUi7Iu1yy2SQLB5HTDUzimLzq/DqUTq2VsTwxsS4tcJljkXiXUSWcsuUzhZ3r6ZAzi/P9mO7Y34gSxloy8svofXZZ/swI0pn6Ga5a36oCJKkQMjm/Q2hDYgqUUyePBmA+bOM9ZgZKs4gmd4eQ9PDq5FoGtqllv3NmUkmeZReRtKhVrBgBABz1ceuFbtR//1l6HCUfKfoHTHo7fbqrtFNrZhS7F6htdBbaGVOAsDjZz+O5y94HjNKZ6A8kNasXwI2hDdgbeFaxJU4Tqo5CYsm/w578urwwpTfoDwvs7l/fzCSQTIlj0EyOkjpwa/0u14FwYWjBm06REREdORgHjoNCam+IZ607JZU4/5UJpmIxRFNBsnUYD7+eJp5++K3DStI1pfO/b0Fyda9a/c0i/gasXZnEwSKIWWMte+v3+LFhm3tGcdKyBKaHvwdwpdcYm3reOMNSIqK/BNP2PdEh7FUkCyVCWDI5hfsqGwGMTd1bAIAtHW1IRFNwAMP/PBACXshEobV/2i4kTwylLAXemc8a7klDR1KgRnU7Vq+C13Lc/cv7HrP3WexbdEWzL56Mn4w/wcYGRwJn+rD+MLxkCX7XxkCWgBjwmMAAJX5lUBmVaXlC5O+gHs/uBfPzrgXAFy90PqT3slMMuof6YtuSLKEEqMATXIHRgQqUfUf85ktS0RERAeEQTIaEmSPArlAg9ERR0FbDB3JZdvltJ5kIqFbmWRaMB/oMh8vJEA2kl/s9H1/wUsPkk09sQpr326AYQhsX2OWOgkIdITXoWMnEPROgTdq93DqCG6ArpXB15jsOSZpVrabU0KW4R092rqvt7djx5fNfkETV34I2c+Vt3IxjOTCCamMAcksmYwqZpDs56t+jtNwGna374Y/Yb6OfuGBWuKHHFDR83FTxjG948MDPu9DTZIklP3bUYBuQAkemqb01De+LKuRZtP+r+0Z25r/tBaX3HNJltGZKvMqXfevmnwVHl/7uHXfo7izYCcUTujTcfdXakVVpYDXJR0cyZP231sJuCB2NHQY8BV7GSAjIiKiA8ZySxoyUku150tl1jYldYkmA1DBzZ1WJpknaPdbMiRAsTLJ9p1KJtLGnHLlJEw41t2rypDtsksh2Std6nIEkcAuxIuLHIsIqMj26xRXFAhHAWi8vt663bXsXey885uou+Wr2PG129C9YsU+5z2ciFQmWfJ1TShmkCymmGVnCcnsTZcKkAHJIFmp38rQcSr8fxNQeNGR3bQ/RcnTGCA7DKglfgTPGJl1X36WlU49Iwpc942eRMaYbNKDZDdMuwGjQ2bw/vdn/h4AcPP0mwGYWWWaMjCZXolm83dYLeaKg3RwJC2tlFySIEGCCoVl5kRERHRQmElGQ4Za5ENsWzsKkIcGtAKAo8QxWXInvFYmmS8YBBoA2ZBhSHa5ZXtTG7rbWhEIhXM+l51JZge2dm92N9kvmSijucW8nSr1yyDJgNABSQWQ+cF8Y2URQh2tGJG8r7faz7Hn/t+gfutmJBQZshCI9XRhzO8fyjnn4cZIrlYqQYKAAV0zg5apcsuEnBkg8MPMJBMRPWNf3pyB6bNEdDAKTquF3hFDV7LMu/iaKehesRvBU2uht0ZcGZF5x1Sg4ORa7P3TpwDMHl+yf9//GS/0Fbrul/hL8MKFL7i23TLrFpxYcyKmFk892FPKyogkIJJBvVR5PdGBypZJZu9jkIyIiIgOHDPJaMhIfdkb67MzyVL9qFJ/67Jsld+Jd6pwwerbcNN798KLGWgJm43cI50R/PaLV6G7rTXnc0X0SOoJcPIV5ipxqb8BIFwewJh5Yet+wt9iP9jxYVzISvIwatZySwD4NGquGicSCWy/7jpr+/pdO/DeuGqsGF2J98dU4cPOlqyPH66sckvDgKHYWX0XzL4AtQW1iKcFLoPwmZkEIS8kzf2zKLxkeGSQ0eFHkiQUXjgOxVdNRvF1U+GfUoziq6dA9qsovmIyCk6rtcaKuAH/1GIoYTNLsK+ZZIawM2f/ePYfs674p8oqjio7KqP0sr90f7THui0ziEEHKf0acl7TGQE0IiIiov3ATxI0ZKQ+2HqEnRlh9xVxBMmSetZ7UNkxBjIUlIib0REa5zpeyy53s2unSNwMkgl9F6adVA0AqJ5QCI/P/OA94ZhyxON2ECaqtVhlk8KxMoCw5qMh17qaed09ELqOyNp1ru1dXrOkKXWEbpGZ/QQASx5/BC/84id20GiYSDXu72rXrUy+LrULp408DYsuXoRXLnvFNd4L8/WUPApEwl1OmwoqEA1V/mkl8E8qytgeOnOU2UtPkeCbaO6XA+Z7pN5tv0cJIWBEdRhRHXv/vBY7vrsURsz8HZpYaP8DwFFlRw3gWQCdyxvQ+ODH0JMrWQoh0LpoC1qf2zSgz0vDS/o/hDCTjIiIiPoLyy1pyEj1GNGcZYupIJm1wqEMOxiVHuN1X86it6BSjtXbrvjBsdj6SRMmHVeJv7y03LUv7mmBJ1YESI7HJjPJIKmAiOV8uo5/vQZPrbvHUEIx5x/2BtAc7YYQmb3UHrn9S2hp2AkA2LujDqUjRuU+pyNMKiioyz7AsbLlrLJZAIBif7F7fPK6kDwy9A77ZxE6dzS8fWyQTjQUlVw3FUZEh5KXDKwHzL8ja5vhqTH7lDU/sRbRtJLx7pWNyJ9XiVGhUXj8nMdR6i8d8Lm2/tUMhrX/cysKLx6P2JY2dL65Y8Cfl4aXjJ5kjkb9zFQkIiKig8FMMhoyUv8yHBIBVOmFqNWLoSpm4Msqt3SVNKb/S7L7g7HIEQhLV9dRh8buRgBAXtiLqSdWQ1Fk1LfVu8a1Fa02j+vIGIuWm4GvSbNLcOrVx2Y9vi7LaH70URhRs2Sw3edBh1dDIpmF5kuucGmkzTcei1oBMgCIR3r6dD5HilTjfkgSRDJIFvYGseOut7D3yXWQ08pbu4T5+kqaAhG3A44FJ9ZkLS8jOlxIimwFyABYC1N0vduAhv96Fw3/9W5GgAwA9OYI2hdvR/cnezCzdCaq8qsGdJ6JNrssumv5LgCA0d23klCi/ZHZk4zllkRERNQ/+EmChoxUkEyChHPis7EwPguSmrpEU5lkjg/CGT3A0oJkfVjlEhJwzl/PwYJnFiBhuL/MxWI5MsMk+7h6wMzi8Ob5EQjmw1PwBWuf6j8VANDtURHdvBkiGkO7z4OlE2vx1qQRiCX/JdyXb67SmR7Ts4JEqfn0DK8gmeFY3dKQzCDZyHazX13PR3usUrKUsMgzx3tk5M01m/R7RgUHa7pEg8Y7Npxzn1aZZ92ObGpF+yvb0PzEOsT3dA/4vOI7OzO2GVkW0SA6WOmZZBLLLYmIiKifMEhGQ0ZGjxEAspL6sJvekyzLpSspEI7AmTB6ySTLsmt7x3bX/Xgix4qWWR7syQtAViTIaiU8wevhCV4LxTMBABDRVOjt7Whfvw5LJ9pNuNv8Zp8sXzAMwC4XTNHTgmTdOw/vkiVhGPhk8SvYs21Ln8YbVpBTRlfQfExQtwMAiaYevF/yPlo8LajLq8PJ8SkAACVPg3dUCBXfPBqlN03v13MgGgoCs7KXTQbmlMM/1S5Dju/qsm63v7rtoJ6zL5m5Im6/Z2mVeehZ3YSWv2wAAHhGB5F/Ug1Kbph2UPMgAgDfZLM/n/W5wfkPaAySERER0UFgkIyGjizfwWQt2Wcs1ZNMcjfyd+ooa0PnpNkwVLMsqdeeZFme8oK/XYDXtr1m3deTX/jaNLuMqSt/C3TJnXFmKCr+uvEZ/OT9H5tzVgohK8WA5LPmHlMV1D32qPtxyYCfPxQy55L2JbRnwwbX/ejevVnP4cVf3oM/f+ffh3xj/7ef+hNeefA+vHDPD/s0Pra3GQAgHD/rLili3U409eBbF34Li6sXY0vhRhQIP6BIkJKrpKpFPkcmItGRQ1JlhM4dnbE9dNYoFJxSC7XELOGGbr+n9HUlzGy63t+F+u+9g8hnrb2OEwnH80V114qWsS3tCJ8zGr4JhQc8D6IU39gwSr88AxXfPNrc4PhIILPckoiIiA4CP0nQkJG+IiEAyGklFVE19SUsMyCU8JnlkYmg+S/MRpZG+PaT2TemNk/F2LaxAIDb37gd3fFutLW1wdhjPr7Z22w9rDu/Dq+N/6PrUJERsxCISPDsdj+fJCnwFZhfCDeXhqG3tmadii9gllsaAPSODmv71muvdY3rbmnJPA3DwPp3l6Jh0wbs3rghY/9Q8t7zzwAAWpubXNs/ef0VfPTqSxnjO3YmxzmyAxXHW1b3ykZMXhTGP+b/FZ+vvsTcn6ex/xgNC4GjyqyAMAB4RgYh52uQVBllX52VMV7E+lB+noUR09Hy7EaIuIGm338Coec+jnOfiOnuf8tQ+HtJ/cs7KmT153P1JOM/jhAREdFB4CcJGjKyBckUNbV6pPkBuM2X2SdMQCDia3RsMCNgvZZbJqNkhipjUtskzGqeBU03M9A2tW7Cgw8+CEmYzxlVoq5HJtLu68mEsZJYIRKKu+/PmNkLAQBNBX5HFpybL88sITQScWw4+hh0f/ghAGBtVYlr3LtvL3afgRBY8eLfrPvGTvdCA9Z8W1qw9bLL0fzHPyLe0IDI+kMfTFv0m/+BEAKxnm688n/34V8P3Y9od5drTKIzed8RJJOFfTuythnRzW1Qn96La0ddZe5PfWEiOsIp+R5UfWcequ8+AdX/fTzKvjLTChDL/syFq42eXOXjvYt86s5gje/qpbeZM5OsM46ej+2AuCQzSEYDx9WTLH3lSyIiIqL9wCAZDRnZynBkxbxEewt3xbxN6Aivy9jeW+P+VGWjcyGAQCIAAGjoakB3t/1FcHLFZNdjNUNDLi2lH7juF1WbPbE6fR4klOy/blbj/mTaxZ5f/xoiFsOucL5rnEdxf/Df/MF7WPLEI9Z9xefLevz2v/8dPR99hN0/uRubTj0NWy64AIk9e7KOHSxr33odnc170dPRbm17448Poau1Be17GhGPRJBILpwgS/ZPX8nylmV0xmF0mgEAJT/3z4boSCOpMiRJ6lPmzIGuMtmzttl1v/vD3Yisb0bbS1vQ+V4DGu5ZjvhuM6Adb+jKdojkZA/o6Yn6xhmEZdYiERERHYTMf24mOkS08jyUf30Odv/yQyCZBSZbmWS5/2U4oaWtqJaMgLXX74QQImv5nUiWYkZL7NUPVWH+OqzYvcI1tiCvAO2wgzlHNx3tOBAyvvz1+Ovh76lKzj8IX34+Ip2daAt4s87fl1whM5m4BhGNwciykmWopd11f9s/3SWK6Y3/LXLmaxfbsQNqafbm34NlxaLnMWn+idb91a+/ivoN69C8sw6FldWoDo5I7rFfYDl52zs2hOhndq84PRkkk/OZSUYEAMHTR6B71R4UXT4Rjb9ZdcA9yRLNEdf9zrfr0fXBboioXfK+9/G1KLv1KHS9vyvncfi7SQOKZfZERETUT5hJRkOKVhqAnGfHbpUcGRKK71gUVZllipKRHus1g0Wv//lRvPbwA9mfSBgwFBW63/7idkrDKRjVMQpPrnsSumR/AQz6g9mOAACQDS/UmHt/Z2iTdXv537egqNpssL2xoijrMTS/mQEmkh/yRTQKvb09Y1xq//oli/H8f30Xn6xZ5dqvxzJLUc0nUNEQykOXx/E66Ye+yX9n814076xzbUvdb2nYCUM3A1/OIGcqk8w/vQRyINmgv8wPozOZdcZMMiIAQPD0kaj4xlwohckMU11A6PteoTKd0ZGlxD3qfv9I7OlB6/ObMsY5FV81udf9RAeFMTIiIiLqJwyS0ZBjdNi9c1JBsvSvdrIcRuXYEAQMdBVsce2THKtEZmsID5j9vLrHTM3YPqdpDlRDhXA8Y3Fhce65pvUnyyYWCbvn57g96fiTISdX44xqKuoKC9C9Zg02nLkw4zhSgZlx9uIDv8Cm1auQSFvN0ohn7zm0rW4rVo6qwJJJZmaWAGB09VIWNQCa6rZlbEvEoti75bOcj4nHzPMRjjKa6QnzHAJHlSF84TgAgJynWZlkLLckcnOWYvbWdD8XEe9bQD2yIXNhkZTwBWPhqcrPuZ/oYHHBFiIiIuovDJLRkCalyi3TwmSSUojCijx05W87oH9BjntUCDV7QCUYC1oN4teE16CkoiTruJR9BcpiUfeXw6pgIY7//FUYM+cYLLjxK5A99jw+GVGGraUhV5P/4+aZJYliH18CjByZZPW7dpo3JAn/mjISSyaNQKRxcHuSLXnw1xnbPvvgPdRvzOwllxKPm+cjJRv3SxIQgBd58yoge1XIXvPaEBHdyiRTWNJF5CKpjveNLIuj7ItI9JJ95uj9lOoLmHVYUfZ+iUT9xvlplvEyIiIiOggMktGQZjXuT/vQK8lhtCXqEfPuzXyQ2HdJUSwQyLkvkAhATv5qqCNUHFt5LFryc2dJCElP3+C6W1w91nVfUVQce8nluOib34MvLx+y5g7W7SkI2AsKCCCQl+xZJgS6dufu+bNx9SrEejJXnot2dli3Y5qKbq+GPRtyB6f6S6KpCVuvvAo7vnYb9n66xto+rc4O0O3YlHulzfZO82ebCg56kwsmSMlrQvKZ5ZZGTHf0JGMmGZGLLFlBg14DXmkiG1uw989rrdLK0NmjMsbU/PgEaBWZ76Vlt81G3vxKhC8Yi9A5o7MuykLUr5hJRkRERP2EQTIa0uQcK0ImvDEsXvYSdC0zKNT7WpjJ48bdWVdXXHEFiovNssqiqN077NFzHoWmaLj2ymtzHktI7obY6T3SFE+5+76atl9zZz8ZkoQezRyjAJCTtwUEWte7g1vehI78HvNcPvnwPbz6+/sz5tfZ3pa5bfm7EIkDa+TdV03/9yB6VqxAxyuvQIrbz1XW3rdSz+aORgCALszxqcAlkuVjzkyyxG7zOmBzcCI35+qXIksmmRHT0flOvauxv4gbaHp4NXo+brK2BWaXo/onJyD0uTHJA5t/aRV5ruNVfX8+PJV5KLxgHPLnV6HgpBqWwtHAc15ivN6IiIjoIDBIRkOOHLQDHamsofTyibiW2djeso8Y2cp/vghDdwfXJkyYgFGjRgEAxrePt7ZrySyv2ZWzcx8wfW6Sjq2Fq/DKhEcAANHuBMoLwtb+5kgQrz++DiKZ8SZ73IGdlnw/3plQAwBQDQOykgySCYGu+p2usVFVgeK1H7/u7SUZ02uPZ5aD9uysx8YTT7KOOxASjY3W7ahmBrQm1Teh5pZbUNnqXpG0Iu2+kyGSTfmTGXqyJ5lJ5jGPaXQ5etgxk4wok5I7SFb/vXfQ+sJnaP273R8wVpf5/iopEiRZQsEJ1Si5firKbzffEwNz7H8EKL5mCmQ/F82mwcdALBEREfUXBsloyAmeWmvdtsot08YIubdm0r0HfZb/7RmILE1LDCPzC6SiKBnbAOALkeOhCvevz5hZZoaFKhvI87ZjWscoGFICLQ1d0ByBsM6YD58urUdPRxy7t7ajcUck51yVhA5JtYNk3VnKLRXJPY+//+qnaKrbBmEYiPf0IJos3Rw7c441Jq7K0Fta0PaPf2DDsfPR9e67OedwoIxkmacBM5gHADMuuQzeceMgp73Wai8NxSXJfKyc/JlJyQwy2Zf5s1EKmElGlC71u5LY04Oedc0QRuZ7ZPeHjYjvMrM29Wz9xRwLAPgmFkErNzPIfOMLUX7HbJTfMRv+KbkXOSEaLAyXERER0cFgkIyGnFSGEADIyeBKTErAUOwMhfQSx/1RUFyS9VN0XV2d674nLcOr3ZG95oEGyXkQCQiXhF3jNaHCUCJIxA0omrNxtXkey57bhL/c8wFeeXxrzrkqhmGtfmkIoPntt137K1s64E0r39yw7C384RtfxcO33Yz2uu3mRiFwzr99A0VVZoZaTzJDrv7r34DR1oa6W76acw4HSu8ws8PiqmKWvwiBmq/dBu/48VDSvqQrvWSz6f5R5pjk25Wc7EWWCpaleEYG+2vqREcUJeQFAOz906fY+9gadK9szDqu+5MmGN1xJJozA/dSjtJ3ANDK86ygGdEhxygZERERHQQGyWjIkTz2ZSk5Vk+LVI22bhuyO0iWF3B+Qev9E7Lq8WYdc/bZZ7vuX3fdda77b414CzsDO7Errx4a3AEab743I6gGAEJJzrOw0jE987F161qSd3P/GnorKq2eZEYsiu5dDQDM8sRZ23bhxJPOQIU/P+tj2xp3Y+2biwEAmiHgKSjAhPknAAB2h/LgzN0S3dl6ux0co6MD7T4PNpUnm3ZLEiRZhnf0aHiLilxjc70CUuBo9JRGk2PMUf4Z5mqj6a9btswyIgKUsNd1v+fT5KIYQrh++fSWCOp/9C7aX96a8XjnezERERER0ZGKQTIacmRnJplsX6J6fsi6nb6ipKrZ2VTehDtYkoi5m/QL4S7tu/DCCwEAY8faq1CedNJJqKqqQmRTCzqW1EEIgRcvfhFXX3E17rv6FwDgyiQLhPOgKZn9sPQys+Swrc2ek5TMJOtqMYM/9YEtGY9L6RI66uvNLCshSdhSYr4GBZVVOO7Bh1HzrW9hUlkNZm3bnf3xn20CAKRmVjHW7LfWmufDv6aNco1NNDWhP+mdnVg6sRbbSkIZ+1p87tcqMHZc1mMk8hzXAiTkzauA7M3e8yhbCRkRAWqhN2Ob3hmDiBtwRstjO929Ab3jwvCMDCJ8wVgQEREREQ0H7LBLQ46z3DI9W0hIMmSlEiItk8zZO8xraOhx7ItFeqA6sryEIazVr3xCw6xZs6x9d9xxB9auXYu5c+cCAJoeWg0A0KryUT6+HOV55dYXSWdeRV4oAFXN/HWK1u6Br64WkU5HAEdyB/G6PZ0oQnY97W34ZJUZTDNkFTHNfD0aNAn+mTMBACW3fAVl7y7L+vhoS7M5/2TfsjGzj7H2JZKvmQEzWt694kMEF56ZYyb7RwiB7XoEQGaADAA69bSfn5aj4b5QAJhje6QYRKKXsswsJWJEZJdbpkTW7EXDmr3wTXX3EEutEpvim1SEghOqB3x+RERERERDBTPJaMiRcmSSAYCheaBo4zMa9zsDVLrsDqTEI+7giWs1x7QKolAohGOPPRaqqkJvtzPQnLeRzFhyZpJ5PB5oamag593WtwAJSMSdATR3MK24OJzxODfzeXocZagjJk2zn7u2FuN/9ztIWfp6dSfP3ZPs55a+AlhdYQFemT4ajQUBJPb2XyZZ+4svorEgkLF9y8dNaNvTkzEPJctrZ07YvhZCRgAi7v65B+baK+sZPQfep47oSCbnZ1/QIrLGLLt0lrg75R9bmXU7EREREdGRikEyGnKcvaVk2R1MkdRSKJ4pgOQumdQcmUiBhLuBdDzS47ovhGFlkvXWvyxWb5ceGRE7ACOyrMTo0TyQ5MxjyZKERLALkmTPSZLcWR1yfu7sqNFzrgCQ2WvrqNPPct3XysvhjWcGiTqi5rkHPPZzfu72u6zbn4wogyHLWDG6AqKn/zKxGu/9HySy9Fpb9MDH+PsDK+HV3IHCzd1VWY9jaPZrelRiNCTVfczCS8aj8JLxgCKZfxNRhn31E8vVdD/9943osMD2eURERHQQ+AmYhhylyAf/tGIEjiqzVrdM0fIXQpJ9MNL6ih111FHWbRVenL56C/IiZvZX2x73Sm5GNGrdTs9ocnKW78XqOqzbQs/MJPN6vNDhznICgFA0hJ5wC2TPBMjaOEhyEWRttGuMmg8o3jkZj/3S//0Rmn8KIGVmgXjyC1z35YICaFmCd/FkWWNhUYm1rXx0Zn8hIUkw0oKJByOxe7cVJDv6/EswYf6J8JXeDABoa4gg0PCZa3xXInPxASEriIS6AABj9HJUiHDGl3ZJkpB3dAWqf3Qc/FNLMo5BRIBa4rdul35xOnyT3QXe+SdUA2zMT0cIBneJiIjoYLAnGQ05kiSh+KopAICmFXWufSLVZTotk8zn8yHfW4TOaDOEpMCjGyjqiqDL58HSp/6INUv+BWEIjJo5G/H6Bog8MygjevliaMTsoFfPqj3A5ZPMO1mCZB6PB9UFmb17RneORk9eAwqkGnjyzwcA7MrfgopOO1Cm5ctQ/cchrrZD7toIALjuF79FIFSI+g0fZ2SeAYAn5O71JUkSdEcmW14khi6fB3EIABJUv/0lOVhaBs3rQzzqzhzramtFadrzRDZsQHTtWgTPP7/XgGI6JRxGXDYDnCNnHIWR02fh/i8vtvbvHflfQNtv7flnyZYzHCWYAZF8DXL8vHpbIZRouNPKAii5cRqUsBdaaQBCF4isbbb2B2aWovnJddZ9yaug5Lqph2KqRAesYMEIxOo64JtUvO/BRERERDkwSEZDWkYJo5Rc6RHuEkVN0yAnAyXtwRGIekIobe9GXXEQTdu3omn7VgDA5g+XI787AqSCZGpmcCZFxNyZYbG6DnhqC6xyS+fM/J8ZULXsPbFEWoZWj9bhuu/zaTAkDQifiDOuPAvxSA+Kq2vx0oOfIBE3smaSqT5/xjbD0b/No+voApBIBrY0r8/aJysKqidPxdZVK1yP393chFFpx9x+zbXQW1vRtexdVN1zd9bzSyeEgN7VhYRiBvJ8eZlZYpDU3u8DjpJYYHqiNrmJ2S5EB8I3vrDPY8v/7ShX9hnR4SB0xshDPQUiIiI6AjD9goY0SU5f3dKAISUglHjG2FST/5gniLeP+wnCEQWztu3GKVdch1OuMUv9DF2H4fPCCnH1koEkYu5stcb7V5k3smWSbYij+fmNWY/Tntfquq87VubcWrgaAa/Z4D7QHUZT/QhMO+1zAIDNK/eYz5MWQNJ8fngC9hfY1/+0Fi/ctwq647VS8tw9hlSfz3V/zjkXZMwzErFXthNCoP5b34Leas697W9/Q2zbtqznl87o6gbicUQ85rw9gcwG/hl91kTmzzMVJJOhIQ/m/L1jw32aAxHl5hkRhFJk/k6V3DAtY79S7MvYRkREREQ0HDBIRkNaeuN+QKA7ry5jXCAQsDLJkMwyi/qKUdXaiZknLcBRZ33OGqsLYWUkeYzegmSZPcYAxyqKjmQ2tZdfpe5EN8pHBe3nl+N4c/TTqC/YhDfGPomw3y6dXPt2A9597jMII3cz/xv/93eQk6WMwhD49O0G1H3aDEOy5yBL7vk0tBWifmMrhBAwdAMjZxwFfzAESZZRUWQWWcaj9gqeiYYGtD3/gusY9d/8Vs45OemtLWgJ2CWi3kAe9LR+aVLa/CC7e6wlR5n/L+xrwDelKMs4ItofsldB5TePRs09J8I3ITPDjBmbRERERDRcMUhGQ1r6lzUhCRiKXb54/vnn4+STT0ZNTQ00PTlWSo01L28Ri0NWFCswowMo9FYAAEo7M/t9pRg5gmQtz25MPo09N0XIKBJZygoByEJGXLUXC0jICXxa8TZemPZrRLROhH3u/mJ76tsRz/HcAOAvMANuQgisXdZgbQ84Ms60tCDU9j2FeO5/PsQ/7v8Yj//nu0jEDdzwywdx/S//D+Gw+SW5e8N6NP/pcXOOTU0AgMaCAD6tKoYuAT0ffZRzTilGJIIdX70VH9eWWdu8gQBWL9nZ6+NktQqK11x8QfHONDemXt5kvFDO1/jlnWiAFH1hIgAgfNG4QzwTIiIiIqJDh0EyGtJkOf0SNeBILMLouiCmri1EfGcnCtrMaEqBYmYtiWSURcTMAJWimY3gdQh4FbMcUeplrfhUuaUSNHuCyfkaRNzOiHI+UoUCCRIWxKZb2xYsWGA+XijY3L3J2q5L7tJCv8fd+6e+rQHxaO4gmayYWWQ71rbg9T/ZzbZPvvZrKDQkLDzzfHg0zfUYSTbPd9vqvehojqBpewd8+fkorKiC5jWfX5cl7P7xjwEAXe+8AwHggzGV2FoaxuIpo3LOx6n12WcRXb8eXT67j5qialj23GcZY61gmHlW0AKnwlf471D9J0OSiyGpI8xxnmRGGVffIxowgZllqPrBfOTPqzzUUyEiIiIiOmQYJKMhLVvjfkmYl22xUYCuZQ2Ibe/Anoc+gZLcrsrJ5v5WJplZRqhaQTLAQKr5fvbAixFNIL6rCwDgTTa8Njrj2PPwJ1nHp8otRxtlmCxqMHPmTFRWml82fboPbUYLACDi2w1FMgNgvoQP58TOweoVq9AR3IiE2mnOt1XDW/+f3d/sX+P/kPF8ibiO+k2trm0ls47BDc/8HdNu/CJ86Y39pby0+/Z5a8l+ZameZkYkgt2/+l8snVBjjYmrCvbm+SAMd9lkBt08N0/cDvJ1xDoQ89n9zp446ocAAFmb4JiO7LitwhO8BmrgWABAMD85d5VvV0QDSfZxLR8iIiIiGt74iZiGtIzG/RAwZDPoNS254iEAiIgOJRlESQXAUoEgEXVnkgGAIewgmdANQJZcpXxND6+G3hwBAMh59uNiW9ut2xFHRpjqaER/km86Ki+ah/Z2c2x+PB+NohW60oOO8HqUCQ0QwPHG8fDv9GM7tgABwJCjCLVOgxr34rMPGwEAXVobdCkByEHAMI/35pPrsfadBnPlS4eOSCeKYZZ8BvNDQFuT/TqmlV9GI465++xMMgBYP+so9HhUdPjdpagrRlXg2JYWqMXFyKZj8WLs/om5AqaRfClfPmUv/vnCJTgt+iUUJJvvnz7ydOitLZA22eWpkeod8O20g3Lmz8IMdiqS+doyk4yIiIiIiIgGElMzaEhL70GlajK0AjM4lAd3EEdBqudYqtzSvN+z3VyV0RUkS2WSCWDX/6zAnt9+BCHsZvmx7R32cfPcpYvWGMlepTKVxQYAarEZdPL7zb8lSEjIMRiSnV31wpkv4PTK0wEAvmQml5AySyzjShSGZEDznwDFV4Irfvw/+GTJzowAGQDs6thl3Q5X9F4y9dmuLdZtT565+mTCEZDs8prlknlhu6l3QlWgt9tBQsAsr9x0xpmIbNiAHbd8FQDQ4dWQUM3AVpvSjYbOBvgS5nM05m3HTcddC0WTISuFUAMLoeVdCHgz34pSPw29xQxySr2sREpERERERER0sPitk4a09NUtj7t0LHTJDJoERPYg2S5/HdrCa7Bq5i3YVTYHe372c2y98ioYe/ZYY61sM0jQmyOIbe+wgjEZc8jPHiRzUqEguHAkAHPFyfZ/bUPHc5utAJhfMuBcDvPJx55ENJnhVhBKNuKXMle0jCtRCMmA4pmE4JhrUTIid1NtKWYnhhaOG9/rfHta7YCc5jcDWLvC+VhTXQLA7EUGALFIxPU4o6PDdb/hO99FZEcd6u/8JgCg1e/FW5NGWPtjqoBH90EzzJ/VxpNeRXV+NfbEzEw51TsVimcMZE+Wt6Lk6yGnflTMJCMiIiIiIqIBxCAZDWnp5ZaGYVjBJZ9wB6+c2Vwx314ktE58OuUG6PUN6FmxAlKPHfBJBcmcR9/7p08Rq+9MHswOyEhZAjgFJ9e47quQrX4+8fpOtP9rO7o/bMTcqeaKjX6hQEh29lcsFkNXV7LnmS8V7MsMkqmGBpGcq67r6GiKZIxJ+eCRRnz6dj0AoHDylIz974x8Dp9UvAkAaPykB3oyG81TVGSN2VYSwpsT7TLWeKQHNZOnWfejdXXWbb2jA5vKwnh12hjsqtsKA0BdcdD1nLoi4E1mkQHAE+c/DkVWIGnuc1W0bG9F5phU3zijK55lDBEREREREVH/GNAgWXNzM6688koEg0GEw2HceOON6Ozs7NNjhRA4++yzIUkS/va3vw3kNGkok4CpCTsglUjYJY5y2uWrZFzOZpAlcPf3UPXzn0N2lFPapZV2MCze0IXG+1ZC6MLV/ypbuaXkd7fzkyUZSoFZophaFRMApoyaCADwCBlIK6fcsWMHAMDv9yUPmiVIpnRjSsdo6HIELZFWdLW5s906PC1oCuy07qdWu/SNHIlZ23YDAPKUYwAALf7dqAuvBQD07BL43W1LzLFl5a5jdjpWppx73sX4f9/7sXV/79K3rNuxzz7DhspiGLKED0ZXYuWo8owgmWzIOG7rRdb9VPnsJM901zhFU5AulVknJ5czTZWxEhEREREREQ2EAQ2SXXnllVizZg1effVVvPjii3jzzTfxxS9+sU+P/dWvfpXRj4qGIUnC/MREjNXNQI6u24EmOW1lShWZTf4BAAuOQ/DssyAbjiBU8tpKPwYAxHd3QejJANvccnhGhTLGyD4V54q5mJ4Ygesip0At8kHyZgZ6Cn1BaJoGBQpW1i5y7YslV930+VPBH3eQTMBAJH8H8vUAmsuWIxLvzgiSFcQKXb3OrPkFAqhq7cRZH22GUTAPANDmb8T28KfWGCP5eshK7vU7TrriOsiyAo9mBs6aFy1CrK4ORnc3Gp54whoXVxXsDuW7HrvyBB2f+/SrGN0yI+O4HdsTrvtqr5lk5r6CU2uzjCEiIiIiIiLqHwMWJFu7di1efvllPPTQQ5g3bx5OOOEE/PrXv8ZTTz2F+vr6Xh+7atUq/M///A8eeeSRgZoeHS6k1F/mjXjMLrlLD3ApSAtSJXdH9SgkNT2ElpveHAGSQbLQWaMgyRI8IwpcY2S/giqpGPMS46FCgVoWAOQsQd2YQEVFBQBgTNeIzP0A8gJ5ABxBPWv+7vuSZGDr6iakiyvZSzAnrlqJsh/fAyGZmXCXz74UY8NjXWM+XVqPRQ+szfr40bPmWuWu3uQKmHFFRuuzz6Lxl7/Crtdezfo4ADju81ei3VeAqo7sPdTSe82pWTLJpOTrIUNC4Kgy+MaGcz4fERERERER0cEasCDZsmXLEA6HMXfuXGvb6aefDlmW8d577+V8XHd3N6644grcf//9VnChN9FoFO3t7a4/dORIZROmgmRL315q70sPkons5Zbd8W4AaUG13jLJmnrsYckVFYuvneqel0+F5Hg6tdjvKtFMMWL6Pq/jQCDZsystKNbk3+m6