{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Riskfolio-Lib Tutorial: \n", "
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Buy Me a Coffee at ko-fi.com \n", "
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__[Financionerioncios](https://financioneroncios.wordpress.com)__\n", "
__[Orenji](https://www.linkedin.com/company/orenj-i)__\n", "
__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n", "
__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n", "\n", "## Tutorial 45: Nested Clustered Optimization (NCO) Portfolio Optimization with Constraints\n", "\n", "## 1. Downloading the data:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[*********************100%***********************] 25 of 25 completed\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import yfinance as yf\n", "import warnings\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "pd.options.display.float_format = '{:.4%}'.format\n", "\n", "# Date range\n", "start = '2016-01-01'\n", "end = '2019-12-30'\n", "\n", "# Tickers of assets\n", "assets = ['JCI', 'TGT', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n", " 'ZION', 'PSA', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n", " 'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n", "assets.sort()\n", "\n", "# Downloading data\n", "data = yf.download(assets, start = start, end = end, auto_adjust=False)\n", "data = data.loc[:,('Adj Close', slice(None))]\n", "data.columns = assets" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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APABABAXBMYCMCSACNPCPBDEHPQJCI...NIPCARPSASEETTGTTMOTXTVZZION
Date
2016-01-05-2.0257%0.4057%0.4036%1.9693%0.0180%0.9305%0.3678%0.5784%0.9483%-1.1953%...1.5881%0.0212%2.8235%0.9758%0.6987%1.7539%-0.1730%0.2410%1.3735%-1.0857%
2016-01-06-11.4863%-1.5879%0.2411%-1.7557%-0.7727%-1.2473%-0.1736%-1.1239%-3.5867%-0.9551%...0.5547%0.0212%0.1592%-1.5647%0.3108%-1.0155%-0.7653%-3.0048%-0.9034%-2.9145%
2016-01-07-5.1388%-4.1922%-1.6573%-2.7699%-1.1046%-1.9769%-1.2206%-0.8856%-4.6058%-2.5394%...-2.2066%-3.0310%-1.0410%-3.1557%-1.6148%-0.2700%-2.2845%-2.0570%-0.5492%-3.0019%
2016-01-080.2736%-2.2705%-1.6037%-2.5425%0.1098%-0.2241%0.5707%-1.6402%-1.7642%-0.1649%...-0.1538%-1.1366%-0.7308%-0.1448%0.0896%-3.3839%-0.1117%-1.1387%-0.9720%-1.1254%
2016-01-11-4.3383%0.1693%-1.6851%-1.0215%0.0914%-1.1791%0.5674%0.5287%0.6616%0.0330%...1.6436%0.0000%0.9869%-0.1450%1.2224%1.4570%0.5366%-0.4607%0.5800%-1.9919%
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5 rows × 25 columns

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" ], "text/plain": [ " APA BA BAX BMY CMCSA CNP CPB \\\n", "Date \n", "2016-01-05 -2.0257% 0.4057% 0.4036% 1.9693% 0.0180% 0.9305% 0.3678% \n", "2016-01-06 -11.4863% -1.5879% 0.2411% -1.7557% -0.7727% -1.2473% -0.1736% \n", "2016-01-07 -5.1388% -4.1922% -1.6573% -2.7699% -1.1046% -1.9769% -1.2206% \n", "2016-01-08 0.2736% -2.2705% -1.6037% -2.5425% 0.1098% -0.2241% 0.5707% \n", "2016-01-11 -4.3383% 0.1693% -1.6851% -1.0215% 0.0914% -1.1791% 0.5674% \n", "\n", " DE HPQ JCI ... NI PCAR PSA \\\n", "Date ... \n", "2016-01-05 0.5784% 0.9483% -1.1953% ... 1.5881% 0.0212% 2.8235% \n", "2016-01-06 -1.1239% -3.5867% -0.9551% ... 0.5547% 0.0212% 0.1592% \n", "2016-01-07 -0.8856% -4.6058% -2.5394% ... -2.2066% -3.0310% -1.0410% \n", "2016-01-08 -1.6402% -1.7642% -0.1649% ... -0.1538% -1.1366% -0.7308% \n", "2016-01-11 0.5287% 0.6616% 0.0330% ... 1.6436% 0.0000% 0.9869% \n", "\n", " SEE T TGT TMO TXT VZ ZION \n", "Date \n", "2016-01-05 0.9758% 0.6987% 1.7539% -0.1730% 0.2410% 1.3735% -1.0857% \n", "2016-01-06 -1.5647% 0.3108% -1.0155% -0.7653% -3.0048% -0.9034% -2.9145% \n", "2016-01-07 -3.1557% -1.6148% -0.2700% -2.2845% -2.0570% -0.5492% -3.0019% \n", "2016-01-08 -0.1448% 0.0896% -3.3839% -0.1117% -1.1387% -0.9720% -1.1254% \n", "2016-01-11 -0.1450% 1.2224% 1.4570% 0.5366% -0.4607% 0.5800% -1.9919% \n", "\n", "[5 rows x 25 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Calculating returns\n", "\n", "Y = data[assets].pct_change().dropna()\n", "\n", "display(Y.head())" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import riskfolio as rp\n", "\n", "# Plotting Assets Clusters\n", "\n", "ax = rp.plot_clusters(returns=Y,\n", " codependence='pearson',\n", " linkage='ward',\n", " k=None,\n", " max_k=10,\n", " leaf_order=True,\n", " dendrogram=True,\n", " #linecolor='tab:purple',\n", " ax=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The graph above suggest that optimal number of clusters are four.\n", "\n", "## 2. Estimating NCO Portfolio\n", "\n", "This is the original model proposed by López de Prado (2019). Riskfolio-Lib expand this model to 13 risk measures and for objective functions: \"Minimize Risk\", \"Maximize Utility Function\", \"Maximize Return/Risk Ratio\" and \"Equal Risk Contribution\".\n", "\n", "### 2.1 Calculating the NCO portfolio" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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APABABAXBMYCMCSACNPCPBDEHPQJCI...NIPCARPSASEETTGTTMOTXTVZZION
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" ], "text/plain": [ " APA BA BAX BMY CMCSA CNP CPB DE \\\n", "weights 0.0000% 1.1729% 5.1827% 2.8237% 5.0009% 10.9741% 3.7079% 0.7664% \n", "\n", " HPQ JCI ... NI PCAR PSA SEE T TGT \\\n", "weights 0.3471% 2.4531% ... 7.0048% 0.1995% 12.0255% 2.2920% 4.8849% 3.0260% \n", "\n", " TMO TXT VZ ZION \n", "weights 1.1106% 0.0000% 8.6249% 0.0000% \n", "\n", "[1 rows x 25 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Building the portfolio object\n", "port = rp.HCPortfolio(returns=Y)\n", "\n", "# Estimate optimal portfolio:\n", "\n", "model='NCO' # Could be HRP, HERC or NCO\n", "codependence = 'pearson' # Correlation matrix used to group assets in clusters\n", "method_cov = 'hist' # Covariance estimation technique\n", "obj = \"MinRisk\" # Posible values are \"MinRisk\", \"Utility\", \"Sharpe\" and \"ERC\"\n", "rm = 'MV' # Risk measure used, this time will be variance\n", "rf = 0 # Risk free rate\n", "l = 2 # Risk aversion factor, only usefull with \"Utility\" objective\n", "linkage = 'ward' # Linkage method used to build clusters\n", "max_k = 10 # Max number of clusters used in two difference gap statistic\n", "leaf_order = True # Consider optimal order of leafs in dendrogram\n", "\n", "w = port.optimization(model=model,\n", " codependence=codependence,\n", " method_cov=method_cov,\n", " obj=obj,\n", " rm=rm,\n", " rf=rf,\n", " l=l,\n", " linkage=linkage,\n", " max_k=max_k,\n", " leaf_order=leaf_order)\n", "\n", "display(w.T)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2 Plotting portfolio composition" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting the composition of the portfolio\n", "\n", "ax = rp.plot_pie(w=w,\n", " title='NCO MinRisk',\n", " others=0.05,\n", " nrow=25,\n", " cmap=\"tab20\",\n", " height=8,\n", " width=10,\n", " ax=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.3 Plotting Risk Contribution" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting the risk contribution per asset\n", "\n", "mu = Y.mean()\n", "cov = Y.cov() # Covariance matrix\n", "returns = Y # Returns of the assets\n", "\n", "ax = rp.plot_risk_con(w=w,\n", " cov=cov,\n", " returns=returns,\n", " rm=rm,\n", " rf=0,\n", " alpha=0.05,\n", " color=\"tab:blue\",\n", " height=6,\n", " width=10,\n", " t_factor=252,\n", " ax=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Estimating NCO Portfolio with Constraints\n", "\n", "This is a modification of NCO based on the model proposed by Johann Pfitzinger & Nico Katzke (2019).\n", "\n", "### 3.1 Building the NCO portfolio constraints" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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DisabledTypeSetPositionSignWeight
0FalseAssetsHPQ>=1.0000%
1FalseAssetsPSA<=5.0000%
2FalseAll Assets<=6.0000%
3FalseEach asset in a classIndustryFinancials<=4.0000%
4FalseEach asset in a classIndustryInformation Technology<=2.0000%
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" ], "text/plain": [ " Disabled Type Set Position Sign \\\n", "0 False Assets HPQ >= \n", "1 False Assets PSA <= \n", "2 False All Assets <= \n", "3 False Each asset in a class Industry Financials <= \n", "4 False Each asset in a class Industry Information Technology <= \n", "\n", " Weight \n", "0 1.0000% \n", "1 5.0000% \n", "2 6.0000% \n", "3 4.0000% \n", "4 2.0000% " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "asset_classes = {'Assets': ['JCI','TGT','CMCSA','CPB','MO','APA','MMC','JPM',\n", " 'ZION','PSA','BAX','BMY','LUV','PCAR','TXT','TMO',\n", " 'DE','MSFT','HPQ','SEE','VZ','CNP','NI','T','BA'], \n", " 'Industry': ['Consumer Discretionary','Consumer Discretionary',\n", " 'Consumer Discretionary', 'Consumer Staples',\n", " 'Consumer Staples','Energy','Financials',\n", " 'Financials','Financials','Financials',\n", " 'Health Care','Health Care','Industrials','Industrials',\n", " 'Industrials','Health care','Industrials',\n", " 'Information Technology','Information Technology',\n", " 'Materials','Telecommunications Services','Utilities',\n", " 'Utilities','Telecommunications Services','Financials']}\n", "\n", "asset_classes = pd.DataFrame(asset_classes)\n", "asset_classes = asset_classes.sort_values(by=['Assets'])\n", "\n", "constraints = {'Disabled': [False, False, False, False, False],\n", " 'Type': ['Assets', 'Assets', 'All Assets', \n", " 'Each asset in a class', 'Each asset in a class'],\n", " 'Set': ['', '', '','Industry', 'Industry'],\n", " 'Position': ['HPQ', 'PSA', '', 'Financials', 'Information Technology'],\n", " 'Sign': ['>=', '<=', '<=', '<=', '<='],\n", " 'Weight': [0.01, 0.05, 0.06, 0.04, 0.02]}\n", "\n", "constraints = pd.DataFrame(constraints)\n", "\n", "display(constraints)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.2 Calculating the NCO portfolio with constraints" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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APABABAXBMYCMCSACNPCPBDEHPQJCI...NIPCARPSASEETTGTTMOTXTVZZION
weights0.0000%3.3664%6.0000%6.0000%6.0000%6.0000%6.0000%2.1996%1.0000%6.0000%...6.0000%0.5727%4.0000%6.0000%6.0000%6.0000%3.1875%0.0000%6.0000%0.0000%
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1 rows × 25 columns

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" ], "text/plain": [ " APA BA BAX BMY CMCSA CNP CPB DE \\\n", "weights 0.0000% 3.3664% 6.0000% 6.0000% 6.0000% 6.0000% 6.0000% 2.1996% \n", "\n", " HPQ JCI ... NI PCAR PSA SEE T TGT \\\n", "weights 1.0000% 6.0000% ... 6.0000% 0.5727% 4.0000% 6.0000% 6.0000% 6.0000% \n", "\n", " TMO TXT VZ ZION \n", "weights 3.1875% 0.0000% 6.0000% 0.0000% \n", "\n", "[1 rows x 25 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Estimate optimal portfolio with constraints:\n", "\n", "w_max, w_min = rp.hrp_constraints(constraints, asset_classes)\n", "\n", "port.w_max = w_max\n", "port.w_min = w_min\n", "\n", "w_1 = port.optimization(model=model,\n", " codependence=codependence,\n", " method_cov=method_cov,\n", " obj=obj,\n", " rm=rm,\n", " rf=rf,\n", " l=l,\n", " linkage=linkage,\n", " max_k=max_k,\n", " leaf_order=leaf_order)\n", "\n", "display(w_1.T)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.3 Plotting portfolio composition" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting the composition of the portfolio with constraints\n", "\n", "ax = rp.plot_pie(w=w_1,\n", " title='NCO MinRisk with Constraints',\n", " others=0.05,\n", " nrow=25,\n", " cmap=\"tab20\",\n", " height=8,\n", " width=10,\n", " ax=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.4 Plotting Risk Contribution" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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N2bJlS9JeXvjWRtUcc6OmPI/tBw3F/PnzycjI4PLLL4/7PDbF+9///nfc52eddZbz8EyAnJwcWrVqZdw2Ne1jsXp+//33rF271mmPyvvGeeedx7Zt26rFK5m2nj59OpFIhBtuuMH57IYbbmD//v1xszR+9rOfkZKSws0338zMmTMTzjww6bPffvttzjrrLNq0aRNXl9gMo8pvC1EURakLOphXFEWpR5577jmWLVvG/PnzueWWW1izZg1XXXWV63ojR45k2rRpbNq0icsuu4xWrVrRu3dv5s2bV23Zl19+mfT0dEaPHl3rg54qU1JSAlDjwL9JkyZcddVV/O1vf+PTTz/lyy+/JCcnh/Hjxyd8xVVlIpEIw4YN45///Cf33HMP//73v/nss8/45JNP4rZdmebNm8f9f2pqatyyu3fvJhAIVFsuNze32nfdfffd/OEPf+Diiy9mzpw5fPrppyxbtoyTTz454barPh8g9tyARN+d6LO6EBvstGnTBog+Q8G2bXJycggGg3H/Pvnkk7iBwS9/+UtSU1OdKcZff/01y5Yti3tgYSI+++wzhg0bBsDTTz/Nxx9/zLJlyxg/fjyQOC5u7NmzB9u2Ez5jIVa3WHvGcIt1ZdLS0ly9jjnmGOCnn7B46VsTNT2DIhG15XlVt/pm9+7d5ObmVutHWrVqRSAQcG0biLaPadvUtI/FthP7ecn//M//VNsvxowZA1Bt0Gza1pFIhBkzZtCmTRvnbQeFhYWcffbZZGRkxE2179SpEx988AGtWrXiV7/6FZ06daJTp0787W9/c5Yx6bN37NjBnDlzqtXlhBNOSFgXRVGUZNGn2SuKotQj3bt3dx56d9ZZZxEOh3nmmWd4/fXXq939qsqoUaMYNWoU+/fvZ+HChfzxj3/k/PPP59tvv3XucgO8+OKL/OEPf2DgwIHk5eXxs5/9zNWrRYsWQPRhVyYnvyeccAK/+MUvmDJlCt9++63zyrpErFq1ii+++IIZM2Zw3XXXOZ/HHixXF5o3b04oFGL37t1xA4jt27dXW/aFF17g2muvdX7TH2PXrl3VXs0FVBu4xL4/0Xcn+qwu/Otf/8KyLAYMGABE42FZFosWLXIGi5Wp/FmzZs246KKLeO655/jTn/7E9OnTSUtLc71I9PLLLxMMBnn77bfjLuK8+eabda5Hs2bN8Pl8CZ+tEJv9Ecu1urBnzx7X9YcPH85TTz3Fm2++ye9+9ztPfWvC9CIbUGuexz6Lxa/qw90OdbDfvHlzPv30U2zbjnPeuXMnoVCo3tumpn0sVs/Y9saNG5fwN/tAtVcXmrb1Bx984FxUS3RR4pNPPuHrr792nvjfv39/+vfvTzgc5vPPP+cf//gHY8eOJScnh1/84heAe5/dokULTjrpJB588MGETrELSoqiKHVF78wriqI0IJMnT6ZZs2bce++9xq95y8jI4Nxzz2X8+PGUl5ezevXquL9nZ2fzwQcf0L17d8466yznDnhtdOvWDYg+qK4yu3fvdh7oVJW1a9cCP51w1nSHMnYyXXVQ+uSTT7p61UTsQX2x97bHmDVrVrVlLcuqtu133nnHeLp2165dad26NS+99FLcdPhNmzaxZMmSZNWrMX36dN59912uuuoq567y+eefj23bbNmyhZ49e1b7d+KJJ8Z9x6hRo9i6dStz587lhRde4JJLLkl4oaIysVfu+f1+57OSkhKef/75asua3l3NyMigd+/e/POf/4xbPhKJ8MILL9CuXTvXhz3WxNatWyktLXV9fdpFF13EiSeeyMSJE1m1alXCZd5//30OHDjQYL7J3I02oaY8jz15Picnh7S0NL788su45d56662EbmA2k2DIkCHs27ev2gWe2JschgwZYuRvSk37WKyeXbt2pUuXLnzxxRcJ94uePXvGTfNPhmeffRafz8ebb77Jhx9+GPcvtk9Mmzat2np+v5/evXvz2GOPAbBixYpqy9TUZ59//vmsWrWKTp06JayLW9+qKIriht6ZVxRFaUCaNWvGuHHjuOeee5g1a1bCp3gD3HTTTaSnp9OvXz9at27N9u3bmThxIk2aNKFXr17Vls/MzOS9997j0ksvZejQofzrX/+q9qT6yvTu3Zv09HQ++eSTuN8Ef/jhh9x555388pe/pG/fvjRv3pydO3fy0ksv8d5773HttdfSrl07AOf32U899RSZmZmkpaXRsWNHunXrRqdOnfjd736HbdtkZ2czZ86chD8RMGXYsGEMGDCAe+65h/3799OzZ08+/vjjhAPR888/nxkzZtCtWzdOOukkli9fzp///GfH2w2fz8cDDzzA6NGjueSSS7jpppsoLCxkwoQJSU2zLykpiftpwfr163nzzTd5++23GThwIE888YSzbL9+/bj55psZNWoUn3/+OQMGDCAjI4Nt27axePFiTjzxRG677ba49mjXrh1jxoxh+/btrlPsIfoGgkceeYSrr76am2++md27d/OXv/wl4UyAE088kZdffplXXnmF4447jrS0tGoXFGJMnDiRoUOHctZZZ/E///M/pKSk8Pjjj7Nq1SpeeumlpO5KVybWdrXlMUQHV2+88QbDhg2jT58+3HbbbZx11llkZGSwadMmXn/9debMmcOePXsazDeZ9nIjJSWFhx9+mH379tGrVy+WLFnCn/70J84991zOPPNMAOf5CtOmTaNTp06cfPLJfPbZZwkvbsU8/va3v3HdddcRDAbp2rVrwkHwtddey2OPPcZ1113Hxo0bOfHEE1m8eDEPPfQQ5513HmeffXad6lQTO3fudPaxvXv38sc//pG0tDTGjRvnLPPkk09y7rnnMnz4cK6//nratm1LQUEBa9asYcWKFbz22mtJb3f37t289dZbDB8+nIsuuijhMn/961957rnnmDhxIs8++yzz589nxIgRHHPMMZSWljoD/VibmPTZ999/P/PmzaNv377ccccddO3aldLSUjZu3MjcuXN54oknaNeuHZmZmXTo0IG33nqLIUOGkJ2dTYsWLZxXHiqKotSIZ4/eUxRF+Q+i8pPmq1JSUmIfc8wxdpcuXexQKGTbdvWnSs+cOdM+66yz7JycHDslJcVu06aNfcUVV9hffvllrdsoKyuzL7vsMjstLc1+5513anUcOXKkffzxx8d9tnnzZvv3v/+93a9fPzs3N9cOBAJ2Zmam3bt3b/sf//iH4xtjypQpdseOHW2/3x/3dO2vv/7aHjp0qJ2ZmWk3a9bM/vnPf27/8MMP1Z7QHHuafX5+fsL2q/wE7sLCQvuGG26wmzZtajdq1MgeOnSovXbt2mrfuWfPHvvGG2+0W7VqZTdq1Mg+88wz7UWLFlVr49gTtV977bWE7fPMM8/YXbp0sVNSUuz/+q//sqdNm2Zfd911xk+z5+DbAAA7IyPDPu644+zLL7/cfu2115wncFdl2rRpdu/eve2MjAw7PT3d7tSpk33ttdfan3/+ebVl//d//9cG7Pbt2yf8vkRPs582bZrdtWtXOzU11T7uuOPsiRMn2s8++2y1tt64caM9bNgwOzMz0wacOtf0FPVFixbZgwcPdrzPOOMMe86cOXHL1LRPJHqqu21H8/PEE09M2E6JKCwstB944AH71FNPtRs3bmwHg0H7mGOOsa+55hr7448/blDfmtqrthyr6Wn2GRkZ9pdffmkPGjTITk9Pt7Ozs+3bbrvN3