n5cI4rMP9ri2bS1cjVhakOyZez7Axg92Y29jHN5TzgAAJKQ45lbPwfXTrsc/J9jB59cfXwchsi9McPI1N1q3g1XVAIAOnwetTz+D3c88jXWVxTnPKa+4GCO2z8q5X05bqVLLEiTzyI6eZNkCkERERERERET9aMCCZLt27UJZWZlrm6qqKCoqwq5du3I+7o477sBxxx2HCy64oE/Pc/fddyMUCll/amtZknVESWWSpSdZJf/nlKsn2WvbX8OqxlU54izJIJyj3K/95a323uT29L5ksk+FK+bmVayAmmsGUR0lJSXZntiSlxdIztY+ydfH/hkvTv2Ne6aO16DZ34AlY57C62OfgKG4Sxcbt7bjlYfW4OmfvI+GzS0AgKjajfGF43HW6LOwN2+H+7hyPpDMwpt/6Res7YFQ2LpdO9XsIdaa54Pe3Iw1ZSG05OfuEfZK85vwJfJc2+ZdMMa6fdznR1u3dTkKybGogTUvRyZZ/nFVOZ+LiIiIiIiIqD/sd5DsrrvugiRJvf5Zt27dAU3mhRdewOLFi/GrX/2qz4/59re/jba2NutPnWP1PToCpGWSpWSUJiIzSJYa8diax3D1S1cjYThWR7SOa6r6/vysgRhJzf4rIvtV6xhAMpiWJQonYnpGsDhdfl6yl1cyCvbi5Aewvuw9ZCS5OQJJb455GmvLl6G8qASt47dkZJOlbFlrNu+PqREU+YrgVbzo8LYgJtvjJdkPT/BqXPXT32Pi/BOt7R6fHQQLJpv77ygKotujoiUvd4Ds+M9fhWd7XoNXNxckOOOGKbjmJ8dhzlkjrTFVY8wsNAEDzWXv4bNPV1qreIrk/1Kvh6Ip8FTng4iIiIiIiGgg5e7YncPXv/51XHfddb2OGTNmDCoqKtDY2Ojankgk0NzcnLP8bPHixfjss88QDodd2y+55BKceOKJeOONNzIe4/V64fV69+cU6HCS1pOsNxmZZMkgS01+anXMriyHTwbLVBnRLW19nlZ6JpmsyVnLLdsWbUHFjdN6PVbAnyy3TIb1doTWJ6efFhh0BMm6POZcg54goiWteGzuf+CL7/0i49idPWapqaHFISfrQ+885hv4ZN1nGNlql5DKShHam2SMnzsCZ3zxVqiaB4pqvz0UFNqllXVFQXh0HZEsbx8FiopjL7kcnX/4MTwJM5Dmy9NQUGQGzHbu3ImXX34ZI2pHApBhKPZCBAmtA2o8iLaijwBICMXMDLy+/OyJiIiIiIiIDtZ+B8lKS0tRWlq6z3Hz589Ha2srVqxYgTlz5gAwg2CGYWDevHlZH3PXXXfhpptucm2bPn06fvnLX+K8887b36nSkSAt46s3mT3JTP+4aBESIo4/P7LAeeDk/9tH9k8rQbzBDqSV3OAObqmlfiT2mP3KJJ+Slkmm5Jxk+8tboRQp0JvNVSjVAhWJDrNE0u/3Q1PNUs6EHMNr4/5kHUdOOx/hWMVSl82sOFmSke/JhyHr6FE74E+4Fxio27sTHpRAeO2SzJNrTsbjVbe7gmQAEOk0jzljwVkZ51A7bSZkRYGh66grCsIXj2eMAQBVNss2w94wPLoZJPP47beZjz/+GHV1dairq0ORcgx0R5Cstfgj+DtrEfeYfQWNeMg6RyIiIiIiIqKBNmDfPidPnoyzzjoLN998M5YvX463334bt956Ky6//HJUVZllbTt37sSkSZOwfPlyAEBFRQWmTZvm+gMAI0aMwOjRo3M+Fx25pD5mknlGBZG5fqWZmZWI6dBkDcLR1EtkCb4VnFRj3fZNKYZvQqHraOV3zIF/ajHyj6uC7FGcMTJIHhlCzywBBQDZq0BxNKb3l/nh95sBpFNOOQWKYu6LK1FsLP3APmZ6iakjk0yXzKDXhpYNyNPM3l8RLTNTzugyj23k28GomoIaxMtb0eFphi4lsDO4wXz+qJ7x+BRFVbHghq8AAGKagvaAL+s4VdVgCAPtsXZ4EuYYZ5AsFotZtyP+BhhpZaI9+Y5y6eT5yhIzyYiIiIiIiGjg7Xcm2f544okncOutt2LBggWQZRmXXHIJ7rvvPmt/PB7H+vXr0d3dPZDToMNZKqsqLWDkTVuRUdLkjHLL9sJPEWqeDj1hwONTs3QxcweiJE1GyfVT0fHmDoQvGJs5VpZQfPWUzMnBLNeUA9l/nSSPAi2hIQYzQKSqKq6/+Xrs3r0bkyZNQnNzMwBAk9zndErZKYCjx74zSBZPZmCdWHMiCr1mME8xMlepFBHzNfHl23OTJRmnjzodz3T+FN5EALPqF6C6fQIa25sAjMw4hnUskT0I6KSpGjpiHfBF8+HTzeCd1/G6xB0ZaIacAJC9lxpgZtYBgMRMMiIiIiIiIhoEAxokKyoqwp///Oec+0eNGrXPL959+WJORzA5e+P+/xedDwAInjkS8V1d0KryoWyqz3h4W9En0OOfAwAIZ2P9ZHaS4tdQccvR1mbfxCL4Jhb1bW6uTDIFajh7dpWI6SgOFqMr2RMt5A+hqKgIRUXm88iyGQTyynZvvd+d8Tv883f/dB0nobUDqMaLk3+Lfz/mDmxv346rp1yNXZt2QXgEFCPz11mKm9vy/e6VJm+afhOeXPckYmoEUM3g2+72xozHG7qBeFSHN6ChYuz43l4NAIDm8aAl0oKTP7vc2pbKJKuvr8fq1aut7UrAQKInmnGMlF0FmxGI5zOTjIiIiIiIiAYFUzRoSJOSgS1fWuaYDxoCc8oRPG0Eiq+YDEmRcvYk0xNmGaF7t3lcLeyDWpg9uLVPsjuTDAAqvuUIuE0xm93rHTFUhiqt7SNDZrZWdFs7Gn7+Pvb8ZhUAMyC16OJFeP7C53Fs5bEZTxf17wEA7Aytx2kjTsN/zv9PjAyOxMt/fxnGegMS7L5ju/O3mueX8AAAVI/iOlZZoAyXTbwM5489H1Vhc26xaALpXvvDWjz27Xewd2cnyseMw8Iv39brSyJg4Ly/nYfa1knWNlUzX5s//elPrrEFpSoMOXeQLBA3V7TsQSznGCIiIiIiIqL+wiAZDW2KeYkWCH/GLt+EsHVbDmhQoGSMAQA9bmYjujLJUg4mSSmtJxkAqIU+FF8zBUVXTrJKNhN7e6BpdpAvtmovAKDnkyboeyNAlxnEMwwDtQW1GBMa4+rdlaIkV4sUkoBXMbPOEgk7sCU7fp2NZJP/VAmm5sl8bb577Hfx4xN+bAXQEjHDtX/LR3uwYfluJKI6nvqv5YhHdUw79QyMmDYz50vSGe9IzsV+PimZCdbT0+Mau2vPTiS0jpzHSukycpdkEhEREREREfUXBsloSJMUM8CSLUimFNjliYFZpRk9yVL0hBn8EYpjfzJwczArJ0qSu59Zin9KMQLTS6EEkoExA/AodpBMNMWgd8Uhko3yteJk8AvCKi+OROzAkD9g7pd1O+MtFSSLRu1MLEO2g1ypxQBS0jPJ3PvM89CjdmlzpCuOlx5c7Rq34uWtAIDpCxbmPFaqdDSimKWlZ95krqDpDOY5Cdl8DaReSipZbUlERERERESDgUEyGtrkXoJkQY91W1Jk5E0uyXqIll1mwMaZSZYKB/UWnNkXo9tuQp8qt3SSNBmSzwxOybvszDAVMno+3gMjWd6oOoJ9hmG4/lZVFQsXpoJSAlsKPwYA+FXz9XAG01aNfBUA8EHNy9A87v5k3rzc7QdTATRpSxCvP7EOANDZEoUw3P0AV7y0DQBQUjPCtd3Z76xVjQMC8Ojm/KrGhwHAWsE2lxkzZuTcN69gaq+PJSIiIiIiIuoPDJLRkJbKJPM61piYnjCDNJLfHfhR1OzZUkue3IA/fPttRLzHW9v05JXvUTNXhOwro9vOjpJyZGrlH1sFABixN4TiUBFUIaPaKELr85/BiJhZVKrfnsPixYshhJ1RJssyFNk8druvCa+P+zP+99T/hUfxIJFI4IEHHrAe21S4DY/N/Q4+qHkJhscO4AGAL5g7k8zjtV/HT98yFz/obDGDb3v9mYsh+IMh6/Zl378HU0aOs+5/HNiLY7efb5V+ppr2v/fee65jVFdXu+6nZ76lTExUoTZQnnPuRERERERERP1lQFe3JDpojtUtJSFBSAIj9VJzm+LOAku/nxLrSSDWk4CQzIwt3eNDh8/M1MrXAv0yTWe5pVNgdhk63qiDsjuOG6+6Eg2PfgQvzKBYYk83AEAN2Blxb7/9NkaNGoXCwkLzuAKIb24HAHR6W5BQotj40kbsCe/BuHHjrIwzACjQClAvm0Et4XGXN5YUh3PO3ePV4GyfrycM/ON+M2PNo2cuauAPBhEIhSGEQNXEydiWb2eSBaOlGNexAACQX+jN2gsNAPLz8133VTX7W1FQ+F0LJBARERERERENFGaS0ZDmDHx9IXo8Pj/zHFSIcMY+AECWkkcAuORbc3DxN2Yj1Wk/VmpnMeV7BjZIppb4IWkyRNyA3thjBcgAQG8xQ1OKI0gGAHv27LGDXzGB7vd2meOEjIJYARoaGrB27Vps3brV9bh/m/lvKPIV4b+O/y/IAXcT/oqi0pxzd2aSAcD/3fqGdVsRKl6e+HvrfqwnAVlWcPNvHsHNv3kYb65/F2+0NNrjYb+enS126M3ZOw3IDIrlCpKpUKwVTomIiIiIiIgGEoNkNLQ5AiQBeFGd7yi9k92Xr6TJWBiblXGIitEhlI+xSwQTeQXW7aA3P2P8gZCU7L9KkixBqzQzrdr+sSXrGDXPXfJpGIZVbinBzKIDAI/hgcewA2qffPKJ63GjgqPwxuffwIXjLoQSdgfJijxF0HU96/N7fZ6s2wFg5dznsbVoNeKy2VOts8NcoVL1eKB5fVj1m3YU7J5mjS+Nn2g/OPmjE0K4eqcBwObNm91P1JF9bhoUZpIRERERERHRoGCQjIa09Mb6IuEI/qRdvZIqo9YoxvE1szOOI8sSpGS7fiViljlOSlTD58ksJ+yr4uunIjC3HFU/mN/rOK2q90BceiYZYDful81CU3OckDE5ODnncZYteRvd3ea5+YvtMkdd6cFvf/Vb/OMf/8j6OJ83d5CsJ9wKAIgpZnCssXWvtS8Sj0AzvJDV0VB88yAHTkK+sPuTXfR18+eQnkV2Ss3RkN0xPEQ/3JP1+TWh4iAWICUiIiIiIiLqM379pCGv4htzrWysziU7zI2ylBFAS60w2b212bXdDtK4V2usMgqtbKcD4Z9YhKJLJ0D29d7aTy3NXJnTSQ6orgw4XdcdmWR2kCyoBXHhiAtdj/V6vSgyzCDcus0b8Je//AUAUFlZbI3pCdQjkUjgww8/xPLly/Gvf/3LOj5g9g5LSDEIuCNXy0b+DZtaN+GbR38TMdUMkrW2dVj7P9603pyjJEHzHw+Pd66177iLx6FqXBiAO0h2YfRojNsUhIi4n0vJ8VbETDIiIiIiIiIaLAyS0ZCnlvgzs7EMkTEuFSSLwd20PhaLJW+lHiPZ/z8IARitvPe+Z3JARa1RjLBkBgKj0aiVSSYJyYrjhT1heA2v67E+jxeyI9K3ZYtZ0llbWmVtMyT79Vi0aBGWLl2Kxka7j1hBQQBPz7oHf5j7n/ig5iVr+8aSFfjFKb/A1VOuRrTAXDygYX27tb+jrTvnOeUV2tlpTU1N1u0SEQQAzEiuUJqSK0jmExp7khEREREREdGgYJCMDgt9CZSkmufraRljqSCZlXhmHUqCNAjxF+/YcK/7pWTj/LFyJQAgEom4yi1TQTBDN7B48WLXY9s62uET7p5mDz74INQWFU/O+hHWl76H+vC6jOdMJOzAmU/1od23FxGtE7vzt1nbY0oEZ4w8wxxf1gkAqF8ahZ4wsHN9C9Y91pPznMpGBK3bf/3rXzP2j9UrXPdzBck80JhJRkRERERERIOi9zoxoqGiD+HcVCbZTH0ktil70COZwTE7k8wMPAkrk0zCYETJJEmCZ1QQsa3tGfvUUr+1Sqc3Geyqq6uzGttLkCAJO0iWTb5wl3M2NDSg4S8NOB2n4O+j/4JLWy5FNObuC+YsgfSpdl+2naENaPY3IKZEMK/maGt7dWUpsNq8vXrJTny0uC7n+V585xyEHdlzXV1dGWPSg2KKyP4DDggPg2REREREREQ0KJhJRoeHPgSzUkGyAuHHFdETUF5UBgBoaWnJegjJ+r+BJ3nsRvqBOfYKnYUXj7eCQFrE/HvPnj1obW215pgquGzpbst67LmJsSgzgln3/fek/0asM5ax3Rkkq8mvQam/FDNKZmBM0Wg8PfMe/G3a/+JLs75kjRkxocS6vXr9xpw/jnigC5VjQ65tBQUFGeMygmQ53opUKFYQkYiIiIiIiGggMUhGh4X0ckutIkufL82+nCVIKC8sBQBs3LgR27ZtQ9wrIGTFCowNViYZAMheO0gm+1VU//fxqPyPefCODlnn5oWW8TgJst1zzDHV2tpaAMBIvQQ+aDg+Pinr84alMIQQUBQFX/nKV6ztHR12A/6AFsArl76Cx85+DOePPT8ZmRMo9ZdaYybVjMdbo58BALR+DLQ3RbI+n9Dc2W719fXWc41zlFjuK0h2afRYXBE5wTymntl/joiIiIiIiKi/sdySDg9psayyW4/KHKK6B1UUluJjACtXrsTKlSuBChlS8RRIyX5cEvrW66w/ODPJJFWGpMpQgsnm9sk5eETmr6MMM5sq3fnnn4+t76xD0bI4ACAgvBljAKC93SzxDIVCKC8vx/z587Fs2TLs3bvXNU6Vzec+qsx+XYt8RdbtCYUTMLtiNrBlH+epuQNav/vd76zbUxI1OR+XHiQLizzrdqIx9wIBRERERERERP2FmWR0eEjL+EqVVva2bULNONTU1KCwsBCFhYUAAKF5ATk1Thq0cktnJll6MA+pnmRZYtYSJAQnlWZs735mC8aJSiv7zAfNtcplSkNDAwAg0KGg480dKC4uBgC89957eOuttzLGzyidgXNGn4NLJ1yKgObO1qsszpxHxnwdyXCpvmopZcIuw/RNLbZ6rQGAKPGAiIiIiIiI6FBiJhkdFiRvZjZVxpi0IFmeL4CbbroJgLma43//938DAIRkjpOAQWsK75y/pLnnaZVbisxyyx4phuDk8owMLn17F7q2233FJEgIGF50yu4yyFQmWbDHi7ZFWzDhRrss87XXXsOJJ57oGi9LMn560k+znoN/nI6t/gYU9VTmOk0ojlP48MMPrds3RE61bhcsGAG9OYJT41Ox2GOuBlBQFAQy1zUAAPgmFOZ8PiIiIiIiIqL+wkwyOiyoRb59jkkPPsGwS/8UxRFkk1NBMmmwWpK5yi2hpM0zVW6ZJWbdJUXh8bqzrEboJa6xcp4ZmdKylGWmVvbMS5Zjtj+8LmNMIll+ui9njjkDT8+8p9cxksd+zVO9yC763IWQHW81wVNqIHlkc+XKpKpgmXVbE46AokdBwSm1fZofERERERER0cFgkIwOC2pxH4Jk6SWYwg7YSJJk3Xdlkg1W436/HdSSPNkzyVQoGKuXI50rwAfglPhU67Za6oenJh8AkIDdNL+iwFyNMrWKpbPn1/TECOv2hx9+iLvvvhsbNmzY5zkEPUF8cPUHVgP/bAxVt25HImZWm9ewz73qB/MhaQokTUGZCKHQyMMIvQSyquALkRMwLVGLC2PHWOPzT6zOWlpLRERERERE1N/47ZMOC33KJEsLpjQ/vQHR7XYNn5SKmVkllhIkZXCCZP7pJWagT5XhGxt273SUfJ4an4bzo3ORb5jnO98/JSOQ5+w9prdFoZabvcN0yQ5QiTazoX88bv7tbP6fWmUyLy8PL7zwAnRdx1NPPdWn8/AqXsyZOjXnfkm1A5Op5468s8ueu0+15i1DxsWxeTgjPgPQZOTBi2MTExASdi80uQ9ltkRERERERET9gT3J6LAg59uleYE5mdlWQGaQTER17HngI9Tck+y7lYrfpDLJBIBBylJS8jSU3zEHRlSHkufuPZYeqCsTIVweOx4RxBGQ/RmhbGdWmIgZCJ05CkZXAonVdiaZLNzHVIT9mFRZZirTCwAMw0BfTawdg7oc+3yS37qdKuMUu6MA3KtvRre2ATBLXoHsCzEAmVl3RERERERERAOF30DpsCA5sq18E8LZB6X3JEs/BkTafWlQS/kkVc4IkAHIuXiADxqM7kTGfgmZK30WnFQN4Tg/Je1X2ytpKL5mCgAgX/jgVT3QdR0HYmLVOOt2rLwVYkqzdX9s0RjrdipIpmZ7m8lYrTT7a+Dq5UZEREREREQ0gBgko8NG6RdnIHj6CPinlWbdv6+AlyTS7iN3cGZQ7WMKUh/6pikhL8qMkHVfS0sSDQYK4J9SjLxjKyFDxvjCkRnHaGxs7NN0S/KL8f/NvAfPzPgpvvDN4xAss7PENMfylqkgWXrADsjMnsv1s5MZJCMiIiIiIqJBwiAZHTa8Y0IInj4yZx+xfQfJsmSSpa80eQj0FgQrvHg8IEtWQ/8JpaMAAErIAzmgoujKyeYxvApOkqZijF6O86Jz4RXujLWCwiAAewGEETvzM56rvr6+T/Mt8hWhZkQJSmoKUOovxZQiu0eZnAw6CiGsnmRKcrXKossn2ud14Tg45S63ZJCMiIiIiIiIBgd7ktER44BKJ4fIyonlX5+D3b9YYfVNC545EgUn10JSJEQ3t2JOYizKAsUYv8PMovNNKUb4/LFWgE2SJISCIZzWNA0AUIcm1/ELysIAzAUE2v6xBcVGgbXP5/MhEolYK2E6ffDBB9iwYQMuuugi+P1+67keP+dxCCGgyAoUx9tIXsjMKovH4xDJoKQn2QPNP9POANRq7OcH2JOMiIiIiIiIDj1+A6Ujxr5WqsyaSbaPPmaDRSsNoPpHx8EzogBqeQAFJ9fY5yNLCAo/Zmpj4BFmQKrn4z2ZGWiO3mVB4XftUkvM+2rYzCTzQsOkRDVKS0sxevRoAPZqlCk9PT148cUXsWHDBvz0pz+1gl7mU8lQZDP4Nf5oeyGFKSdUAQB2795tPzcUVP7HPNd8M8pcmUlGREREREREhxgzyWjYyOxJJkEp8GQffAhImoLSr8wEhHuhglST+0RTj7Upb25FxuNFwl6hsqikGGhzHMIRhPJNLERkfQtOSExC9S0n4B9/+zsAd5AsGo3i17/+tev4O3bsQG1tbcbz5hd6cfOvToLmUax5r1q1ytpfeuN0KEH365yeOcbG/URERERERHSoDY00GqJBkK1xv1roOyRzyUWSJHeADNlLEQNzyjO2ibi9WmXI4+455ixbDJ5hNu2XAyra/7Ud0RVmaaYzSNbQ0IDu7m738dMy8Zw8PtU179TYCiOcNVsvvRdcrt5wSn6W1UCJiIiIiIiIBgCDZHREKbpyUsY2YZgBm/Ryy/Dpo4ZMuWVvZF9mNlW2eYu4nUmWp9rlliEjAFmzjyF5zdsiIdDx2naoyZ5hziDZtm3bAAA1NTXWtiVLlvR5zqmVMqckavrUKy5nTzIvM8mIiIiIiIhocLDcko4ogemlSJwVQfvLW61tIqZD8qmwuuInaQHv4E7uAJlzT9u2j8CT7FFwVeRErFfqMU6vgJxnZ2SpYR+gShAxM/NMFeaxnEGy119/HYBZYpny2Wef9XnOra2tAMzeaLkCkVpFAPFdZraa0ePuh1Z46QQoIU+vK38SERERERER9aehn0ZDtJ9SwR/rftS8n15uqSqHR5aSnCWbKluQzD+tBACgFPkg+VT44MFMfRTy4IMSsnuCSZoM/6Qi634qk2zVqlX44IMP0NDQcNBzTq2U6YWWM6AXOnu0dVurdJeH5s0th2984UHPg4iIiIiIiKivmElGR5xUUCzFiOlQkFluqamHR7+r9CCTEvZmLUMMf24MtFI//NNL0fHmDvdjQu6sucDscvSs3gvADpIBwIsvvugaN2vWLFcTfiFEr9ldbW1teOSRR6ysNE2okLTswUg5YL/+WlkA3gmFiG5ogWdUMOfxiYiIiIiIiAYKM8noiCNihvt+RM86TlUPj0yydOV3zM5o7g8Ask9Fwcm1UIt8Gat2ymklm57aAut2bxl15513Hm677Tbrfnoz/927d+Nf//oXenrMlTc3b96MtjZ7WU0NCqQsPdUAQKvJR2B2GQpOM1fMLL5qMooum4iSa6bknA8RERERERHRQGEmGR1x8k+uQfdHe6yyy3hjNzy1BRmZZIpyeF7+uTKznNTi3lftVAo88I4JIVbXAV9ZEGjKHDNx4kTEt3ZA2doBj8eDWCyGSCSCvLw8a8xvf/tb6/bpp5+ORCLhfh7IOXuSSZKEos9PtO7LHgWBo8r2eW5EREREREREA+HwjBIQ9UIr8aPq+8eibdEWdL5dj673dyHRHEGRWowudAEw+5Nly8Y6HPRl3kpR70EyACi5YRqEIbDn/3sna5Bs2rRpaPr9JwAAj19GDEAkErH267qdobd06VLouo5ly5ZZ27zCfHth830iIiIiIiI6HDBIRkckSZGtksLY1nbEtrajSC1BXTJIBkjAERy8UYv9+xwjqTIkAB5P9t5svtftskmPrgIy0NVlvn7d3d1YtGiRa7wzQAYAZ8WOgn9m6X7OnIiIiIiIiOjQYJCMjlj+aSUoOLUbRpfZRB4fbrL2STi8Msm0yjzEG7og+fv2KysH7HH+GSW9jlVzBMlEfQSA2fA/KPxoRieam5sBAC+//DJWr16d85hTvKNQGgkiML335yYiIiIiIiIaKhgkoyOWpMoILRwFABC6AXz4tr0PkhkpO0yEzh6NjqU7Ef7cmD6NlyQJ1T85AbFt7fDU5Pc61u+zs84mTZqEdevWAQA0qFDCXuitUYREAACwZMkSHHPMMdiyZUuvx/TGzD5kSh8y2oiIiIiIiIiGAq5uScODLAGOxv2HW5DMN6EQpTdMg1YW6PNjJFmCd3Ron43+C0NhHBufgFML5+Diiy5GYWEhio18qJCht0YBACHDbNbf09ODFStWuJr3ZxOImdlpsv/wXEGUiIiIiIiIhh9mktGwkN48XjI3HpK5DDWSJmOaXgs0AI3ffw9fmLwAkYa9diBRAFVGoTW+vr4eIm2l0HSeZNN+2ce3GCIiIiIiIjo8MJOMhg0Bw7otQWKMLEnyuLO9YmtbICffGkpvno7w+WORDx+Ojo8FAKxcuRK7d+/OebwqvRAjDbNhv+RlJhkREREREREdHhgko2GJmWQ2Scv+NuCfUQLvmDDyj6sCVAleZG/w71QiBXFOfDZUmMGx9Aw+IiIiIiIioqGKQTIaNgzhziQ7nHqSDSTJk/1tQAn7rNuyT4Uq9p0Vpur2sQpOqz34yRERERERERENEgbJaPhilhOAzHLLlLxjKqzbsk+FIRlZxzlpyUCab2IhgmeM7J8JEhEREREREQ0CBsloGDl8V7ccSM7VL+UCu6RSdvQTU0IelBrBfR4rVWaplvhZaklERERERESHFQbJaNhwrsdoNu5nEAcA1EIvJK8CpdCLwksnWNudK1OqpQEUinxcPvXcXo+VyiRTQt6BmSwRERERERHRAFH3PYToyCBcmWRgJlmS7FNRedcxgCJBUmX4Z5VC9iiuhv5qiR8AkL8igrPPOBMvvfVK1mMpybi75OOqlkRERERERHR4YZCMhg3DERQzyy0ZJUuR/fZbQfHlkzL2axV51u28Pblft1Qg0jti36WZREREREREREMJyy1p2BCKfblLAswk2w/esSGopWY2WdDwW9tH6iWYnhhh3ZcVBaVfmuEKqhEREREREREdDhgko2FDUu1sKQlmaSH1jSRJyD+h2rz9cTvGShUYqZfi9PgM5Am7/5ji1+AdHTpU0yQiIiIiIiI6YCy3pGFDpJVbOntu0b6lgooSJJzaM9Xa7lwQQVP5lkJERERERESHJ0YJaBhx11cyk2w/6WKfQ4Ke/EGYCBEREREREVH/Y5SAhg9HjKxTijCTbD95x4Wzbp+gV1q3pxSPHaTZEBEREREREfUvRglo+HCsZqlLBjPJ9pNa5EP57bMztnuh4cbIabgpsgCqVzsEMyMiIiIiIiI6eIwS0LDhVX3uDQqXt9xfWkUeAnPLM7ZLyTQ92aMM9pSIiIiIiIiI+gWDZDRsSLJ9uStChiQxSHYgvCODOfeJhDGIMyEiIiIiIiLqPwyS0bCkghlPB0otD1i35aDHlVnGElYiIiIiIiI6XPEbLQ1LKi/9A6aV2UGyiq/PgVaRZ+9kch4REREREREdptRDPQGiQ0FhJtkBk30qiq+ZAqELyF4VEI6dCoOPREREREREdHhikIyGJWaSHRz/lGL7jrCjZEo+V7ckIiIiIiKiwxMjBTRsSLJdC8ieZP3HP9UOmOUdU3EIZ0JERERERER04JhJRsOSIjFI1l/UYj8qvzsPsk9l434iIiIiIiI6bDFIRsOG5IjfsNyyfyn5nkM9BSIiIiIiIqKDwkgBDR+OlRdZbklERERERERETgyS0bAhO1ZeVFluSUREREREREQODJLRsOFzrLzInmRERERERERE5MQgGQ0bkqPccopce+gmQkRERERERERDDoNkNCwVy6FDPQUiIiIiIiIiGkIYJKNhSeKVT0REREREREQODBXQ8CE5b0s5hxERERERERHR8MMgGQ0bQti3ZZlBMiIiIiIiIiKyMUhGwwczyYiIiIiIiIgoBwbJaHhijIyIiIiIiIiIHBgko2EpsafnUE+BiIiIiIiIiIYQBslo+GD2GBERERERERHlwCAZDR+Oxv0MmBERERERERGRE4NkNCxJmnKop0BEREREREREQwiDZDRsuBLJNF76RERERERERGRjpICGJQbJiIiIiIiIiMiJkQIaNmRHIzIGyYiIiIiIiIjIacAiBc3NzbjyyisRDAYRDodx4403orOzc5+PW7ZsGU477TTk5eUhGAzipJNOQk9Pz0BNk4YRWbYvdwbJiIiIiIiIiMhpwCIFV155JdasWYNXX30VL774It5880188Ytf7PUxy5Ytw1lnnYUzzzwTy5cvx/vvv49bb73VFdwgOlCKK0jGxv1EREREREREZFMH4qBr167Fyy+/jPfffx9z584FAPz617/GOeecg3vvvRdVVVVZH3fHHXfga1/7Gu666y5r28SJEwdiijQMKZIdGGMmGRERERERERE5DUikYNmyZQiHw1aADABOP/10yLKM9957L+tjGhsb8d5776GsrAzHHXccysvLcfLJJ2Pp0qW9Plc0GkV7e7vrD1E2suTIJFMZJCMiIiIiIiIi24BECnbt2oWysjLXNlVVUVRUhF27dmV9zObNmwEAP/jBD3DzzTfj5ZdfxuzZs7FgwQJs3Lgx53PdfffdCIVC1p/a2tr+OxE6orjKLT0MkhERERERERGRbb8iBXfddRckSer1z7p16w5oIoZhAAC+9KUv4frrr8dRRx2FX/7yl5g4cSIeeeSRnI/79re/jba2NutPXV3dAT0/HfnGFo+AT2gYoZewJxkRERERERERuexXT7Kvf/3ruO6663odM2bMGFRUVKCxsdG1PZFIoLm5GRUVFVkfV1lZCQCYMmWKa/vkyZOxffv2nM/n9Xrh9Xr7MHsa7jyqB1dET4AECbKPQTIiIiIiIiIisu1XkKy0tBSlpaX7HDd//ny0trZixYoVmDNnDgBg8eLFMAwD8+bNy/qYUaNGoaqqCuvXr3dt37BhA84+++z9mSZRTnIyebLgVJblEhEREREREZFtQBozTZ48GWeddRZuvvlmLF++HG+//TZuvfVWXH755dbKljt37sSkSZOwfPlyAIAkSbjzzjtx33334S9/+Qs2bdqE//zP/8S6detw4403DsQ0abgR9k05oB26eRARERERERHRkLNfmWT744knnsCtt96KBQsWQJZlXHLJJbjvvvus/fF4HOvXr0d3d7e17fbbb0ckEsEdd9yB5uZmzJw5E6+++irGjh07UNOk4Uo61BMgIiIiIiIioqFEEkKIfQ87fLS3tyMUCqGtrQ3BYPBQT4eGkPbXt6P9n9sAADX3nHiIZ0NEREREREREg6GvsaIBKbckIiIiIiIiIiI6nDBIRkREREREREREwx6DZDR8HFGFxURERERERETUnxgkIyIiIiIiIiKiYY9BMho+mElGRERERERERDkwSEZERERERERERMMeg2RERERERERERDTsMUhGRERERERERETDHoNkREREREREREQ07DFIRsOHLB3qGRARERERERHREMUgGQ0bksIgGRERERERERFlxyAZDRuSysudiIiIiIiIiLJj1ICGD2aSEREREREREVEODJLRsMFMMiIiIiIiIiLKhVEDGjZkv3qop0BEREREREREQxSjBjRs+CYVwT+rFJ6q/EM9FSIiIiIiIiIaYhgko2FDkiUUXz7pUE+DiIiIiIiIiIYgllsSEREREREREdGwxyAZERERERERERENewySERERERERERHRsMcgGRERERERERERDXsMkhERERERERER0bDHIBkREREREREREQ17DJIREREREREREdGwxyAZERERERERERENewySERERERERERHRsMcgGRERERERERERDXsMkhERERERERER0bDHIBkREREREREREQ17DJIREREREREREdGwxyAZERERERERERENewySERERERERERHRsMcgGRERERERERERDXsMkhERERERERER0bDHIBkREREREREREQ17DJIREREREREREdGwxyAZERERERERERENewySERERERERERHRsMcgGRERERERERERDXsMkhERERERERER0bDHIBkREREREREREQ17DJIREREREREREdGwxyAZERERERERERENewySERERERERERHRsMcgGRERERERERERDXvqoZ5AfxNCAADa29sP8UyIiIiIiIiIiOhQS8WIUjGjXI64IFlHRwcAoLa29hDPhIiIiIiIiIiIhoqOjg6EQqGc+yWxrzDaYcYwDNTX16OgoACSJB3q6fSL9vZ21NbWoq6uDsFg8FBPhw4xXg/kxOuBnHg9UDpeE+TE64GceD2QE68HcjoSrwchBDo6OlBVVQVZzt157IjLJJNlGTU1NYd6GgMiGAweMRcoHTxeD+TE64GceD1QOl4T5MTrgZx4PZATrwdyOtKuh94yyFLYuJ+IiIiIiIiIiIY9BsmIiIiIiIiIiGjYY5DsMOD1evH9738fXq/3UE+FhgBeD+TE64GceD1QOl4T5MTrgZx4PZATrwdyGs7XwxHXuJ+IiIiIiIiIiGh/MZOMiIiIiIiIiIiGPQbJiIiIiIiIiIho2GOQjIiIiIiIiIiIhj0GyYiIiIiIiIiIaNhjkGwQ3H333Tj66KNRUFCAsrIyXHjhhVi/fr1rTCQSwVe/+lUUFxcjPz8fl1xyCXbv3u0as337dpx77rkIBAIoKyvDnXfeiUQi4RrzxhtvYPbs2fB6vRg3bhwee+yxgT49OgCDdU389a9/xRlnnIHS0lIEg0HMnz8f//znPwflHKnvBvM9IuXtt9+GqqqYNWvWQJ0WHaDBvB6i0Si+853vYOTIkfB6vRg1ahQeeeSRAT9H6rvBvB6eeOIJzJw5E4FAAJWVlbjhhhuwd+/eAT9H6rv+uh6+9rWvYc6cOfB6vTn/O/Dxxx/jxBNPhM/nQ21tLX72s58N1GnRARqs6+GNN97ABRdcgMrKSuTl5WHWrFl44oknBvLU6AAN5ntEyqZNm1BQUIBwONzPZ0MHazCvByEE7r33XkyYMAFerxfV1dX48Y9/PFCnNqAYJBsES5YswVe/+lW8++67ePXVVxGPx3HmmWeiq6vLGnPHHXfg73//O5555hksWbIE9fX1uPjii639uq7j3HPPRSwWwzvvvIM//OEPeOyxx/C9733PGrNlyxace+65OPXUU7Fq1SrcfvvtuOmmmxgUGYIG65p48803ccYZZ2DRokVYsWIFTj31VJx33nlYuXLloJ4v9W6wroeU1tZWXHPNNViwYMGgnB/tn8G8Hj7/+c/jtddew8MPP4z169fjySefxMSJEwftXGnfBut6ePvtt3HNNdfgxhtvxJo1a/DMM89g+fLluPnmmwf1fKl3/XE9pNxwww247LLLsj5Pe3s7zjzzTIwcORIrVqzAz3/+c/zgBz/A7373uwE7N9p/g3U9vPPOO5gxYwaeffZZfPzxx7j++utxzTXX4MUXXxywc6MDM1jXREo8HscXvvAFnHjiif1+LnTwBvN6uO222/DQQw/h3nvvxbp16/DCCy/gmGOOGZDzGnCCBl1jY6MAIJYsWSKEEKK1tVVomiaeeeYZa8zatWsFALFs2TIhhBCLFi0SsiyLXbt2WWN++9vfimAwKKLRqBBCiG9+85ti6tSprue67LLLxMKFCwf6lOggDdQ1kc2UKVPED3/4wwE6E+oPA309XHbZZeK73/2u+P73vy9mzpw58CdEB2WgroeXXnpJhEIhsXfv3kE8GzpYA3U9/PznPxdjxoxxPdd9990nqqurB/qU6CAcyPXglOu/Aw888IAoLCx0/ffjW9/6lpg4cWL/nwT1m4G6HrI555xzxPXXX98v86aBM9DXxDe/+U1x1VVXiUcffVSEQqH+nj71s4G6Hj799FOhqqpYt27dgM19MDGT7BBoa2sDABQVFQEAVqxYgXg8jtNPP90aM2nSJIwYMQLLli0DACxbtgzTp09HeXm5NWbhwoVob2/HmjVrrDHOY6TGpI5BQ9dAXRPpDMNAR0eH9Tw0NA3k9fDoo49i8+bN+P73vz8Yp0L9YKCuhxdeeAFz587Fz372M1RXV2PChAn4xje+gZ6ensE6NToAA3U9zJ8/H3V1dVi0aBGEENi9ezf+8pe/4JxzzhmsU6MDcCDXQ18sW7YMJ510Ejwej7Vt4cKFWL9+PVpaWvpp9tTfBup6yPVc/Dw59A3kNbF48WI888wzuP/++/tvwjSgBup6+Pvf/44xY8bgxRdfxOjRozFq1CjcdNNNaG5u7t8TGCTqoZ7AcGMYBm6//XYcf/zxmDZtGgBg165d8Hg8GXXc5eXl2LVrlzXG+eE2tT+1r7cx7e3t6Onpgd/vH4hTooM0kNdEunvvvRednZ34/Oc/389nQf1lIK+HjRs34q677sJbb70FVeXb/+FgIK+HzZs3Y+nSpfD5fHjuuefQ1NSEW265BXv37sWjjz46wGdGB2Igr4fjjz8eTzzxBC677DJEIhEkEgmcd955/PIzhB3o9dAXu3btwujRozOOkdpXWFh4cJOnfjeQ10O6p59+Gu+//z4efPDBg5kyDbCBvCb27t2L6667Do8//jiCwWB/TpsGyEBeD5s3b8a2bdvwzDPP4I9//CN0Xccdd9yBSy+9FIsXL+7P0xgU/JY0yL761a9i9erVWLp06aGeCg0Rg3VN/PnPf8YPf/hDPP/88ygrKxvQ56IDN1DXg67ruOKKK/DDH/4QEyZM6Ndj08AZyPcHwzAgSRKeeOIJhEIhAMAvfvELXHrppXjggQf4DytD0EBeD59++iluu+02fO9738PChQvR0NCAO++8E1/+8pfx8MMP9/vz0cHjZ0pyGqzr4fXXX8f111+P3//+95g6deqAPhcdnIG8Jm6++WZcccUVOOmkk/r92DQwBvozZTQaxR//+Efre8bDDz+MOXPmYP369Yddv1uWWw6iW2+9FS+++CJef/111NTUWNsrKioQi8XQ2trqGr97925UVFRYY9JXmUjd39eYYDDILztD1EBfEylPPfUUbrrpJjz99NMZJbk0dAzk9dDR0YEPPvgAt956K1RVhaqq+NGPfoSPPvoIqqoelv/Kc6Qb6PeHyspKVFdXWwEyAJg8eTKEENixY8dAnBIdhIG+Hu6++24cf/zxuPPOOzFjxgwsXLgQDzzwAB555BE0NDQM4JnRgTiY66Ev9uczBh16A309pCxZsgTnnXcefvnLX+Kaa6452GnTABroa2Lx4sW49957rc+UN954I9ra2qCqKlfJHoIG+nqorKyEqqquf4ifPHkyAHN17cMNg2SDQAiBW2+9Fc899xwWL16ckb4+Z84caJqG1157zdq2fv16bN++HfPnzwdg9gr55JNP0NjYaI159dVXEQwGMWXKFGuM8xipMalj0NAxWNcEADz55JO4/vrr8eSTT+Lcc88d4DOjAzEY10MwGMQnn3yCVatWWX++/OUvY+LEiVi1ahXmzZs3OCdL+zRY7w/HH3886uvr0dnZaY3ZsGEDZFl2fYCiQ2uwrofu7m7IsvtjoaIo1hxoaOiP66Ev5s+fjzfffBPxeNza9uqrr2LixIkstRxCBut6AIA33ngD5557Ln7605/ii1/8Yr/Mn/rfYF0Ty5Ytc32m/NGPfoSCggKsWrUKF110Ub+dDx2cwboejj/+eCQSCXz22WfWtg0bNgAARo4ceZBncQgcmvUChpevfOUrIhQKiTfeeEM0NDRYf7q7u60xX/7yl8WIESPE4sWLxQcffCDmz58v5s+fb+1PJBJi2rRp4swzzxSrVq0SL7/8sigtLRXf/va3rTGbN28WgUBA3HnnnWLt2rXi/vvvF4qiiJdffnlQz5f2bbCuiSeeeEKoqiruv/9+1/O0trYO6vlS7wbrekjH1S2HpsG6Hjo6OkRNTY249NJLxZo1a8SSJUvE+PHjxU033TSo50u9G6zr4dFHHxWqqooHHnhAfPbZZ2Lp0qVi7ty54phjjhnU86Xe9cf1IIQQGzduFCtXrhRf+tKXxIQJE8TKlSvFypUrrdUsW1tbRXl5ubj66qvF6tWrxVNPPSUCgYB48MEHB/V8qXeDdT0sXrxYBAIB8e1vf9v1PFwdeegZrGsiHVe3HJoG63rQdV3Mnj1bnHTSSeLDDz8UH3zwgZg3b54444wzBvV8+wuDZIMAQNY/jz76qDWmp6dH3HLLLaKwsFAEAgFx0UUXiYaGBtdxtm7dKs4++2zh9/tFSUmJ+PrXvy7i8bhrzOuvvy5mzZolPB6PGDNmjOs5aOgYrGvi5JNPzvo811577SCdKfXFYL5HODFINjQN5vWwdu1acfrppwu/3y9qamrEv//7v7s+ONGhN5jXw3333SemTJki/H6/qKysFFdeeaXYsWPHYJwm9VF/XQ+5Ph9s2bLFGvPRRx+JE044QXi9XlFdXS3uueeeQTpL6qvBuh6uvfbarPtPPvnkwTtZ6pPBfI9wYpBsaBrM62Hnzp3i4osvFvn5+aK8vFxcd911h20gXRKCOfRERERERERERDS8sScZERERERERERENewySERERERERERHRsMcgGRERERERERERDXsMkhERERERERER0bDHIBkREREREREREQ17DJIREREREREREdGwxyAZERERERERERENewySERERERERERHRsMcgGRERERERERERDXsMkhERERERERER0bDHIBkREREREREREQ17DJIREREREREREdGw9/8Djhzb7uLPsSIAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sif.pairstrading.alphas import Enhanced_Lowest_PValue\n", "param_grid = {'reset': [60, 90, 150], 'npairs': [10], 'exit': [0.5, 0.6, 0.7, 0.8, 0.9, 1.0]}\n", "result = alpha_search.grid_search(Enhanced_Lowest_PValue, backtester_15y, 'return', param_grid, processes=6)\n", "fig, ax = plt.subplots(figsize=(15,9))\n", "ax.plot(result.alpha_returns.cumsum())\n", "plt.legend(param_grid['exit'], title='exit')\n", "plt.title('Cumulative Returns')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "f33f0535", "metadata": {}, "source": [ "## Further Improvements" ] }, { "cell_type": "markdown", "id": "a94803b0", "metadata": {}, "source": [ "### Adding a Stop Loss\n", "\n", "See `alphas.py` for implementation." ] }, { "cell_type": "code", "execution_count": 9, "id": "7810eb13", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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WbtUuPOnrmW5zLpWiZrUIJNSrjkm9mwNwPNsTVI6txy5alrMKSiw+zx4JdXwlkiAAEInVAcC5vGIUlZQjQY5kdGZR9LbJUc+PYfYzjVYgmwzrVbeu0O6KyTG5WS1EhhFKdGZ5FwpLUEfepxIlWVwmctaM5sft1sE3PVpKiqxWjKi4L7CPUGgBQK//rAAALH9sACLCTE4jGr09Q9NTXv7mrFd8YFqpzJYZmn2FViM6HAWXy/DzzjM27128VGLJw1P6cxWLxpOGozarD24fb3kAKRd5aAIHCJNjAHHlW2sx8PXVTn1o3s6V0tVd/qXPLIErWQWX8fPO05b1ZosPzf62UeEmXC4144lFOyzr1h3MxPYTOVh3MAuXS6Xzqyi0IlFVxHDUD02fTe5hqbspikYLHCEUGoDxH23E8LfX+loMl1m177zD9739oy83M8akNLZa52/3GeWGuO5gFh745h+cypGCOVwJ248KD7MxN9762WbM+DkdAJB+Jg9AhclRKDRj2XkyB/M3VxTbNpnI8n15OyVFENgYotCIaDgR7SeiQ0Q0Tef9AUS0jYjKiOhGzXuTieig/DfZCHncZXPGBew7m++LQ1eKR77d7vD9C4X2C+sawbm8YpSaGYv+r49lnS98aGXlZqvUATXaWWy5bIZV5DQ5VGgmXNbxi6kDFQCp2ggAfLXpuM1YQeW57r0NNuvCSMzQBM7xWKERURiA9wFcAyARwEQiStQMOw5gCoBvNNvWAfACgF4AegJ4gYhEfK6HPLFop1f3f7nMjF92nkGPhDp47cYuAHyTh3bDRxvR7tnfdN/TWl0Vl5mi0MIc+NCiIkwWs6IjosKlGdpeecYmMB7lucNkIhBJ19n5/GJRnUWgixEztJ4ADjHzEWYuAbAAwGj1AGbOYOadALR3iasBLGPmC8x8EcAyAMMNkCmkOZfnvSr42ir0SnCFL+4vO07k2H1PO2NUnuzLXQgKiQwz4bKdmZ/VuHBhsfc26uekcBPh+IVL6PnyClECS6CLEb/IJgDU3SVPyusM3ZaI7iaiNCJKy8y0bStRWdQzi0B76mtbPxa392tps96eGc4IlLJXCmHyFVTVJkdnM0IbhSZP2ZQgOYcmx4gwXZOjwn2DpJwokX9W9Sj+42Xp53wsicAfCZhHTGb+mJm7M3P3+HjjqryrqzzsPBlYlbznTOyK50cl4o9HBlit96af4dst1p2xlZlOVSs0dQSiHlqFVyr70Cry0OxvK/nQ7D8UTOmbYFnu37YeUprVciyswBBKyyvqZvpbmojAPzBCoZ0C0Ez1uqm8ztvbesxfh7KwOeOC5fXo922d0f6M0rm3dbxt65i5G45i2/GLNus95ZpOUgWOq5MaAJCq0wNVH+W4+B/Hl4lWwR7OLLBa78jkGBVusjKhPjS0rdX7sdEV6ZthJvK7pPJAJs/FItcEMTsW2GKEQtsCoC0RtSSiSAATACx1cds/AFxFRLXlYJCr5HVVws2f/o27/pdWVYdzi1m/7cMd82xb0KspKZNupOE6040Xf0rH9R/8ZbhcSmPsKX0lU6didfM3c612hvbg/H8AuJZYrQR7KERqmqdWU/VRCyPyu8LMgczx7EtWr39/pL9l+dbeLSzLTkpxCkIUjyuFMHMZET0ASRGFAficmfcQ0UsA0ph5KRH1ALAYQG0Ao4joRWZOYuYLRDQDklIEgJeY+YLugUKMj9YcdjqmbqzvygApNxSTj2Zoav46nAUCoU/rupZ1RXaiFF0pfRUVYf2AEKF5YCDV3TTMJBSakWhz+jo0rGFZbtsgtqrFEQQYhpS+YuZfAfyqWfe8ankLJHOi3rafA/jcCDmCEUcznwY1oi3LE3o0w86TuZakX4Xdp3LRqUlNAwWyfqnohYuavmNVyc2f/A0AyJg1wrJO3fxUjStRjlGq6MWbezXH/nP2cxSFQjOWIrnCy2eTu6Nt/Tir92pWi7Ash4uAHIEOARMUYjTZBfrJx+fzvRfyXhkuuVgncNYNXfDrw/1t1m84lGWoPMqtW7mdKLOVCR9vMvQ43qKifYz9Mepw/OdHJuKHbfb9dSYTeb3UWCihzNAa1oxG87oxVu/ViFYrtJC9dQkcELJXhb0otp4vr6hiSRyTW+RZJ2hvzR0URRah8i8t95NQ6rO5FQ8lO56/CncPaGUxkW46ku10e7UPTWtu1LL56AVkZF/ySgBOKKLkOar9lAo1qola6gLHhKxC82aulpEMfH2VZZkIeFgTcecMRxUxKoPWAtqsdsVT9J1+EmAzYs46y3LNmAiculgEZuC3XWcw85e9AIBz+fbLg6lNjmEmsgrT15Ip72fLUeH69ZRdJ3Pxn1+l76dapK1Ca1Kr4lrLsmNhEYQ2IavQlH5ZehT5UTuQUlUrmNTmtfHosHYAgPg4xy1kFMLDDFZo8pxP0ZM1VH4NfyG7UPLnKX4WxQd279fbLGOiHFT50EY5/t/A1pZlbc6fgl6kqcA9rnt/Pc7lSYpKb4bWsGaFz1hbsUYgAEK4H9qKvfYr1heVlus+IfoaJTJv6QP9rAJCHBHjpc+hqMnocP85TxlZhVb+r+nXJQEAquucA4cKTRPlqL6Rtm8Ypx0OwNr0Kqgc6tl/tI5CU3M617983QL/IGQfK/MdJHBWhZP/SGaBQxn0UBRal6a1XFZoRn8UrclRe/P3JT9sO4m+s1ZaXiudpW/u1dxmbKSDGZUjZWcPZ742gXtU5jsQCEL2qmlRz7q6RoMaFSa8qvCvDXlzDSZ9+rfd9/Wi8CpTO9DoDr+WKEdZlOiIMJ8U6a1TPdKm5NScldYFa5X2Ljf1aI7IcBNioyoMEt1a2G/qUJnPI8LIjYPIOtdPIHCVkFVo2kaB7RpUmJK0zR2NRskts1c7kpl1E5Ud5U4pvDMhxeq1ETlSecWlmLvhqCYnrkKW5nVibDfyMpdKytCzZR2HY9qrknJLysxWftOaDnx/Wh+aK+w5LVrIGIWj2bNA4IiQvXK0N/quzWtjXKqU++3tGZqz1iRn7PgH9BzlWq5Ltu4k7Uqh4nN5xVi1375PcebP6Xjxp3SsO5ilm+j91NXtLctV0VHYbGYUl5od+lk+mNQNTWpVs/u+q4nVrjLvrwy3txHo42i2Wy+2wpJysdD1ZP6D5/KRkVXokVwC/ydkFZq2oGxpuRnDOzUE4H2F5ixCy94POi7aeQyP1lTjSuHcse9vwNS59utGKjObvOJSG5MjYF2xJL/YfvSoURTLrV0cBbw4e8p3ZCHU84e1qlcdV3as75qAAo8odBBl/PODV1iWT1y8ZHeclmGz12LQG6s9EUsQAISsQtPOktrWj7WYmlxp7ugJSjUEe4rLXmuM+jVcC9Xvq6pp+J9f9zkdr0SM2SuzFSZXZSg3s8WJppY8u7AiJ+jmT71fMUTphaVVaOquA9oJmNbf5miGpve1rHxiED6d3MNm/YK7ewMA2jfQj34UGIs64lRUHBNoCVmFtue0tf9qbNcmllD9SyXenWUoeW72gg/Kym1/qYmNauCBwa4lVY9Oaex8kA72/G0/7TgNAPh55xnLOvVMUF0rsip8SQ8v2A7AOrQ7zERWPjKlXYxCjwTrIBBH7kh3gm96t6qLuOhwq8LIgqpBBOIItISsQvt111mr10RkeeJXWo14iwuy7d+eQlMUy8SezfDqDZ1x9JVr8evD/V3OjbupR3PsfWm45bWrrV2c+duWpZ+zJFarcRRg4SkbDmXZNQGrfV01osOtmrVO7Gkdqu+oYr4WdyPsTER+1z4nEGksz742PT3U4bhZ13cG4L0cS0HgEpIKzd4NUvmB5BeX4R8v1uZ7dsluAEDOJf08NEWx9GldDzf1aF6pEGa18jviwBn+666KWde9X21FwrRfbMYkqIrEfvHXMQDWJkdtVKC7+XX22HUyF5M+/Ruv/a5vNiUijO3aBIBUsUTxvSx7dADioq2VrDtP8+6mRxB5r2ZmKBEdGYYRXRpZmRX1iJHTL0RjVYGWkFRo5/L0owjV5YtW79dvP2IE9qIYFZQZmlEmFUf+ovtU5aBW2fnMTVX1GtfIbVm0u1QnL498d31lxLThgtySZu9ZyYzJzFYKN4wIr97QBZueHmo1S9QL6ghzozq7u6edYJtwLnAfZtdqjypjXMmuKS4ttzE/C4KXkFRo9uo41q1e0TCzpSbx2kiu7NgAAFArRt9UVyYnQ1cmkdr6OFJUnr0Zk6sh9nq+Na1sDVWRjseyXY8+c4RiUlTqWf6xx7qa/+WyckSGm9CwZrSVPy1Cx5TrTmpTTKR7FeGISNcUK3CPcjO79DChfJeu5Fj+6/udGPrmGg8lEwQKIa3Q3r+5G65oUw9T+yUAsA4y8GbTxpTmtQDY73WmmCQ9naEpicf2+nkp4e/O0DsXdapHOh3jKUp6g/JEnqdppbNG1cTTSqHp1FVUz9CeGt7e5n0tDWpEWUWLOkKEJhiDmdml4gEVXdJtr7lCzcPqhkPO2wUJgofQVGhy8EDjWtH46s5eeGFUks0Yb4bu58qmND1fXnFpOf45ngPA8xnaTd0lM2AjOz6J4lLXPmOZTvksrULzhj/jk3VHrF6XauSIVyXZVlPVlNTLQVM/HNyrqp5vj7//fSW+uau3y7IKk6PnMEsNU52h/C5OXLC2BOw/m4+kF/7Aj9vtN2QVBDchqdDy5ac4R4nKJ91I2nSXi3IwiF4V+NM5RZZlT7vy1oyJQGxUOM7a8Rm62oJDb/alDQQxupjs6v3nbZ6uNx2x7jk2tlsTy7L1DM1WFvWN0ug6gXpBIefzi6ukakow4arJUTFBq9sBAcDeM5Kvdbmqk4YoCRlahKRCU2ZosVG2Piwl3FtrujASxXTWWFWaqazcjKU7TuPuL7da1nk6QwMkpW3vs7iq0HbYqTmpZlB76yoankY6qgN3FF+jkg+nkNS4Iv9Nrfz1FJp3c5bIaoZ2Pq8YPV9egdnLD3jxmMGHmdmla17vur1YWGKZmRWXlltSY4Q+Cy0MUWhENJyI9hPRISKapvN+FBF9K7//NxElyOsTiKiIiLbLfx8ZIY8z/r14FwAgVmeG9sr1nVEvNgolOsnNRqFUAlEf4ZN1R/HQ/H9w6HxFRJYRzTmjwk12zaeL/3FumnE1v6pTk5ro37ae5fXKffZrQ7qC2pfiSj3K77edtCzr+9C8d2uTRK2QMVPupqxUNAkWjmV7txaimV2bPWsV2pHMAnSdscwSpbss/Ry6zVgGwLWC3oLgwWOFRkRhAN4HcA2ARAATiShRM+wOABeZuQ2A2QBeVb13mJlT5L//81Qed4ixU9w2Ktzk1Z5oiilK7Xc6n29rFjTiJswATl4sslm/8XA23tW0W9FDLyL073/rJ76qj6NU86gs6huRu4pB76boVYVm8zr4bqI/7zyNga+vxmoHRaw9gZmRVXAZZS787rQK7XCmfUXr7ao/Av/CiBlaTwCHmPkIM5cAWABgtGbMaABfyMvfARhKPmp4lHOpokK3PQf0qZwiG/OWHp+tP4q7/pfmtgyWCYdq4qH3JGlEJYTLpWZsPWabJK4u/fXBpG5W76l9ZkU65h17zUWPGljNvG5spPNBbuBNhQZYB4UoIfzBlPibLpc00/oxjUKJWF2YdtLJSKCuHAwUFx2Oz9YfxYs/7bE7Nk9TLNuRwpz12z78uees3fcF/o8RCq0JgBOq1yfldbpjmLkMQC4AJSa6JRH9Q0RriKi/AfI4pP9rqwAAE3o0czjOlSjHGT+nV8qspGdy1CuDpa12URlSmtXSNcHN/GWvZfkKlakQAJaoTJGKA/7+wc4jA43EXV2w/LEBAIDhSQ113/emD43IWl7lph9E+gz/XStFnP6wzbnCqQxaxeOIkV0aAQBu69MCM35O17VAKGifEx35NT9ac9jKhy0IPNzLIDWeMwCaM3M2EaUCWEJEScxsU+GWiO4GcDcANG/eXPu2yyjtTXzZEVfxS6n9U3qBDK60i3FGo1rRDvuGAUCEyYQODeOw72w+AGszTams2NvUj/VYFneYOs9+Oxs92tSPw6e3dUevVvpNP71rcpQSq8/mFqP3Kyuq5JhVjTJrP59/2cnIyuHOmSIil89tuIksD2UAkJHlvehlge8xYoZ2CoB6utNUXqc7hojCAdQEkM3Ml5k5GwCYeSuAwwDa6R2EmT9m5u7M3D0+Pt5joedvPu50jDYg4nJZOeZuOGoTxn7EzdI6yvYZ2Zew7mAmTucUYc6KgzbjYt2sWKEHaSLw9IgKN1kleas/nuJLjAgz4Yf7+uL7e/u6dNxB7T3/jtSYzWyT+6blysQGdme13nyAUXa9LN224LXAO7habkyr+PSsFYLgwQiFtgVAWyJqSUSRACYAWKoZsxTAZHn5RgArmZmJKF4OKgERtQLQFsAR+Jg7rmgJwDa67v++3IoXf0rHf37da7V+/H83urV/9W4XpZ1E31krbcbMndrDpSRTZ5jIeaSiyWT9xPvC0gqfxK5Tkq8t3GRCt+a1kdqits32Cl/c3hMjOjdCh4ZxhlcOKSk3W6UfqBs9uoIrwQaV5UxuMRamnbTxN+49k+dyakSo4+7V4mpBaG0uZ7idGmjebuorqBo8VmiyT+wBAH8A2AtgITPvIaKXiOg6edhnAOoS0SEAjwFQQvsHANhJRNshBYv8HzN7x+vsBkqbd22koxIW/Nn6oziTW2G3t1fCyh7qhNucItt8rZfHdsLg9sZ0RzaZyKVGiHqJ0ZdKyvDYwh0AgKwC56amge3i8f6kboiNCvc4IKKbXB5M4XKpGZfLzLh3UGtsfHqIVQ82V/BmKTMFvWaqi9JO6IwMPPq1kVze13fVuseN4bKbit8VywOzbaK2veLHn673+XO0wAAMyUNj5l+ZuR0zt2bml+V1zzPzUnm5mJnHMXMbZu7JzEfk9d8zc5Icst+NmX8yQh5HtHKh6PBSOcJx/cEsu2P6vFIxq3Jboal+ianNbWc8k3q1cGt/jiDSj7br2KgGeiTUxvLHBgLQ95GduFChtIvc+IwmE+k2KXWH0nJGvzZ1Lc1Kl+6UvpPaMRFoVLOao011GWiwCdRVCi4H1gzt1s/+xh86kX5KFK43HgvMZrYkQrtKSbkZH605bLN+sOp7vnbOepsZmT2rx2u/77csi952gUvIVQqxVJ14wL7JKkMOP9eGKDevI7VRiY7w7LSp7/UnvFhiC1CaT9qu33smD7VjIi2KrJpO4Ii6huPEXq4H4oSbyOMZWkmZGbFR4ZZ6fV9uzJDkrKRfsX6c4x5b3kK5ZgIBZsa6g1m4RyfSr1wnd9IoXv19H175TZrdjqlkt3WF2jEVfta9Z/JsFKUrVvyq6Lou8A4hp9C2Hc9BSrNa6NzUvslK8aE1rmV9E1Ru+iM6V/5Hx8xYq6oS/91W74RBKxBsb0KKP+lPVcqBXh6cOnUhNsp1RRJmIpeqeziitNyMiDCTpc/ZgXNS4I29ZHhXmDmmE/4ztrNHcrmLUc1O9Th0Ph/Tl+4xbEbh6CtTZtzemLz8oEoTuc5DhfaDk+o3X//tPBjMm4XJBd4lpBSaklS9/USOw3FK0Vt1rhZQ0XDSkyoijqoaeAMTkY2ZSMmDu6JNRf6Ztg7yn3vO4lIlzWUmIo8L85aUmxEZbkKtGOvIRk+SzW/p3cKqEalRvDMhxWadUni6xIvBKFPmbsG8vzIc5mG5g6OcSqXTgTdmaJmqVABPI0O1vldXUQdFeTOASOBdQkqh5buYvGnP/6PcpD0ri+X4hvDnowM82LctJh0fmmJJ7KdSaG3qx1mNufvLrSisZNmgMBNZlGZlKSkzIzLMZBNV6WoPt6rkap1k7iFyE1dvRs8pZkAjomEBxwEsyrG87V5y9ZMMaKfvE70htSlevM62HZSap3/YabNOHTRUFQFEAu8QUgrtGzn3TK8qhxp7Cku5SZd6EPDgzBTXrkGcw/fdhWQfmtospSg4tb98at8EzL4p2WrbyoacHziXj92n8jwyhSkmx0m9mqOJqitBVr57wQNVQXREGF69wdqUOSxRUmjaWb6RWL5Hg/Ld1NdmwrRfkDDtF7z6+z5kF1y2XPPerHEKuD5D23REv3FnXHSEpZKIPeZvtlbc2uvUU3O5wHeElEJTql48NKSNw3Hqyhq/766I+FKe3PQaXrouQ9X+WCzRafJhM7IKMeTN1VbvAdJT/tiuTa22VRSaXsCIIxQTWKGb0Z9qSssZkeEmEJFVxZTkZrUqvU9vom4FBABDOhiTduGIc3mSqc6o/O3dp2zbBH24+jC+2HgM5fI1X9lZu6u4+lHszXxLy8wupamozYpas7Dy+z6efUnkEQYYIaXQlB/+yC6OHc/qEPb/+6oi4ksxOWpNkp3dyIn654RtoWBvolijlKf5T9YdsdwInbXWUDpab5g2xHsC2qGkzGwpB6aU5AKA7g4Su31Jq3jrtAe9rtnewii/Vp6dABazmVEo+1M3Hbng1callam5+dzIREtX9uKycpdKxh1UtWnS/p5LysyYvewABry+Co8t3O62PALfEVIK7ZN1RwEA1dwMLFj8jxSJWGFytH6iM8oM89EtqYbsR80ZuVHm5qNSCsJxVdv6CCemV6V1TGXTFMoraZplZikoRKdMkVH+IqNpopmhKTfmegZ3DdDDKP1irz7i6ZwinJI7qZebGR/q5H8ZRWXqX07q1dzy27miTT2ntUsBa3+6VqH9tPMM3pFL0a3alwlB4BBSCk3BlQtezaPf7sD+s/mWYIq/j1rnp7ni+C8rNyO/uNTy4/n0tu5W70/q1RzDO+lXiveEDYek5PCvZf/hOlWyeJxOKP4Ilf/hSGYhiNw3OSpUNjBE8WE483X6MyYToWdCHbStb6xPVOGV3yp8c5WdMR08l4+Eab9g6zHperbXFkgbCq9uPWQ0rja1VTeTjQgzIblZLWTMGoEWde0XTriyY4UZeFHaCazYK0V1KibHZDmV52+Vf867nc4FRhO4d4xKkCL7X2pUoop9UWm53RBsV/JWnvpuJzpP/9NShaFHS+uq8N6y4hzLlmZkeqHd9eOibNbVUYXJf7/tJNjFLsJqnry6PYDK+xqVBwTtObm1t3EVVLyBTUsiO1VajOC/aypKNVX2GMNmrwUAfCTva2JP11IajnqxYn1UuGsPT31bVyg0vVmdut1RQt0YvDuxKz6YlIr/3irN5BZtPYk7vpB6GSrXaR95n1kFznsmCvyTkFFoZeVmS/5ZZXJdHHXqdcXkqDzlKrM7bT6Vt8K7lbwrJUH56qQGlvfaN/TO7EGpil/Z8OduM5YBAN5aZt27ypNgnKpg2jUdrF7nXirFzpPem80oeBpmrlTTUPZjr6ecwuHz7nWXcAfFF+YMZ3rmyasrvotp13TAqOTGiAw3oUVd28otivlRL8fRRFLE5+frj7okl8C3hIxCCw8zYVxqUwy0k7/iDEf3jMpUFtD2PxvQrp6dkZ5x/2ApovNa2ZypNivF6sxU2YBqfcoTc2VvAsr5fHhoWwDAS6OlvKKSKo4QdRfSxOjtP5ev2/HbU7TRiL/uOuPR/pSO5sqDmbaDuRaju4mrcdYiSMEdX1uYqmpAtGYG+Oees7hKnqnqfa6Ll6RAmZd+Tnf5eALfETIKDQBeH5eML27v6dLYjo1qWL1WbOnPj0y0GZtbVOpR6/a5U3tgdIp3qpgrOUp6ClnPvGPETFE5V0oQTmVReqopNyF/by9Gdn5NRleeGPnueqvXb/xpvwszIH2njvxsHRrGYefJHLy9XAqEMJnI8hChRvH7nsktdldkl/FGDzl1nlmUJsBp+d6K6iiumjsF/ktIKTR3SNbUelTMX/V0/E4APGrdrpgDvYHycFrOjNJyM/638ZjD8UqovicY1alZadap+Ij83Z1hTzxlBuQr2j37Gx6Yv81qXbaqHVCr+Oq47r0NVu/rzZS8nQO47blhLo9V8vxciSJVq3JtOsU/x3Msy+V+btIWOEcoNDv01ARtKNSJMd7cYlSlB0f7fm7Jbmw8XBG9tfLxgbrjjUgkNUqhaW9WWpOev2Evr+/AuXzd9VXJr7usLQjq3L7LOg8xWfm2/e+UBy9vRf65am4EpLy/ZY8OcJgjufHpIbgxtalV9/S6sdYPpEr3DcDWDaDFm/l3AmMQCs0O13dritVPDLJZr/4BGIW2yoSRVFeF5r+36pBlWZsIrDCuu3Wk3iea9AJX8FRBt60fi4Ht4i2FiZW8wZpeOPdGYk+RpzTzv2RwJa8M0E+o1kshjAw3oU39WN3alZVFMQdeU4mUlbYN4hyaCRvVrIY3xiU7HJPUuMISE2YitIq3H/aff9m7VVIEniMUmgMSdJqBahVahAt5M1ofyu+P9Ld6HW/HjGkE6pw7vaduLcMSGyBj1gjL676t67p9TFdnaOfzi3UjRMuZrao9jOrSGM+NTMRjw9q5LUtVou36/d7NXX0kiXPU39CWDFuT6Mp9+pX3w01kaLSpElmp9VlXFfP+yrAs92tTD5P7JNgd625XbUHVIxSam2iTfW/v19LpNrs0UWneNDE6IrfI/d5clUludkWhlZSZ0fPlFZj2/S4A1qHnZeVsZdYymQh3XNHS7YT4qkYb0KB8hrN53guiqCwX5VZIesn1AJBdoF8EOsxEhlajL7cUyq6638TO6VehvU4R8HqxUVZ5Z52aWCtZYXD0f4RCc4L2oo7QNA5zpVhrjKbLsvKjGZ3SGK9cX3UNJ41IL3AF9f3Ont9BuSl+v+0kJn++Ga3//Sv2y36dwstliHGjoai/onQ8n/a9bbsSX3PxUikiw0x4+Mq2uu9/fWcvALCpi0hkbJCLch1UpUKrER2Bewe1tlqnKDi1GI1qWrsCvN06R+A5QqE5Yen9V1g1cNTOWMJVCm69qqyUI5QZ2jsTurpcncEICtzwASz6vz54dkTHSh1HXblixi/6+TvqMWvkDt7b5cLN+cVlLhWY9XcU3192oe9a3thr4bPhUBZKys12WyHVjY1CxqwRKNRcM7tP5eHipVJLuSxPsSi0KrZaVNc8MP3y0BVWclzbuaHPLCmCyiMUmhNMJrLqmlw9Khw3pjZVva4wg93y2d+6+9D6iaryabSy9Eiogzv7t6rUtupPN3dDhu4YvTqPy/eeR7FcYqxGtH8HgNijW/Na+L+B0tN/dQ+6aytsPJyNz1xIUFcrnh0ncizFqO1ZB5UKJpecWBjsba90bPAUxR1X1b8J7XcTLlsiFOtJVHgYwjT+cSOKDgi8iyEKjYiGE9F+IjpERNN03o8iom/l9/8mogTVe0/L6/cT0dVGyGM0u07mWL1+Y1xFI0xXbryzNSWcqvrHq60Ef21n44sgq+njQiCJnilyWfo53PbZZgBAbICaHH+4r5+lBJYRScITP9mEGS5UqRj65hpMmbsZ+cWlGP3+Boz/70YAQEZ2ocPt1BG2U/om4ONbXev4oPjgPEUJMKnq30SUyh+r9iOGWfoHss0MTZgc/R+PFRoRhQF4H8A1ABIBTCQibTmNOwBcZOY2AGYDeFXeNhHABABJAIYD+EDen1+RV2z7FHvHFc6DQRRW7LOuA6lXM86baM2ks29K8erx4qIjrMy0emYvpSqFls0Z0syisi1rQpWzecVYvT/Tqs8XAOxyUkuyRZ2K2oYpzWrhKhdD8o3KCVRm6lVdBFgdkbrssYqcTMWDwLDNtxP6zP8x4q7RE8AhZj7CzCUAFgAYrRkzGsAX8vJ3AIaS9Pg6GsACZr7MzEcBHJL351fo5d2onyivSpQK/vayk4ytxZuVQfRQyxoXFV4lJX7UM1f1ZGzTkWwkTPvFKlxaj0BuHaOg7rP195Fsh7UtD2cWoN+slcgqcGzKU1f4uC7ZtlHtBU10ojoiUS86sW+bihqi9rpJAMCmp4davTbKvaTIVNVtWtTXV0NVQWSl9Nu+M/k2StaeP1LgPxhx12gC4ITq9Ul5ne4YZi4DkAugrovbAgCI6G4iSiOitMzMqm2617aBlIR8S2/9AI43x0smyEwnN6N/De+AZY8O8Eq9OkeoTSejUhx36zYKdeFjdQDID9tOurR9MNTVU+cs3vTxJocFbid8vAmncorQfeZypJ/Osztu5i8VfdAG6BTavqAJQFH7KreruqV3alIDQzvUtxrrqGtEQ00V/L9UVWc8wVdBIfZqlioRnPvP5Xu11NqpnCIczvRe14JQJWAeg5n5Y2buzszd4+MrVzG/stSIjsCmp4di+qiKgq3qa12pOXgk09ZfUVRSkYw5OqUx2urkv3ib1ISKShVNa3uvKokatVlVPTNYqekAbC/KU1tzLxC5Re7f1rlJTScjrXMEr52zzu449bkc29X22S+nqMRqrNpXqS7NZTbbzrJK3Ujr+GnHaZfHOsJXQSEtdYomANa1TNdpopaNnKD1m7USQ99cY9wOBQCMUWinAKjrJTWV1+mOIaJwADUBZLu4rV/QsGa0JRJKjXK/6JlQB4k61Q7UrT28WeLKEdNHJVlMOvYSaY1GfYNS3wi0JrX2DWItDUHVaKuiByLKOdAm1isUlZRj2vc7cbGwxGmXA0UxKeNax1dHmNwVW426LuP2ExetZmhqhcaoCFpRzn9znV5hWurFGlvV5sRFqVmoXvktb6IN21dQWsgMbBfvlwnxAscYcdfYAqAtEbUkokhIQR5LNWOWApgsL98IYCVLBumlACbIUZAtAbQFsNkAmbyO0ipeqdAdXyNKt7CvUdFgnhAZbsJwuVaenlL2Buqbp16IvkJkeJilZ5uashAoBLsw7QQWbDmBOSttA2TKzYwc1bWjnMMz8k1WeTi6rDETqv1g1SLCrWZo1g8ZbLEy3DeoNX5+8AoM6VDR/NUeDw21/a7c4XxeMZ7+YScul0m/lQ9XHwYALDVoxucpyqU6sF28Te804ULzfzy+u8k+sQcA/AFgL4CFzLyHiF4iouvkYZ8BqEtEhwA8BmCavO0eAAsBpAP4HcD9zBwQBdOUhGolMTUqzKTrVK9MdQ5voPwYq8r5bmXecnAnuL6bfh+4vEqU6Qo0FJ8VgdCsjvXsfcbP6Vb+MMXUeFFep1Sm187s1A9VRaVlViZK9Xey72w+cuTmlUSETnbMokvu74e3xlekqXhiGtxxIgdPfb8T8zefwLL0c1byV6YijTcY0aURAKnhrjrHFBB5aIGAIfYnZv4VwK+adc+rlosBjLOz7csAXjZCjqpEKUqs5NFEhpt0zUb+otAUpVJVNw71fY/tnIIHBrexW59xaEfns4VAR/lOwsMINatF4AQqKuDP+yvDKhJUGTuySyN8sPowbugmJfe3iq+OvWcqgkjUTVXNbD3TVZRRrqzIlBQJR6Q0q4UUVR+0ys5SSsvNGP3+BqvXAHBN54bYnHHB0p3c1/RIqGMpzi2VrPO9hUXgOv7xWBSAKKY7JTQ7MtyE8/mXcTqnCG2f+RWr9ku5Z3NWyF2AfVwcxFzFRWDVqQn2TI7ayDk1gZpY7Q7KhN5EhIuFjmekykyriRzUowQ1vHpDF8y/q7fuNmYzo7kqz0z56j2Zaagf0J5ctMPl7Z5bstvq9bZjOQAqgofsBWl4k9VPDMIKO30BAaBahDA5BhpCoVUSJcxYeQLecSIHAPD+qkMoLWdMnbvFanyKl7v9OkP5MbrS7sYI1I0U7ZkcG9eyr9CClYNys8+LhSVYmCZlrJzOKbLqT6aH8r7ygKQEL8RGhaNP67rImDUC/dpYV2hhWAc/KBbHfJ1CAa6iNmku2nrS5aaXC7acsHr95aZjYGb8S+624Iu8w4R61dHaTl9AwDa5X+gz/0cotEqiPOUqT71KB+Cv/z5uGXPighTBVTsmAnOn+jZfXLnv2Ouq7NVjq256XZvXsizXjws9hbZJrrF495dpOJolpXnsPu24mgcAXCwsBTNbaihqOzgAUjKwGjOzlclRWbzmHSkt4P7B1hXnXUGdhgK4Frxjryi22r/nj4n0707shlt6N7eUuhOJ1f6P/11FAcLNvVpgbNcmuG+QFPWll+Q64eNNAIDUFnWqvDqIFuXH6BOFproPqMO+6+s0Nn3xuiTMm9qjKsTyCc8t2Y1yM1s11VS+EUch8aXlZqfK44Imopa5IgoXqAjAUBRMizrum/mUmaGCo95ozIyycrONElRQ595pm6P6A83rxmDmmM4Wq4ZQZ/6P/11FAUJsVDhm35SC2nK02dS+CTZjFDORoyi/qqKB7K+qVoV1JOvJNz89H1pKs1qoX8N2hja5bwIGta9vsz6YyNR0DlciZd9URRMqvHhdkjzGbFVKSw+9MHN14K02crQy9RNv03R0dpSS8eJP6WjzzG84LlsqtHwgh+wDwZFIXxm+/vuYr0UIKkLzKvICjlrIOyopVFX834DWePqaDujdynklfKP413Cp6rza5MjMSGxUA0vu71dlcvgSvTSJUznWN3jlhq+exd/VvyUyZo1ADzlxeuYvey1pIXqJ6ICtz8fMbDVDe/nXvVbvVyaFI8xEVjPJcgdKVonSvOHDv2zeCzeRVZBFVZeDqwzeeC59ZvFu54MELiMUmkEoMzU9/EGhNa8bg3sGtq7SEkOKeVM9Q2WuqGiu5v2buwWlqfGF65Js1j39gxQI8eAQ6yRltUIaLM9SFXPX0axCSzKyvQhQbQqE1ofWShMAUdlrQf19lpkrd23XionwS7+ZHhXK1veWFoFjAuOKCnDsdQUOdpQbptrNYmbWbT0yokujoDQ16umMA+ekorQTNHUs1QWZk+REZ7VZ8N0VhwDYzx/TKqiycrbyca0/aF1Hs7JJ9mqfWLoqB84Zjw9rh+dGSp2lTES6PlR/xKLOQvNnHFAIhVYF+MMMzRcoD7bqmyrD9zl5VYmjvmGNakRbpVGoZ2iKclJvffC8FMV43sUag5dKy638bhcvWfvQKjtDK1KF7msjK/VoLxfkvq1vAu64oiXGd2+K8/mXA+Y6CABrqEBGKLQqwFnh2WBFuWGqw53NUlVcH0lU9dj7qK/d0AUmE2HpA1dY1qmDOpTZk7qc2qHzUpi/vZmCYnKcM7ErAODS5TKHQRtGRLzWi7NvalfYL+fe1ZBbCi1Mk1oI/XftEQDAn48O8FiOqkBM0PwfodCqgJxLwV+XUA/lhvnq7/uRL1dTZ+aAeTI3AnutY5QqKepwdbUPTDl36hmW0qlgSr8E3X1WlyNYleCSwpJym7D6X3aesdnOE9wxp2sDP87kSjPNVj6oEuIOyixbmBz9H6HQDMSeTyBU21AoN+Xle88hdcZyANJNIYT0md3+cxaFplJiUeEmDGov5TMqMzR1moVSwHhIB31f45yJXTEutakleV0vd+3+b7ZV4lPYx1EqgVp/OSptVVUdICqL8jlEcWL/x7+vpADj+3v74u2bUnwtht+gnokppjMG+yS521fY86E1qGE7QzOZCB/dkorVTwyyBIO0jo+1VLs/caFI3kY/l7BF3ep4fVyyZZ/lZka5A/+tEbfncgdRjuoZjVIVJRARQSGBg1BoBtKsTgzG6HQRbtfAfr24YCY22ja8XK9TclBj57MqZkFthYzoiDAkaGYzSksTBWfBHEqd0XJzRdi+Xqi/Eb36ftl1Bqv2nfd4P/5MSF2vAY5QaFXA13fqV0MPdupWtzXBMjggkmiNQk/3qCvg22ufo8bdKhqKwis3syVnTK+eYr829dzarx6bjlzA1HlbnA8MAsQMzf8RCq0KiA+QfBuj0bbfmPFzOjYduRBSPjQ95f35lIoEcsVX1rtVHbf24eyYJrKeoVm/Dzw0pA2a1NL37xlFTBWWWfMuSi1HodH8HaHQvMyaJwf5WgSfoa1h+dl6qflkKPnQ9Cq0t6lfYYImIux4/ip8eUcvQ48bbjKhnFm3NBUzEKZXrsVg1B/9XTmVAADuvKKl149tJMp36MtmvceyCzHq3fXIMcBMHMwIheZltLOUUMJeUeYQ0meIiQxHpyY10DPB/gysZkyEy53EHTWkVGMy2Z+hAVKXbE9x9D1uOJRllYCtjnJ8dmQidk2/CuNSm2LVE4M8lsPbKJ0RZi87YNg+lXQOV7sMfLj6MHadysWvu84aJkMwIhSaF3hnQoplWS8wIlSwZ6AJpRlamInw84P9cWd/z2Ylt/dribFdmzhsSKkm3GSSohzNUt7fE1e1s5GrsrwzIQWv3dAFEXZmeRcKSzDp07+t1lXXBKXERUfg9XHJPulU7S45RdKsaN3BLGw7ftHuuIPn8vGPg/fVKIpMGDGNRSg0LzA6pQmO/Oda7Hj+Kt1GjKGCPSd6COkzC57OiJ4flYjZbqSEhJlIUmjMCDeZcPcA62aela3jCEjX9/gezex+j3qVcaoHsD9NfR1f/4Ft5wCFYbPXYqyD9632abNgzeHMApSFaMk8T/BIoRFRHSJaRkQH5f+17YybLI85SESTVetXE9F+Itou/wVNdVqTiVAzxrdNPf2VPaddL2gbLAxsV7WXtkWhmRlhJkJkuAm1Vdejo8acrqL2KalbBOlN3Gr4uMGtJ3ijU7WyT71Ak5xLJRj65ho8u6SitUwoPgRWBk9naNMArGDmtgBWyK+tIKI6AF4A0AtATwAvaBTfJGZOkf+CO6ElxKhjp6XOhcLQc2xXZdse5XhlZkZZOVtmY2qf1pLtpw09ntpXpzYpT+rVHBFh5FJ6gr/SvK73zKJ6ulKpcbnuYJbteGGkdIinCm00gC/k5S8AjNEZczWAZcx8gZkvAlgGYLiHxxUEAHWqR1pFtwmqjjAilJab8fmGo8iXc9CKSytmVNUijPU2mK0KUFcsvzy2Mw6+fK2hx6pq7uhnfFQma/6r+VDVybsCMUVzBU+v6gbMrFQ7PQuggc6YJgBOqF6flNcpzJXNjc+Rg4QbIrqbiNKIKC0zM9PeMIGfMSq5sa9FCEnCTIStx+wHKAw2uPecVYugIJtEaE2oZifm2kKdJHYtyjkqNzO2HtPvb3cqp8judgJ9nCo0IlpORLt1/karx7FkFHb3dE9i5s4A+st/t9obyMwfM3N3Zu4eHx/v5mEEAt8zuU8LXFdFCj7MRA5zlq7p3Mjue5VBbXJUZmh3D2hl6DF8hfY5e80Bxw/USrscR6hvlDd8uBE/bDvpRAbb7QS2OFVozHwlM3fS+fsRwDkiagQA8n89H9gpAM1Ur5vK68DMyv98AN9A8rEJghxXc2+CjRdHd7L0KvM24SayiTZUm38jDMhDU6OetSjHbSc39gx0tGfqgBOFNeXzzc53qplqPbZwh5tSCfTw9M6yFIAStTgZwI86Y/4AcBUR1ZaDQa4C8AcRhRNRPQAgoggAIwHs1tleEOAobU8U1j012EeShA4mE9nMLNQKxoiWLQl1K2pSqhuJKpX168U6b/4ZCGgdId+mndAfKJNX7ILJ0YXjXpVY4cFRoiJDqZdgZfD0qp4FYBgRHQRwpfwaRNSdiD4FAGa+AGAGgC3y30vyuihIim0ngO2QZm2feCiPwA+Ji7IO2a4vt04ReI/oCJNNQWJ1LlyEAXfG3x8ZgH9f2wGA9QxNaWjbwovRgVWJtgXQkcxCHDyXj2PZFS1xHIX2bz56AZuOZFuN3Xky12bchcISK7+ZOjJUaaRqL5ldIOFR1i8zZwMYqrM+DcCdqtefA/hcM6YQQKonxxcEBj0SaiP9TOjlnvmSGtG2eV/qqv1GzNCiI8JQL1YqvF1YUpESoPS+M9qs6U8Mm70WAJAxawQA4ORF6wCOgstllpY94/+7EQBw9JVrQUR2a0JevFRiZY4vU/WaU4JujChZFswIdS/wOncFSXBAIKFWaEqDUHW9SKP8mErn7TO50g39YmEJvt1ywuZ4gYwrSc39X1tl9frdlQdtxmTmX0ZuUandfShJ8AolZRWzvlL5IaGq8xkDjeC44gR+TSAn1QYqUao8M2X2pH66N6q1i2JOPpdXDAC458utlnSBYFFojhj4+ioUqWanSjWWc7nFNmM3HslG8ot/YvE/p3T3pVR2UShVlb4qk02O4cLk6BBxdgReJzJEoxp9iVqZ1JALZKvXGdVkVfluH/12B+ZvPo7NGRU5VcFiHnN0qo5lX8IzS3ZZXveQuyoolVjUvrWHF2wHAGw8XOFPU1NuZqisjFhzINOi4JSZmdoMKbBF3GkEXifSC6YugWPUymtUFyn3zd3O166gNoE9/cMuq/e8cTxfoA0K0bLhUEWJqg6NagAAru3cEIB+D7WlO/TLjpmZraJFAeDGj6Rix8qDg17ncUEFwXHFCfwa9Y3tz0cH+FCS0CFSNTsyyUrHGzMmR1X7g8Xk6Gwyey7vsmX5111nkNKsFvKKJMWTV2zfZ6aF2bZo9D/HcwDAYqbMdyElIJQJjitO4NcoN9SocFPQhHL7O3rKxJOWMfZwFKQQLAEM7nyKj25JRe2YCKw/lIXj2ZesZm/2eGOcFLTDsN8UV+FyqTA5OiJ0m3UJqpR3JqQguWktX4sRMug1ojTKb6amca1qzgeFCLNvSkab+rE4ny/N2P69eBfWaxRai7oxOJZ9CQBwc6/mqBYRhrpyVwpmxiI5abtGdLhVgvZ1yY2xdMdp4UNzgpihCaqE0SlNkBAA3YmDhW2yqcrbBMsszBGuPgjUjpEUU02595va3zWlbwIAqZ2OQlLjGnhuZKJlCphTVIpP1h0FYHtelZnbuysPuf8BQgih0ASCIKRVvG8fHurHRfn0+EaiVi3adIcHh7SxLA+SOxi8cn1nAEC35hVtH6dfl4SMWSPQql6sZZ3SN07Z/5mcilD/i5esfW9qS6Q3Go4GC0KhCQRByMtjpJtqRznqrqoJlsLEgHVQSNfmtbDuqcGWGZSSwN62foWialG3OqpFhFlmVepGt8cvXLIshykKTf5fUlaRz6ZF7VsrM6DbeLAiFJpAEIQoZaeiDW7k6SpecNf5DLXJ8YNJqWhWJwbV5GIBcXKOX60Y61Jj4WGEeX9lAIDFRwYAI5Mr2vYou1X2Xu5AT/22+6xlWRsJKahABIUIBEGIkv9UTVOlZeE9fQyvsTilb4Ll5q1gCiaNpkLxj1WLDEPB5TLL7EtbO1MdZXpjalPLcv24isLcyqRLOVe7T9kWLAaAkxcvWb0WlXfsI2ZoAkEQopRj0iay92xZB11Vvh0j+Pe1HW3WDWgX3E14507pgWs7N8TgDvUxfVQi/iP7zRTUZau0jU7HpEiJ7vXiJGWo6H5HJbEEriFmaAJBENKxseQ7m9CzuZORnqNX2uz2fgleP64v6dSkJj6YJDULmdKvpc376gRobZTkY8Pao2HNahjQVlL6enPZoR3qY8U+qV+yWqE9NLStp6IHNUKhCQRBSJNa1SytTXyBN3LeApFGNW17/zWvG4Np13SwvC7WCQZp2yBOV6E9NqydF6QMHoTJUSAQeMy3d/e2dFMe27WJb4XxI1wp9XbwXIHV676t6+JheSbWq2UdZBWUeEW2YEQoNIFA4DG9WtXFpqeHYlhiAzytmn2EOq7Us+zRso7V688m90C1yDD0SKgNExFW7z/vLfGCDqHQBAKBIdSvEY1PbuuO+jVszWyhiisdB7o1r42DL19jeV1NTt4mEBiMBuJ8uozwoQkEAoGXMLlYGiwizISVjw9ElDokn6TQ/kLRMsZlhEITCAQCP6BVfKzVa4JUgf/rv4/7RJ5AxCOTIxHVIaJlRHRQ/q+b4EJEvxNRDhH9rFnfkoj+JqJDRPQtEUXqbS8QCASBRL82dT3eB8ka7WxesdOxAglPfWjTAKxg5rYAVsiv9XgdwK06618FMJuZ2wC4COAOD+URCAQCw4kIIzxypes5YHOn9MSu6Vd5dEzFh6bw+yP9PdpfKOCpQhsN4At5+QsAY/QGMfMKAPnqdSQlqgwB8J2z7QUCgcCXHHz5Wjxypes5YJHhJsRpymG5i5kZWzIq+tp1aOibQtOBhKc+tAbMfEZePguggRvb1gWQw8yKx/MkgEonsJSWluLkyZMoLhbTc4FAEPjc17Ua7uwsFTOOiQzD3r17Pd7nsmXLOu/YsSPD4x35BjOA3WVlZXempqbq5jI4VWhEtBxAQ523nlG/YGYmIq8VHSOiuwHcDQDNm9uW8zl58iTi4uKQkJAgqhQIBIKAJ/x8vqUmZ73YKEO6g5eXl5d16tQpy/lI/8NsNlNmZmbi2bNnPwVwnd4YpwqNma+09x4RnSOiRsx8hogaAXAnAzAbQC0iCpdnaU0B6FfnlOT4GMDHANC9e3cbxVlcXCyUmUAgCBpEH09rTCYTx8fH5549e7aT3TEeHmMpgMny8mQAP7q6IUttV1cBuLEy2+shlJlAIAgaVApN3NokTCYTw4He8lShzQIwjIgOArhSfg0i6k5EnyqDiGgdgEUAhhLRSSK6Wn7rXwAeI6JDkHxqn3koj0AgEAQFpeaKFjRCn7mGRwqNmbOZeSgzt2XmK5n5grw+jZnvVI3rz8zxzFyNmZsy8x/y+iPM3JOZ2zDzOGa+7NnH8S1hYWFISUmx/M2aNcvh+OnTp+ONN96oIunsM2/ePDzwwAO6600mE3bu3GlZ16lTJ2RkZFSJXLGxUqLp6dOnceONNzoZbSz2zklVsGTJEqSnp+u+N336dDRp0gQpKSno1KkTli5dijVr1qBPnz5W48rKytCgQQOcPn1adz+rV6/GyJEjDZF30KBBaN++PZKTk9GvXz/s37/f7lhvf5fPP/88li9fDgB4++23celSRXNM5XpyxLlz5zBy5EgkJycjMTER1157LQAgIyMD33zzjXeEVpGRkYFq1aohJSUFNwy7AuOv7o/SkhLYU2nqe8iUKVPw3Xff6Y7To2fPnu3Xrl0bY4Tcjvjrr7+qffvttzXd3a4y8olajgZSrVo1bN++3fI3bZq9tLzAoWnTpnj55Zd9KkPjxo3d+qFWhrIy/ykv5EihAcCjjz6K7du3Y9GiRbj99tvRv39/nDx5EseOHbOMWb58OZKSktC4ceOqEBlff/01duzYgcmTJ+PJJ5+0O87ed2nU+X/ppZdw5ZWS21+r0Fzh+eefx7Bhw7Bjxw6kp6dbHkqrSqEBQOvWrbF9+3Ys/GMdFv6xDhGRkQFtckxLS4v55Zdf3FZolUEotCogISEBL7zwArp164bOnTtj3759lvfS09MxaNAgtGrVCnPmzLGsHzNmDFJTU5GUlISPP/7Ysj42NhbPPPMMkpOT0bt3b5w7dw6A9GQ5duxYJCcnIzk5GX/99RcA4KuvvkLPnj2RkpKCe+65B+XlUtTU3Llz0a5dO/Ts2RMbNmywK/vIkSOxZ88e3afu+fPno3PnzujUqRP+9a9/VVrGt956C506dUKnTp3w9ttv2xwnIyMDnTpJfuB58+bh+uuvx/Dhw9G2bVs89dRTlnF//vkn+vTpg27dumHcuHEoKJDacrz00kvo0aMHOnXqhLvvvhsse9sHDRqERx55BN27d8c777xj9xyo0ZP19ddft3x3jz76KIYMGQIAWLlyJSZNmuRQtmnTpiExMRFdunTBE088gb/++gtLly7Fk08+iZSUFBw+fNiuLB07dkR4eDiysrIwfvx4LFiwwPLeggULMHHiRGzevBl9+vRB165d0bdvX93vUWspUM/C7V0/9hgwYAAOHTqEjIwM9O/fH926dUO3bt0s37X2u7zuuuswZMgQDB06FGfOnMGAAQMss89169ZZ7XvLli24/vrrAQA//vgjqlWrhpKSEhQXF6NVK6krtDJLmTNnDk6fPo3Bgwdj8ODBln3oXZdqzpw5g6ZNm1ped+nSBYD0Pa1btw4pKSmYPXs2iouLMXXqVHTu3Bldu3bFqlWrLJ9p9OjRGDRoENq2bYsXX3zR4flylVaN61mWv/vuO0yZMsXu2JUrV2LMmDGW18uWLcPYsWMd7j8mJqbrgw8+2KR9+/aJycnJHU6cOBGenZ0d1rhx487Kd56Xl2dq2LBhl8uXL9OePXui+vfv3zYpKaljampq+3/++ScaAD7//PPabdu2TWrfvn1i9+7d2xcXF9Mrr7zS+KeffqrdoUOHxE8++aR2Xl6eady4cQmdO3fu2LFjx8SvvvqqFgAUFBTQyJEjW7Vq1Spp2LBhrYuLi91X48wccH+pqamsJT093bI8feluHv/RX4b+TV+62+aYWkwmEycnJ1v+FixYwMzMLVq04Dlz5jAz8/vvv8933HEHMzO/8MIL3KdPHy4uLubMzEyuU6cOl5SUMDNzdnY2MzNfunSJk5KSOCsri1m6E/PSpUuZmfnJJ5/kGTNmMDPz+PHjefbs2czMXFZWxjk5OZyens4jR4607PPee+/lL774gk+fPs3NmjXj8+fP8+XLl7lv3758//3323yeuXPn8v33389ffPEF33bbbczMnJSUxEePHuVTp05Z9lFaWsqDBw/mxYsXuy1jWload+rUiQsKCjg/P58TExN527ZtzMxcvXp1ZmY+evQoJyUlWWRq2bIl5+TkcFFRETdv3pyPHz/OmZmZ3L9/fy4oKGBm5lmzZvGLL75odS6ZmW+55RaLbAMHDuR7771X97tUPrsae7Ju3LiRb7zxRmZmvuKKK7hHjx5cUlLC06dP548++siubFlZWdyuXTs2m83MzHzx4kVmZp48eTIvWrRIV64XXniBX3/9dWZm3rRpEzdq1IjNZjNv2bKFU1JSmJm5uLiY4+PjOTs7m3Nzc7m0tJSZmZctW8bXX389MzOvWrWKR4wYYbNP9Xds7/rRMnDgQN6yZQszM7/22ms8fvx4Liws5KKiImZmPnDgACu/We132aRJE8v388Ybb/DMmTOZWbo+8vLyrI5TWlrKLVu2ZGbmxx9/nLt3787r16/n1atX84QJE2zOXYsWLTgzM9Oyvb3rUs3vv//ONWvW5EGDBvHMmTP51KlTNudLkXXq1KnMzLx3715u1qwZFxUV8dy5c7lhw4aclZVl+e0q58YVjh49ytHR0ZycnMztEzvxTbfdwTtOXOQY+bfAzLxo0SKePHkyM1t/d8pnN5vN3L59ez5//jwzM0+cONHyuXft2lXIkksorUePHvlr1qxJZ+Y0APz1118fZOa0e+655+yTTz55ipnThgwZcnHp0qX7mTnt448/Pjx+/PhMZk7r3bt33s6dO3cxc9qKFSv29urVK4+Z09q2bXvpyJEjO5g5LTMz8x9mTnvnnXeO3nrrreeV495///1n3n///SPKmBYtWhTn5uZue+GFF07ceOONWcyctmnTpj1hYWGsyKf+2759ewbb0Q2iOLGBKCZHPZQny9TUVPzwww+W9SNGjEBUVBSioqJQv359nDt3Dk2bNsWcOXOwePFiAMCJEydw8OBB1K1bF5GRkRbfR2pqKpYtWwZAeir73//+B0Dy5dWsWRNffvkltm7dih49egAAioqKUL9+ffz9998YNGgQ4uOlFvA33XQTDhw4YPdz3XzzzXj55Zdx9OhRy7otW7ZY7WPSpElYu3YtxowZ45aM69evx9ixY1G9enXLeVq3bh26du1qV56hQ4eiZk3JgpGYmIhjx44hJycH6enp6NevHwCgpKTE4ldatWoVXnvtNVy6dAkXLlxAUlISRo0aZfnsrmJP1nvvvRdbt25FXl4eoqKi0K1bN6SlpWHdunWYM2cONm3apCtbzZo1ER0djTvuuAMjR4502ac1e/ZsfPXVV4iLi8O3334LIkL37t1RUFCA/fv3Y+/evejVqxfq1KmDEydOYPLkyTh48CCICKWlpS5/3hUrVuheP3pMmjQJ1apVQ0JCAt59912UlpbigQcewPbt2xEWFmb3+ho2bBjq1JH6gfXo0QO33347SktLMWbMGKSkpFiNDQ8PR+vWrbF3715s3rwZjz32GNauXYvy8nL07++8LJS961LN1VdfjSNHjuD333/Hb7/9hq5du2L37t0249avX48HH3wQANChQwe0aNHC8hmHDRuGunWlWo7XX3891q9fj+7duzuVT0ExOe48mePyNmqICLfeeiu++uorTJ06FRs3brT87uwRERHBEyZMyAWA1NTUwuXLl9cAgHHjxl2cP39+7VGjRuUvXLiwzn333ZeZm5tr+ueff2LHjRvXWtm+pKSEAKB79+4FkyZNSrjhhhsuTpo06aLesVavXl3jjz/+qDVnzpyGAHD58mU6dOhQ5Pr162Mfeuih8wDQq1evonbt2rlnL0aQVtt/YVSSr0WwISoqCoB0I1f7C5T16vdWr16N5cuXY+PGjYiJicGgQYMsFVAiIiIs6QnafWlhZkyePBmvvPKK1folS5a4JXt4eDgef/xxvPrqqy6Nd0fGyqB3zpgZw4YNw/z5863GFhcX47777kNaWhqaNWuG6dOnW1WTUZSTJ0RERKBly5aYN28e+vbtiy5dumDVqlU4dOgQOnbsiMOHD+vKBgCbN2/GihUr8N133+G9997DypUrnR7v0UcfxRNPPGGzfuLEiViwYAH27t2LiRMnAgCee+45DB48GIsXL0ZGRgYGDRpks114eDjMqog65fzYu370+Prrr61u2tOnT0eDBg2wY8cOmM1mREfr9/RSn/8BAwZg7dq1+OWXXzBlyhQ89thjuO2226zGDxgwAL/99hsiIiJw5ZVXYsqUKSgvL8frr7/uVEZXr8s6derg5ptvxs0334yRI0di7dq1FgXlCtr0Ie3rxYsXW0yRn376qUvKTr0PV6ohTZ06FaNGjUJ0dDTGjRuH8HDHt/rw8HA2mUzKMsrKyggAJk6cmDNjxowm586dC9u9e3fMqFGj8vLy8kxxcXFl+/bts3H0fvPNN8dXrlxZfenSpTVTU1MTt27dajOGmfHdd98dSk5ONjwIUPjQ/JDc3FzUrl0bMTEx2LdvHzZt2uR0m6FDh+LDDz8EAJSXlyM3NxdDhw7Fd999h/PnpXz3Cxcu4NixY+jVqxfWrFmD7OxslJaWYtGiRU73P2XKFCxfvhyZmZkAgJ49e2LNmjXIyspCeXk55s+fj4EDB7otY//+/bFkyRJcunQJhYWFWLx4sUtP21p69+6NDRs24NChQwCAwsJCHDhwwPLjr1evHgoKCjwKLnEka//+/fHGG29gwIAB6N+/Pz766CN07doVRGRXtoKCAuTm5uLaa6/F7NmzsWPHDgBAXFwc8vPz7cphj4kTJ+Krr77CypUrMXr0aADStdSkiVRRbt68ebrbJSQkYNu2bQCAbdu2WWbi9q4fV8jNzUWjRo1gMpnw5ZdfOvW9AcCxY8fQoEED3HXXXbjzzjstMqnp378/3n77bfTp0wfx8fHIzs7G/v37LX45NZU5jytXrrQEkuTn5+Pw4cNo3ry5zb769++Pr7/+GgBw4MABHD9+HO3btwcg+awuXLiAoqIiLFmyxDIzVxg7dqwlcMyRMiNVZGN8fH3s3bsXZrPZYrlxROPGjdG4cWPMnDkTU6dOdf0EaKhZs6a5S5cuhffcc0/zoUOH5oaHh6NOnTrmpk2blnz++ee1AcBsNmPjxo3VAGDPnj1RQ4YMKXz77bdP165du+zIkSORNWrUKC8oKLDomsGDB+e9+eabDZSHqA0bNlQDgCuuuKLg66+/rgMAW7ZsiT5w4IDbEZhCoRlIUVGRVdh+ZaMchw8fjrKyMnTs2BHTpk1D7969nW7zzjvvYNWqVejcuTNSU1ORnp6OxMREzJw5E1dddRW6dOmCYcOG4cyZM2jUqBGmT5+OPn36oF+/fujYsaPT/UdGRuKhhx6y3NwaNWqEWbNmYfDgwUhOTkZqaqrlJuqOjN26dcOUKVPQs2dP9OrVC3feeadDc6M94uPjMW/ePEycOBFdunRBnz59sG/fPtSqVQt33XUXOnXqhKuvvtpiPnOFefPmoWnTppa/+vXr25W1f//+OHPmDPr06YMGDRogOjraouzsyZafn4+RI0eiS5cuuOKKK/DWW28BACZMmIDXX38dXbt2dRgUoqVjx46oXr06hgwZYpn5PPXUU3j66afRtWtXuzOSG264wWKKfe+999CunVSE19714wr33XcfvvjiCyQnJ2Pfvn0uzYRXr16N5ORkdO3aFd9++y0efvhhmzG9evXCuXPnMGDAAABS0Ebnzp11iyrcfffdGD58uFVQiDO2bt2K7t27W76nO++8Ez169ECXLl0QFhaG5ORkzJ49G/fddx/MZjM6d+6Mm266CfPmzbNYDnr27IkbbrgBXbp0wQ033OCWuVFN41oVs9pnps/AyJEj0bdvXzRq1Mil7SdNmoRmzZq59Pt2xPjx4y/++OOPdSZOnHhBWTd//vwjc+fOrde+ffvEtm3bJn3//fe1AODRRx9t2q5du8S2bdsm9ejRo6B3795F11xzTf6BAweqKUEhs2bNOl1WVkYdOnRIbNOmTdKzzz7bBACeeOKJ84WFhWGtWrVKeuaZZ5okJiYWuisrcQDWV+nevTunpaVZrdu7d6/HX5xAIBB4wrx585CWlob33nvPkP0pfrTK1HJ84IEH0LVrV9xxR0VXrt27d1/q1KmT51WOfciOHTvqJScnJ+i9F5Q+NIFAIAgmosLdM6alpqaievXqePPNN70kkX8iFJpAIBAYxJQpUxzmiLlLpyY1UVRSjpjIMLe227p1q2EyBBJB5UMLRPOpQCAQ2MNEhOpR4aLwuozZbCZIfdF0CRqFFh0djezsbKHUBAKBIAiR+6HVBGCbGCgTNCbHpk2b4uTJk5awcoFAIBBYc/bs2fDy8vJ6zkf6JZaO1fYGBI1CU5JbBQKBQKBPYmLiLmauXB5BABA0JkeBQCAQhDZCoQkEAoEgKBAKTSAQCARBQUBWCiGiTACuFZXzPvUAZPlaCCcIGT3H3+UD/F9Gf5cP8H8ZPZWvBTPHGyWMvxGQCs2fIKI0f3eyChk9x9/lA/xfRn+XD/B/Gf1dPl8jTI4CgUAgCAqEQhMIBAJBUCAUmud87GsBXEDI6Dn+Lh/g/zL6u3yA/8vo7/L5FOFDEwgEAkFQIGZoAoFAIAgKhEITCAQCQVAgFJpAIBAIggKh0NyA/LgpERHFyP/9UkYiau1rGZxBRBG+lsEZRBQm//fX79kv5VJDRDXl/355/yOiJCKK9rUcgYhffqH+AhH1JKK3iehOIjKxn0XQEJGJiOoQ0Z8AngQAP5SxGxGtBTCLiGr4Wh49iKg3ES0A8DoRdfK1PHoQUT8i+gLAs0RUxw+/555E9AmAfxGR31WikH8rNYjoZwBzAICZ7TaK9AVE1IWI1gOYCaCur+UJRIRC04GIIojoLQD/BbAPwC0A3pTf85snUPkHWQagJoBWRHQl4D8yElEkpB/nt8w8jpnz5PV+IR8AENE4AB8C+BlANIDH5PX+JGMrAB8AWAWgBYAZRDTCt1JJEFEYEb0CKZx8A4BuAF4goga+lcwa+beSDyACQBMiugnwu1naswC+Y+axzHwK8K/rMBDwpy/Tn4gDcBrACGb+CMBUACP98ckYQCKAcwDWARhFRNX8SMZuALKZ+X0AIKI+RBTlR/IBQFsAPzHzVwBmA9IDjZ/JmApgLzPPA/A4gO2QrsdmvhRKxgTgOIDxsnyPAOgNoJoPZbJHB0h1EN8GMImI4pjZ7GulIc8eWwEoYOa35XXDiKgWAL82MfsbQqHJENF4InqciHoy8wUAXzPzafkGfBTAHgCxvrywZBkfI6LeqtXHILUkPwCpo+twImroY/n6qGRrT0SjiGgZgBcAfEJEE30hnx0Z9wO4noieArARQGMA7xORz+rlySbQdqpVWwA0JaJmzHwR0kwoB8D1fiCfGcB8Zj4g/1ZOAzgJqYiuz1DLqPrNHgJQAuCo/DeZiJr74uFFLZ88e8wC0J+IRhDREgBPQDKN+qUrwV8JeYUmm0yeB/AvAAzgMyIaw8xnAICZLxNRYwCtAOT56OJXywhISkG5maUAiGHmtZBucu8CmElE4VWlfHXk+5iIbgCQCeAnSGa8Wcw8HJLZbAgRdagK2RzI+AkRXQfgBwAPAxgA4DZZxkwAN1b1gwER1SKiXwAsAzCeiGLlt4oBrAcwXn69H0A6gDpVGTygJx8zlzNzDmD5rcQBaAnJwlHl6MhYXfWb7Q7pN7wH0gPqCwA+lF0MVXIv1JMPAGRz/FwAMwB8zsxXA/gUQG/NA6zAASGv0Ji5HEB7AI8z81uQLvKHiKijathgAH8zcw4RVSeiKn36dCBjO0g3jkIimgvJNHoAwE5mLqsq5asj33QA90Iy8ewAkATJPwUAKyGZdAurQjYHMr4A4FEA7Zh5BSSlsV8e/iOALlUtI4DqAP4A8KC8PEBenwlgE4DOsgWhHMApAP2YudiH8vXXGdMLwB7ZuhFLRG2rUD7A/jkEJNNoHBF9C+ApAFsBHGDm0ioMEHEk388AEgDUll+nQXInXK4i2QKekFRoRHQbEQ2UbdSAdNHUJqJwZv4B0tPvTVQRxh0H4B8iuh3AP5Ce9Hwt4x4AYwDEA7gaQB6AZACvA+hKRAk+lO97SIr1Okgzi9cAPCw/BQ8DUAeSAvEqLsi4B8BEeSZ2GMCN8riuVSGfRsYaciDAxwAWysfvSURNZAW2EdK1N1ueuSUBOE5yuoaP5OslWy9AROHyJrUAnCCiqZBMpSnelM8dGSEpingAZyF9x/dCMol31NtvFcrXBACYeSckE+MD8kPzLQA6Acj2pnzBRMjUcpTNbw0BfAPJ7n8Y0hPSPQAeAhAOYI48C2sP6YIbzsxniGglgH4AFgB4U77wfC1jR3ncVQAuqyIIGwEoY+ZMH8vXAcC3qDiHr0DyTzUDcD8z7zVavkrKuACSku0C4H5ZxgIADzDzviqW8WFmzpLH9INkYkxj5i9V274FoCmkaMfbmHk/DMZN+bbIATXKtl8CmATgCwCzffBbcXgOiaie6v1YAJGyz9wv5JPXPwbJxdEWwKPMnG60fEELMwf9H4Aw+X87AF8p6yCFa38O6anyd0jT/xj5/W8BPCIvPwpgjB/KuBDSDwSQZtsmP5PvWwCPycsEINYPz+EiAPfJy7EAOvtIxncB/KAZ+yiktIeaAOJUY+P8TL4ayncLYAKAG/30HFZXjfXFb8Wl71heH+HNcxisf4qZICghqarCDABhRPQrpB9eOSD5VIjoAQBnIOWYfQPpx9gI0o24DJKZB8w8209lLIXkWwF7yQdgwDncII9lSDMff5OxBJIvBcxcAGCXj2R8GMBpIhrIzGvkzT6BdLNbBqAFEXVlKYow38/kWwGgORGlMPMCo2UzSEbtOfRr+Zi51BsyBjtB60MjooGQblS1IYXrzoCkAAYTUU/AEijwIoDXmfl/AP4EcBsR/QPJNOWVm1ugyOjv8gWZjGZIwTTTVZuOAHAfpMCazl68EXsq33ZZvjPekM8gGf39HHpVvpDB11NEb/1BisC6VfX6A0hO4CkAtsrrTJDs3N8BaCavawiglZDR/+ULUhkXAkiQ140GMCDU5QsEGf1dvlD5C9oZGqSnpYWyGQCQTF/NWapmEEZED7L0xNQUQCkznwAAZj7LzEeEjAEhXzDKWM7MGbKMP7KUXxjq8gWCjP4uX0gQtAqNmS8x82WWzE2AFMmmRP5NBdCRpEKl8wFsEzIGnnzBLKMcJSfkCxAZ/V2+UCGog0IAi6OWATQAsFRenQ/g35ByPI6yXAjUV/i7jP4uHxB8MjKzTyrS+LN8gSCjv8sX7ATtDE2FGVKF7SwAXeSnpOcAmJl5va9vcjL+LqO/ywcIGY3A3+UD/F9Gf5cvuPG2k84f/iBV/zZDqlpxh6/lCUQZ/V0+IWNoyBcIMvq7fMH8FxKVQoioKYBbAbzFzH5ZF83fZfR3+QAhoxH4u3yA/8vo7/IFMyGh0AQCgUAQ/ISCD00gEAgEIYBQaAKBQCAICoRCEwgEAkFQIBSaQCAQCIICodAEAoFAEBQIhSYQCASCoEAoNIFAIBAEBf8PkdIe6WEbffAAAAAASUVORK5CYII=", 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returnsharpesortinodrawdownturnoverlong countshort count
year
20000.0785130.3522700.6081140.2056060.2024996.5039685.503968
20010.1087000.7575641.3691850.1773480.1758787.0322586.032258
20020.1050120.7293081.1393630.1382150.1933755.2023814.202381
20030.0965710.9204851.4317030.0884890.1773053.6984132.698413
20040.0810220.9329721.1700480.0706580.1515824.0238103.023810
20050.0019430.0252130.0431510.1145260.2451735.3095244.309524
20060.0828881.2101581.6698980.0674830.2304085.6972114.697211
20070.1756041.6434513.8470100.0665810.2148155.2390444.239044
2008-0.072812-0.349541-0.4680500.2377460.1813614.1857713.185771
2009-0.015599-0.118053-0.1463730.1447130.1509575.4920634.492063
20100.0311250.3794600.6261430.0756700.2180144.3055563.305556
2011-0.027125-0.258708-0.3606220.1564150.2368503.9960322.996032
20120.0238940.4174470.6208480.0378530.1653816.0080005.008000
20130.0438740.6854991.3148190.0527920.1647716.5634925.563492
2014-0.226014-1.278613-1.3443830.2414790.1036054.0198413.019841
2015-0.089668-1.214842-1.2062100.1323920.1771625.9642864.964286
Overall0.3979290.1971580.2587480.3699300.2532205.2000004.200000
\n", "
" ], "text/plain": [ " return sharpe sortino drawdown turnover long count \\\n", "year \n", "2000 0.078513 0.352270 0.608114 0.205606 0.202499 6.503968 \n", "2001 0.108700 0.757564 1.369185 0.177348 0.175878 7.032258 \n", "2002 0.105012 0.729308 1.139363 0.138215 0.193375 5.202381 \n", "2003 0.096571 0.920485 1.431703 0.088489 0.177305 3.698413 \n", "2004 0.081022 0.932972 1.170048 0.070658 0.151582 4.023810 \n", "2005 0.001943 0.025213 0.043151 0.114526 0.245173 5.309524 \n", "2006 0.082888 1.210158 1.669898 0.067483 0.230408 5.697211 \n", "2007 0.175604 1.643451 3.847010 0.066581 0.214815 5.239044 \n", "2008 -0.072812 -0.349541 -0.468050 0.237746 0.181361 4.185771 \n", "2009 -0.015599 -0.118053 -0.146373 0.144713 0.150957 5.492063 \n", "2010 0.031125 0.379460 0.626143 0.075670 0.218014 4.305556 \n", "2011 -0.027125 -0.258708 -0.360622 0.156415 0.236850 3.996032 \n", "2012 0.023894 0.417447 0.620848 0.037853 0.165381 6.008000 \n", "2013 0.043874 0.685499 1.314819 0.052792 0.164771 6.563492 \n", "2014 -0.226014 -1.278613 -1.344383 0.241479 0.103605 4.019841 \n", "2015 -0.089668 -1.214842 -1.206210 0.132392 0.177162 5.964286 \n", "Overall 0.397929 0.197158 0.258748 0.369930 0.253220 5.200000 \n", "\n", " short count \n", "year \n", "2000 5.503968 \n", "2001 6.032258 \n", "2002 4.202381 \n", "2003 2.698413 \n", "2004 3.023810 \n", "2005 4.309524 \n", "2006 4.697211 \n", "2007 4.239044 \n", "2008 3.185771 \n", "2009 4.492063 \n", "2010 3.305556 \n", "2011 2.996032 \n", "2012 5.008000 \n", "2013 5.563492 \n", "2014 3.019841 \n", "2015 4.964286 \n", "Overall 4.200000 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "from sif.pairstrading.alphas import Enhanced_Noncolinear_Stop_Lowest_PValue1\n", "alphas = [Enhanced_Noncolinear_Stop_Lowest_PValue1(reset=90, npairs=10, \n", " exit=0.5, stop=3.5)]\n", "returns, holdings = backtester_15y.backtest(alphas, processes=None)\n", "metrics.summary_plot(returns, source=['Enhanced Noncolinear Lowest PValue Pairs with Stop - Fully Invested'])\n", "get_rolling_sharpe(returns)\n", "get_analytics(alphas, returns, holdings)" ] }, { "cell_type": "markdown", "id": "85d854d2", "metadata": {}, "source": [ "## Testing2 - Alpha For Parameter Optimization\n", "\n", "After further experimentation, we realized that limiting the enter and exit parameters to being between $1.0$ and $0.5$ was drastically reducing our potential returns. In a second optimization, we widen the span of enter and exit conditions that we are testing for, as well as introduce some variability in the npairs parameter to see if more pairs tends to outperform less pairs or vice versa. Ultimately, increasing the number of parameters we run during parameter optimization becomes more expensive with the greater dimension of the parameter grid, so we limit the number of enter and exit conditions tested to $3$.\n", "\n", "Below is a sample implementation of Testing2 that demonstrates the greater returns that can be achieved with larger enter/exit conditions." ] }, { "cell_type": "code", "execution_count": 13, "id": "b423921c", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Testing2: 100%|████████████████████████████████████████████████████████████████████████| 1/1 [24:45<00:00, 1485.29s/it]\n" ] }, { "data": { "image/png": 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", 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year
20000.1905570.5859570.8910460.1733140.2510642.0158731.015873
20010.0907610.2971810.4354090.2395860.2129221.7782260.778226
20020.2652301.3571542.7844020.1130180.2255751.7936510.793651
20030.1021710.6319331.2297300.1140630.1654261.9523810.952381
20040.2206382.1077723.1266290.0620870.2871572.1150791.115079
20050.0194490.1852090.2410760.0887410.2255652.1388891.138889
2006-0.055657-0.520403-0.6014130.1343000.1913841.8486060.848606
20070.0624640.5541890.7205060.1108190.2049501.8247010.824701
2008-0.047507-0.161365-0.2094540.3649130.1974251.6877470.687747
20090.3821271.4034814.7131990.0822080.1452071.7103170.710317
20100.0620500.6225430.8607100.0642610.1641841.8214290.821429
20110.1267341.6472252.4233730.0511580.2028831.5396830.539683
2012-0.008720-0.125661-0.1589590.0624470.1519611.5880000.588000
20130.1646781.4908952.7945210.0564710.2114812.1984131.198413
20140.0858340.8383351.2599490.0592910.2414532.1984131.198413
20150.0137160.1558350.2001390.1319590.2279181.8571430.857143
Overall1.6745270.5790820.8734710.3649130.2369181.8795030.879503
\n", "
" ], "text/plain": [ " return sharpe sortino drawdown turnover long count \\\n", "year \n", "2000 0.190557 0.585957 0.891046 0.173314 0.251064 2.015873 \n", "2001 0.090761 0.297181 0.435409 0.239586 0.212922 1.778226 \n", "2002 0.265230 1.357154 2.784402 0.113018 0.225575 1.793651 \n", "2003 0.102171 0.631933 1.229730 0.114063 0.165426 1.952381 \n", "2004 0.220638 2.107772 3.126629 0.062087 0.287157 2.115079 \n", "2005 0.019449 0.185209 0.241076 0.088741 0.225565 2.138889 \n", "2006 -0.055657 -0.520403 -0.601413 0.134300 0.191384 1.848606 \n", "2007 0.062464 0.554189 0.720506 0.110819 0.204950 1.824701 \n", "2008 -0.047507 -0.161365 -0.209454 0.364913 0.197425 1.687747 \n", "2009 0.382127 1.403481 4.713199 0.082208 0.145207 1.710317 \n", "2010 0.062050 0.622543 0.860710 0.064261 0.164184 1.821429 \n", "2011 0.126734 1.647225 2.423373 0.051158 0.202883 1.539683 \n", "2012 -0.008720 -0.125661 -0.158959 0.062447 0.151961 1.588000 \n", "2013 0.164678 1.490895 2.794521 0.056471 0.211481 2.198413 \n", "2014 0.085834 0.838335 1.259949 0.059291 0.241453 2.198413 \n", "2015 0.013716 0.155835 0.200139 0.131959 0.227918 1.857143 \n", "Overall 1.674527 0.579082 0.873471 0.364913 0.236918 1.879503 \n", "\n", " short count \n", "year \n", "2000 1.015873 \n", "2001 0.778226 \n", "2002 0.793651 \n", "2003 0.952381 \n", "2004 1.115079 \n", "2005 1.138889 \n", "2006 0.848606 \n", "2007 0.824701 \n", "2008 0.687747 \n", "2009 0.710317 \n", "2010 0.821429 \n", "2011 0.539683 \n", "2012 0.588000 \n", "2013 1.198413 \n", "2014 1.198413 \n", "2015 0.857143 \n", "Overall 0.879503 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "from sif.pairstrading.alphas import Testing2\n", "alphas = [Testing2(90, 10, 2.25, 1.75, 3.5)]\n", "returns, holdings = backtester_15y.backtest(alphas, processes=None)\n", "metrics.summary_plot(returns, source=['Testing2'])\n", "get_rolling_sharpe(returns) \n", "get_analytics(alphas, returns, holdings)" ] }, { "cell_type": "markdown", "id": "e860ad3a", "metadata": {}, "source": [ "## Parameter Optimization" ] }, { "cell_type": "code", "execution_count": 6, "id": "8f7197b3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " param_reset param_npairs param_enter param_exit param_stop \\\n", "0 90 10 2.0 1.0 3.5 \n", "1 90 10 2.0 1.5 3.5 \n", "2 90 10 2.0 2.0 3.5 \n", "3 90 10 2.5 1.0 3.5 \n", "4 90 10 2.5 1.5 3.5 \n", "5 90 10 2.5 2.0 3.5 \n", "6 90 10 3.0 1.0 3.5 \n", "7 90 10 3.0 1.5 3.5 \n", "8 90 10 3.0 2.0 3.5 \n", "9 90 25 2.0 1.0 3.5 \n", "10 90 25 2.0 1.5 3.5 \n", "11 90 25 2.0 2.0 3.5 \n", "12 90 25 2.5 1.0 3.5 \n", "13 90 25 2.5 1.5 3.5 \n", "14 90 25 2.5 2.0 3.5 \n", "15 90 25 3.0 1.0 3.5 \n", "16 90 25 3.0 1.5 3.5 \n", "17 90 25 3.0 2.0 3.5 \n", "\n", " params score \n", "0 {'reset': 90, 'npairs': 10, 'enter': 2, 'exit'... 0.625252 \n", "1 {'reset': 90, 'npairs': 10, 'enter': 2, 'exit'... 0.599652 \n", "2 {'reset': 90, 'npairs': 10, 'enter': 2, 'exit'... 1.844196 \n", "3 {'reset': 90, 'npairs': 10, 'enter': 2.5, 'exi... 1.130319 \n", "4 {'reset': 90, 'npairs': 10, 'enter': 2.5, 'exi... 1.166980 \n", "5 {'reset': 90, 'npairs': 10, 'enter': 2.5, 'exi... 1.573566 \n", "6 {'reset': 90, 'npairs': 10, 'enter': 3, 'exit'... 0.494403 \n", "7 {'reset': 90, 'npairs': 10, 'enter': 3, 'exit'... 0.448972 \n", "8 {'reset': 90, 'npairs': 10, 'enter': 3, 'exit'... 0.459191 \n", "9 {'reset': 90, 'npairs': 25, 'enter': 2, 'exit'... 0.672127 \n", "10 {'reset': 90, 'npairs': 25, 'enter': 2, 'exit'... 1.432157 \n", "11 {'reset': 90, 'npairs': 25, 'enter': 2, 'exit'... 