rdvX9z6e/futUePHm3n5OTYGRkZ9gUXXGBv3Lgx4VPQx40bZ7dp08b2+Xxx20yUI7t377ZvvfVWu3Xr1nYgELA7dOhgjxs3rtrbAgD7V7/6VbV6dejQwb7uuuuqfZ6o7s8//7x9xx132C1btrRTU1Pt/v37J8z1L774wr7iiivsVq1a2cFg0M7NzbUHDx5sP/HEE84ytfW5VZkyZYoN2G+++WaNy8Se7D979mx76dKl9iWXXGJ36NDBTk1NtZs3b24PHDjQ/te//uUsb9Jn23b0SfV33HGH3bFjRzsYDNrZ2dn2aaedZo8fPz4uxh988IF9yimn2KmpqTbg2qaKoii2bduWbVd5xK6iKIryH8nnn39Or169+OSTT+jdu7fXOoriUFRURJs2bfjrX//qvH9b+c/ho48+4qyzzuK1115zfXaIoiiKYo7+Zl5RFOUooWfPnlxxxRU88MADXqsoShx//etfOeaYY4x+PqAoiqIoShQdzCuKohxFPPzww/Tq1Yvi4mKvVRTFISsrixkzZhAI6KN8FEVRFMUUnWavKIqiKIqiKIqiKEcYdboz//jjj9OxY0fS0tI47bTTWLRoUa3LP/bYY3Tv3p309HS6du3qvPKkMrNnz+b4448nNTWV448/njfeeCPp7dq2zYQJE2jTpg3p6ekMGjSo2iud7r77brKzsznmmGN4+eWX4/726quvcsEFF5g2g6IoiqIoiqIoiqJ4QtKD+VdeeYWxY8cyfvx4Vq5cSf/+/Tn33HP54YcfEi4/depUxo0bx4QJE1i9ejX33Xcfv/rVr5gzZ46zzNKlS7nyyisZOXIkX3zxBSNHjuSKK67g008/TWq7kydP5pFHHuHRRx9l2bJl5ObmMnToUGc66Zw5c5g1axZ5eXlMmjSJUaNGsXv3bgAKCwsZP3688x5RRVEURVEURVEURZFK0tPse/fuzamnnsrUqVOdz7p3787FF1/MxIkTqy3ft29f+vXrx5///Gfns7Fjx/L555+zePFiAK688kqKiop49913nWXOOeccmjVrxksvvWS0Xdu2adOmDWPHjuW3v/0tAGVlZeTk5DBp0iRuueUWJk+ezIoVK5w78jk5Obz99tv06tWLm2++me7du3PXXXcl0xyKoiiKoiiKoiiKcthJ6kkz5eXlLF++nN/97ndxnw8bNowlS5YkXKesrIy0tLS4z9LT0/nss8+oqKggGAyydOnSaoPo4cOHM2XKFOPtbtiwge3btzNs2DDn76mpqQwcOJAlS5Zwyy23cPLJJ/PUU0+xZ88e1q9fT0lJCZ07d2bx4sWsWLEi7kJBbZSVlVFWVub8fyQSoaCggObNm2NZltF3KIqiKIqiKIqiKEpVbNumuLiYNm3a4PPVPJk+qcH8rl27CIfD5OTkxH2ek5PD9u3bE64zfPhwnnnmGS6++GJOPfVUli9fzrRp06ioqGDXrl20bt2a7du31/qdJtuN/TfRMps2bXJcrrnmGnr16kV6ejozZ84kIyOD2267jRkzZjB16lT+8Y9/0KJFC5566ilOOOGEhHWaOHEi9913n0mTKYqiKIqiKIqiKErSbN68mXbt2tX49zq9A6bq3Wfbtmu8I/2HP/yB7du3c8YZZ2DbNjk5OVx//fVMnjwZv9+f1HfWxzITJkxgwoQJcf9/9tlnEwwG+dOf/sRXX33F22+/zbXXXsvy5csT1mncuHHcfffdzv/v3buXY445ho0bN9KsWTPC4TAAfr8/rhwKhbAsyyn7fD58Pp9TDofD5OXlcfbZZ5OamkpFRQV+vx+fz0dFRQWBQADLspwyQCgUiisHg0Fs23bKkUiEcDjslCORCIFAoMZyOBzGtm2nXFFRwb///W+GDBlCMBhMuk5Vy/VRp7KyMj744AOGDRuG3+9Puk6JYnModSopKWH+/PnOrBAv4lS1HpFIhLy8PIYMGUJaWponcapap7KyMubPn8/ZZ5+N3+8/7HFKVKdQKEReXh5Dhw4lGAwe9jglqlMoFOLf//43gwcPJjU19bDHqWo9bNsmLy+PwYMHk56e7kmcqtappKSEDz/8kKFDh2JZlidxqlqnqv334Y5Tojq59d9e9OXl5eXMmzfP6b8Pd5zc+m+vj7mJ+m+vj7km/bcXfXlsnxs6dCgpKSmeHnNj5UT7nFfH3ET9t9fHXMuyOHDgQFz/7fUx17IsZ59L1H971ZfH9rkhQ4YQCAQ8PebG6lRRUeH037FzKK+OuVX7b8uyPD/m2rbt7HOJ+u9k41RQUEDHjh3JzMykNpL6zXx5eTmNGjXitdde45JLLnE+v/POO/m///s/FixYUOO6FRUV7Nixg9atW/PUU0/x29/+lsLCQnw+H8cccwx33XVX3FT7v/71r0yZMoVNmzYZbXf9+vV06tSJFStWcMoppzjLXHTRRTRt2pSZM2dWc1q7di0XXHABK1euZNq0aSxevJhXX32V/fv307hxY/bu3UtWVpZruxQVFdGkSRPj5WvCtm1KS0tJS0sTM11fnY48H1AnU9TpyPMBdTJFnY48H1AnU9TpyPMBdTJFnY48H6hfJ9PxZVJPs09JSeG0005j3rx5cZ/PmzePvn371rpuMBikXbt2+P1+Xn75Zc4//3xn/n+fPn2qfWdeXp7znSbb7dixI7m5uXHLlJeXs2DBgoRutm1z88038/DDD9O4cWPniirg/DcSibi2SX0Tu0okCXVyR5oPqJMp6uSONB9QJ1PUyR1pPqBOpqiTO9J8QJ1MUSd3pPnA4XdK+tV0d999N8888wzTpk1jzZo13HXXXfzwww/ceuutQHQK+rXXXuss/+233/LCCy/w3Xff8dlnn/GLX/yCVatW8dBDDznL3Hnnnc7r4tauXcukSZP44IMPGDt2rPF2Lcti7NixPPTQQ7zxxhusWrWK66+/nkaNGnH11VdXq8fTTz9Nq1atuPDCCwHo168f8+fP55NPPuGvf/0rxx9/PE2bNk22eQ6JUCjE3LlzCYVCh3W7taFO7kjzAXUyRZ3ckeYD6mSKOrkjzQfUyRR1ckeaD6iTKerkjjQf8MjJrgOPPfaY3aFDBzslJcU+9dRT7QULFjh/u+666+yBAwc6///111/bP/vZz+z09HQ7KyvLvuiii+y1a9dW+87XXnvN7tq1qx0MBu1u3brZs2fPTmq7tm3bkUjE/uMf/2jn5ubaqamp9oABA+yvvvqq2vds377d7tChg71ly5a4z++77z47Ozvb7tatm/3pp58at8fevXttwN67d6/xOomIRCJ2eXm5HYlEDul76hN1ckeaj22rkynq5I40H9tWJ1PUyR1pPratTqaokzvSfGxbnUxRJ3ek+dh2/TqZji+Tfs+8Uh39zfzhRZqTNB9QJ1PU6cjzAXUyRZ2OPB9QJ1PU6cjzAXUyRZ2OPB84An4zrzQsoVD0ydrSpouoU+1I8wF1MkWd3JHmA+pkijq5I80H1MkUdXJHmg+okynq5I40H/DGSe/M1wP1dWdeURRFURRFURRFObrRO/NHILZtU1RUhKTrK+rkjjQfUCdT1MkdaT6gTqaokzvSfECdTFEnd6T5gDqZok7uSPMBb5x0MC+IUCjEokWLxE0XUafakeYD6mSKOrkjzQfUyRR1ckeaD6iTKerkjjQfUCdT1MkdaT7gjZNOs68HdJq9oiiKoiiKoiiKUh/oNPsjkEgkQkFBAZFIxGsVB3VyR5oPqJMp6uSONB9QJ1PUyR1pPqBOpqiTO9J8QJ1MUSd3pPmAN046mBdEOBxm2bJlhMNhr1Uc1MkdaT6gTqaokzvSfECdTFEnd6T5gDqZok7uSPMBdTJFndyR5gPeOOk0+3pAp9kriqIoiqIoiqIo9YFOsz8CiUQi7Ny5U9x0EXWqHWk+oE6mqJM70nxAnUxRJ3ek+YA6maJO7kjzAXUyRZ3ckeYD3jjpYF4QkUiEVatWiUtKdaodaT6gTqaokzvSfECdTFEnd6T5gDqZok7uSPMBdTJFndyR5gPeOOk0+3pAp9kriqIoiqIoiqIo9YFOsz8CiUQibNmyRdwVJnWqHWk+oE6mqJM70nxAnUxRJ3ek+YA6maJO7kjzAXUyRZ3ckeYD3jjpYF4QkUiEdevWiUtKdaodaT6gTqaokzvSfECdTFEnd6T5gDqZok7uSPMBdTJFndyR5gPeOOk0+3pAp9kriqIoiqIoiqIo9YFOsz8CiUQibNq0SdwVJnWqHWk+oE6mqJM70nxAnUxRJ3ek+YA6maJO7kjzAXUyRZ3ckeYD3jjpYF4Q+tsPM6Q5SfMBdTJFndyR5gPqZIo6uSPNB9TJFHVyR5oPqJMp6uSONB/wxkmn2dcDOs1eURRFURRFURRFqQ90mv0RSDgc5vvvvyccDnut4qBO7kjzAXUyRZ3ckeYD6mSKOrkjzQfUyRR1ckeaD6iTKerkjjQf8MZJB/OCsG2bPXv2IGmyhDq5I80H1MkUdXJHmg+okynq5I40H1AnU9TJHWk+oE6mqJM70nzAGyedZl8P6DR7RVEURVEURVEUpT7QafZHIOFwmLVr14qbLqJOtSPNB9TJFHVyR5oPqJMp6uSONB9QJ1PUyR1pPqBOpqiTO9J8wBsnHcwLo6SkxGuFaqiTO9J8QJ1MUSd3pPmAOpmiTu5I8wF1MkWd3JHmA+pkijq5I80HDr+TTrOvB3SavaIoiqIoiqIoilIf6DT7I5BwOMyqVavETRdRp9qR5gPqZIo6uSPNB9TJFHVyR5oPqJMp6uSONB9QJ1PUyR1pPuCNkw7mFUVRFEVRFEVRFOUIQ6fZ1wM6zV5RFEVRFEVRFEWpD3Sa/RFIOBxm5cqV4qaLqFPtSPMBdTJFndyR5gPqZIo6uSPNB9TJFHVyR5oPqJMp6uSONB/wxkkH88JIT0/3WqEa6uSONB9QJ1PUyR1pPqBOpqiTO9J8QJ1MUSd3pPmAOpmiTu5I84HD76TT7OsBnWavKIqiKIqiKIqi1Ac6zf4IJBQKsWzZMkKhkNcqDurkjjQfUCdT1MkdaT6gTqaokzvSfECdTFEnd6T5gDqZok7uSPMBb5x0MC8Iy7Jo1qwZlmV5reKgTu5I8wF1MkWd3JHmA+pkijq5I80H1MkUdXJHmg+okynq5I40H/DGSafZ1wM6zV5RFEVRFEVRFEWpD3Sa/RFIKBRiyZIl4qaLqFPtSPMBdTJFndyR5gPqZIo6uSPNB9TJFHVyR5oPqJMp6uSONB/wxkkH84Lw+Xy0bdsWn09OWNTJHWk+oE6mqJM70nxAnUxRJ3ek+YA6maJO7kjzAXUyRZ3ckeYD3jjpNPt6QKfZK4qiKIqiKIqiKPWBTrM/AgmFQixcuFDcdBF1qh1pPqBOpqiTO9J8QJ1MUSd3pPmAOpmiTu5I8wF1MkWd3JHmA9446WBeED6fj06dOombLqJOtSPNB9TJFHVyR5oPqJMp6uSONB9QJ1PUyR1pPqBOpqiTO9J8wBsnnWZfD+g0e0VRFEVRFEVRFKU+0Gn2RyChUIj58+eLmy6iTrUjzQfUyRR1ckeaD6iTKerkjjQfUCdT1MkdaT6gTqaokzvSfMAbJx3MC8Ln89GjRw9x00XUqXak+YA6maJO7kjzAXUyRZ3ckeYD6mSKOrkjzQfUyRR1ckeaD3jjpNPs6wGdZq8oiqIoiqIoiqLUBzrN/gikoqKC999/n4qKCq9VHNTJHWk+oE6mqJM70nxAnUxRJ3ek+YA6maJO7kjzAXUyRZ3ckeYD3jjpnfl6oL7uzEciEQoLC2natKmYKSPqdOT5gDqZok5Hng+okynqdOT5gDqZok5Hng+okynqdOT5QP06mY4vdTBfD+g0e0VRFEVRFEVRFKU+0Gn2RyAVFRW888474qaLqFPtSPMBdTJFndyR5gPqZIo6uSPNB9TJlKPNKT8/n3Xr1iX179tvv2XOnDl8++23Sa+7bt068vPz670eR1vc6oo6uSPNB7xx0jvz9UB93Zm3bZvi4mIyMzOxLKseDeuOOh15PqBOpqjTkecD6mSKOh15PqBOphxNTvn5+VwzajQFxQeSWs+yLJpnN2N3wR7qcrqfndmIF6Y/Q8uWLZNetyaOprgdCup05PlA/To16DT7xx9/nD//+c9s27aNE044gSlTptC/f/8al3/xxReZPHky3333HU2aNOGcc87hL3/5C82bN3eWmT17Nn/4wx9Yt24dnTp14sEHH+SSSy5Jaru2bXPffffx1FNPsWfPHnr37s1jjz3GCSec4Cxz9913M2PGDBo3bszkyZP5xS9+4fzt1Vdf5fnnn2fOnDlJtYdOs1cURVEURVEagnXr1vGLG26lZZ/LyMjOOSzb3F+wg/yls3l52hN06tTpsGxTUZSfaLBp9q+88gpjx45l/PjxrFy5kv79+3Puuefyww8/JFx+8eLFXHvttdx4442sXr2a1157jWXLljF69GhnmaVLl3LllVcycuRIvvjiC0aOHMkVV1zBp59+mtR2J0+ezCOPPMKjjz7KsmXLyM3NZejQoRQXFwMwZ84cZs2aRV5eHpMmTWLUqFHs3r0bgMLCQsaPH89jjz2WbJPUGxUVFbz11lvipouoU+1I8wF1MkWd3JHmA+pkijq5I80H1MmUo9EpIzuHrFbtjP9lt2rDNV19ZLdqk9R6Wa3aNdhFg6MxbnVBndyR5gPeOCV9Z753796ceuqpTJ061fmse/fuXHzxxUycOLHa8n/5y1+YOnUq69atcz77xz/+weTJk9m8eTMAV155JUVFRbz77rvOMueccw7NmjXjpZdeMtqubdu0adOGsWPH8tvf/haAsrIycnJymDRpErfccguTJ09mxYoVvPzyywDk5OTw9ttv06tXL26++Wa6d+/OXXfdlUxzAPU7zb60tJS0tDRR00XU6cjyAXUyRZ2OPB9QJ1PU6cjzAXUy5Whyit2ZP3bEGLJatUvGiDQrQqntA5LzKdr5Ixvfebze78wfTXE7FNTpyPOB+nVqkDvz5eXlLF++nGHDhsV9PmzYMJYsWZJwnb59+/Ljjz8yd+5cbNtmx44dvP7664wYMcJZZunSpdW+c/jw4c53mmx3w4YNbN++PW6Z1NRUBg4c6Cxz8skn8/nnn7Nnzx6WL19OSUkJnTt3ZvHixaxYsYI77rjDqB3KysooKiqK+wcQDoed/yYqh0KhuHIkEqlWBpxyRUVFXDl23SVWtm27WhmIK0cikbhyKBSqtRwOh+PK4XCYQCBwSHWqXK6vOlVuq7rU6VDjVLUce/2El3GqWrYsy/M4Va1TIBDwLE411SlWB6/ilKhOgUDA0zhVLft8Ps/jVLUefr/f8zhVdY99r1dxSlSn2vpvr/ry2LJexam2/lvCMRfi+28Jx1y3/turvrxyPnl9zK18ztQQcUpJCRLFJkCkWtnCxp+gHLZJ+LmvStmHXa0cCPjjfOurTpX7bwnH3BhSjrmV9zkpx9zK50pexqmm/lvKMRdq7r/rEicTkhrM79q1i3A4TE5O/NSbnJwctm/fnnCdvn378uKLL3LllVeSkpJCbm4uTZs25R//+IezzPbt22v9TpPtxv5b2zLDhw/nmmuuoVevXlx//fXMnDmTjIwMbrvtNp588kmmTp1K165d6devH6tXr66xHSZOnEiTJk2cf+3btwdg1apVAKxZs4Y1a9YA8OWXX/Ldd98BsHLlSjZs2ADAZ5995sxMWLJkCdu2bSMUCpGXl8eOHTsAmD9/PoWFhQDk5eU5PxeYO3cupaWlhEIh5s6dSygUorS0lLlz5wJQXFxMXl4eEP35wPz58512XLhwIQDbtm1zLnJs3ryZzz77DIheFFm5ciUA3333HV988QVz585l9erVdaoTwMKFC9m1a1e91Wn37t3k5eURCoXqVKcvv/zykOKUqE7vvfeeEz8v4lS1TqFQiPfff59vvvnGszglqtPcuXPZsmWLZ3GqWqdQKMS8efPYt2+fJ3FKVKd169Yxd+5cT+NUuU6hUIj33nvP0zhVrdO7777Lu+++y759+zyLU9U6xfb/LVu2eBKnRHVasWIFc+fO5ZtvvvEkTonqVFhYyLx58wiFQp7EKVGdYv23hGPul19+6fTfsfMQr4+5sTrNnTuXHTt2iDjmFhYWOv13rH5eHnNjdfrmm2+YO3cuK1asqNc4RSIR7rn9FoI+SLMinNcsel6b6QsxtGn0nLGpv4LBTXYC0CJQRv+sXQSwObfZDvpmFgDQPuUAvRrvAeDY1P2ckhHdZpe0Yk5stBeA7ulFdE+P3qQaftYA54n29ZV7sf47Fhuvj7kbNmxw+u9NmzYdUpzqO/fmzp3LunXrPD/mxuq0b98+p//2+pgbq1Os/5ZwzF25cqXTf3/xxReHHKePP/4YE5KaZr9161batm3LkiVL6NOnj/P5gw8+yPPPP8/atWurrfP1119z9tlnc9dddzF8+HC2bdvGb37zG3r16sWzzz4LQEpKCjNnzuSqq65y1nvxxRe58cYbKS0tNdrukiVL6NevH1u3bqV169bOMjfddBObN2/mvffeS1inCRMmsHfvXkaNGsWwYcP46quvePvtt3n00UdZvnx5wnXKysooKytz/r+oqIj27dtTUFBAs2bNnCstfr8/rhwKhbAsyyn7fD7njpfP58OyLEpLS0lJScHv9ztXL30+HxUVFQQCASzLcsqAc+UuVg4Gg9i27ZQjkQjhcNgpRyIR5+p6onI4HMa27biybdtYluW4J1OnquX6qFM4HKa8vJy0tDRs2066Tolic6h1ikQipKSkOO6HO05V6+Hz+SgrKyMQCDh3CQ53nKrWqbJbzP1wx6lqnQBKSkqc6VCHO06J6gQ4V5FjvoczTlXr4ff7KS8vx+fzOfvf4Y5T1TrFrpbHHLyIU9U6Ve2/D3ecEtUpdnW/pv7bi748EolQWlpKeno6tm0f9ji59d9eH3MT9d9eH3NN+m8v+nLLspz+u2q/7lVfXvnOpc/nq7c4rVu3jutuu4M2Q28iq1VbAtiE8BG9Mx8tWwfvqIfjyhZBIkSAMP64ZXzYWJXKABEsp1y4cws/vv8kzz3xD7p06VJvuVdeXh7Xf3t9zLUsC5/PV2P/7VVfXnmWTuX2aqj9yaROtm07/XfVft2Lvrxy/x0Ohz0/5tq2jd/vr7H/TjZOBQUFNG/e3HWafaDGvySgRYsW+P3+anfhd+7cWe2OeIyJEyfSr18/fvOb3wBw0kknkZGRQf/+/fnTn/5E69atyc3NrfU7Tbabm5sLRO/QVx7M1+a2du1aXnzxRVauXMm0adMYMGAALVu25IorruCGG26gqKgoYeOlpqaSmppa7XO/3x/336rlWNLUVK58AAAIBoPOMsmULctyyrGEMC1XdY/tuJV/+5FMnaqW66tOMepSJ7dysnUKBAKUlpYecp0OJU5Vy7ETitj/exWnyu6xwU7lXDqccUrkW/lCVWV30zo1RO4l2ucOZ5yqlmMXzFJSUupcp2TKpvUoLS0lGAx6Fqeq5ar99+GOU6I6xU5Qa+q/verLE+3/Xvbldem/q9apPnOvav8t4Zjr1n970ZdX7r/rUqeGyL1k+u9k4hQdBMceqGURcn7//lPZxiJcrWzjt6DC9lVbJoIFcWWqlUOhcMI+7VDrVLX/rlrXw92X19Z/e9WXJ9rnvDzmxoi5eH3MjZVj/beEYy7U3n8fSpxqI6lp9ikpKZx22mnMmzcv7vN58+bRt2/fhOscOHAgbvAF8RUG6NOnT7XvzMvLc77TZLsdO3YkNzc3bpny8nIWLFiQ0M22bW6++WYefvhhGjduTDgcdu72VP6NxOEkNs0ndndOAurkjjQfUCdT1MkdaT6gTqaokzvSfECdTFEndwLYDGu6gwDJv2O+oZDWRqBOpkhzkuYD3jgl/TT7V155hZEjR/LEE0/Qp08fnnrqKZ5++mlWr15Nhw4dGDduHFu2bOG5554DYMaMGdx00038/e9/d6bZjx07Fp/P57x6bsmSJQwYMIAHH3yQiy66iLfeeovf//73LF68mN69exttF2DSpElMnDiR6dOn06VLFx566CE++ugjvvnmGzIzM+Pq8dRTT5GXl8frr78ORH+vMHToUN5//33effddXn/99Vp/N18Zfc+8oiiKoiiK0hDU/Wn2daehnmavKIoZpuPLpKbZQ/Q1crt37+b+++9n27Zt9OjRg7lz5zoD6m3btsW9+/3666+nuLiYRx99lF//+tc0bdqUwYMHM2nSJGeZvn378vLLL/P73/+eP/zhD3Tq1IlXXnnFGcibbBfgnnvuoaSkhDFjxrBnzx569+5NXl5etYH8jh07eOihh+KewH/66afz61//mhEjRtCqVStmzpyZbNMcMrZtU1xcTGZmpqhXLKjTkeUD6mSKOh15PqBOpqjTkecD6mSKOplgk+kLURwJkOyr6RoKeW2kTqZIc5LmA944JTXNPsaYMWPYuHEjZWVlLF++nAEDBjh/mzFjBh999FHc8v/93//N6tWrOXDgAFu3buWFF16gbdu2cctcfvnlrF27lvLyctasWcOll16a1HYh+luHCRMmsG3bNkpLS1mwYAE9evSo9j05OTls3LiRNm3axH1+7733snv3btasWcPpp5+ebLMcMqFQiEWLFombLqJOtSPNB9TJFHVyR5oPqJMp6uSONB9QJ1PUyZ0ANmcefKq9FKS1EaiTKdKcpPmAN05JT7NXqqPT7BVFURRFUZSGQKfZK8rRh+n4sk535pWGIRKJUFBQcNgfvFcb6uSONB9QJ1PUyR1pPqBOpqiTO9J8QJ1MUSd3LGya+cuxBN2Zl9ZGoE6mSHOS5gPeOOlgXhDhcJhly5Y57yGUgDq5I80H1MkUdXJHmg+okynq5I40H1AnU9TJHR82PRsXOO+Ol4C0NgJ1MkWakzQf8MZJp9nXAzrNXlEURVEURWkIdJq9ohx96DT7I5BIJMLOnTvFTRdRp9qR5gPqZIo6uSPNB9TJFHVyR5oPqJMp6uSOhU3LQKm4afaS2gjUyRRpTtJ8wBsnHcwLIhKJsGrVKnFJqU61I80H1MkUdXJHmg+okynq5I40H1AnU9TJHR82JzQqEjXNXlobgTqZIs1Jmg9446TT7OsBnWavKIqiKIqiNAQ6zV5Rjj50mv0RSCQSYcuWLeKuMKlT7UjzAXUyRZ3ckeYD6mSKOrkjzQfUyRR1csfCpnWwRNw0e0ltBOpkijQnaT7gjZMO5gURiURYt26duKRUp9qR5gPqZIo6uSPNB9TJFHVyR5oPqJMp6uSOD5tOafvETbOX1EagTqZIc5LmA9446TT7ekCn2SuKoiiKoigNgU6zV5SjD9PxZeAwOikuRCIRNm/eTPv27fH5ZEyaUKcjzwfUyRR18t4nPz+foqKipJ0KCwtp2rRpnZyysrJo2bJl0uu5OUmKG6jTkegD6mSKOrljYdM+5QCbyxthY3mtA8hrI1AnU6Q5SfMBb5x0MC+I2O8s2rZtKyop1enI8gF1MkWdvPXJz8/nmlGjKSg+kNR6wUCAyy88j9f/NZeKUCjp7WZnNuKF6c/U64BeWtxAnY5EH1AnU9TJHR82bVJK2VKeTljQYF5SG4E6mSLNSZoPeOOk0+zrAZ1mryiKkjyxqaMt+1xGRnbOYdnm/oId5C+drVNHFUU5YtBp9opy9KFPsz8CCYfDfP/994TDYa9VHNTJHWk+oE6mqJM7h8MnIzuHrFbtjP81bdWWn7VvStNWbZNaL6tVuwa7aCAtbqBOJkjzAXUyRZ3c8WFzXKqsB+BJayNQJ1OkOUnzAW+cdDAvCNu22bNnD5ImS6iTO9J8QJ1MUSd3pPlA9Heg2YFyUa9bkthO6uSONB9QJ1PUyR3tK81QJzOkOUnzAW+cdJp9PaDT7BVFUZJHp44qiqK4o32lohx96DT7I5BwOMzatWvFTRdRp9qR5gPqZIo6uSPNB6JTR7umFYmbOiqtndTJHWk+oE6mqJM72leaoU5mSHOS5gPeOOlgXhglJSVeK1RDndyR5gPqZIo6uSPNByDNF/FaoRoS20md3JHmA+pkijq5o32lGepkhjQnaT5w+J10mn09oNPsFUVRkkenjiqKorijfaUZ+fn5FBUVHfbtZmVl1eurThUFzMeX+p55QYTDYdasWUP37t3x+/1e6wDqdCT6gDqZok5Hng9Ep452Ty9iTUkWESHvTpbYTup05PmAOpmiTu4cTX1lfn4+14waTUHxgaTX9fv9nHVmHz5cvLRO06OzMxvxwvRn6nVALy2XQJ6TNB/wxkkH84qiKIqiKIqiHLEUFRVRUHyAln0uS/oVpD4LmrSw6JB5EpEk5yvvL9hB/tLZFBUV6d15xRN0MC8Iv99Pjx49vNaIQ53ckeYD6mSKOrkjzQcggsXqkiZea8QhsZ3UyR1pPqBOpqiTO0djX5mRnVOnnyJ8BzSu41g8v26r1Yq0XAJ5TtJ8wBsnfQCeIMLhMCtXrhT3VEZ1qh1pPqBOpqiTO9J8IDp19ORGheKe0CytndTJHWk+oE6mqJM72leaoe1khjQnaT7gjZMO5oWRnp7utUI11MkdaT6gTqaokzvSfABKI/IOXxLbSZ3ckeYD6mSKOrmjfaUZ2k5mSHOS5gOH30mn2QvC7/fTrVs3rzXiUCd3pPmAOpmiTu5I84Ho1NFvSmW9OURiO6mTO9J8QJ1MUSd3tK80Q9vJDGlO0nzAGyd5l6GOYkKhEMuWLSMUCnmt4qBO7kjzAXUyRZ3ckeYD4CdCz4wC/Mh5f7LEdlInd6T5gDqZok7uaF9phraTGdKcpPmAN046mBeEZVk0a9YMy5Lx+hBQJxOk+YA6maJO7kjzAbCxKAilYAt51RLIbCd1ckeaD6iTKerkjvaVZmg7mSHNSZoPeOOk0+wF4ff76dy5s9cacaiTO9J8QJ1MUSd3pPlAdErk+rLGXmvEIbGd1MkdaT6gTqaokzvaV5qh7WSGNCdpPuCNk96ZF0QoFGLJkiXipouoU+1I8wF1MkWd3JHmA9EpkWc03i1uSqS0dlInd6T5gDqZok7uaF9phraTGdKcpPmAN046mBeEz+ejbdu2+HxywqJO7kjzAXUyRZ3ckeYD0bsoW8vTiAiaEimxndTJHWk+oE6mqJM72leaoe1khjQnaT7gjZNOsxeEz+ejQ4cOXmvEoU7uSPMBdTJFndyR5gPR3zf+UJ7htUYcEttJndyR5gPqZIo6uaN9pRnaTmZIc5LmA944ybmUoRAKhVi4cKG46SLqVDvSfECdTFEnd6T5QHRK5JmZ+eKmREprJ3VyR5oPqJMp6uSO9pVmaDuZIc1Jmg9446R35gXh8/no1KmTuOki6lQ7DemTn59PUVFR0uvZtk3jxo3ZuHFjnZ6omZWVRcuWLZNerzakxQ3UyQRpPhCdErmutLG4KZHS2kmd3JHmA+pkijq5o32lGdpOZkhzkuYD3jjpYF4Qsd9ZSEKd3Gkon/z8fK4ZNZqC4gP1/t1uZGc24oXpz9TrgF5a3ECdTJDmA9Epkdsq0r3WiENiO6mTO9J8QJ1MUSd3tK80Q9vJDGlO0nzAGycdzAsiNjVjwIABBAIyQqNO3vkUFRVRUHyAln0uIyM7J6l1Axac08HivU02ITu57e4v2EH+0tkUFRXV62BeWtxAnY5EH4hOieyftYtFRS0IC/m1mMR2UqcjzwfUyRR1ckf7SjO0ncyQ5iTNB7xxklFzBYhezenRo4e46SLqVDsN7ZORnUNWq3ZJrWNhs6a8jIyWqdh1mDaWn/Qa7kiLG6iTCdJ8IDolcvWBLHFTIqW1kzq5I80H1MkUdXJH+0oztJ3MkOYkzQe8cdLBvCB8Ph+tWrXyWiMOdXJHmg9Ep4zlh9K81ohDYjupkzvSfEDz2xR1ckeaD6iTKerkjvaVZmg7mSHNSZoPeOMk51KGQkVFBe+//z4VFRVeqziokzvSfCA6ZWxok+2inswqsZ3UyR1pPqD5bYo6uSPNB9TJFHVyR/tKM7SdzJDmJM0HvHHSwbwg/H4/vXr1wu/3e63ioE7uSPOB6JSxz/dli5oyJrGd1MkdaT6g+W2KOrkjzQfUyRR1ckf7SjO0ncyQ5iTNB7xx0mn2gvD5fGRnZ3utEYc6uSPNB6JTxvaEU7zWiENiO6mTO9J8QPPbFHVyR5oPqJMp6uSO9pVmaDuZIc1Jmg9446R35gVRUVHBO++8I266yNHklJ+fz7p165L69+233zJnzhy+/fbbpNddt24d+fn1/7i5ABHObbqNgLApY0dTLtUVaU7SfEDz2xR1ckeaD6iTKerkjvaVZmg7mSHNSZoPeOOkd+YFEQgE6N+/v5jXK8DR5VTX97pblkXz7GbsLtiDbSf5Hjga5p3uISwWF7UgJGjK2NGUS4eCNCdpPqD5bYo6uSPNB9TJFHVyR/tKM7SdzJDmJM0HvHGSU3sFy7LIysryWiOOo8npUN7rDtC4DttsqHe6g0VxJFiP33foHE25dChIc5LmE0Xz2wR1ckeaD6iTKepkgvaVZmg7mSDNSZoPeOOk0+wFUVFRwVtvvSVuusjR5hR7r7vpv+xWbbimq4/sVm2SWi+rVbs6XTQwIUCEC5ttFTdl7GjLpbogzUmaD2h+m6JO7kjzAXUyRZ3c0b7SDG0nM6Q5SfMBb5x0MC+IQCDAsGHDxE0XUafaCWGRV5gjanqWRCdpcQN1MkGaD2h+m6JO7kjzAXUyRZ3c0b7SDG0nM6Q5SfMBb5x0MC8MSQkZQ53cCdlyDgAxJDpJixuokwnSfEDz2xR1ckeaD6iTKerkjvaVZmg7mSHNSZoPHH6nOg3mH3/8cTp27EhaWhqnnXYaixYtqnHZ66+/Hsuyqv074YQT4pabPXs2xx9/PKmpqRx//PG88cYbSW/Xtm0mTJhAmzZtSE9PZ9CgQaxevTpumbvvvpvs7GyOOeYYXn755bi/vfrqq1xwwQXJNke9EQqFmDt3LqFQyDOHqqiTOwFszmu2nQDJP/yuoZDoJC1uoE4mSPMBzW9T1MkdaT6gTqaokzvaV5qh7WSGNCdpPuCNU9KD+VdeeYWxY8cyfvx4Vq5cSf/+/Tn33HP54YcfEi7/t7/9jW3btjn/Nm/eTHZ2Nj//+c+dZZYuXcqVV17JyJEj+eKLLxg5ciRXXHEFn376aVLbnTx5Mo888giPPvooy5YtIzc3l6FDh1JcXAzAnDlzmDVrFnl5eUyaNIlRo0axe/duAAoLCxk/fjyPPfZYsk1SbwQCAc477zxRV5nUyZ0QFnP35IqaniXRSVrcQJ1MkOYDmt+mqJM70nxAnUxRJ3e0rzRD28kMaU7SfMAbp6QH84888gg33ngjo0ePpnv37kyZMoX27dszderUhMs3adKE3Nxc59/nn3/Onj17GDVqlLPMlClTGDp0KOPGjaNbt26MGzeOIUOGMGXKFOPt2rbNlClTGD9+PJdeeik9evRg5syZHDhwgFmzZgGwZs