2.159327 \n", "12 {'reset': 90, 'npairs': 25, 'enter': 2.5, 'exi... 0.917044 \n", "13 {'reset': 90, 'npairs': 25, 'enter': 2.5, 'exi... 1.318499 \n", "14 {'reset': 90, 'npairs': 25, 'enter': 2.5, 'exi... 1.924138 \n", "15 {'reset': 90, 'npairs': 25, 'enter': 3, 'exit'... 0.477280 \n", "16 {'reset': 90, 'npairs': 25, 'enter': 3, 'exit'... 0.854372 \n", "17 {'reset': 90, 'npairs': 25, 'enter': 3, 'exit'... 1.050643 \n" ] } ], "source": [ "param_grid = {'reset': [90], 'npairs': [10, 25], 'enter': [2, 2.5, 3], \n", " 'exit': [1.0, 1.5, 2], 'stop': [3.5]}\n", "result = alpha_search.grid_search(Testing2, backtester_15y, \n", " 'return', param_grid, processes=None)\n", "result.__dict__['results']" ] }, { "cell_type": "code", "execution_count": 5, "id": "bddbdd7b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,9))\n", "ax.plot(result.alpha_returns.cumsum())\n", "plt.legend(param_grid['exit'], title='exit')\n", "plt.title('Cumulative Returns')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "0e650b3c", "metadata": {}, "source": [ "## Parameter Optimization Notes\n", "\n", "It is important to understand the results of the grid search beyond just which alpha performed the best $(90, 25, 2.0, 2.0, 3.5)$.\n", "\n", "Quickly we notice that\n", "\n", "- $25$ pairs outperformed $10$ pairs in $7/9$ combinations of the other parameters\n", "\n", "- exit of $2.0$ performed the best in $5/6$ combinations of npairs and enter\n", "\n", "- With $10$ pairs, the enter condition of $2.5$ clearly seems to outperform. However, with $25$ pairs, is it not completely clear whether an enter of $2$ or $2.5$ is best. Despite this, we can still clearly see that the enter of $3.0$ performs the worst.\n", "\n", "Additionally, a question may now be raised as to the validity of trading pairs with the same enter and exit parameter of $2.0$. However, due to the nature of calculating a rolling z-score, it may be very common for the enter and exit of a paticular trade to happen at a z-score of $2.0$, but those z-scores representing completely different realized spreads. Furthermore, it may also be that large moves drive the relationship between pairs, allowing the enter and exit z-score of $2.0$ to successfully trade.\n" ] }, { "cell_type": "markdown", "id": "e4950061", "metadata": {}, "source": [ "## Validating Optimal Parameters - Traced\n", "\n", "Throughout our development process, we repeatedly ran into bugs where the pairs trading was not actually working the way it shold have. For example, we may have not actually been opening trades when the threshold was reached, or not properly exiting when we wanted to. To remedy this, we created an alpha that displays the z-score and closing prices as it runs, allowing us to check that our implementation is working as expected. This was immensely useful for making sure our final alpha is bug free.\n", "\n", "Specifically, since we are now using enter and exit at the same z-score value, we want to check and see the profitable trades are actually being made the way we think they are.\n", "\n", "By lining up the $3$ printed dataframes (z-score, stock prices, and spread), we can see when trades are entered and exited, and the corresponding share prices and spread between share priced for the involved securities. With this information, we can validate that spread does indeed decrease a large portion of the time between when trades are opened and closed, which is the strategy's profit." ] }, { "cell_type": "code", "execution_count": 17, "id": "9fa38697", "metadata": {}, "outputs": [], "source": [ "class Traced(AbstractAlpha):\n", " def __init__(self, reset: int, npairs: int, enter: int, exit: int, stop: int):\n", " self.name = 'Traced'\n", " self.lookback = reset\n", " self.factor_list = ['close']\n", " self.universe_size = 500 \n", " self.pairs = None\n", " self.print = True\n", " self.reset = reset\n", " self.npairs = npairs\n", " self.enter = enter\n", " self.exit = exit\n", " self.stop = stop\n", " self.holdings = np.zeros(self.universe_size)\n", " self.period = 1\n", " self.day = 0\n", " self.day_counter = 0\n", " self.factors = ['Zscore', 'Close Prices', 'Spread']\n", " self.factor_data = {factor:pd.DataFrame(np.zeros((self.reset, self.npairs))) for factor in self.factors}\n", "\n", " def zscore(self, series: array_1d) -> array_1d:\n", " return (series - series.mean()) / np.std(series)\n", " \n", " def form_pairs(self, df: pd.DataFrame) -> array_1d:\n", " df = pd.DataFrame(df)\n", " clustering_df = df.dropna()\n", " n = df.shape[1]\n", " # Obtain transformed data and clusters using above functions.\n", " transformed_data = self.reduce_dimensionality(clustering_df)\n", " labels = self.cluster_optics(transformed_data)\n", " # Run the statistical cointegration test.\n", " pvalue_matrix = np.ones((n, n))\n", " keys = df.keys()\n", " pairs = []\n", " pairsDict = {}\n", " # Iterate through our universe of 500 stocks.\n", " for i in range(n):\n", " for j in range(i + 1, n):\n", " # Only consider non-outliers in the same cluster.\n", " if labels[i] != -1 and labels[j] != -1 and labels[i] == labels[j]:\n", " S1 = df[keys[i]]\n", " S2 = df[keys[j]]\n", " coint_df = pd.DataFrame({'S1': S1, 'S2': S2}).dropna()\n", " S1 = coint_df['S1']\n", " S2 = coint_df['S2']\n", " result = coint(S1, S2)\n", " pvalue = result[1]\n", " pvalue_matrix[i, j] = pvalue\n", " # Take pairs that reject the null hypothesis.\n", " if pvalue < 0.05:\n", " pairsDict[(i,j)] = pvalue\n", " # Sort the pairs by lowest pvalue.\n", " keys, values = list(pairsDict.keys()), list(pairsDict.values())\n", " sorted_value_index = np.argsort(values)\n", " sorted_dict = {keys[i]: values[i] for i in sorted_value_index}\n", " # Remove duplicate stocks.\n", " new_dict, seen = {}, set()\n", " for (i, j) in sorted_dict:\n", " if i not in seen and j not in seen:\n", " new_dict[(i, j)] = sorted_dict[(i,j)]\n", " seen.add(i)\n", " seen.add(j)\n", " # Obtain top npairs pairs if possible.\n", " pairs = list(new_dict.keys()) if len(new_dict) < self.npairs else list((new_dict.keys()))[0:self.npairs]\n", " return pairs\n", " \n", " def reduce_dimensionality(self, df: pd.DataFrame) -> pd.DataFrame:\n", " rets = df.pct_change().dropna()\n", " rets = rets.T\n", " pca = PCA(n_components = 0.9, svd_solver='full')\n", " transformed_data = pca.fit_transform(rets)\n", " return transformed_data\n", " \n", " def cluster_optics(self, transformed_data: array_1d) -> array_1d:\n", " optics = OPTICS(min_samples = 2)\n", " labels = optics.fit_predict(transformed_data)\n", " return labels\n", "\n", " def make_factors(self):\n", " self.factor_data = {factor:pd.DataFrame(np.zeros((self.reset, len(self.pairs)))) for factor in self.factors}\n", " for factor in self.factor_data:\n", " self.factor_data[factor] = self.factor_data[factor].set_axis(self.pairs, axis=\"columns\")\n", " new_axis = [i for i in range(self.reset)]\n", " self.factor_data[factor] = self.factor_data[factor].set_axis(new_axis, axis=\"rows\")\n", " self.factor_data[factor] = self.factor_data[factor].rename_axis(f\"{factor} of Pairs\", axis=\"columns\")\n", "\n", " def generate_day(self, day: int, data: Dict[pd.DataFrame]) -> List[float]:\n", " # Print factor data.\n", " if self.day == 90:\n", " self.day = 0\n", " if self.print:\n", " for factor in self.factors:\n", " print(f\"Trading Window {self.period}: {factor}\")\n", " print(self.factor_data[factor].to_markdown())\n", " print()\n", " self.period += 1\n", " # Generate new pairs.\n", " if self.day_counter == 0:\n", " self.day_counter = self.reset\n", " self.holdings = np.zeros(self.universe_size)\n", " self.pairs = self.form_pairs(data['close'])\n", " self.factor_data = {factor:pd.DataFrame(np.zeros((self.reset, self.npairs))) for factor in self.factors}\n", " self.make_factors()\n", "\n", " # Fill nans in our data so information is printed properly.\n", " data = pd.DataFrame(data['close']).fillna(method=\"ffill\").fillna(method=\"bfill\")\n", " # Iterate through all identified pairs.\n", " for p in self.pairs:\n", " # *** FACTOR DATA *** #\n", " FIRST, SECOND = p[0], p[1]\n", " # Define values that will be added to the factor dataframes.\n", " spread = data[FIRST] - data[SECOND]\n", " z_score = self.zscore(spread).tail(1).values[0]\n", " diff = spread[day]\n", " close_price = ({round(data[p[0]][day], 2)} , {round(data[p[1]][day], 2)})\n", " # Note that we need a separate for loop for the factors so that\n", " # all data is recorded for each data.\n", " for factor in self.factors:\n", " # ZScore dataframe update.\n", " if factor == 'Zscore':\n", " # This is where we'd long SECOND, short FIRST.\n", " if z_score >= self.enter and z_score < self.stop:\n", " self.factor_data[factor][p][self.day] = f\"OPEN {round(z_score, 2)}\"\n", " # Exit the trade.\n", " elif abs(z_score) <= self.exit:\n", " self.factor_data[factor][p][self.day] = f\"CLOSED {round(z_score, 2)}\"\n", " # This is where we'd long FIRST, short SECOND.\n", " elif z_score <= -self.enter and z_score >= -self.stop:\n", " self.factor_data[factor][p][self.day] = f\"OPEN {round(z_score, 2)}\"\n", " # Close prices dataframe update.\n", " elif factor == 'Close Prices':\n", " self.factor_data[factor][p][self.day] = close_price\n", " # Spread dataframe update.\n", " elif factor == 'Spread':\n", " self.factor_data[factor][p][self.day] = round(diff, 2)\n", " \n", " # Our trading methodology for the alphs is implemented below.\n", " # Long SECOND, short FIRST.\n", " if z_score >= self.enter and z_score <= self.stop:\n", " self.holdings[FIRST] = -1\n", " self.holdings[SECOND] = 1\n", " # Exit the trade.\n", " elif abs(z_score) < self.exit:\n", " self.holdings[FIRST] = 0\n", " self.holdings[SECOND] = 0\n", " # Stop loss condition.\n", " elif abs(z_score) > self.stop:\n", " temp = data.dropna()\n", " S1, S2 = temp[FIRST], temp[SECOND]\n", " result = coint(S1, S2)\n", " pvalue = result[1]\n", " if pvalue >= 0.05:\n", " self.holdings[FIRST] = 0\n", " self.holdings[SECOND] = 0\n", " self.pairs.remove(p)\n", " # Long FIRST, short SECOND.\n", " elif z_score <= -self.enter and z_score >= -self.stop:\n", " self.holdings[FIRST] = 1\n", " self.holdings[SECOND] = -1\n", " \n", " # At the end of the trading day, decrement the day counter.\n", " self.day += 1\n", " self.day_counter -= 1\n", " return op.weight(self.holdings)" ] }, { "cell_type": "code", "execution_count": 7, "id": "eb524d71", "metadata": {}, "outputs": [], "source": [ "# alphas = [Traced(reset=90, npairs=25, enter=2.0, exit=2.0, stop=3.0)] \n", "# metrics.summary_plot(returns, source=['Traced'])\n", "# get_rolling_sharpe(returns)\n", "# get_analytics(alphas, returns, holdings)" ] }, { "cell_type": "markdown", "id": "a9fa02cd", "metadata": {}, "source": [ "See the `traced.py` file (linked) for the results, as the Traced output is very long." ] }, { "cell_type": "markdown", "id": "43f7b2a7", "metadata": {}, "source": [ "## Optimizing the Stop Loss Parameter\n", "\n", "After completing our above optimizations, it was suggested that a lower stoploss might perform better. Thus, we wanted to see how a stoploss of $3.0$ might perform relative to our original stoploss of $3.5$." ] }, { "cell_type": "code", "execution_count": 126, "id": "b2f3f9f7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " param_reset param_npairs param_enter param_exit param_stop \\\n", "0 90 25 2 2 3.5 \n", "1 90 25 2 2 3.0 \n", "\n", " params score \n", "0 {'reset': 90, 'npairs': 25, 'enter': 2, 'exit'... 2.159327 \n", "1 {'reset': 90, 'npairs': 25, 'enter': 2, 'exit'... 1.387040 \n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sif.pairstrading.alphas import Testing2\n", "param_grid = {'reset': [90], 'npairs': [25], 'enter': [2], 'exit': [2], 'stop': [3.5, 3.0]}\n", "result = alpha_search.grid_search(Testing2, backtester_15y, 'return', param_grid, processes=None)\n", "print(result.__dict__['results'])\n", "fig, ax = plt.subplots(figsize=(15,9))\n", "ax.plot(result.alpha_returns.cumsum())\n", "plt.legend(param_grid['stop'], title='stop')\n", "plt.title('Cumulative Returns')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "609eb762", "metadata": {}, "source": [ "Although we would have liked to run this test on a cross-section with respect to the other parameters, it would have been very computationally expensive. Thus, we just ran a simple test and elected to keep a stop condition of $z > |3.5|$.\n", "\n", "\n", "We are especially skeptical of potential overfitting here, as we can see the difference in performance comes almost exclusively from $2001$, when the low stoploss seems to have cut gains short. However, we see no reason to change our stoploss from the original $3.5$." ] }, { "cell_type": "markdown", "id": "4cd16e72", "metadata": {}, "source": [ "## Pair Validation Techniques Hurst Exponent and Profitability\n", "\n", "Next, we implement Hurst exponent as an attempt at further validating the profitability of our selected pairs before trading on them.\n", "\n", "https://www.sciencedirect.com/science/article/pii/S037843712100964X?via%3Dihub\n", "\n", "The Hurst Exponent measures long term memory and fractility of a time series. Let us denote a Hurst Exponent value as $H$. A Brownian random process is given by $H = 0.5$, while $0.5 < H \\leq 1.0$ indicates a trending behavior. If $0 \\leq H < 0.5$, the time series exhibits a mean reverting behavior. This is optimal for a pairs trading strategy.\n", "\n", "Since in general, $H != 0.5 \\implies$ the time series exhibits some sort of predictable pattern, we can use this metric to better trade on trending/momentum strategies with large $H$ or mean reverting strategies like pairs trading with low $H$.\n", "\n", "In the next alpha, we implement Hurst Exponent as a Validation technique to insure the pair is mean reverting in addition to cointegrated. We can consider weighting / selecting final pairs based on Hurst in a later alpha, but for now, we simply require a cutoff for the metric $x$, where $x < 0.5$.\n", "\n", "The code for calculating Hurst comes from here: https://stackoverflow.com/questions/39488806/Hurst-exponent-in-python\n" ] }, { "cell_type": "code", "execution_count": 32, "id": "ee64c31b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "HURST ON STOCKS\n", "\n", "482 482\n", "[0.48144515 0.2984089 0.37815051 0.38698298 0.45030502 0.58075875\n", " 0.49961413 0.31982893 0.20190837 0.26541291 0.47369003 0.47265829\n", " 0.38248461 0.50376813 0.40326177 0.26161414 0.49003071 0.34131983\n", " 0.38380711 0.38642152 0.43879521 0.47765906 0.45307745 0.41096753\n", " 0.33545483]\n", "Mean: 0.3695022603170784\n", "Min: -0.019756188364177255\n", "Max: 0.6487146108643645\n", "-0.019756188364177255\n", "0.06921549557453441\n", "0.08306626957374834\n", "0.08751749492257242\n", "0.09707956376054665\n", "0.1187235182447071\n", "0.12984934184485267\n" ] }, { "data": { "image/png": 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", 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", 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", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def hurst(p: array_1d) -> int:\n", " # Define variables for Hurst Exponent calulation.\n", " lags = range(2, 100)\n", " variancetau = []\n", " tau = []\n", " for lag in lags: \n", " # Write the different lags into a vector to compute a set of taus.\n", " tau.append(lag) \n", " # Define pp as the price difference.\n", " pp = np.subtract(p[lag:], p[:-lag])\n", " # Compute the variance on the difference in log returns.\n", " variancetau.append(np.var(pp))\n", " # We now have a set of tau or lags and a corresponding set of variances.\n", " m = np.polyfit(np.log10(tau), np.log10(variancetau), 1)\n", " hurst = m[0] / 2\n", " return hurst\n", "\n", "# Print some general infomration about the Hurst values of for the S&P500.\n", "print(\"HURST ON STOCKS\\n\")\n", "print(\"Shape\", len(hurst(close_data)), len(close_data.columns))\n", "h_exp = hurst(close_data)\n", "print(\"First 25 Hursts\", h_exp[:25])\n", "print(\"Mean:\", h_exp.mean())\n", "print(\"Min:\", h_exp.min())\n", "print(\"Max:\", h_exp.max())\n", "\n", "# Lowest Hursts plot.\n", "indices = np.argsort(h_exp)[:7]\n", "for i in indices:\n", " plt.plot(close_data.iloc[:, i])\n", " print(h_exp[i])\n", "plt.title(\"Lowest Hurst\")\n", "plt.show()\n", "\n", "# Highest Hursts plot.\n", "indices2 = np.argsort(h_exp)[-7:]\n", "for i in indices2:\n", " print(h_exp[i])\n", " plt.plot(close_data.iloc[:, i])\n", "plt.title(\"Highest Hurst\")\n", "plt.show()\n", "\n", "# Examining the Hurst Exponent value of a known cointegrated pair.\n", "print(\"HURST ON PAIRS\")\n", "pair = (\"ATVI\", \"STZ\")\n", "pair2 = (\"AEE\", \"XEL\")\n", "tspair = close_data[\"ATVI\"] - close_data[\"STZ\"]\n", "tspair2 = close_data[\"AEE\"] - close_data[\"XEL\"]\n", "tspairs = (tspair, tspair2)\n", "for i in tspairs:\n", " plt.plot(i)\n", " plt.title((hurst(list(i))))\n", " plt.show()" ] }, { "cell_type": "markdown", "id": "90b9f366", "metadata": {}, "source": [ "## Hurst Exploratory Data Analysis Notes\n", "\n", "Clearly, we can see that lower $H$ values indeed seem to correspond to timeseries that exhibit mean reversion, while higher $H$ values seem to correspond to trending timeseries. Specifically, assets which had conditions which caused their prices not to move at all during part of the time period exhibit the lowest $H$ values.\n", "\n", "In order to accomadate potentially inconsistent lookbacks, we make some small changes to the `hurst` function before implementing it in our alpha." ] }, { "cell_type": "code", "execution_count": 9, "id": "cf1c2956", "metadata": {}, "outputs": [], "source": [ "def hurst(p: array_1d, lag_num: int) -> int:\n", " # Define variables for Hurst Exponent calulation.\n", " lags = range(2, lag_num)\n", " variancetau = []\n", " tau = []\n", " for lag in lags: \n", " # Write the different lags into a vector to compute a set of taus.\n", " tau.append(lag) \n", " # Define pp as the price difference.\n", " pp = np.subtract(p[lag:], p[:-lag])\n", " # Compute the variance on the difference in log returns.\n", " variancetau.append(np.var(pp))\n", " # We now have a set of tau or lags and a corresponding set of variances.\n", " m = np.polyfit(np.log10(tau), np.log10(variancetau), 1)\n", " hurst = m[0] / 2\n", " return hurst" ] }, { "cell_type": "code", "execution_count": 10, "id": "0e63b34d", "metadata": {}, "outputs": [], "source": [ "class Hurst_Cutoff(AbstractAlpha):\n", " def __init__(self, reset: int, npairs: int, enter: int, exit: int, \n", " stop: int, hurst_cutoff: int):\n", " self.name = 'HURST Cutoff'\n", " self.lookback = reset\n", " self.factor_list = ['close']\n", " self.universe_size = 500\n", " self.enter = enter\n", " self.pairs = None\n", " self.reset = reset\n", " self.npairs = npairs\n", " self.exit = exit\n", " self.stop = stop\n", " self.holdings = np.zeros(self.universe_size)\n", " self.day_counter = 0\n", " self.count = 0\n", " # Recall 0.5 means that the series reflects brownian motion.\n", " self.hurst = hurst_cutoff \n", "\n", " def zscore(self, series: pd.Series) -> pd.Series:\n", " return (series - series.mean()) / np.std(series)\n", "\n", " def reduce_dimensionality(self, df: pd.DataFrame) -> pd.DataFrame:\n", " rets = df.pct_change().dropna()\n", " rets = rets.T\n", " pca = PCA(n_components = 0.9, svd_solver='full')\n", " transformed_data = pca.fit_transform(rets)\n", " return transformed_data\n", " \n", " def cluster_optics(self, transformed_data: np.ndarray) -> List[int]:\n", " optics = OPTICS(min_samples = 2)\n", " labels = optics.fit_predict(transformed_data)\n", " return labels\n", " \n", " def form_pairs(self, df: pd.DataFrame) -> List:\n", " df = pd.DataFrame(df).dropna()\n", " n = df.shape[1]\n", " # Obtain transformed data and clusters using above functions.\n", " transformed_data = self.reduce_dimensionality(df)\n", " labels = self.cluster_optics(transformed_data)\n", " # Now compute cointegration.\n", " keys = df.keys()\n", " pairs = []\n", " pairsDict = {}\n", " for i in range(n):\n", " for j in range(i + 1, n):\n", " # Assert that both stocks are in the same cluster and not outliers.\n", " if labels[i] != -1 and labels[j] != -1 and labels[i] == labels[j]:\n", " S1 = df[keys[i]] \n", " S2 = df[keys[j]]\n", " result = coint(S1, S2)\n", " pvalue = result[1]\n", " if pvalue < 0.05:\n", " # Now check the Hurst Exponent value.\n", " diff = list(S1 - S2)\n", " lags = min(int(4 + len(diff) / 3), 100)\n", " h_exp = hurst(pd.DataFrame(diff), lags)\n", " if h_exp < self.hurst:\n", " pairsDict[(i, j)] = pvalue\n", " # Sort the pairs by lowest pvalue.\n", " keys, values = list(pairsDict.keys()), list(pairsDict.values())\n", " sorted_value_index = np.argsort(values)\n", " sorted_dict = {keys[i]: values[i] for i in sorted_value_index}\n", " # Remove duplicate stocks.\n", " new_dict, seen = {}, set()\n", " for (i, j) in sorted_dict:\n", " if i not in seen and j not in seen:\n", " new_dict[(i, j)] = sorted_dict[(i,j)]\n", " seen.add(i)\n", " seen.add(j)\n", " # Choose npairs pairs if possible.\n", " if len(new_dict) < self.npairs:\n", " pairs = list(new_dict.keys())\n", " else:\n", " pairs = list((new_dict.keys()))[0:self.npairs]\n", " return pairs\n", " \n", " def generate_day(self, day: datetime.datetime, \n", " data: Dict[pd.DataFrame]) -> List[float]:\n", " # Create new pairs after 90 days.\n", " if self.day_counter == 0:\n", " self.day_counter = self.reset\n", " self.pairs = self.form_pairs(data['close'])\n", " self.holdings = np.zeros(self.universe_size)\n", " # Obtain just close price data.\n", " data = pd.DataFrame(data[\"close\"])\n", " for p in self.pairs:\n", " FIRST, SECOND = p[0], p[1]\n", " spread = data[FIRST] - data[SECOND]\n", " z_score = self.zscore(spread).tail(1).values[0]\n", " # Long SECOND, short FIRST.\n", " if z_score >= self.enter and z_score <= self.stop:\n", " self.holdings[FIRST] = -1\n", " self.holdings[SECOND] = 1\n", " # Exit the trade.\n", " elif abs(z_score) <= self.exit:\n", " self.holdings[FIRST] = 0\n", " self.holdings[SECOND] = 0\n", " # Check stop loss condition.\n", " elif abs(z_score) > self.stop:\n", " temp = data.dropna()\n", " S1, S2 = temp[FIRST], temp[SECOND]\n", " result = coint(S1, S2)\n", " pvalue = result[1]\n", " if pvalue >= 0.05:\n", " self.holdings[FIRST] = 0\n", " self.holdings[SECOND] = 0\n", " self.pairs.remove(p)\n", " # Long FIRST, short SECOND.\n", " elif z_score <= self.enter and z_score >= -self.stop:\n", " self.holdings[FIRST] = 1\n", " self.holdings[SECOND] = -1\n", " \n", " # At the end of the trading day, decrement the day counter.\n", " self.day_counter -= 1\n", " return op.weight(self.holdings)" ] }, { "cell_type": "code", "execution_count": 116, "id": "e9c7920d", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "HURST Cutoff: 0%| | 0/1 [00:00" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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", 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returnsharpesortinodrawdownturnoverlong countshort count
year
20000.7419192.3948324.5709570.1242640.7476242.5992061.599206
20010.1929780.6442460.9648800.2404290.6117842.5483871.548387
20020.1122700.5322660.6715720.1258510.3635061.6468250.646825
20030.1676641.2902272.4202180.0509310.4049651.6428570.642857
2004-0.135524-1.241168-1.4508050.1588320.2554111.5357140.535714
2005-0.010347-0.106241-0.1519110.1097840.5943152.8968251.896825
20060.0343030.3099080.4065340.0660560.5342512.1314741.131474
20070.1653901.4470202.7181820.0712150.5224052.5139441.513944
20080.4658281.8055932.5670290.1171400.5135912.0632411.063241
20090.3484602.2852263.7657210.0605100.4982122.0634921.063492
2010-0.109462-1.549256-1.6222910.1323810.2755321.5952380.595238
20110.1371241.4242132.2481000.0664030.5196912.0873021.087302
2012-0.004584-0.052400-0.0751220.0621950.5353642.0840001.084000
20130.0385770.4903930.7431790.0815770.5284902.6706351.670635
20140.1642591.0576341.8892640.0646290.3945871.8730160.873016
20150.1262101.3178292.0891160.0975570.5957452.2896831.289683
Overall2.4350660.9090911.3653870.2623880.5250452.1396271.139627
\n", "
" ], "text/plain": [ " return sharpe sortino drawdown turnover long count \\\n", "year \n", "2000 0.741919 2.394832 4.570957 0.124264 0.747624 2.599206 \n", "2001 0.192978 0.644246 0.964880 0.240429 0.611784 2.548387 \n", "2002 0.112270 0.532266 0.671572 0.125851 0.363506 1.646825 \n", "2003 0.167664 1.290227 2.420218 0.050931 0.404965 1.642857 \n", "2004 -0.135524 -1.241168 -1.450805 0.158832 0.255411 1.535714 \n", "2005 -0.010347 -0.106241 -0.151911 0.109784 0.594315 2.896825 \n", "2006 0.034303 0.309908 0.406534 0.066056 0.534251 2.131474 \n", "2007 0.165390 1.447020 2.718182 0.071215 0.522405 2.513944 \n", "2008 0.465828 1.805593 2.567029 0.117140 0.513591 2.063241 \n", "2009 0.348460 2.285226 3.765721 0.060510 0.498212 2.063492 \n", "2010 -0.109462 -1.549256 -1.622291 0.132381 0.275532 1.595238 \n", "2011 0.137124 1.424213 2.248100 0.066403 0.519691 2.087302 \n", "2012 -0.004584 -0.052400 -0.075122 0.062195 0.535364 2.084000 \n", "2013 0.038577 0.490393 0.743179 0.081577 0.528490 2.670635 \n", "2014 0.164259 1.057634 1.889264 0.064629 0.394587 1.873016 \n", "2015 0.126210 1.317829 2.089116 0.097557 0.595745 2.289683 \n", "Overall 2.435066 0.909091 1.365387 0.262388 0.525045 2.139627 \n", "\n", " short count \n", "year \n", "2000 1.599206 \n", "2001 1.548387 \n", "2002 0.646825 \n", "2003 0.642857 \n", "2004 0.535714 \n", "2005 1.896825 \n", "2006 1.131474 \n", "2007 1.513944 \n", "2008 1.063241 \n", "2009 1.063492 \n", "2010 0.595238 \n", "2011 1.087302 \n", "2012 1.084000 \n", "2013 1.670635 \n", "2014 0.873016 \n", "2015 1.289683 \n", "Overall 1.139627 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "alphas = [Hurst_Cutoff(reset=90, npairs=10, enter=2.25, exit=1.75, stop=3.5, \n", " hurst_cutoff=0.5)]\n", "returns, holdings = backtester_15y.backtest(alphas, processes=None)\n", "metrics.summary_plot(returns, source=['HURST Cutoff'])\n", "get_rolling_sharpe(returns)\n", "get_analytics(alphas, returns, holdings)" ] }, { "cell_type": "code", "execution_count": 117, "id": "123bb305", "metadata": {}, "outputs": [], "source": [ "class HURST_SORT(AbstractAlpha):\n", " def __init__(self, reset: int, npairs: int, enter: int, exit: int, \n", " stop: int, hurst_cutoff: int):\n", " self.name = 'HURST Sort'\n", " self.lookback = reset\n", " self.factor_list = ['close']\n", " self.universe_size = 500\n", " self.enter = enter\n", " self.pairs = None\n", " self.print = False\n", " self.reset = reset\n", " self.npairs = npairs\n", " self.exit = exit\n", " self.stop = stop\n", " self.holdings = np.zeros(self.universe_size)\n", " self.day_counter = 0\n", " self.count = 0\n", " # Recall 0.5 means that the series reflects brownian motion.\n", " self.hurst = hurst_cutoff \n", "\n", " def zscore(self, series: pd.Series) -> pd.Series:\n", " return (series - series.mean()) / np.std(series)\n", "\n", " def reduce_dimensionality(self, df: pd.DataFrame) -> pd.DataFrame:\n", " rets = df.pct_change().dropna()\n", " rets = rets.T\n", " pca = PCA(n_components = 0.9, svd_solver='full')\n", " transformed_data = pca.fit_transform(rets)\n", " return transformed_data\n", " \n", " def cluster_optics(self, transformed_data: np.ndarray) -> List[int]:\n", " optics = OPTICS(min_samples = 2)\n", " labels = optics.fit_predict(transformed_data)\n", " return labels\n", " \n", " def form_pairs(self, df: pd.DataFrame) -> List:\n", " df = pd.DataFrame(df).dropna()\n", " n = df.shape[1]\n", " # Obtain transformed data and clusters using above functions.\n", " transformed_data = self.reduce_dimensionality(df)\n", " labels = self.cluster_optics(transformed_data)\n", " # Now compute cointegration.\n", " keys = df.keys()\n", " pairs = []\n", " pairsDict = {}\n", " for i in range(n):\n", " for j in range(i + 1, n):\n", " # Assert that both stocks are in the same cluster and not outliers.\n", " if labels[i] != -1 and labels[j] != -1 and labels[i] == labels[j]:\n", " S1 = df[keys[i]] \n", " S2 = df[keys[j]]\n", " result = coint(S1, S2)\n", " pvalue = result[1]\n", " if pvalue < 0.05:\n", " # Now check the Hurst Exponent value.\n", " diff = list(S1 - S2)\n", " lags = min(int(4 + len(diff) / 3), 100)\n", " h_exp = hurst(pd.DataFrame(diff), lags)\n", " pairsDict[(i, j)] = h_exp[0]\n", " # Sort the pairs by lowest hurst value.\n", " keys, values = list(pairsDict.keys()), list(pairsDict.values())\n", " sorted_value_index = np.argsort(values)\n", " sorted_dict = {keys[i]: values[i] for i in sorted_value_index}\n", " # Remove duplicate stocks.\n", " new_dict, seen = {}, set()\n", " for (i, j) in sorted_dict:\n", " if i not in seen and j not in seen:\n", " new_dict[(i, j)] = sorted_dict[(i,j)]\n", " seen.add(i)\n", " seen.add(j)\n", " # Choose npairs pairs if possible.\n", " if len(new_dict) < self.npairs:\n", " pairs = list(new_dict.keys())\n", " else:\n", " pairs = list((new_dict.keys()))[0:self.npairs]\n", " return pairs\n", " \n", " def generate_day(self, day: datetime.datetime, \n", " data: Dict[pd.DataFrame]) -> List[float]:\n", " # Create new pairs after 90 days.\n", " if self.day_counter == 0:\n", " self.day_counter = self.reset\n", " self.pairs = self.form_pairs(data['close'])\n", " self.holdings = np.zeros(self.universe_size)\n", " # Obtain just close price data.\n", " data = pd.DataFrame(data[\"close\"])\n", " for p in self.pairs:\n", " FIRST, SECOND = p[0], p[1]\n", " spread = data[FIRST] - data[SECOND]\n", " z_score = self.zscore(spread).tail(1).values[0]\n", " # Long SECOND, short FIRST.\n", " if z_score >= self.enter and z_score <= self.stop:\n", " self.holdings[FIRST] = -1\n", " self.holdings[SECOND] = 1\n", " # Exit the trade.\n", " elif abs(z_score) <= self.exit:\n", " self.holdings[FIRST] = 0\n", " self.holdings[SECOND] = 0\n", " # Check stop loss condition.\n", " elif abs(z_score) > self.stop:\n", " temp = data.dropna()\n", " S1, S2 = temp[FIRST], temp[SECOND]\n", " result = coint(S1, S2)\n", " pvalue = result[1]\n", " if pvalue >= 0.05:\n", " self.holdings[FIRST] = 0\n", " self.holdings[SECOND] = 0\n", " self.pairs.remove(p)\n", " # Long FIRST, short SECOND.\n", " elif z_score <= self.enter and z_score >= -self.stop:\n", " self.holdings[FIRST] = 1\n", " self.holdings[SECOND] = -1\n", " \n", " # At the end of the trading day, decrement the day counter.\n", " self.day_counter -= 1\n", " return op.weight(self.holdings)" ] }, { "cell_type": "code", "execution_count": 118, "id": "2d4e88fa", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "HURST Sort: 0%| | 0/1 [00:00" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": 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", 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returnsharpesortinodrawdownturnoverlong countshort count