0aBg0aRM+ePbnqqqvIyspi/fr1ANxzzz2MGTOGY445xrUNysrKKCoqivsHEA6Hnf8mKodCobhyJBKpVi4tLXXKFRUVceXYa89iZdu2q5VjbRErRyKRuHLsSlFN5XA4HFeO/f+h1Klyub7qVFpaekh1SlSOefkt8B28OusngmVQDlrRdaMPT7GrlO0EZQCb4ME9sGr9Yr4+nw//wWOLhY3/4Lq+KuWYb+VyihWJq0cydUoJBqvFpi5xqlqnWC4cSpzqO/dKS0sP6/5kUqfKbVWXOtV3H1FeXt4gcYr5BiwS5mFt+1PAilB1f4qVK+8r1coH96eGyL3K/bcXcUpUp9r6b6/68sr99+HYn9zqVF5e7nmcqrqXlZV5Hqdk+m+v+vJY/+1VnBKVK+939RmnlJTY09aT6/eCViTh5ybnEYGAP863vuoU+//6jpPf/9M5U011qlyufG6Uapmd7yU6PqWkBBsk9yqfE8DhPTeqaX+K9d9enBslqkes/5ZyzIXoOVN9xcmEpAbz5eXlLF++nGHDhsV9PmzYMJYsWWL0Hc8++yxnn302HTp0cD5bunRpte8cPny4850m292wYQPbt2+PWyY1NZWBAwc6y5x88snOxYTly5dTUlJC586dWbx4MStWrOCOO+4wqsPEiRNp0qSJ8699+/YArFq1CoheNFizZg0AX375Jd999x0AK1euZMOGDQB89tlnbN68GYAlS5awbds2QqEQ8+fPZ8eOHQDMnz+fwsJCAPLy8pwZBnPnzqW0tDRuKkdpaSlz584FoLi4mLy8PCA642D+/PkA7Nq1i4ULFwKwbds2p102b97MZ5995rTjypUrAfjuu+/44osvyMvLY/Xq1XWqE8DChQvZtWtXvdVp9+7dzJ8/n1AoVKc6ffnllwnjlJ+fD0Df1hbHpu4HoFfjPbRPib53vk/mbnKD0U6sf9YuWgTKABjcJJ+hTXcSwGZo0x1k+qI733nNtpNmReKmb6VZEc5rth2ATF+IS46LHnVKSkoSxqlrp46c3T66TPuUA/RqvAeAY1P3c0pGtB27pBVzYqO9AHRPL6J7ehEBbM5uupOuadH2PSWjMKk63Xr9LykpKTmkOCXKvby8PLZs2XJIcarP3Ivtc/v27Tss+5NJndatW0deXt5h25/c6hQKhfjggw8aJE6xC6HndLAq7U87aeqPHkBr3p92MKzpThpb4bj9aWjTaN/Z1F/B4CY7AWgRKKN/VrS9coOlzv5UWFhYr3WK5dKWLVs8iRNUz70VK1aQl5fHN998c1j2J5M6xeoRCoUOy/5kUqcPPvjAiZ/Xx9wvv/ySUCjEv//9b+dngl4fc2N1ysvLY8eOHZ7FqWqdqsbscMcpUZ2++eYb8vLyWLFiRb3GKRKJcM/ttxD0Ue08orZ+L3pespO+mQVAcucRAMPPGuCcG9VX7r377rvMmzfPiU19xqnnySfRt7VVa51ObLSXLlXOjQLYDGm6kw6u53uJj0/33H6LM/iuzzrl5eWxbt26w35uBIn3p3379jn99+E+N6qpTrH+W8Ixd+XKlc450xdffHHIcfr4448xwbJjlysM2Lp1K23btuXjjz+mb9++zucPPfQQM2fO5Jtvvql1/W3bttG+fXtmzZrFFVdc4XyekpLCjBkzuPrqq53PZs2axahRoygrKzPa7pIlS+jXrx9btmyhTZs2zjI333wzmzZt4v333wdgwoQJvPDCC6Snp3P//fczYsQITjvtNGbMmMHSpUv5xz/+QYsWLXjqqaeq/a4/RllZGWVlZc7/FxUV0b59ewoKCmjWrJlzpcXv98eVQ6EQlmU5ZZ/Ph8/nq7FcUVGB3+93yoFAAMuynDJEr9pULgcP3lGNlSORCOFw2ClHIhECgUCN5XA4jG3bTjlRPf5T67R+/XquHj2GTuePIbNlWyJY+IkcvA5rVg4QOThNq3I5+nus+LIPsCnZtYXv5jzOS89OpUOHDnF12rRpE1ePHkPH824lo2U7rINXk8P48GFjVSoDRLBqLPuJYGMZ1Wnvzi1szXuamU/8nc6dO4uL039i7h2tddq4cSNX3Xgbnc8fQ0bLtoe8P8XKlfeVquV9+VtY9/bjzHom+gwWjZPWSeukdZJep3Xr1nHdbXfQZuhNZLVqm3S/l6jsdh5RuHMLP77/JM898Q+6dOkiPk6bNm3ilzeN4dhzo+dM9X1uVNPxqWjnFrbOe5qZU/9Op06d/uNy7z9xfzpS6lRQUEDz5s3Zu3dvre+ur9OEfsuK/02JbdvVPkvEjBkzaNq0KRdffHGdvrM+lpkwYQITJkyI+/+zzz6bYDDIn/70J7766ivefvttrr32WpYvX56wHqmpqaSmplb73O/3x/23arny7ycSlW3b5sCBA2RmZgIQDAadZZIpW5bllGMJYVqu6m7bNkVFRWRmZjrtmEydqpbro06WZVFSUkIgEKhTnWoqx5YP29FOHiBcafJKzWWLTF+I4kjg4ME1SnzZSlC2qDg4U66mmEUiEcIHL7fZWIQPrhs5OMD5qUyVsk3GQSfzevxULq+ocOJdX7lnWZaTS7GcqEucYtRH7tm2TUlJiZPfDb0/mdQp0T7XkPuTWz1s22bfvn1Ov1SfcYrVL2RH8xvi87Dm/YkE+5zl7FuV95Vq5YP7k8/nc3zqo05V++/DHaeqZZP+24u+HEiq/27oPsLv91NcXExmZqaIYy5Ec2n//v0J9zkvjrkm/bcXfXnl/rsudWqI3Eum/04mTpZlUV4ee2+1FXceUXu/Z9O40rlAcucREAqFnTaor9wLBAK17nOHEqdw+KdzpprqVLn80/HGppEvnNQ5U+VjUnl5hfOA7/qqU+V9zq3/Plx9RGyfix2/D+e5UaJy5f5bwjE31kY19d+HEqfaSGqafYsWLfD7/Wzfvj3u8507d5KTk1PrurZtM23aNEaOHElKSkrc33Jzc2v9TpPt5ubmAiTltnbtWl588UUeeOABPvroIwYMGEDLli254oorWLFihTMF9HARCoVYtGgRoZCspzKqU+0EsDnz4HQ2KUh0khY3UCcTpPmA5rcp6uSONB9QJ1PUyR3tK83QdjJDmpM0H/DGKanBfEpKCqeddhrz5s2L+3zevHlx098TsWDBAr7//ntuvPHGan/r06dPte/My8tzvtNkux07diQ3NzdumfLychYsWJDQzbZtbr75Zh5++GEaN25MOBx2HnRQ+YEHh5NgMMiIESPirhZ5jTq5E8LHu4Wt467Seo1EJ2lxA3UyQZoPaH6bok7uSPMBdTJFndzRvtIMbSczpDlJ8wFvnJLO2rvvvptnnnmGadOmsWbNGu666y5++OEHbr31VgDGjRvHtddeW229Z599lt69e9OjR49qf7vzzjud18WtXbuWSZMm8cEHHzB27Fjj7VqWxdixY3nooYd44403WLVqFddffz2NGjWK+y1+jKeffppWrVpx4YUXAtCvXz/mz5/PJ598wl//+leOP/54mjZtmmzzHBKRSISCgoLDfhGhNtTJHQubZv5y5wmnEpDoJC1uoE4mSPMBzW9T1MkdaT6gTqaokzvaV5qh7WSGNCdpPuCNU9KD+SuvvJIpU6Zw//3387Of/YyFCxcyd+5c5+n027Ztq/bO+b179zJ79uyEd+UB+vbty8svv8z06dM56aSTmDFjBq+88gq9e/c23i5EXy83duxYxowZQ8+ePdmyZQt5eXnO7xZi7Nixg4ceeoi///3vzmenn346v/71rxkxYgSvvvoq06dPT7ZpDplwOMyyZcucByRIQJ3c8WHTs3GB81AVCUh0khY3UCcTpPmA5rcp6uSONB9QJ1PUyR3tK83QdjJDmpM0H/DGKamn2SuJKSoqokmTJq5PG1Tiyc/PP+zPJcjKyqJly5YJ/7Zu3Tp+ccOtHDtiDFmt2h0Wn6KdP7Lxncd5edoTdOrUyXMfNydFqU+k7XOKoigS0b7SHT1nUv7TMB1f1ulp9krDEIlE2LVrFy1atHCejug1DeWUn5/PNaNGU1B8IOl1Lcui4zHt2fDDZpK9FpWd2YgXpj9T44C+LljYtAiUsSuU6jyR22skOh1N+X0oSHOS5gOa36ao05HnA+pkijq5o32lGdpOZkhzkuYD3jjpYF4QkUiEVatWMWDAAFFJ2RBORUVFFBQfoGWfy8jIrv1NCFUJWHBOB4v3NtmEkhjL7y/YQf7S2RQVFdXrYN6HzQmNilhU1MJ55YvXSHQ6mvL7UJDmJM0HNL9NUacjzwfUyRR1ckf7SjO0ncyQ5iTNB7xx0sG8IAKBAIMHD/ZaI46GdsrIzqnTdKiFB6BRHcbj+cmv4koYHx8VtWqAb647Ep2OxvyuC9KcpPmA5rcp6uSONB9QJ1PUyR3tK83QdjJDmpM0H/DGScZlDAWIXs3ZsmWLuKcySnOysGkdLBHz1FFpPiDTSWIuqZM70nxA89sUdXJHmg+okynq5I72lWZoO5khzUmaD3jjpIN5QUQiEdatWycuKaU5+bDplLZPzFNHpfmATCeJuaRO7kjzAc1vU9TJHWk+oE6mqJM72leaoe1khjQnaT7gjZNOsxdEIBBgwIABXmvEIdEpjI/FxfX3m/dDRZoPyHSSmEvq5I40H9D8NkWd3JHmA+pkijq5o32lGdpOZkhzkuYD3jjpnXlBRCIRNm3aJO4KkzQnC5tjUvaLmQ4lzQdkOknMJXVyR5oPaH6bok7uSPMBdTJFndzRvtIMbSczpDlJ8wFvnHQwLwj97YcZPmzapJSKmQ4lzQdkOknMJXVyR5oPaH6bok7uSPMBdTJFndzRvtIMbSczpDlJ8wFvnHSavSACgQB9+/b1WiMOiU5hfHyyr7nXGg7SfECmk8RcUid3pPmA5rcp6uSONB9QJ1PUyR3tK83QdjJDmpM0H/DGSe/MCyIcDvP9998TDoe9VnGQ6OTD5rhUOQ8qkeYDMp0k5pI6uSPNBzS/TVEnd6T5gDqZok7uaF9phraTGdKcpPmAN046mBeEbdvs2bMH25bTmUh0srDJDpSL+W2TNB+Q6SQxl9TJHWk+oPltijq5I80H1MkUdXJH+0oztJ3MkOYkzQe8cdJp9oIIBAL06tXLa404JDqF8fH5/myvNRyk+YBMJ4m5pE7uSPMBzW9T1MkdaT6gTqaokzvaV5qh7WSGNCdpPuCNk96ZF0Q4HGbt2rXipotIc/Jh0zWtSMx0KGk+INNJYi6pkzvSfEDz2xR1ckeaD6iTKerkjvaVZmg7mSHNSZoPeOOkg3lhlJSUeK1QDYlOaT45T64EeT4g00liLqmTO9J8QPPbFHVyR5oPqJMp6uSO9pVmaDuZIc1Jmg8cfiedZi8Iv9/PKaec4rVGHBKdIlh8caCp1xoO0nxAppPEXFInd6T5gOa3KerkjjQfUCdT1Mkd7SvN0HYyQ5qTNB/wxknvzAsiHA6zatUqcdNFpDn5sDkhfa+Y6VDSfECmk8RcUid3pPmA5rcp6uSONB9QJ1PUyR3tK83QdjJDmpM0H/DGSQfziqIoiqIoiqIoinKEodPsBeH3++nRo4fXGnFIdIpgsbqkidcaDtJ8QKaTxFxSJ3ek+YDmtynq5I40H1AnU9TJHe0rzdB2MkOakzQf8MZJ78wLIhwOs3LlSnHTRaQ5+bA5uVGhmOlQ0nxAppPEXFInd6T5gOa3KerkjjQfUCdT1Mkd7SvN0HYyQ5qTNB/wxkkH88JIT0/3WqEaEp1KI7JSV5oPyHSSmEvq5I40H9D8NkWd3JHmA+pkijq5o32lGdpOZkhzkuYDh99Jp9kLwu/3061bN6814pDoFMHim9IsrzUcpPmATCeJuaRO7kjzAc1vU9TJHWk+oE6mqJM72leaoe1khjQnaT7gjZO8y1BHMaFQiGXLlhEKhbxWcZDo5CdCz4wC/Mh4J6g0H5DpJDGX1MkdaT6g+W2KOrkjzQfUyRR1ckf7SjO0ncyQ5iTNB7xx0sG8ICzLolmzZliW5bWKg0QnG4uCUAo2Mpyk+YBMJ4m5pE7uSPMBzW9T1MkdaT6gTqaokzvaV5qh7WSGNCdpPuCNk06zF4Tf76dz585ea8Qh0SmCxfqyxl5rOEjzAZlOEnNJndyR5gOa36aokzvSfECdTFEnd7SvNEPbyQxpTtJ8wBsnvTMviFAoxJIlS8RNF5Hm5CfCGY13i5kOJc0HZDpJzCV1ckeaD2h+m6JO7kjzAXUyRZ3c0b7SDG0nM6Q5SfMBb5x0MC8In89H27Zt8fnkhEWiUwSLreVpRIRMh5LmAzKdJOaSOrkjzQc0v01RJ3ek+YA6maJO7mhfaYa2kxnSnKT5gDdOOs1eED6fjw4dOnitEYdEJxuLH8ozvNZwkOYDMp0k5pI6uSPNBzS/TVEnd6T5gDqZok7uaF9phraTGdKcpPmAN05yLmUohEIhFi5cKG66iDQnPxHOzMwXMx1Kmg/IdJKYS+rkjjQf0Pw2RZ3ckeYD6mSKOrmjfaUZ2k5mSHOS5gPeOOlgXhA+n49OnTqJmy4izSmCxbrSxmKmQ0nzAZlOEnNJndyR5gOa36aokzvSfECdTFEnd7SvNEPbyQxpTtJ8wBsnnWYviNjvLCQh0cnGYltFutcaDtJ8QKaTxFxSJ3ek+YDmtynq5I40H1AnU9TJHe0rzdB2MkOakzQf8MZJzqUMhVAoxPz588VNF5Hm5CfCoKydYqZDSfMBmU4Sc0md3JHmA5rfpqiTO9J8QJ1MUSd3tK80Q9vJDGlO0nzAGye9My8In89Hjx49xE0XkeYUwWL1gSwx06Gk+YBMJ4m5pE7uSPMBzW9T1MkdaT6gTqaokzsN3Vfm5+dTVFSU1Dq2bZOdnc3GjRuxrOS9srKyaNmyZdLr1YYeU8yQ5iTNB7xx0sG8IHw+H61atfJaIw6JTjYW+aE0rzUcpPmATCeJuaRO7kjzAc1vU9TJHWk+oE6mqJM7DdlX5ufnc82o0RQUH2iQ76+J7MxGvDD9mXod0OsxxQxpTtJ8wBsnHcwLoqKigvnz5zN48GCCwaDXOoBMJz8RBjfZyfy9rQgL+KWINB+Q6SQxl9TpyPMBzW9T1OnI8wF1MkWd3GnIvrKoqIiC4gO07HMZGdk5xusFLLigo8WcDTYhO7lt7i/YQf7S2RQVFdXrYF6PKWZIc5LmA9446WBeEH6/n169euH3+71WcZDoFMHi833ZYqZDSfMBmU4Sc0md3JHmA5rfpqiTO9J8QJ1MUSd3DkdfmZGdQ1ardsbLW9isKKkgo2UQuw5e+Umv4Y4eU8yQ5iTNB7xx0sG8IHw+H9nZ2V5rxCHRycZiTzjFaw0HaT4g00liLqmTO9J8QPPbFHVyR5oPqJMp6uSOxL5SncyQlksgz0maD3jjJGMuiQJEp2a88847VFRUeK3iINEpQIRzm24jIOSpo9J8QKaTxFxSJ3ek+YDmtynq5I40H1AnU9TJHYl9pTqZIS2XQJ6TNB/wxkkH84IIBAL079+fQEDOhAmJTiEsFhe1ICRkOpQ0H5DpJDGX1MkdaT6g+W2KOrkjzQfUyRR1ckdiX6lOZkjLJZDnJM0HvHGSU3sFy7LIysryWiMOiU5gURyR8aCLKNJ8QKKTxFxSJ3ek+UTR/DZBndyR5gPqZIo6mSCvr1QnM+TlkjwnaT7gjZPemRdERUUFb731lrjpItKcAkS4sNlWMdOhpPmATCeJuaRO7kjzAc1vU9TJHWk+oE6mqJM7EvtKdTJDWi6BPCdpPuCNkw7mBREIBBg2bJi46SLSnEJY5BXmiJkOJc0HZDpJzCV1ckeaD2h+m6JO7kjzAXUyRZ3ckdhXqpMZ0nIJ5DlJ8wFvnHQwLwxJCRlDolPIltPhgjwfkOkkMZfUyR1pPqD5bYo6uSPNB9TJFHVyR2JfqU5mSMslkOckzQcOv5MO5gURCoWYO3cuoVDIaxUHiU4BbM5rtp0AttcqgDwfkOkkMZfUyR1pPqD5bYo6uSPNB9TJFHVyR2JfqU5mSMslkOckzQe8cdLBvCACgQDnnXeeqKtMEp1CWMzdkytmOpQ0H5DpJDGX1MkdaT6g+W2KOrkjzQfUyRR1ckdiX6lOZkjLJZDnJM0HvHHSwbwwJF1diiHRKWDJuXoK8nxAppPEXFInd6T5gOa3KerkjjQfUCdT1MkdiX2lOpkhLZdAnpM0Hzj8TnUazD/++ON07NiRtLQ0TjvtNBYtWlTr8mVlZYwfP54OHTqQmppKp06dmDZtWtwys2fP5vjjjyc1NZXjjz+eN954I+nt2rbNhAkTaNOmDenp6QwaNIjVq1fHLXP33XeTnZ3NMcccw8svvxz3t1dffZULLrggmaaoV0KhEHl5eaISU6JTAJthTXeImQ4lzQdkOknMJXVyR5oPaH6bok7uSPMBdTJFndyR2FeqkxnScgnkOUnzAW+ckh7Mv/LKK4wdO5bx48ezcuVK+vfvz7nnnssPP/xQ4zpXXHEF//73v3n22Wf55ptveOmll+jWrZvz96VLl3LllVcycuRIvvjiC0aOHMkVV1zBp59+mtR2J0+ezCOPPMKjjz7KsmXLyM3NZejQoRQXFwMwZ84cZs2aRV5eHpMmTWLUqFHs3r0bgMLCQsaPH89jjz2WbJPUG8FgkIsuuohgUM67LiU6hfDxrz1tCAmZWCLNB2Q6ScwldXJHmg9ofpuiTu5I8wF1MkWd3JHYV6qTGdJyCeQ5SfMBb5ySntD/yCOPcOONNzJ69GgApkyZwvvvv8/UqVOZOHFiteXfe+89FixYwPr168nOzgbg2GOPjVtmypQpDB06lHHjxgEwbtw4FixYwJQpU3jppZeMtmvbNlOmTGH8+PFceumlAMycOZOcnBxmzZrFLbfcwpo1axg0aBA9e/akZ8+ejB07lvXr19O8eXPuuecexowZwzHHHJNsk9Qbtm1TXFxMZmYmliXjdzsSncAm0xeiOBIAEb9vkuYDEp0aMpfy8/MpKiqqk1NZWRmpqal1csrKyqJly5ZJr+fmJGmfk+YT5ejK77qiTkeeD6iTKepkgry+Up3MkJdL8pyk+YA3TkkN5svLy1m+fDm/+93v4j4fNmwYS5YsSbjOv/71L3r27MnkyZN5/vnnycjI4MILL+SBBx4gPT0diN6Zv+uuu+LWGz58OFOmTDHe7oYNG9i+fTvDhg1z/p6amsrAgQNZsmQJt9xyCyeffDJPPfUUe/bsYf369ZSUlNC5c2cWL17MihUrmDp1qlE7lJWVUVZW5vx/bBARDofj/uv3++PKoVAIy7Kcss/nw+fzOeVwOMzChQsZOnQoqampVFRU4Pf78fl8VFRUEAgEsCzLKUN0OkflcjAYxLZtpxyJRAiHw045EokQCARqLIfDYWzbdsoVFRUsWrSIIUOGEAwGk65T1XKsTgApKUGnywwQcR48EsCuUvYBtlMOEuHMrHzmFeYSBnzYhPFhYScs+7CxDk6d8vt9RCKRhHGKfe63ot8ZwcJPhAgWdi3lVMKOD467ZVSn4MGLwLZtU1FRERcnAJ/Ph/9gIyWqU6wMEMFyyj5szszK59+FOZTjx08EG8uoTgApB/MIqLfcKysrY9GiRZx99tn4/X7X3Eu0DyXKvYKCAq6/6VZ27d1HJBIhGAgQPvi9wWCQUCiEbdukBINUxMopQSoqQgSDAe68aRR/e3o65eUVpKQEKS+vcPKzvLwCy7IIBgM/lQMByiui5ZZNM5nx9BM0b97caH8yqVMoFGLRokUMHjyY1NRUo/2pIfsI27ZZuHAhQ4YMIT09vc5xStRHxHIsYEXzu2pO/rQPxe9Pac4+lwNY1fqImvoCC9vZnyKRiNM29VGnqv334Y5Totxz67/roy9Ptk4VFRUsXLiQ4cOHOw51PT4dSu7FyqWlpY5PbD0vj7mx3Fy4cCFnn302aWlpnsSpap3c+u+GjlOiOsX2uWHDhpGSknLY45SoTon2ufqIU+y4FcVOeG6UqN+zgDOz8plf2IoyAkmdRwAEAn7nfKRqnCqfMyXqv2vqy6v33zWf71WtU+Bg/x2LZeU4RePw0zlTojpVLcfOjWLnTB8U5lBx8JzJ7dyv8jEpJSWaX5W9DjX3YvvckCFDCAQCDb4/mfQRlfvvQCDQ4PuTW50q99+WZXl+zI3lQE39d13iZEJS80l27dpFOBwmJycn7vOcnBy2b9+ecJ3169ezePFiVq1axRtvvMGUKVN4/fXX+dWvfuUss3379lq/02S7sf/Wtszw4cO55ppr6NWrF9dffz0zZ84kIyOD2267jSeffJKpU6fStWtX+vXrV+239pWZOHEiTZo0cf61b98egFWrVgGwZs0a1qxZA8CXX37Jd999B8DKlSvZsGEDAJ999hmbN28GYMmSJWzbto1gMEijRo3Yu3cvAPPnz6ewsBCAvLw85+cCc+fOpbS0lFDop9cflJaWMnfuXACKi4vJy8sDoj8fmD9/vtOOCxcuBGDbtm3OhZDNmzfz2WefAdGLIitXrgTgu+++Y82aNYwYMYLvv/++TnUCWLhwIbt27apWpztvGkVWSrRNz2u2nTQrEvd6kDQrwnnNorHL9IUY2nQHAI39YUK2jxA+WgTK6J8V/e7cYCl9MqM/m2ifcoBejfcAcGzqfk7JiG6z3+k9Ha+qccrPzwegb2uLY1P3A9Cr8R7apxwAoE/mbnKDpQD0z9pFi0D0gs6AJrv4pLgFIXwMbbqDTF/IuE6XHBc9EJSUlCSMU9dOHTm7vVVrnbqkFXNio2jOdE8vont6ESF8bC1vRMe0aD1OyShMqk63Xv9LSkpKgPrLvaVLlzJixAh27dpllHtffvllwjhVzb2ioiKGnDWIfhdczbEjxnDDTbdw5s9v5dgRY7jl5ps54/LbOHbEGH51682cdmm0PPa2mznp4ttoM/QmUlNT6HzuTXS5YAz33H4LXS4Yw/EXRcvHjhjDSRffxtjbbubYEWM47dLb+NWt0fLPhv+CSy4YQVFRkfH+ZFKnH3/8kREjRrBy5cqk9qeG6iOCwSAnnniiU4+6xgmq9xGxC6HndLCc3BvcZCdN/dELKjXtT8Oa7WReYS4Bi4R9RFN/BYOb7ASo1kfE9qfCwsJDzr3KdQoGg2RlZTmxOdxxguq599VXXzFixAg2btx4SHGqz9wrLS09eIEseMjHp/qo09KlSzn99NMJBoMijrlffvklwWCQY489lu+//96zOFWt08KFCxkxYgR79+71JE6J6hQMBrEsi9LSUk/ilKhOGzduZMSIEXz11Vf1GqdIJMI9t99C0EeN50aJ+r0QPv5vfzN6ZUbPHZI5jwAYftYA59yoapxivme3txKeR9TUlw9rtpMP90YH8m7ne1XrdE6HaP9dVFSUME49Tz6Jvq2tWut0YqO9dEmLtm/s3CiEjz2hVFqnROtR07lRTXW65/ZbnIvx9ZV7K1euZMSIEfz444+HZX8C9z4iHA47A9zDsT+51WnZsmWccsopBINBEcfclStXEgwG6dy5s1OPQ4nTxx9/jAmWHbs1YsDWrVtp27YtS5YsoU+fPs7nDz74IM8//zxr166tts6wYcNYtGgR27dvp0mTJgD885//5PLLL2f//v2kp6eTkpLCzJkzueqqq5z1XnzxRW688UZKS0uNtrtkyRL69evH1q1bad26tbPMTTfdxObNm3nvvfcS1mnChAns3buXUaNGMWzYML766ivefvttHn30UZYvX55wnUR35tu3b09BQQHNmjWr81UYgN27d9OsWTPnCpjXdwkikYgzXcTn89XbFcANGzZw7a3/TduhN5HZql1Sd+Z9RMj2l7M7nAqY35nfs3Mrm997gueffJQuXbpUi9P69eu5evQYOp0/hsyWbY3vzAcIk+kPURhOwZ/knfmSXVv4bs7jvPTsVDp06BAXp02bNnH16DF0PO9WMlq2S+qKug1k+8spDAcJ40vqzvzenVvYmvc0M5/4O507d6633AuFQuzbt4+srKxoO9TTldqNGzcy8ubbaT/8Zhq3apfUFXULaO4vY3c45eDntede5RgU7/yRH/Oe5vkn/0HHjh3r7epzbIpW48aNCQQCnt+Z9/l8FBQUkJWVRUpKSr3eddu4cSNX3Xgbnc8fQ0bLtsZ35oNEaOwPURgO4oek7szvy9/CurcfZ9Yz0Qeq1tddgqr9t4Q78+FwmH379tXYf3txxzccDrN7925atGgB4Pmd+fLycoqLi51jt9fHXMCZcdSkSROnzQ53nKrWya3/9uLOPERPsps3b47f7xdxZz52ztS4cWP8fn+9xWndunVcd9sdtBl6E1mt2hrfmY9g0cxfTlE4QAh/UucRhTu38OP7T/LcE/+gS5cu1eK0YcMG55ypcYL+u6a+PEi4Sv9tfmd+f/4Wvn87es507LHHxsVp06ZN/PKmMRx7bvScKZk787Fzpj3hIJGD50ym5xFFO7ewdd7TzJz6dzp16lRvuRfb52LTtSXcmY9EIk7/bVmW53fmy8vLKSoqIjs72zlf8frOfOycKVH/nWycCgoKaN68OXv37nX63kQkdWe+RYsW+P3+anfhd+7cWe2OeIzWrVvTtm1bZyAP0L17d2zb5scffwQgNze31u802W5ubi5AUm5r167lxRdf5IEHHuCjjz5iwIABtGzZkiuuuIIVK1bU+Bvc1NRUsrKy4v4BzsEl1oFXLQcCgbhy7AQwVg6Hw6xYscKZehoMBp1lYlegK5djdzcql4G4ss/niyvHEremcmz6XOX6LFu2rMb6udWparlyncrLK5zJXNEOPNrRVy8TV7aAUxoX4js4rSt88POaypFK5XA44my/apxin4dtnOnmYWeiWs1lG4uejffgcw5ElnGdKiIkjFksBpFIhPDBRqqpTpGDg/TKZR82px68+h7zTaZOsWnksZjVR+5ZlsWyZcucDrxqXavmXjL7U0UoRKRSXd3qF4uHD/tgLlFrnEIJcyz6E4Sq9TjUOkF0n4tNGYt97rY/NVQfEQ6HWb58ufPdhxKnqvWIfWfIptY4xZejOR7d5zCIU5Xywf2pvnKvpv77cMcpUZ1i+1zs/+sap/rMvUgkwsqVKwmHw4d8fKqPOlmWxeeff+6ctHl9zI2d8FW+meBFnKrWya3/bug4JapTOBxm5cqVzhTrwx2nRGX4qf+u7zjFfgJmdnyynEH6aY33xJ2vmJ5HAIRC4TjfRHUK19B/19SXV++/TY+5FqGD/XdscFs1TuHwT+dMNdWpcjl2bhQ7Z4r99DOZ8wjA+RlefeZe5f77cOxPsXJtfUTl/vtw7E9udbIsi+XLlxMOh0UccyufM8U41DiZkNRgPiUlhdNOO4158+bFfT5v3jz69u2bcJ3Y3fJ9+/Y5n3377bf4fD7atWsHQJ8+fap9Z15envOdJtvt2LEjubm5ccuUl5ezYMGChG62bXPzzTfz8MMP07hxY+e3TvDTCXrsAHG4CAaDDB8+3EkeCUh0CuNj3t5cp4P3Gmk+INNJc8kMae0kzQc0bqaokzvSfECdTFEndyT2lepkhrRcAnlO0nzAG6eks/buu+/mmWeeYdq0aaxZs4a77rqLH374gVtvvRWIPon+2muvdZa/+uqrad68OaNGjeLrr79m4cKF/OY3v+GGG25wHoB35513Oq+LW7t2LZMmTeKDDz5g7Nixxtu1LIuxY8fy0EMP8cYbb7Bq1Squv/56GjVqxNVXX12tHk8//TStWrXiwgsvBKIXHebPn88nn3zCX//6V44//niaNm2abPMcEpFIhJ07dx72iwi1IdHJwqZloJTYQ+28RpoPyHTSXDJDWjtJ8wGNmynq5I40H1AnU9TJHYl9pTqZIS2XQJ6TNB/wxinpwfyVV17JlClTuP/++/nZz37GwoULmTt3Lh06dACiDwao/O73xo0bM2/ePAoLC+nZsye//OUvueCCC/j73//uLNO3b19efvllpk+fzkknncSMGTN45ZVX6N27t/F2Ae655x7Gjh3LmDFj6NmzJ1u2bCEvL4/MzMy4OuzYsYOHHnoozuH000/n17/+NSNGjODVV19l+vTpyTbNIROJRFi1apW4pJTm5MPmhEZFzu+evEaaD8h00lwyQ1o7SfMBjZsp6uSONB9QJ1PUyR2JfaU6mSEtl0CekzQf8MYp6ffMA4wZM4YxY8Yk/NuMGTOqfdatW7dqU+Srcvnll3P55ZfXebsQvTs/YcIEJkyYUOv35OTksHHjxmqf33vvvdx77721rtuQBAIBBg8e7Nn2EyHRKYyPj4paea3hIM0HZDppLpkhrZ2k+YDGzRR1ckeaD6iTKerkjsS+Up3MkJZLIM9Jmg944yTnxyEKkUiELVu2iLvCJM3JwqZ1sETMdChpPiDTSXPJDGntJM0HNG6mqJM70nxAnUxRJ3ck9pXqZIa0XAJ5TtJ8wBsnHcwLIhKJsG7dOnFJKc3Jh02ntH1ipkNJ8wGZTppLZkhrJ2k+oHEzRZ3ckeYD6mSKOrkjsa9UJzOk5RLIc5LmA9441WmavdIwBAIBBgwY4LVGHBKdwvhYXNzSaw0HaT4g00lzyQxp7STNBzRuphxtTvn5+TW+UrY22rZty6ZNm+q0zaysLFq2rN9cPNriVlfUyR2JfaU6mSEtl0CekzQf8MZJB/OCiEQibN68mfbt2zvvGPQaiU4WNu1TDrC5vJHzvk/1iUeik+aSGdLaSZoPaNxMOZqc8vPzuWbUaAqKDyS1ns/n46Tju/Hl12vrdCclO7MRL0x/pl4H9EdT3A4FdXJHYl+pTmZIyyWQ5yTNB7xx0sG8IGK/s2jbtq2opJTm5MOmTUopW8rTCQvodKX5gEwnzSUzpLWTNB/QuJlyNDkVFRVRUHyAln0uIyM7x3g9vwWntrUoPnYQ4SRn2O4v2EH+0tkUFRXV+2D+aInboaBO7kjsK9XJDGm5BPKcpPmAN046mBdEIBCgb9++XmvEIdEpjI9P9jX3WsNBmg/IdNJcMkNaO0nzAY2bKUejU0Z2Dlmt2iW1zuflkFHHsXh+3VarlaMxbnVBndyR2FeqkxnScgnkOUnzAW+cZFzGUAAIh8N8//33hMNhr1UcJDr5sDkuVc6DSqT5gEwnzSUzpLWTNB/QuJmiTu5oLpmhTmZIc5KY3+pkhrRcAnlO0nzAGycdzAvCtm327NmDbcvpTCQ6WdhkB8rFvEJEmg/IdNJcMkNaO0nzAY2bKerkjuaSGepkhjQnifmtTmZIyyWQ5yTNB7xx0mn2gggEAvTq1ctrjTgkOoXx8fn+bK81HKT5gEwnzSUzpLWTNB/QuJmiTu5oLpmhTmZIc5KY3+pkhrRcAnlO0nzAGycdzAsiHA7z3Xff0aVLF/x+v9c6gEwnHzZd0or5rjSTiIAHlUjzAZlOmktmSGsnaT6gcTNFndzRXDJDncyQ5iQxv9XJDGm5BA3rVJdXi0YiEfLz82nZsmWdHjbXEK8W9SJuOpgXRklJidcK1ZDolOZL/hVCDYk0H5DppLlkhrR2kuYDGjdT1MkdzSUz1MkMaU4S81udzJCWS9AwTnV9tWgg4Gf4WQN4/8OFhELJ/0a9IV4tCoc/bjqYF4Tf7+eUU07xWiMOiU4RLL440NRrDQdpPiDTSXPJDGntJM0HNG6mqJM7mktmqJMZ0pwk5rc6mSEtl6DhnOr6alGA1UC74d2T3mZDvVrUi7jpA/AEEQ6HWbVqlbinMkpz8mFzQvpeMU8dleYDMp00l8yQ1k7SfEDjZoo6uaO5ZIY6mSHNSWJ+q5MZ0nIJGt4p9mpR039NW7WlT4dMmrZqm9R6Wa3aJX3RwBQv4qaDeUVRFEVRFEVRFEU5wtBp9oLw+/306NHDa404JDpFsFhd0sRrDQdpPiDTSXPJDGntJM0HNG6mqJM7mktmqJMZ0pwk5rc6mSEtl0Cek8Ytit6ZF0Q4HGblypXiptRIc/Jhc3KjQjHToaT5gEwnzSUzpLWTNB/QuJmiTu5oLpmhTmZIc5KY3+pkhrRcAnlOGrcoOpgXRnp6utcK1ZDoVBqRlbrSfECmk+aSGdLaSZoPaNxMUSd3NJfMUCczpDlJzG91MkNaLoE8J42bTrMXhd/vp1u3bl5rxCHRKYLFN6VZXms4SPMBmU6aS2ZIaydpPqBxM0Wd3NFcMkOdzJDmJDG/1ckMabkE8pw0blHkXc44igmFQixbtoxQKOS1ioNEJz8RemYU4EfGO0Gl+YBMJ80lM6S1kzQf0LiZok7uaC6ZoU5mSHOSmN/qZIa0XAJ5Thq3KDqYF4RlWTRr1gzLsrxWcZDoZGNREErBRoaTNB+Q6aS5ZIa0dpLmAxo3U9TJHc0lM9TJDGlOEvNbncyQlksgz0njFkWn2QvC7/fTuXNnrzXikOgUwWJ9WWOvNRyk+YBMJ80lM6S1kzQf0LiZok7uaC6ZoU5mSHOSmN/qZIa0XAJ5Thq3KHpnXhChUIglS5aImb4CMp38RDij8W4x02qk+YBMJ80lM6S1kzQf0LiZok7uaC6ZoU5mSHOSmN/qZIa0XAJ5Thq3KDqYF4TP56Nt27b4fHLCItEpgsXW8jQiQqbVSPMBmU6aS2ZIaydpPqBxM0Wd3NFcMkOdzJDmJDG/1ckMabkE8pw0blF0mr0gfD4fHTp08FojDolONhY/lGd4reEgzQdkOmkumSGtnaT5gMbNFHVyR3PJDHUyQ5qTxPxWJzOk5RLIc9K4HdzmYd2aUiuhUIiFCxeKmb4CMp38RDgzM1/MtBppPiDTSXPJDGntJM0HNG6mqJM7mktmqJMZ0pwk5rc6mSEtl0Cek8Ytig7mBeHz+ejUqZOY6Ssg0ymCxbrSxmKm1UjzAZlOmktmSGsnaT6gcTNFndzRXDJDncyQ5iQxv9XJDGm5BPKcNG5RdJq9IGK/s5CERCcbi20V6V5rOEjzAZlOmktmSGsnaT6gcTNFndzRXDJDncyQ5iQxv9XJDGm5BPKcNG4Ht3lYt6bUSigUYv78+WKmr4BMJz8RBmXtFDOtRpoPyHTSXDJDWjtJ8wGNmynq5I7mkhnqZIY0J4n5rU5mSMslkOekcYuid+YF4fP56NGjh5jpKyDTKYLF6gNZYqbVSPOBhnXKz8+nqKgo6fVs2yY7O5uNGzdiWcl7ZWVl0bJly6TXqw2JsZO2z0nzAY2bKerkjuaSGepkhjQnifmtTmZIyyWQ56Rxi6KDeUH4fD5atWrltUYcEp1sLPJDaV5rOEjzgYZzys/P55pRoykoPlDv3+1GdmYjXpj+TL0O6CXGTto+J80HNG6mqJM7mktmqJMZ0pwk5rc6mSEtl0Cek8Ytig7mBVFRUcH8+fMZPHgwwWDQax1AppOfCIOb7GT+3laEBfxSRJoPNJxTUVERBcUHaNnnMjKyc5JaN2DBBR0t5mywCdnJbXd/wQ7yl86mqKioXgfzEmMnbZ+T5gMaN1PUyR3NJTPUyQxpThLzW53MkJZLIM9J4xZFB/OC8Pv99OrVC7/f77WKg0SnCBaf78sWM61Gmg80vFNGdg5ZrdoltY6FzYqSCjJaBrHr4JWf9BruSIydtH1Omg9o3ExRJ3c0l8xQJzOkOUnMb3UyQ1ougTwnjVsUHcwLwufzkZ2d7bVGHBKdbCz2hFO81nCQ5gPqZIpEJ2n7nDQf0LiZok7uaC6ZoU5mSHOSmN/qZIa0XAJ5Thq3g9s8rFtTaqWiooJ33nmHiooKr1UcJDoFiHBu020EhDy9UpoPqJMpEp2k7XPSfEDjZoo6uaO5ZIY6mSHNSWJ+q5MZ0nIJ5Dlp3KLoYF4QgUCA/v37EwjImTAh0SmExeKiFoSETKuR5gPqZIpEJ2n7nDQf0LiZok7uaC6ZoU5mSHOSmN/qZIa0XAJ5Thq3g9s8bFtSXLEsi6ysLK814pDoBBbFEe8fvPET0nxAnUyR5yRtn5PmE0XjZoI6maC5ZII6mSHPSV5+q5MZ8nJJopPGDfTOvCgqKip46623xExfAZlOASJc2GyrmGk10nxAnUyR6CRtn5PmAxo3U9TJHc0lM9TJDGlOEvNbncyQlksgz0njFkUH84IIBAIMGzZMzPQVkOkUwiKvMEfMtBppPqBOpkh0krbPSfMBjZsp6uSO5pIZ6mSGNCeJ+a1OZkjLJZDnpHGLooN5YUjZQSoj0Slky9lxQZ4PqJMpEp2k7XPSfEDjZoo6uaO5ZIY6mSHNSWJ+q5MZ0nIJ5Dlp3HQwL4pQKMTcuXMJhUJeqzhIdApgc16z7QSwvVYB5PmAOpki0UnaPifNBzRupqiTO5pLZqiTGdKcJOa3OpkhLZdAnpPGLYoO5gURCAQ477zzRF31kugUwmLunlwx02qk+YA6mSLRSdo+J80HNG6mqJM7mktmqJMZ0pwk5rc6mSEtl0Cek8Ytig7mhSHlaldlJDoFLDlX4UCeD6iTKRKdpO1z0nxA42aKOrmjuWSGOpkhzUlifquTGdJyCeQ5adx0MC+KUChEXl6eqB1FolMAm2FNd4iZViPNB9TJFIlO0vY5aT6gcTNFndzRXDJDncyQ5iQxv9XJDGm5BPKcNG5RZMyTUAAIBoNcdNFFXmvEIdEphI9/7WnjtYaDNB9QJ1MkOknb56T5gMbNFHVyR3PJDHUyQ5qTxPxWJzOk5RLIc9K4RdE784KwbZuioiJsW84VJolOYJPpqwAxV+Kk+YA6mSLPSdo+J80nisbNBHUyQXPJBHUyQ56TvPxWJzPk5ZJEJ40b6GBeFKFQiEWLFomZvgIynQLYnJm1S8y0Gmk+oE6mSHSSts9J8wGNmynq5I7mkhnqZIY0J4n5rU5mSMslkOekcYtSp8H8448/TseOHUlLS+O0005j0aJFNS770UcfYVlWtX9r166NW2727Nkcf/zxpKamcvzxx/PGG28kvV3btpkwYQJt2rQhPT2dQYMGsXr16rhl7r77brKzsznmmGN4+eWX4/726quvcsEFFyTbHPVGMBhkxIgRBINBzxyqItEphI93C1sTEnItSpoPqJMpEp2k7XPSfEDjZoo6uaO5ZIY6mSHNSWJ+q5MZ0nIJ5Dlp3KIkXftXXnmFsWPHMn78eFauXEn//v0599xz+eGHH2pd75tvvmHbtm3Ovy5dujh/W7p0KVdeeSUjR47kiy++YOTIkVxxxRV8+umnSW138uTJPPLIIzz66KMsW7aM3Nxchg4dSnFxMQBz5sxh1qxZ5OXlMWnSJEaNGsXu3bsBKCwsZPz48Tz22GPJNkm9EYlEKCgoIBKJeOZQFYlOFjbN/OVYQq7ESfMBdTJFopO0fU6aD2jcTFEndzSXzFAnM6Q5ScxvdTJDWi6BPCeNW5SkB/OPPPIIN954I6NHj6Z79+5MmTKF9u3bM3Xq1FrXa9WqFbm5uc4/v9/v/G3KlCkMHTqUcePG0a1bN8aNG8eQIUOYMmWK8XZt22bKlCmMHz+eSy+9lB49ejBz5kwOHDjArFmzAFizZg2DBg2iZ8+eXHXVVWRlZbF+/XoA7rnnHsaMGcMxxxyTbJPUG+FwmGXLlhEOhz1zqIpEJx82PRsX4BOy80rzAXUyRaKTtH1Omg9o3ExRJ3c0l8xQJzOkOUnMb3UyQ1ougTwnjVuUpAbz5eXlLF++nGHDhsV9PmzYMJYsWVLruqeccgqtW7dmyJAhfPjhh3F/W7p0abXvHD58uPOdJtvdsGED27dvj1smNTWVgQMHOsucfPLJfP755+zZs4fly5dTUlJC586dWbx4MStWrOCOO+4waoeysjKKiori/gFO4MLhcMJyKBSKK8eu2sTKwWCQIUOGOBc6KioqnGUqKiqchynEyrZtVysDceVIJBJXjv2Go6ZyOByOK/t8PoYPH47P56tTnaqWK9cpJSWIdbBNA0SIPsDCTlAmrhzBYv7eVoTxYWHjP/h5TWVfpbLf73O2XzVOsc/9Fk7H4CfiXPGrqQzwwd4cwvgquZvVKXhwD6was1gMfD4f/oONVFOdfNiOb6wcxse/9+ZgH2xhP5Gk6pQSDFbLt1g7xXCLU9V4AMzbm0sEyzVO1ep0sA0ikUjC3AsGAk5nZlK/mHsYHx/ubUUYq9Y4Ja4TzjQq0/3JpI+I7XOWZSW1PzVUHxEMBhk6dCiWZdW5TjX1ETHfgEWtcYovR7N63t4cwlhGuRdXrpRLhxKnqnWq2n8f7jglqpNlWbX23/XVlydTp0AgwODBgwkGg4d8fDLpv936Pfip/zbJvcrlmvrvQ61TMBjk7LPPxufzeRanqnWC6HmZ3+8/pDjVZ+4Fg0EGDx5MIBCoU53qK/cqlyv33/Udp5SU2LRds2OunwhhfHywN4cYyZxHAAQC/jjfRHXy19B/17Q/Ve+/zc8jAgf7b9u2E8bJ7//pnKmmOlUux/qIMD7m721FpNI5UzJ1SkkJ1nvuVe6/D8f+FCvX1kdU7r/rc3+Kbd9Xqf9OFKeqMYDE/bdJX56o/66POtXWf9clTiYkNZjftWsX4XCYnJycuM9zcnLYvn17wnVat27NU089xezZs/nnP/9J165dGTJkCAsXLnSW2b59e63fabLd2H9rW2b48OFcc8019OrVi+uvv56ZM2eSkZHBbbfdxpNPPsnUqVPp2rUr/fr1q/Zb+8pMnDiRJk2aOP/at28PwKpVq4DoDIA1a9YA8OWXX/Ldd98BsHLlSjZs2ADAZ599xubNmwFYsmQJ27ZtIxKJMH/+fHbu3AnA/PnzKSwsBCAvL8/5ucDcuXMpLS0lFAoxd+5cQqEQpaWlzJ07F4Di4mLy8vKA6M8H5s+f77RjrN23bdvmXOTYvHkzn332GRC9KLJy5UoAvvvuO7788kt27tzJ119/Xac6ASxcuJBdu3ZVq9OdN40iKyXapuc1206aFSGAzXnNthPAJs2KcF6zaOwyfSGGNt0BQDN/OWc32YGFTYtAGf2zot+dGyylT2b0ZxPtUw7Qq/EeAI5N3c8pGdFt9ju9p+NVNU75+fkA9G1tcWzqfgB6Nd5D+5QDAPTJ3E1usBSA/lm7aBEoA2Bwk50cm7IPC5uhTXeQ6QsZ1+mS46IHjpKSkoRx6tqpI2e3t2qtU5e0Yk5stBeA7ulFdE8vwsKmV0YBXdKiOXNKRmFSdbr1+l9SUlICxOfemjVryGycQdCHa5ya+isY3CSayy0CZQzI2kXLQCmtgyWucapap1NaRNtg27ZtCXPv8gvP47gmuMapqT/aMcfiZB2MTboVNsq9ynXKbQQ3XHW542W6P8Xasab9af369ezcuTPp/amh+ohIJMLq1asPqU419RGxC6HndLBqjRNU359yA6WkW2Gj3KvcR8T2p8LCwnqtUyQSYcGCBWzdutWTOEH13FuxYgU7d+7k22+/PaQ41WfuFRUV8f777xOJROrl+BSr044d0dj3amUl1e8NyNpFp9RiLGzj3Iv1EVd2iZ5ClZWV1esxNxKJsHz5cr7++mvP4pQo93bu3MnOnTsPKU71mXuRSIT333/f6UcO97lRojp9++237Ny5kxUrVtRrnCKRCPfcfgtBH8bH3P5Zu7Cw+a+04qSPud3To206/KwBzrlR1TjFfM9ubxkfcyG6P7UNlhAkkvR5xDkdov13UVFRwjj1PPkk+ra2aq3TiY32VusjLGz6Ze7iGIPzvUR1uuf2WwiFQvWeezt37mT9+vWHZX8C9z7iwIEDzJ07l0gkUq/7U8zrlBZWrXGC6n35f6VF+2/T3Iv15Vd28ZGSEnTqdyhxqlynSCTC//3f/9VLnD7++GNMsOwknp2/detW2rZty5IlS+jTp4/z+YMPPsjzzz9f7aF2NXHBBRdgWRb/+te/AEhJSWHmzJlcddVVzjIvvvgiN954I6WlpUbbXbJkCf369WPr1q20bt3aWeamm25i8+bNvPfeewldJkyYwN69exk1ahTDhg3jq6++4u233+bRRx9l+fLlCdcpKyujrKzM+f+ioiLat29PQUEBzZo1c660+P3+uHIoFMKyLKfs8/mcK24+n885Gezfvz8pKSlUVFTg9/vx+XxUVFQQCASwLMspQ/SqTeVy7GpZrBy7kxkrRyIRAoFAjeVwOOxcfYtdZfr444/p168fgUAg6TpVLcfqtGHDBq699b9pO/QmMlu1I0CE0MErogHsKmUf0Su10XKAMGdm7WJRUUsiWM5VVavSXenKZR82FjZ7dm5l83tP8PyTj9KlS5dqcVq/fj1Xjx5Dp/PHkNmyrXMHOXp9r+ZyCiH6Zu1mUVFLLDjobhnVqWTXFr6b8zgvPTuVDh06xMVp06ZNXD16DB3Pu5WMlu0S1ilWBpy2AA52bPl8XNSCCvz4iWBjGdVp784tbM17mplP/J3OnTvH5d63337LL2/6FceOGEN2qza1xqlqPIKE6ZtVwOKi5thYNcYpUZ2K8rew/u3HmfXM4xx33HFxubdx40ZG3nw77YffTONW7YxiFouN/2A7LSpqcXBmRe25V9m3eOeP/Jj3NM8/+Q86duxotD8l6heq7k/hcJiPP/6Yvn37kpKSYrQ/NWQfAbBgwQL69etHWlpanepUUx+xceNGrrrxNjqfP4aMlm1rjFPV/SmVMH2ydrOoqAUWlmvuVS7vy9/CuoO51LFjxzrHqWqdqvbfhztOiXLPrf+uj7482TpVVFSwcOFCBg4c6MwYqOvxyaT/duv3KvffsT6nttyr3EfU1H8fap1s22bBggWceeaZpKamehKnqrlXXl7OkiVLOPPMM/H5fHWOU33mXmyfGzBggJNbh+vcqKY6Jdrn6iNO69at47rb7qDN0JvIatXW6JgbO472z8pnSVFzygkkdR5RuHMLP77/JM898Q+6dOlSLU4bNmxw9rnGCfrvmvryVEJV+m/z84j9+Vv4/u3oPnfsscfGxWnTpk388qYxHHtu9JwpUZ2qlmN9ROycaXFRC0IHz5lMzyOKdm5h67ynmTn173Tq1Kneci+2z/Xr1w+/39/g+5NJHxEKhZz+O/b99bE/xfrv484fQ9bB/jtRnKr25TX13ybnEYn67/roI4Aa++9k41RQUEDz5s3Zu3cvWVlZ1ESgxr8koEWLFvj9/mp34Xfu3FntjnhtnHHGGbzwwgvO/+fm5tb6nSbbzc3NBaJ36CsP5mtzW7t2LS+++CIrV65k2rRpDBgwgJYtW3LFFVdwww03UFRUlLDxUlNTSU1NrfZ5bHpl5ecBVC7Hdoqayj6fjyFDhjifV34SYjJly7KcciwhTMtV3f1+P4MHD05YT5M6VS1X9i0vr3AmylR+EmVsR4sv/9Thh/DzUdFPMQ0f/Dw6QKxejhzciQHC4UiNdXWmxNixdSBcyaumcjmBOJ+f3N3rVHFwVllNMYtEIoQPNlJNdYpU+u5Ipe+ObyP3esTVqaLCmVZdOWaV2yxx/X6KU9V4RNupFZUxrVPkYBv4fD7HoXJeVYRCzgQ9k/rF3MNV2skt9+LrhDMFy3R/cisHAgFnGltlTPanhuwjKvdLdalTTeVYjoXs2OT5xHGqWi5LuM/VnHtx5Uq5FPOpjzpV7b+9iFPV3HPrv+urL0+mHPs5QoxDOT5VLjds/524L3frvw+lTjXtc4crTlXrlJaWVi2X6rPfq0udkj1naog4mZwz1UecLMuivLzi4KeW0TE3Vq6c38mdR0AoFHbaoKp75X0uUf9dU1+euP82O48IHey/LcuK63sdl/BP50w11aly+SfH5M+ZKtepvLzCeVtXfeVeon2uIfcnk3LV/ru+9ifnnLdS/504Tmb9t8l5RKL+u776CJNzpmTjVBtJDeZTUlI47bTTmDdvHpdcconz+bx587jooouMv2flypVxA+4+ffowb9487rrrLuezvLw8+vbta7zdjh07kpuby7x58zjllFOA6G/tFyxYwKRJk6o52LbNzTffzMMPP0zjxo0Jh8POiXnV34kdLiKRCNu2baN169ZOcniNRCcLm9xgKdsr0pwDiPrEo05mSHSSts9J84GGjVt+fr4zbTcZbNt2LgDHLlIkQ1ZWFi1btkx6vdqQGDtpTtoHmKFOZkhzkpjf6mSGtFwCeU4atyhJDeYh+p72kSNH0rNnT/r06cNTTz3FDz/8wK233grAuHHj2LJlC8899xwQfVL9scceywknnEB5eTkvvPACs2fPZvbs2c533nnnnQwYMIBJkyZx0UUX8dZbb/HBBx+wePFi4+1alsXYsWN56KGH6NKlC126dOGhhx6iUaNGXH311dXq8fTTT9OqVSsuvPBCAPr168eECRP45JNPePfddzn++ONp2rRpss1zSEQiEdatW0dOTo6InQRkOvmw6ZS2j50Vqc4VW/WJR53MkOgkbZ+T5gMNF7f8/HyuGTWaguIDSa8bDAT45eUX8+Lrb1Jh+NCaymRnNuKF6c/U64BeYuykOWkfYIY6mSHNSWJ+q5MZ0nIJ5Dlp3KIkPZi/8sor2b17N/fffz/btm2jR48ezJ07lw4dOgDRBwNUfvd7eXk5//M//8OWLVtIT0/nhBNO4J133uG8885zlunbty8vv/wyv//97/nDH/5Ap06deOWVV+jdu7fxdiH6ermSkhLGjBnDnj176N27N3l5eWRmZsbVYceOHTz00ENxT+A//fTT+fWvf82IESNo1aoVM2fOTLZpDplAIMCAAQMO+3ZrQ6JTGB+Li+v3DtahIM0H1MkUiU7S9jlpPtBwcSsqKqKg+AAt+1xGRrb5T8difFQMbYffnPR6+wt2kL90NkVFRfU6mJcYO2lO2geYoU5mSHOSmN/qZIa0XAJ5Thq3g9usy0pjxoxhzJgxCf82Y8aMuP+/5557uOeee1y/8/LLL+fyyy+v83Yhend+woQJTJgwodbvycnJYePGjdU+v/fee7n33ntdXRuKSCTC5s2bad++vYgrXiDTycKmfcoBNpc3EjGtRpoPqJMpEp2k7XPSfKDh45aRnUNWq3aH1Sk/6TXckRg7aU7aB5ihTmZIc5KY3+pkhrRcAnlOGrco3kdCcYhEImzZsuWw/1a/NiQ6+bBpk1LqPOnSa6T5gDqZItFJ2j4nzQdkxk2ik8TYSXPSuJmhTmZIc5KY3+pkhrRcAnlOGrcodbozrzQMgUDAeeifFCQ6hfHxyb7mXms4SPMBdTJFopO0fU6aD8iMm0QnibGT5qRxM0OdzJDmJDG/1ckMabkE8pw0blH0zrwgwuEw33//vfMeQglIdPJhc1zqPjFX4qT5gDqZItFJ2j4nzQdkxk2ik8TYSXPSuJmhTmZIc5KY3+pkhrRcAnlOGrcoOpgXhG3b7NmzB9uWk5QSnSxssgPlWEJ2Xmk+oE6mSHSSts9J8wGZcZPoJDF20pw0bmaokxnSnCTmtzqZIS2XQJ6Txi2KTrMXRCAQoFevXl5rxCHRKYyPz/dne63hIM0H1MkUiU7S9jlpPiAzbhKdJMZOmpPGzQx1MkOak8T8ViczpOUSyHPSuEXRO/OCCIfDrF27Vsz0FZDp5MOma1qRmGk10nxAnUyR6CRtn5PmAzLjJtFJYuykOWnczFAnM6Q5ScxvdTJDWi6BPCeNWxQdzAujpKTEa4VqSHRK88l4kmYMaT6gTqZIdJK2z0nzAZlxk+gkMXbSnDRuZqiTGdKcJOa3OpkhLZdAnpPGTafZi8Lv93PKKad4rRGHRKcIFl8caOq1hoM0H1AnUyQ6SdvnpPmAzLhJdJIYO2lOGjcz1MkMaU4S81udzJCWSyDPSeMWRe/MCyIcDrNq1Sox01dAppMPmxPS94qZViPNB9TJFIlO0vY5aT4gM24SnSTGTpqTxs0MdTJDmpPE/FYnM6TlEshz0rhF0cG8oiiKoiiKoiiKohxh6DR7Qfj9fnr06OG1RhwSnSJYrC5p4rWGgzQfUCdTJDpJ2+ek+YDMuEl0khg7aU4aNzPUyQxpThLzW53MkJZLIM9J4xZFB/OCCIfDfPnll5x00kn4/X6vdQCZTj5sTmy0l68ONCGC5bWOOB9QJ1MkOknb56T5gMy4NaRTfn4+RUVFSa8XiUTYtm0brVu3xudLfiJeVlYWLVu2THq92pCWTxJzSVobgTqZIs1JYn6rkxnScgnkOWncouhgXhjp6ekN8r2HcjJYUlLC+vXrxZwMApRGZP1CRJoPqJMpEp0aqh+oK9J8QGbcGsIpPz+fa0aNpqD4QNLr+v0++p3ek48/+5xwOPkn/mZnNuKF6c/Uex8uLZ8k5pK0NgJ1MkWak8T8ViczpOUSyHPSuOlgXhR+v59u3brV+/ceysngodIQJ4MRLL4pzaq37ztUpPmAOpki0amh+oG6Is0HZMatoZyKioooKD5Ayz6XkZGdk/T6PwDtz+mZ9Hr7C3aQv3Q2RUVF9dp/S8snibkkrY1AnUyR5iQxv9XJDGm5BPKcNG5RdDAviFAoxMqVKznllFMIBOovNIdyMui3oG9riyXbbMJJPiyywU4GiXBKRiEr9zclLOAZjtJ8QJ1MkejUUP3Af4oPyIxbQztlZOeQ1ardYXXKT3oNd6Tlk8RcktZGoE6mSHOSmN/qZIa0XAJ5Thq3KN5HQnGwLItmzZphWQ3zu4+6nAz6sCn27yezZUadfo/SECeDNhYFoRRsIb+PkeYD6mSKRKeG7geSRZoPyIybOpkhLZ+0jcxQJzOkOUnMb3UyQ1ougTwnjVsUHcwLwu/307lzZ6814ohgsb6ssdcacUhzkuYD6mSKRCdp/YA0H5AZN3UyQ1o+aRuZoU5mSHOSmN/qZIa0XAJ5Thq3KDLmJChAdGrGkiVLCIVCXqs4+IlwRuPd+En+4UkNhTQnaT6gTqZIdJLWD0jzAZlxUyczpOWTtpEZ6mSGNCeJ+a1OZkjLJZDnpHGLooN5Qfh8Ptq2bVunp8Y3FBEstpaniXnlA8hzkuYD6mSKRCdp/YA0H5AZN3UyQ1o+aRuZoU5mSHOSmN/qZIa0XAJ5Thq3KDrNXhA+n48OHTp4rRGHjcUP5Rlea8QhzUmaD6iTKRKdpPUD0nxAZtzUyQxp+XS0tVFdX1MbY8OGDXVaryFeUystl0Cek8T8ViczpOUSyHPSuEXRwbwgYlMz+vbtK+IpkRCdwtInczdLi5uLeVKkNCdpPqBOpkh0ktYPSPMBmXFTJzOk5dPR1EaH8praYCDALy+/mBdff5OKOkwfbYjX1ErLJZDnJDG/1ckMabkE8pw0blG8j4Ti4PP56NSpk5jpKxCdwrKutLGoKSzSnKT5gDqZItFJWj8gzQdkxk2dzJCWT0dTGx3Ka2otYL0N7YbfTJJvqW2w19RKyyWQ5yQxv9XJDGm5BPKcNG5RdDBfn+zfD35/nVf3AW2bNoWSknpTArAOHCAtHCa1vJSUsuS/e3cZBClNer3U8lLSwmGsAweibeOxU20+h+r0n9JG6lQ/TodCQ/UDdaUhfXSfOzKdDgWJx7mjrY2yGzchs0nzpNc/ADRvkvx2U8tLKT6C2ulQOJryW5qT9pUNz9GU33WlXtvI0MuybTvZi6xKFYqKimjSpAl7gSyvZRRFURRFURRFUZQjliKgCbB3716ysmoeYcqYJ6EoiqIoiqIoiqIoijE6zb4+2boVarly4hXr16/nutvupMM5N5HZsu1h225x/hY2vfc0M6f+jeOOO85zp9p8JDpp3I5cJ8UM3eeOTCeJSMsliWguHblIzG9pTprfRy7SckkMRUXQpo3rYjqYr08yMqL/6khFRQXz589n8ODBBIPBetOyGzWi1O+nLCWN1NT0pNb1E2Fwk53M39sq6SdFlqWkUer3YzdqVK1dvHCqzedQnP6T2kid6sfpUGiofkCij+5zR6bToSDtOKdtZMbR1E6HgrTYNWTcpDlpfjc8R1N+15V6baNw2GgxnWYvCL/fT69evfAfwkP06psIFp/vyxb1pEhpTtJ8QJ1MkegkrR+Q5gMy46ZOZkjLJ20jM7SdzJDmJDFu6mSGtFwCeU4atyh6Z14QPp+P7OxsrzXisLHYE07xWiMOaU7SfECdTJHoJK0fkOYDMuOmTmZIyydtIzO0ncyQ5iQxbupkhrRcAnlOGreD2zysW1NqpaKignfeeYeKigqvVRwCRDi36TYCRLxWcZDmJM0H1MkUiU7S+gFpPiAzbupkhrR80jYyQ9vJDGlOEuOmTmZIyyWQ56Rxi6KDeUEEAgH69+9PICBnwkQIi8VFLQgJmsIizUmaD6iTKRKdpPUD0nxAZtzUyQxp+aRtZIa2kxnSnCTGTZ3MkJZLIM9J43Zwm4dtS4orlmXV+h5Bb7Aojsh48MZPSHOS5gPqZIo8J2n9gDSfKPLipk5myMsnbSMztJ1MkOckL27qZIa8XJLopHEDvTMvioqKCt56663/z96bR0lVXYv/n3urqruZmhkakBlEEQcCaIBIiApEiJoYnzwHNAoodhyIvp8Jj0R5JproUkOMikNU0GjUPJMYlcQmj29EBRURBxAUmmaQsYGeoMeqe39/3L5lVXV131MIXTsr+7NWLw7V1XU/Z+9z9p1OVYlZvgLeEpbzO+8StYRFmpM0H1AnUyQ6SasD0nxAZt7UyQxp40ljZIbGyQxpThLzpk5mSBtLIM9J8+ahJ/OCCIfDTJ48WczyFfCWsBSV9xS1hEWakzQfUCdTJDpJqwPSfEBm3tTJDGnjSWNkhsbJDGlOEvOmTmZIG0sgz0nz5qEn88KQMkESibpyJomPNCdpPqBOpkh0klYHpPmAzLypkxnSxpPGyAyNkxnSnCTmTZ3MkDaWQJ6T5k1P5kURjUZZunQp0Wg02ypxwrhM7byHMG62VeJIc5LmA+pkikQnaXVAmg/IzJs6mSFtPGmMzNA4mSHNSWLe1MkMaWMJ5Dlp3jz0ZF4Q4XCYqVOnirrqFcViaVmBqCUs0pyk+YA6mSLRSVodkOYDMvOmTmZIG08aIzM0TmZIc5KYN3UyQ9pYAnlOmjcPPZkXhpSrXYmELTlXvHykOUnzAXUyRaKTtDogzQdk5k2dzJA2njRGZmiczJDmJDFv6mSGtLEE8pw0b3oyL4poNEpRUZGoiRLGZXKnvaKWsEhzkuYD6mSKRCdpdUCaD8jMmzqZIW08aYzM0DiZIc1JYt7UyQxpYwnkOWnePGSsk1AAiEQiXHDBBdnWSCKKzV/LemdbIwlpTtJ8QJ1MkegkrQ5I8wGZeVMnM6SNJ42RGRonM6Q5ScybOpkhbSyBPCfNm4femReE67pUVlbiunKuMIFLB7sBBF31kuckzQfUyRR5TtLqgDQfD3l5Uycz5I0njZEZGicT5DnJy5s6mSFvLEl00ryBnsyLIhqN8uabb4pZvgLeEpZv5O8XtYRFmpM0H1AnUyQ6SasD0nxAZt7UyQxp40ljZIbGyQxpThLz9u/mVFpaSnFxccY/mzZt4o033mDTpk1H9PelpaVHvS86voPJRox0mb0gIpEI06ZNy7ZGElFs/lbeK9saSUhzkuYD6mSKRCdpdUCaD8jMmzqZIW08aYzM0DiZIc1JYt7+nZxKS0u5/KpZHKyqPuqvHUSXDm35/VO/o3v37kftNXV8B5ONGOnJvCAcx6G8vJxOnTph2zIWTVi4dAo1UB6L4Ar56gdpTtJ8QJ1MkegkrQ5I8wGZeVMnM6SNJ42RGRonM6Q5Sczbv5NTZWUlB6uq6T72+7Tr0jNDJ+iaBwdqM19EfvjgXkpXvURlZeVRPZnX8R1MNmKU/UwocWKxGKtXryYWi2VbJY6Ny+j2B7EFLWGR5iTNB9TJFIlO0uqANB+QmTd1MkPaeNIYmaFxMkOak8S8/Ts6tevSk/wex2X006lHb77ZN0ynHr0z/ttMLxyYouM7mGzESO/MCyISiTBlypRsayQRw2ZZRUG2NZKQ5iTNB9TJFIlO0uqANB+QmTd1MkPaeNIYmaFxMkOak8S8qZMZEp10fAeTjRgd0Z35hx9+mIEDB5KXl8eoUaN48803jf7u7bffJhwOc9pppzX53UsvvcTw4cPJzc1l+PDh/PnPf854u67rsmDBAnr37k2bNm2YOHEi69evT3rOzTffTJcuXejXrx/PP/980u9efPFFzjvvPKO+HAscx2Hfvn04jpM1h1QsXLqHa7EEXfWS5iTNB9TJFIlO0uqANB+QmTd1MkPaeNIYmaFxMkOak8S8qZMZEp10fAeTjRhlfDL/wgsvMHfuXObPn8/atWs588wzOffcc9m+fXuLf1dRUcEVV1zB2Wef3eR3q1atYvr06cyYMYOPPvqIGTNmcPHFF/Puu+9mtN177rmH+++/nwcffJDVq1dTUFDApEmTqKqqAuCVV17hueeeo6ioiLvvvpurrrqKAwcOAFBeXs78+fN56KGHMg3JUcNxHNatWydmkoC3hOWktpWilrBIc5LmA+pkikQnaXVAmg/IzJs6mSFtPGmMzNA4mSHNSWLe1MkMiU46voPJRowyPpm///77mTlzJrNmzeLEE09k4cKF9O3bl0WLFrX4d9deey2XXnopY8eObfK7hQsXMmnSJObNm8cJJ5zAvHnzOPvss1m4cKHxdl3XZeHChcyfP58LL7yQESNGsGTJEqqrq3nuuecA2LBhAxMnTmT06NFccskl5Ofns2XLFgBuvfVWCgsL6devX6YhOWqEw2HOOusswmE5736IYfPPyh7EBH28gjQnaT6gTqZIdJJWB6T5gMy8qZMZ0saTxsgMjZMZ0pwk5k2dzJDopOM7mGzEKKPe19fXs2bNGiZPnpz0+OTJk1m5cmWzf/fUU09RXFzM7bffnvb3q1atavKaU6ZMib+myXZLSkrYs2dP0nNyc3P55je/GX/Oqaeeyvvvv09ZWRlr1qyhpqaGIUOG8NZbb/HBBx9w4403GsWhrq6OysrKpB8g/mEHsVgsbTsajSa1/as2fttxHLZv3x7/bsKGhob4cxoaGnBdN6ntum6TNpDUdhwnvk0LCOE0tt20bTtNu1ekhhBO/MqXjRtvJz4ewokvdfHaxGOQ2A+/nZMTiT8njIP3eZ1umjZJbRuHPpFqLNxm+