year
20000.4943651.9368412.9592300.1569690.7318792.5158731.515873
20010.2867571.0596701.6135690.1456420.6538182.5887101.588710
20020.0724480.3297050.3858300.1794850.5600572.2023811.202381
20030.2938951.5432493.2553740.0775030.6852282.3452381.345238
2004-0.038326-0.354433-0.4468450.1102290.5572302.7658731.765873
2005-0.030124-0.283156-0.4159260.1587300.6373943.1269842.126984
20060.0547000.4783940.6980720.0788610.5799442.6972111.697211
20070.1883141.5295812.6998360.0865950.5243952.5019921.501992
20080.2781101.2850671.7669650.1252400.6280762.6007911.600791
20090.1917021.2690951.8744870.0727220.5628762.6944441.694444
2010-0.030113-0.291248-0.3665490.0944700.6890782.8690481.869048
20110.1375511.4933762.2321410.0658640.6759142.7023811.702381
20120.0148780.1722620.2431610.0679680.6937322.7600001.760000
20130.0899261.1796621.9224660.0424610.6678623.3650792.365079
20140.1237871.0288171.8186140.0729450.6616102.5238101.523810
2015-0.101367-1.209328-1.5744690.1723500.6031652.6468251.646825
Overall2.0265050.8013301.1342650.2268860.6679062.6817391.681739
\n", "
" ], "text/plain": [ " return sharpe sortino drawdown turnover long count \\\n", "year \n", "2000 0.494365 1.936841 2.959230 0.156969 0.731879 2.515873 \n", "2001 0.286757 1.059670 1.613569 0.145642 0.653818 2.588710 \n", "2002 0.072448 0.329705 0.385830 0.179485 0.560057 2.202381 \n", "2003 0.293895 1.543249 3.255374 0.077503 0.685228 2.345238 \n", "2004 -0.038326 -0.354433 -0.446845 0.110229 0.557230 2.765873 \n", "2005 -0.030124 -0.283156 -0.415926 0.158730 0.637394 3.126984 \n", "2006 0.054700 0.478394 0.698072 0.078861 0.579944 2.697211 \n", "2007 0.188314 1.529581 2.699836 0.086595 0.524395 2.501992 \n", "2008 0.278110 1.285067 1.766965 0.125240 0.628076 2.600791 \n", "2009 0.191702 1.269095 1.874487 0.072722 0.562876 2.694444 \n", "2010 -0.030113 -0.291248 -0.366549 0.094470 0.689078 2.869048 \n", "2011 0.137551 1.493376 2.232141 0.065864 0.675914 2.702381 \n", "2012 0.014878 0.172262 0.243161 0.067968 0.693732 2.760000 \n", "2013 0.089926 1.179662 1.922466 0.042461 0.667862 3.365079 \n", "2014 0.123787 1.028817 1.818614 0.072945 0.661610 2.523810 \n", "2015 -0.101367 -1.209328 -1.574469 0.172350 0.603165 2.646825 \n", "Overall 2.026505 0.801330 1.134265 0.226886 0.667906 2.681739 \n", "\n", " short count \n", "year \n", "2000 1.515873 \n", "2001 1.588710 \n", "2002 1.202381 \n", "2003 1.345238 \n", "2004 1.765873 \n", "2005 2.126984 \n", "2006 1.697211 \n", "2007 1.501992 \n", "2008 1.600791 \n", "2009 1.694444 \n", "2010 1.869048 \n", "2011 1.702381 \n", "2012 1.760000 \n", "2013 2.365079 \n", "2014 1.523810 \n", "2015 1.646825 \n", "Overall 1.681739 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "alphas = [HURST_SORT(reset=90, npairs=10, enter=2.25, exit=1.75, stop=3.5, \n", " hurst_cutoff=0.5)]\n", "returns, holdings = backtester_15y.backtest(alphas, processes=None)\n", "metrics.summary_plot(returns, source=['HURST Sort'])\n", "get_rolling_sharpe(returns)\n", "get_analytics(alphas, returns, holdings)" ] }, { "cell_type": "markdown", "id": "bcc3dc23", "metadata": {}, "source": [ "## Hurst Alphas Notes\n", "\n", "As the results show, using Hurst indeed seems to increase the profitability of the pairs trading strategy. Sharpe ratio increased in both alphas, but using Hurst exponent as a requirement for a pair to be traded outperformed selecting pairs based on their Hurst exponent.\n", "\n", "# Final Model Selection\n", "\n", "## Out of Sample Testing - 5 Years\n", "\n", "We have selected two alphas to move forward with as our final alphas. We consider our main alpha to be the unoptimized Hurst cutoff alpha, and we are also testing the optimized Testing2 Alpha as we are curious to see how overfitting might affect performance on a validation dataset. \n", "\n", "- Hurst OOS Results\n", "- Optimized Testing2 OOS Results\n", "- Discussion\n", "\n", "Finally, recall our out of sample backtester uses market data from the beginning of $2016$ to the end of $2020$." ] }, { "cell_type": "code", "execution_count": 11, "id": "88f1f9a3", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "HURST Cutoff: 100%|█████████████████████████████████████████████████████████████████████| 1/1 [02:08<00:00, 128.02s/it]\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "HURST Cutoff\n" ] }, { "data": { "text/html": [ "
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returnsharpesortinodrawdownturnoverlong countshort count
year
20160.0268790.2531410.3490980.1307460.5305322.5912701.591270
20170.0596210.7939451.0741310.0854860.4563582.7808761.780876
20180.1003760.8816571.1591290.0566760.7591992.6254981.625498
20190.1162361.3002241.9525460.0879590.6259182.6388891.638889
2020-0.049696-0.320652-0.3999290.2164010.5655892.4387351.438735
Overall0.2534170.4555650.5882040.2164010.6239002.6147741.614774
\n", "
" ], "text/plain": [ " return sharpe sortino drawdown turnover long count \\\n", "year \n", "2016 0.026879 0.253141 0.349098 0.130746 0.530532 2.591270 \n", "2017 0.059621 0.793945 1.074131 0.085486 0.456358 2.780876 \n", "2018 0.100376 0.881657 1.159129 0.056676 0.759199 2.625498 \n", "2019 0.116236 1.300224 1.952546 0.087959 0.625918 2.638889 \n", "2020 -0.049696 -0.320652 -0.399929 0.216401 0.565589 2.438735 \n", "Overall 0.253417 0.455565 0.588204 0.216401 0.623900 2.614774 \n", "\n", " short count \n", "year \n", "2016 1.591270 \n", "2017 1.780876 \n", "2018 1.625498 \n", "2019 1.638889 \n", "2020 1.438735 \n", "Overall 1.614774 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "backtester_5y = fb.FullMultipleBacktester.from_local('pairs\\pairs_5y.npy')\n", "alphas = [Hurst_Cutoff(reset=90, npairs=10, enter=2.25, exit=1.75,\n", " stop=3.5, hurst_cutoff=0.5)]\n", "returns, holdings = backtester_5y.backtest(alphas, processes=None)\n", "metrics.summary_plot(returns, source=['HURST Cutoff'])\n", "get_rolling_sharpe(returns)\n", "get_analytics(alphas, returns, holdings)" ] }, { "cell_type": "markdown", "id": "6ecf1504", "metadata": {}, "source": [ "3.5 oos - likely final" ] }, { "cell_type": "code", "execution_count": 127, "id": "725084c4", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Testing2: 100%|█████████████████████████████████████████████████████████████████████████| 1/1 [03:52<00:00, 232.26s/it]\n" ] }, { "data": { "image/png": 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", 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returnsharpesortinodrawdownturnoverlong countshort count
year
20160.1429641.3521541.9805010.0516220.5955463.0912702.091270
2017-0.040888-0.545723-0.6584770.1350310.6036843.4302792.430279
20180.1714252.0757642.9913380.0458740.6623873.8964142.896414
20190.0522560.3808350.4278640.1146500.4975692.9206351.920635
2020-0.022704-0.138650-0.1772710.1554120.6217523.2806322.280632
Overall0.3030530.5148800.6289660.1656200.6343033.3232722.323272
\n", "
" ], "text/plain": [ " return sharpe sortino drawdown turnover long count \\\n", "year \n", "2016 0.142964 1.352154 1.980501 0.051622 0.595546 3.091270 \n", "2017 -0.040888 -0.545723 -0.658477 0.135031 0.603684 3.430279 \n", "2018 0.171425 2.075764 2.991338 0.045874 0.662387 3.896414 \n", "2019 0.052256 0.380835 0.427864 0.114650 0.497569 2.920635 \n", "2020 -0.022704 -0.138650 -0.177271 0.155412 0.621752 3.280632 \n", "Overall 0.303053 0.514880 0.628966 0.165620 0.634303 3.323272 \n", "\n", " short count \n", "year \n", "2016 2.091270 \n", "2017 2.430279 \n", "2018 2.896414 \n", "2019 1.920635 \n", "2020 2.280632 \n", "Overall 2.323272 " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "from sif.pairstrading.alphas import Testing2\n", "alphas = [Testing2(reset=90, npairs=25, enter=2.0, exit=2.0, stop=3.5)]\n", "returns, holdings = backtester_5y.backtest(alphas, processes=None)\n", "metrics.summary_plot(returns, source=['Testing2'])\n", "get_rolling_sharpe(returns) \n", "get_analytics(alphas, returns, holdings)" ] }, { "cell_type": "markdown", "id": "50146de6", "metadata": {}, "source": [ "## Results\n", "\n", "As we can see, the optimized alpha outperformed the Hurst alpha.\n", "\n", "Notably, the Hurst alpha suffered from large drawdown in $2020$.\n", "\n", "Overall Performance Notes\n", "\n", "1. Poor performance - the S&P500 enormously outperforms pairs trading during the same time period.\n", "\n", "2. High Drawdown - with pairs trading, we expect low drawdown, as our trading should be market neutral and relatively low risk. However, we can clearly see that the strategy suffers during certain time periods.\n", "\n", "3. Low Sharpe Ratio - as a result of our large drawdown, sharpe suffers significantly as we are exhibiting relatively high risk for relatively low returns." ] }, { "cell_type": "markdown", "id": "4bf28e38", "metadata": {}, "source": [ "## Discussion & Problems With This Research\n", "\n", "1. Performance\n", "\n", " Altogether, this performance matches our expectations for the pairs trading strategy. Pairs trading is known to be outdated, and its market edge should be gone due to market efficiency. Our research demonstrates that clearly. Despite this, this work serves a great segway into future statistical arbitrage research with other data sources\n", "\n", "2. Parameter Optimization\n", "\n", " Similar to previous examples in SIF work, we naively optimized for returns in this notebook. However, optimizing for returns can easily lead to in sample overfitting and that optimizing for sharpe would be better practice moving forward. After all, we are not seeking high returns but instead high risk adjusted returns.\n", " \n", "3. Struggles with infrastructure\n", "\n", " SIF's infrastructure is designed primarily for portfolio management techniques and a factor-based approach to investing. Implementing pairs trading through our infrastructure required many workarounds and was quite difficult. It will be interesting to implement and check performance on the new HFT platform with signal-based enter/exit conditions.\n", " \n", "4. Overfitting\n", "\n", " Throughout our research, we iterated over hundreds if not thousands of alphas in order to seek the best performance. With such iteration being naturally optimized on in sample performance, it is apparent that we end up selecting a strategy that performs the best in sample. However, due to the large volume of tested alphas, this methodology is very likely to overfit ion the in sample data, which is a likely reason for our reduction in risk-adjusted returns during the out of sample period. For further research, we would reccomend using a more streamlined research process that clearly defines in sample expecations and final model selection techniques before beginning research and sets a focus on preventing overfitting." ] }, { "cell_type": "markdown", "id": "9efaf549", "metadata": {}, "source": [ "## References" ] }, { "cell_type": "markdown", "id": "829528c0", "metadata": {}, "source": [ "[https://www.investopedia.com/terms/p/pairstrade.asp](https://www.investopedia.com/terms/p/pairstrade.asp)\n", "\n", "[https://www.investopedia.com/terms/m/market-neutral-fund.asp](https://www.investopedia.com/terms/m/market-neutral-fund.asp)\n", "\n", "[https://en.wikipedia.org/wiki/Long-Term_Capital_Management#Riskier_investments_starting_in_1997](https://en.wikipedia.org/wiki/Long-Term_Capital_Management#Riskier_investments_starting_in_1997)\n", "\n", "[https://corporatefinanceinstitute.com/resources/wealth-management/pairs-trading/](https://corporatefinanceinstitute.com/resources/wealth-management/pairs-trading/)\n", "\n", "[https://www.fidelity.com/learning-center/trading-investing/trading/pairs-trading](https://www.fidelity.com/learning-center/trading-investing/trading/pairs-trading)\n", "\n", "[https://www.investopedia.com/terms/r/relativestrength.asp](https://www.investopedia.com/terms/r/relativestrength.asp)\n", "\n", "[https://algotrading101.com/learn/pairs-trading-guide/](https://algotrading101.com/learn/pairs-trading-guide/)\n", "\n", "[https://www.quantifiedstrategies.com/pair-trading-strategy/](https://www.quantifiedstrategies.com/pair-trading-strategy/)\n", "\n", "[https://hudsonthames.org/an-introduction-to-cointegration/](https://hudsonthames.org/an-introduction-to-cointegration/)\n", "\n", "[https://israeldi.github.io/coursework/EECS545/545_Final_Project.pdf](https://israeldi.github.io/coursework/EECS545/545_Final_Project.pdf)\n", "\n", "[https://builtin.com/data-science/step-step-explanation-principal-component-analysis](https://builtin.com/data-science/step-step-explanation-principal-component-analysis)\n", "\n", "[https://towardsdatascience.com/dbscan-clustering-explained-97556a2ad556](https://towardsdatascience.com/dbscan-clustering-explained-97556a2ad556)\n", "\n", "[https://www.statsmodels.org/dev/generated/statsmodels.multivariate.pca.PCA.html](https://www.statsmodels.org/dev/generated/statsmodels.multivariate.pca.PCA.html)\n", "\n", "[https://scikit-learn.org/stable/modules/generated/sklearn.cluster.DBSCAN.html](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.DBSCAN.html)\n", "\n", "[https://scikit-learn.org/stable/modules/generated/sklearn.cluster.OPTICS.html](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.OPTICS.html)\n", "\n", "[https://medium.com/@ashwin8april/dimensionality-reduction-and-visualization-using-pca-principal-component-analysis-8489b46c2ae0](https://medium.com/@ashwin8april/dimensionality-reduction-and-visualization-using-pca-principal-component-analysis-8489b46c2ae0)\n", "\n", "[https://www.researchgate.net/publication/305808800_Pairs_Trading_Different_Weights_Methods_and_Markets](https://www.researchgate.net/publication/305808800_Pairs_Trading_Different_Weights_Methods_and_Markets)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.0" }, "vscode": { "interpreter": { "hash": "369f2c481f4da34e4445cda3fffd2e751bd1c4d706f27375911949ba6bb62e1c" } } }, "nbformat": 4, "nbformat_minor": 5 }