9Fcn0IhO7791Dz5j4csWuhT03aYGL0afb50N+tTpHEGpubMHwO2bRNqDFJLeUrNjYVL70j1l/1uMU9N2zmRSJPx5sfJJyhPqfnw4lSDjWM09pL61BiDxPGcOJ8i4XC8mJnlzHO3cBvHktNintL3yXtvVGrOEtuxWCypbVIjGhoa2LlzJ/X19U1qRGr7aNWIdGPPbzuOw44dO6ivrz/iPjVX93zfsEWLeUpuu0Tic84xGntJ7YSxlC5PodCXcy7d3PIdU+eTP5bshDln3ievHqbLUyb1O3U+hQPqd0t98ueTv29Kzd+Rjr1YLMb27dvjr9vS2GspT6b1O6juJdZvk7GXNA6bqd9ftU/+nEuMmelxREt5isViWJbVYp+am09B9bvF44g09fto9Mk/ZvL/9mjWPZM8pWsn1u8jzVNz8yknJ9IkN0F1zz8WCBNr8pyg4wiAcDiU5JuuT6Fm6ndz86lp/c7gOKJxLLmumzZPJvU7Xd0zrd/N9Sm1fvvtxPpttH9KM+dCCXPOuE8Jc+5oHkck1u+jOZ/87dsJ9dvkXCNMjN5p6rfRcUSa+n00+tRS/T6SumdCRifz+/fvJxaL0bNn8qck9uzZkz179qT9m02bNvGTn/yEZ599ttmrFHv27GnxNU226//b0nOmTJnC5ZdfzpgxY/jBD37AkiVLaNeuHddddx2PPvooixYtYtiwYYwfP77Je+0T+eUvf0nHjh3jP3379gVg3bp1gLcCYMOGDQB8/PHHbNq0CYC1a9dSUlICwHvvvceOHTsAWLlyJbt378ZxHD766CNKS0sBWL58OeXl5QAUFRXF3y6wdOlSamtriUajLF26lGg0Sm1tLUuXLgWgqqqKoqIiwHv7gL/9grZwZv5+rx2pZWwH7y0GfXOqGdO+DIABuYcZ2c7b5tC8Kk5uW8HgvEOc2KaSE9t4Fy1OblvB0DzPZWS7cgbkHgZgTPsy+uZ436U5tsMB+rb34rVlyxb279/fpE83zb6K/BzvOVM77yHPcgjjMrXzHsK45FkOUzt7uetgR5nUaS8AnUP1jGxXjo1Lt3BdRn0af/podu/enTZPftzH9bKa7VNBpBbw4tgtXAfAtzqWMiyvChuXSZ320sGOGvfpe4O8iltTU8Py5csBb7yvWLECgGGDB3JOX8soT0A8TzYuIwzzlK5Pc35wGTU1NUDy2NuwYQMd2rcjYhOYp06hBs7quA+gMU8HGJx3iF4ZjD2/TyO7eTHYvXt32vl00flTGdSRFvt0Vsd9dAp5xdXPk43LqPbltLViRmMvsU8FbeHqSy6Ke/kXDXfs2MF7770HeBcZ165dC3i18OOPP47HsaUaUVxczOrVq5vUCIAVK1aknU9fpUakG3t+nxzHYePGjaxevfor9Qma1j3/Qui3+1st5gmS59O5nfcyOO8Qba2Y4dj7skb486m8vDxtnsafPpoxPbznZFL3bFxObVdBL8Oxl9iniA23Xn8tjuM0ydNnn30GeF9R1Fyfmp9PZQzOO5S2RgT1yZ9PJSUlacfeP/7xD9avX09xcTF///vf+fTTTykuLmbp0qV89tlnbNq0iaVLl7Jp0yY+++wzli5dSnFxMZ9++ilr166luLiY9evXU1RURHFxMR9//DH/+Mc/KC4u5sMPP2T58uUUFxezZs0a3njjDYqLi1m3bl2zY2/vXi/3Y3pYGda9A5zQxqvfJmMvsUZMH+odQtXV1RnPJwiuEY7jsH79+iM6jkjNU2KN+Oyzz+japXOLfWpuPn2rYymD8w7RPcN97tC8qvh82rt371Htk+M4rF27Nl5HjmbdM8kTpK97xcXFXylP6Wq54zjcev21RGwy2Ofux8ZlWJsqxnY4GJindDViyrcmxI+NUvvk+57T1zLe5wKc23kvQ/IOkYOT8XHEt/t7Y6mysjJtnkafegrjelkt9ild3bNxOaVtBf0Cjo2a69Ot119LNBptMvb8sZGfg9H+KXU+Dc47xECDPKX2aVgnANi+fftRPY6orq5m7dq1OI5zVOeT7zWym5XhucZBhjXW70z2uWFcpg+1ycmJxPsHR6dGOI7Dp59+yieffAIc+TkheJ81Z4Ll+pdgDNi1axd9+vRh5cqVScvl77zzTp555hk2btyY9PxYLMbXv/51Zs6cyZw5cwBYsGABf/nLX/jwww/jz8vJyWHJkiVccskl8ceeffZZZs6cSW1trdF2V65cyfjx49m1axe9evWKP2f27Nns2LGDv//972n7tGDBAioqKrjqqquYPHkyn3zyCa+++ioPPvgga9asSfs3dXV11NXVxf9fWVlJ3759OXjwIJ07d45faQmFQkntaDSKZVnxtm3b2LbdbLuhoYFQKBRvh8NhLMuKt8G7apPYjjTeUfXbjuOwefNmLpv9QwZOK6RTj97EsLEar3iltv0rlH4bwMFqth3CwcWKt/17VCEcyvftouS1h3n28YcYMmRIUp9KSkq4Ys4N9Jk0mw49jiOMQxT/joGb0rbxrtR67ebcg/pUtm8XO/7+CM88+iBDhw5tkqctW7Zw6axCBn+nkA7d+6TtU1D7y35YRn2q2b+TTa88zB+eWET//v3jOXMch23btnHprEIGTp1Du+7HHbM8pbYr9u1kV9HjLHnkAYYMGZI09j7//HMum/1DBkwrpEuP3sckT+n6VFm6ky2vPsxzv3uYQYMGJc2nrVu3MuOa6+k75Rra9zjumOQpXZ+q9n3BF0WP88yjv2XgwIE4jkM4HI7nLxwOE4vFcF033k5XFyTUiFgsljT2UvtxrPq0detWLpl5HUO+U0i77n2OSZ5S24dKd1LcOJYGDhyY1Kdt27Zx2exCBpzrzbmjMZ9M+lS5bye7lj3OkkUPMHjw4KQ8bdq0ybh+H80aUbFvF1te8+I0ePDgpLF34MABrrpmDvvKquJ3DBsaovF2fb13EJWubVkWkUj4y3Y4TH2D1w6HwzQ0NHgrkmybhsbt+e1uHdvz1GOLKCgoMK7fRzNPqWOvufqdrfkUVCM+//xzLr/mevpPvS5N/T52tbwqYc759fvfue4dSZ+Ki4u58rob6T1pNvk9+hzzfS5A+b6dfPH6ozz9yG8ZOnRokz6VlJTE51z7NPX7WNTyw6U72fyqN+cGDBiQlCfT+n20a3m6+u2PvcT63blH72OSp3R9qijdFT9mSq3fEueTX78HfaeQ/Mb6fSz3uc3Vb2k14uDBg3Tt2pWKigry8/NpjowW9Hfr1o1QKNTkLvy+ffua3BEH7wrH+++/z9q1a7n++uu9pDQuzQiHwxQVFXHWWWdRUFDQ4muabLegwPtqgj179iSdzDfnBrBx40aeffZZ1q5dy5NPPsmECRPo3r07F198MVdffTWVlZVpg5ebm0tubm6Tx0OhUNK/qe3ElQnp2o7jsHPnzvidfn8Jb6Zt72DJa9u2HXdwIf6+EheLWOOATmw7jQPeb1u49Ms5zI76trhJz/FIfJ9Katu/SuQXiVTf+vqG+HOiCX8bTXj9L9tW0uN9cmriTun60VyfYjEn7pKaJ//xmPtlH1vqn4+DRd+canbUt03pR3CfGhpXlaXmzHdxHIdYY5BaylOii/fKLsc1Opn2I7HtH1xDcs4SY5a+f1/mKTUfDsTHUrpx2FKfnMYYJI7nxDnUEI3iL9Az6Z/vbuHSO2EsBY295D4RX0aVmLPEdnO1oKUa4R+U9O3bN/46zdWOo1Uj0rn7bX/JmF+XjqRPzbX9MRZ1ideXdHlKbceAfk3mXPNjL6mdMJZ8n0TfWOzLOZdubqU6xhLGkl+XmntOS33yT24Tc+Pv6D334PqdOp8saLF+t9Qnfz4ljgk/XpWVlew9WEn3sd/P+PuMbWBQR9hSQXwbJhw+uJfSVS9x+LB3d+ZY1G+TPCXWiKD6bdJON28cx+GLL75IO+eCjiNS26n1279/k8k+16R+t1TLY2nq99Hok+M47Nq1i759+yblILXfR1L3UtumdS+T+p1JLbcsK35hLPl4qOW6Z+HGx3fqc4KOIwCi0Viz/Uicc+nqd3PzKYaVpn6bHUdEG8eSf/EPkvNkUr/T1T3T+t1cn9LVbyCpfkczqN+pc85/45NpnxKPmY7mcUTinLNt+6jNp/gxb0L9NjnXaK5+m9TydPX7aNSIlur3V6l7LZHRMvucnBxGjRrFsmXLkh5ftmwZ48aNa/L8/Px8PvnkEz788MP4z5w5cxg2bBgffvghZ5xxBgBjx45t8ppFRUXx1zTZ7sCBAykoKEh6Tn19PW+88UZaN9d1ueaaa7jvvvto3759/L1OQNJ7JFoT/2S+tbfbEjYuvXNqE07Ns480J2k+oE6mSHSSVgek+YDMvP07OrXr0pP8Hsdl9NOxR28GdW1Dxx69M/q7TC8amCIxbzrnzJAYJ2lOEvOmTmZIdNLxHUw2YpTxR+3dfPPNzJgxg9GjRzN27Fgee+wxtm/fHl9GP2/ePHbu3MnTTz+NbduMGDEi6e979OhBXl5e0uM33XQTEyZM4O677+aCCy7g5Zdf5h//+AdvvfWW8XYty2Lu3LncddddDB06lKFDh3LXXXfRtm1bLr300ib9ePzxx+nRowfnn38+AOPHj2fBggW88847/O1vf2P48OF06tQp0/B8JcLhcNoLD9kkhs07h7pmWyMJaU7SfECdTJHoJK0OSPMBmXlTJzOkOUnzAZ1zpkiMkzQniXlTJzMkOun4DiYbMcrozjzA9OnTWbhwIXfccQennXYaK1asYOnSpfTv3x/wPhgg6DvnUxk3bhzPP/88Tz31FKeccgqLFy/mhRdeiN+5N9kueF8vN3fuXAoLCxk9ejQ7d+6kqKiIDh06JG1v79693HXXXTzwwAPxx04//XRuueUWpk2bxosvvshTTz2VaWi+MrFYjM2bNyd9Yni2sXEZlHtI1FUvaU7SfECdTJHoJK0OSPMBmXlTJzOkOUnzAZ1zpkiMkzQniXlTJzMkOun4DiYbMcr4ZB6gsLCQrVu3UldXx5o1a5gwYUL8d4sXL+af//xns3+7YMGCpA+/87nooovYuHEj9fX1bNiwgQsvvDCj7YJ3d37BggXs3r2b2tpa3njjjSYrA8D7hPutW7fSu3fvpMdvu+02Dhw4wIYNGzj99NMDonD0cV2XsrIyMvhMwmOOhUuXcD2WoIkizUmaD6iTKRKdpNUBaT4gM2/qZIY0J2k+oHPOFIlxkuYkMW/qZIZEJx3fwWQjRq33jfZKIOFwmDFjxmRbI4kYNu8f7pJtjSSkOUnzAXUyRaKTtDogzQdk5k2dzJDmJM0HdM6ZIjFO0pwk5k2dzJDopOM7mGzE6IjuzCvHhlgsxsaNG8UsXwFvCcuwvEpRS1ikOUnzAXUyRaKTtDogzQdk5k2dzJDmJM0HdM6ZIjFO0pwk5k2dzJDopOM7mGzESE/mhVFTU5NthSbk2TI+tTIRaU7SfECdTJHoJK0OSPMBmXlTJzOkOUnzAZ1zpkiMkzQniXlTJzMkOun4Dqa1Y6TL7AURCoUYOXJktjWScLD4qLpTtjWSkOYkzQfUyRSJTtLqgDQfkJk3dTJDmpM0H9A5Z4rEOElzkpg3dTJDopOO72CyESO9My+IWCzGunXrxCxfAW8Jy0ltKkQtYZHmJM0H1MkUiU7S6oA0H5CZN3UyQ5qTNB/QOWeKxDhJc5KYN3UyQ6KTju9gshEjPZlXFEVRFEVRFEVRlH8xdJm9IEKhUNqv0ssmDhbrazpmWyMJaU7SfECdTJHoJK0OSPMBmXlTJzOkOUnzAZ1zpkiMkzQniXlTJzMkOun4DiYbMdI784KIxWKsXbtWzPIV8JawnNq2XNQSFmlO0nxAnUyR6CStDkjzAZl5UyczpDlJ8wGdc6ZIjJM0J4l5UyczJDrp+A4mGzHSk3lhtGnTJtsKTah15A0TaU7SfECdTJHoJK0OSPMBmXlTJzOkOUnzAZ1zpkiMkzQniXlTJzMkOun4Dqa1Y6TL7AURCoU44YQTsq2RhIPFZ7X52dZIQpqTNB9QJ1MkOkmrA9J8QGbe1MkMaU7SfEDnnCkS4yTNSWLe1MkMiU46voPJRozkXc74NyYajbJ69Wqi0Wi2VeKEcBjd7iAh5HyPozQnaT6gTqZIdJJWB6T5gMy8qZMZ0pyk+YDOOVMkxkmak8S8qZMZEp10fAeTjRjpybwgLMuic+fOWJaVbZU4LhYHozm4qFNzSPMBdTJFopO0OiDNB2TmTZ3MkOYkzQd0zpkiMU7SnCTmTZ3MkOik4zuYbMRIl9kLIhQKMWTIkGxrJOFgsaWufbY1kpDmJM0H1MkUiU7S6oA0H5CZN3UyQ5qTNB/QOWeKxDhJc5KYN3UyQ6KTju9gshEjvTMviGg0ysqVK8UsXwFvCcvX2x8QtYRFmpM0H1AnUyQ6SasD0nxAZt7UyQxpTtJ8QOecKRLjJM1JYt7UyQyJTjq+g8lGjPRkXhC2bdOnTx9sW05aHCx21efhCFrCIs1Jmg+okykSnaTVAWk+IDNv6mSGNCdpPqBzzhSJcZLmJDFv6mSGRCcd38FkI0a6zF4Qtm3Tv3//bGsk4WKxvb5dtjWSkOYkzQfUyRSJTtLqgDQfkJk3dTJDmpM0H9A5Z4rEOElzkpg3dTJDopOO72CyESMZl1YUwFuasWLFCjHLV8BbwvKNDqWilrBIc5LmA+pkikQnaXVAmg/IzJs6mSHNSZoP6JwzRWKcpDlJzJs6mSHRScd3MNmIkZ7MC8K2bQYPHixm+Qp4S1iKa9uLWsIizUmaD6iTKRKdpNUBaT4gM2/qZIY0J2k+oHPOFIlxkuYkMW/qZIZEJx3fwWQjRrrMXhD++ywk4WKxu6FNtjWSkOYkzQfUyRSJTtLqgDQfkJk3dTJDmpM0H9A5Z4rEOElzkpg3dTJDopOO72CyESMZl1YUwFuasXz5cjHLV8BbwjIxf5+oJSzSnKT5gDqZItFJWh2Q5gMy86ZOZkhzkuYDOudMkRgnaU4S86ZOZkh00vEdTDZipCfzgrBtmxEjRohZvgLeEpb11fmilrBIc5LmA+pkikQnaXVAmg/IzJs6mSHNSZoP6JwzRWKcpDlJzJs6mSHRScd3MNmIkS6zF4Rt2/To0SPbGkm4WJRG87KtkYQ0J2k+oE6mSHSSVgek+YDMvKmTGdKcpPmAzjlTJMZJmpPEvKmTGRKddHwHk40Yybi0ogDQ0NDA66+/TkNDQ7ZV4oRwmNRxj6glLNKcpPmAOpki0UlaHZDmAzLzpk5mSHOS5gM650yRGCdpThLzpk5mSHTS8R1MNmKkJ/OCCIVCjBkzhlAolG2VOA4W7x/qImoJizQnaT6gTqZIdJJWB6T5gMy8qZMZ0pyk+YDOOVMkxkmak8S8qZMZEp10fAeTjRjpMntB2LZNly5dsq2RhItFWSwn2xpJSHOS5gPqZIpEJ2l1QJoPyMybOpkhzUmaD+icM0VinKQ5ScybOpkh0UnHdzDZiJHemRdEQ0MDr732mpjlKwBhHM7ttJuwoCUs0pyk+YA6mSLRSVodkOYDMvOmTmZIc5LmAzrnTJEYJ2lOEvOmTmZIdNLxHUw2YqQn84IIh8OceeaZhMNyFkxEsXirshtRQUtYpDlJ8wF1MkWik7Q6IM0HZOZNncyQ5iTNB3TOmSIxTtKcJOZNncyQ6KTjO5hsxEhGNhQALMsiPz8/2xopWFQ5kWxLpCDNSZoPqJMp8pyk1QFpPh7y8qZOpkhzkuajc84UiXGS5yQvb+pkijwnHd/BZCNGemdeEA0NDbz88stilq+At4Tl/M67RC1hkeYkzQfUyRSJTtLqgDQfkJk3dTJDmpM0H9A5Z4rEOElzkpg3dTJDopOO72CyESM9mRdEOBxm8uTJYpavgLeEpai8p6glLNKcpPmAOpki0UlaHZDmAzLzpk5mSHOS5gM650yRGCdpThLzpk5mSHTS8R1MNmKkJ/PCkDJBEom6ciaJjzQnaT6gTqZIdJJWB6T5gMy8qZMZ0pyk+YDOOVMkxkmak8S8qZMZEp10fAfT2jHSk3lBRKNRli5dSjQazbZKnDAuUzvvIYybbZU40pyk+YA6mSLRSVodkOYDMvOmTmZIc5LmAzrnTJEYJ2lOEvOmTmZIdNLxHUw2YqQn84IIh8NMnTpV1FWvKBZLywpELWGR5iTNB9TJFIlO0uqANB+QmTd1MkOakzQf0DlnisQ4SXOSmDd1MkOik47vYLIRIz2ZF4aUq12JhC05V7x8pDlJ8wF1MkWik7Q6IM0HZOZNncyQ5iTNB3TOmSIxTtKcJOZNncyQ6KTjO5jWjpGezAsiGo1SVFQkaqKEcZncaa+oJSzSnKT5gDqZItFJWh2Q5gMy86ZOZkhzkuYDOudMkRgnaU4S86ZOZkh00vEdTDZiJGOdhAJAJBLhggsuyLZGElFs/lrWO9saSUhzkuYD6mSKRCdpdUCaD8jMmzqZIc1Jmg/onDNFYpykOUnMmzqZIdFJx3cw2YiR3pkXhOu6VFZW4rpyrjCBSwe7AQRd9ZLnJM0H1MkUeU7S6oA0Hw95eVMnU6Q5SfPROWeKxDjJc5KXN3UyRZ6Tju9gshEjPZkXRDQa5c033xSzfAW8JSzfyN8vagmLNCdpPqBOpkh0klYHpPmAzLypkxnSnKT5gM45UyTGSZqTxLypkxkSnXR8B5ONGOkye0FEIhGmTZuWbY0kotj8rbxXtjWSkOYkzQfUyRSJTtLqgDQfkJk3dTJDmpM0H9A5Z4rEOElzkpg3dTJDopOO72CyESO9My8Ix3E4ePAgjuNkWyWOhUvnUD2WoKte0pyk+YA6mSLRSVodkOYDMvOmTmZIc5LmAzrnTJEYJ2lOEvOmTmZIdNLxHUw2YqQn84KIxWKsXr2aWCyWbZU4Ni6j2x/EFjRRpDlJ8wF1MkWik7Q6IM0HZOZNncyQ5iTNB3TOmSIxTtKcJOZNncyQ6KTjO5hsxEiX2QsiEokwZcqUbGskEcNmWUVBtjWSkOYkzQfUyRSJTtLqgDQfkJk3dTJDmpM0H9A5Z4rEOElzkpg3dTJDopOO72CyESO9My8Ix3HYt2+fmOUr4C1h6R6uFbWERZqTNB9QJ1MkOkmrA9J8QGbe1MkMaU7SfEDnnCkS4yTNSWLe1MkMiU46voPJRoz0ZF4QjuOwbt06MZMEvCUsJ7WtFLWERZqTNB9QJ1MkOkmrA9J8QGbe1MkMaU7SfEDnnCkS4yTNSWLe1MkMiU46voPJRox0mb0gwuEwZ511VrY1kohh88/KHtnWSEKakzQfUCdTJDpJqwPSfEBm3tTJDGlO0nxA55wpEuMkzUli3tTJDIlOOr6DyUaM9M68IBzHYefOnWKueIG3hKVXpEbUEhZpTtJ8QJ1MkegkrQ5I8wGZeVMnM6Q5SfMBnXOmSIyTNCeJeVMnMyQ66fgOJhsxOqKT+YcffpiBAweSl5fHqFGjePPNN5t97ltvvcX48ePp2rUrbdq04YQTTuDXv/51k+e99NJLDB8+nNzcXIYPH86f//znjLfrui4LFiygd+/etGnThokTJ7J+/fqk59x888106dKFfv368fzzzyf97sUXX+S8887LJBRHFcdxKC4uFjNJwFvCMjjvkKglLNKcpPmAOpki0UlaHZDmAzLzpk5mSHOS5gM650yRGCdpThLzpk5mSHTS8R1MNmKU8cn8Cy+8wNy5c5k/fz5r167lzDPP5Nxzz2X79u1pn9+uXTuuv/56VqxYwYYNG/jpT3/KT3/6Ux577LH4c1atWsX06dOZMWMGH330ETNmzODiiy/m3XffzWi799xzD/fffz8PPvggq1evpqCggEmTJlFVVQXAK6+8wnPPPUdRURF33303V111FQcOHACgvLyc+fPn89BDD2UakqNGOBxmwoQJhMNy3v0Qw+atqu7EBC3ikOYkzQfUyRSJTtLqgDQfkJk3dTJDmpM0H9A5Z4rEOElzkpg3dTJDopOO72CyEaOMt3T//fczc+ZMZs2aBcDChQt5/fXXWbRoEb/85S+bPH/kyJGMHDky/v8BAwbwpz/9iTfffJNrrrkm/hqTJk1i3rx5AMybN4833niDhQsX8oc//MFou67rsnDhQubPn8+FF14IwJIlS+jZsyfPPfcc1157LRs2bGDixImMHj2a0aNHM3fuXLZs2ULXrl259dZbKSwspF+/fpmG5KjhOA47duygb9++2LaMgWnh0jenmh31bXGxsq0DyHOS5gPqZMqxdCotLaWysjLjv3Mch/Lycjp16pRxHcjPz6d79+4ZbzPIR+tSMOpkhjQnaT6gc84UiXGS5iQxb+pkhkQnHd/BZCNGGZ3M19fXs2bNGn7yk58kPT558mRWrlxp9Bpr165l5cqV/OIXv4g/tmrVKn70ox8lPW/KlCksXLjQeLslJSXs2bOHyZMnx3+fm5vLN7/5TVauXMm1117LqaeeymOPPUZZWRlbtmyhpqaGIUOG8NZbb/HBBx+waNEioz7U1dVRV1cX/79/wB6LxZL+DYVCSe1oNIplWfG2bdvYth1vO47DF198Qa9evcjJyaGhoYFQKIRt2zQ0NBAOh7EsK94GiEajSe1IJILruvG24zhxBwsI4RDDxsLFxm3StnGxEtohHHrn1LK7Po8YNg5WfDmLg0UIBxcr3nawcBvb/rSKxWI4jhPvRygUAiAnJxJ/ThiHaOP/wrgpbRtw4+0QDn1yathZ3wYH0vYjXZ+8PNjxpS+pefIfD1nea6brU7p2hBi9G32suLtl1KdI4zx3XZeGhoZ4znwX27YJNQappTz5+fDbFi69c2rYXZ9HA6EW85TaBshpHEdA0tjzY5Y+Z8l5Ss2HF6dadtXn4WIFjr3EPtmNMfDHc+J8AoiEw/HrsiY5891t3Max5I3voLGX3Cfv+0R9L8dxCIfD8a8luXLWtVRU12JZ3hwPhWwsyyIajcXnQCwWIxwO4bousZj39+GQzfemfZuXlxZRW1+P4zhEwmFijduIRCJEo1Fc1yUnEqHBb+dE6JCXwzNPPk6nTp0yrhGJY8/vhz8Ov/jiC3r27EleXh6xWAzXdQmHw83WOtO654+xsOWN2ebylDqfcuJzLg8LK3DsJbZDCWPJj43fJ79G+M9JN7eaq3t245zbVZ9HtHHOtTT2mvQpx8tLYm68cWFev1PnU1D9bqlP/nzyx0HivsqvEU3rd3DdszOs337bz02m9Tuo7iXWbxr/rqU8Jfapufrd0nxKbaebT67r8sUXX1BQUEBubm5GxxGp7cTjiFgsFq+ZmexzTep3i8cRaer30eiTf9Dcu3fvpOOko1H3TPKUru5Fo1F27txJQUEB4XD4iPKU7njPr/GNI85on+vPm945Neypz6WecEbHEQDhcCg+t1LzlDjn0tXv5upe0/ptfhwRtr6cc36OE/dVJvU7Xd3zj5mC6nf6PjWt3/7YS6zf3vPN6nfinNtdn4fTOOdM+5R4zJRavzMde4nzKRaLsWPHDvr06dN4PHN05lP8mDehfpucazRXv032uenq99GoEUCz9ftI6p4JGV0y2L9/P7FYjJ49eyY93rNnT/bs2dPi3x533HHk5uYyevRofvjDH8bvsAPs2bOnxdc02a7/b0vPmTJlCpdffjljxozhBz/4AUuWLKFdu3Zcd911PProoyxatIhhw4Yxfvz4Ju+1T+SXv/wlHTt2jP/07dsXgHXr1gGwYcMGNmzYAMDHH3/Mpk2bAO9CRklJCQDvvfceO3bsAGDlypXs3r2bcDhMXV0d5eXlACxfvjzeLioqir9dYOnSpdTW1hKNRlm6dCnRaJTa2lqWLl0KQFVVFUVFRYD39gF/+wVt4cz8/V47UsvYDt5bDPrmVDOmfRkAA3IPM7Kdt82heVUMb1vFO4e6cnybQ5zYxrtocXLbCobmeS4j25UzIPcwAGPal9E3pxqAsR0O0Le9F68tW7awf//+Jn26afZV5Od4z5naeQ95lkMYl6md9xDGJc9ymNrZy10HO8qkTnu9dihG+1CUGDbdwnUZ9Wn86aPZvXt32jyVlpYCMK6X1WyfCiK1gBfHbmHvgs43O+7ns5p8YthM6rSXDnbUuE/fG+QVlZqaGpYvXw54433FihUADBs8kHP6WoF5OrltBQAntqnkxDaVxLCpccIMyjscmKd0fZrzg8uoqakBksfehg0b6NC+HRGbwDx1CjVwVsd9AHQL1zEu/yDvHOpK90i90dhL7NPIbl4Mdu/enXY+XXT+VAZ1pMU+ndVxH51CDQDxPMWw6R6pJ2JhNPYS+1TQFq6+5KK4l39hcceOHaxfv56DVdV884LLueSqaxkwrZBpl13HRVfMYcC0Qr47Yw7fneG1L7piDtMuu44B0wq55Kpr+dZ/zGJV3XH855UzOes/vedcPftavvEfXvvaa67h6xd5z//hnGsYdaHXnjtnNlYkl8rKyoxrRLqx5/cpHA5z3HHH8cEHHwDehdO1a9cCsGnTJj7++OP42Mi07vkXQr/d32oxT5A8n6Z03sf7h7oQsTAae4k1wp9P5eXlvPfee036NP700YzpYcXHnmndi2ETtly6R+qNxl5inyI23Hr9tTiO0yRPn332GQBd82i2T83Np1PbVfDOoa4MyjvcpEYE9cmfTyUlJfGauWLFingtn/ODy+iaR4t5Sjef2toOncINxLBbzFO6Po0+9RS++OILoOnY27vXy/2YHpbR/smvEePyD1Jc254YttHYS+zT9KHeIVRdXZ3xfAKvRqQbe36fwuEwHTt2jM+hTI4jUvOUuM/97LPP6Nqls1GeUufTNzvu551DXekcbsj4OMKfT3v37j2iY6Pm+hQOh6moqIjvq45m3TPJEzSteyUlJYwbNy7ePpI8pTvecxyHW6+/loiN8T73zPz9xLDZVteO0zuUBeYpXY2Y8q0J8WOj1Dz5vuf0tYz3uQBTOu/jw8OdsbAyPo74dn9vLFVWVqbN0+hTT2FcL6vFPqWre94ybYveOV4/MjmOAK9+R6PRJmPPHxv5ORjtnxLn09fae/W7b25NYJ5S+zSsEwBs3779K4+9xD5Fo1EOHDhAOBw+qvPJ9xrZzcroXOP0DmVsq2tHDDujfW4Yl+lDbXJyIvH+wdGpEeFwmK5du/Lpp58CR35OCPD2229jguX6lxEM2LVrF3369GHlypWMHTs2/vidd97JM888w8aNG5v925KSEg4dOsQ777zDT37yEx588EEuueQSAHJycliyZEn8/wDPPvssM2fOpLa21mi7K1euZPz48ezatYtevXrFnzN79mx27NjB3//+97ReCxYsoKKigquuuorJkyfzySef8Oqrr/Lggw+yZs2atH+T7s583759OXjwIJ07dz7iqzCu67J582YGDRpEJBI5anfmN2/ezGWzf8jAaYV06tE7oyvqNi79cqvZXtcWp/GqmOmd+fJ9uyh57WGeffwhhgwZknQFsKSkhCvm3ECfSbPp0OO4jO/MD8w9zJa69riY35kv27eLHX9/hGcefZChQ4c2ydOWLVu4dFYhg79TSIfufTK6M983t5qtde2xyezOfM3+nWx65WH+8MQi+vfvn3QFcNu2bVw6q5CBU+fQrvtxGV9RH5h7iG117eIxM70zX7FvJ7uKHmfJIw8wZMiQpLH3+eefc9nsHzJgWiFdevTO7Io6Dn1za9hW1xYgozvzlaU72fLqwzz3u4cZNGhQ0nzaunUrM665nr5TrqF9j+MyvDMPg3IPsaWuHQ5WRnfmq/Z9wRdFj/PMo79l4MCBSVdqi4uLuXRWIYO+U0jH7r0zuqJuAf1yq9lR14ZoY1RM+lSz/ws2v7qIPzyxiH79+h21O1SWZVFcXEz//v3jV5mP1p35rVu3csnM6xjynULade9jfEU9B4fjcqvZWtcOGzK6M3+odCfFjWNp4MCBSVfUt23bxmWzCxlwrjfnMrkzbzXOua2NBxaZ3Jmv3LeTXcseZ8miBxg8eHBSnjZt2mRcv1PnU1D9bqlPFft2seU1L06DBw9O2leVlJRwxbU30Gdyav02uzM/KIP67bePtH6b3Jn367dFZnfmm6vfX/WOL0BxcTEDBgwgJyfnqN2Z//zzz7n8muvpP/W6NPW75boXVL9bquVVCXPOr99Ho0/+MdPgwYMJh8Mi7szHYjG2b99Ov379CIVCR+3OfHFxMVdedyO9J80mv0cf4zvzLhYDcg+xo64tDYQyOo4o37eTL15/lKcf+S1Dhw5tkqeSkpL4nGufpn63dGc+uX6bH0ccLt3J5le9OTdgwICkPJnW73R1D8P6na5P6eq3P/YS63fnHr0zujPvz7ntdW1xG+ecaZ8qSnfFj5lS6/dXvTNfXFwcP6Y/WvPJr9+DvlNIfmP9Nr0zn65+mxxHpKvfR6NG+MdM6ep3pnXv4MGDdO3alYqKCvLz82mOjJbZd+vWjVAo1OQu/L59+5rcEU9l4MCBAJx88sns3buXBQsWxE/eCwoKWnxNk+0WFBQA3h36xJP5ltw2btzIs88+y9q1a3nyySeZMGEC3bt35+KLL+bqq6+msrIybfByc3PJzc1t8ri/dNb/N7Wd+GEI6drRaJTKysovlw5HIvHnZNK2LCvetm077uAXA69tEWsc0Iltp3HA+20Lly7herY1Hgx++RyPxA+dSG37p5V+kUj1ra9viD8nmvC30YTX/7JtJT3eKdyAVefiYKftR3N9isWcuEtqnvzHY+6XfWypfz4OFl3CDWyrc1P6EdynhsYPu0zNme/iOA6xxiC1lKdEF/CW43YON7C1rmX35tr1DQ1px2FizNL378s8pebDi5M3ltKNw5b65DTGIHE8J86hhmgU/3NDTfrnu1s4jWMp2d2sT95bEHwvP2dJ+XO/3G66PKW2/YMIP07+QYZJnxoc4ku8Mq0R6dwTdywVFRWB9e1I6p4/xqIuafva3HyKxedc4uPNj72kdsJY8n0SfWOxL+dcS3lKbduGc665PtXXe3MuMTf+jt5zD67fqfMpqH631Cd/PiWOicT81Tc0V79brnsWmdXvxPaxrt8meUrsU1D9Nmmnmzf+nEv3nKDjiNR2av32a0Qm+1yT+t1SLY+lqd9Ho0/+MVO6vn7VupfaNq17rutSVlbGgAED0u6rTPLUnHt9fUPjo5bRPjfWeFLjje/gPPkktqPRWNr5Hw6Hk+Zc0L4quH6bHUdEG8eSZVlxn8Q8mdTvdHXvSI6Zguo3kFS/oxnU7+bmnGmfEo+ZmsufT6bnGpWVlfGT1qM1nxKPmTI512iufpvU8nT1+2j0qaX6/VXqXkvYwU/5kpycHEaNGsWyZcuSHl+2bBnjxo0zfh3XdZPubI8dO7bJaxYVFcVf02S7AwcOpKCgIOk59fX1vPHGG2ndXNflmmuu4b777qN9+/bEYrH4gbn/b2t/9UI4HGbMmDFiPiUSvAnx/uEuSRMj20hzkuYD6mSKOgWjdckMdTJDmpM0H9A5Z4rEOElzkpg3dTJDopOO72CyEaOMe3/zzTfzu9/9jieffJINGzbwox/9iO3btzNnzhzA+yT6K664Iv78hx56iFdeeYVNmzaxadMmnnrqKe69914uv/zy+HNuuumm+NfFbdy4kbvvvpt//OMfzJ0713i7lmUxd+5c7rrrLv785z+zbt06fvCDH9C2bVsuvfTSJv14/PHH6dGjB+effz4A48ePZ/ny5bzzzjv8+te/Zvjw4XTq1CnT8HwlYrEYGzduTFpql21sXIblVSbcZ88+0pyk+YA6maJOwWhdMkOdzJDmJM0HdM6ZIjFO0pwk5k2dzJDopOM7mGzEKOPLBtOnT+fAgQPccccd7N69mxEjRrB06VL69+8PeB8MkPjd747jMG/ePEpKSgiHwwwePJhf/epXXHvttfHnjBs3jueff56f/vSn/OxnP2Pw4MG88MILnHHGGcbbBbj11lupqamhsLCQsrIyzjjjDIqKiujQoUNSH/bu3ctdd92V9An8p59+OrfccgvTpk2jR48eLFmyJNPQHBX8D3KRRJ7duisUTJDmJM0H1MkUdQpG65IZ6mSGNCdpPqBzzhSJcZLmJDFv6mSGRCcd38G0doyOaA1AYWEhhYWFaX+3ePHipP/fcMMN3HDDDYGvedFFF3HRRRcd8XbBuzu/YMECFixY0OLr9OzZk61btzZ5/LbbbuO2224LdD1WhEIhRo4cmbXtp8PB4qPqTtnWSEKakzQfUCdT1CkYrUtmqJMZ0pyk+YDOOVMkxkmak8S8qZMZEp10fAeTjRjJeZOBQiwWY926dWKWr4C3hOWkNhWilrBIc5LmA+pkijoFo3XJDHUyQ5qTNB/QOWeKxDhJc5KYN3UyQ6KTju9gshEjPZlXFEVRFEVRFEVRlH8xZHwcoQJ4SzNGjBiRbY0kHCzW13TMtkYS0pyk+YA6maJOwWhdMkOdzJDmJM0HdM6ZIjFO0pwk5k2dzJDopOM7mGzESO/MCyIWi7F27Voxy1fAW8JyattyUUtYpDlJ8wF1MkWdgtG6ZIY6mSHNSZoP6JwzRWKcpDlJzJs6mSHRScd3MNmIkZ7MC6NNmzbZVmhCrSNvmEhzkuYD6mSKOgWjdckMdTJDmpM0H9A5Z4rEOElzkpg3dTJDopOO72BaO0a6zF4QoVCIE044IdsaSThYfFabn22NJKQ5SfMBdTJFnYLRumSGOpkhzUmaD+icM0VinKQ5ScybOpkh0UnHdzDZiJG8yxn/xkSjUVavXk00Gs22SpwQDqPbHSSEnO9xlOYkzQfUyRR1CkbrkhnqZIY0J2k+oHPOFIlxkuYkMW/qZIZEJx3fwWQjRnoyLwjLsujcuTOWZWVbJY6LxcFoDi7q1BzSfECdTFGnYLQumaFOZkhzkuYDOudMkRgnaU4S86ZOZkh00vEdTDZipMvsBREKhRgyZEi2NZJwsNhS1z7bGklIc5LmA+pkijoFo3XJDHUyQ5qTNB/QOWeKxDhJc5KYN3UyQ6KTju9gshEjvTMviGg0ysqVK8UsXwFvCcvX2x8QtYRFmpM0H1AnU9QpGK1LZqiTGdKcpPmAzjlTJMZJmpPEvKmTGRKddHwHk40Y6cm8IGzbpk+fPti2nLQ4WOyqz8MRtIRFmpM0H1AnU9QpGK1LZqiTGdKcpPmAzjlTJMZJmpPEvKmTGRKddHwHk40Y6TJ7Qdi2Tf/+/bOtkYSLxfb6dtnWSEKakzQfUCdT1CkYrUtmqJMZ0pyk+YDOOVMkxkmak8S8qZMZEp10fAeTjRjpybwg/KUZ48aNIxyWkZoQDmM7HGBVVVdiQhZySHOS5gPqZIo6BaN1yQx1MkOa07H2KS0tpbKyMqO/cRyHkpISBg4ceER3d/Lz8+nevXvGf9cS0vIGMmuTNCeJeVMnMyQ66fgOJhsxyn4mlDi2bTN48GAxy1fAW8JSXNte1BIWaU7SfECdTFGnYLQumaFOZkhzOpY+paWlXH7VLA5WVWf0d7ZtM2zwQD4rLsFxMn8vaJcObfn9U787qif00vIGMmuTNCeJeVMnMyQ66fgOJhsx0pN5Qfjvs5CEi8XuhjbZ1khCmpM0H1AnU9QpGK1LZqiTGdKcjqVPZWUlB6uq6T72+7Tr0jOjv60B+h2f+TYPH9xL6aqXqKysPKon89LyBse2Nh3JiopESkpKMv6bY7GiQmLe1MkMiU7Sjgc0Rh56Mi+IaDTKihUrmDBhgojlK+AtYTkzfz9vVnYTs4RFmpM0H1AnU9QpGK1LZqiTGdKcWsOnXZee5Pc4rtWcSjP+i2PvdCw4VrXpSFdUAEQiEa6+5CKe/MP/0tDQkNHfHosVFRLzpk5mSHSSdjygMfLIfiaUOLZtM2LECDHLV8BbwrK+Ol/UEhZpTtJ8QJ1MUadgtC6ZoU5mSHOS5gPqZMqxqk1fZUWFBXxcA8dNno2bwd8dqxUVEvOmTmZIdJJ2PKAx8tCTeUHYtk2PHj2yrZGEi0VpNC/bGklIc5LmA+pkijoFo3XJDHUyQ5qTNB9QJ1OOdW3KdEWFz2GgQ/vMt3csVlRIzJs6mSHRSdrxgMaocZutujWlRRoaGnj99dczXpp1LAnhMKnjHkJk/iE8xwppTtJ8QJ1MUadgtC6ZoU5mSHOS5gPqZIrWpmCk+YA6mSLRSdqc0xh56Mm8IEKhEGPGjCEUCmVbJY6DxfuHuohawiLNSZoPqJMp6hSM1iUz1MkMaU7SfECdTNHaFIw0H1AnUyQ6SZtzGiMPXWYvCNu26dKlS7Y1knCxKIvlZFsjCWlO0nxAnUxRp2C0LpmhTmZIc5LmA+pkitamYKT5gDqZItFJ2pzTGDVus1W3prRIQ0MDr732mpjlKwBhHM7ttJuwoCUs0pyk+YA6maJOwWhdMkOdzJDmJM0H1MkUrU3BSPMBdTJFopO0Oacx8tCTeUGEw2HOPPNMEV/34BPF4q3KbkQFLWGR5iTNB9TJFHUKRuuSGepkhjQnaT6gTqZobQpGmg+okykSnaTNOY1R4zZbbUtKIJZlkZ+fn22NFCyqnEi2JVKQ5iTNB9TJFHUKQuuSKepkhjQnaT6gTmZobTJBmg+okynynOTNOY0R6J15UTQ0NPDyyy+LWb4C3hKW8zvvErWERZqTNB9QJ1PUKRitS2aokxnSnKT5gDqZorUpGGk+oE6mSHSSNuc0Rh56Mi+IcDjM5MmTxSxfAW8JS1F5T1FLWKQ5SfMBdTJFnYLRumSGOpkhzUmaD6iTKVqbgpHmA+pkikQnaXNOY+ShJ/PCkDJBEom6ciaJjzQnaT6gTqaoUzBal8xQJzOkOUnzAXUyRWtTMNJ8QJ1Mkegkbc5pjPRkXhTRaJSlS5cSjUazrRInjMvUznsI42ZbJY40J2k+oE6mqFMwWpfMUCczpDlJ8wF1MkVrUzDSfECdTJHoJG3OaYw89GReEOFwmKlTp4q66hXFYmlZgaglLNKcpPmAOpmiTsFoXTJDncyQ5iTNB9TJFK1NwUjzAXUyRaKTtDmnMfLQk3lhSLnalUjYknPFy0eakzQfUCdT1CkYrUtmqJMZ0pyk+YA6maK1KRhpPqBOpkh0kjbnNEZ6Mi+KaDRKUVGRqIkSxmVyp72ilrBIc5LmA+pkijoFo3XJDHUyQ5qTNB9QJ1O0NgUjzQfUyRSJTtLmnMbIQ8Y6CQWASCTCBRdckG2NJKLY/LWsd7Y1kpDmJM0H1MkUdQpG65IZ6mSGNCdpPqBOpmhtCkaaD6iTKRKdpM05jZGH3pkXhOu6VFZW4rpyrjCBSwe7AQRd9ZLnJM0H1MkUdQpC65Ip6mSGNCdpPqBOZmhtMkGaD6iTKfKc5M05jRHoybwootEob775ppjlK+AtYflG/n5RS1ikOUnzAXUyRZ2C0bpkhjqZIc1Jmg+okylam4KR5gPqZIpEJ2lzTmPkocvsBRGJRJg2bVq2NZKIYvO38l7Z1khCmpM0H1AnU9QpGK1LZqiTGdKcpPmAOpmitSkYaT6gTqZIdJI25zRGHnpnXhCO43Dw4EEcx8m2ShwLl86heixBV72kOUnzAXUyRZ2C0bpkhjqZIc1Jmg+okylam4KR5gPqZIpEJ2lzTmPkoSfzgojFYqxevZpYLJZtlTg2LqPbH8QWNFGkOUnzAXUyRZ2C0bpkhjqZIc1Jmg+okylam4KR5gPqZIpEJ2lzTmPkocvsBRGJRJgyZUq2NZKIYbOsoiDbGklIc5LmA+pkijoFo3XJDHUyQ5qTNB9QJ1O0NgUjzQfUyRSJTtLmnMbIQ+/MC8JxHPbt2ydm+Qp4S1i6h2tFLWGR5iTNB9TJFHUKRuuSGepkhjQnaT6gTqZobQpGmg+okykSnaTNOY2Rh57MC8JxHNatWydmkoC3hOWktpWilrBIc5LmA+pkijoFo3XJDHUyQ5qTNB9QJ1O0NgUjzQfUyRSJTtLmnMbIQ5fZCyIcDnPWWWdlWyOJGDb/rOyRbY0kpDlJ8wF1MkWdgtG6ZIY6mSHNSZoPqJMpWpuCkeYD6mSKRCdpc05j5KF35gXhOA47d+4Uc8ULvCUsvSI1opawSHOS5gPqZIo6BaN1yQx1MkOakzQfUCdTtDYFI80H1MkUiU7S5pzGyENP5gXhOA7FxcViJgl4S1gG5x0StYRFmpM0H1AnU9QpGK1LZqiTGdKcpPmAOpmitSkYaT6gTqZIdJI25zRGHrrMXhDhcJgJEyZkWyOJGDZvVXXPtkYS0pyk+YA6maJOwWhdMkOdzJDmJM0H1MkUrU3BSPMBdTJFopO0Oacx8tA784JwHIdt27aJueIF3hKWfjmHRS1hkeYkzQfUyRR1CkbrkhnqZIY0J2k+oE6maG0KRpoPqJMpEp2kzTmNkYeezAtC2ntRwFvC0junVtQSFmlO0nxAnUxRp2C0LpmhTmZIc5LmA+pkitamYKT5gDqZItFJ2pzTGHkc0cn8ww8/zMCBA8nLy2PUqFG8+eabzT73T3/6E5MmTaJ79+7k5+czduxYXn/99SbPe+mllxg+fDi5ubkMHz6cP//5zxlv13VdFixYQO/evWnTpg0TJ05k/fr1Sc+5+eab6dKlC/369eP5559P+t2LL77Ieeedl0kojirhcJhx48YRDst590MMm3cOdSUm6LqPNCdpPqBOpqhTMFqXzFAnM6Q5SfMBdTJFa1Mw0nxAnUyR6CRtzmmMPDLu/QsvvMDcuXOZP38+a9eu5cwzz+Tcc89l+/btaZ+/YsUKJk2axNKlS1mzZg3f+ta3OO+881i7dm38OatWrWL69OnMmDGDjz76iBkzZnDxxRfz7rvvZrTde+65h/vvv58HH3yQ1atXU1BQwKRJk6iqqgLglVde4bnnnqOoqIi7776bq666igMHDgBQXl7O/PnzeeihhzINyVEjFouxefNmYrFY1hxSsXEZlCvrwyWkOUnzAXUyRZ2C0bpkhjqZIc1Jmg+okylam4KR5gPqZIpEJ2lzTmPkkfHJ/P3338/MmTOZNWsWJ554IgsXLqRv374sWrQo7fMXLlzIrbfeypgxYxg6dCh33XUXQ4cO5ZVXXkl6zqRJk5g3bx4nnHAC8+bN4+yzz2bhwoXG23Vdl4ULFzJ//nwuvPBCRowYwZIlS6iurua5554DYMOGDUycOJHRo0dzySWXkJ+fz5YtWwC49dZbKSwspF+/fpmG5Kjhui5lZWW4rpxBaeHSJVwv6v0o0pyk+YA6maJOwWhdMkOdzJDmJM0H1MkUrU3BSPMBdTJFopO0Oacx8sjoZL6+vp41a9YwefLkpMcnT57MypUrjV7DcRyqqqro0qVL/LFVq1Y1ec0pU6bEX9NkuyUlJezZsyfpObm5uXzzm9+MP+fUU0/l/fffp6ysjDVr1lBTU8OQIUN46623+OCDD7jxxhuN+lBXV0dlZWXSDxC/ChOLxdK2o9FoUtt/P4XfDofDjBw5Etv20tLQ0BB/TkNDQ3xg+G3XdZu0gaS24zjxbVpACKex7aZt2yltF4v3D3fBxYpf+bJx4+0QTlLbSmoTj0FiP/x2Tk4k/pwwDuACbpo2SW0Hi7WHOxHDbrYfzfUpFLLj20/Nk/94yKKFPjVtA6w53JkYdoK7WZ8ijTMwNWfRaNRzt21CjUFqKU+puYlh88HhzriNEW45T03bOZFIk/Hmx8knKE+p+QB4/3AXHCyjsZfUp8YYJI7nxPkUCYfjxcykf757DJsPD3cihtVintL3CSKRSJOcOY4TH0u2RYt5Sm2HcOJzLjFuJn2K2GBZVlLOTGtEurHnt8PhMKNGjYrnPRaLxZ/TXK0zrXv+uApb6fva3HyygPcPdyaGZTT2ktoJYymxH347FPpyzrWUp9T5FMNm7eFO8coXNPZS2zk5kbR5yqR+p84noMX63VKf/PmUOJ4T85cTSVe/g+teDKtxzpnV78T2kdTvoLoHX9Zvk7GX2G6ufifmz68RpvvcdPXbfJ/bWAtS6ndizPwakck+16R+t9SnUJr6ncmxUWrb71M4HOa0004jFArFHz8adS9ev6HFPKVrJ9bvTPa5Yatp/U7tU05OpElugupeDJs1hzvjk8lxBEA4HErKQbo8hZqp383Np6b12/w4Itw4llzXbbKvArP6nW4+mdbv5vqUWr/9dmL9Nto/pZlzbsKcM+5TwpwznU9+u6VzjVAoxGmnnUY4HM7oOCK1nXockXjMlMm5BqSv3ya1PF39Php9CofDfO1rX4vP5yM9J/TbJmR0Mr9//35isRg9e/ZMerxnz57s2bPH6DXuu+8+Dh8+zMUXXxx/bM+ePS2+psl2/X9bes6UKVO4/PLLGTNmDD/4wQ9YsmQJ7dq147rrruPRRx9l0aJFDBs2jPHjxzd5r30iv/zlL+nYsWP8p2/fvgCsW7cO8FYAbNiwAYCPP/6YTZs2AbB27VpKSkoAeO+999ixYwcAK1euZPfu3cRiMZYtW8bevXsBWL58OeXl5QAUFRXF3y6wdOlSamtriUajLF26lGg0Sm1tLUuXLgWgqqqKoqIiwHv7gL/9grZwZv5+rx2pZWwH7y0GfXOqGdO+DIABuYcZ2c7b5tC8Kk5pW86wvEqGt6nkxDbeRYuT21YwNM9zGdmunAG5hwEY076MvjnVAIztcIC+7b14bdmyhf379zfp002zryI/x3vO1M57yLMcwrhM7byHMC55lsPUzl7uOthRJnXy4tI5VM/kTnuxcekWrsuoT+NPH83u3bvT5qm0tBSAcb2sZvtUEKkFvDh2C9cBcFbHfZzSthwbl0md9tLBjhr36XuDvMleU1PD8uXLAW+8r1ixAoBhgwdyTl8rME8nt60A4MTGPNm4fKNDKccb5Cldn+b84DJqamqA5LG3YcMGOrRvR8QmME+dQg2c1XEfAN3CdUzI38+wvEp6R2qMxl5in0Z282Kwe/futPPpovOnMqgjgXnqFPIKs58nuzE3ba2Y0dhL7FNBW7j6koviXv5Fwx07dsTf/jOsEy3mCZrOp4G5hxiWV8mY9geNxp7fp+8NsujaxTtoy7RGpBt7fp9isRjvvfce7733HuBdOPXfJrVp0yY+/vjj+NjItO75F0K/3d9qMU/QdD6dmFdJWytmNPYSa4Q/n8rLy9P2afzpoxnTwwrMU+p8snE5q+M+ekdqWsxTuj5FbLj1+mtxHKdJnj777DMAuubRbJ9amk/D8io53nDsJfbJn08lJSXxmrlixYp4LZ/zg8vomkdgnlLnU77dwJROe7BxW8xTuj6NPvUUvvjiC6Dp2PP3m2N6WEb7J38+Tcjfz2lty+L5Mxl7fp+mD/UOoerq6tLOp0OHDsVrhOk+9+S2Fdi4jOuwn+EZ7nP9Pl19yUUcOnQISN7nfvbZZ/Eakck+18/TsLxKemS4zx2aVxWfT3v37j2iYyNIHnt+n2KxGH//+9+pqPDG9tGqe77LoI4Y73P9PB2fV8WwvMqM97nnDbToXeAdv6Y73nMch1uvv5aIjfE+98z8/di4fK1tGeMy3Of6fZryrQnxY6PUPPnj6py+lvE+F7yxd1JeBTk4GR9HfLu/N5YqKyuT9rl+LR996imM62UF5il1Ptm4TMwvpV8G+9zEPt16/bVEo9EmY88f7/k5GO2fkufTQYblVTIw91DGxxHDOgHA9u3bjecTBJ9rHD58mKVLlxKLxTI6jkjNU+pxhO81spuV0bnGuA4H+Fpj/c5knxvGZfpQm5ycSLx/kNmxUXN9isVirFq1io8++gg48nNCgLfffhsTLDeDdQC7du2iT58+rFy5krFjx8Yfv/POO3nmmWfYuHFji3//hz/8gVmzZvHyyy9zzjnnxB/PyclhyZIlXHLJJfHHnn32WWbOnEltba3RdleuXMn48ePZtWsXvXr1ij9n9uzZ7Nixg7///e9pnRYsWEBFRQVXXXUVkydP5pNPPuHVV1/lwQcfZM2aNWn/pq6ujrq6uvj/Kysr6du3LwcPHqRz587xKy2hUCipHY1GsSwr3rZtG9u2423Xdfnwww855ZRTiEQiNDQ0EAqFsG2bhoYGwuEwlmXF20D8KpDf9q/I+23Hcdi8eTOXzf4hA6cV0qlH7/gdEf9qZGLbxo3fZfKvip3UtpL11fk4WDgJd3j8K/Ru4+MhnMZrYV67fN8uSl57mGcff4ghQ4bE+xEKhSgpKeGKOTfQZ9JsOvQ4jjAOUfw7Bm5K28a7Uuu1Qzic3LaCj6s74ULafqTrU9m+Xez4+yM88+iDDB06tEmetmzZwqWzChn8nUI6dO+Ttk/p2hFiDG9bySfVnbDj7pZRn2r272TTKw/zhycW0b9//3jO/K+2uHRWIQOnzqFd9+NazJOfj8T3DZ3Stpx11R3jMWsuT6ntin072VX0OEseeYAhQ4Ykjb3PP/+cy2b/kAHTCunSo3eLeUrNRxiH4W2rWFedDxA49hL7VFm6ky2vPsxzv3uYQYMGJc2nrVu3MuOa6+k75Rra9zjOKGd+buzGOH1c3REHK3DsJfpW7fuCL4oe55lHf8vAgQPjd4ocx6G4uJhLZxUy6DuFdOzeu9k8pZtPFnBS20o+re5AtDEqJn2q2f8Fm19dxB+eWES/fv0yqhGxWCxp7Pn9cBwHy7L46KOPOOmkk8jNzSUWi+G6LuFwuNlaZ1r3tm7dyiUzr2PIdwpp171Ps3lKnU85OJzYtpJPqjtiQ+DYS2wfKt1JceNYGjhwYLwfruuybds2LptdyIBzvTnXUp5S55PVOJY+qe4Yv0vQ0thL7FPlvp3sWvY4SxY9wODBg5PytGnTJuP6nTqfgup3S32q2LeLLa95cRo8eHDSvqqkpIQrrr2BPpNT63dw3bNxOCWD+u23j7R+B9W9xPpt4QaOvcQ+NVe//fm0efNmrphzI30mz6Zjjz5G+1yfk9uWs76xfpvuc/36vbPocZ5OqN/+ccTnn3/O5ddcT/+p16Wp3y3XvaD63VKfqhLmnF+/Mzk2Sm37ffKPmU499VTC4XDGx0bN1b14/Z5WSMcevY32uX473Zwzqd/VpV9Q/Fpy/U483isuLubK626k96TZ5PfoY7TP9VcKnNy2nE+r82kglNFxRPm+nXzx+qM8/chvGTp0aJM8lZSUxOdc+zT1u7m6l0MspX6bH0ccLt3J5le9OTdgwICkfZVp/U43nzCs3+n6lK5++2MvsX537tE7cP+U7phpfXU+buOcM+1TRemu+DFTav1ubj6ZnGvEYjE++ugjTjvttPjrmBxHpLZTjyP8+j3oO4XkN9Zvk7rXXP02OY5IV78zOTZqrk/+MdOIESPIyck54nNC27Y5ePAgXbt2paKigvz8fJojo4/a69atG6FQqMld+H379jW5I57KCy+8wMyZM/njH/+YdCIPUFBQ0OJrmmy3oKAA8O7QJ57Mt+S2ceNGnn32WdauXcuTTz7JhAkT6N69OxdffDFXX301lZWVaYOXm5tLbm5uk8f9pV7+v6ntxE82bK6duJzVX56XaduyrHjbtu24g18MvLbVuLQ4ue00Dni/7WDxUXWnpH5+uYD+y9dL1/YPS/wikepbX98Qf0404W+jCa//ZduKt2PYfFj95bKxdP1ork+xmBN3Sc2T/3jM/bKPLfXPp4EQHzX6OEnuwX1qaFxVlpoz38VxHGKNQWopTz6J7eQYBfcjsV3f0BBfIpSYs8SYpe/fl3lKzYcXp04kYtonpzEGieM5cd40RKP4C/RM+ue7OyTHKWjsJfeJ+BKsxJwl5c/9crvN5SndfEqNk9E4dIgvj8u0RqRzT2x/7Wtfi79Gc/XtSOqeP8airr94Pn2eUtv1SXPOp/mxl9ROGEu+T6JvLPblnAvKU2LbxWzONdunem/OJebG39H7rx9Uv1PnU1D9bqlPflwTx0Fi/uobmqvfLdc9J8P6ndg+1vWbJN/gPgXVb/+AuKU+NVf3PkqIkek+N+7VQv32a0Qm+1yT+t1Sn2Jp6nemx0aJ7cQ+ZXLMlGndc0it3y3vc5ubc0b7JLfl+m1ZFvX1DY2PWkb7XL+dOJYyPY6IRmNp5384HE6ac+nqd3N1L339NjuOiDaOJcuy4j6JOTOp383Np0yPmYLqN5BUv6MZ1O/m5pxpnxKPmZrLn08m5xepb7vLZD4ltpur305C/Tape83Vb5N9brr6nWmNaK5PJsdMmda9lrCDn/IlOTk5jBo1imXLliU9vmzZMsaNG9fs3/3hD3/gBz/4Ac899xzTpk1r8vuxY8c2ec2ioqL4a5psd+DAgRQUFCQ9p76+njfeeCOtm+u6XHPNNdx33320b9+eWCwW3+kmvkeiNYnFYqxbt07Mp0SCd9fkpDYVSXcMso00J2k+oE6mqFMwWpfMUCczpDlJ8wF1MkVrUzDSfECdTJHoJG3OaYw8Mv4SvJtvvpkZM2YwevRoxo4dy2OPPcb27duZM2cOAPPmzWPnzp08/fTTgHcif8UVV/Cb3/yGr3/96/G7623atKFjR+9NeTfddBMTJkzg7rvv5oILLuDll1/mH//4B2+99Zbxdi3LYu7cufFPy/c/Ob9t27ZceumlTfrx+OOP06NHD84//3wAxo8fz4IFC3jnnXf429/+xvDhw+nUqVOm4VEURVEURVEURVGUY07GJ/PTp0/nwIED3HHHHezevZsRI0awdOlS+vfvD3gfDJD43e+PPvoo0WiUH/7wh/zwhz+MP37llVeyePFiAMaNG8fzzz/PT3/6U372s58xePBgXnjhBc444wzj7YL39XI1NTUUFhZSVlbGGWecQVFRER06dEjqw969e7nrrruSPoH/9NNP55ZbbmHatGn06NGDJUuWZBqar0woFGLEiBGtvt2WcLBYX9Mx2xpJSHOS5gPqZIo6BaN1yQx1MkOakzQfUCdTtDYFI80H1MkUiU7S5pzGyCOjZfY+hYWFbN26lbq6OtasWcOECRPiv1u8eDH//Oc/4///5z//Gf9qg8Qf/0Te56KLLmLjxo3U19ezYcMGLrzwwoy2C97d+QULFrB7925qa2t544030ga0Z8+ebN26ld69eyc9ftttt3HgwAE2bNjA6aeffgSR+WrEYrH4JyFKwcbl1MZPapeCNCdpPqBOpqhTMFqXzFAnM6Q5SfMBdTJFa1Mw0nxAnUyR6CRtzmmMPI7oZF45drRp0ybbCk2odeQNE2lO0nxAnUxRp2C0LpmhTmZIc5LmA+pkitamYKT5gDqZItFJ2pzTGB3BMnvl2BEKhTjhhBOyrZGEg8Vntc1/HUI2kOYkzQfUyRR1CkbrkhnqZIY0J2k+oE6maG0KRpoPqJMpEp2kzTmNkYe8yxn/xkSjUVavXk00Gs22SpwQDqPbHSRE636yf0tIc5LmA+pkijoFo3XJDHUyQ5qTNB9QJ1O0NgUjzQfUyRSJTtLmnMbIQ0/mBWFZFp07d45/P6wEXCwORnPi3yEqAWlO0nxAnUxRp2C0LpmhTmZIc5LmA+pkitamYKT5gDqZItFJ2pzTGHnoMntBhEIhhgwZkm2NJBwsttS1z7ZGEtKcpPmAOpmiTsFoXTJDncyQ5iTNB9TJFK1NwUjzAXUyRaKTtDmnMfLQO/OCiEajrFy5UszyFfCWsHy9/QFRS1ikOUnzAXUyRZ2C0bpkhjqZIc1Jmg+okylam4KR5gPqZIpEJ2lzTmPkoSfzgrBtmz59+mDbctLiYLGrPg9H0BIWaU7SfECdTFGnYLQumaFOZkhzkuYD6mSK1qZgpPmAOpki0UnanNMYeegye0HYtk3//v2zrZGEi8X2+nbZ1khCmpM0H1AnU9QpGK1LZqiTGdKcpPmAOpmitSkYaT6gTqZIdJI25zRGjdts1a0pLRKNRlmxYoWY5SvgLWH5RodSUUtYpDlJ8wF1MkWdgtG6ZIY6mSHNSZoPqJMpWpuCkeYD6mSKRCdpc05j5KEn84KwbZvBgweLWb4C3hKW4tr2opawSHOS5gPqZIo6BaN1yQx1MkOakzQfUCdTtDYFI80H1MkUiU7S5pzGyEOX2QvCf5+FJFwsdje0ybZGEtKcpPmAOpmiTsFoXTJDncyQ5iTNB9TJFK1NwUjzAXUyRaKTtDmnMWrcZqtuTWmRaDTK8uXLxSxfAW8Jy8T8faKWsEhzkuYD6mSKOgWjdckMdTJDmpM0H1AnU7Q2BSPNB9TJFIlO0uacxshDT+YFYds2I0aMELN8BbwlLOur80UtYZHmJM0H1MkUdQpG65IZ6mSGNCdpPqBOpmhtCkaaD6iTKRKdpM05jZGHLrMXhG3b9OjRI9saSbhYlEbzsq2RhDQnaT6gTqaoUzBal8xQJzOkOUnzAXUyRWtTMNJ8QJ1Mkegkbc5pjBq32apbU1qkoaGB119/nYaGhmyrxAnhMKnjHlFLWKQ5SfMBdTJFnYLRumSGOpkhzUmaD6iTKVqbgpHmA+pkikQnaXNOY+ShJ/OCCIVCjBkzhlAolG2VOA4W7x/qImoJizQnaT6gTqaoUzBal8xQJzOkOUnzAXUyRWtTMNJ8QJ1Mkegkbc5pjDx0mb0gbNumS5cu2dZIwsWiLJaTbY0kpDlJ8wF1MkWdgtG6ZIY6mSHNSZoPqJMpWpuCkeYD6mSKRCdpc05j1LjNVt2a0iINDQ289tprYpavAIRxOLfTbsKClrBIc5LmA+pkijoFo3XJDHUyQ5qTNB9QJ1O0NgUjzQfUyRSJTtLmnMbIQ0/mBREOhznzzDMJh+UsmIhi8VZlN6KClrBIc5LmA+pkijoFo3XJDHUyQ5qTNB9QJ1O0NgUjzQfUyRSJTtLmnMaocZuttiUlEMuyyM/Pz7ZGChZVTiTbEilIc5LmA+pkijoFoXXJFHUyQ5qTNB9QJzO0NpkgzQfUyRR5TvLmnMYI9M68KBoaGnj55ZfFLF8BbwnL+Z13iVrCIs1Jmg+okynqFIzWJTPUyQxpTtJ8QJ1M0doUjDQfUCdTJDpJm3MaIw89mRdEOBxm8uTJYpavgLeEpai8p6glLNKcpPmAOpmiTsFoXTJDncyQ5iTNB9TJFK1NwUjzAXUyRaKTtDmnMfLQk3lhSJkgiURdOZPER5qTNB9QJ1PUKRitS2aokxnSnKT5gDqZorUpGGk+oE6mSHSSNuc0RnoyL4poNMrSpUuJRqPZVokTxmVq5z2EcbOtEkeakzQfUCdT1CkYrUtmqJMZ0pyk+YA6maK1KRhpPqBOpkh0kjbnNEYesi6v/JsTDoeZOnWqqKteUSyWlhWIWsIizUmaD6iTKf9uTqWlpVRWVmb0N67rcuKJJ7Jt2zYsK3On/Px8unfvnvHftcS/W96OFHUKRpoPqJMpeswUjDQfUCdTJDpJm3Mao8ZtttqWFCOi0aiYSeITtlxxy1ikOUnzAXUy5d/FqbS0lMuvmsXBquqM/7ZD+3ZUHTp8RNvt0qEtv3/qd0f9hP7fJW9fFXUKRpoPqJMpeswUjDQfUCdTJDpJm3MaIz2ZF0U0GqWoqIipU6cSicj4qoUwLpM77RV15UuakzQfUCdT/p2cKisrOVhVTfex36ddl57GfxexYfpQmxc2OTRk+IGxhw/upXTVS1RWVh7Vk/l/p7x9FdTpX88H1MkUPWb61/MBdTJFopO0Oacx8tCTeUFEIhEuuOCCbGskEcXmr2W9s62RhDQnaT6gTqb8Ozq169KT/B7HZfQ3fy2DNt2gzRFsr/QI/iaIf8e8HQnqFIw0H1AnU/SYKRhpPqBOpkh0kjbnNEYe+gF4gnBdl8rKSlxXzgc5gEsHuwEEfbiEPCdpPqBOpqhTMNJ8QJ1MUadgpPmAOpmhx0wmSPMBdTJFnpO8OacxAj2ZF0U0GuXNN98U8ymR4C1h+Ub+flGfFCnNSZoPqJMp6hSMNB9QJ1PUKRhpPqBOpugxUzDSfECdTJHoJG3OaYw8dJm9ICKRCNOmTcu2RhJRbP5W3ivbGklIc5LmA+pkijoFI80H1MkUdQpGmg+okyl6zBSMNB9QJ1MkOkmbcxojD70zLwjHcTh48CCOk+GnTB1DLFw6h+qxBF31kuYkzQfUyRR1CkaaD6iTKeoUjDQfUCdT9JgpGGk+oE6mSHSSNuc0Rh56Mi+IWCzG6tWricVi2VaJY+Myuv1BbEETRZqTNB9QJ1PUKRhpPqBOpqhTMNJ8QJ1M0WOmYKT5gDqZItFJ2pzTGHnoMntBRCIRpkyZkm2NJGLYLKsoyLZGEtKcpPmAOpmiTsFI8wF1MkWdgpHmA+pkih4zBSPNB9TJFIlO0uacxshD78wLwnEc9u3bJ2b5CnhLWLqHa0UtYZHmJM0H1MkUdQpGmg+okynqFIw0H1AnU/SYKRhpPqBOpkh0kjbnNEYeejIvCMdxWLdunZhJAt4SlpPaVopawiLNSZoPqJMp6hSMNB9QJ1PUKRhpPqBOpugxUzDSfECdTJHoJG3OaYw8dJm9IMLhMGeddVa2NZKIYfPPyh7Z1khCmpM0H1AnU9QpGGk+oE6mqFMw0nxAnUzRY6ZgpPmAOpki0UnanNMYeeideUE4jsPOnTvFXPECbwlLr0iNqCUs0pyk+YA6maJOwUjzAXUyRZ2CkeYD6mSKHjMFI80H1MkUiU7S5pzGyENP5gXhOA7FxcViJgl4S1gG5x0StYRFmpM0H1AnU9QpGGk+oE6mqFMw0nxAnUzRY6ZgpPmAOpki0UnanNMYeegye0GEw2EmTJiQbY0kYti8VdU92xpJSHOS5gPqZIo6BSPNB9TJFHUKRpoPqJMpeswUjDQfUCdTJDpJm3MaIw+9My8Ix3HYtm2bmCte4C1h6ZdzWNQSFmlO0nxAnUxRp2Ck+YA6maJOwUjzAXUyRY+ZgpHmA+pkikQnaXNOY+ShJ/OCkPZeFPCWsPTOqRW1hEWakzQfUCdT1CkYaT6gTqaoUzDSfECdTNFjpmCk+YA6mSLRSdqc0xh56DJ7QYTDYcaNG5dtjSRi2LxzqGu2NZKQ5iTNB9TJFHUKRpoPqJMp6hSMNB9QJ1P0mCkYaT6gTqZIdJI25zRGHnpnXhCxWIzNmzcTi8WyrRLHxmVQrqwPl5DmJM0H1MkUdQpGmg+okynqFIw0H1AnU/SYKRhpPqBOpkh0kjbnNEYeejIvCNd1KSsrw3XlDEoLly7helHvR5HmJM0H1MkUdQpGmg+okynqFIw0H1AnU/SYKRhpPqBOpkh0kjbnNEYeusxeEOFwmDFjxmRbI4kYNu8f7pJtjSSkOUnzAXUyRZ2CkeYD6mSKOgUjzQfUyRQ9ZgpGmg+okykSnaTNOY2RxxHdmX/44YcZOHAgeXl5jBo1ijfffLPZ5+7evZtLL72UYcOGYds2c+fOTfu8l156ieHDh5Obm8vw4cP585//nPF2XddlwYIF9O7dmzZt2jBx4kTWr1+f9Jybb76ZLl260K9fP55//vmk37344oucd955hlE4+sRiMTZu3Chm+Qp4S1iG5VWKWsIizUmaD6iTKeoUjDQfUCdT1CkYaT6gTqboMVMw0nxAnUyR6CRtzmmMPDI+mX/hhReYO3cu8+fPZ+3atZx55pmce+65bN++Pe3z6+rq6N69O/Pnz+fUU09N+5xVq1Yxffp0ZsyYwUcffcSMGTO4+OKLeffddzPa7j333MP999/Pgw8+yOrVqykoKGDSpElUVVUB8Morr/Dcc89RVFTE3XffzVVXXcWBAwcAKC8vZ/78+Tz00EOZhuSoUlNTk9XtpyPPlvGplYlIc5LmA+pkijoFI80H1MkUdQpGmg+okyl6zBSMNB9QJ1MkOkmbcxqjIziZv//++5k5cyazZs3ixBNPZOHChfTt25dFixalff6AAQP4zW9+wxVXXEHHjh3TPmfhwoVMmjSJefPmccIJJzBv3jzOPvtsFi5caLxd13VZuHAh8+fP58ILL2TEiBEsWbKE6upqnnvuOQA2bNjAxIkTGT16NJdccgn5+fls2bIFgFtvvZXCwkL69esXGIO6ujoqKyuTfoD4VZhYLJa2HY1Gk9r+1xb47VAoxMknn4xlWQA0NDTEn9PQ0BB//4Xfdl23SduPhd92HCe+TQsI4TS23bRtO6UN8FF1p6T/27jxdggnqW0ltYnHILEffjsnJxJ/ThgHcAE3TZuktgusq87HwWq2H831KRSy49tPzZP/eMiihT41bVu4fFzdEQcrwd2sT5HGGZias2g06rnbNqHGILWUp9TcOFh8Uv3lfGs5T03bOZFIk/Hmx8knKE+p+bBw+ai6Ey7px2GLfWqMQeJ4TpxPkXA4XsxM+ue7O1isr86Pj6zM+gSRSKRJzhzHiY8l26LFPKW2/ed+VN0pHjPTPkVskmpHuhqRkxMJzFNq28Hi4+qO8e0Ejb3UdjgcblLr/LY/rsIWLeYpue299kfVHXHij2fQp4Sx5OcsFovF26HQl3OupTylzicHi3XV+fH7A0FjL7WdkxNJW8szqd+p88mfc/7/M+mTP58Sx3Ni/nIi6ep3cN1zoHHOmdXvxPaR1O+gupdYv03GXmK7ufqdmD+/Rpjuc9PVb/N9bmMtSKnfiTHza0Qm+1yT+t1Sn0Jp6ncmx0apbb9PoVCIESNGYNt2/PFMjo3S7XOT6je0mKd0bfiyfmeyzw1bTet3ap/S1e+gupdavzM5jgAIh0NJOUiXp1Az9bu5+dS0fpsfR4Qbx5Lrukk5y6R+p5tPpvW7uT6l1m+/nVi/Tfe5fjuxfmd6HJF4zGQ6n/x2S+catm0zYsQIQqGQ8XxK107c5ybWb9tKv69qru41V79Nanm6+n00+hQKhTjllFPwOdJzQr9tQkYn8/X19axZFp/TrQAAU1xJREFUs4bJkycnPT558mRWrlyZyUslsWrVqiavOWXKlPhrmmy3pKSEPXv2JD0nNzeXb37zm/HnnHrqqbz//vuUlZWxZs0aampqGDJkCG+99RYffPABN954o5HvL3/5Szp27Bj/6du3LwDr1q0DvIsGGzZsAODjjz9m06ZNAKxdu5aSkhIA3nvvPXbs2AHAypUr2b17N7FYjKKiIvbu3QvA8uXLKS8vB6CoqCi+wmDp0qXU1tYSjUZZunQp0WiU2tpali5dCkBVVRVFRUWAt+LA335BWzgzf7/XjtQytoO3KqFvTjVj2pcBMCD3MCPbedscmlfFKW3LOalNBcPbVHJiG++ixcltKxia57mMbFfOgNzDAIxpX0bfnGoAxnY4QN/2Xry2bNnC/v37m/TpptlXkZ/jPWdq5z3kWQ5hXKZ23kMYlzzLYWrnPQB0sKNM6uTFpXOonimd9mLj0i1cl1Gfxp8+mt27d6fNU2lpKQDjelnN9qkgUgt4cewWrgPgrI77GNm2DBuXSZ320sGOGvfpe4O8iltTU8Py5csB2L9/PytWrABg2OCBnNPXCszTyW0rADixMU82LhM6lHK8QZ7S9WnODy6LX1lMHHsbNmygQ/t2RGwC89Qp1MBZHfcB0C1cx4T8/ZzUpoLekRqjsZfYp5HdvBjs3r077Xy66PypDGo89m0pT51CXmH282Q35qatFTMae4l9KmgLV19yUdzLrzM7duyIrxga1okW8wRN59PA3EOc1KaCMe0PGo09v0/fG2TRtUtnIH2NiEaj3Hr9tYF5Sp1PNi5ntD/AmPYHA/OUrk/nf/scDh70/ja17vkXQr/d32oxT9B0Po1oU0FbK2Y09hL75M+n8vJy3nvvPcDbf6xduxbwasSYHlZgnlLnk43L2R330TtS02Ke0vUpYsOt11+L4zhNavlnn30GQNc8WswTpJ9PJ7Wp4HjDsZfYJ38+lZSUxGvmihUr4rV8zg8uo2segXlKnU/5dgPf7rQHGzdw7KX2afSpp/DFF18AsGnTJj7++GPAq0v+fnNMD8to/+TPpwn5+xnV7iA2rvHY8/s0fah3CFVXV5e0z/Vr+aFDh+I1wnSfe3LbCmxcvtGhlOEZ7nP9Pl19yUUcOnQISN7nfvbZZ/Eakck+18/TSW0q6JHhPndoXlV8Pu3du/eIjo0geez5fYrFYvztb3+josIb25keG6Xb5+7evTvuMqgjxvtcP0/H51VxUpuKjPe55w206F3QE0h/vOc4Drdefy0RG+N97pn5+7FxGdPuIOMy3Of6fZryrQnxY6PUPPnj6py+lvE+F7yxd0qbcnJwMj6O+HZ/byxVVlYm7XP9Wj761FMY18sKzFPqfLJx+VZ+Kf0y2Ocm9unW66+N72cTx54/3vNzMN7nfpmng5zUpoKBuYcyPo4Y1gkAtm/fbjyfIPhc4/DhwyxdupRYLGY8n9LlKXGfu2nTprjXyG5WRuca4zocYExj/c5knxvGZfpQm5ycSLx/YF4jWupTLBbj7bff5qOPPgKO/JwQ4O2338YEy83g4/Z27dpFnz59ePvtt5O+Q++uu+5iyZIl8YOO5pg4cSKnnXZa0h13gJycHBYvXsyll14af+y5557jqquuoq6uzmi7K1euZPz48ezcuZPevXvHn3PNNdewbds2Xn/9dQAWLFjA73//e9q0acMdd9zBtGnTGDVqFIsXL2bVqlX89re/pVu3bjz22GOcdNJJaftRV1dHXV1d/P+VlZX07duXgwcP0rlz5/iVllAolNSORqNYlhVv27aNbdvxtuu6rF+/nhNPPJFIJEJDQwOhUAjbtmloaCAcDmNZVrwN3lWbxLZ/Rd5vO47D5s2buWz2Dxk4rZBOPXoTw45fNU5t+3dz/LaNy7A2VXxW0wEHCwcrfnXMvxLmNj7uXwV2G9vl+3ZR8trDPPv4QwwZMiTej1AoRElJCVfMuYE+k2bTocdxhHGI4t8xcFPaNt6VWq8dwuHENpV8WtMRF9L2I12fyvbtYsffH+GZRx9k6NChTfK0ZcsWLp1VyODvFNKhe5+0fUrXjhDj+DZVbKjpiB13t4z6VLN/J5teeZg/PLGI/v37x3PmOA7btm3j0lmFDJw6h3bdj2sxT34+Et83NLxNBRtr8uMxay5Pqe2KfTvZVfQ4Sx55gCFDhiSNvc8//5zLZv+QAdMK6dKjd4t5Ss1HGIfj2xxiY00HgMCxl9inytKdbHn1YZ773cMMGjQoaT5t3bqVGddcT98p19C+x3FGOfNzYzfG6dMa705h0NhL9K3a9wVfFD3OM4/+loEDB+I4TvwudHFxMZfOKmTQdwrp2L13s3lKN58sYFibKj6vaU+0MSomfarZ/wWbX13EH55YRL9+/ZrUiOLiYq687kZ6T5pNfo8+zeYpte1icWKbCj6v6UADocCxl9gu37eTL15/jKcfeYChQ4c2qXtbt27lkpnXMeQ7hbTr3qfZPKXOpxwchrapYkNNPjYEjr3E9qHSnRQ3jqWBAwcSDoeJxWK4rsu2bdu4bHYhA8715lxLeUqdT1bjWNpQk0+scc61NPYS+1S5bye7lj3OkkUPMHjw4KRavmnTJuP6nTqfgup3S32q2LeLLa95cRo8eHDSvqqkpIQrrr2BPpNT63dw3bNxGJ5B/fbbR1q/g+peYv32V1i0NPYS+9Rc/Y7FYkQiETZv3swVc26kz+TZdOzRx2ifm65+m+5z/fq9s+hxnk6o3/5xxOeff87l11xP/6nXpanfLde9oPrdUp+qEuacX78zOTZKbft98o+Zhg8fTjgczvjYyM+Tv89tUr+nFdKxR2+jfa7fTjfnTOp3dekXFL+WXL8Tj/eaq99BdS+1fmdyHOHV70d5+pHfxut3Yp5KSkric659mvrdXN3LIZZSv82PIw6X7mTzq96cGzBgQDxn/jGTSf1ON5/8ORdUv9P1KV399sdeYv3u3KO30T439Zjps5oOuI1zzrRPFaW74sdMqfW7uflkcq4Ri8X49NNPOemkk+KvEzSf0rX9fa7f9uv3oO8Ukt9Yv03qXnP12+Q4Il39Nq0RLfXJsiw+/fRThg0bRk5OzhGfE9q2zcGDB+natSsVFRXk5+fTHEf0afb+UiAfX/6rYPKaR+M5CxYsYMGCBUn/P+ecc4hEIvziF7/gk08+4dVXX+WKK65gzZo1aV1zc3PJzc1t8ngoFEr6N7XtT4qW2olLM/zleZm2LcuKt23bjjv4xcBrW8QaB3Ri22kc8H7bwWJ9zZfL/b58jof/euna8eVKjUUi1be+viH+nGjC30YTXv/LthVvx7BZV9MpYVtN+9Fcn2IxJ+6Smif/8Zj7ZR9b6p9PAyHWN/o4Se7BfWpoXFWWmjPfxXEcYo1BailPPont5BgF9yOxXd/QEJ83iTlLjFn6/n2Zp9R8eHFKHkumfXIaY5A4nhPnTUM0ir9Az6R/vrtDcpyCxl5yn4gvwUrMWVL+3C+321ye0s2n1DgZjUOH+PK45upCfX1DQJ/St9cnxMhk7CXNg8YdEzSte/4Yi7rED6jS5Sm1XZ8053wM+5QwlnyfxHEdi30554LylNh2MZtzzfap3ptzibXA39H7rx9Uv1PnU1D9bqlPflwTx3Ni/uobmqvfLdc9J8P6ndg+1vWbJN/gPgXVb/+AuKU+NTef1jWZcy33I6lPLdRvv0Zkss81qd8t9SmWpn5nemyU2E7sUybHTM3lqdn6TWr9Dq576eac0T7JPbL6bVL3Eut3pscR0Wis2fqdOOfS1e/m6l76+m12HBFtHEuWZcV9EnNmUr+bm0+ZHjMF1W8gqX5HM6jfzc050z4lHjM1lz+fTM4vwuFw2jlnMp8S283VbyehfpvUvebqt8k+N139zrRGNNenk08+Oal/6dqZ1r2WyGiZfbdu3QiFQuzZsyfp8X379tGzZ89MXiqJgoKCFl/TZLsFBQUAGblt3LiRZ599lp///Of885//ZMKECXTv3p2LL76YDz74IL4EtLWIxWLxJRpSsHE5tW150h2DbCPNSZoPqJMp6hSMNB9QJ1PUKRhpPqBOpugxUzDSfECdTJHoJG3OaYw8MjqZz8nJYdSoUSxbtizp8WXLliUtf8+UsWPHNnnNoqKi+GuabHfgwIEUFBQkPae+vp433ngjrZvrulxzzTXcd999tG/fnlgsFr+CnviBB61NmzZtWn2bQdQ6GQ2TVkGakzQfUCdT1CkYaT6gTqaoUzDSfECdTNFjpmCk+YA6mSLRSdqc0xgdwTL7m2++mRkzZjB69GjGjh3LY489xvbt25kzZw4A8+bNY+fOnTz99NPxv/nwww8B78NgSktL+fDDD8nJyWH48OEA3HTTTUyYMIG7776bCy64gJdffpl//OMfvPXWW8bbtSyLuXPnctdddzF06FCGDh3KXXfdRdu2bZPei+/z+OOP06NHD84//3wAxo8fz4IFC3jnnXf429/+xvDhw+nUqVOm4flKhEIhTjjhhFbdZhAOFp/VNv8+jWwgzUmaD6iTKeoUjDQfUCdT1CkYaT6gTqboMVMw0nxAnUyR6CRtzmmMPDK+nDF9+nQWLlzIHXfcwWmnncaKFStYunQp/fv3B7xP+Uv9zvmRI0cycuRI1qxZw3PPPcfIkSOZOnVq/Pfjxo3j+eef56mnnuKUU05h8eLFvPDCC5xxxhnG2wXv6+Xmzp1LYWEho0ePZufOnRQVFdGhQ4ckn71793LXXXfxwAMPxB87/fTTueWWW5g2bRovvvgiTz31VKah+cpEo1FWr15t/FUErUEIh9HtDsa/FkMC0pyk+YA6maJOwUjzAXUyRZ2CkeYD6mSKHjMFI80H1MkUiU7S5pzGyOOIPgCvsLCQwsLCtL9bvHhxk8dMPjD/oosu4qKLLjri7YJ3dz71A+7S0bNnT7Zu3drk8dtuu43bbrst0PVYYVkWnTt3/sofJng0cbE4GM2Jf7iJBKQ5SfMBdTJFnYKR5gPqZIo6BSPNB9TJFD1mCkaaD6iTKRKdpM05jZHHEZ3MK8eGUCjEkCFDsq2RhIPFlrr22dZIQpqTNB9QJ1PUKRhpPqBOpqhTMNJ8QJ1M0WOmYKT5gDqZItFJ2pzTGHnI+9SAf2Oi0SgrV64Us3wFvCUsX29/QNQSFmlO0nxAnUxRp2Ck+YA6maJOwUjzAXUyRY+ZgpHmA+pkikQnaXNOY+ShJ/OCsG2bPn36xL+zUAIOFrvq85K+7zHbSHOS5gPqZIo6BSPNB9TJFHUKRpoPqJMpeswUjDQfUCdTJDpJm3MaIw9dZi8I27aTPtBPAi4W2+vbZVsjCWlO0nxAnUxRp2Ck+YA6maJOwUjzAXUyRY+ZgpHmA+pkikQnaXNOY+ShJ/OC8JdmjBs3jnBYRmpCOIztcIBVVV2JCVnIIc1Jmg+okynq9K/nA+pkijr96/nAv59TaWkplZWVGf+d4ziUlJQwcODAI7oLlp+fT/fu3TP+u5aQljtpPqBOpkh0knaeojHyyH4mlDi2bTN48GAxy1fAW8JSXNte1BIWaU7SfECdTFGnYKT5gDqZok7BSPOBfy+n0tJSLr9qFgerqjP+W9u2GTZ4IJ8Vl+A4mb9ntkuHtvz+qd8d1RN6abmT5gPqZIpEJ2nnKRojDz2ZF4T/PgtJuFjsbmiTbY0kpDlJ8wF1MkWdgpHmA+pkijoFI80H/r2cKisrOVhVTfex36ddl54Z/30N0O/4zLd7+OBeSle9RGVl5VE9mZeWO2k+oE6mSHSSdp6iMWrcZqtuTWmRaDTK8uXLxXxKJHhLWCbm7xP1SZHSnKT5gDqZok7BSPMBdTJFnYKR5gP/nk7tuvQkv8dxGf107tGb84fk0LlH74z/9kguHJggLXfSfECdTJHoJO08RWPkoSfzgrBtmxEjRohZvgLeEpb11fmilrBIc5LmA+pkijoFI80H1MkUdQpGmg+okynqFIw0H1AnUyQ6STtP0Rh56DJ7Qdi2TY8ePbKtkYSLRWk0L9saSUhzkuYD6mSKOgUjzQfUyRR1CkaaD6iTKeoUjDQfUCdTJDpJO0/RGDVus1W3prRIQ0MDr7/+Og0NDdlWiRPCYVLHPaKWsEhzkuYD6mSKOgUjzQfUyRR1CkaaD6iTKeoUjDQfUCdTJDpJO0/RGHnoybwgQqEQY8aMIRQKZVsljoPF+4e6iFrCIs1Jmg+okynqFIw0H1AnU9QpGGk+oE6mqFMw0nxAnUyR6CTtPEVj5KHL7AVh2zZdunTJtkYSLhZlsZxsayQhzUmaD6iTKeoUjDQfUCdT1CkYaT6gTqaoUzDSfECdTJHoJO08RWPUuM1W3ZrSIg0NDbz22mtilq8AhHE4t9NuwoKWsEhzkuYD6mSKOgUjzQfUyRR1CkaaD6iTKeoUjDQfUCdTJDpJO0/RGHnoybwgwuEwZ555JuGwnAUTUSzequxGVNASFmlO0nxAnUxRp2Ck+YA6maJOwUjzAXUyRZ2CkeYD6mSKRCdp5ykao8ZtttqWlEAsyyI/Pz/bGilYVDmRbEukIM1Jmg+okynqFIw0H1AnU9QpGGk+oE6mqFMw0nxAnUyR5yTvPEVjBHpnXhQNDQ28/PLLYpavgLeE5fzOu0QtYZHmJM0H1MkUdQpGmg+okynqFIw0H1AnU9QpGGk+oE6mSHSSdp6iMfLQk3lBhMNhJk+eLGb5CnhLWIrKe4pawiLNSZoPqJMp6hSMNB9QJ1PUKRhpPqBOpqhTMNJ8QJ1Mkegk7TxFY+ShJ/PCkDJBEom6ciaJjzQnaT6gTqaoUzDSfECdTFGnYKT5gDqZok7BSPMBdTJFopO08xSNkZ7MiyIajbJ06VKi0Wi2VeKEcZnaeQ9h3GyrxJHmJM0H1MkUdQpGmg+okynqFIw0H1AnU9QpGGk+oE6mSHSSdp6iMfLQk3lBhMNhpk6dKuqqVxSLpWUFopawSHOS5gPqZIo6BSPNB9TJFHUKRpoPqJMp6hSMNB9QJ1MkOkk7T9EYeejJvDCkXO1KJGzJueLlI81Jmg+okynqFIw0H1AnU9QpGGk+oE6mqFMw0nxAnUyR6CTtPEVjpCfzoohGoxQVFYmaKGFcJnfaK2oJizQnaT6gTqaoUzDSfECdTFGnYKT5gDqZok7BSPMBdTJFopO08xSNkYeMdRIKAJFIhAsuuCDbGklEsflrWe9sayQhzUmaD6iTKeoUjDQfUCdT1CkYaT6gTqaoUzDSfECdTJHoJO08RWPkoXfmBeG6LpWVlbiunCtM4NLBbgBBV73kOUnzAXUyRZ2CkeYD6mSKOgUjzQfUyRR1CkaaD6iTKfKc5J2naIxAT+ZFEY1GefPNN8UsXwFvCcs38veLWsIizUmaD6iTKeoUjDQfUCdT1CkYaT6gTqaoUzDSfECdTJHoJO08RWPkocvsBRGJRJg2bVq2NZKIYvO38l7Z1khCmpM0H1AnU9QpGGk+oE6mqFMw0nxAnUxRp2Ck+YA6mSLRSdp5isbIQ+/MC8JxHA4ePIjjONlWiWPh0jlUjyXoqpc0J2k+oE6mqFMw0nxAnUxRp2Ck+YA6maJOwUjzAXUyRaKTtPMUjZGHnswLIhaLsXr1amKxWLZV4ti4jG5/EFvQRJHmJM0H1MkUdQpGmg+okynqFIw0H1AnU9QpGGk+oE6mSHSSdp6iMfLQZfaCiEQiTJkyJdsaScSwWVZRkG2NJKQ5SfMBdTJFnYKR5gPqZIo6BSPNB9TJFHUKRpoPqJMpEp2knadojDz0zrwgHMdh3759YpavgLeEpXu4VtQSFmlO0nxAnUxRp2Ck+YA6maJOwUjzAXUyRZ2CkeYD6mSKRCdp5ykaIw89mReE4zisW7dOzCQBbwnLSW0rRS1hkeYkzQfUyRR1CkaaD6iTKeoUjDQfUCdT1CkYaT6gTqZIdJJ2nqIx8tBl9oIIh8OcddZZ2dZIIobNPyt7ZFsjCWlO0nxAnUxRp2Ck+YA6maJOwUjzAXUyRZ2CkeYD6mSKRCdp5ykaIw+9My8Ix3HYuXOnmCte4C1h6RWpEbWERZqTNB9QJ1PUKRhpPqBOpqhTMNJ8QJ1MUadgpPmAOpki0UnaeYrGyENP5gXhOA7FxcViJgl4S1gG5x0StYRFmpM0H1AnU9QpGGk+oE6mqFMw0nxAnUxRp2Ck+YA6mSLRSdp5isbIQ5fZCyIcDjNhwoRsayQRw+atqu7Z1khCmpM0H1AnU9QpGGk+oE6mqFMw0nxAnUxRp2Ck+YA6mSLRSdp5isbIQ+/MC8JxHLZt2ybmihd4S1j65RwWtYRFmpM0H1AnU9QpGGk+oE6mqFMw0nxAnUxRp2Ck+YA6mSLRSdp5isbIQ0/mBSHtvSjgLWHpnVMragmLNCdpPqBOpqhTMNJ8QJ1MUadgpPmAOpmiTsFI8wF1MkWik7TzFI2Rhy6zF0Q4HGbcuHHZ1kgihs07h7pmWyMJaU7SfECdTFGnYKT5gDqZok7BSPMBdTJFnYKR5gPqZIpEJ2nnKRojD70zL4hYLMbmzZuJxWLZVolj4zIoV9aHS0hzkuYD6mSKOgUjzQfUyRR1CkaaD6iTKeoUjDQfUCdTJDpJO0/RGHnoybwgXNelrKwM15UzKC1cuoTrRb0fRZqTNB9QJ1PUKRhpPqBOpqhTMNJ8QJ1MUadgpPmAOpki0UnaeYrGyEOX2QsiHA4zZsyYbGskEcPm/cNdsq2RhDQnaT6gTqaoUzDSfECdTFGnYKT5gDqZok7BSPMBdTJFopO08xSNkYfemRdELBZj48aNYpavgLeEZVhepaglLNKcpPmAOpmiTsFI8wF1MkWdgpHmA+pkijoFI80H1MkUiU7SzlM0Rh56Mi+MmpqabCs0Ic+W8amViUhzkuYD6mSKOgUjzQfUyRR1CkaaD6iTKeoUjDQfUCdTJDpJO0/RGOkye1GEQiFGjhyZbY0kHCw+qu6UbY0kpDlJ8wF1MkWdgpHmA+pkijoFI80H1MkUdQpGmg+okykSnaSdp2iMPI7ozvzDDz/MwIEDycvLY9SoUbz55pstPv+NN95g1KhR5OXlMWjQIB555JEmz3nppZcYPnw4ubm5DB8+nD//+c8Zb9d1XRYsWEDv3r1p06YNEydOZP369UnPufnmm+nSpQv9+vXj+eefT/rdiy++yHnnnWcahqNOLBZj3bp1YpavgLeE5aQ2FaKWsEhzkuYD6mSKOgUjzQfUyRR1CkaaD6iTKeoUjDQfUCdTJDpJO0/RGHlkfDL/wgsvMHfuXObPn8/atWs588wzOffcc9m+fXva55eUlDB16lTOPPNM1q5dy3//939z44038tJLL8Wfs2rVKqZPn86MGTP46KOPmDFjBhdffDHvvvtuRtu95557uP/++3nwwQdZvXo1BQUFTJo0iaqqKgBeeeUVnnvuOYqKirj77ru56qqrOHDgAADl5eXMnz+fhx56KNOQKIqiKIqiKIqiKEqrkvHJ/P3338/MmTOZNWsWJ554IgsXLqRv374sWrQo7fMfeeQR+vXrx8KFCznxxBOZNWsWV199Nffee2/8OQsXLmTSpEnMmzePE044gXnz5nH22WezcOFC4+26rsvChQuZP38+F154ISNGjGDJkiVUV1fz3HPPAbBhwwYmTpzI6NGjueSSS8jPz2fLli0A3HrrrRQWFtKvX79MQ3LUCIVCjBgxglAolDWHVBws1td0xMHKtkocaU7SfECdTFGnYKT5gDqZok7BSPMBdTJFnYKR5gPqZIpEJ2nnKRojj4zeM19fX8+aNWv4yU9+kvT45MmTWblyZdq/WbVqFZMnT056bMqUKTzxxBM0NDQQiURYtWoVP/rRj5o8xz+ZN9luSUkJe/bsSdpWbm4u3/zmN1m5ciXXXnstp556Ko899hhlZWVs2bKFmpoahgwZwltvvcUHH3zQ7AWJVOrq6qirq4v/v6KiAoCysjIADhw4QHl5OZZlxb9n0KQNsHv3bgoKCrBtG8dxsCwLy7LStsG7iOG38/Pz6d69O67rEo1GiUQiOI5DRUUFsWiUit1bceuqibpgAbYFMde7omP5bcv7nd8OW3BqN4sP97vEXHBcCFng0kzbBQevfahsn7fdigrKy8uxbZuGhgZCoRBVVVXYNlTs3kpDbTURGxoaP8MiXdsCwo3tsAVf626xptSNb9ekT5UH9+G6DpWVlVRWVsaXwIRCIWKxmPdYNMqhvVuJ1VWn7ZPjev0NN762C+TacEo3iw9KXWwLoo73uEmf6ipLiUWjVFZWcuDAgXjOHMehqqoK13E4tHcbDbXVLeYpsQ3e/0d1t1i736XBaTlPqX06VLYP2yIep4aGBsLhMJZlxcdS+e6tUF/dYp4sknOT0xintaUuLsFjL7Fd3TiWKisrKSsrIxQKEY1GsSyLqqoqL797vLHUXJ4S2xHby5NteXFaU+qN76Cxl9in6rJ9WBZUVVVRXl6O4ziEw2Ecx4mPpco9W3HqqpvNU7o5ZFtwWjeLj/a7RJ2Wx15iu76yFCcWo6qqigMHDhAOe+U9Go0SDoeprKzEtqF891aitdXN5il1PoE33z7a71LvBI+9xD5VHdwHfDmWotEotm1j2zbRxnx6c24b0drqZvOUOp9yQ3BK1y/nXNDYS2zXVnw55w4ePEg4HCYWi+G6rjfnXIeqvd5YailPqfPJahxLH5S6RN3gsZfYp8Nl+7BtL04VFRXx+u26brP126TuJdZvxw0ee4ntQwlzzq/ffv6qqqqwreT6bVr3WqrfLfXJtH5XpdbvgLqXWL/9sdzS2Ets1zdTv2OxGJFIhMrKSizryzlnss/1D0lbrN8t9OlQY11KrN+hUAjbtqmoqMCJxZqt3y3VvcT6DWb73Hj9Lm9av/38+SsnE+t30D43nLCdxDmXyXFEdeN+7kjrd3N1L6l+u2b7XBeor2havy3Liu9/E+t34jFTUN1zU+t3wNhL7JNXv92k+m1ZVnz/G1S/m6t76ep3S2MvqH4nHTO5DocS6rfJPtcl4Zip1KXBNdvn+n06lKZ++/vfxPrtz7mgfa4/n8J2+vpt0qeW6rdt2+zfv5+Kiopmzy+aO9dwXZc9e/bQq1ev+OO2beO6brNt8M51OnbsSMeOHZP2uX47Xr/3tFC/09S9nMYYpdZvk+OIdPU79fzpwIEDjeMqfZ9aOpfr2bMnoVAoo/NAy7LIz8+nS5cu2LbNwYMH43FuETcDdu7c6QLu22+/nfT4nXfe6R5//PFp/2bo0KHunXfemfTY22+/7QLurl27XNd13Ugk4j777LNJz3n22WfdnJwc4+36r7lz586k58yePdudPHly/P+33367O3jwYHfEiBHun/70J7eurs4dMWKE+/7777u//e1v3eOPP94dN26cu27dumbjcPvtt7t440J/9Ed/9Ed/9Ed/9Ed/9Ed/9Ed/9Oeo/+zYsaPZc1LXdd0j+jR7/0qNj5twd9j0+amPm7zm0XjOggULWLBgQdL/zznnHCKRCL/4xS/45JNPePXVV7niiitYs2ZN2v7MmzePm2++Of5/x3E4ePAgXbt2bTEOQVRWVtK3b1927NhBfn7+Eb/O0USd/vV8QJ1MUad/PR9QJ1PU6V/PB9TJFHX61/MBdTJFnf71fODoOrmNKwZ79+7d4vMyOpnv1q0boVCIPXv2JD2+b98+evbsmfZvCgoK0j4/HA7TtWvXFp/jv6bJdgsKCgCSln8EuW3cuJFnn32WtWvX8uSTTzJhwgS6d+/OxRdfzNVXX01lZWXaROTm5pKbm5v0WKdOndJu40jIz88XMyh91CkYaT6gTqaoUzDSfECdTFGnYKT5gDqZok7BSPMBdTJFnYKR5gNHz6ljx46Bz8noA/BycnIYNWoUy5YtS3p82bJljBs3Lu3fjB07tsnzi4qKGD16NJFIpMXn+K9pst2BAwdSUFCQ9Jz6+nreeOONtG6u63LNNddw33330b59e2KxGA0NDQDxfx3HaTkgiqIoiqIoiqIoipIFMl5mf/PNNzNjxgxGjx7N2LFjeeyxx9i+fTtz5swBvCXoO3fu5OmnnwZgzpw5PPjgg9x8883Mnj2bVatW8cQTT/CHP/wh/po33XQTEyZM4O677+aCCy7g5Zdf5h//+AdvvfWW8XYty2Lu3LncddddDB06lKFDh3LXXXfRtm1bLr300ib9ePzxx+nRowfnn38+AOPHj2fBggW88847/O1vf2P48OFH9W67oiiKoiiKoiiKohwtMj6Znz59OgcOHOCOO+5g9+7djBgxgqVLl9K/f3/A+wS/xO9+HzhwIEuXLuVHP/oRDz30EL179+aBBx7g+9//fvw548aN4/nnn+enP/0pP/vZzxg8eDAvvPACZ5xxhvF2wft6uZqaGgoLCykrK+OMM86gqKiIDh06JPVh79693HXXXUmfwH/66adzyy23MG3aNHr06MGSJUsyDc1XJjc3l9tvv73JEv5sok7BSPMBdTJFnYKR5gPqZIo6BSPNB9TJFHUKRpoPqJMp6hSMNB/IjpPlukGfd68oiqIoiqIoiqIoiiQyes+8oiiKoiiKoiiKoijZR0/mFUVRFEVRFEVRFOVfDD2ZVxRFURRFURRFUZR/MfRkXlEURVEURVEURVH+xdCTeUVRFEVRFEVRjhpXX301VVVV2dZI4o477qC6ujrbGuLROP1roZ9mL5BYLMYrr7zCd7/73WyrKMpXoq6ujmg0Srt27bKtovwL8sADDxg978YbbzzGJh6JX7vaEv369TvGJoqiKLIJhULs3r2bHj16ZFsljkQnn9WrV/OHP/yBzz//HMuyGDp0KJdeeimjR49udRfJcVKaoifzgti4cSNPPvkkS5YsoaysjPr6+mwr/UvQ0NBAJBLJtoZIHMfhtdde44knnuAvf/lLq213//79XHnllRQVFeE4DmeccQa///3vGTRoUKs5KP/6DBw4MPA5lmWxZcuWVrDxDnB8/F2nZVlJj1mWRSwWaxWfRBYuXMgVV1xBly5dWn3byldj+/bt9O3bN2ksKUqmvPfee4waNSpep/x65FNXV8fLL7/MxRdf3Co+tm2zZ88eUSeEEp0Abr31Vu69917at2/PoEGDcF2XLVu2UF1dzX/9139x9913t6qPxDi9+eabnHHGGeTk5KT9fW1tLS+++CJXXHFFqzk9/fTTRs875k6uklUOHTrkPvHEE+64ceNc27bds88+23388cfd0tLSbKslcfDgQfeBBx5wTz311Fbd7owZM9yKiopmf7969Wr3pJNOakUj173wwgvd/fv3t+o2M+Xzzz93f/KTn7i9evVy8/Ly3AsuuKBVtz9r1iy3Z8+e7p133uned9997tChQ91zzjmnVR3S8fnnn7v/+7//627ZssV1Xdd99dVX3TPPPNMdPXq0+4tf/MJ1HKdVfe6++263uro6/v833njDra2tjf+/srLSve6661rVyXVdt6Ghwb3nnnvckSNHuu3atXM7d+7snnHGGe4jjzzS6jGSRCgUcvv37+/efvvt7vvvv+9++OGHaX+yQadOndzc3Fz3P/7jP9zXX39dRJ7+7//+zz3xxBPT1vDy8nJ3+PDh7ooVK7Jg9iWlpaVZr+e2bbt79+7NqkMiFRUVRj+SeOmll9yTTz452xpxYrGY+9e//rVV972p46hDhw5ucXFx/P979uxxbdtuNR/Lstx9+/a12vZMkOi0ePFiNy8vz/3tb3/r1tfXxx+vr693f/Ob37h5eXnukiVLWtVJYpwsy3LPOOMMd9euXWl/39rj23W9/W5zP507d3ZzcnJaxUlP5rPEypUr3auvvtpt3769O3LkSPfee+91Q6GQu379+myrJbFs2TL3P//zP928vDz3uOOOc2+88cZW3f7IkSPdPn36uH//+9+THq+vr3fnzZvnRiIR99prr21Vp7Fjx7o9e/Z0//rXv7bqdoOorq52Fy9e7J555pluJBJxbdt2f/Ob37hVVVWt7tK3b1/3tddei/9/w4YNbigUStpRtTZ/+tOf3HA47Obk5Li5ubnukiVL3NzcXPfb3/62O23aNDccDru/+tWvWtVJ2sGX63rjaPz48a5t2+7kyZPdm266yb3xxhvdyZMnu7Ztu9OmTXNjsZi7efNm96mnnmpVt2yze/du91e/+pV7wgknuD179nRvueUW99NPP822luu6rltbW+v+/ve/d88++2zXtm23b9++7m233Ra/cJUNzjvvPPf+++9v9ve/+c1v3O9+97utaORRVlbmFhYWul27dnVt23Zt23a7du3q/vCHP3TLyspa3ceyLFEn85ZlxeOS7sf/fWvz2GOPuRdddJF7ySWXuO+8847rut4Fo9NOO81t06aNe80117S6UyrZvJCeOo7at2/fZH9iWVar+vgnNS39tCaWZbknn3yyO3LkyBZ/WpMxY8a0WCfvu+8+d8yYMa1oJDNOvlOvXr3i8z+RbBwvNceuXbvca6+91o1EIu6UKVOO+fbCx/a+v5KO4cOHU11dzaWXXsq7777L8OHDAfjJT36SZTOP7du389RTT/HUU09x6NAhysrKePHFF/n+97/f6i7vvfced9xxB+eddx5XXXUV9913Hxs3buTKK6/k8OHDvPbaa0yaNKlVnd5++23uvfdepk+fziWXXMLChQvp0KFDqzok8t577/G73/2OF154geOPP57LL7+cP/7xjxx33HGcc845tG/fvtWddu3axciRI+P/P+GEE8jJyWHXrl3079+/1X0A7rzzTm699VZ+8YtfsHjxYubMmcOvfvUr5s6dC8Bjjz3Gr3/9a3784x+3mpOb8i6n1P9ng1/+8pfs2LGDtWvXcsoppyT97qOPPuL888/nRz/6ES+99NIxj9Xy5cu5/vrreeedd8jPz0/6XUVFBePGjWPRokVMmDDhmHr4FBQU8OMf/5gf//jHvPXWWzz11FOcccYZDB8+nJkzZzJz5kxsOzufK5ubm8tll13GZZddxtatW3nqqad4+umnufPOO5k4cSKzZs3ie9/7Hrm5ua3m9NFHH7W4PHTy5Mnce++9reYDcPDgQcaOHcvOnTu57LLLOPHEE3Fdlw0bNrB48WL+7//+j5UrV9K5c+dW9ZLE8uXLxS35v/fee/nv//5vTjnlFDZs2MDLL7/M/Pnzuf/++7nhhhv44Q9/SLdu3bLiVlNTw4svvsgTTzzBO++8QywW49e//jVXX311Vva/LdHaef2f//kfOnbs2KrbDGLKlCmi8rJ+/XouuOCCZn//3e9+l5/97GetaOQhLU6WZfHaa69xxx13MHHiRB5++GGuuuqqbGslUVVVxd13381vfvMbTjrpJF5//XW+9a1vHfsNH/PLBUoTIpGIO2PGDLeoqChpKWQ4HM7qnfkXXnjBnTRpktu2bVv3oosucv/yl7+4dXV1WfdyXdd9//333ZNOOsnt1auXG4lE3NmzZ7uVlZVZddqwYYP79a9/3e3fv7973333ub/5zW+SflqLUCjkzp071924cWPS49nMm23bTZZodejQIat3Cdu3b+9u3rzZdV1vCWQoFHI/+eST+O9LSkrcNm3atKqTyZ2U1r7SPHToUPd///d/m/39iy++6FqW5V599dXH3EXqnd1E9uzZ437rW99ybdt2Dxw4kFWXdCxbtsy99NJL3bZt27pdunRp1W3n5ua6mzZtavb3mzZtcvPy8lrRyHVvuukmd8SIEe6ePXua/G737t3uySef7M6dO7dVnSzLcu+8884m+5Bs7VMkcsIJJ7hPPPGE67qu+//+3/9zLctyzz777KyspPB599133dmzZ7v5+fnu6NGj3YULF7p79uzJ2r5X2v5E2ooT15Xp1KFDB3fDhg3N/n7jxo1uhw4dWtFIZpwSnR566CE3JyfHvfHGG91YLOa6bnbvzNfV1bn33Xef27VrV3fYsGHuH//4x1bdvt6ZzwIlJSUsXryY6667jpqaGi655BIuu+yyrF8Jv/TSS7n11lt56aWXsnqnOR25ublEIhEqKirIyclh/PjxWXc84YQTmDlzJnPmzOHXv/414fCX08myrFb7hO2zzjqLJ554gn379jFjxgymTJmS9bHkui5nn312Ukyqq6s577zzkj685IMPPmg1p8OHD8fHjG3btGnThrZt28Z/36ZNG+rq6lrNRyrbt2/n9NNPb/b3X//617EsiyeeeOKYu0i8s+uzcuVKnnzySf74xz8ybNgwHnroITp16pQVl5awbRvLsnBdF8dxWnXbffr04ZNPPmHIkCFpf//xxx/Tq1evVnX6y1/+wqOPPkrPnj2b/K6goIB77rknXtNbk0ceeSTpAxZTac19ij9mWsKyLKLRaKv4AGzbto1zzjkHgIkTJxKJRLjzzjuzOufGjRvHDTfcwHvvvcewYcOy5pHIp59+yp49ewBvP7xx40YOHToEeB9M25pk+zgkHRKdRo0axbPPPsvPf/7ztL9/5pln+NrXvtaqThLjlEhhYSEjRozgP/7jP1i/fj1//OMfs+Lhui5PP/00t912G9FolLvuuouZM2e2WMuPBXoynwX69OnD/PnzmT9/PsuXL+fJJ59k/PjxRKNRFi9ezKxZszj++ONb3evqq6/m4Ycf5o033mDGjBlMnz4960sNXdflV7/6Ff/zP//DJZdcwj//+U+effZZrr/+ev70pz/x+OOPZ+XTNvfu3cusWbN46623eOKJJ7jyyitb3cGnqKiIHTt28NRTT8UvEE2fPh3IXkG+/fbbmzzW0jKy1sCyrKR4pP4/W/zud7+LL2Xza4C/XDQb39Gbn5/Pvn376Nu3b9rf79mzp9U+MX3v3r0tflNFOBymtLS0VVwAdu/ezdNPP81TTz1FWVkZl112GStXruSkk05qNQcTtm3bxuLFi1m8eDE7duxgwoQJPP74463+VqmpU6dy2223ce6555KXl5f0u5qaGm6//Xa+853vtKrT7t27W8zXiBEj4idDrcn7778v5pOj//znPzf7u5UrV/Lb3/621d8SVFtbmzSGcnJy6N69e6s6pCLxQvrZZ5+dlBt/fvkX9FrTr7XHiAkSnW655Ra++93vUldXxy233BK/0Lhnzx7uu+8+Fi5c2OKcPBZIjFMqEyZMYPXq1Xzve99jzJgxLFq0qNUdTj31VIqLi7nhhhuYO3cubdu25fDhw02el/o2waONfjWdECoqKnj22Wd58skn+eCDDxgxYgQff/xxq3v47/168skneffdd5kyZQqvvfYaH374ISNGjGh1n69//ets376dRx99lPPOOy/++JYtW7jqqqtYv349Dz30UPzktTV4/vnnuf766xk5ciRPPvlksyc92WLZsmU8+eST/OUvf6Fv375cdNFFXHTRRa1+ZVcatm3TsWPH+MFMeXk5+fn58fc4u65LZWVlq36t2IABA4wOrkpKSlrBxmP69OlEo1FeeumltL///ve/TygU4sUXXzzmLoMHD+bee+/le9/7Xtrf/+lPf+K//uu/Wu2r6XJycujduzdXXnkl559/frMXGlI/a6A1qK2t5aWXXuLJJ5/kjTfeoFevXlx55ZVcffXVWftKyL179/K1r32NUCjE9ddfz7Bhw7Asiw0bNvDQQw8Ri8X44IMP0t4lP1b06dOHF154gW984xtpf//mm2/yn//5n+zcubPVnP4VvtN548aNzJs3j1deeYXLLruMn//85/Tr16/Vtm/bNr/4xS/iFz5//OMf8//9f/9fk/fJt9bqBR//QvpTTz0Vv5D+8MMP8/HHH3PiiSe2qsu2bduMnpetz62RwLZt2+jXr198v7t+/fqkfX4oFMrKxdnf/va3/Nd//RfRaDT+GQMVFRWEQiHuueee+Gf7tBaffvopJ554YovHJ7///e+5/PLLW82pua/Lq62tZebMmfzv//4v0Wi0VY/hEj8jJ12s3Fb6ulo9mc8S27Zto6ioiIaGBiZOnBj/EDyADz/8kCeffJIHHnggi4awadMmnnjiCZ555hkOHTrEtGnTuOiii7jwwgtbzeE///M/efjhh9PeCXRdl4ULF/Kzn/0svoysNWjXrh2/+tWvuOGGG1ptm0dCWVkZv//973nyySf5+OOPs/Ld15JYsmSJ0fOyucpCAp9++ilnnHEGJ510EjfffDMnnHBC/PFf//rXfPrpp7zzzjutcsBzww038M9//pPVq1envbN7+umn861vfavVamW6HXfqLjRb3zPfqVMnamtr+c53vsPMmTOZMmVK1j6ML5Ft27Zx3XXX8frrr8djZVkWU6ZM4eGHH2bAgAGt6jNz5kw2b97MsmXLmnxfcV1dHVOmTGHw4MGt8jYSH4nf6eyza9cubr/9dpYsWcKUKVP45S9/mZUL+yYXPi3LarULe+nQC+nyefPNN7n55ptZvXo1AB06dKC6ujqpNr3++uvxt3S0Jl988QV//OMf2bRpEwDHH3883//+97Nyw6hNmzb8/Oc/55Zbbmky7/bu3cvs2bP5f//v/2/vvqOiOtM/gH9nQKQOEnXVuGKJCK6xriLqGsWCQ9EQKwhSExUVO5YYNWbVWDZGLFgZBuwoHFjFGjWIMaixYVRWRQQrKiJNRMr7+4PD/dEGyG7mvRd5Pud4jjN3zrnfA8zMfd77vs97luvswUaNGiElJUVjQ8W1a9diy5YtXD8DYmNja/W6AQMGaDUHFfMiOHfuHBwcHPD27VsAJVNFQ0ND4erqKnKyqhUXF+Po0aPYuXMnjh07Jrl1xffu3YOFhcUHe74/w9WrV7leUNja2tbqwuv06dOcEklXcXEx1Go1IiMj8fDhQ8hkMrRr1w6jRo3ChAkTRJm2GR8fD19fX9y5c6dc0WplZYWdO3eib9++XHJI7c6ulO98rVu3Dh4eHqJ19K5JRkYG7t+/D8YYLCwsRFvC9fjxY/Ts2RMNGzbE1KlTyw1WBQUFIT8/H7/99hvXC+hly5YhICCgXA8PsWVmZmLlypXYuHEjunXrhtWrV6N///5ix6oTxBpIX7NmDfz9/WFgYACg5Fqzd+/ewg4W2dnZmD9/PoKCgrjkkSIXFxf07dtXmMFhYmKCmJgYtG7dGowxbNiwASkpKRpnptUXERER8PPzg6WlJdRqNT755BMAJXfjZ8yYgU8//RQqlUp4nge5XI7u3bvjyy+/xPjx4yW3S4KYqJgXwYABA6BQKLBt2zYYGBhg4cKFiImJwaNHj8SOBgBIT09H48aNAZRMIduxYwfy8vIwfPhwWFlZSebuQekXZnBwMK5fv87tvOfOnavV63htl1WVd+/e4cCBA8jNzYWdnZ3GBlTaMmvWLI3HsrKysG/fPuTn53O/g3nw4EFERUWhoKAAQ4YMwcSJE7mevyLGGJycnHDs2DF07doVVlZWwjZZN2/exIgRIxAVFSVavuvXr+Pu3bsAAAsLi3LbDfLy8OFDTJkyRTJ3dknd9+DBA0ydOhUnT54s9zc1dOhQbNq0ifvnpbm5Oa5duyZ8727atAkeHh5aX2epyZo1a7B69Wo0b94cK1euFL3fSW2kp6dj165d3Kcj14TnQHrF5RoKhQLXr18XltmkpaXh448/rtez9Nq3b4/du3fDxsYGQEkxf+PGDeFndO3aNTg6OuLp06fcMkn1mvLFixeYNGkSTp06hW+//RZxcXH46aefsHLlSkyfPp37jYb4+HgEBwcjPDwcBQUFGDlyJHx9ffls/VaDJ0+eICIiAnfv3oVMJkOHDh0wcuRItGzZksv5qZgXwUcffYRz584JU9Vyc3OhUCjw6tUrURvO3bx5E8OHD8ejR49gYWGB/fv3Q6lUIjc3F3K5HLm5uTh06BCcnZ1FywgAP/30E4KDgxEVFYUmTZpg5MiRCAwM5Hb+sp1+Nb19eE61DQgIwPv374Wfwfv379G7d2/cunULhoaGKCwsxKlTp9CnTx8ueTQpLCzE5s2bsWLFCpiamuKf//wnXFxcuJ1/+/btmDx5MiwsLKCvr4/ff/8d8+bNw/fff88tQ0UhISGYMWMGoqOjK30hnTlzBs7OzsKFPU/Z2dmIj49HQUEBrK2tJXG3Vwp3dt++fYuAgIByA0IbNmyQxM9HUwdyhUIBS0tLzJs3j+sSKaCkqWptqFQqLSepWkZGhjCltX379twaO1ZUcZp9xSJMjDwGBgYYMmRItV2ZIyMjOaaqjDGGkydPIjg4GNHR0VAoFFwbYlZFzIH0in9HFQtVKuZLpo8nJiYKs6ciIyOhVCqFWTEpKSno0KED1xmoUrumrMjNzQ379u2DkZERLly4gM6dO4uSo1Rpb6+QkBDExcWhTZs28PHxgaenJ/76179yzxMUFITZs2fj/fv3MDU1Ffov6enpYd26dZgyZYrWM1AxL4Kq1seZmJggISEBbdu2FS2Xvb09dHV1MX/+fOzevRtHjhyBnZ0ddu7cCaBk/eqVK1cQHx/PPVtqaqrQZCYnJwcZGRkIDw/n3p0ZABo3bgwTExN4eXlhwoQJGi/keU0B+vTTT7Fy5UqMGDECQEmBOGfOHFy7dg3m5ubw8fHBixcvEBMTwyVPVfbs2YMlS5YgLy8P33zzDSZOnFhu2zoeOnfuDGdnZ2H7F7VaDX9/f1E6xpeys7PDoEGDsGDBgiqPr1y5ErGxsThx4gS3TAkJCbC3t8ezZ88AlBQWhw4dEmUNYW2KT11dXTRv3hxDhw4t1yRTGwICAhAUFAQ3Nzfo6+tj3759GDhwoGjb4pQVFRVVZTH/5s0bXLp0CSEhIQgNDcWYMWO4ZZLL5WjdujW6d+9ebXdknp2apTjAUFMRxpuXl1et7rqFhIRwSFPZw4cPoVKpoFar8eTJE7i5ucHDwwO2trZct4SS2kA6FfM1+8tf/oLw8HAMHDiwyuM///wzxowZw3VQSGrXlKUyMjIwdepUREdHY8aMGThw4AAaNmyI0NBQ9OrVi2sWTZKSkhASEoKwsDA8e/YMQ4cOxdGjR7mdPyYmBp9//jlmzpyJOXPmCFutPnv2DGvXrsXGjRsRHR0NBwcH7QbR1gb2RDOZTMbOnj3Lbty4IfwzMjJiMTEx5Z7jrXHjxsJ5s7OzmUwmY5cvXxaO37lzh5mamnLNdODAATZ06FBmaGjIRo8ezaKiolh+fj7T1dVlt27d4pqlVH5+Ptu/fz+zs7NjBgYGbNSoUezo0aOsuLhYlDwmJibs3r17wmMXFxf21VdfCY+vXbvGWrRoIUY0duzYMda1a1emUCjYd999x3JyckTJwRhjhoaGLCkpSXhcWFjIGjRowJ49eyZapmbNmrFr165pPH716lXWrFkzfoEYY/b29szGxob98ssv7MqVK2zEiBHM0tKSa4ZSXl5eNf7z8PBgSqWSGRgYsMWLF2s1T7t27di+ffuExxcvXmS6urqssLBQq+f9M2zatIlZW1tzPaefnx8zMzNjXbt2ZYGBgSw9PZ3r+asik8lYmzZt2BdffMGcnZ01/uOdKS0tTXhsbGxc7rOKMPbu3Tu2d+9eNmjQIKavr8+++OILdvDgQVGvBTp16sSio6OFxyqVipmZmbGHDx+y4uJi5uXlxRwcHLjlqenv6Pnz50wul3PLI0VOTk7M29tb43FPT0/m6OjIMZH0rikZY+zw4cOsefPmzNramt25c4cxxlhOTg6bPHky09PTY4sWLWIFBQWi5SsrOzubbd26lX300Ufc/74/++wztmjRIo3HFy1axD777DOt56BiXgQymYzJ5XImk8k0/hPjA1eKXwQ6Ojps4cKFLCsrq9zzYn6Bl5WamsqWLVvG2rVrx1q2bMm+/vpr7h9wpqam7O7du8LjNm3asODgYOFxcnIy09fX55rp4sWLbODAgUxfX5/NnDmTvXz5kuv5q1Lx75sx8S+aGzRowJ4+farx+JMnT5ienh7HRIw1bdq03CDeq1evmFwuZ9nZ2Vxz/FFHjhxhrVq10uo5GjRowB4/flzuOX19fZaamqrV8/4Z7t69yxo1asT9vKVF2JAhQ5ihoSEbM2YMO378uGgXqlIdYFixYgULDAxkgYGBTF9fny1evFh4XPqvPmvcuDHr378/27ZtG3v9+rXwvJjXAlIbSK/p72j58uX1vpg/c+YMk8vlbO7cueWuB9LS0tjs2bOZjo4OO336tGj5pHBNyRhjDRs2ZCtWrGBFRUWVjp08eZKZm5uzrl27cs9V1s8//8w8PDyYkZERUygU7Msvv2S//vor1wwmJiYsMTFR4/HExERmbGys9Rw0zV4EtemInJGRgW7dumk/TBlyuRxpaWlo2rQpgMpT/8WYojVx4kSEh4ejU6dOmDBhAsaNGwczMzM0aNAAN27cKLeln5iSk5Ph6+uL2NhYvHz5kuvaSxsbG4wdOxazZ8/GrVu30KVLF9y/f1/4vcXGxsLT0xMPHz7klql0zeWkSZOqbVDGc0/givsUA1XvVcwzk46ODp4/fy685yoS4z0n1WVANXnz5g18fHy0uo63qt9XXfjZACXLJ4YNGyYsnxBDSkoK1Go1wsLCUFBQgNu3b5d7P/KSn5+PyMhIqFQqXLhwAY6OjvD19YWdnZ0ou0fUhW3XxGZmZoYuXbrA3d0d48aNE5oDinkt0KhRI1y+fFnY3aZt27ZYvHixsJTj4cOH6NixI/Ly8rjkqc3fEVByvVKfBQUFYdasWSgsLIRCoYBMJkNmZiZ0dXXxww8/YNq0aWJHFPWaEij5vujSpYvG41lZWZg1axbXLTyBkqbcarUaarUaycnJ6Nu3L3x9fTF27FgYGRlxzQIAxsbGSEhI0Lgk6sGDB+jSpYvWt8/mu2iVANC8bVFmZib27NkjdGcXY12Tl5eXsI3Ju3fvMHnyZOENIsaWdNu3b0dgYCDCw8OhUqkwc+ZMDBs2DIwxFBcXc89TVn5+PiIiIqBSqfDrr7/C0dERMTEx3D90AwIC4OrqipiYGNy6dQsODg7lCoujR4/C2tqaayZzc3PIZLJq18LKZDKuhbO5uTl27NhR7rnmzZtj165domVijJV7z1UkxntOJpMhOztb2NedMSY8l5WVJbxOrE7bmjRq1EjrDbmq+n1V/JwExG8MVpXt27dzHyCuSCaTQSaTif753bBhQ7i6usLV1VUYYJgyZYpoAww8B1rrqmfPniEiIgLBwcGYMWMG7O3t4e7uLsrgSykrKyscPnxYGEhPTU0t18g0JSWF27aZAP0d1daUKVMwfPhwHDp0SGiAaWFhgdGjR4uyp3spqVxTAsD69esRGBgIExOTKo8rFAruhfzQoUNx9uxZNG3aFB4eHvDx8YGlpSXXDBV16tQJ0dHRGndwioqKQqdOnbSeg+7MS8CZM2egUqkQGRmJ1q1bY9SoURg1ahT3baC8vb1r9Tqxmt4AJXu8BwcHY9euXcjJyYGjoyNGjx7NtUtzaTOp/fv3o23btvDy8oK7u7tonZCBkg7/MTExaN68Ofz9/cvtV7xs2TIMGDBAY8MXIh4pvueq6opeWtCX/X99bKIk5cZgs2fPrvL5zMxM/Pbbb0hKSkJcXBz375Wyd8HPnz8PJycneHt7Q6lUQi6Xc81SldTUVOFOz/v375GYmCjKbAFSe6VNr0JDQ/HkyRO4urrCy8sLgwYN4toALyIiAq6urujfvz9+//139OrVC0eOHBGOz58/H8nJyQgPD+eS5+LFi3j9+jXs7e2F58LCwrB06VLk5ubC2dkZGzdu1Dh4XB/4+PhUW6SKQYrXlBW3OZSCESNGwNfXF05OTlzf59UJDQ2Fn58f/vWvf5Vr7FxYWIht27YJTXO9vLy0moOKeZE8fvwYarUaKpUKubm5GDt2LLZu3SqpqeNSVlxcjKNHj2Lnzp04duwY921EzM3N4enpib///e8aX1faXb4+OnPmDKZNm4b4+PhKd3AzMzPRt29fbN26Ff3796/XmaQoNja2Vq8bMGCAlpOQP0LTXrsKhQJWVlZwcnJCSEgI1y7tU6ZMwf79+2Fubg5vb2+4u7sLe6mLSWoDDFSE/XeKi4tx4sQJBAcH4/DhwzA2NkZ6ejrXDKdPn8aRI0fQokUL+Pv7w8DAQDjGeyBdqVTC1tYW8+fPB1Cy3XCPHj3g5eWFjh07Yu3atZg0aRK+/fZbLnmkSIpFqhSvKatabkeqNnfuXKxbtw4mJib45JNPAJQMOObk5GD69On48ccftZ6BinkRODg4CBcQbm5uUCqV0NHRkdw6cClJT08XLgIfPXqEHTt2IC8vD8OHD4eVlRXXD5zaXOzxvHN57949LFmyBNu2bauySPXz88Py5cu5bnM0YsQI2Nraapx6tGHDBpw9e5brllRSzCRFZafSV0dq0+x5kNpWeX/EjRs30KNHD+79F8zNzdG9e/dqZzTwXJYgxQEGe3t7DBw4kIqw/8GrV68QFhamcYaKNuTl5WHu3LmIiopCQUEBhgwZgg0bNmjcWkzbWrRogcOHD6Nnz54AgEWLFiE2Nhbnz58HABw8eBBLly7F7du3RcknBVIsUqV2TQlU7qFFqhcfH499+/YJyzY6dOgAFxcX2NjYcDk/FfMi0NXVxfTp0+Hn5yc0TgHEbeQiVTdv3sTw4cPx6NEjWFhYYP/+/VAqlcjNzYVcLkdubi4OHToEZ2dnsaOKZuLEiWjUqBHWrFlT5fH58+cjKysLW7Zs4ZapdevWOH78ODp27Fjl8cTERNjZ2SE1NbVeZ5KiqqbZV6U+TrOvzbKI4uJivHjxArGxsZg7dy6+++47DslqJkYxL8VlCVIcYKAirGYZGRnYvXs3PD09qxy0DgsLq/KYNpVOoXVzc4OBgQH27t2LgQMH4uDBg9wylKWvr4979+4J677/8Y9/QKlU4ptvvgFQsqa+c+fOyM7OFiWfFFCRWjtyuRympqY1fn6/fv2aUyJSHWqAJ4K4uDioVCr07NkTVlZWQpd2Utm8efPQuXNn7N69G7t374aTkxMcHBywc+dOAIC/vz9WrVolSjFf1WyBd+/eYfjw4Vynap87d65cE7eKxo4di/Hjx3PLA5R0YW/QoIHG47q6unj58iXHRNLMJEVnz54V/s8YE95vLVu2FDGVNPyRojMmJgZ+fn6SKebFoFarxY5QiYeHh6hN06qSkZFRrlFabGwslEql8LhXr1549OiRGNEkY9OmTUhISIC/v3+lY6ampoiLi0N2dja+/vprbpkiIyMRHBwMFxcXAICbmxv69euHoqIiUdb0NmvWDMnJyWjVqhXev3+Pq1evYtmyZcLx7Ozsar8D64sOHTpIqkiV4jp+oGSZiKmpqdgxJC0hIaFWr6tuZ4A/AxXzIujTpw/69OmDwMBA7N+/HyqVCrNnz0ZxcTFOnTqFVq1aSe5NLZbLly/jzJkz6NKlC7p164bt27djypQpwrQkf39/btNYStU0W2DdunVcZwukpKRUO2WsSZMm3C8EW7ZsiZs3b6J9+/ZVHk9ISECLFi3qfSYpqrgWXkdHBzY2NlyXaXwI+vXrJ9xpra9Kt+iqjkwm49oVWYoDDFSE1SwiIgI//PCDxuOTJk3C3LlzuRbzjx49Kjdwb21tDV1dXTx9+lSUruhKpRILFizA6tWrERUVBUNDw3L5EhIShDW99ZnUitTQ0FCsWrVKctf9Li4uklqOIEXdunUTdmjRhMcSCSrmRWRoaAgfHx/4+PjgP//5D4KDg7Fq1SosWLAAQ4cOxb///W+xI4ru9evXaN68OYCS/RyNjIzKdfg0MzPjPmVMarMFTE1NkZSUpHHLw/v373Nf3+zg4IAlS5bA3t5e2OKsVF5eHpYuXQonJ6d6n4l8uHhslVdWTev537x5wydIGWq1Gq1bt0b37t2rvdip76gIq1lSUlK5ZYkVWVhYICkpiWOikqVGenp65Z7T1dVFYWEh1xylli9fjpEjR2LAgAEwNjZGaGhouXwqlQp2dnaiZJMSqRWpUvxslNrsJalKTk4WOwIAWjMvOUVFRTh8+DBUKhUV86i8vsnExAQJCQnCPuppaWn4+OOPua4DbdKkiTBbICcnBwqFApcuXRLuwiUmJsLGxobbxfPYsWNRUFCgsXHb559/Dj09Pa7r+NLS0tCjRw/o6Ohg2rRpsLS0hEwmw507d7B582YUFRXh6tWrXPfglWKmusDExAQ3btygO/MSJ8VtDss2m/Px8RF9uyWpevnyJUaOHIlffvkFxsbGUKvV5QZnBg8eDBsbG6xYsULElOJq1KgRjh8/rnEmXnx8PJRKJddBK7lcDnt7+3K7DBw+fBiDBg2CkZGR8BzPQT2gpIeAsbFxpan+r1+/hrGxcaUBiPpEqt3spbaOX4qNAqVo8ODBmDp1qsbB9FevXsHa2hoPHjzQag4q5omkVfyyrPhFmZ+fj+PHj3Pv8ln2Q65iscN7gOHatWvo06cPnJycMG/ePFhaWgIoGVRYs2YNYmJicOHCBfTo0YNLnlIpKSnw8/PDiRMnhJFnmUyGYcOGISgoCG3atOGaR6qZpK7iABohf0TZbeAuXLgAR0dH+Pr6ws7Oju7+VFBdEWZiYlKvp9rb2tqid+/eWLVqVZXH58+fj0uXLpXr+aFtUhxAI9WTYpFKzebqLrlcDrlcjkWLFpVbGlWKVz1AxTyRNCl+WUpxtsCRI0fg4+NTaY/dxo0bY+fOnaLueZ+RkYH79++DMQYLCwuYmZmJlkXKmaSi4ghzVXeaAP53m0jdl5KSArVajbCwMBQUFOD27dswNjYWO5boatNbACiZJl1fRUREwMXFBT/++CP8/PyEAY+ioiIEBQVhzpw52Lt3L0aPHi1yUkL+GLlcjvXr19e4jt/T05NTIlJbcrkc27ZtQ0BAAGxtbbFr165y32lUzBMiUVKcLQCUrPs+fvy4UKR26NABdnZ2MDQ05JqD1G1SHEAjH4bU1FSo1Wqo1Wq8f/8eiYmJVMyj5DulNr0FNC2lqi8WLVqE77//HiYmJmjXrh1kMhmSkpKQk5ODgIAAjXftCZEyKc4WILVT+rtLT0+Hs7Mz9PT0EB0dzX2mLhXzhPxBVOwQQkjtlJ1mf/78eTg5OcHb2xtKpVLYlaS+o94CtXf58mXs2bMH9+7dEwatx48fD2tra7GjEfJfkeI6flI7ZQdiMjMz4erqiosXL+LAgQMYMmQIFfOEkNoJCwur1es8PDy0nIQQQv5f2SLV29sb7u7uaNy4sdixJIl6C1Tv7du3CAgIQFRUFAoKCjB48GBs3LgRTZo0ETsaIf8TujNfd1X83THGsHDhQqxbtw6rV6/G+PHjqZgnhNRMLpfD2NgYurq6GqdoymQyap5CCOFKLpfD3Nwc3bt3r7Ygpf4L5VFvgcoCAgIQFBQENzc3GBgYYO/evRg4cCDXXVoIIaQsTbMqDhw4AF9fX9ja2uLo0aO0zzwhpHodO3ZEWloa3N3d4ePjgy5duogdiRBC4OHhQXeV/wsymQwymQyMMRQXF4sdRxIiIyMRHBwMFxcXAICbmxv69euHoqKiSt3/CSGEB0030MaNGwdLS0s4OztzyUF35gn5AFy8eBEqlQoHDhxA+/bt4evrCzc3NygUCrGjEUIIqQH1Fqienp4ekpOT0bJlS+E5AwMD3L17F61atRIxGSGkvoqNjUW/fv2gq1v1vfH09HTExMRofZkrFfOEfEDy8vJw8OBBhISE4NKlS3B2doZKpRI67xNCCJEW6i1QMx0dHTx//lzYEhaovC0sIYTUR1TME/IBOnfuHJYuXYpz587h1atXtI86IYRIFPUWqFnFLWGBytvCAvX7Z0QIqZ9ozTwhH4gnT54gNDQUISEhyM3Nhbu7O7Zs2UKFPCGESBj1FqiZp6dnpefc3d1FSEIIIdJCd+YJqePCw8MREhKC2NhYDBs2DN7e3nB0dKSmQIQQQgghhHzAqJgnpI4rnaLp5uaGZs2aaXzd9OnTOaYihBBCCCGEaBMV84TUcW3atKlxiqZMJsODBw84JSKEEEIIIYRoGxXzhBBCCCGEEEJIHUOblxJSx505cwZ/+9vfkJWVVelYZmYmOnXqhLi4OBGSEUIIIYQQQrSFinlC6rj169fjq6++gkKhqHTM1NQUkyZNwrp160RIRgghhBBCCNEWKuYJqeNu3LgBpVKp8bidnR2uXLnCMREhhBBCCCFE26iYJ6SOS0tLQ4MGDTQe19XVxcuXLzkmIoQQQgghhGgbFfOE1HEtW7bEzZs3NR5PSEhAixYtOCYihBBCCCGEaBsV84TUcQ4ODliyZAnevXtX6VheXh6WLl0KJycnEZIRQgghhBBCtIW2piOkjktLS0OPHj2go6ODadOmwdLSEjKZDHfu3MHmzZtRVFSEq1evolmzZmJHJYQQQgghhPxJqJgn5AOQkpICPz8/nDhxAqVvaZlMhmHDhiEoKAht2rQRNyAhhBBCCCHkT0XFPCEfkIyMDNy/fx+MMVhYWMDMzEzsSIQQQgghhBAtoGKeEEIIIYQQQgipY6gBHiGEEEIIIYQQUsdQMU8IIYQQQgghhNQxVMwTQgghhBBCCCF1DBXzhBBCCCGEEEJIHUPFPCGEEEIIIYQQUsdQMU8IIYQQQgghhNQxVMwTQgghhBBCCCF1zP8B4EYiTGsTTwMAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plotting the risk contribution per asset\n", "\n", "mu = Y.mean()\n", "cov = Y.cov() # Covariance matrix\n", "returns = Y # Returns of the assets\n", "\n", "ax = rp.plot_risk_con(w=w_1,\n", " cov=cov,\n", " returns=returns,\n", " rm=rm,\n", " rf=0,\n", " alpha=0.05,\n", " color=\"tab:blue\",\n", " height=6,\n", " width=10,\n", " t_factor=252,\n", " ax=None)" ] } ], "metadata": { "kernelspec": { "display_name": "base", "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": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 4 }